a7a linear 1
....................................*........................*...*
optimization finished, #iter = 63889
nu = 0.354679
obj = -5699.253583, rho = -1.781095
nSV = 5762, nBSV = 5658
Total nSV = 5762
time to solve problem: 6.134468e+01

a7a linear 10
......................................................................................................................................................................................................................................................................*................................................................................................................................................................................*........................................................................................................................................*.................................................................................................................................*...............*
optimization finished, #iter = 717366
nu = 0.353353
obj = -56875.586078, rho = -1.800768
nSV = 5747, nBSV = 5632
Total nSV = 5747
time to solve problem: 2.151923e+02

a7a linear 100
.................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................*.................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................*...........................................................................................................................................................................................................................................................................................................................................................................................................................................................................................*........................................................................................................................................................................................................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optimization finished, #iter = 7385205
nu = 0.353193
obj = -568627.107770, rho = -1.803453
nSV = 5745, nBSV = 5631
Total nSV = 5745
time to solve problem: 1.235303e+03

a7a linear 1000
........................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................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........................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................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........................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................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optimization finished, #iter = 88531649
nu = 0.353177
obj = -5686140.897614, rho = -1.805228
nSV = 5741, nBSV = 5632
Total nSV = 5741
time to solve problem: 7.232728e+03

a7a rbf 1
...
Warning: using -h 0 may be faster
*.*
optimization finished, #iter = 4108
nu = 0.379430
obj = -5899.071364, rho = -0.533724
nSV = 6157, nBSV = 6061
Total nSV = 6157
time to solve problem: 5.008739e+01

a7a rbf 10
.......*...*
optimization finished, #iter = 10385
nu = 0.353014
obj = -55195.295825, rho = 0.229073
nSV = 5814, nBSV = 5567
Total nSV = 5814
time to solve problem: 5.091426e+01

a7a rbf 100
.....................................................*.................................*.*
optimization finished, #iter = 86989
nu = 0.329105
obj = -506954.110060, rho = 1.140773
nSV = 5726, nBSV = 4949
Total nSV = 5726
time to solve problem: 8.794663e+01

a7a rbf 1000
...................................................................................................................................................................................................................................................................................................................................................................................................................*.......................................................................................................................................................................................................................................................................*.........................*
optimization finished, #iter = 690642
nu = 0.296216
obj = -4380314.604472, rho = 2.476698
nSV = 5803, nBSV = 4004
Total nSV = 5803
time to solve problem: 3.481581e+02

a7a poly 1
....
Warning: using -h 0 may be faster
*
optimization finished, #iter = 4149
nu = 0.486708
obj = -7720.475211, rho = -0.981853
nSV = 7862, nBSV = 7805
Total nSV = 7862
time to solve problem: 5.207008e+01

a7a poly 10
....
Warning: using -h 0 may be faster
*.
Warning: using -h 0 may be faster
*
optimization finished, #iter = 4153
nu = 0.464205
obj = -67778.173221, rho = -0.871377
nSV = 7529, nBSV = 7412
Total nSV = 7529
time to solve problem: 5.059631e+01

a7a poly 100
....*
optimization finished, #iter = 4774
nu = 0.374512
obj = -569368.249459, rho = -0.837386
nSV = 6265, nBSV = 5832
Total nSV = 6265
time to solve problem: 4.577804e+01

a7a poly 1000
.........*.....*
optimization finished, #iter = 14301
nu = 0.330055
obj = -4897076.679496, rho = -0.816007
nSV = 6003, nBSV = 4753
Total nSV = 6003
time to solve problem: 4.859261e+01

a7a sig 1
...
Warning: using -h 0 may be faster
*.
Warning: using -h 0 may be faster
*
optimization finished, #iter = 3940
nu = 0.394791
obj = -6095.529474, rho = -1.142813
nSV = 6382, nBSV = 6335
Total nSV = 6382
time to solve problem: 5.029735e+01

a7a sig 10
.....
Warning: using -h 0 may be faster
*..*..*
optimization finished, #iter = 8329
nu = 0.362222
obj = -57878.548358, rho = -1.606694
nSV = 5872, nBSV = 5796
Total nSV = 5872
time to solve problem: 4.931650e+01

a7a sig 100
.........................*.......*.............*......*............*.......*.......*.*
optimization finished, #iter = 75683
nu = 0.347465
obj = -592540.986152, rho = -2.360439
nSV = 5639, nBSV = 5553
Total nSV = 5639
time to solve problem: 6.624293e+01

a7a sig 1000
...................................................*.........*.......................*............................*.........................................*...................................*.....................................*........................*....................*...........................*................*........................*............*..............*...................*....................*....................*......................................*...............*................................*......................................*................*...................*..........*........*.............*............*.................*.................*......................*..................*...........*...................*............*...................*..........*.......................*...................*.............................................*....................*............*.............*...*
optimization finished, #iter = 880837
nu = 0.235048
obj = -14417226.569320, rho = -6.526294
nSV = 3824, nBSV = 3737
Total nSV = 3824
time to solve problem: 1.106282e+02

a8a linear 1
............................................*...........................*........................*.*
optimization finished, #iter = 94877
nu = 0.355704
obj = -8062.410255, rho = -1.609878
nSV = 8138, nBSV = 8014
Total nSV = 8138
time to solve problem: 1.334167e+02

a8a linear 10
...................................................................................................................................................................................................................................................................................................................................................................................................*...................................................................................................................................................................................................................................................................................................................................*.........................................................................*
optimization finished, #iter = 782670
nu = 0.354811
obj = -80514.316402, rho = -1.675993
nSV = 8123, nBSV = 7991
Total nSV = 8123
time to solve problem: 5.218787e+02

a8a linear 100
..........................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................*.............................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................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..........................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................*.....................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................*
optimization finished, #iter = 13083198
nu = 0.354703
obj = -805021.055063, rho = -1.682628
nSV = 8124, nBSV = 7997
Total nSV = 8124
time to solve problem: 3.234694e+03

a8a linear 1000
........................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................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........................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................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........................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................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optimization finished, #iter = 142177817
nu = 0.354692
obj = -8050084.683917, rho = -1.684375
nSV = 8124, nBSV = 7994
Total nSV = 8124
time to solve problem: 2.190770e+04

a8a rbf 1
.....
Warning: using -h 0 may be faster
*
optimization finished, #iter = 5641
nu = 0.374500
obj = -8249.503968, rho = -0.483157
nSV = 8545, nBSV = 8451
Total nSV = 8545
time to solve problem: 1.069977e+02

a8a rbf 10
...........*....*
optimization finished, #iter = 15377
nu = 0.352125
obj = -77831.160497, rho = 0.045776
nSV = 8157, nBSV = 7821
Total nSV = 8157
time to solve problem: 1.115330e+02

a8a rbf 100
............................................................................*............................................*.*
optimization finished, #iter = 120722
nu = 0.330637
obj = -722408.627209, rho = 0.011704
nSV = 8020, nBSV = 7056
Total nSV = 8020
time to solve problem: 2.123317e+02

a8a rbf 1000
...............................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................*...................................................................................................................................................................................................................................................................................................................................................................................................*............................*
optimization finished, #iter = 973206
nu = 0.302495
obj = -6393677.162295, rho = 0.927386
nSV = 8092, nBSV = 5943
Total nSV = 8092
time to solve problem: 1.048658e+03

a8a poly 1
.....
Warning: using -h 0 may be faster
**.
Warning: using -h 0 may be faster
*
optimization finished, #iter = 5819
nu = 0.485196
obj = -10797.569478, rho = -0.974662
nSV = 11028, nBSV = 10990
Total nSV = 11028
time to solve problem: 1.192359e+02

a8a poly 10
.....
Warning: using -h 0 may be faster
*.
Warning: using -h 0 may be faster
*
optimization finished, #iter = 5656
nu = 0.446992
obj = -92870.586252, rho = -0.857198
nSV = 10216, nBSV = 10074
Total nSV = 10216
time to solve problem: 1.132078e+02

a8a poly 100
.....
Warning: using -h 0 may be faster
*.*
optimization finished, #iter = 6504
nu = 0.369308
obj = -796649.462779, rho = -0.815688
nSV = 8665, nBSV = 8136
Total nSV = 8665
time to solve problem: 9.869300e+01

a8a poly 1000
.............*.......*
optimization finished, #iter = 20461
nu = 0.330006
obj = -6986203.854732, rho = -0.765736
nSV = 8344, nBSV = 6751
Total nSV = 8344
time to solve problem: 1.351465e+02

a8a sig 1
.....
Warning: using -h 0 may be faster
*
optimization finished, #iter = 5473
nu = 0.387396
obj = -8491.386894, rho = -1.111103
nSV = 8821, nBSV = 8766
Total nSV = 8821
time to solve problem: 1.054020e+02

a8a sig 10
.......
Warning: using -h 0 may be faster
*...*.*
optimization finished, #iter = 10943
nu = 0.361175
obj = -81632.407981, rho = -1.473702
nSV = 8241, nBSV = 8150
Total nSV = 8241
time to solve problem: 1.068798e+02

a8a sig 100
...............................*.........*..............*..........*.........*.......*.........*........*......*......*.........*..........*........*..........*............*.............*...............*...........*........*..........*..............*......*.........*...........*..............*...........*................*..........*..............*.......*......*......*.....*.......*........*.........*.*
optimization finished, #iter = 353660
nu = 0.341879
obj = -853666.968017, rho = -2.207115
nSV = 7805, nBSV = 7709
Total nSV = 7805
time to solve problem: 1.604226e+02

a8a sig 1000
......................................*....*.....................*..................*............................*..................*............*...................*..............*.........*...........*.................*.......................*...........*...............*..............*............*............*.............*...............*..............*............*...........*.......................*..........*............*................*.............*..........*.......................*...............*.............*......*..*
optimization finished, #iter = 490305
nu = 0.218989
obj = -33826914.959760, rho = -21.898118
nSV = 5010, nBSV = 4926
Total nSV = 5010
time to solve problem: 1.593848e+02

a9a linear 1
..........................................................
Warning: using -h 0 may be faster
*...................*.
Warning: using -h 0 may be faster
*
optimization finished, #iter = 78244
nu = 0.351439
obj = -11433.387025, rho = -1.567555
nSV = 11526, nBSV = 11359
Total nSV = 11526
time to solve problem: 3.339922e+02

a9a linear 10
........................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................*.........................................................................................................................................................................................................*.............................................................................................................................................................................*...........................................................................................*....*
optimization finished, #iter = 987396
nu = 0.350877
obj = -114237.472904, rho = -1.611034
nSV = 11509, nBSV = 11352
Total nSV = 11509
time to solve problem: 1.391558e+03

a9a linear 100
......................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................*..........................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................*...........................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................*...................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................*...................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................*..........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optimization finished, #iter = 12151170
nu = 0.350813
obj = -1142271.040660, rho = -1.618121
nSV = 11509, nBSV = 11351
Total nSV = 11509
time to solve problem: 8.298615e+03

a9a linear 1000
........................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................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....................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................*...................................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optimization finished, #iter = 153071813
nu = 0.350807
obj = -11422605.721575, rho = -1.620051
nSV = 11507, nBSV = 11356
Total nSV = 11507
time to solve problem: 4.688345e+04

a9a rbf 1
.......
Warning: using -h 0 may be faster
*
optimization finished, #iter = 7975
nu = 0.365334
obj = -11596.354922, rho = -0.389961
nSV = 11954, nBSV = 11837
Total nSV = 11954
time to solve problem: 1.941985e+02

a9a rbf 10
...............*.......*
optimization finished, #iter = 22170
nu = 0.346306
obj = -110168.552786, rho = -0.087427
nSV = 11508, nBSV = 11050
Total nSV = 11508
time to solve problem: 2.027032e+02

a9a rbf 100
............................................................................................................*............................................................................*...*
optimization finished, #iter = 186621
nu = 0.328083
obj = -1036083.305304, rho = -0.227064
nSV = 11319, nBSV = 10130
Total nSV = 11319
time to solve problem: 4.808959e+02

a9a rbf 1000
................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................*.........................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................*..............................................*
optimization finished, #iter = 1462911
nu = 0.305982
obj = -9389999.625852, rho = 1.732477
nSV = 11512, nBSV = 8777
Total nSV = 11512
time to solve problem: 2.423809e+03

a9a poly 1
........
Warning: using -h 0 may be faster
**.
Warning: using -h 0 may be faster
*
optimization finished, #iter = 8282
nu = 0.481619
obj = -15243.501174, rho = -0.963058
nSV = 15699, nBSV = 15666
Total nSV = 15699
time to solve problem: 2.156072e+02

a9a poly 10
.......
Warning: using -h 0 may be faster
**.
Warning: using -h 0 may be faster
*
optimization finished, #iter = 7816
nu = 0.425809
obj = -128316.399173, rho = -0.844194
nSV = 13956, nBSV = 13771
Total nSV = 13956
time to solve problem: 1.972380e+02

a9a poly 100
.......
Warning: using -h 0 may be faster
*..*
optimization finished, #iter = 9279
nu = 0.360060
obj = -1119764.279647, rho = -0.826924
nSV = 12061, nBSV = 11401
Total nSV = 12061
time to solve problem: 1.804106e+02

a9a poly 1000
....................*............*
optimization finished, #iter = 32382
nu = 0.325339
obj = -10003494.205690, rho = -0.786226
nSV = 11759, nBSV = 9635
Total nSV = 11759
time to solve problem: 2.659136e+02

a9a sig 1
.......
Warning: using -h 0 may be faster
*
optimization finished, #iter = 7363
nu = 0.376041
obj = -11904.909259, rho = -1.133195
nSV = 12277, nBSV = 12223
Total nSV = 12277
time to solve problem: 1.967041e+02

a9a sig 10
..........
Warning: using -h 0 may be faster
*.....*...*
optimization finished, #iter = 17423
nu = 0.355419
obj = -115585.153747, rho = -1.499581
nSV = 11619, nBSV = 11529
Total nSV = 11619
time to solve problem: 1.939085e+02

a9a sig 100
.........................................*.........*.........................*.................*................*..........*.........*.......*.......*..*
optimization finished, #iter = 138871
nu = 0.293840
obj = -1296689.235102, rho = -3.291365
nSV = 9609, nBSV = 9523
Total nSV = 9609
time to solve problem: 3.448476e+02

a9a sig 1000
.........................................*......*........................*.................*...................*.............*.............*.......*..........*.............*..........*...........*.............*..*
optimization finished, #iter = 193638
nu = 0.214530
obj = -65511759.646747, rho = -28.281617
nSV = 7028, nBSV = 6940
Total nSV = 7028
time to solve problem: 2.893130e+02

ijcnn1 linear 1
..........
Warning: using -h 0 may be faster
*.
Warning: using -h 0 may be faster
*.....*..*
optimization finished, #iter = 17100
nu = 0.172819
obj = -8590.158933, rho = -1.083896
nSV = 8656, nBSV = 8624
Total nSV = 8656
time to solve problem: 1.298203e+02

ijcnn1 linear 10
............................................
Warning: using -h 0 may be faster
*........*............................................*....................................................*....................*.*
optimization finished, #iter = 167761
nu = 0.171023
obj = -85441.014212, rho = -1.068753
nSV = 8566, nBSV = 8537
Total nSV = 8566
time to solve problem: 1.811845e+02

ijcnn1 linear 100
............................................................................................................................................................................................................................................................................................*........*...........................................................................................................................................................................................................................................................*....................................................................................................................................................................................................................................................................................................*................................................................................................................................................................................................................................*.....................................................................................................................................................................................................................................................................................................................................*.................................................................................................................................................................................................................................*.........................................................................................................................................................................................................................................*
optimization finished, #iter = 1838998
nu = 0.170830
obj = -853926.958319, rho = -1.066707
nSV = 8554, nBSV = 8524
Total nSV = 8554
time to solve problem: 5.485926e+02

ijcnn1 linear 1000
......................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................*............................................................................................................................................................................*..................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................*..............................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................*..................................................................................................................................................................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optimization finished, #iter = 23780510
nu = 0.170811
obj = -8538875.865931, rho = -1.066282
nSV = 8552, nBSV = 8526
Total nSV = 8552
time to solve problem: 3.540512e+03

ijcnn1 rbf 1
.....
Warning: using -h 0 may be faster
*.
Warning: using -h 0 may be faster
**.
Warning: using -h 0 may be faster
*
optimization finished, #iter = 5779
nu = 0.178902
obj = -8148.188313, rho = -1.656266
nSV = 8969, nBSV = 8923
Total nSV = 8969
time to solve problem: 1.323769e+02

ijcnn1 rbf 10
.....
Warning: using -h 0 may be faster
*.*
optimization finished, #iter = 6475
nu = 0.140853
obj = -61036.549075, rho = -3.883547
nSV = 7081, nBSV = 7007
Total nSV = 7081
time to solve problem: 1.034213e+02

ijcnn1 rbf 100
.............*.....*
optimization finished, #iter = 18140
nu = 0.097367
obj = -418362.979241, rho = -14.312806
nSV = 4932, nBSV = 4800
Total nSV = 4932
time to solve problem: 9.285588e+01

ijcnn1 rbf 1000
................................................................................*...................................................*......*
optimization finished, #iter = 137702
nu = 0.067243
obj = -2971182.529722, rho = -21.097650
nSV = 3477, nBSV = 3247
Total nSV = 3477
time to solve problem: 1.573961e+02

ijcnn1 poly 1
....
Warning: using -h 0 may be faster
*.
Warning: using -h 0 may be faster
*
optimization finished, #iter = 5223
nu = 0.194159
obj = -9693.566322, rho = -1.000005
nSV = 9720, nBSV = 9691
Total nSV = 9720
time to solve problem: 1.257699e+02

ijcnn1 poly 10
.....
Warning: using -h 0 may be faster
**.
Warning: using -h 0 may be faster
*.
Warning: using -h 0 may be faster
*
optimization finished, #iter = 5850
nu = 0.194159
obj = -95821.991476, rho = -1.002004
nSV = 9767, nBSV = 9641
Total nSV = 9767
time to solve problem: 1.364053e+02

ijcnn1 poly 100
.....
Warning: using -h 0 may be faster
*.
Warning: using -h 0 may be faster
*
optimization finished, #iter = 6156
nu = 0.189662
obj = -854438.504678, rho = -1.020603
nSV = 9566, nBSV = 9400
Total nSV = 9566
time to solve problem: 1.318999e+02

ijcnn1 poly 1000
.....
Warning: using -h 0 may be faster
*..*
optimization finished, #iter = 7094
nu = 0.143843
obj = -6077590.435416, rho = -1.038974
nSV = 7314, nBSV = 7060
Total nSV = 7314
time to solve problem: 1.008367e+02

ijcnn1 sig 1
.....
Warning: using -h 0 may be faster
*.
Warning: using -h 0 may be faster
*.
Warning: using -h 0 may be faster
*
optimization finished, #iter = 6688
nu = 0.188878
obj = -9156.916858, rho = -1.135549
nSV = 9455, nBSV = 9433
Total nSV = 9455
time to solve problem: 1.452359e+02

ijcnn1 sig 10
.......
Warning: using -h 0 may be faster
*.
Warning: using -h 0 may be faster
*..
Warning: using -h 0 may be faster
*
optimization finished, #iter = 9297
nu = 0.174480
obj = -88898.390737, rho = -1.165173
nSV = 8735, nBSV = 8709
Total nSV = 8735
time to solve problem: 1.334227e+02

ijcnn1 sig 100
..............*.
Warning: using -h 0 may be faster
*.........*.......*.....*....*...*...*...*..*.*
optimization finished, #iter = 47544
nu = 0.151129
obj = -1267813.681540, rho = -2.114939
nSV = 7567, nBSV = 7543
Total nSV = 7567
time to solve problem: 1.436422e+02

ijcnn1 sig 1000
.....................*...*...............*.............*...........*..........*............*.......*.....*......*
optimization finished, #iter = 98651
nu = 0.130500
obj = -62953918.941396, rho = -14.827104
nSV = 6534, nBSV = 6512
Total nSV = 6534
time to solve problem: 1.501912e+02

w7a linear 1
...................*.........................*..................*.....*
optimization finished, #iter = 66093
nu = 0.033186
obj = -765.411450, rho = -1.029318
nSV = 967, nBSV = 701
Total nSV = 967
time to solve problem: 1.222514e+01

w7a linear 10
.............................................................................................................................*...................................................................................................................................................................................................*......................................................................................................................................................*....................................................................................................................................................*........................................................................................................................................................................................*...........*
optimization finished, #iter = 811333
nu = 0.028816
obj = -7008.305168, rho = -1.030905
nSV = 878, nBSV = 605
Total nSV = 878
time to solve problem: 4.110675e+01

w7a linear 100
........................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................*...................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................*................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................*..........................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................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optimization finished, #iter = 8141208
nu = 0.027997
obj = -68985.637485, rho = -1.025068
nSV = 874, nBSV = 583
Total nSV = 874
time to solve problem: 2.995825e+02

w7a linear 1000
........................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................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............................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................*...........................................................................................................................................................................................................................................................................................................................................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.......................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................*...................................*
optimization finished, #iter = 86198210
nu = 0.027891
obj = -688536.257274, rho = -1.025342
nSV = 899, nBSV = 576
Total nSV = 899
time to solve problem: 2.626656e+03

w7a rbf 1
.
Warning: using -h 0 may be faster
*
optimization finished, #iter = 1550
nu = 0.059719
obj = -1372.011169, rho = 1.852095
nSV = 1567, nBSV = 1419
Total nSV = 1567
time to solve problem: 1.192319e+01

w7a rbf 10
..
Warning: using -h 0 may be faster
*..
Warning: using -h 0 may be faster
*
optimization finished, #iter = 4073
nu = 0.048735
obj = -10422.697832, rho = 7.994182
nSV = 1375, nBSV = 1112
Total nSV = 1375
time to solve problem: 1.112731e+01

w7a rbf 100
............
Warning: using -h 0 may be faster
*..........
Warning: using -h 0 may be faster
*
optimization finished, #iter = 22016
nu = 0.033519
obj = -72136.165830, rho = 12.800872
nSV = 1253, nBSV = 676
Total nSV = 1253
time to solve problem: 1.318900e+01

w7a rbf 1000
............................................
Warning: using -h 0 may be faster
*...........................
Warning: using -h 0 may be faster
*.
Warning: using -h 0 may be faster
*
optimization finished, #iter = 72419
nu = 0.023691
obj = -491865.079701, rho = 12.330947
nSV = 1180, nBSV = 410
Total nSV = 1180
time to solve problem: 2.338244e+01

w7a poly 1
*
optimization finished, #iter = 758
nu = 0.059938
obj = -1479.816291, rho = -0.999679
nSV = 1498, nBSV = 1468
Total nSV = 1498
time to solve problem: 7.215904e+00

w7a poly 10
*.
Warning: using -h 0 may be faster
*
optimization finished, #iter = 1064
nu = 0.059938
obj = -14782.402687, rho = -0.999770
nSV = 1768, nBSV = 1335
Total nSV = 1768
time to solve problem: 9.189602e+00

w7a poly 100
*.
Warning: using -h 0 may be faster
*.
Warning: using -h 0 may be faster
*
optimization finished, #iter = 2018
nu = 0.059938
obj = -146252.717204, rho = -0.999846
nSV = 2316, nBSV = 1195
Total nSV = 2316
time to solve problem: 2.454927e+01

w7a poly 1000
.
Warning: using -h 0 may be faster
*..
Warning: using -h 0 may be faster
*
optimization finished, #iter = 3125
nu = 0.057893
obj = -1344767.353515, rho = -0.999826
nSV = 2513, nBSV = 1084
Total nSV = 2513
time to solve problem: 2.999944e+01

w7a sig 1
.
Warning: using -h 0 may be faster
**.
Warning: using -h 0 may be faster
*
optimization finished, #iter = 1477
nu = 0.059938
obj = -1427.453830, rho = -1.002120
nSV = 1535, nBSV = 1420
Total nSV = 1535
time to solve problem: 1.066238e+01

w7a sig 10
.
Warning: using -h 0 may be faster
*.
Warning: using -h 0 may be faster
*
optimization finished, #iter = 2852
nu = 0.053664
obj = -11668.857975, rho = -1.012978
nSV = 1410, nBSV = 1251
Total nSV = 1410
time to solve problem: 9.832505e+00

w7a sig 100
........
Warning: using -h 0 may be faster
*.......
Warning: using -h 0 may be faster
*.
Warning: using -h 0 may be faster
*
optimization finished, #iter = 15627
nu = 0.038370
obj = -84875.132274, rho = -1.025402
nSV = 1061, nBSV = 851
Total nSV = 1061
time to solve problem: 9.809509e+00

w7a sig 1000
..................................................*........................................................................*............................................................................*..................................................................................*........................................................................*....................................................................*.........................................................*.................................*.*
optimization finished, #iter = 508159
nu = 0.030204
obj = -728535.547841, rho = -1.028440
nSV = 905, nBSV = 636
Total nSV = 905
time to solve problem: 2.515918e+01

real-sim linear 1
....................*.............*.*
optimization finished, #iter = 33891
nu = 0.108615
obj = -5345.121261, rho = 0.288630
nSV = 10803, nBSV = 5395
Total nSV = 10803
time to solve problem: 1.963691e+03

real-sim linear 10
..................................................*..................................*.*
optimization finished, #iter = 84991
nu = 0.033667
obj = -15202.784293, rho = 0.561821
nSV = 7855, nBSV = 744
Total nSV = 7855
time to solve problem: 2.800769e+03

real-sim linear 100
...................................................................*........................................*.*
optimization finished, #iter = 108078
nu = 0.008738
obj = -47124.510963, rho = 0.999806
nSV = 7094, nBSV = 282
Total nSV = 7094
time to solve problem: 2.680581e+03

real-sim linear 1000
..............................................................................*....................................................................*...............................*.*
optimization finished, #iter = 177435
nu = 0.004476
obj = -297003.822801, rho = 1.000508
nSV = 6535, nBSV = 216
Total nSV = 6535
time to solve problem: 2.995892e+03

real-sim rbf 1
.......................
Warning: using -h 0 may be faster
*.....
Warning: using -h 0 may be faster
*
optimization finished, #iter = 28083
nu = 0.615082
obj = -44318.743886, rho = 0.992930
nSV = 44476, nBSV = 44476
Total nSV = 44476
time to solve problem: 5.516406e+03

real-sim rbf 10
.........................
Warning: using -h 0 may be faster
*.
Warning: using -h 0 may be faster
*
optimization finished, #iter = 26369
nu = 0.615082
obj = -429079.100275, rho = 0.929600
nSV = 44573, nBSV = 44379
Total nSV = 44573
time to solve problem: 4.884782e+03

real-sim rbf 100
.....................
Warning: using -h 0 may be faster
*.
Warning: using -h 0 may be faster
*
optimization finished, #iter = 21443
nu = 0.549530
obj = -3138083.929532, rho = 0.389813
nSV = 39991, nBSV = 39470
Total nSV = 39991
time to solve problem: 3.991781e+03

real-sim rbf 1000
............*..*.*
optimization finished, #iter = 14149
nu = 0.275459
obj = -14389654.963799, rho = -2.410082
nSV = 20957, nBSV = 18886
Total nSV = 20957
time to solve problem: 2.517570e+03

real-sim poly 1
......................
Warning: using -h 0 may be faster
*
optimization finished, #iter = 22238
nu = 0.615082
obj = -44476.000000, rho = 1.000000
nSV = 44476, nBSV = 44476
Total nSV = 44476
time to solve problem: 4.769965e+03

real-sim poly 10
......................
Warning: using -h 0 may be faster
*
optimization finished, #iter = 22238
nu = 0.615082
obj = -444759.999999, rho = 1.000000
nSV = 44476, nBSV = 44476
Total nSV = 44476
time to solve problem: 4.597043e+03

real-sim poly 100
......................
Warning: using -h 0 may be faster
*
optimization finished, #iter = 22238
nu = 0.615082
obj = -4447599.999912, rho = 1.000000
nSV = 44476, nBSV = 44476
Total nSV = 44476
time to solve problem: 4.894465e+03

real-sim poly 1000
......................
Warning: using -h 0 may be faster
*
optimization finished, #iter = 22238
nu = 0.615082
obj = -44475999.991263, rho = 1.000000
nSV = 44476, nBSV = 44476
Total nSV = 44476
time to solve problem: 4.777274e+03

real-sim sig 1
......................
Warning: using -h 0 may be faster
*.....
Warning: using -h 0 may be faster
*
optimization finished, #iter = 27411
nu = 0.615082
obj = -44396.762800, rho = 0.997793
nSV = 44476, nBSV = 44476
Total nSV = 44476
time to solve problem: 6.104884e+03

real-sim sig 10
.........................
Warning: using -h 0 may be faster
*..
Warning: using -h 0 may be faster
*
optimization finished, #iter = 27396
nu = 0.615082
obj = -436922.029647, rho = 0.978674
nSV = 44476, nBSV = 44476
Total nSV = 44476
time to solve problem: 4.819792e+03

real-sim sig 100
.....................
optimization finished, #iter = 27396
obj = -436922.029647, rho = 0.978674
time to solve problem: 0.e+03
optimization finished, #iter = 27396
obj = -436922.029647, rho = 0.978674
time to solve problem: 0.e+03

web6a linear 1
.............*...........................*......*
optimization finished, #iter = 45806
nu = 0.033964
obj = -536.968975, rho = -1.026716
nSV = 730, nBSV = 483
Total nSV = 730
time to solve problem: 6.009088e+00

web6a linear 10
...........................................................................................*..............................................................................................................................................................................*.................................................................................................................................*....................................................*...*
optimization finished, #iter = 447867
nu = 0.028413
obj = -4757.227168, rho = -1.051359
nSV = 648, nBSV = 393
Total nSV = 648
time to solve problem: 1.704241e+01

web6a linear 100
...................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................*..................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................*............................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................*....................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................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optimization finished, #iter = 8322424
nu = 0.026980
obj = -46181.478492, rho = -1.027916
nSV = 641, nBSV = 368
Total nSV = 641
time to solve problem: 1.512790e+02

web6a linear 1000
........................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................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Warning: using -h 0 may be faster
*.......................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................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optimization finished, #iter = 94570691
nu = 0.026775
obj = -460005.647961, rho = -1.022035
nSV = 640, nBSV = 372
Total nSV = 640
time to solve problem: 1.853980e+03

web6a rbf 1
*.
Warning: using -h 0 may be faster
*
optimization finished, #iter = 1328
nu = 0.061089
obj = -994.833168, rho = 1.071926
nSV = 1131, nBSV = 990
Total nSV = 1131
time to solve problem: 5.960094e+00

web6a rbf 10
.
Warning: using -h 0 may be faster
*..*
optimization finished, #iter = 3019
nu = 0.051479
obj = -7616.450818, rho = 6.852545
nSV = 1017, nBSV = 803
Total nSV = 1017
time to solve problem: 5.890105e+00

web6a rbf 100
.........
Warning: using -h 0 may be faster
*........
Warning: using -h 0 may be faster
*..
Warning: using -h 0 may be faster
*
optimization finished, #iter = 19572
nu = 0.034875
obj = -51682.588084, rho = 11.904892
nSV = 983, nBSV = 469
Total nSV = 983
time to solve problem: 7.670834e+00

web6a rbf 1000
..............................
Warning: using -h 0 may be faster
*...................
Warning: using -h 0 may be faster
*
optimization finished, #iter = 49990
nu = 0.023856
obj = -341445.906145, rho = 12.011798
nSV = 931, nBSV = 277
Total nSV = 931
time to solve problem: 1.116530e+01

web6a poly 1
*
optimization finished, #iter = 533
nu = 0.061089
obj = -1049.897090, rho = -0.999418
nSV = 1058, nBSV = 1043
Total nSV = 1058
time to solve problem: 3.795423e+00

web6a poly 10
*
optimization finished, #iter = 748
nu = 0.061089
obj = -10490.464643, rho = -0.999703
nSV = 1256, nBSV = 950
Total nSV = 1256
time to solve problem: 4.753278e+00

web6a poly 100
*.
Warning: using -h 0 may be faster
*
optimization finished, #iter = 1558
nu = 0.061089
obj = -104059.370802, rho = -0.999831
nSV = 1774, nBSV = 825
Total nSV = 1774
time to solve problem: 8.121765e+00

web6a poly 1000
.
Warning: using -h 0 may be faster
*.
Warning: using -h 0 may be faster
*
optimization finished, #iter = 2471
nu = 0.059600
obj = -967343.773896, rho = -0.999866
nSV = 1950, nBSV = 757
Total nSV = 1950
time to solve problem: 9.621538e+00

web6a sig 1
*.
Warning: using -h 0 may be faster
*
optimization finished, #iter = 1145
nu = 0.061089
obj = -1023.269564, rho = -1.005545
nSV = 1108, nBSV = 1003
Total nSV = 1108
time to solve problem: 5.336189e+00

web6a sig 10
.
Warning: using -h 0 may be faster
*.*
optimization finished, #iter = 2374
nu = 0.056365
obj = -8533.192215, rho = -1.024767
nSV = 1039, nBSV = 898
Total nSV = 1039
time to solve problem: 5.418177e+00

web6a sig 100
......
Warning: using -h 0 may be faster
*........*.......*
optimization finished, #iter = 20828
nu = 0.040082
obj = -60801.692041, rho = -1.014855
nSV = 809, nBSV = 597
Total nSV = 809
time to solve problem: 5.586151e+00

web6a sig 1000
................................*..............................................*.................................................*............................*
optimization finished, #iter = 153652
nu = 0.030334
obj = -500878.380019, rho = -1.043163
nSV = 676, nBSV = 425
Total nSV = 676
time to solve problem: 1.006447e+01

mnist linear 1
.........................................................................................................................................................................................................................................................................................................................................*................................................................................................................................................................................................................................................................................................................................................................................................................................*......................................................................................................................................................................................................................................................................................*...........................................................*
optimization finished, #iter = 1082383
nu = 0.099977
obj = -5966.193367, rho = -3.969737
nSV = 6259, nBSV = 5751
Total nSV = 6259
time to solve problem: 1.503500e+04

mnist rbf 1
....
Warning: using -h 0 may be faster
*.*.*
optimization finished, #iter = 5416
nu = 0.118282
obj = -5983.342783, rho = -12.333032
nSV = 7195, nBSV = 7003
Total nSV = 7195
time to solve problem: 1.445671e+03

mnist rbf 10
.........*......*
optimization finished, #iter = 15136
nu = 0.073590
obj = -33125.152555, rho = -44.371533
nSV = 4729, nBSV = 4093
Total nSV = 4729
time to solve problem: 1.253557e+03

mnist rbf 100
...........................................*.........................*
optimization finished, #iter = 68387
nu = 0.032241
obj = -127481.743804, rho = -90.509381
nSV = 2866, nBSV = 1245
Total nSV = 2866
time to solve problem: 2.370390e+03

mnist rbf 1000
.............................................................................................*..........................................................*
optimization finished, #iter = 151575
nu = 0.007758
obj = -239311.302976, rho = -109.332244
nSV = 2475, nBSV = 26
Total nSV = 2475
time to solve problem: 3.577711e+03

mnist poly 1
......
Warning: using -h 0 may be faster
*.
Warning: using -h 0 may be faster
*.
Warning: using -h 0 may be faster
**.
Warning: using -h 0 may be faster
*.
Warning: using -h 0 may be faster
*
optimization finished, #iter = 7339
nu = 0.194925
obj = -10756.739380, rho = -1.071048
nSV = 11737, nBSV = 11661
Total nSV = 11737
time to solve problem: 2.406373e+03

mnist poly 10
.....
Warning: using -h 0 may be faster
*.
Warning: using -h 0 may be faster
**.
Warning: using -h 0 may be faster
*
optimization finished, #iter = 5728
nu = 0.149559
obj = -73151.129781, rho = -1.084179
nSV = 9091, nBSV = 8853
Total nSV = 9091
time to solve problem: 1.814179e+03

mnist poly 100
...
Warning: using -h 0 may be faster
*.*
optimization finished, #iter = 4545
nu = 0.085854
obj = -389311.202266, rho = -0.989296
nSV = 5529, nBSV = 4790
Total nSV = 5529
time to solve problem: 1.159954e+03

mnist poly 1000
......*...*
optimization finished, #iter = 9121
nu = 0.039204
obj = -1547135.408935, rho = -0.934906
nSV = 3483, nBSV = 1602
Total nSV = 3483
time to solve problem: 1.490880e+03

mnist sig 1
....
Warning: using -h 0 may be faster
*.*.*
optimization finished, #iter = 5261
nu = 0.134735
obj = -7442.843029, rho = -3.167634
nSV = 8132, nBSV = 8021
Total nSV = 8132
time to solve problem: 1.602467e+03

mnist sig 10
.......*...*.*
optimization finished, #iter = 11077
nu = 0.111350
obj = -67855.882704, rho = -3.943163
nSV = 6782, nBSV = 6579
Total nSV = 6782
time to solve problem: 1.521815e+03

mnist sig 100
...............................*....*.......................................*.........................................*............................*............................*...............................*...........................*..........................*..........................*..........................*..........................*..................................*...........................*.........................................*...............*..*
optimization finished, #iter = 445553
nu = 0.093075
obj = -1022767.175232, rho = -6.675425
nSV = 5717, nBSV = 5448
Total nSV = 5717
time to solve problem: 2.891650e+03

mnist sig 1000
.......................................*.......*.................................................................................*..................................................................*....................................*................................................*...................................................*........................................................*..................................................*.......................................*............................................................................*............................................*.............................................................*......................................................*.................................................*.......................*
optimization finished, #iter = 772474
nu = 0.080729
obj = -55223517.273579, rho = -21.277553
nSV = 4978, nBSV = 4716
Total nSV = 4978
time to solve problem: 1.913178e+03