Runfile for svmASL | William Hager

problem: a7a // kernel: linear // C: 1.000000e+00
time to read data: 1.099830e-01
number of features: 122
nonzeros in data: 223304
problem dimension: 16100
matrix to be created in format linear

Numerical parameters:
parameter in kernels ………………………… gamma: 8.196721e-03
degree for poly kernels …………………….. degree: 3
subspace tolerance <= serr1 times SVM tolerance ... serr1: 1.000000e+00 subspace tolerance <= serr2 times KKT error ....... serr2: 1.000000e-01 use index if Lagrangian error >= l_pert*SVM tol .. l_pert: 1.000000e-02
ignore index i if |d_i| <= d_pert ................ d_pert: 1.000000e-12 threshold for free variables C*bndpert ......... bnd_pert: 1.000000e-03 size of subspace ................................... nsub: 250 amplification factor for value of prior indices .. PreAmp: 2.000000e+04 maximum fraction of prior indices in new space .. MaxKept: 8.000000e-01 maximum number of outer iterations ............. maxouter: 2147483647 print level (0 = none, 2 = maximum) .......... PrintLevel: 0 use lp for subspace if max_i |g_i| >= 1.000000e+04*C*lambda_k

Logical parameters:
Use dense dot products
All elements in data matrix are 1
Do not for dense submatrix if kernel = 0

Print the parameter structure

=========================================
Status: 0
Function value: -5.6992532164e+03
KKT error: 9.8801246114e-04
constraint violation: -8.5453588406e-11
nlo: 10331 nhi: 5652 nfree: 117

Timing results:
Read matrix: 0.1100
Construct subspace: 0.3859
Build subspace matrix S: 0.0000
Solve subspace problem in ASL: 1.9917
Update gradient: 0.1140
Solve problem: 2.5036
=========================================
Total time (read+solve): 2.6136

Outer iterations: 197
Inner iterations: 23180
Columns evaluated: 48956
Iterations in ASLd: 113413
Subspace cost evals: 0
Subspace grad evals: 22983

problem: a7a // kernel: linear // C: 1.000000e+01
time to read data: 1.089830e-01
number of features: 122
nonzeros in data: 223304
problem dimension: 16100
matrix to be created in format linear

=========================================
Status: 0
Function value: -5.6875579000e+04
KKT error: 9.6940170522e-04
constraint violation: -2.6334312508e-10
nlo: 10345 nhi: 5630 nfree: 125

Timing results:
Read matrix: 0.1090
Construct subspace: 0.5479
Build subspace matrix S: 0.0000
Solve subspace problem in ASL: 8.1068
Update gradient: 0.1680
Solve problem: 8.8387
=========================================
Total time (read+solve): 8.9476

Outer iterations: 270
Inner iterations: 90676
Columns evaluated: 67365
Iterations in ASLd: 448316
Subspace cost evals: 0
Subspace grad evals: 90405

problem: a7a // kernel: linear // C: 1.000000e+02
time to read data: 1.079840e-01
number of features: 122
nonzeros in data: 223304
problem dimension: 16100
matrix to be created in format linear

=========================================
Status: 0
Function value: -5.6862699005e+05
KKT error: 9.7253357280e-04
constraint violation: -3.5706621506e-10
nlo: 10339 nhi: 5628 nfree: 133

Timing results:
Read matrix: 0.1080
Construct subspace: 0.7519
Build subspace matrix S: 0.0000
Solve subspace problem in ASL: 54.4467
Update gradient: 0.2120
Solve problem: 55.4346
=========================================
Total time (read+solve): 55.5426

Outer iterations: 355
Inner iterations: 611240
Columns evaluated: 88745
Iterations in ASLd: 3002505
Subspace cost evals: 0
Subspace grad evals: 610884

problem: a7a // kernel: linear // C: 1.000000e+03
time to read data: 1.089830e-01
number of features: 122
nonzeros in data: 223304
problem dimension: 16100
matrix to be created in format linear

=========================================
Status: 0
Function value: -5.6861403169e+06
KKT error: 9.7274561794e-04
constraint violation: -1.4352634367e-10
nlo: 10341 nhi: 5630 nfree: 129

Timing results:
Read matrix: 0.1090
Construct subspace: 0.7419
Build subspace matrix S: 0.0000
Solve subspace problem in ASL: 387.2481
Update gradient: 0.2110
Solve problem: 388.2170
=========================================
Total time (read+solve): 388.3260

Outer iterations: 348
Inner iterations: 4320694
Columns evaluated: 86671
Iterations in ASLd: 21460765
Subspace cost evals: 0
Subspace grad evals: 4320346

problem: a7a // kernel: rbf // C: 1.000000e+00
time to read data: 1.099820e-01
number of features: 122
nonzeros in data: 223304
problem dimension: 16100
matrix to be created in format rbf

=========================================
Status: 0
Function value: -5.8990727697e+03
KKT error: 8.3216829870e-04
constraint violation: -1.5190626534e-11
nlo: 9925 nhi: 6053 nfree: 122

Timing results:
Read matrix: 0.1100
Construct subspace: 0.0840
Build subspace matrix S: 0.3769
Solve subspace problem in ASL: 0.2800
Update gradient: 19.8650
Solve problem: 20.6109
=========================================
Total time (read+solve): 20.7208

Outer iterations: 39
Inner iterations: 753
Columns evaluated: 12230
Iterations in ASLd: 3783
Subspace cost evals: 0
Subspace grad evals: 714

problem: a7a // kernel: rbf // C: 1.000000e+01
time to read data: 1.089840e-01
number of features: 122
nonzeros in data: 223304
problem dimension: 16100
matrix to be created in format rbf

=========================================
Status: 0
Function value: -5.5195374652e+04
KKT error: 9.8481531241e-04
constraint violation: -1.1736212002e-10
nlo: 10260 nhi: 5531 nfree: 309

Timing results:
Read matrix: 0.1090
Construct subspace: 0.1240
Build subspace matrix S: 0.5299
Solve subspace problem in ASL: 1.0438
Update gradient: 27.4148
Solve problem: 29.1256
=========================================
Total time (read+solve): 29.2346

Outer iterations: 59
Inner iterations: 2698
Columns evaluated: 16428
Iterations in ASLd: 13334
Subspace cost evals: 0
Subspace grad evals: 2639

problem: a7a // kernel: rbf // C: 1.000000e+02
time to read data: 1.079830e-01
number of features: 122
nonzeros in data: 223304
problem dimension: 16100
matrix to be created in format rbf

=========================================
Status: 0
Function value: -5.0695812437e+05
KKT error: 9.6918675210e-04
constraint violation: 1.3608456584e-09
nlo: 10325 nhi: 4911 nfree: 864

Timing results:
Read matrix: 0.1080
Construct subspace: 0.2200
Build subspace matrix S: 0.8339
Solve subspace problem in ASL: 9.6765
Update gradient: 38.7971
Solve problem: 49.5535
=========================================
Total time (read+solve): 49.6615

Outer iterations: 115
Inner iterations: 21646
Columns evaluated: 21117
Iterations in ASLd: 89881
Subspace cost evals: 0
Subspace grad evals: 21531

problem: a7a // kernel: rbf // C: 1.000000e+03
time to read data: 1.099830e-01
number of features: 122
nonzeros in data: 223304
problem dimension: 16100
matrix to be created in format rbf

=========================================
Status: 0
Function value: -4.3803923191e+06
KKT error: 9.4762802502e-04
constraint violation: 6.3016614149e-10
nlo: 10199 nhi: 3960 nfree: 1941

Timing results:
Read matrix: 0.1100
Construct subspace: 0.9489
Build subspace matrix S: 2.9476
Solve subspace problem in ASL: 72.2440
Update gradient: 119.1339
Solve problem: 195.3983
=========================================
Total time (read+solve): 195.5083

Outer iterations: 561
Inner iterations: 154979
Columns evaluated: 53108
Iterations in ASLd: 556669
Subspace cost evals: 0
Subspace grad evals: 154418

problem: a7a // kernel: poly // C: 1.000000e+00
time to read data: 1.099840e-01
number of features: 122
nonzeros in data: 223304
problem dimension: 16100
matrix to be created in format poly

=========================================
Status: 0
Function value: -7.7204660908e+03
KKT error: 9.5766802184e-04
constraint violation: -1.0616552082e-10
nlo: 8002 nhi: 4159 nfree: 3939

Timing results:
Read matrix: 0.1100
Construct subspace: 0.1170
Build subspace matrix S: 0.2050
Solve subspace problem in ASL: 0.0920
Update gradient: 9.5176
Solve problem: 9.9495
=========================================
Total time (read+solve): 10.0595

Outer iterations: 60
Inner iterations: 167
Columns evaluated: 11689
Iterations in ASLd: 1395
Subspace cost evals: 0
Subspace grad evals: 107

problem: a7a // kernel: poly // C: 1.000000e+01
time to read data: 1.079830e-01
number of features: 122
nonzeros in data: 223304
problem dimension: 16100
matrix to be created in format poly

=========================================
Status: 0
Function value: -6.7778171068e+04
KKT error: 8.8538572053e-04
constraint violation: -2.2218316076e-10
nlo: 8493 nhi: 6768 nfree: 839

Timing results:
Read matrix: 0.1080
Construct subspace: 0.0900
Build subspace matrix S: 0.1760
Solve subspace problem in ASL: 0.1310
Update gradient: 9.4886
Solve problem: 9.9015
=========================================
Total time (read+solve): 10.0095

Outer iterations: 48
Inner iterations: 257
Columns evaluated: 12468
Iterations in ASLd: 1456
Subspace cost evals: 0
Subspace grad evals: 209

problem: a7a // kernel: poly // C: 1.000000e+02
time to read data: 1.089830e-01
number of features: 122
nonzeros in data: 223304
problem dimension: 16100
matrix to be created in format poly

=========================================
Status: 0
Function value: -5.6936825431e+05
KKT error: 8.7035934317e-04
constraint violation: 5.3574922276e-10
nlo: 9721 nhi: 5682 nfree: 697

Timing results:
Read matrix: 0.1090
Construct subspace: 0.0950
Build subspace matrix S: 0.1770
Solve subspace problem in ASL: 0.3290
Update gradient: 9.3296
Solve problem: 9.9435
=========================================
Total time (read+solve): 10.0525

Outer iterations: 49
Inner iterations: 739
Columns evaluated: 10926
Iterations in ASLd: 3336
Subspace cost evals: 0
Subspace grad evals: 690

problem: a7a // kernel: poly // C: 1.000000e+03
time to read data: 1.079840e-01
number of features: 122
nonzeros in data: 223304
problem dimension: 16100
matrix to be created in format poly

=========================================
Status: 0
Function value: -4.8970769531e+06
KKT error: 9.6211343617e-04
constraint violation: 1.5880345927e-08
nlo: 9991 nhi: 4638 nfree: 1471

Timing results:
Read matrix: 0.1080
Construct subspace: 0.1610
Build subspace matrix S: 0.3430
Solve subspace problem in ASL: 2.0517
Update gradient: 17.2314
Solve problem: 19.8240
=========================================
Total time (read+solve): 19.9320

Outer iterations: 111
Inner iterations: 4065
Columns evaluated: 15938
Iterations in ASLd: 16685
Subspace cost evals: 0
Subspace grad evals: 3954

problem: a7a // kernel: sig // C: 1.000000e+00
time to read data: 1.079830e-01
number of features: 122
nonzeros in data: 223304
problem dimension: 16100
matrix to be created in format sig

=========================================
Status: 0
Function value: -6.0955292025e+03
KKT error: 9.7208781851e-04
constraint violation: -3.5133118637e-11
nlo: 9713 nhi: 6329 nfree: 58

Timing results:
Read matrix: 0.1080
Construct subspace: 0.0810
Build subspace matrix S: 0.4039
Solve subspace problem in ASL: 0.2490
Update gradient: 22.8095
Solve problem: 23.5544
=========================================
Total time (read+solve): 23.6624

Outer iterations: 38
Inner iterations: 562
Columns evaluated: 12123
Iterations in ASLd: 2892
Subspace cost evals: 0
Subspace grad evals: 524

problem: a7a // kernel: sig // C: 1.000000e+01
time to read data: 1.099840e-01
number of features: 122
nonzeros in data: 223304
problem dimension: 16100
matrix to be created in format sig

=========================================
Status: 0
Function value: -5.7878560634e+04
KKT error: 9.1953580781e-04
constraint violation: -2.8498741340e-11
nlo: 10215 nhi: 5786 nfree: 99

Timing results:
Read matrix: 0.1100
Construct subspace: 0.1200
Build subspace matrix S: 0.5609
Solve subspace problem in ASL: 0.6729
Update gradient: 32.0221
Solve problem: 33.3929
=========================================
Total time (read+solve): 33.5029

Outer iterations: 56
Inner iterations: 2195
Columns evaluated: 16858
Iterations in ASLd: 10654
Subspace cost evals: 0
Subspace grad evals: 2139

problem: a7a // kernel: sig // C: 1.000000e+02
time to read data: 1.089830e-01
number of features: 122
nonzeros in data: 223304
problem dimension: 16100
matrix to be created in format sig

=========================================
Status: 0
Function value: -5.7639987659e+05
KKT error: 9.2544659429e-04
constraint violation: -1.7020340692e-10
nlo: 11212 nhi: 4807 nfree: 81

Timing results:
Read matrix: 0.1090
Construct subspace: 0.2100
Build subspace matrix S: 0.8739
Solve subspace problem in ASL: 3.2155
Update gradient: 51.3252
Solve problem: 55.6475
=========================================
Total time (read+solve): 55.7565

Outer iterations: 108
Inner iterations: 17988
Columns evaluated: 27345
Iterations in ASLd: 79544
Subspace cost evals: 0
Subspace grad evals: 17880

problem: a7a // kernel: sig // C: 1.000000e+03
time to read data: 1.089840e-01
number of features: 122
nonzeros in data: 223304
problem dimension: 16100
matrix to be created in format sig

=========================================
Status: 0
Function value: -2.0850967791e+07
KKT error: 9.6565716166e-04
constraint violation: -2.0588686311e-10
nlo: 12553 nhi: 3465 nfree: 82

Timing results:
Read matrix: 0.1090
Construct subspace: 0.1490
Build subspace matrix S: 0.6259
Solve subspace problem in ASL: 2.8776
Update gradient: 36.5294
Solve problem: 40.1969
=========================================
Total time (read+solve): 40.3059

Outer iterations: 80
Inner iterations: 15498
Columns evaluated: 19519
Iterations in ASLd: 66320
Subspace cost evals: 0
Subspace grad evals: 15418

problem: a8a // kernel: linear // C: 1.000000e+00
time to read data: 1.539760e-01
number of features: 123
nonzeros in data: 314815
problem dimension: 22696
matrix to be created in format linear

Numerical parameters:
parameter in kernels ………………………… gamma: 8.130081e-03
degree for poly kernels …………………….. degree: 3
subspace tolerance <= serr1 times SVM tolerance ... serr1: 1.000000e+00 subspace tolerance <= serr2 times KKT error ....... serr2: 1.000000e-01 use index if Lagrangian error >= l_pert*SVM tol .. l_pert: 1.000000e-02
ignore index i if |d_i| <= d_pert ................ d_pert: 1.000000e-12 threshold for free variables C*bndpert ......... bnd_pert: 1.000000e-03 size of subspace ................................... nsub: 250 amplification factor for value of prior indices .. PreAmp: 2.000000e+04 maximum fraction of prior indices in new space .. MaxKept: 8.000000e-01 maximum number of outer iterations ............. maxouter: 2147483647 print level (0 = none, 2 = maximum) .......... PrintLevel: 0 use lp for subspace if max_i |g_i| >= 1.000000e+04*C*lambda_k

Logical parameters:
Use dense dot products
All elements in data matrix are 1
Do not for dense submatrix if kernel = 0

Print the parameter structure

=========================================
Status: 0
Function value: -8.0624082148e+03
KKT error: 9.9368954361e-04
constraint violation: -1.7264523479e-10
nlo: 14554 nhi: 8005 nfree: 137

Timing results:
Read matrix: 0.1540
Construct subspace: 0.8479
Build subspace matrix S: 0.0000
Solve subspace problem in ASL: 2.9255
Update gradient: 0.2610
Solve problem: 4.0644
=========================================
Total time (read+solve): 4.2184

Outer iterations: 294
Inner iterations: 33659
Columns evaluated: 73293
Iterations in ASLd: 167257
Subspace cost evals: 0
Subspace grad evals: 33365

problem: a8a // kernel: linear // C: 1.000000e+01
time to read data: 1.529770e-01
number of features: 123
nonzeros in data: 314815
problem dimension: 22696
matrix to be created in format linear

=========================================
Status: 0
Function value: -8.0514263532e+04
KKT error: 9.6200601489e-04
constraint violation: -3.7021230526e-10
nlo: 14564 nhi: 7976 nfree: 156

Timing results:
Read matrix: 0.1530
Construct subspace: 1.1638
Build subspace matrix S: 0.0000
Solve subspace problem in ASL: 12.2991
Update gradient: 0.3549
Solve problem: 13.8559
=========================================
Total time (read+solve): 14.0089

Outer iterations: 398
Inner iterations: 133168
Columns evaluated: 99750
Iterations in ASLd: 656537
Subspace cost evals: 0
Subspace grad evals: 132769

problem: a8a // kernel: linear // C: 1.000000e+02
time to read data: 1.529760e-01
number of features: 123
nonzeros in data: 314815
problem dimension: 22696
matrix to be created in format linear

=========================================
Status: 0
Function value: -8.0502050088e+05
KKT error: 9.5405143296e-04
constraint violation: -3.9958081288e-10
nlo: 14560 nhi: 7970 nfree: 166

Timing results:
Read matrix: 0.1530
Construct subspace: 1.6537
Build subspace matrix S: 0.0000
Solve subspace problem in ASL: 77.7852
Update gradient: 0.4699
Solve problem: 79.9628
=========================================
Total time (read+solve): 80.1158

Outer iterations: 539
Inner iterations: 842926
Columns evaluated: 134750
Iterations in ASLd: 4193509
Subspace cost evals: 0
Subspace grad evals: 842387

problem: a8a // kernel: linear // C: 1.000000e+03
time to read data: 1.549760e-01
number of features: 123
nonzeros in data: 314815
problem dimension: 22696
matrix to be created in format linear

=========================================
Status: 0
Function value: -8.0500869698e+06
KKT error: 9.8656546053e-04
constraint violation: -1.5666046238e-10
nlo: 14566 nhi: 7973 nfree: 157

Timing results:
Read matrix: 0.1550
Construct subspace: 1.7047
Build subspace matrix S: 0.0000
Solve subspace problem in ASL: 681.5764
Update gradient: 0.4639
Solve problem: 683.8080
=========================================
Total time (read+solve): 683.9630

Outer iterations: 536
Inner iterations: 7622753
Columns evaluated: 133772
Iterations in ASLd: 36657205
Subspace cost evals: 0
Subspace grad evals: 7622217

problem: a8a // kernel: rbf // C: 1.000000e+00
time to read data: 1.529760e-01
number of features: 123
nonzeros in data: 314815
problem dimension: 22696
matrix to be created in format rbf

=========================================
Status: 0
Function value: -8.2495025203e+03
KKT error: 9.8956530512e-04
constraint violation: -4.9969740117e-11
nlo: 14137 nhi: 8430 nfree: 129

Timing results:
Read matrix: 0.1530
Construct subspace: 0.1620
Build subspace matrix S: 0.4999
Solve subspace problem in ASL: 0.3989
Update gradient: 38.1332
Solve problem: 39.2060
=========================================
Total time (read+solve): 39.3590

Outer iterations: 52
Inner iterations: 1032
Columns evaluated: 16637
Iterations in ASLd: 5269
Subspace cost evals: 0
Subspace grad evals: 980

problem: a8a // kernel: rbf // C: 1.000000e+01
time to read data: 1.539770e-01
number of features: 123
nonzeros in data: 314815
problem dimension: 22696
matrix to be created in format rbf

=========================================
Status: 0
Function value: -7.7831114413e+04
KKT error: 9.8056924621e-04
constraint violation: -8.1779916172e-11
nlo: 14472 nhi: 7788 nfree: 436

Timing results:
Read matrix: 0.1540
Construct subspace: 0.2560
Build subspace matrix S: 0.7729
Solve subspace problem in ASL: 1.9307
Update gradient: 55.7215
Solve problem: 58.7031
=========================================
Total time (read+solve): 58.8571

Outer iterations: 87
Inner iterations: 4672
Columns evaluated: 23445
Iterations in ASLd: 22499
Subspace cost evals: 0
Subspace grad evals: 4585

problem: a8a // kernel: rbf // C: 1.000000e+02
time to read data: 1.579770e-01
number of features: 123
nonzeros in data: 314815
problem dimension: 22696
matrix to be created in format rbf

=========================================
Status: 0
Function value: -7.2240384837e+05
KKT error: 9.6673285265e-04
constraint violation: -8.7299462835e-10
nlo: 14628 nhi: 6978 nfree: 1090

Timing results:
Read matrix: 0.1580
Construct subspace: 0.5089
Build subspace matrix S: 1.2798
Solve subspace problem in ASL: 17.4393
Update gradient: 82.2865
Solve problem: 101.5726
=========================================
Total time (read+solve): 101.7305

Outer iterations: 184
Inner iterations: 35948
Columns evaluated: 31024
Iterations in ASLd: 153762
Subspace cost evals: 0
Subspace grad evals: 35764

problem: a8a // kernel: rbf // C: 1.000000e+03
time to read data: 1.539770e-01
number of features: 123
nonzeros in data: 314815
problem dimension: 22696
matrix to be created in format rbf

=========================================
Status: 0
Function value: -6.3935307683e+06
KKT error: 9.6558345008e-04
constraint violation: -3.0001842788e-08
nlo: 14453 nhi: 5850 nfree: 2393

Timing results:
Read matrix: 0.1540
Construct subspace: 2.2507
Build subspace matrix S: 4.8813
Solve subspace problem in ASL: 133.7007
Update gradient: 280.4064
Solve problem: 421.4679
=========================================
Total time (read+solve): 421.6219

Outer iterations: 942
Inner iterations: 249969
Columns evaluated: 87892
Iterations in ASLd: 910481
Subspace cost evals: 0
Subspace grad evals: 249027

problem: a8a // kernel: poly // C: 1.000000e+00
time to read data: 1.579750e-01
number of features: 123
nonzeros in data: 314815
problem dimension: 22696
matrix to be created in format poly

=========================================
Status: 0
Function value: -1.0797563365e+04
KKT error: 8.8590690000e-04
constraint violation: -2.8477609160e-10
nlo: 11327 nhi: 6741 nfree: 4628

Timing results:
Read matrix: 0.1580
Construct subspace: 0.2450
Build subspace matrix S: 0.2990
Solve subspace problem in ASL: 0.1330
Update gradient: 19.7520
Solve problem: 20.4549
=========================================
Total time (read+solve): 20.6129

Outer iterations: 88
Inner iterations: 234
Columns evaluated: 17221
Iterations in ASLd: 1980
Subspace cost evals: 0
Subspace grad evals: 146

problem: a8a // kernel: poly // C: 1.000000e+01
time to read data: 1.529770e-01
number of features: 123
nonzeros in data: 314815
problem dimension: 22696
matrix to be created in format poly

=========================================
Status: 0
Function value: -9.2870584204e+04
KKT error: 8.9423343148e-04
constraint violation: 2.2566837288e-11
nlo: 12356 nhi: 9242 nfree: 1098

Timing results:
Read matrix: 0.1530
Construct subspace: 0.1950
Build subspace matrix S: 0.2480
Solve subspace problem in ASL: 0.1690
Update gradient: 18.5532
Solve problem: 19.1861
=========================================
Total time (read+solve): 19.3391

Outer iterations: 69
Inner iterations: 333
Columns evaluated: 16543
Iterations in ASLd: 1897
Subspace cost evals: 0
Subspace grad evals: 264

problem: a8a // kernel: poly // C: 1.000000e+02
time to read data: 1.539760e-01
number of features: 123
nonzeros in data: 314815
problem dimension: 22696
matrix to be created in format poly

=========================================
Status: 0
Function value: -7.9664949103e+05
KKT error: 9.9485026359e-04
constraint violation: 5.1824144975e-10
nlo: 13887 nhi: 7795 nfree: 1014

Timing results:
Read matrix: 0.1540
Construct subspace: 0.1790
Build subspace matrix S: 0.2500
Solve subspace problem in ASL: 0.4899
Update gradient: 18.6162
Solve problem: 19.5550
=========================================
Total time (read+solve): 19.7090

Outer iterations: 71
Inner iterations: 1101
Columns evaluated: 15068
Iterations in ASLd: 4982
Subspace cost evals: 0
Subspace grad evals: 1030

problem: a8a // kernel: poly // C: 1.000000e+03
time to read data: 1.529770e-01
number of features: 123
nonzeros in data: 314815
problem dimension: 22696
matrix to be created in format poly

=========================================
Status: 0
Function value: -6.9862036712e+06
KKT error: 9.5809030024e-04
constraint violation: -9.0892626758e-09
nlo: 14154 nhi: 6560 nfree: 1982

Timing results:
Read matrix: 0.1530
Construct subspace: 0.4199
Build subspace matrix S: 0.5939
Solve subspace problem in ASL: 3.2155
Update gradient: 39.7180
Solve problem: 43.9913
=========================================
Total time (read+solve): 44.1443

Outer iterations: 188
Inner iterations: 6920
Columns evaluated: 24775
Iterations in ASLd: 28216
Subspace cost evals: 0
Subspace grad evals: 6732

problem: a8a // kernel: sig // C: 1.000000e+00
time to read data: 1.539780e-01
number of features: 123
nonzeros in data: 314815
problem dimension: 22696
matrix to be created in format sig

=========================================
Status: 0
Function value: -8.4913867064e+03
KKT error: 9.9624384674e-04
constraint violation: -4.1199710310e-11
nlo: 13850 nhi: 8740 nfree: 106

Timing results:
Read matrix: 0.1540
Construct subspace: 0.1490
Build subspace matrix S: 0.5179
Solve subspace problem in ASL: 0.2830
Update gradient: 40.7508
Solve problem: 41.7157
=========================================
Total time (read+solve): 41.8696

Outer iterations: 49
Inner iterations: 733
Columns evaluated: 15060
Iterations in ASLd: 3736
Subspace cost evals: 0
Subspace grad evals: 684

problem: a8a // kernel: sig // C: 1.000000e+01
time to read data: 1.529770e-01
number of features: 123
nonzeros in data: 314815
problem dimension: 22696
matrix to be created in format sig

=========================================
Status: 0
Function value: -8.1632389733e+04
KKT error: 8.9651484125e-04
constraint violation: -1.6536706781e-10
nlo: 14443 nhi: 8123 nfree: 130

Timing results:
Read matrix: 0.1530
Construct subspace: 0.2550
Build subspace matrix S: 0.8849
Solve subspace problem in ASL: 1.1768
Update gradient: 67.7827
Solve problem: 70.1203
=========================================
Total time (read+solve): 70.2733

Outer iterations: 87
Inner iterations: 3373
Columns evaluated: 24808
Iterations in ASLd: 16570
Subspace cost evals: 0
Subspace grad evals: 3286

problem: a8a // kernel: sig // C: 1.000000e+02
time to read data: 1.529760e-01
number of features: 123
nonzeros in data: 314815
problem dimension: 22696
matrix to be created in format sig

=========================================
Status: 0
Function value: -8.8480591684e+05
KKT error: 8.5186965121e-04
constraint violation: -2.3651125503e-10
nlo: 16611 nhi: 6009 nfree: 76

Timing results:
Read matrix: 0.1530
Construct subspace: 0.3449
Build subspace matrix S: 1.1608
Solve subspace problem in ASL: 3.5605
Update gradient: 95.0196
Solve problem: 100.1128
=========================================
Total time (read+solve): 100.2658

Outer iterations: 126
Inner iterations: 15388
Columns evaluated: 35832
Iterations in ASLd: 69426
Subspace cost evals: 0
Subspace grad evals: 15262

problem: a8a // kernel: sig // C: 1.000000e+03
time to read data: 1.529760e-01
number of features: 123
nonzeros in data: 314815
problem dimension: 22696
matrix to be created in format sig

=========================================
Status: 0
Function value: -3.9187029575e+07
KKT error: 9.5230061381e-04
constraint violation: -1.1959855328e-10
nlo: 17776 nhi: 4833 nfree: 87

Timing results:
Read matrix: 0.1530
Construct subspace: 0.2640
Build subspace matrix S: 0.8969
Solve subspace problem in ASL: 3.6315
Update gradient: 73.5818
Solve problem: 78.3981
=========================================
Total time (read+solve): 78.5511

Outer iterations: 97
Inner iterations: 14977
Columns evaluated: 27779
Iterations in ASLd: 69224
Subspace cost evals: 0
Subspace grad evals: 14880

problem: a9a // kernel: linear // C: 1.000000e+00
time to read data: 2.199670e-01
number of features: 123
nonzeros in data: 451592
problem dimension: 32561
matrix to be created in format linear

Logical parameters:
Use dense dot products
All elements in data matrix are 1
Do not for dense submatrix if kernel = 0

Print the parameter structure

=========================================
Status: 0
Function value: -1.1433387081e+04
KKT error: 9.8427485198e-04
constraint violation: -3.2424647995e-10
nlo: 20985 nhi: 11338 nfree: 238

Timing results:
Read matrix: 0.2200
Construct subspace: 2.0627
Build subspace matrix S: 0.0000
Solve subspace problem in ASL: 4.4953
Update gradient: 0.5919
Solve problem: 7.2009
=========================================
Total time (read+solve): 7.4209

Outer iterations: 466
Inner iterations: 50594
Columns evaluated: 116500
Iterations in ASLd: 252908
Subspace cost evals: 0
Subspace grad evals: 50128

problem: a9a // kernel: linear // C: 1.000000e+01
time to read data: 2.199670e-01
number of features: 123
nonzeros in data: 451592
problem dimension: 32561
matrix to be created in format linear

=========================================
Status: 0
Function value: -1.1423747875e+05
KKT error: 9.6607719202e-04
constraint violation: -6.6673207183e-10
nlo: 21019 nhi: 11342 nfree: 200

Timing results:
Read matrix: 0.2200
Construct subspace: 2.7456
Build subspace matrix S: 0.0000
Solve subspace problem in ASL: 20.2489
Update gradient: 0.7899
Solve problem: 23.8454
=========================================
Total time (read+solve): 24.0653

Outer iterations: 618
Inner iterations: 217493
Columns evaluated: 154500
Iterations in ASLd: 1067473
Subspace cost evals: 0
Subspace grad evals: 216875

problem: a9a // kernel: linear // C: 1.000000e+02
time to read data: 2.199660e-01
number of features: 123
nonzeros in data: 451592
problem dimension: 32561
matrix to be created in format linear

=========================================
Status: 0
Function value: -1.1422708064e+06
KKT error: 9.4922873331e-04
constraint violation: -8.6654949882e-10
nlo: 21017 nhi: 11309 nfree: 235

Timing results:
Read matrix: 0.2200
Construct subspace: 3.9714
Build subspace matrix S: 0.0000
Solve subspace problem in ASL: 138.9489
Update gradient: 1.0608
Solve problem: 144.0681
=========================================
Total time (read+solve): 144.2881

Outer iterations: 827
Inner iterations: 1501616
Columns evaluated: 206750
Iterations in ASLd: 7331482
Subspace cost evals: 0
Subspace grad evals: 1500789

problem: a9a // kernel: linear // C: 1.000000e+03
time to read data: 2.199670e-01
number of features: 123
nonzeros in data: 451592
problem dimension: 32561
matrix to be created in format linear

=========================================
Status: 0
Function value: -1.1422603619e+07
KKT error: 9.9354868928e-04
constraint violation: -2.5738700060e-10
nlo: 21036 nhi: 11328 nfree: 197

Timing results:
Read matrix: 0.2200
Construct subspace: 3.8254
Build subspace matrix S: 0.0000
Solve subspace problem in ASL: 959.9351
Update gradient: 1.0328
Solve problem: 964.9013
=========================================
Total time (read+solve): 965.1213

Outer iterations: 798
Inner iterations: 10373208
Columns evaluated: 199490
Iterations in ASLd: 51033299
Subspace cost evals: 0
Subspace grad evals: 10372410

problem: a9a // kernel: rbf // C: 1.000000e+00
time to read data: 2.209660e-01
number of features: 123
nonzeros in data: 451592
problem dimension: 32561
matrix to be created in format rbf

=========================================
Status: 0
Function value: -1.1596354156e+04
KKT error: 9.8417285372e-04
constraint violation: -8.3569083626e-11
nlo: 20531 nhi: 11808 nfree: 222

Timing results:
Read matrix: 0.2210
Construct subspace: 0.3409
Build subspace matrix S: 0.7129
Solve subspace problem in ASL: 0.6519
Update gradient: 74.8426
Solve problem: 76.5744
=========================================
Total time (read+solve): 76.7953

Outer iterations: 78
Inner iterations: 1626
Columns evaluated: 22033
Iterations in ASLd: 7969
Subspace cost evals: 0
Subspace grad evals: 1548

problem: a9a // kernel: rbf // C: 1.000000e+01
time to read data: 2.209670e-01
number of features: 123
nonzeros in data: 451592
problem dimension: 32561
matrix to be created in format rbf

=========================================
Status: 0
Function value: -1.1016847708e+05
KKT error: 9.9446896090e-04
constraint violation: -2.4760815620e-10
nlo: 20960 nhi: 10978 nfree: 623

Timing results:
Read matrix: 0.2210
Construct subspace: 0.5619
Build subspace matrix S: 1.1618
Solve subspace problem in ASL: 3.1375
Update gradient: 120.2847
Solve problem: 125.1830
=========================================
Total time (read+solve): 125.4039

Outer iterations: 131
Inner iterations: 7365
Columns evaluated: 34934
Iterations in ASLd: 34529
Subspace cost evals: 0
Subspace grad evals: 7234

problem: a9a // kernel: rbf // C: 1.000000e+02
time to read data: 2.219660e-01
number of features: 123
nonzeros in data: 451592
problem dimension: 32561
matrix to be created in format rbf

=========================================
Status: 0
Function value: -1.0360770689e+06
KKT error: 9.3931226344e-04
constraint violation: 2.4927260256e-10
nlo: 21088 nhi: 10004 nfree: 1469

Timing results:
Read matrix: 0.2220
Construct subspace: 1.2088
Build subspace matrix S: 2.1007
Solve subspace problem in ASL: 30.1214
Update gradient: 191.7379
Solve problem: 225.2508
=========================================
Total time (read+solve): 225.4727

Outer iterations: 313
Inner iterations: 56834
Columns evaluated: 48946
Iterations in ASLd: 238387
Subspace cost evals: 0
Subspace grad evals: 56521

problem: a9a // kernel: rbf // C: 1.000000e+03
time to read data: 2.209670e-01
number of features: 123
nonzeros in data: 451592
problem dimension: 32561
matrix to be created in format rbf

=========================================
Status: 0
Function value: -9.3896761278e+06
KKT error: 9.7784112697e-04
constraint violation: -2.0947595658e-08
nlo: 20773 nhi: 8567 nfree: 3221

Timing results:
Read matrix: 0.2210
Construct subspace: 6.0331
Build subspace matrix S: 9.4846
Solve subspace problem in ASL: 239.0356
Update gradient: 777.6148
Solve problem: 1032.6050
=========================================
Total time (read+solve): 1032.8260

Outer iterations: 1825
Inner iterations: 494544
Columns evaluated: 169759
Iterations in ASLd: 1715075
Subspace cost evals: 0
Subspace grad evals: 492719

problem: a9a // kernel: poly // C: 1.000000e+00
time to read data: 2.199660e-01
number of features: 123
nonzeros in data: 451592
problem dimension: 32561
matrix to be created in format poly

=========================================
Status: 0
Function value: -1.5243501836e+04
KKT error: 9.2775600409e-04
constraint violation: -6.2758109820e-10
nlo: 16513 nhi: 13127 nfree: 2921

Timing results:
Read matrix: 0.2200
Construct subspace: 0.5149
Build subspace matrix S: 0.4499
Solve subspace problem in ASL: 0.1950
Update gradient: 44.4262
Solve problem: 45.6211
=========================================
Total time (read+solve): 45.8410

Outer iterations: 129
Inner iterations: 313
Columns evaluated: 28880
Iterations in ASLd: 2673
Subspace cost evals: 0
Subspace grad evals: 184

problem: a9a // kernel: poly // C: 1.000000e+01
time to read data: 2.199680e-01
number of features: 123
nonzeros in data: 451592
problem dimension: 32561
matrix to be created in format poly

=========================================
Status: 0
Function value: -1.2831640484e+05
KKT error: 7.9306063838e-04
constraint violation: 1.5922907437e-10
nlo: 18383 nhi: 12979 nfree: 1199

Timing results:
Read matrix: 0.2200
Construct subspace: 0.4269
Build subspace matrix S: 0.3649
Solve subspace problem in ASL: 0.2480
Update gradient: 38.4082
Solve problem: 39.4860
=========================================
Total time (read+solve): 39.7060

Outer iterations: 102
Inner iterations: 523
Columns evaluated: 23021
Iterations in ASLd: 2887
Subspace cost evals: 0
Subspace grad evals: 421

problem: a9a // kernel: poly // C: 1.000000e+02
time to read data: 2.209670e-01
number of features: 123
nonzeros in data: 451592
problem dimension: 32561
matrix to be created in format poly

=========================================
Status: 0
Function value: -1.1197643543e+06
KKT error: 8.2374109063e-04
constraint violation: -6.0284577330e-09
nlo: 20266 nhi: 11061 nfree: 1234

Timing results:
Read matrix: 0.2210
Construct subspace: 0.4459
Build subspace matrix S: 0.3769
Solve subspace problem in ASL: 0.8779
Update gradient: 39.2930
Solve problem: 41.0318
=========================================
Total time (read+solve): 41.2527

Outer iterations: 109
Inner iterations: 1850
Columns evaluated: 20908
Iterations in ASLd: 8312
Subspace cost evals: 0
Subspace grad evals: 1741

problem: a9a // kernel: poly // C: 1.000000e+03
time to read data: 2.199660e-01
number of features: 123
nonzeros in data: 451592
problem dimension: 32561
matrix to be created in format poly

=========================================
Status: 0
Function value: -1.0003494971e+07
KKT error: 6.2087478689e-04
constraint violation: -1.5206865100e-08
nlo: 20464 nhi: 9369 nfree: 2728

Timing results:
Read matrix: 0.2200
Construct subspace: 1.2108
Build subspace matrix S: 1.2358
Solve subspace problem in ASL: 6.6070
Update gradient: 113.6307
Solve problem: 122.7723
=========================================
Total time (read+solve): 122.9923

Outer iterations: 398
Inner iterations: 13047
Columns evaluated: 45877
Iterations in ASLd: 52074
Subspace cost evals: 0
Subspace grad evals: 12649

problem: a9a // kernel: sig // C: 1.000000e+00
time to read data: 2.209660e-01
number of features: 123
nonzeros in data: 451592
problem dimension: 32561
matrix to be created in format sig

=========================================
Status: 0
Function value: -1.1904908552e+04
KKT error: 8.9141508386e-04
constraint violation: -7.2816510772e-11
nlo: 20214 nhi: 12203 nfree: 144

Timing results:
Read matrix: 0.2210
Construct subspace: 0.3439
Build subspace matrix S: 0.7609
Solve subspace problem in ASL: 0.4629
Update gradient: 86.3029
Solve problem: 87.8896
=========================================
Total time (read+solve): 88.1106

Outer iterations: 73
Inner iterations: 1226
Columns evaluated: 22072
Iterations in ASLd: 6179
Subspace cost evals: 0
Subspace grad evals: 1153

problem: a9a // kernel: sig // C: 1.000000e+01
time to read data: 2.229660e-01
number of features: 123
nonzeros in data: 451592
problem dimension: 32561
matrix to be created in format sig

=========================================
Status: 0
Function value: -1.1558514954e+05
KKT error: 9.9585054239e-04
constraint violation: -2.8801139251e-10
nlo: 20915 nhi: 11509 nfree: 137

Timing results:
Read matrix: 0.2230
Construct subspace: 0.5109
Build subspace matrix S: 1.2258
Solve subspace problem in ASL: 1.6317
Update gradient: 136.9552
Solve problem: 140.3557
=========================================
Total time (read+solve): 140.5786

Outer iterations: 117
Inner iterations: 4581
Columns evaluated: 34757
Iterations in ASLd: 22761
Subspace cost evals: 0
Subspace grad evals: 4464

problem: a9a // kernel: sig // C: 1.000000e+02
time to read data: 2.199660e-01
number of features: 123
nonzeros in data: 451592
problem dimension: 32561
matrix to be created in format sig

=========================================
Status: 0
Function value: -1.4236577882e+06
KKT error: 9.5739687980e-04
constraint violation: -2.9032776183e-10
nlo: 24488 nhi: 7972 nfree: 101

Timing results:
Read matrix: 0.2200
Construct subspace: 0.6449
Build subspace matrix S: 1.4768
Solve subspace problem in ASL: 4.3663
Update gradient: 172.2918
Solve problem: 178.8118
=========================================
Total time (read+solve): 179.0318

Outer iterations: 146
Inner iterations: 14799
Columns evaluated: 44964
Iterations in ASLd: 69242
Subspace cost evals: 0
Subspace grad evals: 14653

problem: a9a // kernel: sig // C: 1.000000e+03
time to read data: 2.219650e-01
number of features: 123
nonzeros in data: 451592
problem dimension: 32561
matrix to be created in format sig

=========================================
Status: 0
Function value: -7.5294334374e+07
KKT error: 9.9672672173e-04
constraint violation: -1.9838353182e-10
nlo: 25656 nhi: 6817 nfree: 88

Timing results:
Read matrix: 0.2220
Construct subspace: 0.5559
Build subspace matrix S: 1.1928
Solve subspace problem in ASL: 4.7423
Update gradient: 140.1987
Solve problem: 146.7237
=========================================
Total time (read+solve): 146.9457

Outer iterations: 139
Inner iterations: 25542
Columns evaluated: 36350
Iterations in ASLd: 107273
Subspace cost evals: 0
Subspace grad evals: 25403

problem: ijcnn1 // kernel: linear // C: 1.000000e+00
time to read data: 5.479170e-01
number of features: 22
nonzeros in data: 649870
problem dimension: 49990
matrix to be created in format linear

Numerical parameters:
parameter in kernels ………………………… gamma: 4.545455e-02
degree for poly kernels …………………….. degree: 3
subspace tolerance <= serr1 times SVM tolerance ... serr1: 1.000000e+00 subspace tolerance <= serr2 times KKT error ....... serr2: 1.000000e-01 use index if Lagrangian error >= l_pert*SVM tol .. l_pert: 1.000000e-02
ignore index i if |d_i| <= d_pert ................ d_pert: 1.000000e-12 threshold for free variables C*bndpert ......... bnd_pert: 1.000000e-03 size of subspace ................................... nsub: 250 amplification factor for value of prior indices .. PreAmp: 2.000000e+04 maximum fraction of prior indices in new space .. MaxKept: 8.000000e-01 maximum number of outer iterations ............. maxouter: 2147483647 print level (0 = none, 2 = maximum) .......... PrintLevel: 0 use lp for subspace if max_i |g_i| >= 1.000000e+04*C*lambda_k

Logical parameters:
Use dense dot products
Do not for dense submatrix if kernel = 0

Print the parameter structure

=========================================
Status: 0
Function value: -8.5901583324e+03
KKT error: 8.5829919697e-04
constraint violation: -4.0798242562e-10
nlo: 41328 nhi: 8625 nfree: 37

Timing results:
Read matrix: 0.5479
Construct subspace: 1.6508
Build subspace matrix S: 0.0000
Solve subspace problem in ASL: 1.5648
Update gradient: 0.8779
Solve problem: 4.1664
=========================================
Total time (read+solve): 4.7143

Outer iterations: 298
Inner iterations: 18831
Columns evaluated: 74500
Iterations in ASLd: 95600
Subspace cost evals: 0
Subspace grad evals: 18533

problem: ijcnn1 // kernel: linear // C: 1.000000e+01
time to read data: 5.479160e-01
number of features: 22
nonzeros in data: 649870
problem dimension: 49990
matrix to be created in format linear

=========================================
Status: 0
Function value: -8.5440988106e+04
KKT error: 9.9821125885e-04
constraint violation: -8.0513729017e-10
nlo: 41419 nhi: 8531 nfree: 40

Timing results:
Read matrix: 0.5479
Construct subspace: 2.4966
Build subspace matrix S: 0.0000
Solve subspace problem in ASL: 5.4622
Update gradient: 1.2138
Solve problem: 9.2586
=========================================
Total time (read+solve): 9.8065

Outer iterations: 408
Inner iterations: 65113
Columns evaluated: 102000
Iterations in ASLd: 320059
Subspace cost evals: 0
Subspace grad evals: 64705

problem: ijcnn1 // kernel: linear // C: 1.000000e+02
time to read data: 5.519160e-01
number of features: 22
nonzeros in data: 649870
problem dimension: 49990
matrix to be created in format linear

=========================================
Status: 0
Function value: -8.5392554193e+05
KKT error: 9.6709156026e-04
constraint violation: -4.1306691401e-10
nlo: 41428 nhi: 8518 nfree: 44

Timing results:
Read matrix: 0.5519
Construct subspace: 3.7214
Build subspace matrix S: 0.0000
Solve subspace problem in ASL: 28.7336
Update gradient: 1.6568
Solve problem: 34.2298
=========================================
Total time (read+solve): 34.7817

Outer iterations: 559
Inner iterations: 365122
Columns evaluated: 139690
Iterations in ASLd: 1771079
Subspace cost evals: 0
Subspace grad evals: 364563

problem: ijcnn1 // kernel: linear // C: 1.000000e+03
time to read data: 5.479160e-01
number of features: 22
nonzeros in data: 649870
problem dimension: 49990
matrix to be created in format linear

=========================================
Status: 0
Function value: -8.5387669788e+06
KKT error: 9.8515505970e-04
constraint violation: -1.1107204045e-10
nlo: 41429 nhi: 8516 nfree: 45

Timing results:
Read matrix: 0.5479
Construct subspace: 3.4635
Build subspace matrix S: 0.0000
Solve subspace problem in ASL: 200.7385
Update gradient: 1.5718
Solve problem: 205.8797
=========================================
Total time (read+solve): 206.4276

Outer iterations: 531
Inner iterations: 2573619
Columns evaluated: 132680
Iterations in ASLd: 12429387
Subspace cost evals: 0
Subspace grad evals: 2573088

problem: ijcnn1 // kernel: rbf // C: 1.000000e+00
time to read data: 5.479170e-01
number of features: 22
nonzeros in data: 649870
problem dimension: 49990
matrix to be created in format rbf

=========================================
Status: 0
Function value: -8.1481870062e+03
KKT error: 8.7469970929e-04
constraint violation: -2.2152124579e-10
nlo: 41010 nhi: 8910 nfree: 70

Timing results:
Read matrix: 0.5479
Construct subspace: 0.6859
Build subspace matrix S: 0.9788
Solve subspace problem in ASL: 0.9769
Update gradient: 148.1605
Solve problem: 150.8621
=========================================
Total time (read+solve): 151.4100

Outer iterations: 98
Inner iterations: 2439
Columns evaluated: 26402
Iterations in ASLd: 12456
Subspace cost evals: 0
Subspace grad evals: 2341

problem: ijcnn1 // kernel: rbf // C: 1.000000e+01
time to read data: 5.479170e-01
number of features: 22
nonzeros in data: 649870
problem dimension: 49990
matrix to be created in format rbf

=========================================
Status: 0
Function value: -6.1036538000e+04
KKT error: 9.5513527205e-04
constraint violation: -2.0847323867e-10
nlo: 42903 nhi: 6999 nfree: 88

Timing results:
Read matrix: 0.5479
Construct subspace: 0.9189
Build subspace matrix S: 1.0588
Solve subspace problem in ASL: 2.4206
Update gradient: 153.0347
Solve problem: 157.4841
=========================================
Total time (read+solve): 158.0320

Outer iterations: 107
Inner iterations: 6840
Columns evaluated: 25343
Iterations in ASLd: 33979
Subspace cost evals: 0
Subspace grad evals: 6733

problem: ijcnn1 // kernel: rbf // C: 1.000000e+02
time to read data: 5.479170e-01
number of features: 22
nonzeros in data: 649870
problem dimension: 49990
matrix to be created in format rbf

=========================================
Status: 0
Function value: -4.1836269954e+05
KKT error: 9.8553854552e-04
constraint violation: -1.7966783616e-10
nlo: 45056 nhi: 4796 nfree: 138

Timing results:
Read matrix: 0.5479
Construct subspace: 0.9229
Build subspace matrix S: 1.0448
Solve subspace problem in ASL: 7.0579
Update gradient: 163.1742
Solve problem: 172.2338
=========================================
Total time (read+solve): 172.7817

Outer iterations: 93
Inner iterations: 22396
Columns evaluated: 27638
Iterations in ASLd: 107493
Subspace cost evals: 0
Subspace grad evals: 22303

problem: ijcnn1 // kernel: rbf // C: 1.000000e+03
time to read data: 5.479170e-01
number of features: 22
nonzeros in data: 649870
problem dimension: 49990
matrix to be created in format rbf

=========================================
Status: 0
Function value: -2.9712160905e+06
KKT error: 9.8171733475e-04
constraint violation: -2.9217517294e-11
nlo: 46510 nhi: 3244 nfree: 236

Timing results:
Read matrix: 0.5479
Construct subspace: 0.6969
Build subspace matrix S: 0.7339
Solve subspace problem in ASL: 29.9244
Update gradient: 105.7319
Solve problem: 137.1232
=========================================
Total time (read+solve): 137.6711

Outer iterations: 70
Inner iterations: 83121
Columns evaluated: 17458
Iterations in ASLd: 371600
Subspace cost evals: 0
Subspace grad evals: 83051

problem: ijcnn1 // kernel: poly // C: 1.000000e+00
time to read data: 5.479170e-01
number of features: 22
nonzeros in data: 649870
problem dimension: 49990
matrix to be created in format poly

=========================================
Status: 0
Function value: -9.6935677764e+03
KKT error: 9.6441434971e-04
constraint violation: -1.9593682232e-10
nlo: 38642 nhi: 6867 nfree: 4481

Timing results:
Read matrix: 0.5479
Construct subspace: 1.2038
Build subspace matrix S: 0.7389
Solve subspace problem in ASL: 0.3560
Update gradient: 107.3197
Solve problem: 109.7023
=========================================
Total time (read+solve): 110.2502

Outer iterations: 199
Inner iterations: 703
Columns evaluated: 28353
Iterations in ASLd: 3781
Subspace cost evals: 0
Subspace grad evals: 504

problem: ijcnn1 // kernel: poly // C: 1.000000e+01
time to read data: 5.479180e-01
number of features: 22
nonzeros in data: 649870
problem dimension: 49990
matrix to be created in format poly

=========================================
Status: 0
Function value: -9.5821923919e+04
KKT error: 8.8225346073e-04
constraint violation: 1.9572272691e-09
nlo: 39440 nhi: 8483 nfree: 2067

Timing results:
Read matrix: 0.5479
Construct subspace: 1.1868
Build subspace matrix S: 0.7109
Solve subspace problem in ASL: 0.4739
Update gradient: 102.0625
Solve problem: 104.5171
=========================================
Total time (read+solve): 105.0650

Outer iterations: 192
Inner iterations: 916
Columns evaluated: 27192
Iterations in ASLd: 4740
Subspace cost evals: 0
Subspace grad evals: 724

problem: ijcnn1 // kernel: poly // C: 1.000000e+02
time to read data: 5.499160e-01
number of features: 22
nonzeros in data: 649870
problem dimension: 49990
matrix to be created in format poly

=========================================
Status: 0
Function value: -8.5443798701e+05
KKT error: 9.4296764946e-04
constraint violation: -7.6363733115e-09
nlo: 40203 nhi: 9136 nfree: 651

Timing results:
Read matrix: 0.5499
Construct subspace: 0.7949
Build subspace matrix S: 0.5119
Solve subspace problem in ASL: 0.5999
Update gradient: 75.2336
Solve problem: 77.2023
=========================================
Total time (read+solve): 77.7522

Outer iterations: 128
Inner iterations: 1387
Columns evaluated: 22725
Iterations in ASLd: 6708
Subspace cost evals: 0
Subspace grad evals: 1259

problem: ijcnn1 // kernel: poly // C: 1.000000e+03
time to read data: 5.499160e-01
number of features: 22
nonzeros in data: 649870
problem dimension: 49990
matrix to be created in format poly

=========================================
Status: 0
Function value: -6.0775888022e+06
KKT error: 9.1926150416e-04
constraint violation: 8.6618001660e-09
nlo: 42641 nhi: 7008 nfree: 341

Timing results:
Read matrix: 0.5499
Construct subspace: 0.5009
Build subspace matrix S: 0.4399
Solve subspace problem in ASL: 1.3418
Update gradient: 65.0021
Solve problem: 67.3338
=========================================
Total time (read+solve): 67.8837

Outer iterations: 96
Inner iterations: 3299
Columns evaluated: 21704
Iterations in ASLd: 15236
Subspace cost evals: 0
Subspace grad evals: 3203

problem: ijcnn1 // kernel: sig // C: 1.000000e+00
time to read data: 5.479160e-01
number of features: 22
nonzeros in data: 649870
problem dimension: 49990
matrix to be created in format sig

=========================================
Status: 0
Function value: -9.1569165096e+03
KKT error: 8.2506704741e-04
constraint violation: -1.0103862191e-10
nlo: 40529 nhi: 9429 nfree: 32

Timing results:
Read matrix: 0.5479
Construct subspace: 0.5199
Build subspace matrix S: 0.9519
Solve subspace problem in ASL: 0.6889
Update gradient: 154.0246
Solve problem: 156.2322
=========================================
Total time (read+solve): 156.7802

Outer iterations: 87
Inner iterations: 1824
Columns evaluated: 24362
Iterations in ASLd: 9271
Subspace cost evals: 0
Subspace grad evals: 1737

problem: ijcnn1 // kernel: sig // C: 1.000000e+01
time to read data: 5.479160e-01
number of features: 22
nonzeros in data: 649870
problem dimension: 49990
matrix to be created in format sig

=========================================
Status: 0
Function value: -8.8898389982e+04
KKT error: 9.6967327288e-04
constraint violation: -5.3801940680e-10
nlo: 41250 nhi: 8710 nfree: 30

Timing results:
Read matrix: 0.5479
Construct subspace: 0.8289
Build subspace matrix S: 1.4468
Solve subspace problem in ASL: 2.4336
Update gradient: 223.2661
Solve problem: 228.0353
=========================================
Total time (read+solve): 228.5832

Outer iterations: 141
Inner iterations: 6318
Columns evaluated: 34697
Iterations in ASLd: 31210
Subspace cost evals: 0
Subspace grad evals: 6177

problem: ijcnn1 // kernel: sig // C: 1.000000e+02
time to read data: 5.499160e-01
number of features: 22
nonzeros in data: 649870
problem dimension: 49990
matrix to be created in format sig

=========================================
Status: 0
Function value: -1.2678160169e+06
KKT error: 9.9326502133e-04
constraint violation: -8.7496232481e-11
nlo: 42423 nhi: 7543 nfree: 24

Timing results:
Read matrix: 0.5499
Construct subspace: 1.0109
Build subspace matrix S: 1.9777
Solve subspace problem in ASL: 6.5740
Update gradient: 337.6307
Solve problem: 347.2642
=========================================
Total time (read+solve): 347.8141

Outer iterations: 187
Inner iterations: 24601
Columns evaluated: 54385
Iterations in ASLd: 118179
Subspace cost evals: 0
Subspace grad evals: 24414

problem: ijcnn1 // kernel: sig // C: 1.000000e+03
time to read data: 5.489170e-01
number of features: 22
nonzeros in data: 649870
problem dimension: 49990
matrix to be created in format sig

=========================================
Status: 0
Function value: -6.2512656000e+07
KKT error: 8.8781747884e-04
constraint violation: -1.9963408704e-10
nlo: 43630 nhi: 6338 nfree: 22

Timing results:
Read matrix: 0.5489
Construct subspace: 0.8409
Build subspace matrix S: 1.6747
Solve subspace problem in ASL: 7.8438
Update gradient: 296.2070
Solve problem: 306.6394
=========================================
Total time (read+solve): 307.1883

Outer iterations: 168
Inner iterations: 35557
Columns evaluated: 48138
Iterations in ASLd: 169008
Subspace cost evals: 0
Subspace grad evals: 35389

problem: w7a // kernel: linear // C: 1.000000e+00
time to read data: 1.479770e-01
number of features: 300
nonzeros in data: 288148
problem dimension: 24692
matrix to be created in format linear

Numerical parameters:
parameter in kernels ………………………… gamma: 3.333333e-03
degree for poly kernels …………………….. degree: 3
subspace tolerance <= serr1 times SVM tolerance ... serr1: 1.000000e+00 subspace tolerance <= serr2 times KKT error ....... serr2: 1.000000e-01 use index if Lagrangian error >= l_pert*SVM tol .. l_pert: 1.000000e-02
ignore index i if |d_i| <= d_pert ................ d_pert: 1.000000e-12 threshold for free variables C*bndpert ......... bnd_pert: 1.000000e-03 size of subspace ................................... nsub: 250 amplification factor for value of prior indices .. PreAmp: 2.000000e+04 maximum fraction of prior indices in new space .. MaxKept: 8.000000e-01 maximum number of outer iterations ............. maxouter: 2147483647 print level (0 = none, 2 = maximum) .......... PrintLevel: 0 use lp for subspace if max_i |g_i| >= 1.000000e+04*C*lambda_k

Logical parameters:
Use dense dot products
All elements in data matrix are 1
Do not for dense submatrix if kernel = 0

Print the parameter structure

=========================================
Status: 0
Function value: -7.6541089242e+02
KKT error: 9.5531511311e-04
constraint violation: -8.3480666824e-11
nlo: 23620 nhi: 683 nfree: 389

Timing results:
Read matrix: 0.1480
Construct subspace: 0.1510
Build subspace matrix S: 0.0000
Solve subspace problem in ASL: 1.0328
Update gradient: 0.1240
Solve problem: 1.3178
=========================================
Total time (read+solve): 1.4658

Outer iterations: 106
Inner iterations: 10975
Columns evaluated: 26500
Iterations in ASLd: 46127
Subspace cost evals: 0
Subspace grad evals: 10869

problem: w7a // kernel: linear // C: 1.000000e+01
time to read data: 1.489770e-01
number of features: 300
nonzeros in data: 288148
problem dimension: 24692
matrix to be created in format linear

=========================================
Status: 0
Function value: -7.0082855642e+03
KKT error: 9.6651392843e-04
constraint violation: -1.0379075377e-10
nlo: 23718 nhi: 595 nfree: 379

Timing results:
Read matrix: 0.1490
Construct subspace: 0.4649
Build subspace matrix S: 0.0000
Solve subspace problem in ASL: 5.4232
Update gradient: 0.3829
Solve problem: 6.3010
=========================================
Total time (read+solve): 6.4500

Outer iterations: 326
Inner iterations: 57591
Columns evaluated: 81500
Iterations in ASLd: 228264
Subspace cost evals: 0
Subspace grad evals: 57265

problem: w7a // kernel: linear // C: 1.000000e+02
time to read data: 1.479770e-01
number of features: 300
nonzeros in data: 288148
problem dimension: 24692
matrix to be created in format linear

=========================================
Status: 0
Function value: -6.8985611748e+04
KKT error: 9.7181515299e-04
constraint violation: 9.7604413440e-10
nlo: 23729 nhi: 573 nfree: 390

Timing results:
Read matrix: 0.1480
Construct subspace: 2.0017
Build subspace matrix S: 0.0000
Solve subspace problem in ASL: 36.8254
Update gradient: 1.6577
Solve problem: 40.5728
=========================================
Total time (read+solve): 40.7208

Outer iterations: 1367
Inner iterations: 394396
Columns evaluated: 341737
Iterations in ASLd: 1484994
Subspace cost evals: 0
Subspace grad evals: 393029

problem: w7a // kernel: linear // C: 1.000000e+03
time to read data: 1.479780e-01
number of features: 300
nonzeros in data: 288148
problem dimension: 24692
matrix to be created in format linear

=========================================
Status: 0
Function value: -6.8853291036e+05
KKT error: 9.3108228295e-04
constraint violation: 5.7755187299e-09
nlo: 23722 nhi: 569 nfree: 401

Timing results:
Read matrix: 0.1480
Construct subspace: 8.4017
Build subspace matrix S: 0.0000
Solve subspace problem in ASL: 230.2860
Update gradient: 6.5040
Solve problem: 245.6387
=========================================
Total time (read+solve): 245.7866

Outer iterations: 5386
Inner iterations: 2484726
Columns evaluated: 1346500
Iterations in ASLd: 9106420
Subspace cost evals: 0
Subspace grad evals: 2479340

problem: w7a // kernel: rbf // C: 1.000000e+00
time to read data: 1.479770e-01
number of features: 300
nonzeros in data: 288148
problem dimension: 24692
matrix to be created in format rbf

=========================================
Status: 0
Function value: -1.3720117347e+03
KKT error: 9.7012837159e-04
constraint violation: -4.6707082646e-13
nlo: 22946 nhi: 1374 nfree: 372

Timing results:
Read matrix: 0.1480
Construct subspace: 0.0870
Build subspace matrix S: 0.1870
Solve subspace problem in ASL: 0.4839
Update gradient: 13.6599
Solve problem: 14.4258
=========================================
Total time (read+solve): 14.5738

Outer iterations: 28
Inner iterations: 1217
Columns evaluated: 4452
Iterations in ASLd: 5843
Subspace cost evals: 0
Subspace grad evals: 1189

problem: w7a // kernel: rbf // C: 1.000000e+01
time to read data: 1.489770e-01
number of features: 300
nonzeros in data: 288148
problem dimension: 24692
matrix to be created in format rbf

=========================================
Status: 0
Function value: -1.0422701102e+04
KKT error: 9.9362145545e-04
constraint violation: 7.7838180346e-11
nlo: 23114 nhi: 1035 nfree: 543

Timing results:
Read matrix: 0.1490
Construct subspace: 0.0790
Build subspace matrix S: 0.1990
Solve subspace problem in ASL: 0.8609
Update gradient: 14.1768
Solve problem: 15.3307
=========================================
Total time (read+solve): 15.4796

Outer iterations: 28
Inner iterations: 1841
Columns evaluated: 4671
Iterations in ASLd: 8901
Subspace cost evals: 0
Subspace grad evals: 1813

problem: w7a // kernel: rbf // C: 1.000000e+02
time to read data: 1.469780e-01
number of features: 300
nonzeros in data: 288148
problem dimension: 24692
matrix to be created in format rbf

=========================================
Status: 0
Function value: -7.2135997418e+04
KKT error: 9.9896049679e-04
constraint violation: -9.6807895034e-10
nlo: 23193 nhi: 629 nfree: 870

Timing results:
Read matrix: 0.1470
Construct subspace: 0.1100
Build subspace matrix S: 0.2770
Solve subspace problem in ASL: 7.7138
Update gradient: 18.9281
Solve problem: 27.0419
=========================================
Total time (read+solve): 27.1889

Outer iterations: 42
Inner iterations: 14899
Columns evaluated: 5916
Iterations in ASLd: 61578
Subspace cost evals: 0
Subspace grad evals: 14857

problem: w7a // kernel: rbf // C: 1.000000e+03
time to read data: 1.489780e-01
number of features: 300
nonzeros in data: 288148
problem dimension: 24692
matrix to be created in format rbf

=========================================
Status: 0
Function value: -4.9185800621e+05
KKT error: 9.5828058578e-04
constraint violation: -3.3695869206e-08
nlo: 22928 nhi: 372 nfree: 1392

Timing results:
Read matrix: 0.1490
Construct subspace: 0.3859
Build subspace matrix S: 0.9799
Solve subspace problem in ASL: 25.9481
Update gradient: 65.5520
Solve problem: 92.9019
=========================================
Total time (read+solve): 93.0509

Outer iterations: 172
Inner iterations: 54391
Columns evaluated: 19108
Iterations in ASLd: 223844
Subspace cost evals: 0
Subspace grad evals: 54219

problem: w7a // kernel: poly // C: 1.000000e+00
time to read data: 1.479780e-01
number of features: 300
nonzeros in data: 288148
problem dimension: 24692
matrix to be created in format poly

=========================================
Status: 0
Function value: -1.4798197871e+03
KKT error: 3.6865993160e-04
constraint violation: -3.8135494762e-11
nlo: 22081 nhi: 742 nfree: 1869

Timing results:
Read matrix: 0.1480
Construct subspace: 0.0630
Build subspace matrix S: 0.0930
Solve subspace problem in ASL: 0.0450
Update gradient: 7.3489
Solve problem: 7.5618
=========================================
Total time (read+solve): 7.7098

Outer iterations: 22
Inner iterations: 85
Columns evaluated: 4199
Iterations in ASLd: 470
Subspace cost evals: 0
Subspace grad evals: 63

problem: w7a // kernel: poly // C: 1.000000e+01
time to read data: 1.479770e-01
number of features: 300
nonzeros in data: 288148
problem dimension: 24692
matrix to be created in format poly

=========================================
Status: 0
Function value: -1.4782428484e+04
KKT error: 6.3481851307e-04
constraint violation: -9.9502628359e-12
nlo: 22078 nhi: 798 nfree: 1816

Timing results:
Read matrix: 0.1480
Construct subspace: 0.1010
Build subspace matrix S: 0.1400
Solve subspace problem in ASL: 0.1700
Update gradient: 9.9155
Solve problem: 10.3424
=========================================
Total time (read+solve): 10.4904

Outer iterations: 39
Inner iterations: 313
Columns evaluated: 4535
Iterations in ASLd: 1374
Subspace cost evals: 0
Subspace grad evals: 274

problem: w7a // kernel: poly // C: 1.000000e+02
time to read data: 1.489770e-01
number of features: 300
nonzeros in data: 288148
problem dimension: 24692
matrix to be created in format poly

=========================================
Status: 0
Function value: -1.4625067752e+05
KKT error: 7.0716773698e-04
constraint violation: 2.9890259157e-09
nlo: 22026 nhi: 911 nfree: 1755

Timing results:
Read matrix: 0.1490
Construct subspace: 0.1200
Build subspace matrix S: 0.1800
Solve subspace problem in ASL: 0.4499
Update gradient: 12.5091
Solve problem: 13.2780
=========================================
Total time (read+solve): 13.4270

Outer iterations: 46
Inner iterations: 1032
Columns evaluated: 5634
Iterations in ASLd: 4412
Subspace cost evals: 0
Subspace grad evals: 986

problem: w7a // kernel: poly // C: 1.000000e+03
time to read data: 1.479780e-01
number of features: 300
nonzeros in data: 288148
problem dimension: 24692
matrix to be created in format poly

=========================================
Status: 0
Function value: -1.3447545665e+06
KKT error: 8.2102385522e-04
constraint violation: -1.7142269826e-08
nlo: 22001 nhi: 1010 nfree: 1681

Timing results:
Read matrix: 0.1480
Construct subspace: 0.1350
Build subspace matrix S: 0.2290
Solve subspace problem in ASL: 2.4686
Update gradient: 15.7866
Solve problem: 18.6382
=========================================
Total time (read+solve): 18.7861

Outer iterations: 61
Inner iterations: 5701
Columns evaluated: 6781
Iterations in ASLd: 21642
Subspace cost evals: 0
Subspace grad evals: 5640

problem: w7a // kernel: sig // C: 1.000000e+00
time to read data: 1.499760e-01
number of features: 300
nonzeros in data: 288148
problem dimension: 24692
matrix to be created in format sig

=========================================
Status: 0
Function value: -1.4274536925e+03
KKT error: 9.8874274520e-04
constraint violation: -5.3176352210e-12
nlo: 23060 nhi: 1373 nfree: 259

Timing results:
Read matrix: 0.1500
Construct subspace: 0.0480
Build subspace matrix S: 0.1330
Solve subspace problem in ASL: 0.1220
Update gradient: 10.0785
Solve problem: 10.3974
=========================================
Total time (read+solve): 10.5474

Outer iterations: 24
Inner iterations: 294
Columns evaluated: 4249
Iterations in ASLd: 1506
Subspace cost evals: 0
Subspace grad evals: 270

problem: w7a // kernel: sig // C: 1.000000e+01
time to read data: 1.479780e-01
number of features: 300
nonzeros in data: 288148
problem dimension: 24692
matrix to be created in format sig

=========================================
Status: 0
Function value: -1.1668859324e+04
KKT error: 8.3200255018e-04
constraint violation: -4.2460257532e-11
nlo: 23125 nhi: 1204 nfree: 363

Timing results:
Read matrix: 0.1480
Construct subspace: 0.0590
Build subspace matrix S: 0.1550
Solve subspace problem in ASL: 0.3159
Update gradient: 10.7114
Solve problem: 11.2513
=========================================
Total time (read+solve): 11.3993

Outer iterations: 28
Inner iterations: 768
Columns evaluated: 4240
Iterations in ASLd: 3505
Subspace cost evals: 0
Subspace grad evals: 740

problem: w7a // kernel: sig // C: 1.000000e+02
time to read data: 1.479770e-01
number of features: 300
nonzeros in data: 288148
problem dimension: 24692
matrix to be created in format sig

=========================================
Status: 0
Function value: -8.4875079760e+04
KKT error: 9.6923110430e-04
constraint violation: 8.6956220002e-11
nlo: 23461 nhi: 798 nfree: 433

Timing results:
Read matrix: 0.1480
Construct subspace: 0.0490
Build subspace matrix S: 0.1560
Solve subspace problem in ASL: 0.9489
Update gradient: 11.1823
Solve problem: 12.3451
=========================================
Total time (read+solve): 12.4931

Outer iterations: 25
Inner iterations: 2399
Columns evaluated: 4676
Iterations in ASLd: 10689
Subspace cost evals: 0
Subspace grad evals: 2374

problem: w7a // kernel: sig // C: 1.000000e+03
time to read data: 1.469770e-01
number of features: 300
nonzeros in data: 288148
problem dimension: 24692
matrix to be created in format sig

=========================================
Status: 0
Function value: -7.2852099493e+05
KKT error: 9.8991957081e-04
constraint violation: 6.6347638494e-10
nlo: 23708 nhi: 610 nfree: 374

Timing results:
Read matrix: 0.1470
Construct subspace: 0.0700
Build subspace matrix S: 0.2260
Solve subspace problem in ASL: 4.5533
Update gradient: 15.6576
Solve problem: 20.5199
=========================================
Total time (read+solve): 20.6669

Outer iterations: 38
Inner iterations: 11856
Columns evaluated: 6096
Iterations in ASLd: 52258
Subspace cost evals: 0
Subspace grad evals: 11818

problem: real-sim // kernel: linear // C: 1.000000e+00
time to read data: 4.288348e+00
number of features: 20958
nonzeros in data: 3709083
problem dimension: 72309
matrix to be created in format linear

Numerical parameters:
parameter in kernels ………………………… gamma: 4.771448e-05
degree for poly kernels …………………….. degree: 3
subspace tolerance <= serr1 times SVM tolerance ... serr1: 1.000000e+00 subspace tolerance <= serr2 times KKT error ....... serr2: 1.000000e-01 use index if Lagrangian error >= l_pert*SVM tol .. l_pert: 1.000000e-02
ignore index i if |d_i| <= d_pert ................ d_pert: 1.000000e-12 threshold for free variables C*bndpert ......... bnd_pert: 1.000000e-03 size of subspace ................................... nsub: 250 amplification factor for value of prior indices .. PreAmp: 2.000000e+04 maximum fraction of prior indices in new space .. MaxKept: 8.000000e-01 maximum number of outer iterations ............. maxouter: 2147483647 print level (0 = none, 2 = maximum) .......... PrintLevel: 0 use lp for subspace if max_i |g_i| >= 1.000000e+04*C*lambda_k

Logical parameters:
Use dense dot products
Do not for dense submatrix if kernel = 0

Print the parameter structure

=========================================
Status: 0
Function value: -5.3451194901e+03
KKT error: 9.8478903199e-04
constraint violation: 2.0344614882e-11
nlo: 61426 nhi: 5367 nfree: 5516

Timing results:
Read matrix: 4.2883
Construct subspace: 4.8023
Build subspace matrix S: 0.0000
Solve subspace problem in ASL: 1.4088
Update gradient: 16.8904
Solve problem: 23.3574
=========================================
Total time (read+solve): 27.6458

Outer iterations: 782
Inner iterations: 7553
Columns evaluated: 195500
Iterations in ASLd: 28290
Subspace cost evals: 0
Subspace grad evals: 6771

problem: real-sim // kernel: linear // C: 1.000000e+01
time to read data: 4.294347e+00
number of features: 20958
nonzeros in data: 3709083
problem dimension: 72309
matrix to be created in format linear

=========================================
Status: 0
Function value: -1.5202779418e+04
KKT error: 9.9022629343e-04
constraint violation: -7.2298078635e-10
nlo: 64358 nhi: 732 nfree: 7219

Timing results:
Read matrix: 4.2943
Construct subspace: 13.6979
Build subspace matrix S: 0.0000
Solve subspace problem in ASL: 4.5803
Update gradient: 51.5942
Solve problem: 70.6063
=========================================
Total time (read+solve): 74.9006

Outer iterations: 2307
Inner iterations: 25799
Columns evaluated: 576750
Iterations in ASLd: 89273
Subspace cost evals: 0
Subspace grad evals: 23492

problem: real-sim // kernel: linear // C: 1.000000e+02
time to read data: 4.335341e+00
number of features: 20958
nonzeros in data: 3709083
problem dimension: 72309
matrix to be created in format linear

=========================================
Status: 0
Function value: -4.7124505189e+04
KKT error: 9.7264295979e-04
constraint violation: -1.9045387489e-08
nlo: 65111 nhi: 261 nfree: 6937

Timing results:
Read matrix: 4.3353
Construct subspace: 16.1715
Build subspace matrix S: 0.0000
Solve subspace problem in ASL: 8.5897
Update gradient: 61.3146
Solve problem: 86.9098
=========================================
Total time (read+solve): 91.2451

Outer iterations: 2714
Inner iterations: 49370
Columns evaluated: 678500
Iterations in ASLd: 171248
Subspace cost evals: 0
Subspace grad evals: 46656

problem: real-sim // kernel: linear // C: 1.000000e+03
time to read data: 4.288349e+00
number of features: 20958
nonzeros in data: 3709083
problem dimension: 72309
matrix to be created in format linear

=========================================
Status: 0
Function value: -2.9700396746e+05
KKT error: 9.9024451020e-04
constraint violation: -1.5479020021e-07
nlo: 65676 nhi: 211 nfree: 6422

Timing results:
Read matrix: 4.2883
Construct subspace: 13.0850
Build subspace matrix S: 0.0000
Solve subspace problem in ASL: 13.0190
Update gradient: 50.4553
Solve problem: 77.2783
=========================================
Total time (read+solve): 81.5666

Outer iterations: 2330
Inner iterations: 75819
Columns evaluated: 582500
Iterations in ASLd: 273174
Subspace cost evals: 0
Subspace grad evals: 73489

problem: real-sim // kernel: rbf // C: 1.000000e+00
time to read data: 4.288348e+00
number of features: 20958
nonzeros in data: 3709083
problem dimension: 72309
matrix to be created in format rbf

=========================================
Status: 0
Function value: -4.4319257422e+04
KKT error: 9.9545214545e-04
constraint violation: 8.2477202845e-10
nlo: 27557 nhi: 32887 nfree: 11865

Timing results:
Read matrix: 4.2883
Construct subspace: 1.6008
Build subspace matrix S: 4.0814
Solve subspace problem in ASL: 0.2660
Update gradient: 1035.2766
Solve problem: 1041.3767
=========================================
Total time (read+solve): 1045.6650

Outer iterations: 187
Inner iterations: 406
Columns evaluated: 59561
Iterations in ASLd: 6172
Subspace cost evals: 0
Subspace grad evals: 219

problem: real-sim // kernel: rbf // C: 1.000000e+01
time to read data: 4.288348e+00
number of features: 20958
nonzeros in data: 3709083
problem dimension: 72309
matrix to be created in format rbf

=========================================
Status: 0
Function value: -4.2908616956e+05
KKT error: 9.5816953055e-04
constraint violation: -6.5105734137e-09
nlo: 27433 nhi: 37881 nfree: 6995

Timing results:
Read matrix: 4.2883
Construct subspace: 2.0457
Build subspace matrix S: 4.6693
Solve subspace problem in ASL: 0.2970
Update gradient: 1080.7567
Solve problem: 1087.9456
=========================================
Total time (read+solve): 1092.2340

Outer iterations: 237
Inner iterations: 486
Columns evaluated: 58928
Iterations in ASLd: 6499
Subspace cost evals: 0
Subspace grad evals: 249

problem: real-sim // kernel: rbf // C: 1.000000e+02
time to read data: 4.289347e+00
number of features: 20958
nonzeros in data: 3709083
problem dimension: 72309
matrix to be created in format rbf

=========================================
Status: 0
Function value: -3.1384992623e+06
KKT error: 9.3484409955e-04
constraint violation: 5.9174581679e-08
nlo: 32222 nhi: 37714 nfree: 2373

Timing results:
Read matrix: 4.2893
Construct subspace: 1.7407
Build subspace matrix S: 4.3843
Solve subspace problem in ASL: 0.3350
Update gradient: 1092.1660
Solve problem: 1098.7830
=========================================
Total time (read+solve): 1103.0723

Outer iterations: 201
Inner iterations: 582
Columns evaluated: 64369
Iterations in ASLd: 4907
Subspace cost evals: 0
Subspace grad evals: 381

problem: real-sim // kernel: rbf // C: 1.000000e+03
time to read data: 4.288348e+00
number of features: 20958
nonzeros in data: 3709083
problem dimension: 72309
matrix to be created in format rbf

=========================================
Status: 0
Function value: -1.4389095393e+07
KKT error: 9.8120718847e-04
constraint violation: 2.9434113458e-07
nlo: 51175 nhi: 16885 nfree: 4249

Timing results:
Read matrix: 4.2883
Construct subspace: 1.5098
Build subspace matrix S: 2.8785
Solve subspace problem in ASL: 0.4489
Update gradient: 654.0676
Solve problem: 659.0448
=========================================
Total time (read+solve): 663.3332

Outer iterations: 186
Inner iterations: 917
Columns evaluated: 37792
Iterations in ASLd: 4259
Subspace cost evals: 0
Subspace grad evals: 731

problem: real-sim // kernel: poly // C: 1.000000e+00
time to read data: 4.289347e+00
number of features: 20958
nonzeros in data: 3709083
problem dimension: 72309
matrix to be created in format poly

=========================================
Status: 0
Function value: -4.4476000000e+04
KKT error: 5.1035842219e-12
constraint violation: 5.4538795702e-10
nlo: 27832 nhi: 44288 nfree: 189

Timing results:
Read matrix: 4.2893
Construct subspace: 0.6379
Build subspace matrix S: 1.6657
Solve subspace problem in ASL: 0.1330
Update gradient: 542.8235
Solve problem: 545.3451
=========================================
Total time (read+solve): 549.6344

Outer iterations: 99
Inner iterations: 199
Columns evaluated: 44550
Iterations in ASLd: 5192
Subspace cost evals: 0
Subspace grad evals: 100

problem: real-sim // kernel: poly // C: 1.000000e+01
time to read data: 4.291347e+00
number of features: 20958
nonzeros in data: 3709083
problem dimension: 72309
matrix to be created in format poly

=========================================
Status: 0
Function value: -4.4476000000e+05
KKT error: 3.8184566620e-10
constraint violation: 3.1021255076e-07
nlo: 27832 nhi: 44288 nfree: 189

Timing results:
Read matrix: 4.2913
Construct subspace: 0.6809
Build subspace matrix S: 1.6707
Solve subspace problem in ASL: 0.1780
Update gradient: 542.6925
Solve problem: 545.3011
=========================================
Total time (read+solve): 549.5924

Outer iterations: 99
Inner iterations: 199
Columns evaluated: 44550
Iterations in ASLd: 6798
Subspace cost evals: 0
Subspace grad evals: 100

problem: real-sim // kernel: poly // C: 1.000000e+02
time to read data: 4.288348e+00
number of features: 20958
nonzeros in data: 3709083
problem dimension: 72309
matrix to be created in format poly

=========================================
Status: 0
Function value: -4.4475999998e+06
KKT error: 3.8662349766e-08
constraint violation: 1.1660842318e-06
nlo: 27832 nhi: 44288 nfree: 189

Timing results:
Read matrix: 4.2883
Construct subspace: 0.6829
Build subspace matrix S: 1.6657
Solve subspace problem in ASL: 0.1970
Update gradient: 542.9654
Solve problem: 545.5951
=========================================
Total time (read+solve): 549.8834

Outer iterations: 99
Inner iterations: 199
Columns evaluated: 44550
Iterations in ASLd: 6622
Subspace cost evals: 0
Subspace grad evals: 100

problem: real-sim // kernel: poly // C: 1.000000e+03
time to read data: 4.291347e+00
number of features: 20958
nonzeros in data: 3709083
problem dimension: 72309
matrix to be created in format poly

=========================================
Status: 0
Function value: -4.4475999984e+07
KKT error: 3.8585950506e-06
constraint violation: 2.9923807006e-06
nlo: 27832 nhi: 43461 nfree: 1016

Timing results:
Read matrix: 4.2913
Construct subspace: 0.6759
Build subspace matrix S: 1.6737
Solve subspace problem in ASL: 0.1840
Update gradient: 543.2804
Solve problem: 545.9010
=========================================
Total time (read+solve): 550.1924

Outer iterations: 99
Inner iterations: 199
Columns evaluated: 44550
Iterations in ASLd: 6164
Subspace cost evals: 0
Subspace grad evals: 100

problem: real-sim // kernel: sig // C: 1.000000e+00
time to read data: 4.287348e+00
number of features: 20958
nonzeros in data: 3709083
problem dimension: 72309
matrix to be created in format sig

=========================================
Status: 0
Function value: -4.4397621650e+04
KKT error: 9.9065457608e-04
constraint violation: -4.9279569314e-10
nlo: 27274 nhi: 28652 nfree: 16383

Timing results:
Read matrix: 4.2873
Construct subspace: 1.3838
Build subspace matrix S: 3.9684
Solve subspace problem in ASL: 0.2280
Update gradient: 1103.6212
Solve problem: 1109.3574
=========================================
Total time (read+solve): 1113.6447

Outer iterations: 184
Inner iterations: 398
Columns evaluated: 64932
Iterations in ASLd: 4981
Subspace cost evals: 0
Subspace grad evals: 214

problem: real-sim // kernel: sig // C: 1.000000e+01
time to read data: 4.289348e+00
number of features: 20958
nonzeros in data: 3709083
problem dimension: 72309
matrix to be created in format sig

=========================================
Status: 0
Function value: -4.3692245557e+05
KKT error: 9.6657383152e-04
constraint violation: 4.9340975750e-09
nlo: 27472 nhi: 37147 nfree: 7690

Timing results:
Read matrix: 4.2893
Construct subspace: 2.3017
Build subspace matrix S: 4.8243
Solve subspace problem in ASL: 0.3060
Update gradient: 1136.5962
Solve problem: 1144.2301
=========================================
Total time (read+solve): 1148.5194

Outer iterations: 267
Inner iterations: 550
Columns evaluated: 65612
Iterations in ASLd: 6392
Subspace cost evals: 0
Subspace grad evals: 283

problem: real-sim // kernel: sig // C: 1.000000e+02
time to read data: 4.289347e+00
number of features: 20958
nonzeros in data: 3709083
problem dimension: 72309
matrix to be created in format sig

=========================================
Status: 0
Function value: -3.6786022585e+06
KKT error: 7.6322299852e-04
constraint violation: 1.3951070343e-07
nlo: 28306 nhi: 41203 nfree: 2800

Timing results:
Read matrix: 4.2893
Construct subspace: 1.8687
Build subspace matrix S: 4.7183
Solve subspace problem in ASL: 0.3449
Update gradient: 1372.8393
Solve problem: 1379.9362
=========================================
Total time (read+solve): 1384.2256

Outer iterations: 219
Inner iterations: 593
Columns evaluated: 83887
Iterations in ASLd: 5293
Subspace cost evals: 0
Subspace grad evals: 374

problem: real-sim // kernel: sig // C: 1.000000e+03
time to read data: 4.300346e+00
number of features: 20958
nonzeros in data: 3709083
problem dimension: 72309
matrix to be created in format sig

=========================================
Status: 0
Function value: -1.8642641900e+07
KKT error: 9.8309352642e-04
constraint violation: 9.0667288077e-07
nlo: 46002 nhi: 22566 nfree: 3741

Timing results:
Read matrix: 4.3003
Construct subspace: 1.3798
Build subspace matrix S: 3.0875
Solve subspace problem in ASL: 0.3610
Update gradient: 811.2317
Solve problem: 816.1979
=========================================
Total time (read+solve): 820.4983

Outer iterations: 176
Inner iterations: 711
Columns evaluated: 53220
Iterations in ASLd: 3989
Subspace cost evals: 0
Subspace grad evals: 535

problem: web6a // kernel: linear // C: 1.000000e+00
time to read data: 1.029840e-01
number of features: 300
nonzeros in data: 200470
problem dimension: 17188
matrix to be created in format linear

Numerical parameters:
parameter in kernels ………………………… gamma: 3.333333e-03
degree for poly kernels …………………….. degree: 3
subspace tolerance <= serr1 times SVM tolerance ... serr1: 1.000000e+00 subspace tolerance <= serr2 times KKT error ....... serr2: 1.000000e-01 factor < 1 forcing at least one ASL iteration .. ForceFac: 7.500000e-01 use index if Lagrangian error >= l_pert*SVM tol .. l_pert: 1.000000e-02
ignore index i if |d_i| <= d_pert ................ d_pert: 1.000000e-12 threshold for free variables C*bndpert ......... bnd_pert: 1.000000e-03 size of subspace ................................... nsub: 250 amplification factor for value of prior indices .. PreAmp: 2.000000e+04 maximum fraction of prior indices in new space .. MaxKept: 8.000000e-01 maximum number of outer iterations ............. maxouter: 2147483647 print level (0 = none, 2 = maximum) .......... PrintLevel: 0 use lp for subspace if max_i |g_i| >= 1.000000e+04*C*lambda_k

Logical parameters:
Use dense dot products
All elements in data matrix are 1
Do not for dense submatrix if kernel = 0

Print the parameter structure

=========================================
Status: 0
Function value: -5.3696796937e+02
KKT error: 8.9562464880e-04
constraint violation: -4.5918158165e-11
nlo: 16370 nhi: 471 nfree: 347

Timing results:
Read matrix: 0.1030
Construct subspace: 0.0680
Build subspace matrix S: 0.0000
Solve subspace problem in ASL: 0.7909
Update gradient: 0.0590
Solve problem: 0.9189
=========================================
Total time (read+solve): 1.0218

Outer iterations: 69
Inner iterations: 8549
Columns evaluated: 17250
Iterations in ASLd: 34784
Subspace cost evals: 0
Subspace grad evals: 8480

problem: web6a // kernel: linear // C: 1.000000e+01
time to read data: 1.019840e-01
number of features: 300
nonzeros in data: 200470
problem dimension: 17188
matrix to be created in format linear

=========================================
Status: 0
Function value: -4.7572221950e+03
KKT error: 9.6297386470e-04
constraint violation: -9.8525632097e-11
nlo: 16482 nhi: 382 nfree: 324

Timing results:
Read matrix: 0.1020
Construct subspace: 0.1640
Build subspace matrix S: 0.0000
Solve subspace problem in ASL: 2.9905
Update gradient: 0.1430
Solve problem: 3.3015
=========================================
Total time (read+solve): 3.4035

Outer iterations: 175
Inner iterations: 31410
Columns evaluated: 43750
Iterations in ASLd: 129028
Subspace cost evals: 0
Subspace grad evals: 31235

problem: web6a // kernel: linear // C: 1.000000e+02
time to read data: 1.029850e-01
number of features: 300
nonzeros in data: 200470
problem dimension: 17188
matrix to be created in format linear

=========================================
Status: 0
Function value: -4.6181491912e+04
KKT error: 9.9917766790e-04
constraint violation: -4.3023362650e-10
nlo: 16488 nhi: 360 nfree: 340

Timing results:
Read matrix: 0.1030
Construct subspace: 0.7159
Build subspace matrix S: 0.0000
Solve subspace problem in ASL: 22.3696
Update gradient: 0.6129
Solve problem: 23.7334
=========================================
Total time (read+solve): 23.8364

Outer iterations: 750
Inner iterations: 239969
Columns evaluated: 187488
Iterations in ASLd: 936109
Subspace cost evals: 0
Subspace grad evals: 239219

problem: web6a // kernel: linear // C: 1.000000e+03
time to read data: 1.039850e-01
number of features: 300
nonzeros in data: 200470
problem dimension: 17188
matrix to be created in format linear

=========================================
Status: 0
Function value: -4.6000354584e+05
KKT error: 9.8263173764e-04
constraint violation: -5.3444182413e-10
nlo: 16483 nhi: 358 nfree: 347

Timing results:
Read matrix: 0.1040
Construct subspace: 2.3496
Build subspace matrix S: 0.0000
Solve subspace problem in ASL: 162.0564
Update gradient: 2.0647
Solve problem: 166.5717
=========================================
Total time (read+solve): 166.6757

Outer iterations: 2531
Inner iterations: 1776271
Columns evaluated: 632750
Iterations in ASLd: 6522531
Subspace cost evals: 0
Subspace grad evals: 1773740

problem: web6a // kernel: rbf // C: 1.000000e+00
time to read data: 1.019840e-01
number of features: 300
nonzeros in data: 200470
problem dimension: 17188
matrix to be created in format rbf

=========================================
Status: 0
Function value: -9.9483227207e+02
KKT error: 9.5631405465e-04
constraint violation: -1.5618950577e-11
nlo: 16019 nhi: 962 nfree: 207

Timing results:
Read matrix: 0.1020
Construct subspace: 0.0300
Build subspace matrix S: 0.1120
Solve subspace problem in ASL: 0.1810
Update gradient: 6.0191
Solve problem: 6.3480
=========================================
Total time (read+solve): 6.4500

Outer iterations: 15
Inner iterations: 442
Columns evaluated: 3158
Iterations in ASLd: 2391
Subspace cost evals: 0
Subspace grad evals: 427

problem: web6a // kernel: rbf // C: 1.000000e+01
time to read data: 1.019840e-01
number of features: 300
nonzeros in data: 200470
problem dimension: 17188
matrix to be created in format rbf

=========================================
Status: 0
Function value: -7.6164473170e+03
KKT error: 9.5401415061e-04
constraint violation: -7.7674755516e-11
nlo: 16092 nhi: 748 nfree: 348

Timing results:
Read matrix: 0.1020
Construct subspace: 0.0430
Build subspace matrix S: 0.1560
Solve subspace problem in ASL: 0.7659
Update gradient: 7.7628
Solve problem: 8.7357
=========================================
Total time (read+solve): 8.8377

Outer iterations: 21
Inner iterations: 1680
Columns evaluated: 3757
Iterations in ASLd: 8169
Subspace cost evals: 0
Subspace grad evals: 1659

problem: web6a // kernel: rbf // C: 1.000000e+02
time to read data: 1.039840e-01
number of features: 300
nonzeros in data: 200470
problem dimension: 17188
matrix to be created in format rbf

=========================================
Status: 0
Function value: -5.1682521406e+04
KKT error: 9.1526685258e-04
constraint violation: -6.4596861193e-10
nlo: 15857 nhi: 439 nfree: 892

Timing results:
Read matrix: 0.1040
Construct subspace: 0.0530
Build subspace matrix S: 0.2160
Solve subspace problem in ASL: 3.1115
Update gradient: 10.5274
Solve problem: 13.9169
=========================================
Total time (read+solve): 14.0209

Outer iterations: 30
Inner iterations: 6472
Columns evaluated: 4940
Iterations in ASLd: 29347
Subspace cost evals: 0
Subspace grad evals: 6442

problem: web6a // kernel: rbf // C: 1.000000e+03
time to read data: 1.019850e-01
number of features: 300
nonzeros in data: 200470
problem dimension: 17188
matrix to be created in format rbf

=========================================
Status: 0
Function value: -3.4144738168e+05
KKT error: 9.9396921763e-04
constraint violation: -3.6994833863e-09
nlo: 15736 nhi: 267 nfree: 1185

Timing results:
Read matrix: 0.1020
Construct subspace: 0.1500
Build subspace matrix S: 0.5329
Solve subspace problem in ASL: 15.1917
Update gradient: 24.3853
Solve problem: 40.2709
=========================================
Total time (read+solve): 40.3729

Outer iterations: 89
Inner iterations: 31856
Columns evaluated: 10643
Iterations in ASLd: 134152
Subspace cost evals: 0
Subspace grad evals: 31767

problem: web6a // kernel: poly // C: 1.000000e+00
time to read data: 1.019840e-01
number of features: 300
nonzeros in data: 200470
problem dimension: 17188
matrix to be created in format poly

=========================================
Status: 0
Function value: -1.0496130745e+03
KKT error: 9.7281153201e-04
constraint violation: -1.9594326162e-12
nlo: 15571 nhi: 67 nfree: 1550

Timing results:
Read matrix: 0.1020
Construct subspace: 0.0190
Build subspace matrix S: 0.0300
Solve subspace problem in ASL: 0.0170
Update gradient: 1.7997
Solve problem: 1.8737
=========================================
Total time (read+solve): 1.9757

Outer iterations: 8
Inner iterations: 29
Columns evaluated: 1779
Iterations in ASLd: 186
Subspace cost evals: 0
Subspace grad evals: 21

problem: web6a // kernel: poly // C: 1.000000e+01
time to read data: 1.019850e-01
number of features: 300
nonzeros in data: 200470
problem dimension: 17188
matrix to be created in format poly

=========================================
Status: 0
Function value: -1.0490442459e+04
KKT error: 9.7205862303e-04
constraint violation: 3.0720315181e-11
nlo: 15006 nhi: 533 nfree: 1649

Timing results:
Read matrix: 0.1020
Construct subspace: 0.0360
Build subspace matrix S: 0.0790
Solve subspace problem in ASL: 0.0510
Update gradient: 4.1184
Solve problem: 4.2923
=========================================
Total time (read+solve): 4.3943

Outer iterations: 18
Inner iterations: 108
Columns evaluated: 3378
Iterations in ASLd: 554
Subspace cost evals: 0
Subspace grad evals: 90

problem: web6a // kernel: poly // C: 1.000000e+02
time to read data: 1.029840e-01
number of features: 300
nonzeros in data: 200470
problem dimension: 17188
matrix to be created in format poly

=========================================
Status: 0
Function value: -1.0405745939e+05
KKT error: 7.7413261873e-04
constraint violation: 2.9721292094e-10
nlo: 15114 nhi: 636 nfree: 1438

Timing results:
Read matrix: 0.1030
Construct subspace: 0.0540
Build subspace matrix S: 0.1090
Solve subspace problem in ASL: 0.3040
Update gradient: 5.5042
Solve problem: 5.9791
=========================================
Total time (read+solve): 6.0821

Outer iterations: 29
Inner iterations: 640
Columns evaluated: 4043
Iterations in ASLd: 2897
Subspace cost evals: 0
Subspace grad evals: 611

problem: web6a // kernel: poly // C: 1.000000e+03
time to read data: 1.049840e-01
number of features: 300
nonzeros in data: 200470
problem dimension: 17188
matrix to be created in format poly

=========================================
Status: 0
Function value: -9.6733262847e+05
KKT error: 7.5870076739e-04
constraint violation: -1.7109641703e-08
nlo: 15014 nhi: 689 nfree: 1485

Timing results:
Read matrix: 0.1050
Construct subspace: 0.0750
Build subspace matrix S: 0.1720
Solve subspace problem in ASL: 2.0037
Update gradient: 8.4897
Solve problem: 10.7544
=========================================
Total time (read+solve): 10.8593

Outer iterations: 48
Inner iterations: 4122
Columns evaluated: 5559
Iterations in ASLd: 15838
Subspace cost evals: 0
Subspace grad evals: 4074

problem: web6a // kernel: sig // C: 1.000000e+00
time to read data: 1.019840e-01
number of features: 300
nonzeros in data: 200470
problem dimension: 17188
matrix to be created in format sig

=========================================
Status: 0
Function value: -1.0232693518e+03
KKT error: 6.4498986388e-04
constraint violation: -1.2610912314e-11
nlo: 16067 nhi: 974 nfree: 147

Timing results:
Read matrix: 0.1020
Construct subspace: 0.0200
Build subspace matrix S: 0.0870
Solve subspace problem in ASL: 0.0710
Update gradient: 4.6333
Solve problem: 4.8183
=========================================
Total time (read+solve): 4.9203

Outer iterations: 13
Inner iterations: 168
Columns evaluated: 3213
Iterations in ASLd: 881
Subspace cost evals: 0
Subspace grad evals: 155

problem: web6a // kernel: sig // C: 1.000000e+01
time to read data: 1.019850e-01
number of features: 300
nonzeros in data: 200470
problem dimension: 17188
matrix to be created in format sig

=========================================
Status: 0
Function value: -8.5331917034e+03
KKT error: 9.9238707214e-04
constraint violation: -3.1815439172e-11
nlo: 16086 nhi: 868 nfree: 234

Timing results:
Read matrix: 0.1020
Construct subspace: 0.0220
Build subspace matrix S: 0.0950
Solve subspace problem in ASL: 0.1810
Update gradient: 4.8663
Solve problem: 5.1732
=========================================
Total time (read+solve): 5.2752

Outer iterations: 16
Inner iterations: 491
Columns evaluated: 3153
Iterations in ASLd: 2274
Subspace cost evals: 0
Subspace grad evals: 475

problem: web6a // kernel: sig // C: 1.000000e+02
time to read data: 1.019850e-01
number of features: 300
nonzeros in data: 200470
problem dimension: 17188
matrix to be created in format sig

=========================================
Status: 0
Function value: -6.0801687440e+04
KKT error: 9.0929688194e-04
constraint violation: 1.0089706848e-12
nlo: 16303 nhi: 576 nfree: 309

Timing results:
Read matrix: 0.1020
Construct subspace: 0.0260
Build subspace matrix S: 0.1290
Solve subspace problem in ASL: 0.9269
Update gradient: 6.5620
Solve problem: 7.6518
=========================================
Total time (read+solve): 7.7538

Outer iterations: 21
Inner iterations: 2659
Columns evaluated: 4051
Iterations in ASLd: 11661
Subspace cost evals: 0
Subspace grad evals: 2638

problem: web6a // kernel: sig // C: 1.000000e+03
time to read data: 1.029840e-01
number of features: 300
nonzeros in data: 200470
problem dimension: 17188
matrix to be created in format sig

=========================================
Status: 0
Function value: -5.0087599539e+05
KKT error: 8.8888584546e-04
constraint violation: -3.7061909097e-10
nlo: 16428 nhi: 407 nfree: 353

Timing results:
Read matrix: 0.1030
Construct subspace: 0.0290
Build subspace matrix S: 0.1530
Solve subspace problem in ASL: 2.9895
Update gradient: 7.4529
Solve problem: 10.6344
=========================================
Total time (read+solve): 10.7374

Outer iterations: 25
Inner iterations: 8223
Columns evaluated: 4329
Iterations in ASLd: 36367
Subspace cost evals: 0
Subspace grad evals: 8198

problem: mnist // kernel: linear // C: 1.000000e+00
time to read data: 7.931794e+00
number of features: 780
nonzeros in data: 8994156
problem dimension: 60000
matrix to be created in format linear

Numerical parameters:
parameter in kernels ………………………… gamma: 1.282051e-03
degree for poly kernels …………………….. degree: 3
subspace tolerance <= serr1 times SVM tolerance ... serr1: 1.000000e+00 subspace tolerance <= serr2 times KKT error ....... serr2: 1.000000e-01 factor < 1 forcing at least one ASL iteration .. ForceFac: 7.500000e-01 use index if Lagrangian error >= l_pert*SVM tol .. l_pert: 1.000000e-02
ignore index i if |d_i| <= d_pert ................ d_pert: 1.000000e-12 threshold for free variables C*bndpert ......... bnd_pert: 1.000000e-03 size of subspace ................................... nsub: 250 amplification factor for value of prior indices .. PreAmp: 2.000000e+04 maximum fraction of prior indices in new space .. MaxKept: 8.000000e-01 maximum number of outer iterations ............. maxouter: 2147483647 print level (0 = none, 2 = maximum) .......... PrintLevel: 0 use lp for subspace if max_i |g_i| >= 1.000000e+04*C*lambda_k

Logical parameters:
Use dense dot products
Do not for dense submatrix if kernel = 0

Print the parameter structure

=========================================
Status: 0
Function value: -5.9661907692e+03
KKT error: 9.7341242283e-04
constraint violation: -2.9658475675e-10
nlo: 53729 nhi: 5747 nfree: 524

Timing results:
Read matrix: 7.9318
Construct subspace: 5.0912
Build subspace matrix S: 0.0000
Solve subspace problem in ASL: 41.9166
Update gradient: 35.2376
Solve problem: 82.8484
=========================================
Total time (read+solve): 90.7802

Outer iterations: 926
Inner iterations: 135491
Columns evaluated: 231500
Iterations in ASLd: 551537
Subspace cost evals: 0
Subspace grad evals: 134565

problem: mnist // kernel: linear // C: 1.000000e+01
time to read data: 7.917795e+00
number of features: 780
nonzeros in data: 8994156
problem dimension: 60000
matrix to be created in format linear

=========================================
Status: 0
Function value: -5.9185419183e+04
KKT error: 9.8421965572e-04
constraint violation: -1.2962750873e-09
nlo: 53761 nhi: 5665 nfree: 574

Timing results:
Read matrix: 7.9178
Construct subspace: 38.3302
Build subspace matrix S: 0.0000
Solve subspace problem in ASL: 280.2434
Update gradient: 287.1713
Solve problem: 610.4432
=========================================
Total time (read+solve): 618.3610

Outer iterations: 7542
Inner iterations: 900832
Columns evaluated: 1885500
Iterations in ASLd: 3194672
Subspace cost evals: 0
Subspace grad evals: 893290

problem: mnist // kernel: linear // C: 1.000000e+02
time to read data: 7.940792e+00
number of features: 780
nonzeros in data: 8994156
problem dimension: 60000
matrix to be created in format linear

=========================================
Status: 0
Function value: -5.8989429743e+05
KKT error: 9.5114265542e-04
constraint violation: -6.6970784474e-09
nlo: 53790 nhi: 5612 nfree: 598

Timing results:
Read matrix: 7.9408
Construct subspace: 361.8461
Build subspace matrix S: 0.0000
Solve subspace problem in ASL: 2453.1930
Update gradient: 2839.4023
Solve problem: 5700.5144
=========================================
Total time (read+solve): 5708.4552

Outer iterations: 71145
Inner iterations: 7895562
Columns evaluated: 17786250
Iterations in ASLd: 26055053
Subspace cost evals: 0
Subspace grad evals: 7824417

problem: mnist // kernel: rbf // C: 1.000000e+00
time to read data: 7.903798e+00
number of features: 780
nonzeros in data: 8994156
problem dimension: 60000
matrix to be created in format rbf

=========================================
Status: 0
Function value: -5.9833425306e+03
KKT error: 9.4118437409e-04
constraint violation: -1.2956546946e-10
nlo: 52798 nhi: 6998 nfree: 204

Timing results:
Read matrix: 7.9038
Construct subspace: 0.5459
Build subspace matrix S: 2.4056
Solve subspace problem in ASL: 0.4049
Update gradient: 495.3277
Solve problem: 498.7902
=========================================
Total time (read+solve): 506.6940

Outer iterations: 52
Inner iterations: 984
Columns evaluated: 16529
Iterations in ASLd: 4718
Subspace cost evals: 0
Subspace grad evals: 932

problem: mnist // kernel: rbf // C: 1.000000e+01
time to read data: 7.881802e+00
number of features: 780
nonzeros in data: 8994156
problem dimension: 60000
matrix to be created in format rbf

=========================================
Status: 0
Function value: -3.3125150311e+04
KKT error: 9.7424344663e-04
constraint violation: 1.2043322122e-10
nlo: 55273 nhi: 4090 nfree: 637

Timing results:
Read matrix: 7.8818
Construct subspace: 0.7179
Build subspace matrix S: 2.3776
Solve subspace problem in ASL: 1.3588
Update gradient: 447.1490
Solve problem: 451.7253
=========================================
Total time (read+solve): 459.6071

Outer iterations: 64
Inner iterations: 3389
Columns evaluated: 14976
Iterations in ASLd: 14196
Subspace cost evals: 0
Subspace grad evals: 3325

problem: mnist // kernel: rbf // C: 1.000000e+02
time to read data: 7.901798e+00
number of features: 780
nonzeros in data: 8994156
problem dimension: 60000
matrix to be created in format rbf

=========================================
Status: 0
Function value: -1.2748208150e+05
KKT error: 9.3365790448e-04
constraint violation: -3.0231818608e-09
nlo: 57139 nhi: 1247 nfree: 1614

Timing results:
Read matrix: 7.9018
Construct subspace: 1.1568
Build subspace matrix S: 3.1295
Solve subspace problem in ASL: 7.4879
Update gradient: 480.2280
Solve problem: 492.2202
=========================================
Total time (read+solve): 500.1220

Outer iterations: 143
Inner iterations: 15394
Columns evaluated: 14576
Iterations in ASLd: 54599
Subspace cost evals: 0
Subspace grad evals: 15251

problem: mnist // kernel: rbf // C: 1.000000e+03
time to read data: 7.882802e+00
number of features: 780
nonzeros in data: 8994156
problem dimension: 60000
matrix to be created in format rbf

=========================================
Status: 0
Function value: -2.3931223501e+05
KKT error: 9.0983038615e-04
constraint violation: 4.1996538169e-08
nlo: 57521 nhi: 26 nfree: 2453

Timing results:
Read matrix: 7.8828
Construct subspace: 1.8347
Build subspace matrix S: 5.8551
Solve subspace problem in ASL: 13.6629
Update gradient: 889.6008
Solve problem: 911.3225
=========================================
Total time (read+solve): 919.2053

Outer iterations: 287
Inner iterations: 31403
Columns evaluated: 27088
Iterations in ASLd: 103421
Subspace cost evals: 0
Subspace grad evals: 31116

problem: mnist // kernel: poly // C: 1.000000e+00
time to read data: 7.880802e+00
number of features: 780
nonzeros in data: 8994156
problem dimension: 60000
matrix to be created in format poly

=========================================
Status: 0
Function value: -1.0756729841e+04
KKT error: 9.9869729866e-04
constraint violation: -1.3879908334e-10
nlo: 47896 nhi: 9003 nfree: 3101

Timing results:
Read matrix: 7.8808
Construct subspace: 0.9269
Build subspace matrix S: 2.7736
Solve subspace problem in ASL: 0.1930
Update gradient: 522.2596
Solve problem: 526.3040
=========================================
Total time (read+solve): 534.1848

Outer iterations: 94
Inner iterations: 327
Columns evaluated: 19822
Iterations in ASLd: 2446
Subspace cost evals: 0
Subspace grad evals: 233

problem: mnist // kernel: poly // C: 1.000000e+01
time to read data: 7.882802e+00
number of features: 780
nonzeros in data: 8994156
problem dimension: 60000
matrix to be created in format poly

=========================================
Status: 0
Function value: -7.3151123109e+04
KKT error: 7.8560342530e-04
constraint violation: -1.4542056448e-09
nlo: 50851 nhi: 8633 nfree: 516

Timing results:
Read matrix: 7.8828
Construct subspace: 0.7939
Build subspace matrix S: 2.3936
Solve subspace problem in ASL: 0.3279
Update gradient: 428.4069
Solve problem: 432.0683
=========================================
Total time (read+solve): 439.9511

Outer iterations: 87
Inner iterations: 708
Columns evaluated: 16070
Iterations in ASLd: 3906
Subspace cost evals: 0
Subspace grad evals: 621

problem: mnist // kernel: poly // C: 1.000000e+02
time to read data: 7.881802e+00
number of features: 780
nonzeros in data: 8994156
problem dimension: 60000
matrix to be created in format poly

=========================================
Status: 0
Function value: -3.8931110420e+05
KKT error: 9.8263264301e-04
constraint violation: -2.7043114414e-09
nlo: 54436 nhi: 4768 nfree: 796

Timing results:
Read matrix: 7.8818
Construct subspace: 0.3999
Build subspace matrix S: 1.6258
Solve subspace problem in ASL: 0.9119
Update gradient: 292.7955
Solve problem: 295.8510
=========================================
Total time (read+solve): 303.7328

Outer iterations: 55
Inner iterations: 2171
Columns evaluated: 10978
Iterations in ASLd: 9276
Subspace cost evals: 0
Subspace grad evals: 2116

problem: mnist // kernel: poly // C: 1.000000e+03
time to read data: 7.881802e+00
number of features: 780
nonzeros in data: 8994156
problem dimension: 60000
matrix to be created in format poly

=========================================
Status: 0
Function value: -1.5471349878e+06
KKT error: 9.1008630256e-04
constraint violation: -3.1352909093e-08
nlo: 56512 nhi: 1581 nfree: 1907

Timing results:
Read matrix: 7.8818
Construct subspace: 0.6069
Build subspace matrix S: 2.1327
Solve subspace problem in ASL: 6.8490
Update gradient: 325.1906
Solve problem: 334.9481
=========================================
Total time (read+solve): 342.8299

Outer iterations: 107
Inner iterations: 13869
Columns evaluated: 11420
Iterations in ASLd: 51864
Subspace cost evals: 0
Subspace grad evals: 13762

problem: mnist // kernel: sig // C: 1.000000e+00
time to read data: 7.904797e+00
number of features: 780
nonzeros in data: 8994156
problem dimension: 60000
matrix to be created in format sig

=========================================
Status: 0
Function value: -7.4428430424e+03
KKT error: 8.3267526660e-04
constraint violation: -1.0872047707e-10
nlo: 51866 nhi: 8019 nfree: 115

Timing results:
Read matrix: 7.9048
Construct subspace: 0.6079
Build subspace matrix S: 2.3476
Solve subspace problem in ASL: 0.3210
Update gradient: 502.6686
Solve problem: 506.0451
=========================================
Total time (read+solve): 513.9499

Outer iterations: 49
Inner iterations: 784
Columns evaluated: 16630
Iterations in ASLd: 4023
Subspace cost evals: 0
Subspace grad evals: 735

problem: mnist // kernel: sig // C: 1.000000e+01
time to read data: 7.885800e+00
number of features: 780
nonzeros in data: 8994156
problem dimension: 60000
matrix to be created in format sig

=========================================
Status: 0
Function value: -6.7855885179e+04
KKT error: 7.9268066578e-04
constraint violation: -2.7973179328e-10
nlo: 53213 nhi: 6577 nfree: 210

Timing results:
Read matrix: 7.8858
Construct subspace: 0.7899
Build subspace matrix S: 3.3285
Solve subspace problem in ASL: 0.8879
Update gradient: 671.1980
Solve problem: 676.3292
=========================================
Total time (read+solve): 684.2150

Outer iterations: 74
Inner iterations: 2445
Columns evaluated: 22342
Iterations in ASLd: 12211
Subspace cost evals: 0
Subspace grad evals: 2371

problem: mnist // kernel: sig // C: 1.000000e+02
time to read data: 7.903798e+00
number of features: 780
nonzeros in data: 8994156
problem dimension: 60000
matrix to be created in format sig

=========================================
Status: 0
Function value: -1.0227671431e+06
KKT error: 9.7897261894e-04
constraint violation: -1.4905054968e-10
nlo: 54281 nhi: 5447 nfree: 272

Timing results:
Read matrix: 7.9038
Construct subspace: 0.7259
Build subspace matrix S: 3.3275
Solve subspace problem in ASL: 3.8694
Update gradient: 651.9319
Solve problem: 659.9977
=========================================
Total time (read+solve): 667.9015

Outer iterations: 90
Inner iterations: 13333
Columns evaluated: 21990
Iterations in ASLd: 59867
Subspace cost evals: 0
Subspace grad evals: 13243

problem: mnist // kernel: sig // C: 1.000000e+03
time to read data: 7.880801e+00
number of features: 780
nonzeros in data: 8994156
problem dimension: 60000
matrix to be created in format sig

=========================================
Status: 0
Function value: -5.5223519227e+07
KKT error: 9.7127662242e-04
constraint violation: -2.0756949028e-10
nlo: 55021 nhi: 4716 nfree: 263

Timing results:
Read matrix: 7.8808
Construct subspace: 0.5679
Build subspace matrix S: 2.8506
Solve subspace problem in ASL: 6.0201
Update gradient: 549.0855
Solve problem: 558.6621
=========================================
Total time (read+solve): 566.5429

Outer iterations: 91
Inner iterations: 19838
Columns evaluated: 19261
Iterations in ASLd: 88904
Subspace cost evals: 0
Subspace grad evals: 19747