------+-----------+-----------+-------------+-----------+--------------
------+-----------+-----------+-------------+-----------+--------------

- TOTAL ITERATIONS: 120
- Total CPU time: 6.350000
- Total kernel evaluations: 2041911
- Total inner solver iterations: 62345
- Total projector iterations: 316587
- Total preparation time: 0.300000
- Total inner solver time: 5.500000
- Total gradient updating time: 0.210000
- Objective function value: -5699.250660
- SV  = 5766
- BSV = 5650
- Threshold b = 1.7789981

TRAINING PARAMETERS:
	Training file: datasets/a7a
	Number of training documents: 16100
	Model file: datasets/a7a.out
	q: 250
	n: 82
	C: 1.000000
	kernel type: 0
	cache size: 40Mb
	Stopping tolerance: 0.001000
------+-----------+-----------+-------------+-----------+--------------
------+-----------+-----------+-------------+-----------+--------------

- TOTAL ITERATIONS: 170
- Total CPU time: 52.230000
- Total kernel evaluations: 2889583
- Total inner solver iterations: 564386
- Total projector iterations: 2678827
- Total preparation time: 0.410000
- Total inner solver time: 51.090000
- Total gradient updating time: 0.340000
- Objective function value: -56875.578661
- SV  = 5757
- BSV = 5629
- Threshold b = 1.802115

TRAINING PARAMETERS:
	Training file: datasets/a7a
	Number of training documents: 16100
	Model file: datasets/a7a.out
	q: 250
	n: 82
	C: 10.000000
	kernel type: 0
	cache size: 40Mb
	Stopping tolerance: 0.001000
------+-----------+-----------+-------------+-----------+--------------
------+-----------+-----------+-------------+-----------+--------------

- TOTAL ITERATIONS: 217
- Total CPU time: 400.890000
- Total kernel evaluations: 3714292
- Total inner solver iterations: 4428660
- Total projector iterations: 20036784
- Total preparation time: 0.560000
- Total inner solver time: 399.360000
- Total gradient updating time: 0.410000
- Objective function value: -568626.882866
- SV  = 5755
- BSV = 5631
- Threshold b = 1.8024634

TRAINING PARAMETERS:
	Training file: datasets/a7a
	Number of training documents: 16100
	Model file: datasets/a7a.out
	q: 250
	n: 82
	C: 100.000000
	kernel type: 0
	cache size: 40Mb
	Stopping tolerance: 0.001000
------+-----------+-----------+-------------+-----------+--------------
------+-----------+-----------+-------------+-----------+--------------

- TOTAL ITERATIONS: 229
- Total CPU time: 3679.050000
- Total kernel evaluations: 3936029
- Total inner solver iterations: 40736826
- Total projector iterations: 182584938
- Total preparation time: 0.500000
- Total inner solver time: 3677.400000
- Total gradient updating time: 0.530000
- Objective function value: -5686141.091968
- SV  = 5758
- BSV = 5631
- Threshold b = 1.8080527

TRAINING PARAMETERS:
	Training file: datasets/a7a
	Number of training documents: 16100
	Model file: datasets/a7a.out
	q: 250
	n: 82
	C: 1000.000000
	kernel type: 0
	cache size: 40Mb
	Stopping tolerance: 0.001000
------+-----------+-----------+-------------+-----------+--------------
------+-----------+-----------+-------------+-----------+--------------

- TOTAL ITERATIONS: 53
- Total CPU time: 21.520000
- Total kernel evaluations: 121906520
- Total inner solver iterations: 2550
- Total projector iterations: 14439
- Total preparation time: 0.590000
- Total inner solver time: 0.420000
- Total gradient updating time: 20.370000
- Objective function value: -5899.070838
- SV  = 6175
- BSV = 6053
- Threshold b = 0.53433475

TRAINING PARAMETERS:
	Training file: datasets/a7a
	Number of training documents: 16100
	Model file: datasets/a7a.out
	q: 450
	n: 150
	C: 1.000000
	kernel type: 2
	kernel parameter -g: 0.0081967213
	cache size: 40Mb
	Stopping tolerance: 0.001000
------+-----------+-----------+-------------+-----------+--------------
------+-----------+-----------+-------------+-----------+--------------

- TOTAL ITERATIONS: 55
- Total CPU time: 24.090000
- Total kernel evaluations: 124841766
- Total inner solver iterations: 9704
- Total projector iterations: 40215
- Total preparation time: 0.600000
- Total inner solver time: 2.250000
- Total gradient updating time: 21.090000
- Objective function value: -55195.294140
- SV  = 5835
- BSV = 5535
- Threshold b = -0.22797893

TRAINING PARAMETERS:
	Training file: datasets/a7a
	Number of training documents: 16100
	Model file: datasets/a7a.out
	q: 450
	n: 150
	C: 10.000000
	kernel type: 2
	kernel parameter -g: 0.0081967213
	cache size: 40Mb
	Stopping tolerance: 0.001000
------+-----------+-----------+-------------+-----------+--------------
------+-----------+-----------+-------------+-----------+--------------

- TOTAL ITERATIONS: 91
- Total CPU time: 49.650000
- Total kernel evaluations: 171010636
- Total inner solver iterations: 52908
- Total projector iterations: 195602
- Total preparation time: 0.850000
- Total inner solver time: 18.530000
- Total gradient updating time: 29.960000
- Objective function value: -506954.068298
- SV  = 5771
- BSV = 4911
- Threshold b = -1.1401316

TRAINING PARAMETERS:
	Training file: datasets/a7a
	Number of training documents: 16100
	Model file: datasets/a7a.out
	q: 450
	n: 150
	C: 100.000000
	kernel type: 2
	kernel parameter -g: 0.0081967213
	cache size: 40Mb
	Stopping tolerance: 0.001000
------+-----------+-----------+-------------+-----------+--------------
Inner tolerance temporary changed to: 1.000000e-04
Inner tolerance temporary changed to: 1.000000e-04
Inner tolerance temporary changed to: 1.000000e-04
------+-----------+-----------+-------------+-----------+--------------

- TOTAL ITERATIONS: 561
- Total CPU time: 402.530000
- Total kernel evaluations: 1069707769
- Total inner solver iterations: 392673
- Total projector iterations: 1215094
- Total preparation time: 5.460000
- Total inner solver time: 206.320000
- Total gradient updating time: 189.140000
- Objective function value: -4380314.030831
- SV  = 5891
- BSV = 3957
- Threshold b = -2.4793246

TRAINING PARAMETERS:
	Training file: datasets/a7a
	Number of training documents: 16100
	Model file: datasets/a7a.out
	q: 450
	n: 150
	C: 1000.000000
	kernel type: 2
	kernel parameter -g: 0.0081967213
	cache size: 40Mb
	Stopping tolerance: 0.001000
------+-----------+-----------+-------------+-----------+--------------
------+-----------+-----------+-------------+-----------+--------------

- TOTAL ITERATIONS: 59
- Total CPU time: 20.770000
- Total kernel evaluations: 143436975
- Total inner solver iterations: 895
- Total projector iterations: 9553
- Total preparation time: 0.510000
- Total inner solver time: 0.240000
- Total gradient updating time: 19.890000
- Objective function value: -7720.477821
- SV  = 7892
- BSV = 7790
- Threshold b = 0.98192327

TRAINING PARAMETERS:
	Training file: datasets/a7a
	Number of training documents: 16100
	Model file: datasets/a7a.out
	q: 450
	n: 150
	C: 1.000000
	kernel type: 1
	kernel parameter -d: 3
	kernel parameter -s: 0.0081967213
	kernel parameter -r: 0
	cache size: 40Mb
	Stopping tolerance: 0.001000
------+-----------+-----------+-------------+-----------+--------------
------+-----------+-----------+-------------+-----------+--------------

- TOTAL ITERATIONS: 57
- Total CPU time: 20.110000
- Total kernel evaluations: 139271437
- Total inner solver iterations: 1349
- Total projector iterations: 10236
- Total preparation time: 0.430000
- Total inner solver time: 0.380000
- Total gradient updating time: 19.140000
- Objective function value: -67778.168723
- SV  = 7564
- BSV = 7389
- Threshold b = 0.87140544

TRAINING PARAMETERS:
	Training file: datasets/a7a
	Number of training documents: 16100
	Model file: datasets/a7a.out
	q: 450
	n: 150
	C: 10.000000
	kernel type: 1
	kernel parameter -d: 3
	kernel parameter -s: 0.0081967213
	kernel parameter -r: 0
	cache size: 40Mb
	Stopping tolerance: 0.001000
------+-----------+-----------+-------------+-----------+--------------
------+-----------+-----------+-------------+-----------+--------------

- TOTAL ITERATIONS: 56
- Total CPU time: 19.340000
- Total kernel evaluations: 129527528
- Total inner solver iterations: 2632
- Total projector iterations: 12783
- Total preparation time: 0.470000
- Total inner solver time: 0.690000
- Total gradient updating time: 18.060000
- Objective function value: -569368.247924
- SV  = 6318
- BSV = 5794
- Threshold b = 0.83732077

TRAINING PARAMETERS:
	Training file: datasets/a7a
	Number of training documents: 16100
	Model file: datasets/a7a.out
	q: 450
	n: 150
	C: 100.000000
	kernel type: 1
	kernel parameter -d: 3
	kernel parameter -s: 0.0081967213
	kernel parameter -r: 0
	cache size: 40Mb
	Stopping tolerance: 0.001000
------+-----------+-----------+-------------+-----------+--------------
------+-----------+-----------+-------------+-----------+--------------

- TOTAL ITERATIONS: 94
- Total CPU time: 34.620000
- Total kernel evaluations: 209344201
- Total inner solver iterations: 8573
- Total projector iterations: 29402
- Total preparation time: 0.800000
- Total inner solver time: 3.470000
- Total gradient updating time: 30.110000
- Objective function value: -4897076.256008
- SV  = 6091
- BSV = 4692
- Threshold b = 0.81599513

TRAINING PARAMETERS:
	Training file: datasets/a7a
	Number of training documents: 16100
	Model file: datasets/a7a.out
	q: 450
	n: 150
	C: 1000.000000
	kernel type: 1
	kernel parameter -d: 3
	kernel parameter -s: 0.0081967213
	kernel parameter -r: 0
	cache size: 40Mb
	Stopping tolerance: 0.001000
------+-----------+-----------+-------------+-----------+--------------
------+-----------+-----------+-------------+-----------+--------------

- TOTAL ITERATIONS: 171
- Total CPU time: 10.650000
- Total kernel evaluations: 2932064
- Total inner solver iterations: 98318
- Total projector iterations: 492731
- Total preparation time: 0.450000
- Total inner solver time: 9.090000
- Total gradient updating time: 0.430000
- Objective function value: -8062.407097
- SV  = 8141
- BSV = 8009
- Threshold b = 1.6110296

TRAINING PARAMETERS:
	Training file: datasets/a8a
	Number of training documents: 22696
	Model file: datasets/a8a.out
	q: 250
	n: 82
	C: 1.000000
	kernel type: 0
	cache size: 40Mb
	Stopping tolerance: 0.001000
------+-----------+-----------+-------------+-----------+--------------
------+-----------+-----------+-------------+-----------+--------------

- TOTAL ITERATIONS: 259
- Total CPU time: 80.830000
- Total kernel evaluations: 4460260
- Total inner solver iterations: 846762
- Total projector iterations: 3825903
- Total preparation time: 0.600000
- Total inner solver time: 78.480000
- Total gradient updating time: 0.670000
- Objective function value: -80514.292246
- SV  = 8133
- BSV = 7968
- Threshold b = 1.6744623

TRAINING PARAMETERS:
	Training file: datasets/a8a
	Number of training documents: 22696
	Model file: datasets/a8a.out
	q: 250
	n: 82
	C: 10.000000
	kernel type: 0
	cache size: 40Mb
	Stopping tolerance: 0.001000
------+-----------+-----------+-------------+-----------+--------------
------+-----------+-----------+-------------+-----------+--------------

- TOTAL ITERATIONS: 340
- Total CPU time: 649.740000
- Total kernel evaluations: 5860115
- Total inner solver iterations: 6989174
- Total projector iterations: 30300330
- Total preparation time: 0.860000
- Total inner solver time: 646.680000
- Total gradient updating time: 0.970000
- Objective function value: -805020.867146
- SV  = 8131
- BSV = 7979
- Threshold b = 1.6814698

TRAINING PARAMETERS:
	Training file: datasets/a8a
	Number of training documents: 22696
	Model file: datasets/a8a.out
	q: 250
	n: 82
	C: 100.000000
	kernel type: 0
	cache size: 40Mb
	Stopping tolerance: 0.001000
------+-----------+-----------+-------------+-----------+--------------
Dai-Fletcher method exits after maxvpm = 3000000 iterations.

Dai-Fletcher method exits after maxvpm = 3000000 iterations.

------+-----------+-----------+-------------+-----------+--------------

- TOTAL ITERATIONS: 366
- Total CPU time: 6022.270000
- Total kernel evaluations: 6324443
- Total inner solver iterations: 66502476
- Total projector iterations: 281461347
- Total preparation time: 0.860000
- Total inner solver time: 6018.950000
- Total gradient updating time: 1.100000
- Objective function value: -8050084.533977
- SV  = 8129
- BSV = 7968
- Threshold b = 1.6843124

TRAINING PARAMETERS:
	Training file: datasets/a8a
	Number of training documents: 22696
	Model file: datasets/a8a.out
	q: 250
	n: 82
	C: 1000.000000
	kernel type: 0
	cache size: 40Mb
	Stopping tolerance: 0.001000
------+-----------+-----------+-------------+-----------+--------------
------+-----------+-----------+-------------+-----------+--------------

- TOTAL ITERATIONS: 73
- Total CPU time: 44.010000
- Total kernel evaluations: 240357338
- Total inner solver iterations: 3485
- Total projector iterations: 19404
- Total preparation time: 0.840000
- Total inner solver time: 0.530000
- Total gradient updating time: 42.380000
- Objective function value: -8249.503968
- SV  = 8557
- BSV = 8436
- Threshold b = 0.48334343

TRAINING PARAMETERS:
	Training file: datasets/a8a
	Number of training documents: 22696
	Model file: datasets/a8a.out
	q: 450
	n: 150
	C: 1.000000
	kernel type: 2
	kernel parameter -g: 0.0081300813
	cache size: 40Mb
	Stopping tolerance: 0.001000
------+-----------+-----------+-------------+-----------+--------------
------+-----------+-----------+-------------+-----------+--------------

- TOTAL ITERATIONS: 78
- Total CPU time: 48.650000
- Total kernel evaluations: 248223033
- Total inner solver iterations: 14848
- Total projector iterations: 59660
- Total preparation time: 0.880000
- Total inner solver time: 3.660000
- Total gradient updating time: 43.830000
- Objective function value: -77831.158453
- SV  = 8207
- BSV = 7790
- Threshold b = -0.046799462

TRAINING PARAMETERS:
	Training file: datasets/a8a
	Number of training documents: 22696
	Model file: datasets/a8a.out
	q: 450
	n: 150
	C: 10.000000
	kernel type: 2
	kernel parameter -g: 0.0081300813
	cache size: 40Mb
	Stopping tolerance: 0.001000
------+-----------+-----------+-------------+-----------+--------------
------+-----------+-----------+-------------+-----------+--------------

- TOTAL ITERATIONS: 155
- Total CPU time: 121.290000
- Total kernel evaluations: 484205762
- Total inner solver iterations: 85245
- Total projector iterations: 278172
- Total preparation time: 1.690000
- Total inner solver time: 29.780000
- Total gradient updating time: 89.180000
- Objective function value: -722408.552590
- SV  = 8070
- BSV = 6984
- Threshold b = -0.013488531

TRAINING PARAMETERS:
	Training file: datasets/a8a
	Number of training documents: 22696
	Model file: datasets/a8a.out
	q: 450
	n: 150
	C: 100.000000
	kernel type: 2
	kernel parameter -g: 0.0081300813
	cache size: 40Mb
	Stopping tolerance: 0.001000
------+-----------+-----------+-------------+-----------+--------------
Inner tolerance temporary changed to: 1.000000e-04
Inner tolerance changed to: 0.000500
Inner tolerance changed to: 0.000250
Inner tolerance changed to: 0.000125
Inner tolerance changed to: 0.000100
------+-----------+-----------+-------------+-----------+--------------

- TOTAL ITERATIONS: 1074
- Total CPU time: 874.340000
- Total kernel evaluations: 3017041934
- Total inner solver iterations: 661037
- Total projector iterations: 1914110
- Total preparation time: 11.050000
- Total inner solver time: 294.100000
- Total gradient updating time: 564.820000
- Objective function value: -6393677.305006
- SV  = 8224
- BSV = 5847
- Threshold b = -0.92830709

TRAINING PARAMETERS:
	Training file: datasets/a8a
	Number of training documents: 22696
	Model file: datasets/a8a.out
	q: 450
	n: 150
	C: 1000.000000
	kernel type: 2
	kernel parameter -g: 0.0081300813
	cache size: 40Mb
	Stopping tolerance: 0.001000
------+-----------+-----------+-------------+-----------+--------------
------+-----------+-----------+-------------+-----------+--------------

- TOTAL ITERATIONS: 83
- Total CPU time: 42.670000
- Total kernel evaluations: 280174346
- Total inner solver iterations: 1153
- Total projector iterations: 12258
- Total preparation time: 0.760000
- Total inner solver time: 0.350000
- Total gradient updating time: 41.300000
- Objective function value: -10797.570783
- SV  = 11092
- BSV = 10942
- Threshold b = 0.97466918

TRAINING PARAMETERS:
	Training file: datasets/a8a
	Number of training documents: 22696
	Model file: datasets/a8a.out
	q: 450
	n: 150
	C: 1.000000
	kernel type: 1
	kernel parameter -d: 3
	kernel parameter -s: 0.0081300813
	kernel parameter -r: 0
	cache size: 40Mb
	Stopping tolerance: 0.001000
------+-----------+-----------+-------------+-----------+--------------
------+-----------+-----------+-------------+-----------+--------------

- TOTAL ITERATIONS: 78
- Total CPU time: 40.740000
- Total kernel evaluations: 267677742
- Total inner solver iterations: 1963
- Total projector iterations: 14427
- Total preparation time: 0.720000
- Total inner solver time: 0.450000
- Total gradient updating time: 39.270000
- Objective function value: -92870.588420
- SV  = 10263
- BSV = 10039
- Threshold b = 0.85743449

TRAINING PARAMETERS:
	Training file: datasets/a8a
	Number of training documents: 22696
	Model file: datasets/a8a.out
	q: 450
	n: 150
	C: 10.000000
	kernel type: 1
	kernel parameter -d: 3
	kernel parameter -s: 0.0081300813
	kernel parameter -r: 0
	cache size: 40Mb
	Stopping tolerance: 0.001000
------+-----------+-----------+-------------+-----------+--------------
------+-----------+-----------+-------------+-----------+--------------

- TOTAL ITERATIONS: 77
- Total CPU time: 40.420000
- Total kernel evaluations: 260631906
- Total inner solver iterations: 3701
- Total projector iterations: 17980
- Total preparation time: 0.650000
- Total inner solver time: 1.000000
- Total gradient updating time: 38.480000
- Objective function value: -796649.407910
- SV  = 8730
- BSV = 8074
- Threshold b = 0.81591892

TRAINING PARAMETERS:
	Training file: datasets/a8a
	Number of training documents: 22696
	Model file: datasets/a8a.out
	q: 450
	n: 150
	C: 100.000000
	kernel type: 1
	kernel parameter -d: 3
	kernel parameter -s: 0.0081300813
	kernel parameter -r: 0
	cache size: 40Mb
	Stopping tolerance: 0.001000
------+-----------+-----------+-------------+-----------+--------------
------+-----------+-----------+-------------+-----------+--------------

- TOTAL ITERATIONS: 151
- Total CPU time: 84.090000
- Total kernel evaluations: 505154267
- Total inner solver iterations: 13269
- Total projector iterations: 45016
- Total preparation time: 1.280000
- Total inner solver time: 5.680000
- Total gradient updating time: 76.610000
- Objective function value: -6986202.669529
- SV  = 8489
- BSV = 6633
- Threshold b = 0.76558633

TRAINING PARAMETERS:
	Training file: datasets/a8a
	Number of training documents: 22696
	Model file: datasets/a8a.out
	q: 450
	n: 150
	C: 1000.000000
	kernel type: 1
	kernel parameter -d: 3
	kernel parameter -s: 0.0081300813
	kernel parameter -r: 0
	cache size: 40Mb
	Stopping tolerance: 0.001000
------+-----------+-----------+-------------+-----------+--------------
------+-----------+-----------+-------------+-----------+--------------

- TOTAL ITERATIONS: 257
- Total CPU time: 17.650000
- Total kernel evaluations: 4446527
- Total inner solver iterations: 151407
- Total projector iterations: 732696
- Total preparation time: 0.720000
- Total inner solver time: 14.250000
- Total gradient updating time: 1.250000
- Objective function value: -11433.386942
- SV  = 11546
- BSV = 11318
- Threshold b = 1.5692328

TRAINING PARAMETERS:
	Training file: datasets/a9a
	Number of training documents: 32561
	Model file: datasets/a9a.out
	q: 250
	n: 82
	C: 1.000000
	kernel type: 0
	cache size: 40Mb
	Stopping tolerance: 0.001000
------+-----------+-----------+-------------+-----------+--------------
------+-----------+-----------+-------------+-----------+--------------

- TOTAL ITERATIONS: 423
- Total CPU time: 129.940000
- Total kernel evaluations: 7311537
- Total inner solver iterations: 1344293
- Total projector iterations: 5980805
- Total preparation time: 1.060000
- Total inner solver time: 124.470000
- Total gradient updating time: 1.920000
- Objective function value: -114237.471650
- SV  = 11537
- BSV = 11354
- Threshold b = 1.6150414

TRAINING PARAMETERS:
	Training file: datasets/a9a
	Number of training documents: 32561
	Model file: datasets/a9a.out
	q: 250
	n: 82
	C: 10.000000
	kernel type: 0
	cache size: 40Mb
	Stopping tolerance: 0.001000
------+-----------+-----------+-------------+-----------+--------------
------+-----------+-----------+-------------+-----------+--------------

- TOTAL ITERATIONS: 546
- Total CPU time: 1009.960000
- Total kernel evaluations: 9445250
- Total inner solver iterations: 10889677
- Total projector iterations: 47457845
- Total preparation time: 1.570000
- Total inner solver time: 1002.760000
- Total gradient updating time: 2.730000
- Objective function value: -1142270.677400
- SV  = 11507
- BSV = 11343
- Threshold b = 1.622076

TRAINING PARAMETERS:
	Training file: datasets/a9a
	Number of training documents: 32561
	Model file: datasets/a9a.out
	q: 250
	n: 82
	C: 100.000000
	kernel type: 0
	cache size: 40Mb
	Stopping tolerance: 0.001000
------+-----------+-----------+-------------+-----------+--------------
Dai-Fletcher method exits after maxvpm = 3000000 iterations.

Dai-Fletcher method exits after maxvpm = 3000000 iterations.

------+-----------+-----------+-------------+-----------+--------------

- TOTAL ITERATIONS: 619
- Total CPU time: 9951.950000
- Total kernel evaluations: 10552620
- Total inner solver iterations: 107291991
- Total projector iterations: 443813262
- Total preparation time: 1.690000
- Total inner solver time: 9943.820000
- Total gradient updating time: 3.030000
- Objective function value: -11422601.171523
- SV  = 11511
- BSV = 11331
- Threshold b = 1.6248048

TRAINING PARAMETERS:
	Training file: datasets/a9a
	Number of training documents: 32561
	Model file: datasets/a9a.out
	q: 250
	n: 82
	C: 1000.000000
	kernel type: 0
	cache size: 40Mb
	Stopping tolerance: 0.001000
------+-----------+-----------+-------------+-----------+--------------
------+-----------+-----------+-------------+-----------+--------------

- TOTAL ITERATIONS: 102
- Total CPU time: 112.790000
- Total kernel evaluations: 498514356
- Total inner solver iterations: 5442
- Total projector iterations: 30243
- Total preparation time: 1.360000
- Total inner solver time: 1.070000
- Total gradient updating time: 109.790000
- Objective function value: -11596.355118
- SV  = 12019
- BSV = 11810
- Threshold b = 0.38899895

TRAINING PARAMETERS:
	Training file: datasets/a9a
	Number of training documents: 32561
	Model file: datasets/a9a.out
	q: 450
	n: 150
	C: 1.000000
	kernel type: 2
	kernel parameter -g: 0.0081300813
	cache size: 40Mb
	Stopping tolerance: 0.001000
------+-----------+-----------+-------------+-----------+--------------
------+-----------+-----------+-------------+-----------+--------------

- TOTAL ITERATIONS: 113
- Total CPU time: 135.810000
- Total kernel evaluations: 573563075
- Total inner solver iterations: 21391
- Total projector iterations: 83260
- Total preparation time: 1.540000
- Total inner solver time: 6.470000
- Total gradient updating time: 127.180000
- Objective function value: -110168.548905
- SV  = 11586
- BSV = 11000
- Threshold b = 0.088085313

TRAINING PARAMETERS:
	Training file: datasets/a9a
	Number of training documents: 32561
	Model file: datasets/a9a.out
	q: 450
	n: 150
	C: 10.000000
	kernel type: 2
	kernel parameter -g: 0.0081300813
	cache size: 40Mb
	Stopping tolerance: 0.001000
------+-----------+-----------+-------------+-----------+--------------
------+-----------+-----------+-------------+-----------+--------------

- TOTAL ITERATIONS: 251
- Total CPU time: 425.620000
- Total kernel evaluations: 1637924255
- Total inner solver iterations: 136677
- Total projector iterations: 469149
- Total preparation time: 3.320000
- Total inner solver time: 55.420000
- Total gradient updating time: 365.490000
- Objective function value: -1036083.049439
- SV  = 11466
- BSV = 9997
- Threshold b = 0.22649909

TRAINING PARAMETERS:
	Training file: datasets/a9a
	Number of training documents: 32561
	Model file: datasets/a9a.out
	q: 450
	n: 150
	C: 100.000000
	kernel type: 2
	kernel parameter -g: 0.0081300813
	cache size: 40Mb
	Stopping tolerance: 0.001000
------+-----------+-----------+-------------+-----------+--------------
Inner tolerance temporary changed to: 1.000000e-04
Inner tolerance changed to: 0.000500
Inner tolerance changed to: 0.000250
Inner tolerance changed to: 0.000125
Inner tolerance changed to: 0.000100
------+-----------+-----------+-------------+-----------+--------------

- TOTAL ITERATIONS: 2198
- Total CPU time: 4584.310000
- Total kernel evaluations: 15599983086
- Total inner solver iterations: 1194930
- Total projector iterations: 3388398
- Total preparation time: 29.960000
- Total inner solver time: 598.060000
- Total gradient updating time: 3942.270000
- Objective function value: -9390000.025150
- SV  = 11759
- BSV = 8573
- Threshold b = -1.6160973

TRAINING PARAMETERS:
	Training file: datasets/a9a
	Number of training documents: 32561
	Model file: datasets/a9a.out
	q: 450
	n: 150
	C: 1000.000000
	kernel type: 2
	kernel parameter -g: 0.0081300813
	cache size: 40Mb
	Stopping tolerance: 0.001000
------+-----------+-----------+-------------+-----------+--------------
------+-----------+-----------+-------------+-----------+--------------

- TOTAL ITERATIONS: 119
- Total CPU time: 149.240000
- Total kernel evaluations: 662645620
- Total inner solver iterations: 1677
- Total projector iterations: 17497
- Total preparation time: 1.380000
- Total inner solver time: 0.430000
- Total gradient updating time: 146.680000
- Objective function value: -15243.504083
- SV  = 15758
- BSV = 15615
- Threshold b = 0.96304967

TRAINING PARAMETERS:
	Training file: datasets/a9a
	Number of training documents: 32561
	Model file: datasets/a9a.out
	q: 450
	n: 150
	C: 1.000000
	kernel type: 1
	kernel parameter -d: 3
	kernel parameter -s: 0.0081300813
	kernel parameter -r: 0
	cache size: 40Mb
	Stopping tolerance: 0.001000
------+-----------+-----------+-------------+-----------+--------------
------+-----------+-----------+-------------+-----------+--------------

- TOTAL ITERATIONS: 107
- Total CPU time: 127.860000
- Total kernel evaluations: 572554122
- Total inner solver iterations: 2558
- Total projector iterations: 18088
- Total preparation time: 1.250000
- Total inner solver time: 0.640000
- Total gradient updating time: 125.280000
- Objective function value: -128316.403498
- SV  = 14034
- BSV = 13717
- Threshold b = 0.84409737

TRAINING PARAMETERS:
	Training file: datasets/a9a
	Number of training documents: 32561
	Model file: datasets/a9a.out
	q: 450
	n: 150
	C: 10.000000
	kernel type: 1
	kernel parameter -d: 3
	kernel parameter -s: 0.0081300813
	kernel parameter -r: 0
	cache size: 40Mb
	Stopping tolerance: 0.001000
------+-----------+-----------+-------------+-----------+--------------
------+-----------+-----------+-------------+-----------+--------------

- TOTAL ITERATIONS: 110
- Total CPU time: 133.150000
- Total kernel evaluations: 631458412
- Total inner solver iterations: 6007
- Total projector iterations: 28104
- Total preparation time: 1.240000
- Total inner solver time: 2.400000
- Total gradient updating time: 128.930000
- Objective function value: -1119764.274369
- SV  = 12185
- BSV = 11305
- Threshold b = 0.82704188

TRAINING PARAMETERS:
	Training file: datasets/a9a
	Number of training documents: 32561
	Model file: datasets/a9a.out
	q: 450
	n: 150
	C: 100.000000
	kernel type: 1
	kernel parameter -d: 3
	kernel parameter -s: 0.0081300813
	kernel parameter -r: 0
	cache size: 40Mb
	Stopping tolerance: 0.001000

------+-----------+-----------+-------------+-----------+--------------
Inner tolerance changed to: 0.000500
------+-----------+-----------+-------------+-----------+--------------

- TOTAL ITERATIONS: 290
- Total CPU time: 413.620000
- Total kernel evaluations: 2096220607
- Total inner solver iterations: 23843
- Total projector iterations: 80453
- Total preparation time: 3.010000
- Total inner solver time: 9.480000
- Total gradient updating time: 399.250000
- Objective function value: -10003494.125343
- SV  = 12039
- BSV = 9419
- Threshold b = 0.78621716

TRAINING PARAMETERS:
	Training file: datasets/a9a
	Number of training documents: 32561
	Model file: datasets/a9a.out
	q: 450
	n: 150
	C: 1000.000000
	kernel type: 1
	kernel parameter -d: 3
	kernel parameter -s: 0.0081300813
	kernel parameter -r: 0
	cache size: 40Mb
	Stopping tolerance: 0.001000

------+-----------+-----------+-------------+-----------+--------------
------+-----------+-----------+-------------+-----------+--------------

- TOTAL ITERATIONS: 201
- Total CPU time: 7.330000
- Total kernel evaluations: 3431346
- Total inner solver iterations: 60184
- Total projector iterations: 347967
- Total preparation time: 0.480000
- Total inner solver time: 3.740000
- Total gradient updating time: 1.390000
- Objective function value: -8590.157121
- SV  = 8667
- BSV = 8619
- Threshold b = 1.0852663

TRAINING PARAMETERS:
	Training file: datasets/ijcnn1
	Number of training documents: 49990
	Model file: datasets/ijcnn1.out
	q: 250
	n: 82
	C: 1.000000
	kernel type: 0
	cache size: 40Mb
	Stopping tolerance: 0.001000
------+-----------+-----------+-------------+-----------+--------------
------+-----------+-----------+-------------+-----------+--------------

- TOTAL ITERATIONS: 252
- Total CPU time: 27.080000
- Total kernel evaluations: 4336511
- Total inner solver iterations: 375250
- Total projector iterations: 1954816
- Total preparation time: 0.570000
- Total inner solver time: 22.530000
- Total gradient updating time: 1.790000
- Objective function value: -85440.979634
- SV  = 8569
- BSV = 8532
- Threshold b = 1.0682535

TRAINING PARAMETERS:
	Training file: datasets/ijcnn1
	Number of training documents: 49990
	Model file: datasets/ijcnn1.out
	q: 250
	n: 82
	C: 10.000000
	kernel type: 0
	cache size: 40Mb
	Stopping tolerance: 0.001000
------+-----------+-----------+-------------+-----------+--------------
------+-----------+-----------+-------------+-----------+--------------

- TOTAL ITERATIONS: 322
- Total CPU time: 185.360000
- Total kernel evaluations: 5503105
- Total inner solver iterations: 2968763
- Total projector iterations: 14726362
- Total preparation time: 0.790000
- Total inner solver time: 179.650000
- Total gradient updating time: 2.150000
- Objective function value: -853925.759673
- SV  = 8562
- BSV = 8519
- Threshold b = 1.0672944

TRAINING PARAMETERS:
	Training file: datasets/ijcnn1
	Number of training documents: 49990
	Model file: datasets/ijcnn1.out
	q: 250
	n: 82
	C: 100.000000
	kernel type: 0
	cache size: 40Mb
	Stopping tolerance: 0.001000
------+-----------+-----------+-------------+-----------+--------------
------+-----------+-----------+-------------+-----------+--------------

- TOTAL ITERATIONS: 282
- Total CPU time: 1395.320000
- Total kernel evaluations: 4865895
- Total inner solver iterations: 21797479
- Total projector iterations: 108665145
- Total preparation time: 0.740000
- Total inner solver time: 1390.360000
- Total gradient updating time: 1.730000
- Objective function value: -8538768.868464
- SV  = 8558
- BSV = 8520
- Threshold b = 1.0672322

TRAINING PARAMETERS:
	Training file: datasets/ijcnn1
	Number of training documents: 49990
	Model file: datasets/ijcnn1.out
	q: 250
	n: 82
	C: 1000.000000
	kernel type: 0
	cache size: 40Mb
	Stopping tolerance: 0.001000
------+-----------+-----------+-------------+-----------+--------------
------+-----------+-----------+-------------+-----------+--------------

- TOTAL ITERATIONS: 85
- Total CPU time: 101.460000
- Total kernel evaluations: 591626401
- Total inner solver iterations: 7145
- Total projector iterations: 58438
- Total preparation time: 0.980000
- Total inner solver time: 1.250000
- Total gradient updating time: 98.470000
- Objective function value: -8148.187334
- SV  = 8981
- BSV = 8920
- Threshold b = 1.6513286

TRAINING PARAMETERS:
	Training file: datasets/ijcnn1
	Number of training documents: 49990
	Model file: datasets/ijcnn1.out
	q: 450
	n: 150
	C: 1.000000
	kernel type: 2
	kernel parameter -g: 0.045454545
	cache size: 40Mb
	Stopping tolerance: 0.001000
------+-----------+-----------+-------------+-----------+--------------
------+-----------+-----------+-------------+-----------+--------------

- TOTAL ITERATIONS: 87
- Total CPU time: 97.030000
- Total kernel evaluations: 544768874
- Total inner solver iterations: 28907
- Total projector iterations: 211052
- Total preparation time: 0.970000
- Total inner solver time: 4.620000
- Total gradient updating time: 90.710000
- Objective function value: -61036.540860
- SV  = 7084
- BSV = 7004
- Threshold b = 3.8870853

TRAINING PARAMETERS:
	Training file: datasets/ijcnn1
	Number of training documents: 49990
	Model file: datasets/ijcnn1.out
	q: 450
	n: 150
	C: 10.000000
	kernel type: 2
	kernel parameter -g: 0.045454545
	cache size: 40Mb
	Stopping tolerance: 0.001000
------+-----------+-----------+-------------+-----------+--------------
------+-----------+-----------+-------------+-----------+--------------

- TOTAL ITERATIONS: 80
- Total CPU time: 97.800000
- Total kernel evaluations: 421549004
- Total inner solver iterations: 145499
- Total projector iterations: 994646
- Total preparation time: 0.910000
- Total inner solver time: 25.660000
- Total gradient updating time: 70.500000
- Objective function value: -418362.839758
- SV  = 4937
- BSV = 4796
- Threshold b = 14.312438

TRAINING PARAMETERS:
	Training file: datasets/ijcnn1
	Number of training documents: 49990
	Model file: datasets/ijcnn1.out
	q: 450
	n: 150
	C: 100.000000
	kernel type: 2
	kernel parameter -g: 0.045454545
	cache size: 40Mb
	Stopping tolerance: 0.001000
------+-----------+-----------+-------------+-----------+--------------
------+-----------+-----------+-------------+-----------+--------------

- TOTAL ITERATIONS: 65
- Total CPU time: 232.080000
- Total kernel evaluations: 380291875
- Total inner solver iterations: 716265
- Total projector iterations: 4275642
- Total preparation time: 0.740000
- Total inner solver time: 166.440000
- Total gradient updating time: 64.340000
- Objective function value: -2971165.282858
- SV  = 3480
- BSV = 3245
- Threshold b = 21.069942

TRAINING PARAMETERS:
	Training file: datasets/ijcnn1
	Number of training documents: 49990
	Model file: datasets/ijcnn1.out
	q: 450
	n: 150
	C: 1000.000000
	kernel type: 2
	kernel parameter -g: 0.045454545
	cache size: 40Mb
	Stopping tolerance: 0.001000
------+-----------+-----------+-------------+-----------+--------------
------+-----------+-----------+-------------+-----------+--------------

- TOTAL ITERATIONS: 88
- Total CPU time: 104.290000
- Total kernel evaluations: 735966829
- Total inner solver iterations: 1469
- Total projector iterations: 17525
- Total preparation time: 0.720000
- Total inner solver time: 0.330000
- Total gradient updating time: 102.520000
- Objective function value: -9693.422795
- SV  = 9795
- BSV = 9652
- Threshold b = 1.0002741

TRAINING PARAMETERS:
	Training file: datasets/ijcnn1
	Number of training documents: 49990
	Model file: datasets/ijcnn1.out
	q: 450
	n: 150
	C: 1.000000
	kernel type: 1
	kernel parameter -d: 3
	kernel parameter -s: 0.045454545
	kernel parameter -r: 0
	cache size: 40Mb
	Stopping tolerance: 0.001000
------+-----------+-----------+-------------+-----------+--------------
------+-----------+-----------+-------------+-----------+--------------

- TOTAL ITERATIONS: 102
- Total CPU time: 116.410000
- Total kernel evaluations: 819274141
- Total inner solver iterations: 3175
- Total projector iterations: 28730
- Total preparation time: 0.850000
- Total inner solver time: 0.760000
- Total gradient updating time: 113.920000
- Objective function value: -95821.714612
- SV  = 9924
- BSV = 9545
- Threshold b = 1.0022653

TRAINING PARAMETERS:
	Training file: datasets/ijcnn1
	Number of training documents: 49990
	Model file: datasets/ijcnn1.out
	q: 450
	n: 150
	C: 10.000000
	kernel type: 1
	kernel parameter -d: 3
	kernel parameter -s: 0.045454545
	kernel parameter -r: 0
	cache size: 40Mb
	Stopping tolerance: 0.001000
------+-----------+-----------+-------------+-----------+--------------
------+-----------+-----------+-------------+-----------+--------------

- TOTAL ITERATIONS: 96
- Total CPU time: 103.320000
- Total kernel evaluations: 726489119
- Total inner solver iterations: 5481
- Total projector iterations: 33279
- Total preparation time: 0.760000
- Total inner solver time: 0.980000
- Total gradient updating time: 100.740000
- Objective function value: -854438.151385
- SV  = 9582
- BSV = 9388
- Threshold b = 1.0207068

TRAINING PARAMETERS:
	Training file: datasets/ijcnn1
	Number of training documents: 49990
	Model file: datasets/ijcnn1.out
	q: 450
	n: 150
	C: 100.000000
	kernel type: 1
	kernel parameter -d: 3
	kernel parameter -s: 0.045454545
	kernel parameter -r: 0
	cache size: 40Mb
	Stopping tolerance: 0.001000
------+-----------+-----------+-------------+-----------+--------------
------+-----------+-----------+-------------+-----------+--------------

- TOTAL ITERATIONS: 90
- Total CPU time: 94.240000
- Total kernel evaluations: 633955717
- Total inner solver iterations: 21137
- Total projector iterations: 100497
- Total preparation time: 0.770000
- Total inner solver time: 3.890000
- Total gradient updating time: 88.860000
- Objective function value: -6077587.618220
- SV  = 7319
- BSV = 7050
- Threshold b = 1.0391432

TRAINING PARAMETERS:
	Training file: datasets/ijcnn1
	Number of training documents: 49990
	Model file: datasets/ijcnn1.out
	q: 450
	n: 150
	C: 1000.000000
	kernel type: 1
	kernel parameter -d: 3
	kernel parameter -s: 0.045454545
	kernel parameter -r: 0
	cache size: 40Mb
	Stopping tolerance: 0.001000
------+-----------+-----------+-------------+-----------+--------------
------+-----------+-----------+-------------+-----------+--------------

- TOTAL ITERATIONS: 67
- Total CPU time: 3.500000
- Total kernel evaluations: 1059321
- Total inner solver iterations: 23068
- Total projector iterations: 100645
- Total preparation time: 0.090000
- Total inner solver time: 2.860000
- Total gradient updating time: 0.260000
- Objective function value: -765.410284
- SV  = 1030
- BSV = 686
- Threshold b = 1.0288505

TRAINING PARAMETERS:
	Training file: datasets/w7a
	Number of training documents: 24692
	Model file: datasets/w7a.out
	q: 250
	n: 82
	C: 1.000000
	kernel type: 0
	cache size: 40Mb
	Stopping tolerance: 0.001000
------+-----------+-----------+-------------+-----------+--------------
------+-----------+-----------+-------------+-----------+--------------

- TOTAL ITERATIONS: 210
- Total CPU time: 29.560000
- Total kernel evaluations: 3219410
- Total inner solver iterations: 212952
- Total projector iterations: 754805
- Total preparation time: 0.340000
- Total inner solver time: 27.720000
- Total gradient updating time: 0.790000
- Objective function value: -7008.300359
- SV  = 964
- BSV = 591
- Threshold b = 1.0308125

TRAINING PARAMETERS:
	Training file: datasets/w7a
	Number of training documents: 24692
	Model file: datasets/w7a.out
	q: 250
	n: 82
	C: 10.000000
	kernel type: 0
	cache size: 40Mb
	Stopping tolerance: 0.001000
------+-----------+-----------+-------------+-----------+--------------
------+-----------+-----------+-------------+-----------+--------------

- TOTAL ITERATIONS: 1062
- Total CPU time: 412.510000
- Total kernel evaluations: 15738116
- Total inner solver iterations: 3083160
- Total projector iterations: 9942641
- Total preparation time: 2.050000
- Total inner solver time: 403.000000
- Total gradient updating time: 3.350000
- Objective function value: -68985.659321
- SV  = 964
- BSV = 573
- Threshold b = 1.0232359

TRAINING PARAMETERS:
	Training file: datasets/w7a
	Number of training documents: 24692
	Model file: datasets/w7a.out
	q: 250
	n: 82
	C: 100.000000
	kernel type: 0
	cache size: 40Mb
	Stopping tolerance: 0.001000
------+-----------+-----------+-------------+-----------+--------------
------+-----------+-----------+-------------+-----------+--------------

- TOTAL ITERATIONS: 4997
- Total CPU time: 5524.730000
- Total kernel evaluations: 64585733
- Total inner solver iterations: 42924001
- Total projector iterations: 118559940
- Total preparation time: 8.920000
- Total inner solver time: 5477.760000
- Total gradient updating time: 18.710000
- Objective function value: -688535.715865
- SV  = 969
- BSV = 564
- Threshold b = 1.0271917

TRAINING PARAMETERS:
	Training file: datasets/w7a
	Number of training documents: 24692
	Model file: datasets/w7a.out
	q: 250
	n: 82
	C: 1000.000000
	kernel type: 0
	cache size: 40Mb
	Stopping tolerance: 0.001000
------+-----------+-----------+-------------+-----------+--------------
------+-----------+-----------+-------------+-----------+--------------

- TOTAL ITERATIONS: 20
- Total CPU time: 12.540000
- Total kernel evaluations: 61128257
- Total inner solver iterations: 1414
- Total projector iterations: 11276
- Total preparation time: 0.180000
- Total inner solver time: 0.380000
- Total gradient updating time: 11.910000
- Objective function value: -1372.011038
- SV  = 1626
- BSV = 1379
- Threshold b = -1.852077

TRAINING PARAMETERS:
	Training file: datasets/w7a
	Number of training documents: 24692
	Model file: datasets/w7a.out
	q: 450
	n: 150
	C: 1.000000
	kernel type: 2
	kernel parameter -g: 0.0033333333
	cache size: 40Mb
	Stopping tolerance: 0.001000
------+-----------+-----------+-------------+-----------+--------------
------+-----------+-----------+-------------+-----------+--------------

- TOTAL ITERATIONS: 25
- Total CPU time: 15.460000
- Total kernel evaluations: 60896498
- Total inner solver iterations: 8819
- Total projector iterations: 67381
- Total preparation time: 0.210000
- Total inner solver time: 2.940000
- Total gradient updating time: 12.190000
- Objective function value: -10422.687861
- SV  = 1470
- BSV = 1068
- Threshold b = -7.9937594

TRAINING PARAMETERS:
	Training file: datasets/w7a
	Number of training documents: 24692
	Model file: datasets/w7a.out
	q: 450
	n: 150
	C: 10.000000
	kernel type: 2
	kernel parameter -g: 0.0033333333
	cache size: 40Mb
	Stopping tolerance: 0.001000
------+-----------+-----------+-------------+-----------+--------------
------+-----------+-----------+-------------+-----------+--------------

- TOTAL ITERATIONS: 40
- Total CPU time: 26.510000
- Total kernel evaluations: 85629123
- Total inner solver iterations: 20171
- Total projector iterations: 120366
- Total preparation time: 0.380000
- Total inner solver time: 8.330000
- Total gradient updating time: 17.680000
- Objective function value: -72136.035804
- SV  = 1292
- BSV = 636
- Threshold b = -12.796448

TRAINING PARAMETERS:
	Training file: datasets/w7a
	Number of training documents: 24692
	Model file: datasets/w7a.out
	q: 450
	n: 150
	C: 100.000000
	kernel type: 2
	kernel parameter -g: 0.0033333333
	cache size: 40Mb
	Stopping tolerance: 0.001000
------+-----------+-----------+-------------+-----------+--------------
Inner tolerance temporary changed to: 1.000000e-04
------+-----------+-----------+-------------+-----------+--------------

- TOTAL ITERATIONS: 89
- Total CPU time: 110.450000
- Total kernel evaluations: 273026393
- Total inner solver iterations: 118568
- Total projector iterations: 578024
- Total preparation time: 0.780000
- Total inner solver time: 54.620000
- Total gradient updating time: 54.680000
- Objective function value: -491864.846133
- SV  = 1419
- BSV = 361
- Threshold b = -12.330358

TRAINING PARAMETERS:
	Training file: datasets/w7a
	Number of training documents: 24692
	Model file: datasets/w7a.out
	q: 450
	n: 150
	C: 1000.000000
	kernel type: 2
	kernel parameter -g: 0.0033333333
	cache size: 40Mb
	Stopping tolerance: 0.001000
------+-----------+-----------+-------------+-----------+--------------
------+-----------+-----------+-------------+-----------+--------------

- TOTAL ITERATIONS: 12
- Total CPU time: 7.520000
- Total kernel evaluations: 45450555
- Total inner solver iterations: 121
- Total projector iterations: 1292
- Total preparation time: 0.070000
- Total inner solver time: 0.060000
- Total gradient updating time: 7.320000
- Objective function value: -1479.809634
- SV  = 1681
- BSV = 1351
- Threshold b = 0.99982015

TRAINING PARAMETERS:
	Training file: datasets/w7a
	Number of training documents: 24692
	Model file: datasets/w7a.out
	q: 450
	n: 150
	C: 1.000000
	kernel type: 1
	kernel parameter -d: 3
	kernel parameter -s: 0.0033333333
	kernel parameter -r: 0
	cache size: 40Mb
	Stopping tolerance: 0.001000
------+-----------+-----------+-------------+-----------+--------------
------+-----------+-----------+-------------+-----------+--------------

- TOTAL ITERATIONS: 13
- Total CPU time: 8.400000
- Total kernel evaluations: 50592021
- Total inner solver iterations: 313
- Total projector iterations: 2839
- Total preparation time: 0.120000
- Total inner solver time: 0.070000
- Total gradient updating time: 8.190000
- Objective function value: -14781.925814
- SV  = 1770
- BSV = 1339
- Threshold b = 0.99955361

TRAINING PARAMETERS:
	Training file: datasets/w7a
	Number of training documents: 24692
	Model file: datasets/w7a.out
	q: 450
	n: 150
	C: 10.000000
	kernel type: 1
	kernel parameter -d: 3
	kernel parameter -s: 0.0033333333
	kernel parameter -r: 0
	cache size: 40Mb
	Stopping tolerance: 0.001000
------+-----------+-----------+-------------+-----------+--------------
Inner tolerance changed to: 0.000500
------+-----------+-----------+-------------+-----------+--------------

- TOTAL ITERATIONS: 36
- Total CPU time: 16.080000
- Total kernel evaluations: 85475955
- Total inner solver iterations: 2729
- Total projector iterations: 20399
- Total preparation time: 0.240000
- Total inner solver time: 1.130000
- Total gradient updating time: 14.590000
- Objective function value: -146248.004254
- SV  = 2072
- BSV = 1284
- Threshold b = 0.99988817

TRAINING PARAMETERS:
	Training file: datasets/w7a
	Number of training documents: 24692
	Model file: datasets/w7a.out
	q: 450
	n: 150
	C: 100.000000
	kernel type: 1
	kernel parameter -d: 3
	kernel parameter -s: 0.0033333333
	kernel parameter -r: 0
	cache size: 40Mb
	Stopping tolerance: 0.001000
------+-----------+-----------+-------------+-----------+--------------
------+-----------+-----------+-------------+-----------+--------------

- TOTAL ITERATIONS: 73
- Total CPU time: 34.580000
- Total kernel evaluations: 150267557
- Total inner solver iterations: 16438
- Total projector iterations: 94072
- Total preparation time: 0.460000
- Total inner solver time: 7.770000
- Total gradient updating time: 25.990000
- Objective function value: -1344717.883913
- SV  = 2462
- BSV = 1111
- Threshold b = 1.0000202

TRAINING PARAMETERS:
	Training file: datasets/w7a
	Number of training documents: 24692
	Model file: datasets/w7a.out
	q: 450
	n: 150
	C: 1000.000000
	kernel type: 1
	kernel parameter -d: 3
	kernel parameter -s: 0.0033333333
	kernel parameter -r: 0
	cache size: 40Mb
	Stopping tolerance: 0.001000

------+-----------+-----------+-------------+-----------+--------------
Inner tolerance changed to: 0.000250
Inner tolerance changed to: 0.000125
Inner tolerance changed to: 0.000063
Inner tolerance changed to: 0.000050
------+-----------+-----------+-------------+-----------+--------------

- TOTAL ITERATIONS: 584
- Total CPU time: 31.290000
- Total kernel evaluations: 10144676
- Total inner solver iterations: 17647
- Total projector iterations: 73673
- Total preparation time: 2.620000
- Total inner solver time: 2.230000
- Total gradient updating time: 18.480000
- Objective function value: -5345.120708
- SV  = 10866
- BSV = 5383
- Threshold b = 0.28860555

TRAINING PARAMETERS:
	Training file: datasets/real-sim
	Number of training documents: 72309
	Model file: datasets/real-sim.out
	q: 250
	n: 82
	C: 1.000000
	kernel type: 0
	cache size: 40Mb
	Stopping tolerance: 0.001000
------+-----------+-----------+-------------+-----------+--------------
Inner tolerance changed to: 0.000250
Inner tolerance changed to: 0.000125
Inner tolerance changed to: 0.000063
Inner tolerance changed to: 0.000050
------+-----------+-----------+-------------+-----------+--------------

- TOTAL ITERATIONS: 1441
- Total CPU time: 78.310000
- Total kernel evaluations: 25011055
- Total inner solver iterations: 45699
- Total projector iterations: 153447
- Total preparation time: 6.320000
- Total inner solver time: 7.430000
- Total gradient updating time: 45.490000
- Objective function value: -15202.782306
- SV  = 7940
- BSV = 734
- Threshold b = 0.56187685

TRAINING PARAMETERS:
	Training file: datasets/real-sim
	Number of training documents: 72309
	Model file: datasets/real-sim.out
	q: 250
	n: 82
	C: 10.000000
	kernel type: 0
	cache size: 40Mb
	Stopping tolerance: 0.001000
------+-----------+-----------+-------------+-----------+--------------
Inner tolerance changed to: 0.000250
Inner tolerance changed to: 0.000125
Inner tolerance changed to: 0.000063
Inner tolerance changed to: 0.000050
------+-----------+-----------+-------------+-----------+--------------

- TOTAL ITERATIONS: 1851
- Total CPU time: 109.020000
- Total kernel evaluations: 32123325
- Total inner solver iterations: 110236
- Total projector iterations: 345706
- Total preparation time: 8.390000
- Total inner solver time: 17.530000
- Total gradient updating time: 58.450000
- Objective function value: -47124.509207
- SV  = 7187
- BSV = 254
- Threshold b = 0.99929533

TRAINING PARAMETERS:
	Training file: datasets/real-sim
	Number of training documents: 72309
	Model file: datasets/real-sim.out
	q: 250
	n: 82
	C: 100.000000
	kernel type: 0
	cache size: 40Mb
	Stopping tolerance: 0.001000
------+-----------+-----------+-------------+-----------+--------------
Inner tolerance changed to: 0.000250
Inner tolerance changed to: 0.000125
Inner tolerance changed to: 0.000063
------+-----------+-----------+-------------+-----------+--------------

- TOTAL ITERATIONS: 1875
- Total CPU time: 127.050000
- Total kernel evaluations: 32539653
- Total inner solver iterations: 220083
- Total projector iterations: 690150
- Total preparation time: 8.110000
- Total inner solver time: 34.790000
- Total gradient updating time: 59.100000
- Objective function value: -297003.979512
- SV  = 6630
- BSV = 202
- Threshold b = 0.99924725

TRAINING PARAMETERS:
	Training file: datasets/real-sim
	Number of training documents: 72309
	Model file: datasets/real-sim.out
	q: 250
	n: 82
	C: 1000.000000
	kernel type: 0
	cache size: 40Mb
	Stopping tolerance: 0.001000
------+-----------+-----------+-------------+-----------+--------------
------+-----------+-----------+-------------+-----------+--------------

- TOTAL ITERATIONS: 302
- Total CPU time: 2069.650000
- Total kernel evaluations: 4367576358
- Total inner solver iterations: 2498
- Total projector iterations: 39055
- Total preparation time: 6.330000
- Total inner solver time: 0.590000
- Total gradient updating time: 2058.990000
- Objective function value: -44319.154350
- SV  = 44520
- BSV = 44387
- Threshold b = 0.99298363

TRAINING PARAMETERS:
	Training file: datasets/real-sim
	Number of training documents: 72309
	Model file: datasets/real-sim.out
	q: 450
	n: 150
	C: 1.000000
	kernel type: 2
	kernel parameter -g: 4.7714477e-05
	cache size: 40Mb
	Stopping tolerance: 0.001000
------+-----------+-----------+-------------+-----------+--------------
------+-----------+-----------+-------------+-----------+--------------

- TOTAL ITERATIONS: 300
- Total CPU time: 3312.370000
- Total kernel evaluations: 5288969003
- Total inner solver iterations: 2973
- Total projector iterations: 34310
- Total preparation time: 6.910000
- Total inner solver time: 0.940000
- Total gradient updating time: 3300.410000
- Objective function value: -429079.222957
- SV  = 44606
- BSV = 44327
- Threshold b = 0.92962324

TRAINING PARAMETERS:
	Training file: datasets/real-sim
	Number of training documents: 72309
	Model file: datasets/real-sim.out
	q: 450
	n: 150
	C: 10.000000
	kernel type: 2
	kernel parameter -g: 4.7714477e-05
	cache size: 40Mb
	Stopping tolerance: 0.001000
------+-----------+-----------+-------------+-----------+--------------
------+-----------+-----------+-------------+-----------+--------------

- TOTAL ITERATIONS: 271
- Total CPU time: 3204.800000
- Total kernel evaluations: 4752992928
- Total inner solver iterations: 3749
- Total projector iterations: 31864
- Total preparation time: 6.030000
- Total inner solver time: 1.020000
- Total gradient updating time: 3193.830000
- Objective function value: -3138083.940593
- SV  = 40017
- BSV = 39443
- Threshold b = 0.38985816

TRAINING PARAMETERS:
	Training file: datasets/real-sim
	Number of training documents: 72309
	Model file: datasets/real-sim.out
	q: 450
	n: 150
	C: 100.000000
	kernel type: 2
	kernel parameter -g: 4.7714477e-05
	cache size: 40Mb
	Stopping tolerance: 0.001000
------+-----------+-----------+-------------+-----------+--------------
------+-----------+-----------+-------------+-----------+--------------

- TOTAL ITERATIONS: 172
- Total CPU time: 1876.410000
- Total kernel evaluations: 2757952705
- Total inner solver iterations: 4327
- Total projector iterations: 26856
- Total preparation time: 3.830000
- Total inner solver time: 1.000000
- Total gradient updating time: 1868.990000
- Objective function value: -14389647.447924
- SV  = 21001
- BSV = 18849
- Threshold b = -2.4101211

TRAINING PARAMETERS:
	Training file: datasets/real-sim
	Number of training documents: 72309
	Model file: datasets/real-sim.out
	q: 450
	n: 150
	C: 1000.000000
	kernel type: 2
	kernel parameter -g: 4.7714477e-05
	cache size: 40Mb
	Stopping tolerance: 0.001000
------+-----------+-----------+-------------+-----------+--------------
------+-----------+-----------+-------------+-----------+--------------

- TOTAL ITERATIONS: 997
- Total CPU time: 2191.910000
- Total kernel evaluations: 3444561505
- Total inner solver iterations: 2849
- Total projector iterations: 61973
- Total preparation time: 10.580000
- Total inner solver time: 1.250000
- Total gradient updating time: 2168.590000
- Objective function value: -44475.999767
- SV  = 44580
- BSV = 44120
- Threshold b = 1

TRAINING PARAMETERS:
	Training file: datasets/real-sim
	Number of training documents: 72309
	Model file: datasets/real-sim.out
	q: 450
	n: 150
	C: 1.000000
	kernel type: 1
	kernel parameter -d: 3
	kernel parameter -s: 4.7714477e-05
	kernel parameter -r: 0
	cache size: 40Mb
	Stopping tolerance: 0.001000
------+-----------+-----------+-------------+-----------+--------------
------+-----------+-----------+-------------+-----------+--------------

- TOTAL ITERATIONS: 1040
- Total CPU time: 11431.020000
- Total kernel evaluations: 20395582400
- Total inner solver iterations: 3131
- Total projector iterations: 66539
- Total preparation time: 10.030000
- Total inner solver time: 2.320000
- Total gradient updating time: 11405.470000
- Objective function value: -444760.005597
- SV  = 45153
- BSV = 37833
- Threshold b = 1

TRAINING PARAMETERS:
	Training file: datasets/real-sim
	Number of training documents: 72309
	Model file: datasets/real-sim.out
	q: 450
	n: 150
	C: 10.000000
	kernel type: 1
	kernel parameter -d: 3
	kernel parameter -s: 4.7714477e-05
	kernel parameter -r: 0
	cache size: 40Mb
	Stopping tolerance: 0.001000
------+-----------+-----------+-------------+-----------+--------------
------+-----------+-----------+-------------+-----------+--------------

- TOTAL ITERATIONS: 999
- Total CPU time: 5153.400000
- Total kernel evaluations: 9578341327
- Total inner solver iterations: 3077
- Total projector iterations: 72333
- Total preparation time: 9.610000
- Total inner solver time: 1.750000
- Total gradient updating time: 5129.430000
- Objective function value: -4447600.000266
- SV  = 44601
- BSV = 42818
- Threshold b = 1

TRAINING PARAMETERS:
	Training file: datasets/real-sim
	Number of training documents: 72309
	Model file: datasets/real-sim.out
	q: 450
	n: 150
	C: 100.000000
	kernel type: 1
	kernel parameter -d: 3
	kernel parameter -s: 4.7714477e-05
	kernel parameter -r: 0
	cache size: 40Mb
	Stopping tolerance: 0.001000
------+-----------+-----------+-------------+-----------+--------------
------+-----------+-----------+-------------+-----------+--------------

- TOTAL ITERATIONS: 1025
- Total CPU time: 7627.560000
- Total kernel evaluations: 12316006268
- Total inner solver iterations: 3075
- Total projector iterations: 68368
- Total preparation time: 10.790000
- Total inner solver time: 1.950000
- Total gradient updating time: 7600.670000
- Objective function value: -44475999.992612
- SV  = 44994
- BSV = 37925
- Threshold b = 1

TRAINING PARAMETERS:
	Training file: datasets/real-sim
	Number of training documents: 72309
	Model file: datasets/real-sim.out
	q: 450
	n: 150
	C: 1000.000000
	kernel type: 1
	kernel parameter -d: 3
	kernel parameter -s: 4.7714477e-05
	kernel parameter -r: 0
	cache size: 40Mb
	Stopping tolerance: 0.001000
------+-----------+-----------+-------------+-----------+--------------
------+-----------+-----------+-------------+-----------+--------------

- TOTAL ITERATIONS: 54
- Total CPU time: 2.750000
- Total kernel evaluations: 849735
- Total inner solver iterations: 18883
- Total projector iterations: 84324
- Total preparation time: 0.100000
- Total inner solver time: 2.340000
- Total gradient updating time: 0.160000
- Objective function value: -536.967720
- SV  = 793
- BSV = 475
- Threshold b = 1.0270783

TRAINING PARAMETERS:
	Training file: datasets/web6a
	Number of training documents: 17188
	Model file: datasets/web6a.out
	q: 250
	n: 82
	C: 1.000000
	kernel type: 0
	cache size: 40Mb
	Stopping tolerance: 0.001000
------+-----------+-----------+-------------+-----------+--------------
------+-----------+-----------+-------------+-----------+--------------

- TOTAL ITERATIONS: 127
- Total CPU time: 16.410000
- Total kernel evaluations: 1882418
- Total inner solver iterations: 119410
- Total projector iterations: 428403
- Total preparation time: 0.180000
- Total inner solver time: 15.540000
- Total gradient updating time: 0.320000
- Objective function value: -4757.225072
- SV  = 693
- BSV = 383
- Threshold b = 1.0510835

TRAINING PARAMETERS:
	Training file: datasets/web6a
	Number of training documents: 17188
	Model file: datasets/web6a.out
	q: 250
	n: 82
	C: 10.000000
	kernel type: 0
	cache size: 40Mb
	Stopping tolerance: 0.001000
------+-----------+-----------+-------------+-----------+--------------
------+-----------+-----------+-------------+-----------+--------------

- TOTAL ITERATIONS: 527
- Total CPU time: 221.750000
- Total kernel evaluations: 7455115
- Total inner solver iterations: 1652649
- Total projector iterations: 5487240
- Total preparation time: 0.890000
- Total inner solver time: 218.280000
- Total gradient updating time: 1.180000
- Objective function value: -46181.507828
- SV  = 701
- BSV = 357
- Threshold b = 1.0290578

TRAINING PARAMETERS:
	Training file: datasets/web6a
	Number of training documents: 17188
	Model file: datasets/web6a.out
	q: 250
	n: 82
	C: 100.000000
	kernel type: 0
	cache size: 40Mb
	Stopping tolerance: 0.001000
------+-----------+-----------+-------------+-----------+--------------
------+-----------+-----------+-------------+-----------+--------------

- TOTAL ITERATIONS: 1692
- Total CPU time: 3689.320000
- Total kernel evaluations: 24669211
- Total inner solver iterations: 28860152
- Total projector iterations: 80059003
- Total preparation time: 2.790000
- Total inner solver time: 3677.290000
- Total gradient updating time: 4.810000
- Objective function value: -460005.491576
- SV  = 702
- BSV = 362
- Threshold b = 1.0214426

TRAINING PARAMETERS:
	Training file: datasets/web6a
	Number of training documents: 17188
	Model file: datasets/web6a.out
	q: 250
	n: 82
	C: 1000.000000
	kernel type: 0
	cache size: 40Mb
	Stopping tolerance: 0.001000
------+-----------+-----------+-------------+-----------+--------------
------+-----------+-----------+-------------+-----------+--------------

- TOTAL ITERATIONS: 14
- Total CPU time: 6.340000
- Total kernel evaluations: 30013562
- Total inner solver iterations: 1145
- Total projector iterations: 8991
- Total preparation time: 0.150000
- Total inner solver time: 0.260000
- Total gradient updating time: 5.900000
- Objective function value: -994.832759
- SV  = 1157
- BSV = 975
- Threshold b = -1.0753524

TRAINING PARAMETERS:
	Training file: datasets/web6a
	Number of training documents: 17188
	Model file: datasets/web6a.out
	q: 450
	n: 150
	C: 1.000000
	kernel type: 2
	kernel parameter -g: 0.0033333333
	cache size: 40Mb
	Stopping tolerance: 0.001000
------+-----------+-----------+-------------+-----------+--------------
------+-----------+-----------+-------------+-----------+--------------

- TOTAL ITERATIONS: 19
- Total CPU time: 8.030000
- Total kernel evaluations: 30092787
- Total inner solver iterations: 5170
- Total projector iterations: 39156
- Total preparation time: 0.190000
- Total inner solver time: 1.720000
- Total gradient updating time: 6.090000
- Objective function value: -7616.446071
- SV  = 1083
- BSV = 752
- Threshold b = -6.8529281

TRAINING PARAMETERS:
	Training file: datasets/web6a
	Number of training documents: 17188
	Model file: datasets/web6a.out
	q: 450
	n: 150
	C: 10.000000
	kernel type: 2
	kernel parameter -g: 0.0033333333
	cache size: 40Mb
	Stopping tolerance: 0.001000
------+-----------+-----------+-------------+-----------+--------------
------+-----------+-----------+-------------+-----------+--------------

- TOTAL ITERATIONS: 33
- Total CPU time: 13.610000
- Total kernel evaluations: 28948953
- Total inner solver iterations: 16131
- Total projector iterations: 97311
- Total preparation time: 0.240000
- Total inner solver time: 6.850000
- Total gradient updating time: 6.440000
- Objective function value: -51682.466431
- SV  = 1007
- BSV = 454
- Threshold b = -11.909778

TRAINING PARAMETERS:
	Training file: datasets/web6a
	Number of training documents: 17188
	Model file: datasets/web6a.out
	q: 450
	n: 150
	C: 100.000000
	kernel type: 2
	kernel parameter -g: 0.0033333333
	cache size: 40Mb
	Stopping tolerance: 0.001000
------+-----------+-----------+-------------+-----------+--------------
------+-----------+-----------+-------------+-----------+--------------

- TOTAL ITERATIONS: 62
- Total CPU time: 47.130000
- Total kernel evaluations: 34841092
- Total inner solver iterations: 88132
- Total projector iterations: 393440
- Total preparation time: 0.390000
- Total inner solver time: 38.120000
- Total gradient updating time: 8.410000
- Objective function value: -341445.797873
- SV  = 941
- BSV = 264
- Threshold b = -12.011937

TRAINING PARAMETERS:
	Training file: datasets/web6a
	Number of training documents: 17188
	Model file: datasets/web6a.out
	q: 450
	n: 150
	C: 1000.000000
	kernel type: 2
	kernel parameter -g: 0.0033333333
	cache size: 40Mb
	Stopping tolerance: 0.001000
------+-----------+-----------+-------------+-----------+--------------
------+-----------+-----------+-------------+-----------+--------------

- TOTAL ITERATIONS: 10
- Total CPU time: 4.110000
- Total kernel evaluations: 24215792
- Total inner solver iterations: 75
- Total projector iterations: 911
- Total preparation time: 0.070000
- Total inner solver time: 0.010000
- Total gradient updating time: 3.990000
- Objective function value: -1049.893563
- SV  = 1298
- BSV = 1000
- Threshold b = 0.99969557

TRAINING PARAMETERS:
	Training file: datasets/web6a
	Number of training documents: 17188
	Model file: datasets/web6a.out
	q: 450
	n: 150
	C: 1.000000
	kernel type: 1
	kernel parameter -d: 3
	kernel parameter -s: 0.0033333333
	kernel parameter -r: 0
	cache size: 40Mb
	Stopping tolerance: 0.001000
------+-----------+-----------+-------------+-----------+--------------
------+-----------+-----------+-------------+-----------+--------------

- TOTAL ITERATIONS: 10
- Total CPU time: 4.410000
- Total kernel evaluations: 25689503
- Total inner solver iterations: 233
- Total projector iterations: 2080
- Total preparation time: 0.070000
- Total inner solver time: 0.080000
- Total gradient updating time: 4.240000
- Objective function value: -10490.123533
- SV  = 1334
- BSV = 933
- Threshold b = 0.99957658

TRAINING PARAMETERS:
	Training file: datasets/web6a
	Number of training documents: 17188
	Model file: datasets/web6a.out
	q: 450
	n: 150
	C: 10.000000
	kernel type: 1
	kernel parameter -d: 3
	kernel parameter -s: 0.0033333333
	kernel parameter -r: 0
	cache size: 40Mb
	Stopping tolerance: 0.001000
------+-----------+-----------+-------------+-----------+--------------
------+-----------+-----------+-------------+-----------+--------------

- TOTAL ITERATIONS: 27
- Total CPU time: 7.430000
- Total kernel evaluations: 36073091
- Total inner solver iterations: 1966
- Total projector iterations: 14734
- Total preparation time: 0.210000
- Total inner solver time: 0.820000
- Total gradient updating time: 6.350000
- Objective function value: -104053.955914
- SV  = 1600
- BSV = 863
- Threshold b = 0.9993543

TRAINING PARAMETERS:
	Training file: datasets/web6a
	Number of training documents: 17188
	Model file: datasets/web6a.out
	q: 450
	n: 150
	C: 100.000000
	kernel type: 1
	kernel parameter -d: 3
	kernel parameter -s: 0.0033333333
	kernel parameter -r: 0
	cache size: 40Mb
	Stopping tolerance: 0.001000
------+-----------+-----------+-------------+-----------+--------------
------+-----------+-----------+-------------+-----------+--------------

- TOTAL ITERATIONS: 50
- Total CPU time: 15.690000
- Total kernel evaluations: 55726483
- Total inner solver iterations: 11403
- Total projector iterations: 66076
- Total preparation time: 0.340000
- Total inner solver time: 5.080000
- Total gradient updating time: 10.140000
- Objective function value: -967295.228894
- SV  = 1870
- BSV = 774
- Threshold b = 1.0000532

TRAINING PARAMETERS:
	Training file: datasets/web6a
	Number of training documents: 17188
	Model file: datasets/web6a.out
	q: 450
	n: 150
	C: 1000.000000
	kernel type: 1
	kernel parameter -d: 3
	kernel parameter -s: 0.0033333333
	kernel parameter -r: 0
	cache size: 40Mb
	Stopping tolerance: 0.001000
------+-----------+-----------+-------------+-----------+--------------
Inner tolerance changed to: 0.000250
Inner tolerance changed to: 0.000125
Inner tolerance changed to: 0.000063
Inner tolerance changed to: 0.000050
------+-----------+-----------+-------------+-----------+--------------

- TOTAL ITERATIONS: 1472
- Total CPU time: 186.250000
- Total kernel evaluations: 25022943
- Total inner solver iterations: 412971
- Total projector iterations: 1704512
- Total preparation time: 14.620000
- Total inner solver time: 57.820000
- Total gradient updating time: 96.500000
- Objective function value: -5966.194721
- SV  = 6262
- BSV = 5754
- Threshold b = 3.9693857

TRAINING PARAMETERS:
	Training file: datasets/mnist
	Number of training documents: 60000
	Model file: datasets/mnist.out
	q: 250
	n: 82
	C: 1.000000
	kernel type: 0
	cache size: 40Mb
	Stopping tolerance: 0.001000
------+-----------+-----------+-------------+-----------+--------------
Inner tolerance changed to: 0.000250
Inner tolerance changed to: 0.000125
Inner tolerance changed to: 0.000063
Inner tolerance changed to: 0.000050
------+-----------+-----------+-------------+-----------+--------------

- TOTAL ITERATIONS: 14015
- Total CPU time: 1933.300000
- Total kernel evaluations: 243132233
- Total inner solver iterations: 4831504
- Total projector iterations: 15117521
- Total preparation time: 141.870000
- Total inner solver time: 713.420000
- Total gradient updating time: 912.870000
- Objective function value: -59185.482034
- SV  = 6231
- BSV = 5673
- Threshold b = 3.9980961

TRAINING PARAMETERS:
	Training file: datasets/mnist
	Number of training documents: 60000
	Model file: datasets/mnist.out
	q: 250
	n: 82
	C: 10.000000
	kernel type: 0
	cache size: 40Mb
	Stopping tolerance: 0.001000

------+-----------+-----------+-------------+-----------+--------------
------+-----------+-----------+-------------+-----------+--------------

- TOTAL ITERATIONS: 23045
- Total CPU time: 18804.830000
- Total kernel evaluations: 752832515
- Total inner solver iterations: 49724952
- Total projector iterations: 153525280
- Total preparation time: 448.540000
- Total inner solver time: 16503.300000
- Total gradient updating time: 1575.860000
- Objective function value: -589894.763230
- SV  = 6202
- BSV = 5627
- Threshold b = 4.034682

TRAINING PARAMETERS:
        Training file: datasets/mnist
        Number of training documents: 60000
        Model file: datasets/mnist.out
        q: 400
        n: 132
        C: 100.000000
        kernel type: 0
        cache size: 40Mb
        Stopping tolerance: 0.001000

------+-----------+-----------+-------------+-----------+--------------
------+-----------+-----------+-------------+-----------+--------------

- TOTAL ITERATIONS: 67
- Total CPU time: 764.540000
- Total kernel evaluations: 657131086
- Total inner solver iterations: 3073
- Total projector iterations: 26363
- Total preparation time: 2.420000
- Total inner solver time: 0.610000
- Total gradient updating time: 760.740000
- Objective function value: -5983.342854
- SV  = 7202
- BSV = 7001
- Threshold b = 12.332663

TRAINING PARAMETERS:
	Training file: datasets/mnist
	Number of training documents: 60000
	Model file: datasets/mnist.out
	q: 450
	n: 150
	C: 1.000000
	kernel type: 2
	kernel parameter -g: 0.0012820513
	cache size: 40Mb
	Stopping tolerance: 0.001000
------+-----------+-----------+-------------+-----------+--------------
------+-----------+-----------+-------------+-----------+--------------

- TOTAL ITERATIONS: 59
- Total CPU time: 952.300000
- Total kernel evaluations: 810123860
- Total inner solver iterations: 8724
- Total projector iterations: 68829
- Total preparation time: 2.080000
- Total inner solver time: 2.690000
- Total gradient updating time: 946.830000
- Objective function value: -33125.151425
- SV  = 4731
- BSV = 4095
- Threshold b = 44.368969

TRAINING PARAMETERS:
	Training file: datasets/mnist
	Number of training documents: 60000
	Model file: datasets/mnist.out
	q: 450
	n: 150
	C: 10.000000
	kernel type: 2
	kernel parameter -g: 0.0012820513
	cache size: 40Mb
	Stopping tolerance: 0.001000
------+-----------+-----------+-------------+-----------+--------------
Inner tolerance changed to: 0.000500
------+-----------+-----------+-------------+-----------+--------------

- TOTAL ITERATIONS: 154
- Total CPU time: 3392.800000
- Total kernel evaluations: 2848477937
- Total inner solver iterations: 29830
- Total projector iterations: 184900
- Total preparation time: 4.620000
- Total inner solver time: 12.900000
- Total gradient updating time: 3373.470000
- Objective function value: -127481.747198
- SV  = 2863
- BSV = 1247
- Threshold b = 90.512381

TRAINING PARAMETERS:
	Training file: datasets/mnist
	Number of training documents: 60000
	Model file: datasets/mnist.out
	q: 450
	n: 150
	C: 100.000000
	kernel type: 2
	kernel parameter -g: 0.0012820513
	cache size: 40Mb
	Stopping tolerance: 0.001000
------+-----------+-----------+-------------+-----------+--------------
------+-----------+-----------+-------------+-----------+--------------

- TOTAL ITERATIONS: 248
- Total CPU time: 5684.250000
- Total kernel evaluations: 4879700511
- Total inner solver iterations: 69872
- Total projector iterations: 345422
- Total preparation time: 8.730000
- Total inner solver time: 34.260000
- Total gradient updating time: 5638.310000
- Objective function value: -239311.183886
- SV  = 2476
- BSV = 26
- Threshold b = 109.3299

TRAINING PARAMETERS:
	Training file: datasets/mnist
	Number of training documents: 60000
	Model file: datasets/mnist.out
	q: 450
	n: 150
	C: 1000.000000
	kernel type: 2
	kernel parameter -g: 0.0012820513
	cache size: 40Mb
	Stopping tolerance: 0.001000
------+-----------+-----------+-------------+-----------+--------------
------+-----------+-----------+-------------+-----------+--------------

- TOTAL ITERATIONS: 106
- Total CPU time: 1313.940000
- Total kernel evaluations: 960547578
- Total inner solver iterations: 1371
- Total projector iterations: 13543
- Total preparation time: 3.550000
- Total inner solver time: 0.240000
- Total gradient updating time: 1308.840000
- Objective function value: -10756.740226
- SV  = 11759
- BSV = 11646
- Threshold b = 1.0711884

TRAINING PARAMETERS:
	Training file: datasets/mnist
	Number of training documents: 60000
	Model file: datasets/mnist.out
	q: 450
	n: 150
	C: 1.000000
	kernel type: 1
	kernel parameter -d: 3
	kernel parameter -s: 0.0012820513
	kernel parameter -r: 0
	cache size: 40Mb
	Stopping tolerance: 0.001000
------+-----------+-----------+-------------+-----------+--------------
------+-----------+-----------+-------------+-----------+--------------

- TOTAL ITERATIONS: 73
- Total CPU time: 1082.470000
- Total kernel evaluations: 756270880
- Total inner solver iterations: 2032
- Total projector iterations: 13826
- Total preparation time: 2.780000
- Total inner solver time: 0.380000
- Total gradient updating time: 1078.450000
- Objective function value: -73151.130673
- SV  = 9103
- BSV = 8848
- Threshold b = 1.0840146

TRAINING PARAMETERS:
	Training file: datasets/mnist
	Number of training documents: 60000
	Model file: datasets/mnist.out
	q: 450
	n: 150
	C: 10.000000
	kernel type: 1
	kernel parameter -d: 3
	kernel parameter -s: 0.0012820513
	kernel parameter -r: 0
	cache size: 40Mb
	Stopping tolerance: 0.001000
------+-----------+-----------+-------------+-----------+--------------
------+-----------+-----------+-------------+-----------+--------------

- TOTAL ITERATIONS: 60
- Total CPU time: 1202.840000
- Total kernel evaluations: 762058823
- Total inner solver iterations: 6849
- Total projector iterations: 32440
- Total preparation time: 2.210000
- Total inner solver time: 2.310000
- Total gradient updating time: 1197.500000
- Objective function value: -389311.149164
- SV  = 5527
- BSV = 4795
- Threshold b = 0.98938308

TRAINING PARAMETERS:
	Training file: datasets/mnist
	Number of training documents: 60000
	Model file: datasets/mnist.out
	q: 450
	n: 150
	C: 100.000000
	kernel type: 1
	kernel parameter -d: 3
	kernel parameter -s: 0.0012820513
	kernel parameter -r: 0
	cache size: 40Mb
	Stopping tolerance: 0.001000
------+-----------+-----------+-------------+-----------+--------------
------+-----------+-----------+-------------+-----------+--------------

- TOTAL ITERATIONS: 74
- Total CPU time: 2349.890000
- Total kernel evaluations: 1432669791
- Total inner solver iterations: 20124
- Total projector iterations: 71051
- Total preparation time: 2.660000
- Total inner solver time: 9.980000
- Total gradient updating time: 2336.220000
- Objective function value: -1547134.718773
- SV  = 3482
- BSV = 1604
- Threshold b = 0.9350593

TRAINING PARAMETERS:
	Training file: datasets/mnist
	Number of training documents: 60000
	Model file: datasets/mnist.out
	q: 450
	n: 150
	C: 1000.000000
	kernel type: 1
	kernel parameter -d: 3
	kernel parameter -s: 0.0012820513
	kernel parameter -r: 0
	cache size: 40Mb
	Stopping tolerance: 0.001000