workdir: /homeb/zam/mriedel/pisvm-1.2.1 running on 16 cpus... 64 classifier 2: 1-15 with 8134 and 8134 samples 59 classifier 5: 1-10 with 7596 and 7596 samples 61 classifier 7: 1-12 with 7395 and 7395 samples 53 classifier 0: 1-4 with 10324 and 10324 samples 56 classifier 1: 1-7 with 9005 and 9005 samples 62 classifier 3: 1-13 with 8076 and 8076 samples 60 classifier 4: 1-11 with 7868 and 7868 samples 69 classifier 6: 1-20 with 7536 and 7536 samples 55 classifier 15: 1-6 with 6863 and 6863 samples 66 classifier 8: 1-17 with 7395 and 7395 samples 72 classifier 9: 1-23 with 7295 and 7295 samples 68 classifier 10: 1-19 with 7242 and 7242 samples 51 classifier 11: 1-2 with 7229 and 7229 samples 65 classifier 12: 1-16 with 7166 and 7166 samples 78 classifier 13: 1-29 with 6925 and 6925 samples 57 classifier 14: 1-8 with 6919 and 6919 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.19 | 1 | 0.19 | 1 | 0.19 | 1 | 0.19 | 1 | 0.19 | 1 | 0.20 | 1372 | 0.01 | 1313 | 0.01 | 1 | 0.19 | 1 | 0.20 | 1 | 0.20 | 1 | 0.20 | 1 | 0.20 | 1 | 0.20 | 1616 | 0.02 | 837 | 0.01 | 1436 | 0.02 | 1037 | 0.01 | 2243 | 0.03 | 1816 | 0.02 | 1830 | 0.02 | 2423 | 0.03 | 2418 | 0.03 | 3132 | 0.04 | 2907 | 0.04 | 2954 | 0.04 | 3051 | 0.04 | 3300 | 0.05 | 0.49 | 6.04098 0.66 | 5.11305 2 | 0.16 | 2644 | 0.04 | 0.73 | 5.15126 0.76 | 5.10596 2 | 0.15 | 3595 | 0.05 | 2 | 0.15 | 3246 | 0.05 | 0.93 | 5.8078 2 | 0.17 | 3405 | 0.05 | 1.01 | 6.44996 1.03 | 6.21219 1.05 | 5.51847 2 | 0.16 | 3550 | 0.05 | 1.15 | 6.43149 2 | 0.15 | 2 | 0.16 | 2 | 0.16 | 3935 | 0.06 | 3813 | 0.06 | 4034 | 0.06 | 2 | 0.15 | 1.29 | 5.47991 3993 | 0.06 | 2 | 0.18 | 4022 | 0.06 | 1.58 | 5.91752 0.98 | 3.05343 2 | 0.18 | 3 | 0.13 | 2750 | 0.04 | 4160 | 0.07 | 1.90 | 5.8246 1.94 | 5.89151 1.05 | 6.55898 1.98 | 6.00881 1.21 | 4.6449 2 | 0.17 | 3 | 0.13 | 2 | 0.16 | 4041 | 0.06 | 4130 | 0.07 | 2 | 0.17 | 3 | 0.13 | 4014 | 0.06 | 3830 | 0.06 | 4014 | 0.07 | 2.23 | 6.4685 1.30 | 4.61057 0.50 | 1.06981 1.24 | 6.12215 4 | 0.07 | 2 | 0.17 | 3 | 0.15 | 2919 | 0.05 | 3376 | 0.06 | 3895 | 0.06 | 2.48 | 6.35189 3 | 0.14 | 1.29 | 5.85023 1.30 | 5.87257 1.19 | 5.75964 1.30 | 6.85152 3770 | 0.06 | 3 | 0.14 | 3 | 0.14 | 3 | 0.13 | 2 | 0.17 | 3 | 0.14 | 3930 | 0.06 | 3535 | 0.06 | 3877 | 0.06 | 3953 | 0.06 | 1.20 | 6.69589 3804 | 0.06 | 0.32 | 0.264762 5 | 0.04 | 1577 | 0.03 | 0.73 | 4.16966 0.65 | 4.34368 3 | 0.14 | 0.07 | 0.016139 6 | 0.02 | 232 | 0.00 | 3793 | 0.06 | 0.02 | 0.000965756 Total opt. time = 3.18 Problem setup time = 0.62 (19.61%) Inner solver time = 0.17 (5.21%) Gradient updating time = 2.38 (74.96%) Working set time = 0.01 (0.18%) optimization finished, #iter = 6 nu = 0.034337 obj = -1353.238507, rho = -1.391222 nSV = 686, nBSV = 62 4 | 0.08 | 4 | 0.09 | 4181 | 0.06 | 4664 | 0.07 | 1.31 | 6.29036 0.73 | 3.7419 3 | 0.15 | 4 | 0.10 | 3443 | 0.06 | 4215 | 0.07 | 1.26 | 6.31936 1.33 | 6.46881 0.93 | 5.19984 0.50 | 1.84282 1.34 | 6.31549 5 | 0.06 | 3 | 0.14 | 0.86 | 4.27964 0.56 | 2.37265 4 | 0.12 | 3 | 0.15 | 3638 | 0.06 | 4507 | 0.07 | 5 | 0.07 | 4056 | 0.06 | 0.93 | 6.08727 3864 | 0.06 | 4 | 0.11 | 0.99 | 5.61946 3 | 0.15 | 4512 | 0.07 | 4036 | 0.06 | 1.06 | 5.91719 3612 | 0.06 | 4 | 0.12 | 1.36 | 6.03359 4 | 0.13 | 0.92 | 5.73897 3965 | 0.06 | 4 | 0.13 | 3993 | 0.06 | 0.30 | 0.981015 3678 | 0.06 | 3 | 0.15 | 6 | 0.04 | 4 | 0.13 | 0.65 | 1.05507 3616 | 0.06 | 4084 | 0.06 | 4019 | 0.07 | 0.34 | 0.907759 5 | 0.07 | 6 | 0.04 | 4443 | 0.08 | 4381 | 0.07 | 1.48 | 6.86114 0.23 | 0.512236 7 | 0.03 | 0.98 | 5.56704 3 | 0.14 | 3875 | 0.06 | 3397 | 0.05 | 0.24 | 0.414181 0.77 | 4.0369 7 | 0.03 | 4 | 0.14 | 0.76 | 3.4468 3740 | 0.06 | 0.14 | 0.23019 4086 | 0.07 | 5 | 0.09 | 8 | 0.03 | 5 | 0.09 | 4673 | 0.08 | 3548 | 0.06 | 0.45 | 0.421616 0.15 | 0.206663 6 | 0.05 | 4743 | 0.08 | 0.82 | 4.65529 8 | 0.03 | 2791 | 0.05 | 1.11 | 5.72543 3199 | 0.05 | 0.14 | 0.135337 9 | 0.03 | 5 | 0.09 | 0.85 | 4.06187 2874 | 0.05 | 0.94 | 4.1601 4592 | 0.07 | 1.10 | 6.56531 5 | 0.10 | 0.14 | 0.176079 4 | 0.15 | 9 | 0.03 | 1.25 | 5.99384 5 | 0.09 | 3981 | 0.06 | 3850 | 0.06 | 2707 | 0.04 | 0.14 | 0.0595796 0.25 | 0.0364242 10 | 0.03 | 7 | 0.03 | 4290 | 0.07 | 599 | 0.01 | 4 | 0.14 | 2129 | 0.04 | 0.04 | 0.000995745 Total opt. time = 5.28 Problem setup time = 0.77 (14.50%) Inner solver time = 0.33 (6.18%) Gradient updating time = 4.18 (79.17%) Working set time = 0.01 (0.13%) optimization finished, #iter = 7 nu = 0.068258 obj = -3034.529814, rho = -0.942506 nSV = 1170, nBSV = 214 1.00 | 5.08499 4 | 0.14 | 3960 | 0.07 | 0.14 | 0.0805171 10 | 0.02 | 3738 | 0.06 | 5 | 0.10 | 2066 | 0.03 | 0.14 | 0.0369648 11 | 0.03 | 4119 | 0.07 | 1113 | 0.02 | 0.65 | 2.32877 0.13 | 0.0198624 1.27 | 6.37843 11 | 0.02 | 0.10 | 0.00594387 6 | 0.07 | 1017 | 0.02 | 12 | 0.02 | 320 | 0.01 | 0.67 | 2.19517 0.03 | 0.0018638 13 | 0.01 | 36 | 0.00 | 0.00 | 0.000931859 Total opt. time = 5.63 Problem setup time = 0.81 (14.45%) Inner solver time = 0.55 (9.78%) Gradient updating time = 4.25 (75.50%) Working set time = 0.01 (0.24%) optimization finished, #iter = 13 nu = 0.093605 obj = -4157.851955, rho = -0.964806 nSV = 1402, nBSV = 303 0.07 | 0.00927866 4933 | 0.08 | 12 | 0.01 | 422 | 0.01 | 6 | 0.07 | 0.03 | 0.00223479 13 | 0.01 | 75 | 0.00 | 0.01 | 0.00111213 4 | 0.16 | 14 | 0.01 | 2 | 0.00 | 0.00 | 0.00100612 15 | 0.01 | 18 | 0.00 | 0.00 | 0.00105645 5713 | 0.10 | 16 | 0.01 | 12 | 0.00 | 0.00 | 0.000974391 Total opt. time = 5.76 Problem setup time = 0.85 (14.68%) Inner solver time = 0.56 (9.64%) Gradient updating time = 4.34 (75.37%) Working set time = 0.02 (0.29%) optimization finished, #iter = 16 nu = 0.078274 obj = -3325.257599, rho = -1.130401 nSV = 1359, nBSV = 205 3638 | 0.06 | 0.69 | 3.23752 1.08 | 4.31303 1.21 | 6.51286 6 | 0.08 | 0.74 | 3.16354 4750 | 0.08 | 5 | 0.11 | 0.72 | 3.02505 6 | 0.08 | 4 | 0.14 | 4326 | 0.07 | 6 | 0.07 | 3626 | 0.06 | 4583 | 0.07 | 0.66 | 3.90722 4538 | 0.07 | 6 | 0.08 | 0.56 | 1.57446 4554 | 0.08 | 7 | 0.06 | 0.52 | 1.3103 1.09 | 6.54429 7 | 0.06 | 4811 | 0.08 | 1.03 | 5.20282 5 | 0.14 | 5301 | 0.09 | 3805 | 0.06 | 1.16 | 6.77442 5 | 0.11 | 0.59 | 2.04433 4159 | 0.07 | 7 | 0.07 | 5 | 0.14 | 4857 | 0.08 | 4312 | 0.07 | 0.63 | 2.41114 0.69 | 2.37981 7 | 0.06 | 0.46 | 0.869795 7 | 0.06 | 8 | 0.04 | 0.44 | 0.597846 4822 | 0.07 | 4343 | 0.07 | 8 | 0.05 | 0.65 | 3.4106 0.89 | 4.27154 4473 | 0.07 | 7 | 0.07 | 1.21 | 6.31715 5029 | 0.09 | 6 | 0.09 | 4688 | 0.08 | 4455 | 0.07 | 5 | 0.14 | 3595 | 0.06 | 0.55 | 1.50856 0.33 | 0.374196 8 | 0.06 | 9 | 0.03 | 0.33 | 0.287203 4105 | 0.07 | 9 | 0.03 | 5119 | 0.08 | 0.54 | 1.43602 0.54 | 1.62649 4253 | 0.07 | 1.38 | 7.01871 8 | 0.06 | 8 | 0.05 | 1.03 | 6.33824 4866 | 0.08 | 4559 | 0.07 | 0.99 | 4.64002 0.23 | 0.179838 5 | 0.14 | 10 | 0.02 | 6 | 0.12 | 0.57 | 2.53706 3540 | 0.06 | 0.22 | 0.117015 3194 | 0.05 | 6 | 0.10 | 10 | 0.02 | 3955 | 0.06 | 8 | 0.06 | 2933 | 0.05 | 4112 | 0.07 | 4699 | 0.08 | 0.12 | 0.075702 11 | 0.01 | 0.75 | 2.60728 2509 | 0.04 | 0.48 | 0.771592 0.12 | 0.057521 11 | 0.02 | 9 | 0.04 | 2005 | 0.03 | 0.07 | 0.0462672 7 | 0.08 | 12 | 0.01 | 1783 | 0.03 | 4775 | 0.08 | 1.28 | 5.68162 0.07 | 0.0175383 0.44 | 1.03867 12 | 0.01 | 4811 | 0.08 | 0.45 | 0.948071 1134 | 0.02 | 0.06 | 0.0173823 13 | 0.01 | 9 | 0.04 | 1267 | 0.02 | 9 | 0.04 | 0.04 | 0.00526065 13 | 0.01 | 440 | 0.01 | 0.05 | 0.00939056 4360 | 0.07 | 6 | 0.13 | 0.03 | 0.0017095 14 | 0.01 | 14 | 0.01 | 143 | 0.00 | 4659 | 0.08 | 830 | 0.01 | 0.01 | 0.00126061 15 | 0.01 | 49 | 0.00 | 0.01 | 0.000981598 Total opt. time = 8.16 Problem setup time = 1.00 (12.23%) Inner solver time = 0.76 (9.27%) Gradient updating time = 6.39 (78.28%) Working set time = 0.02 (0.19%) optimization finished, #iter = 15 nu = 0.137646 obj = -6583.380609, rho = -1.169320 nSV = 1861, nBSV = 544 4064 | 0.07 | 0.05 | 0.00459014 15 | 0.01 | 467 | 0.01 | 0.04 | 0.00235313 16 | 0.01 | 220 | 0.00 | 0.50 | 1.61422 0.02 | 0.00118434 17 | 0.01 | 67 | 0.00 | 0.01 | 0.0009873 Total opt. time = 8.30 Problem setup time = 1.01 (12.22%) Inner solver time = 0.74 (8.95%) Gradient updating time = 6.52 (78.60%) Working set time = 0.02 (0.21%) optimization finished, #iter = 17 nu = 0.122753 obj = -5553.980690, rho = -1.038393 nSV = 1884, nBSV = 366 1.12 | 6.02266 9 | 0.05 | 0.36 | 0.436394 10 | 0.03 | 4860 | 0.08 | 0.33 | 0.494379 4398 | 0.07 | 6 | 0.15 | 10 | 0.03 | 0.34 | 0.570684 10 | 0.03 | 3694 | 0.06 | 3876 | 0.06 | 4218 | 0.07 | 0.88 | 3.32036 0.96 | 5.34192 0.21 | 0.207416 11 | 0.02 | 0.17 | 0.283999 7 | 0.09 | 11 | 0.02 | 3636 | 0.06 | 0.75 | 1.99586 7 | 0.10 | 3352 | 0.05 | 4271 | 0.07 | 0.24 | 0.285869 4265 | 0.07 | 8 | 0.07 | 0.44 | 1.20249 11 | 0.02 | 0.14 | 0.124278 10 | 0.05 | 12 | 0.02 | 4714 | 0.08 | 3627 | 0.06 | 1.26 | 6.45748 0.15 | 0.154515 12 | 0.02 | 3105 | 0.05 | 4530 | 0.07 | 3013 | 0.05 | 0.09 | 0.0596717 0.14 | 0.198448 6 | 0.14 | 13 | 0.01 | 12 | 0.02 | 0.09 | 0.0971122 2433 | 0.04 | 13 | 0.02 | 3619 | 0.06 | 3229 | 0.05 | 2515 | 0.04 | 0.07 | 0.0336392 14 | 0.01 | 1767 | 0.03 | 0.08 | 0.065636 0.11 | 0.118079 14 | 0.02 | 13 | 0.02 | 0.05 | 0.0232226 1.08 | 6.04721 1995 | 0.03 | 15 | 0.01 | 2775 | 0.05 | 1441 | 0.02 | 0.06 | 0.0378657 0.37 | 0.712383 0.05 | 0.0119054 15 | 0.02 | 16 | 0.01 | 899 | 0.01 | 0.08 | 0.0600186 1697 | 0.03 | 7 | 0.12 | 11 | 0.04 | 14 | 0.02 | 0.04 | 0.00692627 17 | 0.01 | 2239 | 0.04 | 0.06 | 0.0215811 740 | 0.01 | 16 | 0.01 | 4046 | 0.07 | 4775 | 0.08 | 0.03 | 0.00470338 1292 | 0.02 | 0.68 | 2.47539 18 | 0.01 | 473 | 0.01 | 0.07 | 0.0429124 15 | 0.01 | 0.05 | 0.0145401 0.03 | 0.00252899 17 | 0.01 | 19 | 0.01 | 250 | 0.00 | 1835 | 0.03 | 958 | 0.02 | 8 | 0.07 | 0.02 | 0.00149255 20 | 0.01 | 0.66 | 1.33165 98 | 0.00 | 0.01 | 0.00111573 0.04 | 0.0118905 21 | 0.01 | 32 | 0.00 | 0.06 | 0.0293497 0.00 | 0.00102742 18 | 0.01 | 22 | 0.01 | 16 | 0.01 | 5 | 0.00 | 762 | 0.01 | 0.00 | 0.000976291 Total opt. time = 9.61 Problem setup time = 1.14 (11.91%) Inner solver time = 0.92 (9.57%) Gradient updating time = 7.52 (78.26%) Working set time = 0.02 (0.24%) optimization finished, #iter = 22 nu = 0.149738 obj = -7534.646281, rho = -1.277394 nSV = 2194, nBSV = 578 4613 | 0.08 | 9 | 0.06 | 1538 | 0.03 | 0.04 | 0.00746264 19 | 0.01 | 1.15 | 5.54728 542 | 0.01 | 0.05 | 0.0171695 0.86 | 3.82472 17 | 0.01 | 0.03 | 0.00568851 4753 | 0.08 | 1179 | 0.02 | 20 | 0.01 | 443 | 0.01 | 0.03 | 0.00403971 0.04 | 0.0130391 21 | 0.01 | 8 | 0.09 | 18 | 0.01 | 394 | 0.01 | 888 | 0.01 | 7 | 0.13 | 0.34 | 0.495709 0.03 | 0.00282337 22 | 0.01 | 324 | 0.01 | 0.04 | 0.00834045 12 | 0.03 | 4290 | 0.07 | 19 | 0.01 | 0.03 | 0.00173651 705 | 0.01 | 3913 | 0.07 | 23 | 0.01 | 150 | 0.00 | 0.01 | 0.00116298 0.04 | 0.00633601 24 | 0.01 | 27 | 0.00 | 0.00 | 0.00109463 4320 | 0.07 | 20 | 0.01 | 517 | 0.01 | 25 | 0.01 | 26 | 0.00 | 0.00 | 0.00108531 26 | 0.01 | 2 | 0.00 | 0.00 | 0.000983831 Total opt. time = 9.94 Problem setup time = 1.19 (11.96%) Inner solver time = 0.89 (8.92%) Gradient updating time = 7.83 (78.82%) Working set time = 0.03 (0.27%) optimization finished, #iter = 26 nu = 0.142741 obj = -6811.038091, rho = -1.079541 nSV = 2237, nBSV = 467 0.03 | 0.00524503 21 | 0.01 | 421 | 0.01 | 0.03 | 0.0037804 22 | 0.01 | 376 | 0.01 | 0.03 | 0.00287624 23 | 0.01 | 360 | 0.01 | 0.03 | 0.00205068 24 | 0.01 | 273 | 0.00 | 0.02 | 0.00126074 0.24 | 0.352865 25 | 0.01 | 69 | 0.00 | 0.01 | 0.00105751 13 | 0.02 | 26 | 0.01 | 56 | 0.00 | 0.01 | 0.00097239 Total opt. time = 10.18 Problem setup time = 1.19 (11.67%) Inner solver time = 0.99 (9.76%) Gradient updating time = 7.97 (78.28%) Working set time = 0.03 (0.26%) optimization finished, #iter = 26 nu = 0.154691 obj = -7309.431324, rho = -0.959950 nSV = 2317, nBSV = 494 0.51 | 0.8484 3868 | 0.06 | 10 | 0.05 | 0.70 | 1.99374 0.90 | 3.8685 4464 | 0.08 | 9 | 0.06 | 0.17 | 0.217224 14 | 0.02 | 1.32 | 5.82337 8 | 0.09 | 4717 | 0.08 | 3430 | 0.06 | 4517 | 0.07 | 7 | 0.13 | 0.72 | 3.20383 0.12 | 0.14555 15 | 0.02 | 3912 | 0.06 | 9 | 0.08 | 3109 | 0.05 | 4702 | 0.08 | 0.40 | 0.612064 0.10 | 0.0759221 16 | 0.02 | 11 | 0.04 | 2848 | 0.05 | 3984 | 0.07 | 0.09 | 0.0564408 17 | 0.01 | 2326 | 0.04 | 1.13 | 5.19763 0.07 | 0.046286 18 | 0.01 | 2016 | 0.03 | 0.65 | 1.50798 8 | 0.12 | 0.06 | 0.0251247 0.29 | 0.295797 19 | 0.01 | 10 | 0.06 | 12 | 0.03 | 4119 | 0.07 | 1630 | 0.03 | 0.04 | 0.0183456 20 | 0.01 | 3805 | 0.07 | 4975 | 0.08 | 1350 | 0.02 | 0.05 | 0.014419 21 | 0.01 | 1056 | 0.02 | 0.86 | 3.25903 0.04 | 0.00937862 22 | 0.01 | 890 | 0.01 | 0.20 | 0.219241 0.04 | 0.00669658 9 | 0.09 | 0.74 | 2.49762 23 | 0.01 | 13 | 0.02 | 679 | 0.01 | 0.04 | 0.00526919 24 | 0.01 | 550 | 0.01 | 3348 | 0.06 | 10 | 0.07 | 4583 | 0.08 | 0.03 | 0.00405274 25 | 0.01 | 401 | 0.01 | 4631 | 0.08 | 0.03 | 0.00340445 26 | 0.01 | 393 | 0.01 | 0.03 | 0.00225055 0.13 | 0.147164 27 | 0.01 | 260 | 0.00 | 14 | 0.02 | 0.02 | 0.00163295 28 | 0.01 | 166 | 0.00 | 0.02 | 0.00134526 3065 | 0.05 | 29 | 0.01 | 94 | 0.00 | 0.01 | 0.00115489 30 | 0.01 | 38 | 0.00 | 0.00 | 0.00102699 0.52 | 1.10153 31 | 0.01 | 30 | 0.00 | 0.00 | 0.0010633 32 | 0.01 | 12 | 0.00 | 0.00 | 0.00105203 33 | 0.01 | 1 | 0.00 | 0.00 | 0.00098654 Total opt. time = 11.82 Problem setup time = 1.40 (11.89%) Inner solver time = 1.23 (10.43%) Gradient updating time = 9.14 (77.37%) Working set time = 0.03 (0.29%) optimization finished, #iter = 33 nu = 0.188224 obj = -9370.513143, rho = -0.816735 nSV = 2785, nBSV = 673 11 | 0.05 | 0.11 | 0.0834535 15 | 0.02 | 2481 | 0.04 | 4799 | 0.08 | 1.30 | 5.41072 0.09 | 0.0579304 16 | 0.02 | 8 | 0.13 | 2136 | 0.04 | 3715 | 0.06 | 0.07 | 0.0420634 0.97 | 4.35231 17 | 0.02 | 1780 | 0.03 | 0.58 | 2.02548 0.70 | 2.64371 0.06 | 0.0251528 11 | 0.06 | 9 | 0.10 | 18 | 0.01 | 1531 | 0.03 | 10 | 0.06 | 4262 | 0.07 | 4794 | 0.08 | 0.06 | 0.0174926 0.45 | 0.717302 19 | 0.01 | 1229 | 0.02 | 4733 | 0.08 | 12 | 0.04 | 0.06 | 0.0134526 20 | 0.01 | 4325 | 0.08 | 1009 | 0.02 | 0.06 | 0.00941647 21 | 0.02 | 791 | 0.01 | 0.05 | 0.00696969 22 | 0.02 | 602 | 0.01 | 0.05 | 0.00559809 23 | 0.02 | 454 | 0.01 | 0.05 | 0.00405707 24 | 0.02 | 384 | 0.01 | 0.35 | 0.579979 0.04 | 0.00349288 0.52 | 1.58615 25 | 0.02 | 316 | 0.01 | 13 | 0.03 | 0.03 | 0.00301802 12 | 0.05 | 26 | 0.01 | 368 | 0.01 | 4162 | 0.07 | 0.03 | 0.00179099 27 | 0.01 | 210 | 0.00 | 4817 | 0.08 | 0.02 | 0.00120118 28 | 0.01 | 96 | 0.00 | 0.01 | 0.00103531 29 | 0.02 | 0.65 | 2.36661 37 | 0.00 | 0.01 | 0.00101275 30 | 0.01 | 43 | 0.00 | 0.01 | 0.000994923 Total opt. time = 13.07 Problem setup time = 1.50 (11.47%) Inner solver time = 1.19 (9.14%) Gradient updating time = 10.34 (79.11%) Working set time = 0.03 (0.25%) optimization finished, #iter = 30 nu = 0.163895 obj = -8209.498349, rho = -0.535884 nSV = 2567, nBSV = 562 11 | 0.07 | 0.25 | 0.38962 4873 | 0.08 | 14 | 0.03 | 3942 | 0.07 | 0.96 | 3.8495 1.22 | 5.14724 10 | 0.08 | 4423 | 0.07 | 0.47 | 1.09549 9 | 0.11 | 13 | 0.04 | 0.21 | 0.251605 4215 | 0.07 | 15 | 0.02 | 4668 | 0.08 | 3573 | 0.06 | 0.18 | 0.20065 16 | 0.02 | 0.63 | 1.77969 3302 | 0.06 | 12 | 0.06 | 0.36 | 1.00248 14 | 0.03 | 4991 | 0.09 | 0.13 | 0.132383 17 | 0.02 | 4489 | 0.08 | 3190 | 0.06 | 0.10 | 0.0960689 18 | 0.02 | 0.75 | 2.76468 2870 | 0.05 | 11 | 0.06 | 0.09 | 0.0729626 4607 | 0.07 | 0.29 | 0.652531 19 | 0.02 | 15 | 0.03 | 2603 | 0.05 | 4490 | 0.08 | 0.08 | 0.0547809 0.51 | 1.1568 20 | 0.02 | 2239 | 0.04 | 13 | 0.05 | 0.07 | 0.042542 21 | 0.02 | 4826 | 0.08 | 2132 | 0.04 | 0.23 | 0.447355 16 | 0.03 | 0.06 | 0.028534 22 | 0.02 | 1852 | 0.03 | 1.24 | 4.96153 4105 | 0.07 | 0.06 | 0.0245721 23 | 0.01 | 1611 | 0.03 | 10 | 0.11 | 0.05 | 0.0179199 24 | 0.01 | 4193 | 0.07 | 1309 | 0.02 | 0.22 | 0.316397 0.66 | 2.07103 0.05 | 0.0118658 25 | 0.01 | 17 | 0.02 | 1182 | 0.02 | 0.43 | 0.788428 12 | 0.06 | 14 | 0.04 | 0.05 | 0.0117324 3961 | 0.07 | 26 | 0.01 | 932 | 0.02 | 4726 | 0.08 | 0.04 | 0.00919977 4773 | 0.08 | 27 | 0.01 | 801 | 0.01 | 0.14 | 0.239034 0.04 | 0.00603105 28 | 0.01 | 18 | 0.02 | 649 | 0.01 | 0.04 | 0.00553827 3456 | 0.06 | 29 | 0.01 | 622 | 0.01 | 0.04 | 0.00433955 30 | 0.01 | 455 | 0.01 | 0.03 | 0.00365331 0.13 | 0.172102 31 | 0.01 | 353 | 0.01 | 19 | 0.02 | 0.03 | 0.00309218 32 | 0.01 | 331 | 0.01 | 3376 | 0.06 | 0.03 | 0.00268333 0.36 | 0.616872 33 | 0.01 | 301 | 0.01 | 15 | 0.03 | 0.03 | 0.00218959 34 | 0.01 | 275 | 0.01 | 0.02 | 0.0017973 35 | 0.01 | 189 | 0.00 | 4445 | 0.08 | 0.12 | 0.133866 0.02 | 0.00124453 20 | 0.02 | 36 | 0.01 | 156 | 0.00 | 0.02 | 0.00126114 37 | 0.01 | 54 | 0.00 | 0.01 | 0.00107534 3118 | 0.05 | 38 | 0.01 | 55 | 0.00 | 0.01 | 0.00125904 39 | 0.01 | 26 | 0.00 | 0.00 | 0.00108069 0.63 | 1.84973 40 | 0.01 | 36 | 0.00 | 0.01 | 0.001092 41 | 0.01 | 4 | 0.00 | 0.00 | 0.000988488 Total opt. time = 15.78 Problem setup time = 1.72 (10.93%) Inner solver time = 1.53 (9.67%) Gradient updating time = 12.48 (79.09%) Working set time = 0.05 (0.29%) optimization finished, #iter = 41 nu = 0.192027 obj = -9841.578293, rho = -0.798744 nSV = 3053, nBSV = 693 13 | 0.06 | 0.11 | 0.101889 21 | 0.02 | 2814 | 0.05 | 0.27 | 0.454354 4547 | 0.08 | 16 | 0.03 | 0.09 | 0.0726315 22 | 0.01 | 4272 | 0.07 | 2602 | 0.04 | 0.07 | 0.0518444 1.17 | 3.98465 23 | 0.01 | 2353 | 0.04 | 11 | 0.09 | 0.21 | 0.352095 0.06 | 0.0463071 17 | 0.02 | 24 | 0.01 | 4397 | 0.07 | 2147 | 0.04 | 4042 | 0.07 | 0.05 | 0.0410059 25 | 0.01 | 0.47 | 1.32489 1904 | 0.03 | 14 | 0.04 | 0.06 | 0.026174 26 | 0.01 | 0.17 | 0.258265 1640 | 0.03 | 4570 | 0.08 | 18 | 0.02 | 0.05 | 0.0178876 27 | 0.01 | 3818 | 0.07 | 1471 | 0.02 | 0.05 | 0.0141819 28 | 0.01 | 1302 | 0.02 | 0.05 | 0.0112274 0.14 | 0.168887 29 | 0.01 | 19 | 0.02 | 1111 | 0.02 | 3472 | 0.06 | 0.05 | 0.00861375 30 | 0.01 | 969 | 0.02 | 0.05 | 0.00698278 0.38 | 1.07386 31 | 0.01 | 793 | 0.01 | 0.11 | 0.124147 20 | 0.02 | 15 | 0.04 | 0.04 | 0.006027 32 | 0.01 | 674 | 0.01 | 3272 | 0.06 | 0.04 | 0.00478734 4578 | 0.08 | 33 | 0.01 | 559 | 0.01 | 0.04 | 0.00401037 34 | 0.01 | 476 | 0.01 | 0.11 | 0.112973 21 | 0.02 | 0.03 | 0.0035899 35 | 0.01 | 365 | 0.01 | 3028 | 0.05 | 0.03 | 0.00253468 0.89 | 3.59235 36 | 0.01 | 319 | 0.01 | 0.03 | 0.00249677 37 | 0.01 | 268 | 0.01 | 0.08 | 0.0948829 12 | 0.08 | 0.02 | 0.00260395 22 | 0.02 | 38 | 0.01 | 281 | 0.01 | 0.03 | 0.00240792 2563 | 0.04 | 39 | 0.01 | 254 | 0.00 | 4292 | 0.07 | 0.02 | 0.00160851 0.34 | 0.898951 40 | 0.01 | 156 | 0.00 | 16 | 0.03 | 0.02 | 0.00132722 0.07 | 0.0542298 41 | 0.01 | 130 | 0.00 | 23 | 0.02 | 0.02 | 0.001104 42 | 0.01 | 91 | 0.00 | 0.01 | 0.00111218 2460 | 0.04 | 4512 | 0.07 | 43 | 0.01 | 59 | 0.00 | 0.01 | 0.000980089 Total opt. time = 17.44 Problem setup time = 1.86 (10.66%) Inner solver time = 1.71 (9.83%) Gradient updating time = 13.81 (79.21%) Working set time = 0.05 (0.28%) optimization finished, #iter = 43 nu = 0.235642 obj = -12732.915741, rho = -0.537787 nSV = 3523, nBSV = 972 0.08 | 0.0501389 24 | 0.01 | 2232 | 0.04 | 0.07 | 0.0326021 25 | 0.01 | 1897 | 0.03 | 0.26 | 0.637107 17 | 0.03 | 0.06 | 0.0263298 26 | 0.01 | 1622 | 0.03 | 4219 | 0.07 | 0.06 | 0.0180491 27 | 0.01 | 1524 | 0.03 | 0.05 | 0.0142617 28 | 0.01 | 1283 | 0.02 | 0.05 | 0.0107719 29 | 0.01 | 0.26 | 0.458865 1103 | 0.02 | 18 | 0.03 | 0.05 | 0.00938878 30 | 0.01 | 1014 | 0.02 | 4047 | 0.07 | 0.04 | 0.00710267 31 | 0.01 | 0.89 | 2.96112 810 | 0.01 | 0.04 | 0.0055091 32 | 0.01 | 13 | 0.07 | 703 | 0.01 | 0.04 | 0.00561355 33 | 0.01 | 578 | 0.01 | 4653 | 0.07 | 0.22 | 0.327781 0.04 | 0.00399413 34 | 0.01 | 19 | 0.02 | 477 | 0.01 | 0.03 | 0.00318029 35 | 0.01 | 382 | 0.01 | 3893 | 0.07 | 0.03 | 0.00316551 36 | 0.01 | 346 | 0.01 | 0.03 | 0.00251608 37 | 0.01 | 307 | 0.01 | 0.03 | 0.0022888 38 | 0.01 | 235 | 0.00 | 0.15 | 0.260611 0.02 | 0.00214058 20 | 0.02 | 39 | 0.01 | 271 | 0.01 | 0.03 | 0.00166282 40 | 0.01 | 232 | 0.00 | 3670 | 0.06 | 0.02 | 0.0013994 41 | 0.01 | 158 | 0.00 | 0.02 | 0.00112744 42 | 0.01 | 80 | 0.00 | 0.01 | 0.00111298 43 | 0.01 | 34 | 0.00 | 0.01 | 0.00106084 44 | 0.01 | 33 | 0.00 | 0.00 | 0.00102972 0.14 | 0.220654 45 | 0.01 | 17 | 0.00 | 0.00 | 0.000973581 Total opt. time = 18.82 Problem setup time = 1.97 (10.47%) Inner solver time = 1.83 (9.70%) Gradient updating time = 14.97 (79.53%) Working set time = 0.05 (0.27%) optimization finished, #iter = 45 nu = 0.261306 obj = -14321.501577, rho = -0.623791 nSV = 3667, nBSV = 1161 21 | 0.02 | 3540 | 0.06 | 0.12 | 0.139715 22 | 0.02 | 0.73 | 2.59633 3354 | 0.05 | 14 | 0.06 | 0.10 | 0.109633 23 | 0.01 | 4941 | 0.08 | 3133 | 0.05 | 0.09 | 0.0968206 24 | 0.01 | 2819 | 0.05 | 0.07 | 0.0693501 25 | 0.01 | 2456 | 0.04 | 0.06 | 0.0531428 26 | 0.01 | 2435 | 0.04 | 0.07 | 0.0459736 27 | 0.01 | 2198 | 0.04 | 0.07 | 0.0326263 28 | 0.01 | 2094 | 0.03 | 0.72 | 2.10245 0.06 | 0.0269722 29 | 0.01 | 1755 | 0.03 | 15 | 0.07 | 0.06 | 0.020315 30 | 0.01 | 4674 | 0.07 | 1607 | 0.03 | 0.05 | 0.0160962 31 | 0.01 | 1521 | 0.03 | 0.06 | 0.012615 32 | 0.01 | 1245 | 0.02 | 0.05 | 0.010799 33 | 0.01 | 1120 | 0.02 | 0.05 | 0.00947307 34 | 0.01 | 972 | 0.02 | 0.05 | 0.00779304 35 | 0.01 | 840 | 0.01 | 0.04 | 0.00612764 36 | 0.01 | 716 | 0.01 | 0.04 | 0.0058626 37 | 0.01 | 625 | 0.01 | 0.04 | 0.00507534 38 | 0.01 | 481 | 0.01 | 0.04 | 0.00410538 39 | 0.01 | 463 | 0.01 | 0.70 | 1.84773 0.04 | 0.00328471 40 | 0.01 | 389 | 0.01 | 16 | 0.05 | 0.03 | 0.00296388 41 | 0.01 | 295 | 0.01 | 0.03 | 0.00253792 4651 | 0.07 | 42 | 0.01 | 296 | 0.01 | 0.03 | 0.00227976 43 | 0.01 | 269 | 0.00 | 0.03 | 0.00220248 44 | 0.01 | 230 | 0.00 | 0.02 | 0.00177376 45 | 0.01 | 209 | 0.00 | 0.02 | 0.00153708 46 | 0.01 | 156 | 0.00 | 0.02 | 0.0012504 47 | 0.01 | 90 | 0.00 | 0.01 | 0.00120952 48 | 0.01 | 103 | 0.00 | 0.01 | 0.0012379 49 | 0.01 | 53 | 0.00 | 0.01 | 0.00122771 50 | 0.01 | 71 | 0.00 | 0.01 | 0.00116406 51 | 0.01 | 32 | 0.00 | 0.00 | 0.00111127 52 | 0.01 | 23 | 0.00 | 0.00 | 0.00121481 53 | 0.01 | 10 | 0.00 | 0.00 | 0.000997342 Total opt. time = 21.25 Problem setup time = 2.19 (10.28%) Inner solver time = 1.94 (9.14%) Gradient updating time = 17.05 (80.24%) Working set time = 0.07 (0.31%) optimization finished, #iter = 53 nu = 0.258339 obj = -15303.134041, rho = -0.823474 nSV = 3986, nBSV = 1221 0.49 | 1.51792 17 | 0.04 | 4515 | 0.07 | 0.45 | 1.205 18 | 0.04 | 4598 | 0.07 | 0.32 | 0.953832 19 | 0.03 | 4493 | 0.07 | 0.32 | 0.759782 20 | 0.03 | 4581 | 0.07 | 0.31 | 0.674551 21 | 0.03 | 4249 | 0.07 | 0.26 | 0.558289 22 | 0.02 | 4421 | 0.07 | 0.21 | 0.407746 23 | 0.02 | 4042 | 0.06 | 0.16 | 0.349777 24 | 0.02 | 3992 | 0.06 | 0.20 | 0.257974 25 | 0.02 | 3674 | 0.06 | 0.15 | 0.198393 26 | 0.02 | 3542 | 0.06 | 0.13 | 0.192314 27 | 0.01 | 3364 | 0.05 | 0.10 | 0.158172 28 | 0.02 | 3362 | 0.05 | 0.12 | 0.10984 29 | 0.02 | 2965 | 0.05 | 0.10 | 0.104827 30 | 0.01 | 2857 | 0.05 | 0.09 | 0.0819458 31 | 0.01 | 2819 | 0.04 | 0.08 | 0.0692575 32 | 0.01 | 2689 | 0.04 | 0.09 | 0.0616433 33 | 0.01 | 2326 | 0.04 | 0.09 | 0.0490704 34 | 0.01 | 2260 | 0.04 | 0.07 | 0.0343368 35 | 0.01 | 2074 | 0.03 | 0.07 | 0.0274087 36 | 0.01 | 1890 | 0.03 | 0.07 | 0.0257534 37 | 0.01 | 1806 | 0.03 | 0.07 | 0.0230027 38 | 0.01 | 1664 | 0.03 | 0.07 | 0.0182397 39 | 0.01 | 1542 | 0.02 | 0.06 | 0.0175928 40 | 0.01 | 1366 | 0.02 | 0.06 | 0.0126099 41 | 0.01 | 1238 | 0.02 | 0.06 | 0.00945576 42 | 0.01 | 1234 | 0.02 | 0.06 | 0.00882239 43 | 0.01 | 1051 | 0.02 | 0.06 | 0.00741174 44 | 0.01 | 918 | 0.01 | 0.05 | 0.00714124 45 | 0.01 | 802 | 0.01 | 0.05 | 0.00520683 46 | 0.01 | 705 | 0.01 | 0.05 | 0.00452054 47 | 0.01 | 661 | 0.01 | 0.05 | 0.00407013 48 | 0.01 | 525 | 0.01 | 0.04 | 0.00363404 49 | 0.01 | 518 | 0.01 | 0.04 | 0.00336204 50 | 0.01 | 477 | 0.01 | 0.04 | 0.00276542 51 | 0.01 | 340 | 0.01 | 0.04 | 0.00275444 52 | 0.01 | 320 | 0.01 | 0.03 | 0.00239698 53 | 0.01 | 290 | 0.01 | 0.03 | 0.00196825 54 | 0.01 | 227 | 0.00 | 0.03 | 0.00207073 55 | 0.01 | 249 | 0.00 | 0.03 | 0.0018303 56 | 0.01 | 138 | 0.00 | 0.02 | 0.00156394 57 | 0.01 | 212 | 0.00 | 0.03 | 0.00142434 58 | 0.01 | 179 | 0.00 | 0.02 | 0.00141685 59 | 0.01 | 163 | 0.00 | 0.02 | 0.00118877 60 | 0.01 | 59 | 0.00 | 0.01 | 0.00119455 61 | 0.01 | 64 | 0.00 | 0.01 | 0.00112756 62 | 0.01 | 22 | 0.00 | 0.00 | 0.00120759 63 | 0.01 | 69 | 0.00 | 0.01 | 0.00129151 64 | 0.01 | 6 | 0.00 | 0.00 | 0.00100401 65 | 0.01 | 37 | 0.00 | 0.01 | 0.00109548 66 | 0.01 | 25 | 0.00 | 0.00 | 0.00104778 67 | 0.01 | 8 | 0.00 | 0.00 | 0.00103555 68 | 0.01 | 56 | 0.00 | 0.01 | 0.00103543 69 | 0.01 | 1 | 0.00 | 0.00 | 0.00100632 70 | 0.01 | 17 | 0.00 | 0.00 | 0.00105649 71 | 0.01 | 2 | 0.00 | 0.00 | 0.00110019 72 | 0.01 | 1 | 0.00 | 0.00 | 0.000990836 Total opt. time = 28.15 Problem setup time = 2.66 (9.46%) Inner solver time = 2.43 (8.63%) Gradient updating time = 22.95 (81.52%) Working set time = 0.10 (0.36%) optimization finished, #iter = 72 nu = 0.276266 obj = -18713.310637, rho = -0.603754 nSV = 4818, nBSV = 1540 83 classifier 16: 1-34 with 6854 and 6854 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 1 | 0.18 | 1355 | 0.01 | 0.65 | 5.07127 2 | 0.15 | 3638 | 0.05 | 1.07 | 5.06017 3 | 0.13 | 3789 | 0.06 | 0.59 | 2.94827 4 | 0.08 | 4501 | 0.07 | 0.45 | 1.92566 5 | 0.06 | 4211 | 0.06 | 0.32 | 1.03045 6 | 0.04 | 4064 | 0.06 | 0.22 | 0.658168 7 | 0.03 | 3607 | 0.06 | 0.16 | 0.307245 8 | 0.03 | 3352 | 0.05 | 0.15 | 0.232534 9 | 0.03 | 2924 | 0.05 | 0.15 | 0.130436 10 | 0.02 | 2459 | 0.04 | 0.13 | 0.0570257 11 | 0.02 | 1690 | 0.03 | 0.09 | 0.0253598 12 | 0.02 | 1035 | 0.02 | 0.07 | 0.0124803 13 | 0.01 | 687 | 0.01 | 0.05 | 0.00493646 14 | 0.01 | 302 | 0.01 | 0.03 | 0.00241204 15 | 0.01 | 111 | 0.00 | 0.02 | 0.00118808 16 | 0.01 | 37 | 0.00 | 0.00 | 0.00110799 17 | 0.01 | 6 | 0.00 | 0.00 | 0.000950207 Total opt. time = 5.58 Problem setup time = 0.84 (14.99%) Inner solver time = 0.58 (10.37%) Gradient updating time = 4.14 (74.31%) Working set time = 0.02 (0.31%) optimization finished, #iter = 17 nu = 0.073308 obj = -3131.246334, rho = -1.224672 nSV = 1439, nBSV = 165 93 classifier 17: 1-44 with 6851 and 6851 samples 76 classifier 18: 1-27 with 6794 and 6794 samples 0 classifier 19: 0-1 with 6667 and 6667 samples 97 classifier 20: 1-48 with 6629 and 6629 samples 74 classifier 21: 1-25 with 6623 and 6623 samples 200 classifier 22: 4-7 with 6617 and 6617 samples 96 classifier 23: 1-47 with 6609 and 6609 samples 70 classifier 24: 1-21 with 6592 and 6592 samples 88 classifier 25: 1-39 with 6589 and 6589 samples 73 classifier 26: 1-24 with 6582 and 6582 samples 63 classifier 32: 1-14 with 6530 and 6530 samples 54 classifier 27: 1-5 with 6580 and 6580 samples 91 classifier 28: 1-42 with 6575 and 6575 samples 58 classifier 31: 1-9 with 6539 and 6539 samples 67 classifier 30: 1-18 with 6550 and 6550 samples 95 classifier 29: 1-46 with 6572 and 6572 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 663 | 0.01 | 1 | 0.19 | 1 | 0.19 | 1 | 0.19 | 1 | 0.19 | 868 | 0.01 | 1 | 0.19 | 1 | 0.19 | 944 | 0.01 | 1 | 0.19 | 472 | 0.00 | 1 | 0.19 | 1 | 0.19 | 1 | 0.19 | 1 | 0.19 | 635 | 0.01 | 681 | 0.01 | 1 | 0.19 | 749 | 0.01 | 539 | 0.01 | 725 | 0.01 | 643 | 0.01 | 903 | 0.01 | 879 | 0.01 | 1369 | 0.01 | 1318 | 0.01 | 1201 | 0.02 | 3695 | 0.05 | 0.35 | 4.25625 0.38 | 5.07751 0.37 | 5.53617 0.39 | 4.59399 0.41 | 4.35313 0.41 | 4.64035 0.41 | 5.27294 0.43 | 5.18137 0.47 | 4.54525 2 | 0.13 | 0.49 | 4.74299 0.51 | 5.55624 2 | 0.14 | 2 | 0.13 | 2024 | 0.03 | 0.51 | 4.83088 2 | 0.14 | 2243 | 0.03 | 2872 | 0.04 | 2 | 0.13 | 2 | 0.14 | 1965 | 0.03 | 2 | 0.14 | 2 | 0.15 | 2078 | 0.03 | 2592 | 0.04 | 2725 | 0.04 | 2 | 0.14 | 2854 | 0.04 | 2 | 0.13 | 2618 | 0.04 | 2 | 0.15 | 2 | 0.14 | 2854 | 0.04 | 2777 | 0.04 | 2830 | 0.04 | 0.72 | 4.73782 0.74 | 5.26372 0.75 | 4.83423 2 | 0.14 | 2 | 0.16 | 2 | 0.16 | 3330 | 0.06 | 3722 | 0.06 | 3329 | 0.05 | 0.81 | 2.55036 0.85 | 3.14223 0.90 | 2.92792 0.88 | 3.39169 3 | 0.12 | 2193 | 0.03 | 0.93 | 2.57875 3 | 0.11 | 3 | 0.12 | 0.97 | 2.26753 0.88 | 2.81931 2354 | 0.03 | 2310 | 0.03 | 3 | 0.11 | 2143 | 0.03 | 1.06 | 2.74758 3 | 0.11 | 1.60 | 6.618 1.01 | 3.89777 3 | 0.11 | 3 | 0.12 | 2843 | 0.04 | 2731 | 0.04 | 2485 | 0.04 | 3 | 0.12 | 1.12 | 2.66091 2718 | 0.04 | 3 | 0.12 | 2 | 0.14 | 1.08 | 3.0974 1.11 | 2.48476 0.31 | 1.18912 2719 | 0.04 | 4066 | 0.06 | 3 | 0.12 | 4 | 0.06 | 2136 | 0.03 | 2904 | 0.04 | 3 | 0.12 | 3 | 0.13 | 2752 | 0.04 | 2791 | 0.04 | 0.37 | 1.91585 0.44 | 2.54195 0.44 | 2.03436 4 | 0.06 | 0.35 | 1.76207 4 | 0.06 | 2128 | 0.03 | 4 | 0.07 | 1.12 | 3.97357 2321 | 0.03 | 0.33 | 2.13693 2122 | 0.03 | 0.43 | 2.12667 0.41 | 1.85554 0.22 | 0.635926 4 | 0.06 | 2885 | 0.04 | 4 | 0.06 | 5 | 0.04 | 4 | 0.06 | 1.21 | 5.63369 4 | 0.07 | 1777 | 0.02 | 2696 | 0.04 | 3200 | 0.04 | 3 | 0.14 | 2709 | 0.04 | 1.30 | 4.0543 0.45 | 1.83375 3835 | 0.06 | 3 | 0.13 | 0.13 | 0.136826 4 | 0.07 | 0.27 | 0.983904 0.23 | 0.752633 0.40 | 2.14474 0.26 | 0.537633 6 | 0.03 | 3 | 0.12 | 4093 | 0.06 | 996 | 0.01 | 2912 | 0.04 | 5 | 0.04 | 5 | 0.04 | 5 | 0.04 | 0.50 | 2.52516 4 | 0.06 | 1951 | 0.03 | 2083 | 0.03 | 0.26 | 0.810033 1932 | 0.03 | 0.06 | 0.00099875 Total opt. time = 2.62 Problem setup time = 0.57 (21.73%) Inner solver time = 0.13 (4.93%) Gradient updating time = 1.92 (73.11%) Working set time = 0.01 (0.21%) optimization finished, #iter = 6 nu = 0.033994 obj = -1337.598906, rho = -1.495456 nSV = 600, nBSV = 87 3544 | 0.07 | 2939 | 0.04 | 5 | 0.05 | 0.50 | 1.65705 4 | 0.07 | 0.28 | 0.958731 0.27 | 0.994288 2635 | 0.04 | 0.28 | 0.803687 2977 | 0.04 | 5 | 0.05 | 5 | 0.05 | 4 | 0.07 | 0.14 | 0.479868 2395 | 0.03 | 5 | 0.05 | 0.15 | 0.305619 2888 | 0.04 | 0.16 | 0.33863 6 | 0.04 | 2391 | 0.04 | 3353 | 0.05 | 6 | 0.03 | 6 | 0.04 | 1864 | 0.03 | 1822 | 0.03 | 1697 | 0.03 | 0.15 | 0.409964 0.29 | 1.02594 6 | 0.03 | 0.15 | 0.40338 5 | 0.05 | 2495 | 0.04 | 0.16 | 0.270089 6 | 0.03 | 0.16 | 0.241398 2680 | 0.04 | 0.15 | 0.247953 6 | 0.04 | 0.32 | 1.08804 0.14 | 0.0973702 0.14 | 0.0782104 2311 | 0.03 | 6 | 0.04 | 2417 | 0.03 | 0.95 | 6.94456 7 | 0.04 | 7 | 0.03 | 7 | 0.03 | 5 | 0.05 | 2161 | 0.03 | 1092 | 0.02 | 1482 | 0.02 | 1758 | 0.03 | 0.12 | 0.228774 2789 | 0.04 | 0.36 | 1.30283 7 | 0.03 | 0.30 | 0.488369 0.13 | 0.247924 2384 | 0.03 | 0.16 | 0.641452 0.10 | 0.00577516 0.12 | 0.107999 5 | 0.05 | 3 | 0.13 | 7 | 0.03 | 0.67 | 2.62624 8 | 0.02 | 55 | 0.00 | 5 | 0.05 | 7 | 0.03 | 6 | 0.04 | 0.01 | 0.000970869 Total opt. time = 3.15 Problem setup time = 0.63 (20.03%) Inner solver time = 0.17 (5.34%) Gradient updating time = 2.34 (74.35%) Working set time = 0.01 (0.24%) optimization finished, #iter = 8 nu = 0.032400 obj = -1249.518937, rho = -1.444781 nSV = 671, nBSV = 65 0.14 | 0.0191102 0.13 | 0.144679 0.14 | 0.0750583 2823 | 0.04 | 2122 | 0.03 | 1553 | 0.02 | 8 | 0.02 | 230 | 0.00 | 2599 | 0.04 | 3659 | 0.06 | 7 | 0.03 | 2815 | 0.04 | 8 | 0.03 | 0.58 | 2.85627 1358 | 0.02 | 0.03 | 0.000980399 Total opt. time = 3.21 Problem setup time = 0.62 (19.45%) Inner solver time = 0.17 (5.43%) Gradient updating time = 2.40 (74.85%) Working set time = 0.01 (0.23%) optimization finished, #iter = 8 nu = 0.035005 obj = -1286.090072, rho = -1.395828 nSV = 756, nBSV = 58 0.17 | 0.94426 1595 | 0.02 | 4 | 0.08 | 0.13 | 0.074927 0.67 | 3.86152 6 | 0.04 | 0.09 | 0.000957758 Total opt. time = 3.25 Problem setup time = 0.60 (18.56%) Inner solver time = 0.22 (6.81%) Gradient updating time = 2.42 (74.41%) Working set time = 0.01 (0.20%) optimization finished, #iter = 7 nu = 0.058941 obj = -2512.993939, rho = -1.670925 nSV = 848, nBSV = 180 8 | 0.03 | 4038 | 0.06 | 4 | 0.08 | 2599 | 0.04 | 1625 | 0.02 | 0.13 | 0.136026 0.10 | 0.000965551 Total opt. time = 3.31 Problem setup time = 0.63 (19.12%) Inner solver time = 0.21 (6.21%) Gradient updating time = 2.46 (74.44%) Working set time = 0.01 (0.20%) optimization finished, #iter = 7 nu = 0.040579 obj = -1700.224410, rho = -1.598425 nSV = 734, nBSV = 114 4 | 0.09 | 0.14 | 0.516362 8 | 0.03 | 1354 | 0.02 | 0.16 | 0.113865 0.14 | 0.0645899 3858 | 0.07 | 7 | 0.03 | 0.21 | 0.74648 6 | 0.03 | 9 | 0.03 | 4492 | 0.07 | 2485 | 0.04 | 873 | 0.01 | 0.12 | 0.00657625 1198 | 0.02 | 6 | 0.04 | 0.13 | 0.400707 9 | 0.02 | 72 | 0.00 | 0.01 | 0.000995451 Total opt. time = 3.44 Problem setup time = 0.65 (18.80%) Inner solver time = 0.25 (7.42%) Gradient updating time = 2.53 (73.51%) Working set time = 0.01 (0.25%) optimization finished, #iter = 9 nu = 0.049694 obj = -2083.318739, rho = -1.220387 nSV = 821, nBSV = 130 0.05 | 0.00096985 Total opt. time = 3.44 Problem setup time = 0.62 (18.06%) Inner solver time = 0.20 (5.68%) Gradient updating time = 2.62 (76.08%) Working set time = 0.01 (0.16%) optimization finished, #iter = 6 nu = 0.057709 obj = -2445.848375, rho = -2.190239 nSV = 810, nBSV = 184 0.10 | 0.0138471 2691 | 0.04 | 7 | 0.03 | 9 | 0.02 | 184 | 0.00 | 2480 | 0.04 | 0.01 | 0.000983772 Total opt. time = 3.49 Problem setup time = 0.67 (19.07%) Inner solver time = 0.24 (6.84%) Gradient updating time = 2.58 (73.80%) Working set time = 0.01 (0.25%) optimization finished, #iter = 9 nu = 0.048277 obj = -1916.619485, rho = -1.709629 nSV = 888, nBSV = 114 0.13 | 0.181827 0.12 | 0.00697699 10 | 0.03 | 8 | 0.03 | 125 | 0.00 | 0.02 | 0.000971264 Total opt. time = 3.57 Problem setup time = 0.73 (20.38%) Inner solver time = 0.22 (6.22%) Gradient updating time = 2.61 (73.07%) Working set time = 0.01 (0.28%) optimization finished, #iter = 10 nu = 0.032198 obj = -1236.710685, rho = -1.369534 nSV = 779, nBSV = 55 87 classifier 33: 1-38 with 6529 and 6529 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 2328 | 0.03 | 0.16 | 0.248595 0.13 | 0.223427 7 | 0.04 | 8 | 0.03 | 2448 | 0.04 | 2503 | 0.04 | 0.42 | 1.08364 0.13 | 0.129752 0.39 | 1.42204 5 | 0.05 | 9 | 0.03 | 1 | 0.19 | 373 | 0.00 | 2235 | 0.03 | 5 | 0.06 | 0.13 | 0.126909 4008 | 0.06 | 0.15 | 0.142687 9 | 0.03 | 8 | 0.03 | 3727 | 0.07 | 2238 | 0.03 | 2115 | 0.03 | 0.52 | 2.12165 0.13 | 0.0571098 10 | 0.03 | 1231 | 0.02 | 0.78 | 6.33932 5 | 0.07 | 0.13 | 0.063452 10 | 0.03 | 0.13 | 0.0368983 4554 | 0.07 | 1155 | 0.02 | 9 | 0.03 | 0.11 | 0.00199421 0.25 | 0.473408 639 | 0.01 | 11 | 0.02 | 32 | 0.00 | 0.01 | 0.000992313 Total opt. time = 4.09 Problem setup time = 0.74 (18.04%) Inner solver time = 0.33 (8.12%) Gradient updating time = 3.01 (73.54%) Working set time = 0.01 (0.27%) optimization finished, #iter = 11 nu = 0.044343 obj = -1755.866580, rho = -1.177176 nSV = 964, nBSV = 95 4 | 0.13 | 0.23 | 1.36497 6 | 0.03 | 0.34 | 4.58018 0.06 | 0.000936012 Total opt. time = 4.13 Problem setup time = 0.72 (17.38%) Inner solver time = 0.30 (7.30%) Gradient updating time = 3.10 (75.09%) Working set time = 0.01 (0.21%) optimization finished, #iter = 9 nu = 0.064401 obj = -2773.036088, rho = -1.543330 nSV = 929, nBSV = 213 0.08 | 0.000955138 Total opt. time = 4.13 Problem setup time = 0.71 (17.26%) Inner solver time = 0.33 (8.07%) Gradient updating time = 3.08 (74.41%) Working set time = 0.01 (0.23%) optimization finished, #iter = 10 nu = 0.051394 obj = -2054.739811, rho = -1.290171 nSV = 924, nBSV = 128 6 | 0.04 | 3272 | 0.05 | 3831 | 0.06 | 3592 | 0.06 | 2 | 0.13 | 1637 | 0.02 | 0.18 | 0.189121 0.29 | 1.19187 7 | 0.03 | 0.16 | 0.781056 6 | 0.04 | 2762 | 0.04 | 7 | 0.04 | 4552 | 0.07 | 3706 | 0.06 | 0.14 | 0.052897 8 | 0.02 | 1590 | 0.03 | 0.16 | 0.550122 0.22 | 0.979414 8 | 0.04 | 7 | 0.03 | 0.11 | 0.00661712 9 | 0.02 | 151 | 0.00 | 3497 | 0.06 | 0.01 | 0.00176752 10 | 0.01 | 19 | 0.00 | 0.00 | 0.00099 Total opt. time = 4.76 Problem setup time = 0.72 (15.08%) Inner solver time = 0.37 (7.88%) Gradient updating time = 3.65 (76.80%) Working set time = 0.01 (0.21%) optimization finished, #iter = 10 nu = 0.060903 obj = -2370.302152, rho = -1.631445 nSV = 1152, nBSV = 120 4214 | 0.07 | 0.56 | 2.17131 0.15 | 0.615792 0.14 | 0.530581 3 | 0.10 | 9 | 0.03 | 1427 | 0.02 | 8 | 0.03 | 3626 | 0.06 | 0.84 | 5.93574 4118 | 0.07 | 5 | 0.13 | 0.15 | 0.370177 0.15 | 0.380381 0.23 | 0.520563 10 | 0.03 | 9 | 0.03 | 3787 | 0.06 | 4 | 0.05 | 1266 | 0.02 | 3721 | 0.06 | 3924 | 0.06 | 0.10 | 0.000993552 Total opt. time = 1.74 Problem setup time = 0.46 (26.11%) Inner solver time = 0.05 (3.08%) Gradient updating time = 1.23 (70.59%) Working set time = 0.00 (0.18%) optimization finished, #iter = 4 nu = 0.021576 obj = -880.975550, rho = -1.542384 nSV = 386, nBSV = 53 52 classifier 34: 1-3 with 6477 and 6477 samples 92 classifier 37: 1-43 with 6467 and 6467 samples 80 classifier 35: 1-31 with 6471 and 6471 samples 84 classifier 38: 1-35 with 6461 and 6461 samples 77 classifier 36: 1-28 with 6469 and 6469 samples 90 classifier 46: 1-41 with 6390 and 6390 samples 82 classifier 39: 1-33 with 6449 and 6449 samples 89 classifier 40: 1-40 with 6445 and 6445 samples 79 classifier 42: 1-30 with 6414 and 6414 samples 81 classifier 41: 1-32 with 6436 and 6436 samples 86 classifier 43: 1-37 with 6414 and 6414 samples 75 classifier 44: 1-26 with 6410 and 6410 samples 94 classifier 45: 1-45 with 6407 and 6407 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 0.15 | 0.381643 0.15 | 0.317493 11 | 0.03 | 10 | 0.03 | 3523 | 0.06 | 3767 | 0.06 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 259 | 0.00 | 302 | 0.00 | 410 | 0.00 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.19 | 173 | 0.00 | 319 | 0.00 | 1 | 0.19 | 338 | 0.00 | 1 | 0.19 | 1 | 0.19 | 193 | 0.00 | 186 | 0.00 | 466 | 0.00 | 399 | 0.00 | 1 | 0.19 | 1 | 0.19 | 1 | 0.19 | 198 | 0.00 | 175 | 0.00 | 249 | 0.00 | 0.12 | 4.17127 0.12 | 3.64644 0.12 | 4.73579 0.17 | 0.203386 0.13 | 4.29459 0.12 | 4.74836 0.17 | 0.241974 0.15 | 4.21068 11 | 0.03 | 12 | 0.04 | 0.18 | 4.23719 2 | 0.06 | 0.17 | 4.23199 553 | 0.01 | 2 | 0.06 | 2 | 0.06 | 599 | 0.01 | 906 | 0.01 | 2 | 0.07 | 2 | 0.08 | 1044 | 0.01 | 0.22 | 5.63288 1077 | 0.01 | 3421 | 0.06 | 3569 | 0.06 | 0.23 | 4.29477 2 | 0.07 | 0.23 | 4.99167 1039 | 0.01 | 0.24 | 4.43272 2 | 0.09 | 2 | 0.10 | 906 | 0.01 | 1712 | 0.02 | 2 | 0.11 | 2 | 0.11 | 2 | 0.11 | 2097 | 0.02 | 1418 | 0.02 | 1410 | 0.02 | 2 | 0.11 | 0.14 | 0.165642 1390 | 0.02 | 0.38 | 4.74002 0.16 | 0.227441 12 | 0.03 | 0.23 | 2.32337 13 | 0.03 | 3302 | 0.06 | 3 | 0.04 | 0.27 | 1.07077 697 | 0.01 | 3259 | 0.06 | 2 | 0.12 | 0.83 | 6.20263 3 | 0.06 | 518 | 0.01 | 1633 | 0.02 | 0.34 | 1.5485 0.37 | 2.21014 0.12 | 1.60161 0.15 | 0.118594 3 | 0.07 | 4 | 0.04 | 6 | 0.12 | 747 | 0.01 | 1186 | 0.01 | 13 | 0.03 | 0.12 | 0.463918 3 | 0.08 | 0.43 | 1.37108 0.17 | 0.145274 854 | 0.01 | 0.42 | 1.79448 4 | 0.03 | 0.40 | 1.51172 467 | 0.00 | 14 | 0.04 | 3528 | 0.06 | 2880 | 0.05 | 3 | 0.07 | 3 | 0.06 | 1021 | 0.01 | 949 | 0.01 | 2896 | 0.05 | 0.11 | 0.372192 0.07 | 0.104058 3 | 0.08 | 1108 | 0.01 | 5 | 0.02 | 205 | 0.00 | 5 | 0.04 | 707 | 0.01 | 0.03 | 0.000961315 Total opt. time = 0.99 Problem setup time = 0.37 (36.83%) Inner solver time = 0.02 (1.95%) Gradient updating time = 0.60 (60.70%) Working set time = 0.00 (0.44%) optimization finished, #iter = 5 nu = 0.007294 obj = -251.830272, rho = -1.533137 nSV = 184, nBSV = 12 0.16 | 0.887446 0.18 | 1.04919 0.16 | 0.0694173 4 | 0.04 | 4 | 0.05 | 1098 | 0.01 | 766 | 0.01 | 14 | 0.03 | 0.10 | 0.0526334 0.18 | 1.22335 0.17 | 0.0782221 0.19 | 1.32316 2032 | 0.04 | 6 | 0.02 | 0.63 | 2.12014 281 | 0.00 | 4 | 0.04 | 15 | 0.03 | 0.02 | 0.00252469 997 | 0.01 | 4 | 0.04 | 0.09 | 0.18513 0.09 | 0.373362 0.58 | 2.30296 975 | 0.01 | 7 | 0.02 | 31 | 0.00 | 0.00 | 0.00098505 Total opt. time = 1.16 Problem setup time = 0.41 (35.52%) Inner solver time = 0.03 (2.79%) Gradient updating time = 0.71 (61.04%) Working set time = 0.01 (0.57%) optimization finished, #iter = 7 nu = 0.010091 obj = -438.551045, rho = -1.851499 nSV = 231, nBSV = 30 100 classifier 47: 1-51 with 6378 and 6378 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 0.21 | 1.18872 5 | 0.03 | 2274 | 0.04 | 772 | 0.01 | 0.63 | 2.39639 5 | 0.04 | 0.64 | 1.87141 725 | 0.01 | 3 | 0.09 | 4 | 0.04 | 0.12 | 0.0272031 923 | 0.01 | 1739 | 0.02 | 0.06 | 0.0135905 3 | 0.09 | 15 | 0.02 | 6 | 0.02 | 1463 | 0.02 | 78 | 0.00 | 0.12 | 0.500215 0.01 | 0.000971478 Total opt. time = 1.26 Problem setup time = 0.40 (32.16%) Inner solver time = 0.05 (3.58%) Gradient updating time = 0.80 (63.78%) Working set time = 0.01 (0.43%) optimization finished, #iter = 6 nu = 0.016634 obj = -630.080640, rho = -2.572653 nSV = 291, nBSV = 37 1352 | 0.02 | 0.12 | 0.586926 0.09 | 0.0158765 0.73 | 2.21798 3 | 0.10 | 3 | 0.10 | 5 | 0.04 | 6 | 0.02 | 76 | 0.00 | 1411 | 0.02 | 1453 | 0.02 | 0.01 | 0.000992773 Total opt. time = 1.30 Problem setup time = 0.43 (33.30%) Inner solver time = 0.04 (2.79%) Gradient updating time = 0.83 (63.42%) Working set time = 0.01 (0.42%) optimization finished, #iter = 6 nu = 0.014910 obj = -603.105272, rho = -2.651527 nSV = 263, nBSV = 38 5 | 0.03 | 949 | 0.01 | 0.14 | 0.0402811 0.10 | 0.114773 1019 | 0.01 | 16 | 0.02 | 5 | 0.02 | 557 | 0.01 | 0.09 | 0.0119069 1 | 0.19 | 100 | 0.00 | 1276 | 0.02 | 16 | 0.02 | 3 | 0.10 | 0.67 | 2.25328 775 | 0.01 | 0.04 | 0.000987347 Total opt. time = 1.39 Problem setup time = 0.43 (30.71%) Inner solver time = 0.04 (3.09%) Gradient updating time = 0.91 (65.83%) Working set time = 0.00 (0.31%) optimization finished, #iter = 5 nu = 0.012232 obj = -454.055181, rho = -1.486989 nSV = 293, nBSV = 19 1850 | 0.02 | 0.10 | 0.0527813 0.07 | 3.2579 0.11 | 0.182307 0.08 | 0.0122432 6 | 0.02 | 407 | 0.00 | 0.06 | 0.00530049 6 | 0.03 | 17 | 0.02 | 617 | 0.01 | 17 | 0.01 | 2 | 0.05 | 356 | 0.01 | 658 | 0.01 | 459 | 0.00 | 0.03 | 0.000979 Total opt. time = 1.47 Problem setup time = 0.43 (29.04%) Inner solver time = 0.05 (3.41%) Gradient updating time = 0.99 (67.12%) Working set time = 0.01 (0.37%) optimization finished, #iter = 6 nu = 0.014501 obj = -561.594716, rho = -2.277751 nSV = 296, nBSV = 33 3 | 0.10 | 0.24 | 1.16629 1743 | 0.02 | 0.04 | 0.00245553 0.05 | 0.0067593 0.05 | 0.00462048 18 | 0.02 | 150 | 0.00 | 7 | 0.02 | 51 | 0.00 | 0.01 | 0.000948476 Total opt. time = 1.53 Problem setup time = 0.44 (28.66%) Inner solver time = 0.05 (3.56%) Gradient updating time = 1.03 (67.31%) Working set time = 0.01 (0.42%) optimization finished, #iter = 7 nu = 0.016767 obj = -716.345138, rho = -1.939330 nSV = 312, nBSV = 48 4 | 0.04 | 18 | 0.02 | 0.32 | 1.89318 0.02 | 0.00156684 258 | 0.01 | 1364 | 0.02 | 19 | 0.01 | 0.27 | 1.37599 33 | 0.00 | 0.00 | 0.00109054 0.03 | 0.0017078 0.28 | 0.74621 20 | 0.01 | 11 | 0.00 | 0.00 | 0.00100114 19 | 0.01 | 50 | 0.00 | 0.01 | 0.000962435 Total opt. time = 6.92 Problem setup time = 1.02 (14.80%) Inner solver time = 0.91 (13.08%) Gradient updating time = 4.97 (71.80%) Working set time = 0.02 (0.29%) optimization finished, #iter = 19 nu = 0.072538 obj = -3302.985281, rho = 1.138171 nSV = 1410, nBSV = 202 4 | 0.05 | 21 | 0.01 | 10 | 0.00 | 0.00 | 0.00096572 Total opt. time = 6.93 Problem setup time = 1.00 (14.47%) Inner solver time = 0.87 (12.57%) Gradient updating time = 5.03 (72.61%) Working set time = 0.02 (0.32%) optimization finished, #iter = 21 nu = 0.092990 obj = -4150.831440, rho = -1.702535 nSV = 1544, nBSV = 268 4 | 0.05 | 1617 | 0.02 | 0.74 | 5.49971 4 | 0.05 | 1365 | 0.02 | 1256 | 0.02 | 0.14 | 1.11233 0.31 | 1.30206 5 | 0.03 | 7 | 0.11 | 1407 | 0.02 | 4 | 0.06 | 0.15 | 0.605819 0.30 | 0.938245 1840 | 0.02 | 3964 | 0.06 | 0.15 | 0.128599 0.29 | 0.634569 0.17 | 0.343775 5 | 0.04 | 1680 | 0.02 | 5 | 0.03 | 3 | 0.06 | 5 | 0.04 | 455 | 0.00 | 913 | 0.01 | 0.11 | 0.300626 4 | 0.05 | 1161 | 0.01 | 1666 | 0.02 | 6 | 0.03 | 1377 | 0.02 | 0.09 | 0.285251 0.12 | 0.329832 0.17 | 0.761547 0.11 | 0.0302467 0.11 | 0.0915124 4 | 0.03 | 331 | 0.00 | 6 | 0.02 | 6 | 0.04 | 165 | 0.00 | 5 | 0.04 | 6 | 0.03 | 1441 | 0.02 | 0.10 | 0.0748406 0.02 | 0.000987719 Total opt. time = 2.00 Problem setup time = 0.50 (24.91%) Inner solver time = 0.07 (3.32%) Gradient updating time = 1.43 (71.45%) Working set time = 0.01 (0.27%) optimization finished, #iter = 6 nu = 0.017484 obj = -634.640912, rho = -1.321922 nSV = 465, nBSV = 26 493 | 0.01 | 1596 | 0.02 | 0.05 | 0.00448218 7 | 0.03 | 795 | 0.01 | 5 | 0.02 | 18 | 0.00 | 0.00 | 0.000972179 Total opt. time = 0.88 Problem setup time = 0.35 (39.39%) Inner solver time = 0.01 (1.50%) Gradient updating time = 0.52 (58.54%) Working set time = 0.00 (0.49%) optimization finished, #iter = 5 nu = 0.004020 obj = -137.248069, rho = -1.317058 nSV = 129, nBSV = 5 71 classifier 49: 1-22 with 6370 and 6370 samples 85 classifier 50: 1-36 with 6367 and 6367 samples 99 classifier 51: 1-50 with 6366 and 6366 samples 205 classifier 57: 4-12 with 5007 and 5007 samples 98 classifier 48: 1-49 with 6372 and 6372 samples 208 classifier 52: 4-15 with 5746 and 5746 samples 206 classifier 53: 4-13 with 5688 and 5688 samples 203 classifier 55: 4-10 with 5208 and 5208 samples 204 classifier 54: 4-11 with 5480 and 5480 samples 213 classifier 56: 4-20 with 5148 and 5148 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 0.07 | 0.0020383 0.21 | 0.249713 0.06 | 0.00274497 7 | 0.02 | 26 | 0.00 | 0.01 | 0.000894224 Total opt. time = 2.10 Problem setup time = 0.53 (25.40%) Inner solver time = 0.08 (3.64%) Gradient updating time = 1.48 (70.61%) Working set time = 0.01 (0.31%) optimization finished, #iter = 7 nu = 0.021396 obj = -788.425255, rho = -1.564042 nSV = 480, nBSV = 41 8 | 0.02 | 40 | 0.00 | 5 | 0.04 | 0.12 | 0.127552 0.01 | 0.000933437 Total opt. time = 2.12 Problem setup time = 0.54 (25.52%) Inner solver time = 0.10 (4.48%) Gradient updating time = 1.48 (69.61%) Working set time = 0.01 (0.36%) optimization finished, #iter = 8 nu = 0.022858 obj = -843.370338, rho = -2.024715 nSV = 480, nBSV = 48 0.12 | 0.281724 1445 | 0.02 | 7 | 0.03 | 6 | 0.03 | 1375 | 0.02 | 1569 | 0.02 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 105 | 0.00 | 1 | 0.18 | 82 | 0.00 | 1 | 0.19 | 158 | 0.00 | 1 | 0.19 | 1 | 0.19 | 1 | 0.19 | 32 | 0.00 | 0.11 | 0.057128 0.03 | 3.25399 2632 | 0.03 | 2939 | 0.04 | 2928 | 0.04 | 6 | 0.03 | 3194 | 0.04 | 0.05 | 4.00921 0.11 | 0.0512991 3700 | 0.05 | 753 | 0.01 | 3745 | 0.05 | 2 | 0.03 | 144 | 0.00 | 0.12 | 0.0960942 0.08 | 3.06293 8 | 0.03 | 0.08 | 2.69479 2 | 0.04 | 238 | 0.00 | 838 | 0.01 | 7 | 0.03 | 0.05 | 0.000987546 Total opt. time = 2.34 Problem setup time = 0.53 (22.46%) Inner solver time = 0.10 (4.16%) Gradient updating time = 1.71 (73.11%) Working set time = 0.01 (0.23%) optimization finished, #iter = 6 nu = 0.017301 obj = -694.694519, rho = -1.054037 nSV = 478, nBSV = 37 2 | 0.04 | 267 | 0.00 | 1243 | 0.02 | 2 | 0.04 | 236 | 0.00 | 0.08 | 0.89693 0.08 | 0.00304638 3 | 0.04 | 142 | 0.00 | 0.11 | 1.62059 9 | 0.02 | 35 | 0.00 | 0.01 | 0.000978691 Total opt. time = 2.44 Problem setup time = 0.59 (24.26%) Inner solver time = 0.13 (5.25%) Gradient updating time = 1.71 (70.10%) Working set time = 0.01 (0.35%) optimization finished, #iter = 9 nu = 0.028404 obj = -1210.683861, rho = -1.758779 nSV = 572, nBSV = 83 0.10 | 1.03049 0.05 | 0.195737 0.12 | 0.00359866 3 | 0.05 | 290 | 0.00 | 0.13 | 1.29311 3 | 0.03 | 290 | 0.00 | 4 | 0.02 | 105 | 0.00 | 8 | 0.02 | 72 | 0.00 | 0.01 | 0.000979098 Total opt. time = 2.51 Problem setup time = 0.58 (22.98%) Inner solver time = 0.13 (5.23%) Gradient updating time = 1.79 (71.46%) Working set time = 0.01 (0.30%) optimization finished, #iter = 8 nu = 0.028302 obj = -1147.783055, rho = -1.289106 nSV = 622, nBSV = 76 0.02 | 0.000918178 Total opt. time = 0.46 Problem setup time = 0.27 (58.93%) Inner solver time = 0.00 (0.79%) Gradient updating time = 0.18 (39.45%) Working set time = 0.00 (0.70%) optimization finished, #iter = 4 nu = 0.002097 obj = -84.451991, rho = -1.358892 nSV = 53, nBSV = 5 3 | 0.04 | 282 | 0.00 | 0.08 | 0.268848 0.07 | 0.163129 0.77 | 5.34918 4 | 0.02 | 252 | 0.00 | 4 | 0.03 | 199 | 0.00 | 0.07 | 0.338 0.02 | 0.000868523 Total opt. time = 0.56 Problem setup time = 0.30 (53.55%) Inner solver time = 0.01 (1.28%) Gradient updating time = 0.25 (44.47%) Working set time = 0.00 (0.59%) optimization finished, #iter = 4 nu = 0.004400 obj = -157.845963, rho = -2.507824 nSV = 83, nBSV = 10 0.04 | 0.000998397 Total opt. time = 0.57 Problem setup time = 0.28 (48.22%) Inner solver time = 0.01 (1.40%) Gradient updating time = 0.28 (49.70%) Working set time = 0.00 (0.57%) optimization finished, #iter = 4 nu = 0.002618 obj = -87.672814, rho = -2.217438 nSV = 91, nBSV = 5 4 | 0.03 | 265 | 0.00 | 8 | 0.09 | 0.06 | 0.0315721 5 | 0.02 | 78 | 0.00 | 4048 | 0.06 | 0.01 | 0.00099978 Total opt. time = 0.68 Problem setup time = 0.31 (45.21%) Inner solver time = 0.01 (1.32%) Gradient updating time = 0.36 (52.75%) Working set time = 0.00 (0.63%) optimization finished, #iter = 5 nu = 0.002237 obj = -73.502108, rho = -1.287076 nSV = 118, nBSV = 2 0.86 | 6.29253 0.96 | 6.92329 1.01 | 6.18505 2 | 0.15 | 0.62 | 4.39016 4213 | 0.06 | 2 | 0.16 | 9 | 0.09 | 2 | 0.15 | 4229 | 0.07 | 4238 | 0.06 | 4051 | 0.06 | 1.23 | 6.29609 2 | 0.15 | 3981 | 0.06 | 1.44 | 6.68669 1.49 | 5.87307 2 | 0.15 | 2 | 0.15 | 4012 | 0.07 | 4081 | 0.07 | 0.64 | 6.14557 0.59 | 3.89253 3 | 0.13 | 10 | 0.07 | 3719 | 0.06 | 4385 | 0.07 | 0.78 | 5.71373 0.74 | 6.30715 3 | 0.13 | 3 | 0.13 | 3516 | 0.05 | 3764 | 0.06 | 0.79 | 5.9713 3 | 0.14 | 0.47 | 3.28636 0.54 | 5.44099 3717 | 0.06 | 11 | 0.07 | 0.85 | 6.4601 4638 | 0.07 | 4 | 0.12 | 4125 | 0.06 | 0.93 | 5.75648 3 | 0.13 | 3657 | 0.06 | 0.58 | 5.73414 3 | 0.12 | 0.63 | 5.24245 4011 | 0.06 | 4 | 0.13 | 4 | 0.11 | 4130 | 0.06 | 3866 | 0.06 | 0.46 | 2.45154 12 | 0.05 | 4458 | 0.07 | 0.69 | 6.50137 0.57 | 4.95084 4 | 0.12 | 5 | 0.10 | 3871 | 0.06 | 4264 | 0.07 | 0.76 | 6.70707 0.35 | 1.90707 0.58 | 4.47246 13 | 0.05 | 4320 | 0.07 | 4 | 0.13 | 0.70 | 5.00657 5 | 0.09 | 0.84 | 6.21372 3806 | 0.06 | 4296 | 0.07 | 5 | 0.11 | 4069 | 0.06 | 4 | 0.13 | 0.47 | 3.79992 3863 | 0.07 | 0.30 | 1.69392 6 | 0.07 | 14 | 0.04 | 4382 | 0.07 | 0.68 | 5.29769 4486 | 0.07 | 5 | 0.11 | 0.47 | 2.97489 4045 | 0.07 | 6 | 0.07 | 0.25 | 1.33625 15 | 0.03 | 4436 | 0.07 | 0.53 | 4.1512 0.36 | 2.55964 4355 | 0.07 | 7 | 0.06 | 6 | 0.08 | 0.76 | 7.06858 4591 | 0.07 | 4336 | 0.07 | 5 | 0.12 | 0.20 | 0.866844 16 | 0.03 | 3721 | 0.06 | 4461 | 0.07 | 0.81 | 5.41799 0.41 | 2.00555 7 | 0.05 | 5 | 0.12 | 0.34 | 2.01993 0.63 | 4.09651 0.17 | 0.699211 4554 | 0.07 | 8 | 0.05 | 4063 | 0.07 | 17 | 0.02 | 6 | 0.09 | 0.45 | 2.43697 4242 | 0.07 | 4738 | 0.07 | 4346 | 0.07 | 7 | 0.07 | 4856 | 0.07 | 0.16 | 0.502021 18 | 0.02 | 0.31 | 1.27082 4064 | 0.06 | 8 | 0.04 | 0.27 | 1.14079 9 | 0.04 | 3929 | 0.06 | 0.11 | 0.415651 4483 | 0.07 | 19 | 0.02 | 0.72 | 4.8492 3724 | 0.06 | 6 | 0.11 | 0.20 | 0.808918 0.40 | 1.93903 0.10 | 0.293239 9 | 0.03 | 20 | 0.02 | 4161 | 0.07 | 0.22 | 0.762719 8 | 0.06 | 0.55 | 3.05646 3577 | 0.06 | 4063 | 0.07 | 10 | 0.03 | 4826 | 0.07 | 7 | 0.07 | 4145 | 0.07 | 0.08 | 0.224343 0.78 | 5.13331 21 | 0.01 | 4492 | 0.07 | 3426 | 0.05 | 0.16 | 0.416262 10 | 0.02 | 6 | 0.10 | 0.07 | 0.16072 0.15 | 0.357133 22 | 0.01 | 3675 | 0.06 | 11 | 0.02 | 4129 | 0.07 | 3035 | 0.05 | 3880 | 0.06 | 0.11 | 0.295793 0.07 | 0.131444 11 | 0.02 | 23 | 0.01 | 0.34 | 1.51486 0.10 | 0.22905 3016 | 0.05 | 3252 | 0.05 | 12 | 0.02 | 9 | 0.05 | 3313 | 0.05 | 0.06 | 0.0986982 24 | 0.01 | 0.08 | 0.138776 4743 | 0.07 | 12 | 0.02 | 2866 | 0.05 | 0.42 | 2.35625 0.07 | 0.139017 13 | 0.01 | 2772 | 0.05 | 0.05 | 0.0768186 8 | 0.06 | 25 | 0.01 | 2838 | 0.05 | 0.65 | 4.47143 0.05 | 0.0844291 13 | 0.01 | 2445 | 0.04 | 0.06 | 0.114152 2200 | 0.04 | 14 | 0.01 | 4653 | 0.07 | 0.05 | 0.058251 7 | 0.08 | 0.04 | 0.0470982 26 | 0.01 | 2424 | 0.04 | 14 | 0.01 | 2159 | 0.04 | 1687 | 0.03 | 0.04 | 0.0606591 4264 | 0.07 | 15 | 0.01 | 0.04 | 0.0289045 0.05 | 0.0428709 15 | 0.01 | 1947 | 0.03 | 27 | 0.01 | 0.29 | 0.914477 1366 | 0.02 | 2056 | 0.03 | 0.04 | 0.0385797 10 | 0.04 | 0.03 | 0.0205481 16 | 0.01 | 16 | 0.01 | 1665 | 0.03 | 1056 | 0.02 | 0.05 | 0.0374538 28 | 0.01 | 0.03 | 0.0125967 0.04 | 0.0299242 4189 | 0.07 | 0.66 | 3.75999 17 | 0.01 | 17 | 0.01 | 2019 | 0.03 | 815 | 0.01 | 1346 | 0.02 | 0.04 | 0.0256074 0.03 | 0.00924895 0.03 | 0.0171156 18 | 0.01 | 29 | 0.01 | 18 | 0.01 | 574 | 0.01 | 7 | 0.08 | 1025 | 0.02 | 1603 | 0.03 | 0.02 | 0.00602201 19 | 0.01 | 0.03 | 0.0128652 450 | 0.01 | 0.37 | 1.7273 19 | 0.01 | 0.04 | 0.0215113 808 | 0.01 | 0.02 | 0.00476239 30 | 0.01 | 4270 | 0.07 | 20 | 0.01 | 417 | 0.01 | 0.03 | 0.00906301 1420 | 0.02 | 20 | 0.01 | 9 | 0.05 | 0.02 | 0.00258235 633 | 0.01 | 21 | 0.01 | 327 | 0.01 | 0.02 | 0.00615221 0.04 | 0.0166535 0.23 | 0.562817 0.02 | 0.00186486 21 | 0.01 | 31 | 0.01 | 466 | 0.01 | 22 | 0.01 | 156 | 0.00 | 1310 | 0.02 | 0.01 | 0.00130654 0.02 | 0.0050829 11 | 0.03 | 4721 | 0.08 | 23 | 0.01 | 22 | 0.01 | 54 | 0.00 | 0.01 | 0.00104553 404 | 0.01 | 24 | 0.01 | 0.04 | 0.0119124 11 | 0.00 | 0.00 | 0.00110808 0.02 | 0.00383575 32 | 0.01 | 25 | 0.01 | 7 | 0.00 | 0.00 | 0.00100803 23 | 0.01 | 367 | 0.01 | 1154 | 0.02 | 26 | 0.01 | 15 | 0.00 | 0.00 | 0.000985614 Total opt. time = 7.02 Problem setup time = 1.08 (15.44%) Inner solver time = 0.88 (12.53%) Gradient updating time = 5.03 (71.70%) Working set time = 0.02 (0.30%) optimization finished, #iter = 26 nu = 0.231652 4239 | 0.07 | obj = -7292.069349, rho = -0.482849 nSV = 2265, nBSV = 498 0.02 | 0.00271886 24 | 0.01 | 354 | 0.01 | 0.04 | 0.0102545 0.02 | 0.00176236 33 | 0.01 | 0.53 | 3.43943 25 | 0.01 | 146 | 0.00 | 1019 | 0.02 | 0.01 | 0.00124168 26 | 0.01 | 54 | 0.00 | 0.01 | 0.00118624 0.04 | 0.00876224 27 | 0.01 | 43 | 0.00 | 0.00 | 0.000980175 Total opt. time = 7.12 Problem setup time = 1.13 (15.89%) Inner solver time = 0.99 (13.85%) Gradient updating time = 4.98 (69.94%) Working set time = 0.02 (0.29%) optimization finished, #iter = 27 nu = 0.296121 obj = -9795.155293, rho = -0.641457 nSV = 2589, nBSV = 777 210 classifier 58: 4-17 with 5007 and 5007 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 34 | 0.01 | 858 | 0.01 | 8 | 0.07 | 0.03 | 0.00629316 0.16 | 0.388355 35 | 0.01 | 758 | 0.01 | 12 | 0.02 | 4390 | 0.07 | 0.03 | 0.00499268 0.29 | 0.959877 36 | 0.01 | 653 | 0.01 | 3938 | 0.06 | 10 | 0.04 | 0.03 | 0.00409745 37 | 0.01 | 1 | 0.18 | 549 | 0.01 | 2644 | 0.03 | 0.03 | 0.0033885 38 | 0.01 | 4477 | 0.07 | 447 | 0.01 | 0.54 | 3.57227 0.03 | 0.00288833 0.13 | 0.327159 39 | 0.01 | 305 | 0.01 | 13 | 0.02 | 0.02 | 0.00235669 40 | 0.01 | 289 | 0.01 | 8 | 0.07 | 0.02 | 0.0021813 3763 | 0.06 | 41 | 0.01 | 280 | 0.01 | 0.02 | 0.00232974 42 | 0.01 | 4403 | 0.07 | 199 | 0.00 | 0.02 | 0.00164263 43 | 0.01 | 204 | 0.00 | 0.10 | 0.168005 0.22 | 0.573382 0.02 | 0.00147307 14 | 0.02 | 44 | 0.01 | 158 | 0.00 | 0.01 | 0.00127829 11 | 0.03 | 45 | 0.01 | 120 | 0.00 | 0.01 | 0.00129408 3209 | 0.05 | 0.44 | 2.86584 46 | 0.01 | 61 | 0.00 | 0.01 | 0.00119656 47 | 0.01 | 6 | 0.00 | 0.00 | 0.00109088 4276 | 0.07 | 48 | 0.01 | 14 | 0.00 | 0.00 | 0.00103176 0.06 | 0.131651 49 | 0.01 | 8 | 0.00 | 0.00 | 0.00103051 9 | 0.06 | 15 | 0.01 | 50 | 0.01 | 6 | 0.00 | 0.00 | 0.00106224 51 | 0.01 | 2 | 0.00 | 0.00 | 0.000941585 Total opt. time = 15.12 Problem setup time = 1.93 (12.76%) Inner solver time = 1.81 (11.95%) Gradient updating time = 11.33 (74.94%) Working set time = 0.05 (0.33%) optimization finished, #iter = 51 nu = 0.411292 obj = -17729.941220, rho = -0.100307 nSV = 4208, nBSV = 1497 2889 | 0.05 | 4518 | 0.07 | 0.06 | 0.0812696 16 | 0.01 | 0.18 | 0.408697 2560 | 0.04 | 12 | 0.02 | 0.05 | 0.0588792 3727 | 0.06 | 17 | 0.01 | 0.43 | 2.79308 2133 | 0.03 | 9 | 0.05 | 0.05 | 0.039612 18 | 0.01 | 1843 | 0.03 | 0.13 | 0.247412 4430 | 0.07 | 13 | 0.02 | 0.78 | 5.9621 0.05 | 0.0267095 19 | 0.01 | 3694 | 0.06 | 1507 | 0.02 | 0.40 | 2.00287 0.04 | 0.0210385 20 | 0.01 | 1339 | 0.02 | 10 | 0.05 | 0.09 | 0.168839 14 | 0.02 | 0.04 | 0.0156623 2 | 0.15 | 21 | 0.01 | 1074 | 0.02 | 4712 | 0.08 | 3036 | 0.05 | 4026 | 0.06 | 0.04 | 0.0107718 22 | 0.01 | 869 | 0.01 | 0.03 | 0.00827627 0.08 | 0.0860905 23 | 0.01 | 15 | 0.02 | 687 | 0.01 | 0.34 | 2.19536 0.03 | 0.00645618 2596 | 0.04 | 24 | 0.01 | 574 | 0.01 | 10 | 0.05 | 0.03 | 0.00587784 0.05 | 0.0592599 25 | 0.01 | 427 | 0.01 | 16 | 0.01 | 0.02 | 0.00360277 4703 | 0.08 | 26 | 0.01 | 339 | 0.01 | 2305 | 0.04 | 0.02 | 0.0039739 27 | 0.01 | 347 | 0.01 | 0.05 | 0.043687 0.02 | 0.0025664 17 | 0.01 | 0.32 | 1.67795 28 | 0.01 | 247 | 0.00 | 0.02 | 0.00241202 1947 | 0.03 | 29 | 0.01 | 11 | 0.04 | 267 | 0.00 | 0.02 | 0.00158354 0.04 | 0.0243257 30 | 0.01 | 18 | 0.01 | 158 | 0.00 | 0.01 | 0.00114145 1571 | 0.03 | 31 | 0.01 | 82 | 0.00 | 0.01 | 0.00111118 4663 | 0.08 | 32 | 0.01 | 37 | 0.00 | 0.00 | 0.00121797 0.04 | 0.0194281 33 | 0.01 | 9 | 0.00 | 0.00 | 0.00103269 19 | 0.01 | 34 | 0.01 | 17 | 0.00 | 0.00 | 0.00103613 1268 | 0.02 | 35 | 0.01 | 14 | 0.00 | 0.00 | 0.000987614 Total opt. time = 8.81 Problem setup time = 1.34 (15.19%) Inner solver time = 1.17 (13.29%) Gradient updating time = 6.27 (71.15%) Working set time = 0.03 (0.34%) optimization finished, #iter = 35 nu = 0.240791 obj = -9005.501556, rho = -0.128092 nSV = 2740, nBSV = 644 0.03 | 0.0131924 20 | 0.01 | 0.32 | 1.6609 1055 | 0.02 | 0.03 | 0.00966408 11 | 0.04 | 21 | 0.01 | 819 | 0.01 | 0.03 | 0.00756131 22 | 0.01 | 609 | 0.01 | 4643 | 0.07 | 0.25 | 1.18159 0.66 | 5.45621 0.03 | 0.00541572 23 | 0.01 | 451 | 0.01 | 12 | 0.04 | 0.02 | 0.00469403 24 | 0.01 | 390 | 0.01 | 0.02 | 0.00326532 25 | 0.01 | 4507 | 0.07 | 341 | 0.01 | 0.02 | 0.00250968 3 | 0.14 | 26 | 0.01 | 277 | 0.01 | 0.02 | 0.0019802 27 | 0.01 | 185 | 0.00 | 0.01 | 0.001288 3833 | 0.06 | 28 | 0.01 | 82 | 0.00 | 0.01 | 0.00108169 29 | 0.01 | 43 | 0.00 | 0.00 | 0.00103662 30 | 0.01 | 35 | 0.00 | 0.00 | 0.00102069 0.29 | 0.955383 31 | 0.01 | 2 | 0.00 | 0.00 | 0.00102369 32 | 0.01 | 7 | 0.00 | 0.00 | 0.000956178 Total opt. time = 9.29 Problem setup time = 1.34 (14.45%) Inner solver time = 1.15 (12.40%) Gradient updating time = 6.77 (72.84%) Working set time = 0.03 (0.28%) optimization finished, #iter = 32 nu = 0.322936 obj = -11049.618043, rho = -0.035836 nSV = 2929, nBSV = 921 12 | 0.03 | 0.22 | 0.818644 13 | 0.03 | 4518 | 0.07 | 4396 | 0.07 | 0.20 | 0.757781 0.16 | 0.513069 13 | 0.03 | 14 | 0.02 | 4091 | 0.06 | 3964 | 0.06 | 0.13 | 0.358627 0.61 | 5.83271 15 | 0.02 | 0.19 | 0.513056 14 | 0.03 | 3806 | 0.06 | 4 | 0.12 | 3912 | 0.06 | 3816 | 0.06 | 0.11 | 0.258103 16 | 0.02 | 3526 | 0.06 | 0.14 | 0.417678 15 | 0.02 | 0.07 | 0.185484 17 | 0.01 | 3767 | 0.06 | 3112 | 0.05 | 0.06 | 0.140955 0.11 | 0.323673 18 | 0.01 | 16 | 0.02 | 2982 | 0.05 | 3548 | 0.06 | 0.05 | 0.0939206 19 | 0.01 | 2536 | 0.04 | 0.09 | 0.206351 17 | 0.02 | 0.05 | 0.0677198 20 | 0.01 | 3336 | 0.05 | 2255 | 0.04 | 0.56 | 4.46514 0.04 | 0.063437 21 | 0.01 | 0.08 | 0.151196 18 | 0.01 | 2032 | 0.03 | 5 | 0.10 | 3125 | 0.05 | 0.04 | 0.0372525 22 | 0.01 | 1858 | 0.03 | 4274 | 0.07 | 0.06 | 0.110083 19 | 0.01 | 0.04 | 0.0267807 23 | 0.01 | 2791 | 0.04 | 1581 | 0.02 | 0.04 | 0.0192947 0.05 | 0.0771339 24 | 0.01 | 20 | 0.01 | 1263 | 0.02 | 2483 | 0.04 | 0.03 | 0.0153865 25 | 0.01 | 1081 | 0.02 | 0.04 | 0.0636929 21 | 0.01 | 0.03 | 0.01086 26 | 0.01 | 2285 | 0.04 | 970 | 0.02 | 0.03 | 0.00757639 0.04 | 0.0415088 27 | 0.01 | 22 | 0.01 | 761 | 0.01 | 1950 | 0.03 | 0.03 | 0.00632962 28 | 0.01 | 637 | 0.01 | 0.04 | 0.0328475 23 | 0.01 | 0.03 | 0.00570076 29 | 0.01 | 534 | 0.01 | 1797 | 0.03 | 0.44 | 3.45743 0.02 | 0.00411874 0.04 | 0.0269523 30 | 0.01 | 407 | 0.01 | 24 | 0.01 | 0.02 | 0.00331825 1591 | 0.03 | 31 | 0.01 | 312 | 0.01 | 6 | 0.07 | 0.02 | 0.00350239 0.04 | 0.0195132 32 | 0.01 | 314 | 0.01 | 25 | 0.01 | 0.02 | 0.00258355 1422 | 0.02 | 33 | 0.01 | 285 | 0.01 | 4956 | 0.08 | 0.02 | 0.00214396 0.04 | 0.0169307 34 | 0.01 | 236 | 0.00 | 26 | 0.01 | 0.02 | 0.00165044 1199 | 0.02 | 35 | 0.01 | 172 | 0.00 | 0.01 | 0.00120445 0.03 | 0.0120588 36 | 0.01 | 112 | 0.00 | 27 | 0.01 | 0.01 | 0.00120697 37 | 0.01 | 21 | 0.00 | 1027 | 0.02 | 0.00 | 0.00116208 38 | 0.01 | 17 | 0.00 | 0.00 | 0.00100785 0.03 | 0.00995645 39 | 0.01 | 6 | 0.00 | 0.00 | 0.00102736 28 | 0.01 | 40 | 0.01 | 5 | 0.00 | 0.00 | 0.000995134 Total opt. time = 11.47 Problem setup time = 1.54 (13.46%) Inner solver time = 1.44 (12.55%) Gradient updating time = 8.45 (73.67%) Working set time = 0.03 (0.29%) optimization finished, #iter = 40 nu = 0.398209 obj = -14564.449244, rho = -0.507431 nSV = 3517, nBSV = 1216 922 | 0.01 | 0.03 | 0.00876196 29 | 0.01 | 787 | 0.01 | 0.03 | 0.00633052 30 | 0.01 | 628 | 0.01 | 0.03 | 0.00599251 31 | 0.01 | 488 | 0.01 | 0.02 | 0.00482025 0.36 | 2.217 32 | 0.01 | 439 | 0.01 | 0.03 | 0.00364949 33 | 0.01 | 344 | 0.01 | 7 | 0.07 | 0.02 | 0.00302836 34 | 0.01 | 304 | 0.01 | 0.02 | 0.00309988 35 | 0.01 | 303 | 0.01 | 4868 | 0.08 | 0.02 | 0.00248118 36 | 0.01 | 258 | 0.00 | 0.02 | 0.00161218 37 | 0.01 | 239 | 0.00 | 0.02 | 0.00120029 38 | 0.01 | 124 | 0.00 | 0.01 | 0.0011116 39 | 0.01 | 52 | 0.00 | 0.01 | 0.00105513 40 | 0.01 | 47 | 0.00 | 0.00 | 0.0012202 41 | 0.01 | 20 | 0.00 | 0.00 | 0.00107489 42 | 0.01 | 14 | 0.00 | 0.00 | 0.00116095 43 | 0.01 | 10 | 0.00 | 0.00 | 0.000976247 Total opt. time = 12.00 Problem setup time = 1.55 (12.91%) Inner solver time = 1.51 (12.56%) Gradient updating time = 8.90 (74.18%) Working set time = 0.04 (0.31%) optimization finished, #iter = 43 nu = 0.344646 obj = -12777.373695, rho = 0.096257 nSV = 3431, nBSV = 977 0.35 | 1.63187 8 | 0.05 | 5109 | 0.08 | 0.26 | 0.926867 9 | 0.04 | 4691 | 0.07 | 0.19 | 0.582579 10 | 0.02 | 4458 | 0.07 | 0.11 | 0.317572 11 | 0.02 | 3489 | 0.06 | 0.08 | 0.131242 12 | 0.01 | 3022 | 0.05 | 0.05 | 0.0786666 13 | 0.01 | 2355 | 0.04 | 0.04 | 0.0419788 14 | 0.01 | 1896 | 0.03 | 0.03 | 0.0232134 15 | 0.01 | 1386 | 0.02 | 0.03 | 0.0196691 16 | 0.01 | 1024 | 0.02 | 0.03 | 0.008944 17 | 0.01 | 817 | 0.01 | 0.03 | 0.00533285 18 | 0.01 | 587 | 0.01 | 0.03 | 0.00241601 19 | 0.01 | 222 | 0.00 | 0.01 | 0.00139574 20 | 0.01 | 100 | 0.00 | 0.01 | 0.00110585 21 | 0.01 | 12 | 0.00 | 0.00 | 0.00098735 Total opt. time = 6.64 Problem setup time = 1.07 (16.09%) Inner solver time = 0.90 (13.56%) Gradient updating time = 4.65 (70.08%) Working set time = 0.02 (0.24%) optimization finished, #iter = 21 nu = 0.299420 obj = -10157.557773, rho = -1.148815 nSV = 2482, nBSV = 890 216 classifier 59: 4-23 with 4907 and 4907 samples 212 classifier 60: 4-19 with 4854 and 4854 samples 102 classifier 61: 2-4 with 4841 and 4841 samples 209 classifier 62: 4-16 with 4778 and 4778 samples 201 classifier 64: 4-8 with 4531 and 4531 samples 222 classifier 63: 4-29 with 4537 and 4537 samples 227 classifier 66: 4-34 with 4466 and 4466 samples 199 classifier 65: 4-6 with 4475 and 4475 samples 240 classifier 74: 4-47 with 4221 and 4221 samples 237 classifier 67: 4-44 with 4463 and 4463 samples 343 classifier 68: 7-15 with 4427 and 4427 samples 220 classifier 69: 4-27 with 4406 and 4406 samples 341 classifier 70: 7-13 with 4369 and 4369 samples 3 classifier 71: 0-4 with 4279 and 4279 samples 218 classifier 73: 4-25 with 4235 and 4235 samples 241 classifier 72: 4-48 with 4241 and 4241 samples Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.19 | 1 | 0.19 | 1 | 0.19 | 1 | 0.19 | 1 | 0.19 | 1 | 0.19 | 1 | 0.19 | 1 | 0.19 | 940 | 0.01 | 918 | 0.01 | 1033 | 0.01 | 1704 | 0.02 | 1957 | 0.02 | 1992 | 0.02 | 2162 | 0.03 | 1558 | 0.02 | 2005 | 0.02 | 1507 | 0.02 | 2601 | 0.03 | 2814 | 0.04 | 2629 | 0.03 | 2364 | 0.04 | 3115 | 0.05 | 3999 | 0.06 | 0.29 | 4.55638 0.29 | 5.05955 0.37 | 4.61097 2 | 0.14 | 2 | 0.15 | 2688 | 0.04 | 2672 | 0.04 | 0.48 | 5.05104 0.48 | 6.00814 0.49 | 6.67772 2 | 0.16 | 0.53 | 5.16747 0.53 | 5.10285 2886 | 0.04 | 0.56 | 6.05814 0.59 | 6.15682 2 | 0.15 | 2 | 0.15 | 2 | 0.15 | 2 | 0.15 | 2 | 0.15 | 4197 | 0.06 | 4240 | 0.06 | 3322 | 0.05 | 2 | 0.15 | 3760 | 0.05 | 2 | 0.16 | 3696 | 0.07 | 4073 | 0.06 | 3698 | 0.06 | 0.90 | 5.61849 0.89 | 6.87181 0.91 | 5.3073 0.53 | 3.58722 0.98 | 6.67623 0.55 | 2.06902 2 | 0.13 | 1.03 | 5.4492 2 | 0.15 | 2 | 0.16 | 3 | 0.10 | 3635 | 0.06 | 0.57 | 1.81432 3 | 0.11 | 3845 | 0.06 | 2597 | 0.04 | 2 | 0.16 | 3919 | 0.06 | 2536 | 0.04 | 4097 | 0.06 | 2 | 0.15 | 3 | 0.11 | 2821 | 0.04 | 4159 | 0.07 | 1.26 | 5.88979 0.66 | 4.5737 0.22 | 2.18993 0.67 | 5.97629 0.64 | 4.8764 0.21 | 0.897192 4 | 0.05 | 4 | 0.04 | 1689 | 0.02 | 0.67 | 5.59969 2821 | 0.04 | 2 | 0.15 | 3 | 0.12 | 0.04 | 0.182938 3 | 0.13 | 3 | 0.12 | 0.74 | 2.97908 0.80 | 5.05697 5 | 0.02 | 822 | 0.01 | 4145 | 0.07 | 4571 | 0.07 | 0.03 | 0.000989555 Total opt. time = 1.75 Problem setup time = 0.51 (29.15%) Inner solver time = 0.12 (6.70%) Gradient updating time = 1.12 (63.93%) Working set time = 0.00 (0.19%) optimization finished, #iter = 5 nu = 0.073435 obj = -1815.996577, rho = -1.881844 nSV = 623, nBSV = 124 0.74 | 4.94519 4016 | 0.06 | 4205 | 0.06 | 0.28 | 0.980523 3 | 0.13 | 0.16 | 0.7319 3 | 0.12 | 4 | 0.06 | 3669 | 0.05 | 3 | 0.14 | 5 | 0.04 | 2760 | 0.04 | 3 | 0.12 | 3926 | 0.07 | 2504 | 0.04 | 3574 | 0.06 | 4092 | 0.06 | 0.09 | 0.0992442 6 | 0.03 | 0.16 | 0.220906 1521 | 0.02 | 5 | 0.05 | 0.35 | 2.72536 0.75 | 6.97164 1930 | 0.03 | 0.07 | 0.00934418 7 | 0.02 | 125 | 0.00 | 0.01 | 0.000981468 Total opt. time = 2.15 Problem setup time = 0.59 (27.47%) Inner solver time = 0.18 (8.58%) Gradient updating time = 1.37 (63.68%) Working set time = 0.00 (0.23%) optimization finished, #iter = 7 nu = 0.071789 obj = -1897.048278, rho = -1.815551 nSV = 768, nBSV = 123 4 | 0.07 | 0.84 | 6.87334 0.41 | 3.60354 0.76 | 6.73975 0.83 | 5.83361 0.09 | 0.0293574 0.44 | 4.16231 0.72 | 5.80159 6 | 0.02 | 4604 | 0.07 | 422 | 0.01 | 0.40 | 3.83605 3 | 0.14 | 4 | 0.08 | 0.03 | 0.000984816 0.36 | 2.03034 Total opt. time = 2.25 Problem setup time = 0.58 (25.79%) Inner solver time = 0.17 (7.57%) Gradient updating time = 1.49 (66.42%) Working set time = 0.00 (0.19%) optimization finished, #iter = 6 nu = 0.066659 obj = -1597.172017, rho = -1.627735 nSV = 815, nBSV = 85 214 classifier 75: 4-21 with 4204 and 4204 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 4 | 0.08 | 3 | 0.12 | 3757 | 0.06 | 4336 | 0.06 | 4 | 0.08 | 3 | 0.14 | 3 | 0.14 | 4 | 0.08 | 3571 | 0.06 | 4180 | 0.06 | 3 | 0.14 | 0.45 | 1.99426 3839 | 0.06 | 0.44 | 2.3034 4507 | 0.07 | 3811 | 0.06 | 3822 | 0.06 | 3793 | 0.06 | 0.69 | 5.89125 1 | 0.18 | 4 | 0.08 | 1195 | 0.01 | 0.23 | 1.2502 4 | 0.08 | 3585 | 0.06 | 5 | 0.05 | 4683 | 0.07 | 3 | 0.12 | 4271 | 0.07 | 0.28 | 1.52912 0.19 | 1.14667 3737 | 0.06 | 0.27 | 2.1328 5 | 0.05 | 5 | 0.05 | 5 | 0.05 | 0.31 | 2.53194 4474 | 0.07 | 3655 | 0.06 | 0.14 | 0.442799 4295 | 0.07 | 6 | 0.03 | 5 | 0.06 | 3792 | 0.06 | 0.29 | 1.2174 4862 | 0.07 | 0.33 | 1.14494 0.13 | 0.641355 5 | 0.06 | 6 | 0.04 | 0.17 | 1.09434 0.43 | 5.45128 0.09 | 0.259628 5 | 0.06 | 6 | 0.03 | 7 | 0.02 | 0.20 | 1.11115 3171 | 0.05 | 0.60 | 6.47994 0.53 | 5.25822 4882 | 0.08 | 0.67 | 5.67957 4118 | 0.07 | 6 | 0.04 | 3194 | 0.05 | 4179 | 0.06 | 0.09 | 0.246723 2 | 0.14 | 4034 | 0.06 | 4 | 0.10 | 0.22 | 1.28582 0.67 | 5.53819 7 | 0.03 | 0.08 | 0.173225 2680 | 0.04 | 4 | 0.11 | 0.68 | 4.51728 4 | 0.11 | 8 | 0.02 | 0.12 | 0.582156 6 | 0.04 | 2836 | 0.05 | 0.15 | 0.309069 7 | 0.02 | 4417 | 0.07 | 2593 | 0.04 | 3976 | 0.06 | 0.18 | 0.627839 4131 | 0.07 | 0.54 | 6.60344 6 | 0.03 | 4621 | 0.07 | 4 | 0.10 | 6 | 0.04 | 4 | 0.12 | 3728 | 0.06 | 0.09 | 0.0932669 2536 | 0.04 | 0.17 | 0.559231 0.08 | 0.0874793 8 | 0.03 | 9 | 0.02 | 7 | 0.03 | 4084 | 0.07 | 4214 | 0.07 | 4316 | 0.07 | 0.07 | 0.0236475 2275 | 0.04 | 1901 | 0.03 | 0.09 | 0.263819 4 | 0.12 | 7 | 0.02 | 277 | 0.01 | 3303 | 0.05 | 8 | 0.02 | 0.01 | 0.000988075 Total opt. time = 3.30 Problem setup time = 0.68 (20.61%) Inner solver time = 0.30 (9.03%) Gradient updating time = 2.31 (70.18%) Working set time = 0.01 (0.15%) optimization finished, #iter = 7 nu = 0.149128 obj = -4562.291600, rho = -1.497567 nSV = 1142, nBSV = 391 0.15 | 0.626343 0.07 | 0.0211155 3997 | 0.06 | 3191 | 0.05 | 0.09 | 0.0301034 10 | 0.02 | 7 | 0.03 | 0.11 | 0.361929 682 | 0.01 | 9 | 0.03 | 7 | 0.03 | 1011 | 0.02 | 0.03 | 0.00321584 11 | 0.01 | 202 | 0.00 | 0.12 | 0.18688 4332 | 0.07 | 0.01 | 0.00146555 0.09 | 0.152757 12 | 0.01 | 8 | 0.02 | 36 | 0.00 | 0.00 | 0.00103897 0.05 | 0.00791414 3550 | 0.06 | 13 | 0.01 | 9 | 0.03 | 18 | 0.00 | 0.00 | 0.000935947 Total opt. time = 3.45 Problem setup time = 0.72 (20.71%) Inner solver time = 0.49 (14.15%) Gradient updating time = 2.24 (64.82%) Working set time = 0.01 (0.29%) optimization finished, #iter = 13 nu = 0.135829 obj = -3705.103483, rho = -1.615581 nSV = 1356, nBSV = 237 10 | 0.02 | 172 | 0.00 | 0.01 | 0.00140221 2630 | 0.04 | 11 | 0.01 | 7 | 0.00 | 0.00 | 0.000984174 Total opt. time = 3.49 Problem setup time = 0.76 (21.65%) Inner solver time = 0.45 (12.82%) Gradient updating time = 2.28 (65.26%) Working set time = 0.01 (0.24%) optimization finished, #iter = 11 nu = 0.097124 obj = -2439.416917, rho = 1.124054 nSV = 1168, nBSV = 126 2742 | 0.04 | 0.11 | 0.663842 0.10 | 0.142402 8 | 0.03 | 8 | 0.02 | 0.09 | 0.057709 0.52 | 2.88981 0.09 | 0.0855922 0.46 | 3.29245 9 | 0.02 | 10 | 0.02 | 2678 | 0.04 | 1741 | 0.03 | 3790 | 0.06 | 0.51 | 3.11798 2029 | 0.03 | 5 | 0.08 | 0.06 | 0.0255168 3 | 0.10 | 0.55 | 3.88941 10 | 0.01 | 0.09 | 0.0469528 986 | 0.02 | 0.10 | 0.263001 0.08 | 0.0300197 9 | 0.02 | 2679 | 0.04 | 5 | 0.10 | 11 | 0.02 | 9 | 0.02 | 4667 | 0.07 | 1492 | 0.02 | 0.04 | 0.00735938 941 | 0.01 | 11 | 0.01 | 413 | 0.01 | 0.52 | 3.64405 5 | 0.09 | 0.02 | 0.00272875 0.05 | 0.00697006 3438 | 0.06 | 12 | 0.01 | 130 | 0.00 | 0.06 | 0.0156229 12 | 0.01 | 0.01 | 0.00117055 4791 | 0.08 | 409 | 0.01 | 10 | 0.01 | 13 | 0.01 | 23 | 0.00 | 0.00 | 0.000987947 Total opt. time = 3.82 Problem setup time = 0.75 (19.66%) Inner solver time = 0.48 (12.51%) Gradient updating time = 2.58 (67.55%) Working set time = 0.01 (0.26%) optimization finished, #iter = 13 nu = 0.150411 obj = -3928.786783, rho = -0.935482 nSV = 1527, nBSV = 228 540 | 0.01 | 0.03 | 0.00198059 5 | 0.07 | 13 | 0.01 | 4440 | 0.07 | 79 | 0.00 | 0.03 | 0.00402983 0.62 | 3.95916 0.01 | 0.00112766 0.54 | 4.95539 11 | 0.01 | 106 | 0.00 | 14 | 0.01 | 14 | 0.00 | 0.00 | 0.00108679 0.01 | 0.00129784 0.09 | 0.172213 15 | 0.01 | 17 | 0.00 | 12 | 0.01 | 0.00 | 0.000976286 Total opt. time = 3.89 Problem setup time = 0.78 (19.94%) Inner solver time = 0.54 (13.95%) Gradient updating time = 2.56 (65.78%) Working set time = 0.01 (0.30%) optimization finished, #iter = 15 nu = 0.165138 obj = -4709.183316, rho = -1.744033 nSV = 1511, nBSV = 334 22 | 0.00 | 0.00 | 0.000993017 Total opt. time = 3.89 Problem setup time = 0.75 (19.23%) Inner solver time = 0.51 (13.02%) Gradient updating time = 2.63 (67.48%) Working set time = 0.01 (0.24%) optimization finished, #iter = 12 nu = 0.148487 obj = -4314.651781, rho = -1.138282 nSV = 1420, nBSV = 300 10 | 0.02 | 4852 | 0.08 | 0.23 | 1.41907 5 | 0.09 | 3089 | 0.05 | 5 | 0.11 | 4 | 0.05 | 4443 | 0.07 | 2659 | 0.04 | 4397 | 0.07 | 0.09 | 0.0868113 11 | 0.02 | 0.34 | 2.40223 2219 | 0.04 | 6 | 0.07 | 0.07 | 0.0417196 0.15 | 0.301683 12 | 0.02 | 0.39 | 1.60326 4479 | 0.07 | 1588 | 0.03 | 5 | 0.04 | 1949 | 0.03 | 0.06 | 0.0163141 6 | 0.08 | 0.43 | 2.7445 13 | 0.01 | 1055 | 0.02 | 0.40 | 2.27096 0.08 | 0.125737 6 | 0.06 | 0.04 | 0.00943436 14 | 0.01 | 5295 | 0.09 | 490 | 0.01 | 6 | 0.03 | 6 | 0.06 | 0.03 | 0.00296439 1559 | 0.02 | 15 | 0.01 | 168 | 0.00 | 4913 | 0.08 | 0.01 | 0.00137144 16 | 0.01 | 59 | 0.00 | 0.01 | 0.0010259 17 | 0.01 | 4 | 0.00 | 0.00 | 0.00106938 0.07 | 0.00956862 18 | 0.01 | 5367 | 0.09 | 14 | 0.00 | 0.00 | 0.000964203 Total opt. time = 4.48 Problem setup time = 0.86 (19.20%) Inner solver time = 0.68 (15.24%) Gradient updating time = 2.92 (65.21%) Working set time = 0.01 (0.32%) optimization finished, #iter = 18 nu = 0.189652 obj = -5667.493827, rho = -1.032533 nSV = 1679, nBSV = 437 0.46 | 3.16094 7 | 0.02 | 113 | 0.00 | 0.01 | 0.000944277 Total opt. time = 2.25 Problem setup time = 0.57 (25.25%) Inner solver time = 0.18 (8.21%) Gradient updating time = 1.49 (66.29%) Working set time = 0.00 (0.22%) optimization finished, #iter = 7 nu = 0.068695 obj = -1691.455799, rho = -1.129414 nSV = 838, nBSV = 97 217 classifier 77: 4-24 with 4194 and 4194 samples 198 classifier 78: 4-5 with 4192 and 4192 samples 235 classifier 79: 4-42 with 4187 and 4187 samples 231 classifier 85: 4-38 with 4141 and 4141 samples 232 classifier 76: 4-39 with 4201 and 4201 samples 239 classifier 80: 4-46 with 4184 and 4184 samples 207 classifier 84: 4-14 with 4142 and 4142 samples 202 classifier 83: 4-9 with 4151 and 4151 samples 339 classifier 82: 7-11 with 4161 and 4161 samples 211 classifier 81: 4-18 with 4162 and 4162 samples Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 0.29 | 1.31788 0.49 | 4.18254 6 | 0.07 | 7 | 0.05 | 6 | 0.09 | 4545 | 0.07 | 5001 | 0.08 | 0.30 | 0.801594 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 958 | 0.01 | 687 | 0.01 | 1213 | 0.01 | 867 | 0.01 | 1185 | 0.01 | 4612 | 0.07 | 776 | 0.01 | 919 | 0.01 | 919 | 0.01 | 1090 | 0.01 | 3744 | 0.05 | 7 | 0.07 | 0.34 | 1.89147 0.33 | 1.23458 7 | 0.06 | 4367 | 0.08 | 7 | 0.06 | 4720 | 0.08 | 0.20 | 5.3821 0.23 | 5.75619 0.30 | 0.80066 5135 | 0.09 | 8 | 0.04 | 0.27 | 5.04426 0.28 | 4.81305 0.30 | 4.92557 0.30 | 4.84659 0.32 | 4.13903 0.20 | 0.321816 2 | 0.13 | 0.34 | 5.21929 4408 | 0.07 | 1937 | 0.02 | 0.36 | 4.8336 2 | 0.13 | 8 | 0.04 | 0.43 | 2.15303 2215 | 0.03 | 2 | 0.13 | 2 | 0.14 | 3436 | 0.06 | 7 | 0.06 | 2 | 0.13 | 2 | 0.13 | 2719 | 0.03 | 2859 | 0.04 | 2 | 0.14 | 2584 | 0.03 | 2731 | 0.04 | 2 | 0.13 | 0.49 | 3.43948 2361 | 0.03 | 0.29 | 0.773299 0.08 | 0.059094 2 | 0.14 | 4939 | 0.08 | 2801 | 0.04 | 9 | 0.02 | 0.18 | 0.532251 8 | 0.04 | 0.28 | 0.592688 2885 | 0.04 | 9 | 0.03 | 7 | 0.07 | 2168 | 0.04 | 8 | 0.04 | 0.05 | 0.0173624 4296 | 0.07 | 3789 | 0.07 | 10 | 0.02 | 4549 | 0.07 | 942 | 0.02 | 4549 | 0.08 | 0.03 | 0.00380718 11 | 0.01 | 261 | 0.01 | 0.01 | 0.00158946 12 | 0.01 | 62 | 0.00 | 0.01 | 0.00096945 Total opt. time = 5.42 Problem setup time = 0.89 (16.34%) Inner solver time = 0.62 (11.41%) Gradient updating time = 3.90 (72.05%) Working set time = 0.01 (0.17%) optimization finished, #iter = 12 nu = 0.215583 obj = -7327.261819, rho = 0.781465 nSV = 1765, nBSV = 630 0.37 | 3.22536 0.10 | 0.273826 10 | 0.02 | 3277 | 0.06 | 0.21 | 0.466823 3 | 0.09 | 0.17 | 0.278653 1753 | 0.02 | 0.34 | 1.55729 0.81 | 5.39385 9 | 0.02 | 9 | 0.03 | 0.47 | 1.88536 0.07 | 0.143255 11 | 0.02 | 8 | 0.04 | 3365 | 0.06 | 0.47 | 2.14962 4165 | 0.07 | 0.43 | 1.59346 2743 | 0.05 | 0.48 | 2.63874 4589 | 0.07 | 0.13 | 0.868015 0.46 | 2.75868 3 | 0.11 | 0.35 | 2.55883 0.05 | 0.084292 0.08 | 0.110822 2 | 0.15 | 0.55 | 2.5758 12 | 0.01 | 2145 | 0.03 | 10 | 0.02 | 4 | 0.03 | 3 | 0.10 | 0.55 | 2.44094 3 | 0.10 | 1241 | 0.01 | 2193 | 0.04 | 3 | 0.10 | 1885 | 0.02 | 0.13 | 0.197614 2307 | 0.04 | 8 | 0.06 | 2550 | 0.03 | 0.03 | 0.102514 4385 | 0.07 | 10 | 0.02 | 5 | 0.02 | 3 | 0.10 | 2491 | 0.03 | 470 | 0.01 | 0.04 | 0.0458459 0.02 | 0.0103117 0.05 | 0.0329243 13 | 0.01 | 11 | 0.01 | 6 | 0.02 | 128 | 0.00 | 2851 | 0.04 | 0.57 | 2.764 3 | 0.11 | 0.01 | 0.000993135 Total opt. time = 1.30 Problem setup time = 0.47 (36.30%) Inner solver time = 0.07 (5.71%) Gradient updating time = 0.75 (57.62%) Working set time = 0.00 (0.32%) optimization finished, #iter = 6 nu = 0.061933 obj = -1668.894037, rho = -1.902735 nSV = 484, nBSV = 137 150 classifier 86: 3-4 with 4089 and 4089 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 3249 | 0.06 | 1738 | 0.03 | 3 | 0.10 | 4718 | 0.08 | 1452 | 0.02 | 2762 | 0.04 | 0.03 | 0.0269553 2603 | 0.04 | 0.03 | 0.00911945 14 | 0.01 | 12 | 0.01 | 0.14 | 0.397415 691 | 0.01 | 1404 | 0.02 | 0.07 | 0.103565 0.20 | 0.810199 11 | 0.01 | 0.25 | 0.938093 4 | 0.03 | 3 | 0.10 | 0.03 | 0.00346948 0.03 | 0.0195251 969 | 0.01 | 13 | 0.01 | 15 | 0.01 | 259 | 0.01 | 0.20 | 1.2156 9 | 0.03 | 984 | 0.02 | 2656 | 0.04 | 0.02 | 0.00211862 2941 | 0.04 | 4 | 0.06 | 14 | 0.01 | 59 | 0.00 | 0.04 | 0.00986255 0.01 | 0.0011274 0.03 | 0.0115736 15 | 0.01 | 11 | 0.00 | 1918 | 0.03 | 0.00 | 0.00100012 0.22 | 2.18571 5 | 0.02 | 16 | 0.01 | 104 | 0.00 | 0.05 | 0.0540055 4 | 0.05 | 1 | 0.18 | 0.01 | 0.00098002 Total opt. time = 1.49 Problem setup time = 0.47 (31.41%) Inner solver time = 0.08 (5.28%) Gradient updating time = 0.94 (63.05%) Working set time = 0.00 (0.22%) optimization finished, #iter = 5 nu = 0.045888 obj = -1069.102512, rho = -1.385956 nSV = 507, nBSV = 51 16 | 0.01 | 28 | 0.00 | 728 | 0.01 | 12 | 0.01 | 0.00 | 0.000995224 Total opt. time = 6.01 Problem setup time = 0.93 (15.53%) Inner solver time = 0.71 (11.89%) Gradient updating time = 4.34 (72.34%) Working set time = 0.01 (0.21%) optimization finished, #iter = 16 nu = 0.243777 obj = -7883.877837, rho = -1.225342 nSV = 2002, nBSV = 667 882 | 0.01 | 0.21 | 1.3112 4591 | 0.07 | 2629 | 0.04 | 0.03 | 0.00737363 2123 | 0.04 | 4 | 0.05 | 17 | 0.01 | 558 | 0.01 | 4 | 0.06 | 0.23 | 0.995955 0.22 | 1.70501 0.03 | 0.035339 0.02 | 0.00619781 2970 | 0.04 | 13 | 0.01 | 18 | 0.01 | 0.11 | 0.252366 455 | 0.01 | 2921 | 0.04 | 1462 | 0.03 | 0.02 | 0.00331814 4 | 0.05 | 5 | 0.03 | 4 | 0.06 | 19 | 0.01 | 0.32 | 1.65076 377 | 0.01 | 986 | 0.01 | 0.03 | 0.017445 14 | 0.01 | 0.02 | 0.00279087 2590 | 0.04 | 0.14 | 0.605914 2565 | 0.04 | 0.03 | 0.000951613 Total opt. time = 1.67 Problem setup time = 0.51 (30.90%) Inner solver time = 0.11 (6.33%) Gradient updating time = 1.04 (62.54%) Working set time = 0.00 (0.20%) optimization finished, #iter = 5 nu = 0.047789 obj = -1187.162961, rho = -1.474465 nSV = 568, nBSV = 67 20 | 0.01 | 217 | 0.00 | 1147 | 0.02 | 9 | 0.04 | 0.01 | 0.00128474 0.25 | 1.48342 21 | 0.01 | 0.03 | 0.00855374 5 | 0.04 | 57 | 0.00 | 0.00 | 0.0011443 0.20 | 0.481565 15 | 0.01 | 22 | 0.01 | 31 | 0.00 | 0.00 | 0.00102709 853 | 0.01 | 0.12 | 0.26977 2275 | 0.03 | 23 | 0.01 | 10 | 0.03 | 3 | 0.00 | 0.00 | 0.00113377 0.16 | 1.10432 4 | 0.05 | 24 | 0.01 | 0.03 | 0.00528824 10 | 0.00 | 4684 | 0.08 | 0.00 | 0.000992061 Total opt. time = 6.26 Problem setup time = 1.06 (16.93%) Inner solver time = 0.87 (13.83%) Gradient updating time = 4.32 (68.93%) Working set time = 0.02 (0.28%) optimization finished, #iter = 24 nu = 0.237314 obj = -6508.349178, rho = 0.010975 nSV = 2145, nBSV = 448 5 | 0.04 | 16 | 0.01 | 0.11 | 0.11918 532 | 0.01 | 5 | 0.05 | 0.29 | 4.80231 3088 | 0.04 | 1937 | 0.03 | 0.14 | 0.565391 5 | 0.03 | 0.03 | 0.00285298 4077 | 0.07 | 861 | 0.01 | 17 | 0.01 | 0.08 | 0.158006 267 | 0.01 | 2800 | 0.04 | 0.02 | 0.000856939 Total opt. time = 1.83 Problem setup time = 0.51 (28.01%) Inner solver time = 0.13 (7.28%) Gradient updating time = 1.18 (64.50%) Working set time = 0.00 (0.18%) optimization finished, #iter = 5 nu = 0.076004 obj = -1977.530792, rho = -1.709656 nSV = 715, nBSV = 139 0.02 | 0.00174795 0.58 | 5.78929 5 | 0.04 | 18 | 0.01 | 0.06 | 0.0107984 117 | 0.00 | 6 | 0.03 | 0.01 | 0.00109854 2147 | 0.03 | 19 | 0.01 | 6 | 0.02 | 25 | 0.00 | 118 | 0.00 | 0.00 | 0.00101239 2004 | 0.03 | 0.01 | 0.000992351 Total opt. time = 1.88 Problem setup time = 0.52 (27.69%) Inner solver time = 0.16 (8.39%) Gradient updating time = 1.20 (63.68%) Working set time = 0.00 (0.22%) optimization finished, #iter = 6 nu = 0.073871 obj = -1955.115530, rho = -1.161451 nSV = 740, nBSV = 122 20 | 0.01 | 2 | 0.00 | 0.00 | 0.000961634 Total opt. time = 6.39 Problem setup time = 1.01 (15.77%) Inner solver time = 0.81 (12.65%) Gradient updating time = 4.56 (71.32%) Working set time = 0.02 (0.24%) optimization finished, #iter = 20 nu = 0.244775 obj = -7643.285901, rho = -0.651629 nSV = 2167, nBSV = 588 2 | 0.11 | 0.09 | 0.348873 0.18 | 1.18183 1890 | 0.03 | 0.14 | 0.363684 0.08 | 0.228983 6 | 0.03 | 0.16 | 0.576295 0.08 | 0.0537626 3 | 0.12 | 11 | 0.02 | 10 | 0.03 | 6 | 0.03 | 7 | 0.03 | 2470 | 0.03 | 983 | 0.01 | 5 | 0.04 | 2138 | 0.03 | 3616 | 0.05 | 3588 | 0.06 | 4374 | 0.07 | 2862 | 0.04 | 0.05 | 0.000992257 Total opt. time = 2.04 Problem setup time = 0.55 (27.05%) Inner solver time = 0.19 (9.24%) Gradient updating time = 1.30 (63.43%) Working set time = 0.00 (0.24%) optimization finished, #iter = 7 nu = 0.063136 obj = -1575.545528, rho = -1.311350 nSV = 834, nBSV = 74 0.08 | 0.218808 0.08 | 0.160033 7 | 0.03 | 0.09 | 0.191065 7 | 0.03 | 12 | 0.01 | 0.10 | 0.293294 2404 | 0.03 | 1827 | 0.03 | 0.13 | 0.633729 6 | 0.03 | 3069 | 0.05 | 11 | 0.03 | 2535 | 0.04 | 0.07 | 0.0696112 0.07 | 0.078561 0.06 | 0.120915 8 | 0.03 | 8 | 0.03 | 13 | 0.01 | 4171 | 0.07 | 1235 | 0.02 | 0.32 | 1.47936 1690 | 0.02 | 2749 | 0.04 | 0.08 | 0.121967 0.06 | 0.0110848 7 | 0.03 | 0.07 | 0.0123984 3 | 0.08 | 0.05 | 0.0655711 9 | 0.02 | 142 | 0.00 | 0.01 | 0.000928586 Total opt. time = 2.35 Problem setup time = 0.61 (26.12%) Inner solver time = 0.22 (9.46%) Gradient updating time = 1.51 (64.10%) Working set time = 0.01 (0.28%) optimization finished, #iter = 9 nu = 0.066330 obj = -1683.083578, rho = -1.279290 nSV = 860, nBSV = 95 14 | 0.01 | 2156 | 0.03 | 9 | 0.02 | 198 | 0.00 | 1915 | 0.03 | 0.12 | 0.410157 0.02 | 0.000969757 Total opt. time = 2.38 Problem setup time = 0.62 (26.23%) Inner solver time = 0.25 (10.67%) Gradient updating time = 1.49 (62.79%) Working set time = 0.01 (0.28%) optimization finished, #iter = 9 nu = 0.086394 obj = -2431.321552, rho = -1.596087 nSV = 937, nBSV = 181 2170 | 0.04 | 12 | 0.02 | 0.04 | 0.0465409 0.08 | 0.0727253 15 | 0.01 | 3961 | 0.06 | 1781 | 0.03 | 8 | 0.03 | 0.47 | 5.05141 1541 | 0.02 | 0.04 | 0.0298176 16 | 0.01 | 0.16 | 0.29627 1509 | 0.02 | 0.08 | 0.308864 13 | 0.02 | 0.08 | 0.00131198 0.03 | 0.0210462 17 | 0.01 | 4 | 0.05 | 9 | 0.02 | 4 | 0.11 | 3 | 0.00 | 0.00 | 0.000981106 Total opt. time = 2.59 Problem setup time = 0.64 (24.60%) Inner solver time = 0.27 (10.49%) Gradient updating time = 1.68 (64.63%) Working set time = 0.01 (0.25%) optimization finished, #iter = 9 nu = 0.075322 obj = -2065.597006, rho = -1.156153 nSV = 930, nBSV = 119 1151 | 0.02 | 1573 | 0.03 | 3792 | 0.06 | 0.03 | 0.0153105 18 | 0.01 | 4150 | 0.06 | 882 | 0.01 | 0.06 | 0.189707 0.03 | 0.00978379 19 | 0.01 | 14 | 0.02 | 686 | 0.01 | 0.10 | 0.0382909 0.02 | 0.00724774 20 | 0.01 | 3132 | 0.05 | 5 | 0.04 | 581 | 0.01 | 335 | 0.01 | 0.02 | 0.00512865 21 | 0.01 | 451 | 0.01 | 0.06 | 0.123545 0.06 | 0.00405775 0.02 | 0.00410814 15 | 0.01 | 22 | 0.01 | 437 | 0.01 | 6 | 0.03 | 71 | 0.00 | 0.02 | 0.00278928 2672 | 0.04 | 0.02 | 0.000940196 Total opt. time = 1.56 Problem setup time = 0.49 (31.69%) Inner solver time = 0.11 (7.00%) Gradient updating time = 0.95 (61.02%) Working set time = 0.00 (0.26%) optimization finished, #iter = 6 nu = 0.037499 obj = -892.726383, rho = 0.938227 nSV = 599, nBSV = 54 221 classifier 88: 4-28 with 4081 and 4081 samples 224 classifier 87: 4-31 with 4083 and 4083 samples 236 classifier 89: 4-43 with 4079 and 4079 samples 228 classifier 90: 4-35 with 4073 and 4073 samples 226 classifier 91: 4-33 with 4061 and 4061 samples 233 classifier 92: 4-40 with 4057 and 4057 samples 225 classifier 93: 4-32 with 4048 and 4048 samples 244 classifier 99: 4-51 with 3990 and 3990 samples 230 classifier 95: 4-37 with 4026 and 4026 samples 223 classifier 94: 4-30 with 4026 and 4026 samples 238 classifier 97: 4-45 with 4019 and 4019 samples 219 classifier 96: 4-26 with 4022 and 4022 samples 234 classifier 98: 4-41 with 4002 and 4002 samples 23 | 0.01 | Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation 348 | 0.01 | 0.02 | 0.00133755 24 | 0.01 | 87 | 0.00 | 0.04 | 0.0819479 0.01 | 0.0012083 16 | 0.01 | 25 | 0.01 | 57 | 0.00 | 0.01 | 0.00112887 26 | 0.01 | 16 | 0.00 | 0.00 | 0.000995436 Total opt. time = 7.45 Problem setup time = 1.12 (14.98%) Inner solver time = 1.00 (13.40%) Gradient updating time = 5.31 (71.33%) Working set time = 0.02 (0.27%) optimization finished, #iter = 26 nu = 0.262457 obj = -8436.315055, rho = -0.427150 nSV = 2438, nBSV = 613 2421 | 0.04 | 0.04 | 0.0493728 17 | 0.01 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 390 | 0.00 | 2197 | 0.04 | 1 | 0.18 | 538 | 0.00 | 1 | 0.18 | 1 | 0.18 | 592 | 0.01 | 1 | 0.18 | 362 | 0.00 | 1 | 0.18 | 87 | 0.00 | 1 | 0.18 | 264 | 0.00 | 189 | 0.00 | 1 | 0.18 | 1 | 0.19 | 212 | 0.00 | 307 | 0.00 | 1 | 0.19 | 329 | 0.00 | 347 | 0.00 | 599 | 0.01 | 772 | 0.01 | 0.03 | 2.92821 0.04 | 0.0397965 18 | 0.02 | 0.06 | 4.56085 0.47 | 4.53386 0.07 | 4.52879 2 | 0.04 | 501 | 0.01 | 0.09 | 4.10556 1840 | 0.03 | 0.10 | 4.42539 0.11 | 4.17296 0.12 | 4.89648 2 | 0.05 | 0.11 | 3.99676 531 | 0.00 | 0.04 | 0.0309663 0.13 | 3.63681 19 | 0.01 | 0.14 | 3.65979 0.15 | 4.7292 2 | 0.08 | 2 | 0.07 | 5 | 0.09 | 1064 | 0.01 | 1574 | 0.03 | 743 | 0.01 | 2 | 0.07 | 937 | 0.01 | 2 | 0.08 | 0.03 | 0.0188066 2 | 0.08 | 792 | 0.01 | 770 | 0.01 | 0.20 | 4.13386 20 | 0.01 | 2 | 0.10 | 4456 | 0.07 | 1311 | 0.02 | 0.12 | 1.8578 1726 | 0.02 | 2 | 0.11 | 0.24 | 4.96757 2 | 0.10 | 2 | 0.10 | 1319 | 0.01 | 1321 | 0.01 | 0.03 | 0.0148662 1876 | 0.02 | 21 | 0.01 | 0.21 | 0.690096 3 | 0.05 | 544 | 0.01 | 1133 | 0.02 | 0.16 | 1.18582 0.03 | 0.0122369 2 | 0.12 | 0.15 | 1.06645 22 | 0.01 | 1823 | 0.02 | 0.15 | 0.869712 3 | 0.07 | 896 | 0.02 | 0.06 | 0.340567 0.20 | 2.34894 447 | 0.01 | 2 | 0.12 | 0.17 | 1.4533 3 | 0.06 | 0.03 | 0.00816243 3 | 0.06 | 762 | 0.01 | 4 | 0.03 | 861 | 0.01 | 23 | 0.01 | 452 | 0.00 | 2233 | 0.03 | 3 | 0.05 | 736 | 0.01 | 0.05 | 0.104917 665 | 0.01 | 3 | 0.07 | 0.02 | 0.00636371 0.04 | 0.000994499 Total opt. time = 0.62 Problem setup time = 0.32 (51.44%) Inner solver time = 0.02 (2.59%) Gradient updating time = 0.28 (45.47%) Working set time = 0.00 (0.41%) optimization finished, #iter = 4 nu = 0.012413 obj = -264.346659, rho = -1.756176 nSV = 172, nBSV = 11 3 | 0.06 | 988 | 0.01 | 731 | 0.01 | 24 | 0.01 | 0.06 | 0.251454 4 | 0.04 | 234 | 0.00 | 614 | 0.01 | 0.07 | 0.13631 0.06 | 0.0486478 4 | 0.02 | 0.02 | 0.00551194 382 | 0.00 | 4 | 0.02 | 0.01 | 0.000962181 Total opt. time = 0.67 Problem setup time = 0.33 (49.43%) Inner solver time = 0.02 (3.04%) Gradient updating time = 0.32 (47.10%) Working set time = 0.00 (0.36%) optimization finished, #iter = 4 nu = 0.018779 obj = -419.308245, rho = -2.348065 nSV = 207, nBSV = 20 25 | 0.01 | 313 | 0.00 | 4 | 0.02 | 208 | 0.00 | 473 | 0.01 | 0.01 | 0.00099817 Total opt. time = 0.68 Problem setup time = 0.33 (48.07%) Inner solver time = 0.02 (3.44%) Gradient updating time = 0.33 (48.07%) Working set time = 0.00 (0.36%) optimization finished, #iter = 4 nu = 0.019265 obj = -433.960132, rho = -1.955863 nSV = 227, nBSV = 21 0.01 | 0.00097677 Total opt. time = 0.69 Problem setup time = 0.34 (49.03%) Inner solver time = 0.02 (2.88%) Gradient updating time = 0.33 (47.67%) Working set time = 0.00 (0.36%) optimization finished, #iter = 4 nu = 0.012020 obj = -253.404729, rho = -1.864209 nSV = 186, nBSV = 7 0.25 | 1.81552 0.07 | 0.315348 0.08 | 0.313471 0.02 | 0.00445556 0.07 | 0.00930981 26 | 0.01 | 4 | 0.02 | 413 | 0.01 | 406 | 0.00 | 4 | 0.03 | 598 | 0.01 | 0.01 | 0.000933537 Total opt. time = 0.74 Problem setup time = 0.34 (46.34%) Inner solver time = 0.02 (3.08%) Gradient updating time = 0.37 (50.19%) Working set time = 0.00 (0.33%) optimization finished, #iter = 4 nu = 0.015296 obj = -314.595426, rho = -1.938667 nSV = 192, nBSV = 10 0.02 | 0.00346027 5 | 0.04 | 164 | 0.00 | 0.02 | 0.00960827 27 | 0.01 | 335 | 0.01 | 5 | 0.01 | 101 | 0.00 | 0.00 | 0.00090874 Total opt. time = 0.77 Problem setup time = 0.37 (47.47%) Inner solver time = 0.03 (3.85%) Gradient updating time = 0.37 (48.18%) Working set time = 0.00 (0.42%) optimization finished, #iter = 5 nu = 0.021240 obj = -475.640885, rho = -2.262793 nSV = 233, nBSV = 23 3 | 0.08 | 0.36 | 2.94728 0.02 | 0.0027013 0.33 | 1.66086 1289 | 0.01 | 28 | 0.01 | 0.35 | 1.60422 293 | 0.01 | 0.06 | 0.00466605 0.02 | 0.00249698 29 | 0.01 | 281 | 0.00 | 0.40 | 1.6515 6 | 0.03 | 86 | 0.00 | 0.02 | 0.00201238 6 | 0.07 | 30 | 0.01 | 233 | 0.00 | 3 | 0.08 | 0.01 | 0.00127119 31 | 0.01 | 64 | 0.00 | 0.05 | 0.00116195 3 | 0.10 | 0.01 | 0.00102842 1817 | 0.02 | 0.11 | 1.061 32 | 0.01 | 0.37 | 1.7012 75 | 0.00 | 1386 | 0.02 | 0.01 | 0.00112303 4524 | 0.07 | 7 | 0.02 | 11 | 0.00 | 0.01 | 0.000972025 Total opt. time = 0.92 Problem setup time = 0.42 (46.19%) Inner solver time = 0.02 (2.05%) Gradient updating time = 0.47 (51.13%) Working set time = 0.01 (0.55%) optimization finished, #iter = 7 nu = 0.004108 obj = -81.957469, rho = -0.965221 nSV = 286, nBSV = 0 242 classifier 100: 4-49 with 3984 and 3984 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 33 | 0.01 | 35 | 0.00 | 0.00 | 0.00113334 3 | 0.10 | 34 | 0.01 | 1 | 0.00 | 0.00 | 0.00103677 4 | 0.04 | 1618 | 0.02 | 35 | 0.01 | 1 | 0.00 | 0.00 | 0.000988226 Total opt. time = 8.33 Problem setup time = 1.32 (15.88%) Inner solver time = 1.23 (14.79%) Gradient updating time = 5.75 (69.00%) Working set time = 0.03 (0.30%) optimization finished, #iter = 35 nu = 0.385034 obj = -10784.423948, rho = 0.325996 nSV = 2939, nBSV = 807 1442 | 0.02 | 3 | 0.09 | 1814 | 0.02 | 0.44 | 2.00447 0.07 | 0.0561462 0.14 | 0.929715 5 | 0.02 | 501 | 0.01 | 0.17 | 1.06713 4 | 0.05 | 0.02 | 0.000984163 Total opt. time = 1.08 Problem setup time = 0.42 (39.02%) Inner solver time = 0.05 (5.07%) Gradient updating time = 0.60 (55.57%) Working set time = 0.00 (0.30%) optimization finished, #iter = 5 nu = 0.031284 obj = -881.536010, rho = -1.518789 nSV = 398, nBSV = 53 1614 | 0.02 | 1 | 0.18 | 55 | 0.00 | 0.17 | 1.1788 0.02 | 3.9036 4 | 0.05 | 3 | 0.11 | 1212 | 0.02 | 2 | 0.03 | 210 | 0.00 | 2057 | 0.03 | 4 | 0.05 | 0.08 | 0.187669 1496 | 0.02 | 0.17 | 0.94626 0.28 | 2.11237 0.05 | 1.26358 5 | 0.04 | 0.08 | 0.0468514 1431 | 0.02 | 7 | 0.05 | 4 | 0.05 | 5 | 0.03 | 3 | 0.04 | 234 | 0.00 | 235 | 0.00 | 0.02 | 0.000979516 Total opt. time = 1.27 Problem setup time = 0.46 (36.69%) Inner solver time = 0.05 (4.25%) Gradient updating time = 0.74 (58.76%) Working set time = 0.00 (0.26%) optimization finished, #iter = 5 nu = 0.020705 obj = -459.268440, rho = -1.169568 nSV = 415, nBSV = 17 1706 | 0.02 | 0.09 | 0.566551 0.03 | 0.05187 0.06 | 0.0281555 4 | 0.02 | 34 | 0.00 | 0.00 | 0.000838759 Total opt. time = 0.38 Problem setup time = 0.27 (70.59%) Inner solver time = 0.00 (1.22%) Gradient updating time = 0.10 (27.42%) Working set time = 0.00 (0.66%) optimization finished, #iter = 4 nu = 0.005016 obj = -107.317822, rho = -1.212710 nSV = 65, nBSV = 6 215 classifier 101: 4-22 with 3982 and 3982 samples 243 classifier 103: 4-50 with 3978 and 3978 samples 338 classifier 104: 7-10 with 3889 and 3889 samples 229 classifier 102: 4-36 with 3979 and 3979 samples 586 classifier 111: 13-15 with 3498 and 3498 samples 340 classifier 106: 7-12 with 3688 and 3688 samples 345 classifier 107: 7-17 with 3688 and 3688 samples 348 classifier 105: 7-20 with 3829 and 3829 samples 105 classifier 110: 2-7 with 3522 and 3522 samples 347 classifier 109: 7-19 with 3535 and 3535 samples 351 classifier 108: 7-23 with 3588 and 3588 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 5 | 0.04 | 4528 | 0.07 | 6 | 0.02 | 392 | 0.01 | 1241 | 0.02 | 0.17 | 0.519987 0.02 | 0.00094149 Total opt. time = 1.34 Problem setup time = 0.47 (34.82%) Inner solver time = 0.09 (6.70%) Gradient updating time = 0.78 (58.14%) Working set time = 0.00 (0.30%) optimization finished, #iter = 6 nu = 0.040536 obj = -1050.645684, rho = -1.872520 nSV = 526, nBSV = 66 0.09 | 0.0605111 4 | 0.05 | 5 | 0.03 | 318 | 0.00 | 0.07 | 0.118187 0.02 | 0.00179895 1967 | 0.03 | 6 | 0.03 | 6 | 0.02 | 22 | 0.00 | 0.00 | 0.000978962 Total opt. time = 1.43 Problem setup time = 0.49 (34.37%) Inner solver time = 0.08 (5.50%) Gradient updating time = 0.86 (59.80%) Working set time = 0.00 (0.28%) optimization finished, #iter = 6 nu = 0.039672 obj = -992.328766, rho = -1.719152 nSV = 477, nBSV = 55 874 | 0.01 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 113 | 0.00 | 1 | 0.18 | 1 | 0.18 | 91 | 0.00 | 160 | 0.00 | 1 | 0.18 | 1 | 0.19 | 1 | 0.19 | 1 | 0.19 | 1 | 0.19 | 0.07 | 0.00807636 0.03 | 3.39397 1965 | 0.03 | 0.04 | 3.55233 2541 | 0.03 | 3216 | 0.04 | 3552 | 0.05 | 2907 | 0.04 | 0.12 | 0.162744 0.22 | 1.19607 3180 | 0.05 | 3331 | 0.05 | 3262 | 0.05 | 7 | 0.03 | 2 | 0.03 | 86 | 0.00 | 279 | 0.00 | 2 | 0.03 | 258 | 0.00 | 0.02 | 0.000986015 Total opt. time = 1.56 Problem setup time = 0.54 (34.34%) Inner solver time = 0.09 (6.00%) Gradient updating time = 0.93 (59.30%) Working set time = 0.00 (0.31%) optimization finished, #iter = 7 nu = 0.033536 obj = -801.407758, rho = -0.987178 nSV = 547, nBSV = 39 5 | 0.04 | 8 | 0.04 | 1480 | 0.02 | 0.07 | 1.4998 0.14 | 4.01738 4337 | 0.07 | 0.10 | 1.1795 3 | 0.03 | 266 | 0.00 | 0.07 | 0.0299852 0.03 | 0.333806 6 | 0.03 | 2 | 0.07 | 3 | 0.05 | 209 | 0.00 | 515 | 0.01 | 4 | 0.02 | 254 | 0.00 | 235 | 0.00 | 0.01 | 0.0194099 5 | 0.01 | 61 | 0.00 | 0.00 | 0.000988222 Total opt. time = 0.43 Problem setup time = 0.27 (62.62%) Inner solver time = 0.01 (1.86%) Gradient updating time = 0.15 (34.63%) Working set time = 0.00 (0.76%) optimization finished, #iter = 5 nu = 0.006779 obj = -178.231113, rho = -2.410086 nSV = 88, nBSV = 12 0.03 | 0.000986291 Total opt. time = 1.74 Problem setup time = 0.54 (30.85%) Inner solver time = 0.12 (7.06%) Gradient updating time = 1.07 (61.82%) Working set time = 0.00 (0.23%) optimization finished, #iter = 6 nu = 0.045826 obj = -1134.836524, rho = -1.545570 nSV = 653, nBSV = 57 0.04 | 0.392468 0.05 | 0.29435 3 | 0.02 | 82 | 0.00 | 0.01 | 0.000990309 Total opt. time = 0.48 Problem setup time = 0.28 (58.31%) Inner solver time = 0.00 (0.89%) Gradient updating time = 0.19 (40.40%) Working set time = 0.00 (0.34%) optimization finished, #iter = 3 nu = 0.001932 obj = -41.151269, rho = -1.115022 nSV = 37, nBSV = 2 4 | 0.04 | 267 | 0.00 | 0.16 | 0.709699 0.04 | 0.000899446 Total opt. time = 0.53 Problem setup time = 0.30 (56.96%) Inner solver time = 0.01 (1.58%) Gradient updating time = 0.22 (40.86%) Working set time = 0.00 (0.48%) optimization finished, #iter = 4 nu = 0.003757 obj = -76.199838, rho = -1.345690 nSV = 113, nBSV = 1 9 | 0.03 | 4191 | 0.07 | 0.48 | 5.83563 0.11 | 0.442256 10 | 0.02 | 0.57 | 6.64258 3695 | 0.06 | 0.59 | 6.68847 2 | 0.14 | 0.63 | 7.00908 0.08 | 0.270465 11 | 0.02 | 3678 | 0.06 | 3138 | 0.05 | 2 | 0.15 | 0.71 | 6.07243 0.73 | 6.69258 2 | 0.14 | 0.06 | 0.15563 2 | 0.14 | 0.77 | 5.35425 4292 | 0.07 | 12 | 0.01 | 0.78 | 6.04293 4226 | 0.07 | 2738 | 0.04 | 4168 | 0.06 | 2 | 0.15 | 0.04 | 0.104991 2 | 0.15 | 13 | 0.01 | 2350 | 0.04 | 2 | 0.15 | 3787 | 0.06 | 2 | 0.15 | 4082 | 0.07 | 0.03 | 0.0691909 14 | 0.01 | 4211 | 0.07 | 1983 | 0.03 | 4167 | 0.07 | 0.03 | 0.045393 15 | 0.01 | 1727 | 0.03 | 0.03 | 0.0308038 0.45 | 3.45856 16 | 0.01 | 1354 | 0.02 | 0.03 | 0.021222 17 | 0.01 | 1102 | 0.02 | 0.02 | 0.0151638 18 | 0.01 | 3 | 0.12 | 910 | 0.01 | 0.47 | 5.75102 0.03 | 0.0119467 19 | 0.01 | 0.51 | 5.7124 693 | 0.01 | 4007 | 0.07 | 0.02 | 0.00769678 20 | 0.01 | 568 | 0.01 | 0.52 | 6.24686 0.02 | 0.00635017 21 | 0.01 | 438 | 0.01 | 3 | 0.12 | 0.02 | 0.00563547 22 | 0.01 | 359 | 0.01 | 3 | 0.13 | 0.51 | 7.33677 0.02 | 0.0033703 3856 | 0.06 | 23 | 0.01 | 361 | 0.01 | 0.02 | 0.00250033 3555 | 0.06 | 24 | 0.01 | 3 | 0.13 | 302 | 0.01 | 0.02 | 0.0018703 25 | 0.01 | 190 | 0.00 | 0.58 | 5.36399 0.01 | 0.0013557 3640 | 0.06 | 26 | 0.01 | 69 | 0.00 | 0.01 | 0.001177 27 | 0.01 | 26 | 0.00 | 0.00 | 0.00112674 0.58 | 6.29059 3 | 0.14 | 28 | 0.01 | 8 | 0.00 | 0.00 | 0.00103484 0.58 | 5.83089 0.29 | 1.52914 29 | 0.01 | 13 | 0.00 | 0.00 | 0.000985891 Total opt. time = 6.00 Problem setup time = 1.08 (18.09%) Inner solver time = 0.94 (15.75%) Gradient updating time = 3.95 (65.80%) Working set time = 0.02 (0.33%) optimization finished, #iter = 29 nu = 0.332215 obj = -8576.212930, rho = -0.275500 nSV = 2485, nBSV = 612 3558 | 0.05 | 3 | 0.13 | 4 | 0.09 | 3 | 0.13 | 3 | 0.13 | 3700 | 0.06 | 3967 | 0.07 | 3719 | 0.06 | 3683 | 0.06 | 0.33 | 3.54258 0.38 | 4.84924 4 | 0.08 | 0.16 | 0.37657 4 | 0.10 | 0.41 | 5.17401 4204 | 0.07 | 5 | 0.05 | 4290 | 0.07 | 2153 | 0.04 | 0.04 | 0.000998604 Total opt. time = 2.27 Problem setup time = 0.58 (25.60%) Inner solver time = 0.27 (12.00%) Gradient updating time = 1.41 (62.25%) Working set time = 0.00 (0.12%) optimization finished, #iter = 5 nu = 0.117141 obj = -2520.749281, rho = 0.793792 nSV = 996, nBSV = 149 4 | 0.10 | 0.44 | 5.77402 4111 | 0.06 | 0.44 | 5.20605 4 | 0.12 | 0.43 | 4.86271 0.44 | 4.62425 0.28 | 1.90756 3980 | 0.06 | 4 | 0.09 | 4 | 0.09 | 5 | 0.07 | 4 | 0.10 | 0.33 | 3.22819 4302 | 0.07 | 4171 | 0.07 | 4446 | 0.07 | 4362 | 0.07 | 5 | 0.08 | 4531 | 0.07 | 0.37 | 3.52658 5 | 0.08 | 0.22 | 0.806828 4459 | 0.07 | 6 | 0.05 | 0.42 | 4.28888 0.37 | 2.23991 0.36 | 3.18487 4131 | 0.07 | 0.25 | 1.93189 5 | 0.07 | 5 | 0.09 | 5 | 0.07 | 6 | 0.05 | 0.40 | 3.72612 4382 | 0.07 | 4807 | 0.08 | 4484 | 0.07 | 0.15 | 0.368614 4643 | 0.07 | 5 | 0.08 | 7 | 0.03 | 0.31 | 2.56654 4692 | 0.07 | 3758 | 0.06 | 6 | 0.06 | 0.09 | 0.127062 0.18 | 1.03856 8 | 0.02 | 0.24 | 1.23429 7 | 0.04 | 4731 | 0.07 | 2510 | 0.04 | 6 | 0.05 | 0.28 | 2.08048 0.04 | 0.0423546 4429 | 0.07 | 9 | 0.01 | 1618 | 0.03 | 0.35 | 3.37549 6 | 0.05 | 4560 | 0.08 | 0.04 | 0.0187794 10 | 0.01 | 0.30 | 2.40171 790 | 0.01 | 6 | 0.07 | 4759 | 0.08 | 0.12 | 0.490782 0.03 | 0.00600434 11 | 0.01 | 8 | 0.02 | 317 | 0.01 | 0.02 | 0.00222687 6 | 0.06 | 0.23 | 1.16402 12 | 0.01 | 104 | 0.00 | 4513 | 0.07 | 0.01 | 0.00124078 13 | 0.01 | 17 | 0.00 | 0.00 | 0.000994789 Total opt. time = 3.57 Problem setup time = 0.77 (21.54%) Inner solver time = 0.52 (14.54%) Gradient updating time = 2.28 (63.66%) Working set time = 0.01 (0.23%) optimization finished, #iter = 13 nu = 0.206399 obj = -4496.731448, rho = -0.790562 nSV = 1599, nBSV = 284 3862 | 0.06 | 7 | 0.04 | 0.18 | 0.496822 4648 | 0.07 | 7 | 0.03 | 0.07 | 0.263902 4373 | 0.07 | 9 | 0.02 | 0.20 | 1.21962 4123 | 0.07 | 3232 | 0.05 | 7 | 0.04 | 0.04 | 0.129827 10 | 0.01 | 0.08 | 0.210443 4503 | 0.07 | 8 | 0.02 | 0.26 | 2.01453 2637 | 0.04 | 0.17 | 0.724827 0.03 | 0.0713445 0.23 | 1.31497 8 | 0.03 | 11 | 0.01 | 3031 | 0.05 | 7 | 0.05 | 7 | 0.04 | 2115 | 0.03 | 0.04 | 0.0598243 0.02 | 0.0434384 9 | 0.01 | 4113 | 0.06 | 12 | 0.01 | 4587 | 0.07 | 2011 | 0.03 | 1560 | 0.02 | 0.15 | 0.633434 4690 | 0.08 | 0.02 | 0.0230624 0.03 | 0.0277388 13 | 0.01 | 8 | 0.03 | 10 | 0.01 | 1171 | 0.02 | 1041 | 0.02 | 0.02 | 0.0164149 0.11 | 0.362427 0.02 | 0.00681711 14 | 0.01 | 11 | 0.01 | 870 | 0.01 | 9 | 0.02 | 391 | 0.01 | 4186 | 0.07 | 0.02 | 0.00196854 0.02 | 0.00783578 12 | 0.01 | 15 | 0.01 | 94 | 0.00 | 0.01 | 0.00109139 593 | 0.01 | 13 | 0.01 | 9 | 0.00 | 0.00 | 0.000993986 Total opt. time = 4.10 Problem setup time = 0.79 (19.36%) Inner solver time = 0.57 (13.92%) Gradient updating time = 2.72 (66.48%) Working set time = 0.01 (0.20%) optimization finished, #iter = 13 nu = 0.255465 obj = -5969.028726, rho = -0.927341 nSV = 1746, nBSV = 474 3543 | 0.06 | 0.15 | 0.654016 0.02 | 0.00377286 16 | 0.01 | 360 | 0.01 | 8 | 0.03 | 0.01 | 0.00169927 0.20 | 1.45104 17 | 0.01 | 100 | 0.00 | 0.01 | 0.00115664 18 | 0.01 | 0.12 | 0.292567 52 | 0.00 | 0.00 | 0.00120527 0.08 | 0.186867 8 | 0.04 | 19 | 0.01 | 19 | 0.00 | 0.00 | 0.000961042 Total opt. time = 4.19 Problem setup time = 0.86 (20.50%) Inner solver time = 0.72 (17.27%) Gradient updating time = 2.59 (61.91%) Working set time = 0.01 (0.28%) optimization finished, #iter = 19 nu = 0.291461 obj = -6293.683736, rho = 0.089348 nSV = 1980, nBSV = 409 344 classifier 112: 7-16 with 3459 and 3459 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 10 | 0.02 | 9 | 0.02 | 4329 | 0.07 | 2899 | 0.05 | 3548 | 0.06 | 4615 | 0.07 | 0.05 | 0.10664 0.10 | 0.398286 11 | 0.01 | 9 | 0.02 | 0.07 | 0.12823 10 | 0.02 | 2523 | 0.04 | 1 | 0.18 | 3406 | 0.06 | 0.04 | 0.0537319 2803 | 0.04 | 12 | 0.01 | 2478 | 0.03 | 0.16 | 0.76656 1925 | 0.03 | 0.06 | 0.204763 0.04 | 0.0649502 9 | 0.03 | 11 | 0.01 | 10 | 0.02 | 0.03 | 0.0316209 13 | 0.01 | 2365 | 0.04 | 1419 | 0.02 | 3137 | 0.05 | 4149 | 0.07 | 0.03 | 0.0210943 0.03 | 0.0404958 14 | 0.01 | 12 | 0.01 | 0.04 | 0.107322 1104 | 0.02 | 11 | 0.01 | 1648 | 0.03 | 0.02 | 0.00951126 15 | 0.01 | 0.03 | 0.0182236 2484 | 0.04 | 736 | 0.01 | 13 | 0.01 | 0.10 | 0.395868 0.02 | 0.00659245 1199 | 0.02 | 0.03 | 0.0746312 16 | 0.01 | 10 | 0.02 | 12 | 0.01 | 600 | 0.01 | 0.02 | 0.0121387 0.02 | 0.00415618 14 | 0.01 | 17 | 0.01 | 1953 | 0.03 | 857 | 0.01 | 470 | 0.01 | 0.02 | 0.00603458 3751 | 0.06 | 0.02 | 0.00290702 0.03 | 0.0357646 15 | 0.01 | 18 | 0.01 | 13 | 0.01 | 280 | 0.01 | 533 | 0.01 | 0.02 | 0.00152523 0.02 | 0.00263499 1577 | 0.03 | 19 | 0.01 | 101 | 0.00 | 16 | 0.01 | 0.01 | 0.00125394 280 | 0.01 | 0.06 | 0.230591 0.02 | 0.0242364 20 | 0.01 | 43 | 0.00 | 0.01 | 0.00156535 0.00 | 0.0011161 14 | 0.01 | 11 | 0.01 | 17 | 0.01 | 21 | 0.01 | 91 | 0.00 | 8 | 0.00 | 0.00 | 0.00100344 0.01 | 0.00111626 1113 | 0.02 | 22 | 0.01 | 6 | 0.00 | 0.00 | 0.000995597 Total opt. time = 4.79 Problem setup time = 0.94 (19.58%) Inner solver time = 0.76 (15.77%) Gradient updating time = 3.08 (64.32%) Working set time = 0.01 (0.30%) optimization finished, #iter = 22 nu = 0.277955 obj = -6818.668721, rho = -0.054955 nSV = 2112, nBSV = 453 18 | 0.01 | 34 | 0.00 | 0.00 | 0.0010564 0.02 | 0.0131367 19 | 0.01 | 28 | 0.00 | 0.00 | 0.00110616 3169 | 0.05 | 15 | 0.01 | 0.42 | 7.01062 20 | 0.01 | 10 | 0.00 | 0.00 | 0.0010011 840 | 0.01 | 21 | 0.01 | 11 | 0.00 | 0.00 | 0.00102495 0.02 | 0.00800556 22 | 0.01 | 4 | 0.00 | 0.00 | 0.000974882 Total opt. time = 4.86 Problem setup time = 0.94 (19.42%) Inner solver time = 0.76 (15.58%) Gradient updating time = 3.14 (64.67%) Working set time = 0.01 (0.29%) optimization finished, #iter = 22 nu = 0.300478 obj = -6826.892839, rho = -0.406092 nSV = 2072, nBSV = 493 16 | 0.01 | 0.05 | 0.118851 691 | 0.01 | 12 | 0.01 | 0.02 | 0.00403841 17 | 0.01 | 423 | 0.01 | 2506 | 0.04 | 0.02 | 0.00246624 18 | 0.01 | 200 | 0.00 | 0.01 | 0.00160261 0.04 | 0.0794895 2 | 0.14 | 19 | 0.01 | 13 | 0.01 | 54 | 0.00 | 0.00 | 0.00108877 20 | 0.01 | 14 | 0.00 | 0.00 | 0.000973249 Total opt. time = 4.99 Problem setup time = 0.92 (18.51%) Inner solver time = 0.80 (16.11%) Gradient updating time = 3.25 (65.10%) Working set time = 0.01 (0.25%) optimization finished, #iter = 20 nu = 0.308597 obj = -7086.964197, rho = -0.411945 nSV = 2120, nBSV = 498 2146 | 0.03 | 4090 | 0.06 | 0.03 | 0.0493128 14 | 0.01 | 1681 | 0.03 | 0.03 | 0.0333716 15 | 0.01 | 1385 | 0.02 | 0.03 | 0.019259 16 | 0.01 | 1058 | 0.02 | 0.02 | 0.0147214 17 | 0.01 | 785 | 0.01 | 0.02 | 0.0101271 18 | 0.01 | 570 | 0.01 | 0.02 | 0.00637775 19 | 0.01 | 479 | 0.01 | 0.02 | 0.00573499 20 | 0.01 | 470 | 0.01 | 0.02 | 0.00320388 21 | 0.01 | 283 | 0.01 | 0.01 | 0.00193683 22 | 0.01 | 186 | 0.00 | 0.01 | 0.00129949 23 | 0.01 | 103 | 0.00 | 0.01 | 0.00108004 24 | 0.01 | 38 | 0.00 | 0.00 | 0.00114172 25 | 0.01 | 7 | 0.00 | 0.00 | 0.00110993 0.46 | 5.58604 26 | 0.01 | 3 | 0.00 | 0.00 | 0.000976274 Total opt. time = 5.51 Problem setup time = 1.06 (19.25%) Inner solver time = 0.89 (16.18%) Gradient updating time = 3.54 (64.23%) Working set time = 0.02 (0.31%) optimization finished, #iter = 26 nu = 0.397825 obj = -10068.546180, rho = -0.586380 nSV = 2544, nBSV = 768 3 | 0.13 | 3632 | 0.06 | 0.32 | 3.59202 4 | 0.08 | 4752 | 0.07 | 0.24 | 1.96746 5 | 0.07 | 4929 | 0.08 | 0.20 | 0.683408 6 | 0.04 | 4395 | 0.07 | 0.09 | 0.175798 7 | 0.02 | 2624 | 0.04 | 0.04 | 0.0584702 8 | 0.01 | 1408 | 0.02 | 0.03 | 0.0151153 9 | 0.01 | 466 | 0.01 | 0.02 | 0.0021575 10 | 0.01 | 94 | 0.00 | 0.01 | 0.00114675 11 | 0.01 | 19 | 0.00 | 0.00 | 0.000999997 Total opt. time = 2.98 Problem setup time = 0.70 (23.55%) Inner solver time = 0.45 (15.01%) Gradient updating time = 1.82 (61.18%) Working set time = 0.01 (0.24%) optimization finished, #iter = 11 nu = 0.224035 obj = -4989.535765, rho = -1.046137 nSV = 1512, nBSV = 374 509 classifier 113: 11-15 with 3290 and 3290 samples 507 classifier 114: 11-13 with 3232 and 3232 samples 357 classifier 115: 7-29 with 3218 and 3218 samples 336 classifier 116: 7-8 with 3212 and 3212 samples 291 classifier 117: 6-7 with 3156 and 3156 samples 362 classifier 118: 7-34 with 3147 and 3147 samples 355 classifier 120: 7-27 with 3087 and 3087 samples 372 classifier 119: 7-44 with 3144 and 3144 samples 591 classifier 128: 13-20 with 2900 and 2900 samples 6 classifier 122: 0-7 with 2960 and 2960 samples 469 classifier 121: 10-15 with 3018 and 3018 samples 467 classifier 123: 10-13 with 2960 and 2960 samples 664 classifier 124: 15-20 with 2958 and 2958 samples 376 classifier 125: 7-48 with 2922 and 2922 samples 375 classifier 127: 7-47 with 2902 and 2902 samples 353 classifier 126: 7-25 with 2916 and 2916 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.19 | 1 | 0.19 | 1 | 0.19 | 1 | 0.19 | 1 | 0.19 | 1 | 0.19 | 1 | 0.19 | 1 | 0.19 | 1 | 0.19 | 1 | 0.19 | 1038 | 0.01 | 1975 | 0.02 | 1746 | 0.02 | 1575 | 0.02 | 1382 | 0.02 | 2317 | 0.03 | 2122 | 0.03 | 1950 | 0.03 | 1976 | 0.03 | 2348 | 0.03 | 2562 | 0.03 | 2967 | 0.04 | 3810 | 0.06 | 3394 | 0.05 | 3529 | 0.05 | 3951 | 0.06 | 0.19 | 4.98525 0.27 | 5.28115 0.28 | 5.60125 0.29 | 5.28768 0.29 | 4.61918 2 | 0.13 | 2315 | 0.03 | 0.38 | 4.71079 0.38 | 5.38957 0.39 | 5.26759 2 | 0.14 | 0.41 | 7.0789 2 | 0.14 | 2 | 0.15 | 2 | 0.15 | 0.43 | 6.44736 0.43 | 6.20666 3049 | 0.04 | 3282 | 0.05 | 2791 | 0.04 | 4039 | 0.06 | 2 | 0.15 | 2 | 0.13 | 0.51 | 6.37693 2 | 0.15 | 0.54 | 6.57349 2 | 0.14 | 0.24 | 2.03796 2 | 0.14 | 2 | 0.15 | 4131 | 0.06 | 3517 | 0.06 | 0.57 | 5.82876 3968 | 0.06 | 4194 | 0.07 | 3961 | 0.07 | 0.62 | 5.94924 4176 | 0.07 | 3 | 0.09 | 2 | 0.13 | 2093 | 0.03 | 2 | 0.16 | 4187 | 0.06 | 0.70 | 5.78248 2 | 0.15 | 4288 | 0.07 | 2 | 0.14 | 0.33 | 2.43335 0.32 | 2.07816 0.32 | 2.49771 0.10 | 0.692477 4317 | 0.07 | 4 | 0.03 | 1354 | 0.02 | 4416 | 0.07 | 0.02 | 0.0518755 0.39 | 3.91141 2 | 0.14 | 5 | 0.02 | 3 | 0.10 | 314 | 0.00 | 3 | 0.10 | 3 | 0.10 | 0.01 | 0.000996152 Total opt. time = 1.11 Problem setup time = 0.45 (40.60%) Inner solver time = 0.09 (8.21%) Gradient updating time = 0.57 (50.90%) Working set time = 0.00 (0.25%) optimization finished, #iter = 5 nu = 0.064739 obj = -1076.360320, rho = -1.317026 nSV = 540, nBSV = 53 2925 | 0.04 | 2538 | 0.04 | 3204 | 0.04 | 4522 | 0.07 | 0.38 | 2.80615 3 | 0.11 | 0.42 | 5.34143 0.39 | 5.47443 0.43 | 3.89233 4087 | 0.06 | 0.41 | 4.30877 3 | 0.10 | 0.14 | 1.38513 0.15 | 1.11044 0.17 | 0.066598 0.46 | 3.45638 4 | 0.05 | 3 | 0.12 | 3556 | 0.06 | 4 | 0.03 | 0.40 | 6.09239 4 | 0.05 | 3 | 0.11 | 3 | 0.12 | 361 | 0.01 | 0.01 | 0.000953359 Total opt. time = 1.36 Problem setup time = 0.48 (35.32%) Inner solver time = 0.10 (7.44%) Gradient updating time = 0.78 (57.06%) Working set time = 0.00 (0.15%) optimization finished, #iter = 4 nu = 0.056549 obj = -1043.647204, rho = -1.235056 nSV = 595, nBSV = 39 2609 | 0.04 | 2933 | 0.04 | 3946 | 0.06 | 3553 | 0.05 | 3 | 0.13 | 4326 | 0.06 | 0.06 | 0.150764 3 | 0.12 | 0.41 | 5.12434 5 | 0.02 | 3198 | 0.05 | 0.21 | 1.54129 1159 | 0.02 | 3 | 0.12 | 0.49 | 3.90956 0.09 | 0.34029 0.02 | 0.00148292 6 | 0.02 | 34 | 0.00 | 0.00 | 0.000983475 Total opt. time = 1.50 Problem setup time = 0.52 (34.44%) Inner solver time = 0.16 (10.45%) Gradient updating time = 0.82 (54.83%) Working set time = 0.00 (0.23%) optimization finished, #iter = 6 nu = 0.136489 obj = -2602.367417, rho = -1.598338 nSV = 782, nBSV = 194 4164 | 0.07 | 0.17 | 1.13564 5 | 0.04 | 3915 | 0.06 | 4 | 0.06 | 0.47 | 5.07432 2019 | 0.03 | 3 | 0.12 | 4 | 0.07 | 3 | 0.11 | 0.05 | 0.0222584 4073 | 0.06 | 6 | 0.02 | 255 | 0.00 | 3835 | 0.06 | 0.23 | 2.85651 0.01 | 0.000995627 Total opt. time = 1.63 Problem setup time = 0.53 (32.49%) Inner solver time = 0.19 (11.40%) Gradient updating time = 0.91 (55.86%) Working set time = 0.00 (0.21%) optimization finished, #iter = 6 nu = 0.119105 obj = -2096.752411, rho = -1.493925 nSV = 878, nBSV = 127 0.48 | 5.46989 0.22 | 1.73428 3492 | 0.06 | 4266 | 0.07 | 3 | 0.13 | 0.28 | 3.68583 4 | 0.06 | 4 | 0.06 | 0.25 | 2.3995 0.13 | 0.294805 3818 | 0.06 | 0.23 | 1.3362 0.11 | 0.400189 5 | 0.04 | 4534 | 0.07 | 3 | 0.12 | 4268 | 0.06 | 4 | 0.08 | 4 | 0.06 | 2481 | 0.04 | 5 | 0.05 | 4059 | 0.06 | 4 | 0.08 | 4214 | 0.07 | 4562 | 0.07 | 0.05 | 0.0165236 2622 | 0.04 | 0.33 | 4.28032 6 | 0.02 | 238 | 0.00 | 0.01 | 0.000999012 Total opt. time = 1.88 Problem setup time = 0.55 (29.58%) Inner solver time = 0.24 (13.02%) Gradient updating time = 1.07 (57.20%) Working set time = 0.00 (0.18%) optimization finished, #iter = 6 nu = 0.137207 obj = -2449.391608, rho = -1.418264 nSV = 1075, nBSV = 133 0.22 | 2.17437 3970 | 0.07 | 0.13 | 0.534048 0.06 | 0.0542244 0.16 | 1.13537 0.31 | 4.14173 5 | 0.03 | 4 | 0.06 | 6 | 0.03 | 0.12 | 0.990329 4 | 0.10 | 1111 | 0.02 | 5 | 0.05 | 2273 | 0.03 | 5 | 0.04 | 0.04 | 0.00129433 0.04 | 0.0143946 6 | 0.01 | 3550 | 0.05 | 4818 | 0.08 | 4 | 0.09 | 241 | 0.01 | 7 | 0.02 | 15 | 0.00 | 0.00 | 0.00095348 Total opt. time = 2.02 Problem setup time = 0.59 (29.39%) Inner solver time = 0.28 (13.99%) Gradient updating time = 1.14 (56.39%) Working set time = 0.00 (0.20%) optimization finished, #iter = 7 nu = 0.122718 obj = -2172.740551, rho = 0.833234 nSV = 1032, nBSV = 115 0.13 | 0.433527 4279 | 0.07 | 0.01 | 0.000968849 Total opt. time = 2.03 Problem setup time = 0.55 (26.93%) Inner solver time = 0.25 (12.50%) Gradient updating time = 1.22 (60.37%) Working set time = 0.00 (0.17%) optimization finished, #iter = 6 nu = 0.149338 obj = -2631.266279, rho = -1.572687 nSV = 1109, nBSV = 136 3392 | 0.06 | 0.23 | 1.81786 0.35 | 3.77523 5 | 0.05 | 4486 | 0.07 | 5 | 0.05 | 2291 | 0.04 | 0.08 | 0.215042 0.11 | 0.711073 6 | 0.02 | 6 | 0.03 | 0.05 | 0.0487579 4 | 0.10 | 4258 | 0.07 | 1880 | 0.03 | 0.17 | 1.09285 6 | 0.02 | 493 | 0.01 | 0.02 | 0.0170788 2981 | 0.05 | 0.01 | 0.000914405 Total opt. time = 2.21 Problem setup time = 0.60 (26.93%) Inner solver time = 0.29 (13.16%) Gradient updating time = 1.32 (59.73%) Working set time = 0.00 (0.15%) optimization finished, #iter = 6 nu = 0.164899 obj = -3078.510191, rho = 0.977371 nSV = 1106, nBSV = 192 0.40 | 4.53884 7 | 0.01 | 430 | 0.01 | 5 | 0.05 | 0.01 | 0.00216267 4225 | 0.07 | 8 | 0.01 | 47 | 0.00 | 0.00 | 0.000989671 Total opt. time = 2.26 Problem setup time = 0.60 (26.81%) Inner solver time = 0.32 (14.04%) Gradient updating time = 1.33 (58.91%) Working set time = 0.00 (0.20%) optimization finished, #iter = 8 nu = 0.171167 obj = -2934.230196, rho = -0.163639 nSV = 1229, nBSV = 170 349 classifier 129: 7-21 with 2885 and 2885 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 0.08 | 0.210324 4192 | 0.07 | 0.28 | 2.54012 0.13 | 0.715186 7 | 0.02 | 4 | 0.11 | 6 | 0.03 | 0.25 | 2.24819 1920 | 0.03 | 5 | 0.07 | 0.05 | 0.0208303 4198 | 0.06 | 3661 | 0.06 | 5 | 0.06 | 8 | 0.01 | 0.11 | 0.258677 813 | 0.01 | 1 | 0.18 | 6 | 0.03 | 4508 | 0.07 | 0.03 | 0.00453125 1242 | 0.01 | 0.06 | 0.319648 9 | 0.01 | 246 | 0.00 | 4579 | 0.07 | 7 | 0.02 | 0.01 | 0.00179814 2823 | 0.05 | 10 | 0.01 | 68 | 0.00 | 0.00 | 0.00112297 11 | 0.01 | 24 | 0.00 | 0.00 | 0.000979344 Total opt. time = 2.51 Problem setup time = 0.66 (26.12%) Inner solver time = 0.37 (14.83%) Gradient updating time = 1.48 (58.74%) Working set time = 0.01 (0.27%) optimization finished, #iter = 11 nu = 0.187664 obj = -3482.238848, rho = -0.815109 nSV = 1360, nBSV = 192 2764 | 0.04 | 0.30 | 2.64159 0.04 | 0.12435 0.07 | 0.104863 8 | 0.01 | 7 | 0.02 | 1795 | 0.03 | 1538 | 0.03 | 5 | 0.07 | 0.02 | 0.0315251 9 | 0.01 | 0.19 | 1.64375 0.04 | 0.0138685 963 | 0.02 | 0.18 | 1.17515 0.20 | 5.22939 8 | 0.01 | 0.02 | 0.00989012 450 | 0.01 | 10 | 0.01 | 0.02 | 0.00211699 437 | 0.01 | 6 | 0.04 | 6 | 0.05 | 4668 | 0.07 | 9 | 0.01 | 61 | 0.00 | 0.01 | 0.00204597 0.00 | 0.0011124 11 | 0.01 | 113 | 0.00 | 10 | 0.01 | 10 | 0.00 | 0.00 | 0.000949442 Total opt. time = 2.72 Problem setup time = 0.65 (24.02%) Inner solver time = 0.40 (14.68%) Gradient updating time = 1.66 (61.04%) Working set time = 0.01 (0.23%) optimization finished, #iter = 10 nu = 0.180177 obj = -3487.487822, rho = -0.832641 nSV = 1311, nBSV = 217 0.01 | 0.00107124 0.34 | 3.58651 12 | 0.01 | 23 | 0.00 | 0.00 | 0.000959304 Total opt. time = 2.73 Problem setup time = 0.67 (24.65%) Inner solver time = 0.46 (16.80%) Gradient updating time = 1.59 (58.27%) Working set time = 0.01 (0.25%) optimization finished, #iter = 12 nu = 0.260583 obj = -4811.687789, rho = -0.143146 nSV = 1576, nBSV = 324 4048 | 0.06 | 4631 | 0.07 | 2 | 0.13 | 5 | 0.08 | 2402 | 0.03 | 0.10 | 0.504151 4538 | 0.07 | 7 | 0.02 | 0.20 | 1.44529 0.14 | 0.643876 7 | 0.03 | 6 | 0.05 | 3546 | 0.06 | 0.06 | 0.207414 3928 | 0.06 | 4336 | 0.07 | 8 | 0.01 | 2874 | 0.05 | 0.25 | 1.9214 0.08 | 0.335099 0.03 | 0.0765521 8 | 0.02 | 9 | 0.01 | 0.24 | 2.26275 2197 | 0.03 | 0.14 | 0.70107 3419 | 0.05 | 0.02 | 0.0341277 3 | 0.09 | 10 | 0.01 | 7 | 0.03 | 6 | 0.06 | 0.04 | 0.145272 1491 | 0.02 | 2245 | 0.03 | 9 | 0.01 | 0.02 | 0.0153678 11 | 0.01 | 3638 | 0.06 | 816 | 0.01 | 4536 | 0.07 | 2687 | 0.04 | 0.02 | 0.00477827 12 | 0.01 | 0.03 | 0.0709169 374 | 0.01 | 10 | 0.01 | 0.01 | 0.00196019 0.11 | 0.328552 13 | 0.01 | 159 | 0.00 | 0.08 | 0.297767 0.01 | 0.00127535 2007 | 0.03 | 8 | 0.02 | 14 | 0.01 | 51 | 0.00 | 0.00 | 0.00112576 0.02 | 0.0269341 4 | 0.04 | 15 | 0.01 | 18 | 0.00 | 0.00 | 0.000931949 Total opt. time = 3.34 Problem setup time = 0.75 (22.55%) Inner solver time = 0.57 (17.15%) Gradient updating time = 2.00 (60.02%) Working set time = 0.01 (0.26%) optimization finished, #iter = 15 nu = 0.322159 obj = -5799.129678, rho = -0.596182 nSV = 1840, nBSV = 411 11 | 0.01 | 1397 | 0.02 | 3118 | 0.05 | 1382 | 0.02 | 0.02 | 0.0125325 12 | 0.01 | 0.04 | 0.117945 0.06 | 0.000997157 Total opt. time = 1.16 Problem setup time = 0.43 (37.65%) Inner solver time = 0.10 (8.57%) Gradient updating time = 0.62 (53.57%) Working set time = 0.00 (0.17%) optimization finished, #iter = 4 nu = 0.063269 obj = -982.896486, rho = -0.793142 nSV = 652, nBSV = 33 367 classifier 130: 7-39 with 2882 and 2882 samples 352 classifier 131: 7-24 with 2875 and 2875 samples 374 classifier 134: 7-46 with 2865 and 2865 samples 346 classifier 135: 7-18 with 2843 and 2843 samples 246 classifier 132: 5-7 with 2873 and 2873 samples 370 classifier 133: 7-42 with 2868 and 2868 samples 337 classifier 136: 7-9 with 2832 and 2832 samples 661 classifier 140: 15-17 with 2817 and 2817 samples 359 classifier 142: 7-31 with 2764 and 2764 samples 548 classifier 139: 12-15 with 2817 and 2817 samples 366 classifier 138: 7-38 with 2822 and 2822 samples 342 classifier 137: 7-14 with 2823 and 2823 samples 153 classifier 141: 3-7 with 2770 and 2770 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 0.18 | 1.10037 852 | 0.01 | Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation 9 | 0.01 | 0.02 | 0.00608021 13 | 0.01 | 496 | 0.01 | 7 | 0.04 | 2521 | 0.04 | 0.02 | 0.00262993 14 | 0.01 | 249 | 0.00 | 0.03 | 0.0553159 0.01 | 0.00140514 10 | 0.01 | 15 | 0.01 | 98 | 0.00 | 0.01 | 0.00106346 4379 | 0.07 | 16 | 0.01 | 15 | 0.00 | 0.00 | 0.00103711 1844 | 0.03 | 17 | 0.01 | 11 | 0.00 | 0.00 | 0.00102548 0.03 | 0.0256789 18 | 0.01 | 3 | 0.00 | 0.00 | 0.000956119 Total opt. time = 3.56 Problem setup time = 0.81 (22.81%) Inner solver time = 0.64 (17.88%) Gradient updating time = 2.10 (58.99%) Working set time = 0.01 (0.30%) optimization finished, #iter = 18 nu = 0.361787 obj = -6880.742416, rho = -0.111218 nSV = 1996, nBSV = 497 11 | 0.01 | 1177 | 0.02 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.19 | 1 | 0.19 | 1 | 0.19 | 1 | 0.19 | 1 | 0.19 | 1051 | 0.01 | 1062 | 0.01 | 744 | 0.01 | 1010 | 0.01 | 900 | 0.01 | 1295 | 0.01 | 769 | 0.01 | 952 | 0.01 | 0.02 | 0.00825768 1334 | 0.01 | 1292 | 0.01 | 1597 | 0.02 | 12 | 0.01 | 535 | 0.01 | 3086 | 0.05 | 0.02 | 0.00310303 0.14 | 0.570018 13 | 0.01 | 200 | 0.00 | 3883 | 0.07 | 0.01 | 0.00150113 14 | 0.01 | 8 | 0.03 | 50 | 0.00 | 0.00 | 0.000971939 Total opt. time = 3.70 Problem setup time = 0.79 (21.34%) Inner solver time = 0.60 (16.24%) Gradient updating time = 2.30 (62.17%) Working set time = 0.01 (0.22%) optimization finished, #iter = 14 nu = 0.304012 obj = -6086.506278, rho = 0.454560 nSV = 1860, nBSV = 464 0.11 | 4.71875 0.14 | 5.66364 3953 | 0.06 | 0.15 | 4.79181 0.17 | 4.76096 0.17 | 4.57801 0.17 | 4.06039 0.18 | 4.60927 0.21 | 5.93198 0.21 | 4.71735 2 | 0.11 | 0.08 | 0.279261 0.23 | 5.19263 1497 | 0.02 | 9 | 0.02 | 2 | 0.11 | 2 | 0.12 | 2 | 0.11 | 2365 | 0.04 | 2 | 0.12 | 1814 | 0.02 | 3425 | 0.05 | 2 | 0.13 | 0.29 | 4.71297 1591 | 0.02 | 2 | 0.13 | 2439 | 0.03 | 2593 | 0.03 | 1746 | 0.02 | 2 | 0.13 | 2 | 0.13 | 0.05 | 0.154146 2 | 0.13 | 10 | 0.02 | 2524 | 0.03 | 2738 | 0.04 | 0.15 | 1.48265 2463 | 0.03 | 2736 | 0.04 | 0.04 | 0.0954671 2 | 0.14 | 11 | 0.01 | 3 | 0.08 | 0.44 | 5.77976 1253 | 0.01 | 2661 | 0.04 | 0.19 | 1.67907 2155 | 0.03 | 0.20 | 1.92111 0.19 | 1.61889 0.03 | 0.047124 12 | 0.01 | 0.06 | 0.046576 0.26 | 2.49812 1594 | 0.03 | 3 | 0.08 | 4 | 0.02 | 207 | 0.00 | 0.25 | 1.98448 0.01 | 0.00517369 3 | 0.08 | 1559 | 0.02 | 0.03 | 0.0263852 0.26 | 2.21773 3 | 0.07 | 5 | 0.02 | 22 | 0.00 | 0.00 | 0.000988023 Total opt. time = 0.79 Problem setup time = 0.41 (51.50%) Inner solver time = 0.04 (5.26%) Gradient updating time = 0.34 (42.84%) Working set time = 0.00 (0.34%) optimization finished, #iter = 5 nu = 0.044829 obj = -714.944356, rho = -1.756519 nSV = 367, nBSV = 35 356 classifier 143: 7-28 with 2762 and 2762 samples 13 | 0.01 | Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 0.54 | 6.4512 1436 | 0.02 | 1264 | 0.02 | 1231 | 0.02 | 2 | 0.15 | 0.26 | 1.8983 0.02 | 0.0158022 0.26 | 2.56206 3 | 0.09 | 0.07 | 0.699194 14 | 0.01 | 890 | 0.01 | 0.27 | 2.37215 0.06 | 0.0575688 3 | 0.09 | 4 | 0.03 | 2346 | 0.04 | 0.02 | 0.00960067 0.08 | 0.115385 3 | 0.09 | 865 | 0.01 | 4 | 0.02 | 4196 | 0.07 | 295 | 0.00 | 15 | 0.01 | 2370 | 0.03 | 0.01 | 0.000999361 Total opt. time = 0.89 Problem setup time = 0.40 (45.27%) Inner solver time = 0.05 (5.78%) Gradient updating time = 0.43 (48.68%) Working set time = 0.00 (0.23%) optimization finished, #iter = 4 nu = 0.044376 obj = -693.074434, rho = -1.248426 nSV = 391, nBSV = 31 0.01 | 0.00390213 628 | 0.01 | 2415 | 0.03 | 5 | 0.02 | 35 | 0.00 | 0.02 | 0.00604583 0.00 | 0.000883318 Total opt. time = 0.92 Problem setup time = 0.43 (46.91%) Inner solver time = 0.06 (6.69%) Gradient updating time = 0.42 (46.04%) Working set time = 0.00 (0.30%) optimization finished, #iter = 5 nu = 0.063937 obj = -1139.988032, rho = -2.000403 nSV = 411, nBSV = 78 3 | 0.09 | 4 | 0.04 | 16 | 0.01 | 3 | 0.10 | 2 | 0.14 | 0.26 | 2.08371 512 | 0.01 | 794 | 0.01 | 2228 | 0.03 | 0.02 | 0.00341273 3 | 0.09 | 17 | 0.01 | 2556 | 0.03 | 326 | 0.01 | 1 | 0.18 | 0.04 | 0.00138449 718 | 0.01 | 0.01 | 0.00147774 2417 | 0.03 | 0.12 | 0.254903 18 | 0.01 | 129 | 0.00 | 5 | 0.02 | 12 | 0.00 | 0.00 | 0.000971784 Total opt. time = 1.00 Problem setup time = 0.44 (44.11%) Inner solver time = 0.07 (7.20%) Gradient updating time = 0.49 (48.37%) Working set time = 0.00 (0.27%) optimization finished, #iter = 5 nu = 0.033127 obj = -496.140009, rho = 0.866844 nSV = 485, nBSV = 15 4470 | 0.07 | 0.01 | 0.00133051 19 | 0.01 | 36 | 0.00 | 0.13 | 1.01128 0.00 | 0.001082 0.11 | 0.663035 3 | 0.09 | 20 | 0.01 | 19 | 0.00 | 0.00 | 0.00100726 4 | 0.05 | 21 | 0.01 | 6 | 0.00 | 0.00 | 0.000974028 Total opt. time = 4.47 Problem setup time = 0.91 (20.36%) Inner solver time = 0.76 (16.98%) Gradient updating time = 2.79 (62.34%) Working set time = 0.01 (0.29%) optimization finished, #iter = 21 nu = 0.367255 obj = -7278.899211, rho = 0.248681 nSV = 2182, nBSV = 529 2462 | 0.03 | 0.11 | 0.634159 1095 | 0.02 | 4 | 0.05 | 4 | 0.05 | 0.12 | 0.714956 0.12 | 0.76181 2229 | 0.03 | 2055 | 0.03 | 4 | 0.04 | 0.14 | 4.36141 0.06 | 0.0182938 4 | 0.05 | 2089 | 0.03 | 4 | 0.05 | 5 | 0.03 | 250 | 0.00 | 1937 | 0.03 | 0.11 | 0.641642 0.07 | 0.140684 0.07 | 0.0820637 2198 | 0.03 | 0.02 | 0.00122302 0.04 | 0.0198853 0.07 | 0.0433599 6 | 0.02 | 5 | 0.03 | 7 | 0.00 | 0.00 | 0.000965751 Total opt. time = 1.21 Problem setup time = 0.49 (40.76%) Inner solver time = 0.11 (9.15%) Gradient updating time = 0.60 (49.76%) Working set time = 0.00 (0.28%) optimization finished, #iter = 6 nu = 0.083818 obj = -1408.050056, rho = 0.895237 nSV = 658, nBSV = 80 5 | 0.03 | 651 | 0.01 | 1160 | 0.02 | 4 | 0.05 | 5 | 0.02 | 5 | 0.02 | 287 | 0.00 | 0.02 | 0.000978595 Total opt. time = 1.23 Problem setup time = 0.48 (38.75%) Inner solver time = 0.11 (9.14%) Gradient updating time = 0.64 (51.86%) Working set time = 0.00 (0.22%) optimization finished, #iter = 5 nu = 0.082462 obj = -1341.962990, rho = -1.252141 nSV = 706, nBSV = 67 175 | 0.00 | 0.01 | 0.000954249 Total opt. time = 1.24 Problem setup time = 0.48 (38.47%) Inner solver time = 0.11 (9.25%) Gradient updating time = 0.64 (52.03%) Working set time = 0.00 (0.22%) optimization finished, #iter = 5 nu = 0.092401 obj = -1625.274389, rho = -1.488517 nSV = 630, nBSV = 110 0.01 | 0.000963079 Total opt. time = 1.24 Problem setup time = 0.48 (38.52%) Inner solver time = 0.11 (8.65%) Gradient updating time = 0.65 (52.57%) Working set time = 0.00 (0.22%) optimization finished, #iter = 5 nu = 0.083789 obj = -1336.233288, rho = -1.437754 nSV = 649, nBSV = 72 2 | 0.12 | 1960 | 0.03 | 0.07 | 0.098838 0.03 | 0.000998457 Total opt. time = 1.26 Problem setup time = 0.48 (37.87%) Inner solver time = 0.12 (9.25%) Gradient updating time = 0.66 (52.64%) Working set time = 0.00 (0.21%) optimization finished, #iter = 5 nu = 0.086750 obj = -1446.370631, rho = -1.070679 nSV = 710, nBSV = 81 1637 | 0.02 | 0.38 | 5.5344 5 | 0.03 | 395 | 0.01 | 0.01 | 0.00560532 0.06 | 0.0655332 6 | 0.02 | 65 | 0.00 | 0.00 | 0.000979779 Total opt. time = 1.32 Problem setup time = 0.49 (37.36%) Inner solver time = 0.12 (8.70%) Gradient updating time = 0.71 (53.65%) Working set time = 0.00 (0.26%) optimization finished, #iter = 6 nu = 0.084499 obj = -1373.155974, rho = -1.147992 nSV = 686, nBSV = 83 5 | 0.02 | 488 | 0.01 | 0.01 | 0.000954415 Total opt. time = 1.36 Problem setup time = 0.49 (36.24%) Inner solver time = 0.13 (9.44%) Gradient updating time = 0.73 (54.09%) Working set time = 0.00 (0.20%) optimization finished, #iter = 5 nu = 0.084990 obj = -1499.740991, rho = -0.973842 nSV = 674, nBSV = 86 0.38 | 5.2767 3 | 0.13 | 4014 | 0.06 | 0.20 | 1.57311 3 | 0.11 | 3 | 0.09 | 3856 | 0.06 | 1527 | 0.02 | 0.10 | 0.270619 4 | 0.04 | 855 | 0.01 | 0.27 | 3.70109 0.03 | 0.00481065 5 | 0.02 | 56 | 0.00 | 0.00 | 0.000981636 Total opt. time = 0.97 Problem setup time = 0.44 (45.26%) Inner solver time = 0.06 (6.39%) Gradient updating time = 0.47 (48.04%) Working set time = 0.00 (0.28%) optimization finished, #iter = 5 nu = 0.033812 obj = -524.865419, rho = -0.758852 nSV = 490, nBSV = 16 371 classifier 144: 7-43 with 2760 and 2760 samples 588 classifier 146: 13-17 with 2759 and 2759 samples 363 classifier 147: 7-35 with 2754 and 2754 samples 361 classifier 149: 7-33 with 2742 and 2742 samples 368 classifier 150: 7-40 with 2738 and 2738 samples 465 classifier 148: 10-11 with 2752 and 2752 samples 360 classifier 151: 7-32 with 2729 and 2729 samples 546 classifier 145: 12-13 with 2759 and 2759 samples 514 classifier 157: 11-20 with 2692 and 2692 samples 667 classifier 152: 15-23 with 2717 and 2717 samples 365 classifier 154: 7-37 with 2707 and 2707 samples 358 classifier 153: 7-30 with 2707 and 2707 samples 354 classifier 155: 7-26 with 2703 and 2703 samples 373 classifier 156: 7-45 with 2700 and 2700 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation 4 | 0.07 | 0.28 | 3.58204 4800 | 0.07 | 4 | 0.09 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 270 | 0.00 | 1 | 0.18 | 1 | 0.18 | 497 | 0.00 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 651 | 0.01 | 1 | 0.18 | 310 | 0.00 | 1 | 0.19 | 1 | 0.19 | 435 | 0.00 | 353 | 0.00 | 1 | 0.19 | 1 | 0.19 | 787 | 0.01 | 713 | 0.01 | 964 | 0.01 | 2562 | 0.04 | 2969 | 0.05 | 0.05 | 4.31563 4670 | 0.08 | 3051 | 0.05 | 0.05 | 4.41905 3526 | 0.05 | 0.06 | 4.18131 0.07 | 4.08621 3838 | 0.06 | 0.07 | 4.48348 0.09 | 4.69701 2 | 0.06 | 601 | 0.01 | 2 | 0.06 | 661 | 0.01 | 0.21 | 1.49662 2 | 0.07 | 0.12 | 4.16008 628 | 0.01 | 2 | 0.07 | 2 | 0.07 | 1006 | 0.01 | 901 | 0.01 | 0.14 | 4.70331 0.16 | 4.89634 0.06 | 0.745511 2 | 0.09 | 0.07 | 1.46273 5 | 0.06 | 1309 | 0.01 | 3 | 0.04 | 0.08 | 0.78979 415 | 0.00 | 0.02 | 0.000967237 Total opt. time = 0.41 Problem setup time = 0.28 (67.31%) Inner solver time = 0.01 (2.78%) Gradient updating time = 0.12 (29.52%) Working set time = 0.00 (0.33%) optimization finished, #iter = 3 nu = 0.011016 obj = -153.262933, rho = -1.406613 nSV = 140, nBSV = 3 0.08 | 0.540788 3 | 0.04 | 555 | 0.01 | 2 | 0.11 | 0.09 | 0.745923 3 | 0.04 | 537 | 0.01 | 0.02 | 0.000991022 Total opt. time = 0.44 Problem setup time = 0.28 (64.74%) Inner solver time = 0.01 (3.17%) Gradient updating time = 0.14 (31.69%) Working set time = 0.00 (0.31%) optimization finished, #iter = 3 nu = 0.026861 obj = -401.679481, rho = -2.213244 nSV = 170, nBSV = 21 1453 | 0.02 | 4526 | 0.07 | 3 | 0.03 | 631 | 0.01 | 2 | 0.12 | 0.03 | 0.199021 0.01 | 0.000863834 Total opt. time = 0.47 Problem setup time = 0.29 (61.26%) Inner solver time = 0.02 (4.20%) Gradient updating time = 0.16 (34.20%) Working set time = 0.00 (0.29%) optimization finished, #iter = 3 nu = 0.038572 obj = -609.242005, rho = -2.226242 nSV = 211, nBSV = 37 3 | 0.04 | 2 | 0.12 | 0.24 | 1.88188 679 | 0.01 | 4 | 0.02 | 1597 | 0.02 | 245 | 0.00 | 0.00 | 0.000956316 Total opt. time = 0.49 Problem setup time = 0.30 (62.22%) Inner solver time = 0.02 (3.55%) Gradient updating time = 0.16 (33.74%) Working set time = 0.00 (0.42%) optimization finished, #iter = 4 nu = 0.022396 obj = -327.077203, rho = -1.663978 nSV = 185, nBSV = 19 0.02 | 0.000971801 Total opt. time = 0.49 Problem setup time = 0.29 (59.22%) Inner solver time = 0.02 (3.91%) Gradient updating time = 0.18 (36.53%) Working set time = 0.00 (0.27%) optimization finished, #iter = 3 nu = 0.028140 obj = -428.779662, rho = -1.833641 nSV = 207, nBSV = 20 2094 | 0.03 | 0.12 | 1.52274 5 | 0.07 | 3 | 0.06 | 1144 | 0.01 | 0.14 | 0.564765 0.36 | 6.375 0.37 | 6.34389 0.16 | 1.66283 6 | 0.03 | 4587 | 0.07 | 0.04 | 0.102414 4 | 0.02 | 264 | 0.00 | 0.00 | 0.000996158 Total opt. time = 0.65 Problem setup time = 0.35 (54.10%) Inner solver time = 0.04 (5.44%) Gradient updating time = 0.26 (40.10%) Working set time = 0.00 (0.31%) optimization finished, #iter = 4 nu = 0.042093 obj = -699.266290, rho = -1.830964 nSV = 332, nBSV = 44 0.42 | 5.48852 0.43 | 6.63646 3882 | 0.06 | 3 | 0.08 | 0.20 | 1.37976 1206 | 0.01 | 0.22 | 1.35161 2 | 0.15 | 2 | 0.14 | 0.06 | 0.150412 7 | 0.02 | 0.06 | 0.221802 3 | 0.09 | 0.17 | 1.08229 4 | 0.03 | 2519 | 0.04 | 1262 | 0.02 | 555 | 0.01 | 2 | 0.14 | 4244 | 0.07 | 3 | 0.09 | 0.55 | 6.16264 4543 | 0.07 | 0.01 | 0.00794401 2 | 0.15 | 6 | 0.04 | 5 | 0.02 | 63 | 0.00 | 1978 | 0.03 | 0.04 | 0.0596464 0.00 | 0.000965685 Total opt. time = 0.83 Problem setup time = 0.41 (49.81%) Inner solver time = 0.05 (5.50%) Gradient updating time = 0.37 (44.30%) Working set time = 0.00 (0.33%) optimization finished, #iter = 5 nu = 0.042206 obj = -632.824031, rho = -1.631921 nSV = 368, nBSV = 27 8 | 0.01 | 1287 | 0.02 | 0.07 | 0.0596249 4189 | 0.07 | 0.02 | 0.0136754 4199 | 0.07 | 4 | 0.03 | 277 | 0.00 | 4301 | 0.07 | 9 | 0.01 | 0.01 | 0.00096859 Total opt. time = 0.90 Problem setup time = 0.43 (47.61%) Inner solver time = 0.05 (5.16%) Gradient updating time = 0.42 (46.97%) Working set time = 0.00 (0.22%) optimization finished, #iter = 4 nu = 0.036844 obj = -540.220207, rho = -1.020565 nSV = 394, nBSV = 19 548 | 0.01 | 0.09 | 0.371406 0.02 | 0.00344158 10 | 0.01 | 141 | 0.00 | 2 | 0.14 | 0.01 | 0.00153196 4 | 0.04 | 11 | 0.01 | 29 | 0.00 | 0.00 | 0.00110309 1197 | 0.02 | 12 | 0.01 | 17 | 0.00 | 0.00 | 0.000993914 Total opt. time = 2.75 Problem setup time = 0.69 (25.27%) Inner solver time = 0.46 (16.75%) Gradient updating time = 1.59 (57.70%) Working set time = 0.01 (0.25%) optimization finished, #iter = 12 nu = 0.309076 obj = -5407.363612, rho = -0.976039 nSV = 1601, nBSV = 410 0.09 | 0.415476 0.03 | 0.0389714 4162 | 0.07 | 7 | 0.02 | 5 | 0.02 | 185 | 0.00 | 0.01 | 0.000968372 Total opt. time = 1.03 Problem setup time = 0.45 (43.24%) Inner solver time = 0.08 (7.80%) Gradient updating time = 0.50 (48.67%) Working set time = 0.00 (0.26%) optimization finished, #iter = 5 nu = 0.063362 obj = -1029.480409, rho = -1.434758 nSV = 558, nBSV = 53 3781 | 0.06 | 0.05 | 0.236021 8 | 0.02 | 0.37 | 4.53528 0.37 | 4.39943 3035 | 0.05 | 0.36 | 4.643 0.03 | 0.102626 0.35 | 5.33938 9 | 0.01 | 2350 | 0.04 | 3 | 0.12 | 3 | 0.13 | 0.03 | 0.0599993 10 | 0.01 | 1611 | 0.03 | 3704 | 0.06 | 3 | 0.13 | 3857 | 0.06 | 0.02 | 0.0273381 3 | 0.12 | 0.36 | 6.29666 11 | 0.01 | 1010 | 0.02 | 0.02 | 0.0100192 3786 | 0.06 | 12 | 0.01 | 3798 | 0.06 | 547 | 0.01 | 0.02 | 0.00363297 13 | 0.01 | 216 | 0.00 | 0.01 | 0.0014111 14 | 0.01 | 43 | 0.00 | 3 | 0.11 | 0.00 | 0.00120792 15 | 0.01 | 5 | 0.00 | 0.00 | 0.000997716 Total opt. time = 3.27 Problem setup time = 0.75 (22.87%) Inner solver time = 0.63 (19.16%) Gradient updating time = 1.88 (57.68%) Working set time = 0.01 (0.25%) optimization finished, #iter = 15 nu = 0.340022 obj = -5668.817572, rho = 0.505982 nSV = 1813, nBSV = 375 3851 | 0.06 | 0.24 | 2.95104 0.25 | 3.56955 4 | 0.06 | 0.26 | 2.9104 4 | 0.07 | 0.28 | 3.99499 4 | 0.06 | 4943 | 0.08 | 4715 | 0.07 | 4 | 0.08 | 4200 | 0.06 | 0.29 | 4.58394 0.11 | 0.589251 4643 | 0.07 | 5 | 0.03 | 0.17 | 1.56196 4 | 0.10 | 3671 | 0.06 | 0.16 | 1.10308 5 | 0.05 | 0.06 | 0.0912583 4473 | 0.07 | 5 | 0.04 | 6 | 0.02 | 874 | 0.01 | 4350 | 0.07 | 0.02 | 0.000999478 Total opt. time = 2.04 Problem setup time = 0.57 (27.91%) Inner solver time = 0.32 (15.48%) Gradient updating time = 1.15 (56.43%) Working set time = 0.00 (0.15%) optimization finished, #iter = 6 nu = 0.232366 obj = -4020.238752, rho = -0.773295 nSV = 1296, nBSV = 290 3841 | 0.06 | 0.23 | 2.40239 0.10 | 0.538693 5 | 0.06 | 0.10 | 0.414392 6 | 0.03 | 6 | 0.02 | 4689 | 0.07 | 3453 | 0.06 | 3124 | 0.05 | 0.24 | 2.93633 0.04 | 0.110626 0.04 | 0.114204 7 | 0.01 | 7 | 0.01 | 5 | 0.07 | 2120 | 0.03 | 2205 | 0.03 | 0.03 | 0.0330532 0.03 | 0.0374419 8 | 0.01 | 8 | 0.01 | 815 | 0.01 | 0.15 | 1.39008 0.02 | 0.00576786 4618 | 0.07 | 1218 | 0.02 | 9 | 0.01 | 324 | 0.01 | 6 | 0.04 | 0.02 | 0.0159943 0.01 | 0.00150247 9 | 0.01 | 10 | 0.01 | 31 | 0.00 | 0.00 | 0.0011125 510 | 0.01 | 11 | 0.01 | 6 | 0.00 | 0.00 | 0.000957666 Total opt. time = 2.44 Problem setup time = 0.64 (26.27%) Inner solver time = 0.43 (17.74%) Gradient updating time = 1.36 (55.71%) Working set time = 0.01 (0.26%) optimization finished, #iter = 11 nu = 0.269318 obj = -4490.018249, rho = 0.402892 nSV = 1476, nBSV = 308 0.01 | 0.00263862 10 | 0.01 | 179 | 0.00 | 0.01 | 0.00108756 4269 | 0.07 | 11 | 0.01 | 13 | 0.00 | 0.00 | 0.0009957 Total opt. time = 2.47 Problem setup time = 0.63 (25.55%) Inner solver time = 0.42 (16.79%) Gradient updating time = 1.42 (57.39%) Working set time = 0.01 (0.24%) optimization finished, #iter = 11 nu = 0.260221 obj = -4128.935792, rho = -0.198163 nSV = 1492, nBSV = 250 369 classifier 158: 7-41 with 2683 and 2683 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 0.17 | 1.1902 0.10 | 0.517813 7 | 0.02 | 6 | 0.04 | 3852 | 0.06 | 1 | 0.18 | 177 | 0.00 | 4622 | 0.07 | 0.03 | 5.26603 0.05 | 0.276259 8 | 0.01 | 2 | 0.04 | 444 | 0.00 | 3093 | 0.05 | 0.11 | 0.697177 0.05 | 0.950824 7 | 0.03 | 0.04 | 0.104623 9 | 0.01 | 3 | 0.04 | 360 | 0.00 | 0.02 | 0.000957891 Total opt. time = 0.36 Problem setup time = 0.25 (70.24%) Inner solver time = 0.01 (2.36%) Gradient updating time = 0.10 (26.96%) Working set time = 0.00 (0.37%) optimization finished, #iter = 3 nu = 0.015753 obj = -226.845366, rho = -1.634366 nSV = 132, nBSV = 11 379 classifier 159: 7-51 with 2671 and 2671 samples 377 classifier 160: 7-49 with 2665 and 2665 samples 364 classifier 163: 7-36 with 2660 and 2660 samples 663 classifier 161: 15-19 with 2664 and 2664 samples 350 classifier 162: 7-22 with 2663 and 2663 samples 378 classifier 164: 7-50 with 2659 and 2659 samples 594 classifier 165: 13-23 with 2659 and 2659 samples 113 classifier 166: 2-15 with 2651 and 2651 samples 590 classifier 167: 13-19 with 2606 and 2606 samples 587 classifier 172: 13-16 with 2530 and 2530 samples 111 classifier 168: 2-13 with 2593 and 2593 samples 506 classifier 170: 11-12 with 2551 and 2551 samples 660 classifier 169: 15-16 with 2588 and 2588 samples 511 classifier 171: 11-17 with 2551 and 2551 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation 2184 | 0.04 | 4205 | 0.07 | 0.02 | 0.0348493 10 | 0.01 | 1445 | 0.02 | 0.02 | 0.0121241 0.07 | 0.264033 11 | 0.01 | 8 | 0.02 | 669 | 0.01 | 0.02 | 0.0038561 12 | 0.01 | 275 | 0.01 | 0.01 | 0.00155571 3374 | 0.05 | 13 | 0.01 | 68 | 0.00 | 0.00 | 0.00101416 1 | 0.18 | 1 | 0.18 | 119 | 0.00 | 1 | 0.18 | 1 | 0.18 | 277 | 0.00 | 14 | 0.01 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 96 | 0.00 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.19 | 11 | 0.00 | 133 | 0.00 | 0.00 | 0.000990732 Total opt. time = 3.03 Problem setup time = 0.73 (24.11%) Inner solver time = 0.58 (19.01%) Gradient updating time = 1.71 (56.59%) Working set time = 0.01 (0.26%) optimization finished, #iter = 14 nu = 0.385898 obj = -6549.430065, rho = -0.485626 nSV = 1862, nBSV = 490 288 | 0.00 | 0.03 | 0.122541 0.02 | 2.48544 0.02 | 4.08815 9 | 0.01 | 0.02 | 3.46564 2386 | 0.03 | 1967 | 0.03 | 2355 | 0.03 | 2373 | 0.04 | 2938 | 0.04 | 3463 | 0.05 | 2908 | 0.04 | 2 | 0.03 | 187 | 0.00 | 3489 | 0.05 | 2 | 0.03 | 3552 | 0.05 | 281 | 0.00 | 2 | 0.03 | 251 | 0.00 | 2565 | 0.04 | 0.02 | 0.550815 0.03 | 0.040844 0.03 | 0.794515 0.04 | 1.02381 3 | 0.02 | 128 | 0.00 | 0.01 | 0.000981975 Total opt. time = 0.29 Problem setup time = 0.24 (82.14%) Inner solver time = 0.00 (1.22%) Gradient updating time = 0.05 (16.03%) Working set time = 0.00 (0.50%) optimization finished, #iter = 3 nu = 0.004157 obj = -55.391875, rho = -1.297313 nSV = 51, nBSV = 0 10 | 0.01 | 0.11 | 2.32845 0.10 | 2.72984 3 | 0.03 | 221 | 0.00 | 3 | 0.03 | 255 | 0.00 | 0.01 | 0.000986321 Total opt. time = 0.31 Problem setup time = 0.24 (76.27%) Inner solver time = 0.01 (1.66%) Gradient updating time = 0.07 (21.54%) Working set time = 0.00 (0.43%) optimization finished, #iter = 3 nu = 0.006724 obj = -93.891275, rho = -2.096127 nSV = 67, nBSV = 3 1707 | 0.03 | 0.02 | 0.0713872 0.02 | 0.0211407 11 | 0.01 | 4 | 0.02 | 93 | 0.00 | 0.00 | 0.000970047 Total opt. time = 0.36 Problem setup time = 0.26 (73.40%) Inner solver time = 0.01 (1.82%) Gradient updating time = 0.09 (24.13%) Working set time = 0.00 (0.58%) optimization finished, #iter = 4 nu = 0.005955 obj = -84.388089, rho = -1.308022 nSV = 99, nBSV = 2 1141 | 0.02 | 2 | 0.09 | 2 | 0.09 | 277 | 0.00 | 0.02 | 0.00890085 535 | 0.01 | 12 | 0.01 | 548 | 0.01 | 0.02 | 0.00282439 13 | 0.01 | 0.05 | 0.537404 199 | 0.00 | 0.01 | 0.00141101 14 | 0.01 | 39 | 0.00 | 0.00 | 0.000999631 Total opt. time = 3.30 Problem setup time = 0.76 (22.89%) Inner solver time = 0.63 (18.92%) Gradient updating time = 1.91 (57.93%) Working set time = 0.01 (0.23%) optimization finished, #iter = 14 nu = 0.405966 obj = -7056.944562, rho = -0.232144 nSV = 1970, nBSV = 547 3 | 0.03 | 129 | 0.00 | 0.01 | 0.0112154 0.26 | 5.90747 0.27 | 5.58895 4 | 0.01 | 18 | 0.00 | 0.00 | 0.000954686 Total opt. time = 0.49 Problem setup time = 0.31 (63.04%) Inner solver time = 0.01 (1.65%) Gradient updating time = 0.17 (34.86%) Working set time = 0.00 (0.41%) optimization finished, #iter = 4 nu = 0.001574 obj = -23.940860, rho = -0.998269 nSV = 136, nBSV = 1 0.10 | 0.424964 0.29 | 5.91044 0.32 | 5.99027 3 | 0.06 | 391 | 0.01 | 0.36 | 7.11621 0.03 | 0.00165973 0.36 | 6.64863 4 | 0.02 | 3 | 0.00 | 0.00 | 0.000938545 Total opt. time = 0.61 Problem setup time = 0.35 (57.33%) Inner solver time = 0.02 (2.50%) Gradient updating time = 0.24 (39.78%) Working set time = 0.00 (0.33%) optimization finished, #iter = 4 0.38 | 5.57899 nu = 0.005774 obj = -77.121184, rho = -0.954557 nSV = 276, nBSV = 0 2 | 0.14 | 2 | 0.14 | 0.39 | 5.59469 0.40 | 6.47861 2 | 0.14 | 2 | 0.13 | 3536 | 0.06 | 4227 | 0.06 | 4035 | 0.06 | 2 | 0.15 | 2 | 0.15 | 3884 | 0.06 | 2 | 0.14 | 2 | 0.14 | 2 | 0.14 | 4184 | 0.06 | 4268 | 0.07 | 4353 | 0.07 | 4449 | 0.07 | 4288 | 0.07 | 0.29 | 3.27908 0.32 | 4.02802 0.34 | 5.15471 3 | 0.11 | 0.36 | 3.48053 3 | 0.12 | 3483 | 0.06 | 0.36 | 5.24277 0.36 | 4.76809 0.34 | 4.93163 0.33 | 4.29962 3 | 0.13 | 3872 | 0.06 | 0.34 | 5.10285 3 | 0.12 | 3059 | 0.05 | 0.14 | 1.2878 3 | 0.12 | 4161 | 0.07 | 3 | 0.13 | 3 | 0.12 | 3 | 0.13 | 3 | 0.12 | 4 | 0.04 | 3532 | 0.05 | 4025 | 0.06 | 3961 | 0.06 | 3811 | 0.06 | 2179 | 0.04 | 0.18 | 2.01892 0.02 | 0.0914265 4285 | 0.07 | 5 | 0.02 | 574 | 0.01 | 0.01 | 0.000991154 Total opt. time = 1.41 Problem setup time = 0.49 (34.64%) Inner solver time = 0.19 (13.25%) Gradient updating time = 0.73 (51.91%) Working set time = 0.00 (0.18%) optimization finished, #iter = 5 nu = 0.157027 obj = -2643.537718, rho = 0.492839 nSV = 903, nBSV = 177 4 | 0.05 | 0.20 | 2.40746 0.20 | 1.4352 4 | 0.05 | 4149 | 0.06 | 4218 | 0.07 | 0.07 | 0.382971 4 | 0.08 | 0.22 | 3.36347 0.23 | 3.32252 5 | 0.02 | 0.25 | 2.71306 2415 | 0.04 | 0.27 | 4.21001 3765 | 0.06 | 4 | 0.06 | 0.09 | 0.824184 0.26 | 2.60127 4 | 0.06 | 0.03 | 0.0265291 5 | 0.03 | 6 | 0.02 | 342 | 0.01 | 0.01 | 0.000995712 Total opt. time = 1.68 Problem setup time = 0.54 (32.18%) Inner solver time = 0.26 (15.74%) Gradient updating time = 0.87 (51.87%) Working set time = 0.00 (0.18%) optimization finished, #iter = 6 nu = 0.229099 obj = -3625.207835, rho = -0.782543 nSV = 1147, nBSV = 258 517 classifier 173: 11-23 with 2451 and 2451 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 4 | 0.07 | 4 | 0.06 | 4454 | 0.07 | 4797 | 0.08 | 2847 | 0.04 | 0.09 | 0.267184 4 | 0.07 | 5 | 0.03 | 4742 | 0.07 | 0.05 | 0.0713621 4664 | 0.07 | 1430 | 0.02 | 6 | 0.02 | 4767 | 0.07 | 0.02 | 0.00285253 657 | 0.01 | 6 | 0.01 | 0.01 | 0.000988531 Total opt. time = 1.80 Problem setup time = 0.55 (30.50%) Inner solver time = 0.26 (14.57%) Gradient updating time = 0.99 (54.74%) Working set time = 0.00 (0.17%) optimization finished, #iter = 6 nu = 0.220424 obj = -3553.706693, rho = -0.484286 nSV = 1218, nBSV = 245 79 | 0.00 | 0.00 | 0.000984297 Total opt. time = 1.81 Problem setup time = 0.56 (31.11%) Inner solver time = 0.26 (14.31%) Gradient updating time = 0.98 (54.37%) Working set time = 0.00 (0.17%) optimization finished, #iter = 6 nu = 0.205587 obj = -3530.046131, rho = 0.422557 nSV = 1113, nBSV = 272 0.11 | 0.672712 5 | 0.04 | 1 | 0.18 | 0.17 | 1.38719 3721 | 0.06 | 3508 | 0.05 | 5 | 0.04 | 0.17 | 1.80197 0.18 | 1.4726 0.18 | 1.22382 0.07 | 0.115883 5 | 0.04 | 5 | 0.05 | 4223 | 0.07 | 6 | 0.02 | 5 | 0.04 | 1541 | 0.03 | 0.02 | 0.0065378 4193 | 0.07 | 4280 | 0.07 | 7 | 0.01 | 224 | 0.00 | 0.01 | 0.00099164 Total opt. time = 2.07 Problem setup time = 0.59 (28.57%) Inner solver time = 0.34 (16.48%) Gradient updating time = 1.13 (54.75%) Working set time = 0.00 (0.18%) optimization finished, #iter = 7 nu = 0.269818 obj = -4310.199183, rho = -0.912885 nSV = 1350, nBSV = 328 0.09 | 0.379818 4748 | 0.08 | 6 | 0.03 | 0.10 | 0.409195 3002 | 0.05 | 0.11 | 0.566798 0.08 | 0.413246 6 | 0.02 | 6 | 0.02 | 6 | 0.02 | 0.04 | 0.090643 7 | 0.01 | 3793 | 0.06 | 1551 | 0.02 | 3825 | 0.06 | 3607 | 0.06 | 0.02 | 0.0153588 8 | 0.01 | 0.36 | 5.43101 551 | 0.01 | 0.05 | 0.174587 0.04 | 0.158834 0.05 | 0.225341 0.01 | 0.00376236 7 | 0.02 | 7 | 0.01 | 7 | 0.01 | 9 | 0.01 | 95 | 0.00 | 0.01 | 0.00111636 10 | 0.01 | 23 | 0.00 | 0.00 | 0.000983037 Total opt. time = 2.32 Problem setup time = 0.63 (27.21%) Inner solver time = 0.38 (16.42%) Gradient updating time = 1.30 (56.11%) Working set time = 0.01 (0.24%) optimization finished, #iter = 10 nu = 0.278572 obj = -4551.087544, rho = -0.559280 nSV = 1434, nBSV = 318 2408 | 0.04 | 2606 | 0.04 | 2854 | 0.05 | 0.03 | 0.0302556 0.03 | 0.0429632 0.03 | 0.064048 8 | 0.01 | 8 | 0.01 | 8 | 0.01 | 1392 | 0.02 | 1496 | 0.02 | 2 | 0.14 | 1696 | 0.03 | 0.02 | 0.00841445 0.02 | 0.0140176 9 | 0.01 | 0.02 | 0.0177363 9 | 0.01 | 438 | 0.01 | 672 | 0.01 | 0.01 | 0.00221308 9 | 0.01 | 0.01 | 0.00381228 10 | 0.01 | 106 | 0.00 | 949 | 0.02 | 0.01 | 0.00132081 10 | 0.01 | 4263 | 0.07 | 200 | 0.00 | 11 | 0.01 | 40 | 0.00 | 0.02 | 0.0051305 0.00 | 0.000971914 Total opt. time = 2.48 Problem setup time = 0.64 (25.63%) Inner solver time = 0.47 (18.90%) Gradient updating time = 1.37 (55.19%) Working set time = 0.01 (0.25%) optimization finished, #iter = 11 nu = 0.351235 obj = -5579.663351, rho = -0.806408 nSV = 1619, nBSV = 436 0.01 | 0.00120397 10 | 0.01 | 11 | 0.01 | 67 | 0.00 | 0.00 | 0.00104224 389 | 0.01 | 12 | 0.01 | 0.01 | 0.00157887 4 | 0.00 | 0.00 | 0.000997577 Total opt. time = 2.52 Problem setup time = 0.65 (25.95%) Inner solver time = 0.46 (18.27%) Gradient updating time = 1.40 (55.49%) Working set time = 0.01 (0.27%) optimization finished, #iter = 12 nu = 0.328230 obj = -5315.004058, rho = -0.398600 nSV = 1590, nBSV = 378 11 | 0.01 | 77 | 0.00 | 0.00 | 0.00105537 12 | 0.01 | 23 | 0.00 | 0.00 | 0.000981975 Total opt. time = 2.55 Problem setup time = 0.66 (25.88%) Inner solver time = 0.48 (18.90%) Gradient updating time = 1.40 (54.94%) Working set time = 0.01 (0.25%) optimization finished, #iter = 12 nu = 0.309299 obj = -4664.046189, rho = -0.175275 nSV = 1559, nBSV = 297 0.32 | 4.69185 3 | 0.11 | 3962 | 0.06 | 0.24 | 3.10246 4 | 0.07 | 4751 | 0.07 | 0.18 | 1.68949 5 | 0.04 | 4269 | 0.07 | 0.10 | 0.598686 6 | 0.02 | 3866 | 0.06 | 0.05 | 0.147243 7 | 0.01 | 2526 | 0.04 | 0.03 | 0.0474456 8 | 0.01 | 1636 | 0.03 | 0.02 | 0.0246353 9 | 0.01 | 824 | 0.01 | 0.02 | 0.00434791 10 | 0.01 | 289 | 0.01 | 0.01 | 0.00205588 11 | 0.01 | 64 | 0.00 | 0.00 | 0.000939663 Total opt. time = 2.40 Problem setup time = 0.62 (25.74%) Inner solver time = 0.46 (19.33%) Gradient updating time = 1.31 (54.67%) Working set time = 0.01 (0.24%) optimization finished, #iter = 11 nu = 0.353590 obj = -5262.588882, rho = 0.020033 nSV = 1628, nBSV = 361 474 classifier 174: 10-20 with 2420 and 2420 samples 513 classifier 175: 11-19 with 2398 and 2398 samples 510 classifier 179: 11-16 with 2322 and 2322 samples 109 classifier 176: 2-11 with 2385 and 2385 samples 673 classifier 177: 15-29 with 2347 and 2347 samples 386 classifier 178: 8-15 with 2341 and 2341 samples 299 classifier 181: 6-15 with 2285 and 2285 samples 600 classifier 180: 13-29 with 2289 and 2289 samples 384 classifier 182: 8-13 with 2283 and 2283 samples 466 classifier 183: 10-12 with 2279 and 2279 samples 733 classifier 189: 17-20 with 2219 and 2219 samples 471 classifier 184: 10-17 with 2279 and 2279 samples 688 classifier 186: 15-44 with 2273 and 2273 samples 678 classifier 185: 15-34 with 2276 and 2276 samples 553 classifier 188: 12-20 with 2219 and 2219 samples 297 classifier 187: 6-13 with 2227 and 2227 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.19 | 1 | 0.19 | 1 | 0.19 | 1 | 0.19 | 1 | 0.19 | 1 | 0.19 | 1575 | 0.02 | 1971 | 0.02 | 2157 | 0.03 | 2050 | 0.03 | 2951 | 0.04 | 2688 | 0.03 | 2688 | 0.04 | 2483 | 0.04 | 2802 | 0.04 | 2790 | 0.04 | 2451 | 0.04 | 3222 | 0.05 | 3596 | 0.05 | 2976 | 0.05 | 3332 | 0.05 | 3524 | 0.06 | 0.16 | 5.93672 0.20 | 5.62676 0.21 | 5.75625 0.23 | 5.79719 0.24 | 5.69495 0.25 | 4.79183 0.27 | 5.49263 0.27 | 5.07675 0.28 | 6.46583 0.28 | 5.31546 2 | 0.14 | 0.31 | 5.87061 2749 | 0.04 | 0.31 | 5.209 0.31 | 4.97782 0.31 | 5.84717 2 | 0.13 | 2 | 0.13 | 0.34 | 6.13467 2 | 0.14 | 0.35 | 5.68356 2 | 0.14 | 2 | 0.13 | 3567 | 0.06 | 3660 | 0.06 | 3095 | 0.04 | 2 | 0.13 | 2 | 0.15 | 2 | 0.15 | 2 | 0.15 | 4091 | 0.07 | 4122 | 0.06 | 2 | 0.14 | 2 | 0.14 | 2 | 0.14 | 2 | 0.14 | 4199 | 0.07 | 4319 | 0.07 | 2 | 0.14 | 4433 | 0.07 | 2 | 0.14 | 4234 | 0.07 | 0.19 | 2.05928 4336 | 0.07 | 4101 | 0.06 | 4601 | 0.07 | 4513 | 0.07 | 3732 | 0.06 | 4176 | 0.07 | 3 | 0.09 | 0.21 | 1.97278 0.23 | 3.59048 2344 | 0.03 | 0.27 | 3.48892 3 | 0.09 | 0.27 | 2.2125 0.07 | 0.47087 0.28 | 2.59667 3 | 0.11 | 4 | 0.03 | 2708 | 0.04 | 0.29 | 3.13459 1119 | 0.02 | 3 | 0.11 | 0.01 | 0.00101295 0.29 | 3.81371 0.28 | 3.18651 3225 | 0.05 | 0.29 | 3.18589 5 | 0.02 | 4 | 0.00 | 0.00 | 0.000940644 Total opt. time = 1.01 Problem setup time = 0.46 (45.11%) Inner solver time = 0.11 (11.02%) Gradient updating time = 0.44 (43.58%) Working set time = 0.00 (0.25%) optimization finished, #iter = 5 nu = 0.111381 obj = -1696.741382, rho = -0.944109 nSV = 640, nBSV = 102 3 | 0.11 | 3404 | 0.05 | 0.08 | 0.423908 0.29 | 4.12628 0.29 | 4.01455 0.29 | 3.8337 3 | 0.11 | 0.32 | 3.60808 4 | 0.03 | 0.31 | 4.20367 3636 | 0.06 | 1413 | 0.02 | 3 | 0.12 | 3 | 0.10 | 0.32 | 4.22801 0.01 | 0.00097209 Total opt. time = 1.11 Problem setup time = 0.45 (40.37%) Inner solver time = 0.13 (11.83%) Gradient updating time = 0.53 (47.60%) Working set time = 0.00 (0.16%) optimization finished, #iter = 4 nu = 0.136865 obj = -1975.494541, rho = -0.899100 nSV = 735, nBSV = 133 3 | 0.11 | 3 | 0.10 | 0.11 | 0.517805 4146 | 0.07 | 4 | 0.04 | 3 | 0.11 | 0.12 | 0.909849 4195 | 0.06 | 4101 | 0.07 | 3 | 0.12 | 4021 | 0.06 | 4279 | 0.07 | 3 | 0.12 | 1591 | 0.03 | 3 | 0.12 | 0.01 | 0.00223777 3 | 0.11 | 0.11 | 0.513969 5 | 0.01 | 4 | 0.05 | 32 | 0.00 | 0.00 | 0.000976646 Total opt. time = 1.21 Problem setup time = 0.48 (39.97%) Inner solver time = 0.17 (13.69%) Gradient updating time = 0.56 (46.12%) Working set time = 0.00 (0.19%) optimization finished, #iter = 5 nu = 0.189662 obj = -2516.593255, rho = 0.581073 nSV = 876, nBSV = 169 3 | 0.11 | 4073 | 0.06 | 4381 | 0.07 | 3250 | 0.05 | 3946 | 0.06 | 2009 | 0.03 | 4 | 0.04 | 3708 | 0.06 | 0.02 | 0.0523081 0.14 | 1.15265 1948 | 0.03 | 5 | 0.01 | 3773 | 0.06 | 435 | 0.01 | 0.01 | 0.000954763 Total opt. time = 1.29 Problem setup time = 0.48 (37.09%) Inner solver time = 0.18 (14.13%) Gradient updating time = 0.63 (48.57%) Working set time = 0.00 (0.18%) optimization finished, #iter = 5 nu = 0.203377 obj = -2806.926630, rho = 0.517086 nSV = 978, nBSV = 197 0.02 | 0.0591945 0.14 | 0.673392 0.13 | 0.552039 0.13 | 1.7835 5 | 0.01 | 443 | 0.01 | 0.01 | 0.000995975 Total opt. time = 1.32 Problem setup time = 0.49 (36.62%) Inner solver time = 0.20 (15.11%) Gradient updating time = 0.64 (48.06%) Working set time = 0.00 (0.18%) optimization finished, #iter = 5 nu = 0.186814 obj = -2381.240930, rho = 0.567337 nSV = 974, nBSV = 136 605 classifier 190: 13-34 with 2218 and 2218 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 4 | 0.06 | 4 | 0.04 | 0.17 | 1.91292 4 | 0.04 | 4 | 0.05 | 3190 | 0.05 | 2940 | 0.04 | 2207 | 0.04 | 4 | 0.05 | 4133 | 0.06 | 0.03 | 0.00994297 0.20 | 2.23536 0.04 | 0.0415036 0.05 | 0.143544 5 | 0.02 | 81 | 0.00 | 0.20 | 1.83394 0.00 | 0.000981936 Total opt. time = 1.44 Problem setup time = 0.51 (35.24%) Inner solver time = 0.22 (14.97%) Gradient updating time = 0.72 (49.60%) Working set time = 0.00 (0.16%) optimization finished, #iter = 5 0.20 | 2.06455 nu = 0.219126 obj = -2927.322504, rho = 0.994929 nSV = 1019, nBSV = 203 5 | 0.02 | 0.19 | 1.89175 0.21 | 2.20106 471 | 0.01 | 5 | 0.02 | 0.01 | 0.000993475 Total opt. time = 1.46 Problem setup time = 0.49 (33.54%) Inner solver time = 0.22 (14.89%) Gradient updating time = 0.75 (51.37%) Working set time = 0.00 (0.16%) optimization finished, #iter = 5 nu = 0.212604 obj = -2713.071564, rho = -1.323309 nSV = 1076, nBSV = 154 963 | 0.02 | 4640 | 0.07 | 4 | 0.05 | 0.01 | 0.000996843 Total opt. time = 1.48 Problem setup time = 0.51 (34.13%) Inner solver time = 0.24 (16.20%) Gradient updating time = 0.73 (49.49%) Working set time = 0.00 (0.16%) optimization finished, #iter = 5 nu = 0.221282 obj = -3026.983234, rho = 0.750205 nSV = 1103, nBSV = 187 4 | 0.05 | 0.08 | 0.568901 4 | 0.05 | 0.22 | 2.45885 4 | 0.06 | 1 | 0.18 | 4 | 0.07 | 5 | 0.03 | 2312 | 0.03 | 0.07 | 0.292508 4535 | 0.07 | 4204 | 0.07 | 4 | 0.06 | 5 | 0.02 | 4530 | 0.07 | 2843 | 0.04 | 4934 | 0.08 | 0.03 | 0.113285 4606 | 0.08 | 2557 | 0.04 | 6 | 0.01 | 0.02 | 0.00589059 0.07 | 0.812854 4677 | 0.07 | 1065 | 0.02 | 6 | 0.01 | 90 | 0.00 | 0.10 | 0.686198 0.00 | 0.000992225 Total opt. time = 1.64 Problem setup time = 0.52 (31.88%) Inner solver time = 0.29 (17.69%) Gradient updating time = 0.83 (50.23%) Working set time = 0.00 (0.18%) optimization finished, #iter = 6 nu = 0.294507 obj = -4189.900263, rho = -0.794795 nSV = 1273, nBSV = 329 0.02 | 0.00929453 5 | 0.03 | 0.09 | 0.602225 7 | 0.01 | 185 | 0.00 | 5 | 0.03 | 0.01 | 0.00204974 0.09 | 0.700306 8 | 0.01 | 17 | 0.00 | 0.00 | 0.000965298 Total opt. time = 1.69 Problem setup time = 0.54 (32.18%) Inner solver time = 0.30 (17.49%) Gradient updating time = 0.84 (50.05%) Working set time = 0.00 (0.25%) optimization finished, #iter = 8 nu = 0.222751 obj = -2885.699172, rho = -0.989838 nSV = 1196, nBSV = 139 5 | 0.03 | 0.09 | 0.549891 3019 | 0.05 | 5 | 0.03 | 5 | 0.03 | 3648 | 0.06 | 0.21 | 5.36186 3647 | 0.06 | 0.05 | 0.106527 4074 | 0.07 | 6 | 0.02 | 3048 | 0.05 | 0.05 | 0.192062 0.15 | 1.07499 0.05 | 0.210648 1458 | 0.02 | 6 | 0.02 | 0.03 | 0.0583592 6 | 0.02 | 0.05 | 0.165065 0.02 | 0.0148663 6 | 0.02 | 5 | 0.04 | 7 | 0.01 | 758 | 0.01 | 303 | 0.01 | 6 | 0.02 | 2480 | 0.04 | 0.01 | 0.00142139 0.01 | 0.00178905 2387 | 0.04 | 7 | 0.01 | 56 | 0.00 | 8 | 0.01 | 0.00 | 0.000987643 Total opt. time = 1.86 Problem setup time = 0.57 (30.70%) Inner solver time = 0.31 (16.82%) Gradient updating time = 0.97 (52.25%) Working set time = 0.00 (0.19%) optimization finished, #iter = 7 nu = 0.321513 obj = -5164.167840, rho = 0.459591 nSV = 1299, nBSV = 445 42 | 0.00 | 0.03 | 0.0381691 0.00 | 0.000976663 Total opt. time = 1.86 Problem setup time = 0.56 (30.13%) Inner solver time = 0.31 (16.48%) Gradient updating time = 0.99 (53.14%) Working set time = 0.00 (0.22%) optimization finished, #iter = 8 nu = 0.215527 obj = -3062.973702, rho = -0.272697 nSV = 1247, nBSV = 168 1731 | 0.03 | 0.02 | 0.0500883 7 | 0.01 | 0.02 | 0.0104734 7 | 0.01 | 7 | 0.01 | 4513 | 0.07 | 1168 | 0.02 | 2 | 0.15 | 304 | 0.01 | 0.01 | 0.00155838 1088 | 0.02 | 0.02 | 0.00711697 8 | 0.01 | 14 | 0.00 | 0.00 | 0.00096929 Total opt. time = 1.92 Problem setup time = 0.57 (29.52%) Inner solver time = 0.37 (19.13%) Gradient updating time = 0.98 (51.12%) Working set time = 0.00 (0.21%) optimization finished, #iter = 8 nu = 0.376934 obj = -5429.432732, rho = -0.794477 nSV = 1485, nBSV = 446 0.02 | 0.00700084 8 | 0.01 | 339 | 0.01 | 8 | 0.01 | 0.01 | 0.00234263 284 | 0.01 | 3766 | 0.06 | 0.01 | 0.0014143 9 | 0.01 | 65 | 0.00 | 0.00 | 0.00111582 9 | 0.01 | 23 | 0.00 | 0.00 | 0.000975669 Total opt. time = 1.97 Problem setup time = 0.58 (29.30%) Inner solver time = 0.38 (19.37%) Gradient updating time = 1.01 (51.06%) Working set time = 0.00 (0.24%) optimization finished, #iter = 9 nu = 0.277820 obj = -3747.738463, rho = -0.427639 nSV = 1333, nBSV = 223 10 | 0.01 | 0.08 | 0.518473 11 | 0.00 | 0.00 | 0.00102863 11 | 0.01 | 19 | 0.00 | 0.00 | 0.00124505 6 | 0.02 | 12 | 0.01 | 8 | 0.00 | 0.00 | 0.000958373 Total opt. time = 2.00 Problem setup time = 0.59 (29.20%) Inner solver time = 0.40 (20.06%) Gradient updating time = 1.01 (50.37%) Working set time = 0.01 (0.32%) optimization finished, #iter = 12 nu = 0.301304 obj = -3939.750571, rho = 0.026593 nSV = 1381, nBSV = 236 3406 | 0.05 | 0.04 | 0.0985994 7 | 0.01 | 1850 | 0.03 | 0.02 | 0.0178398 8 | 0.01 | 893 | 0.01 | 0.25 | 2.30085 0.02 | 0.00498308 9 | 0.01 | 226 | 0.00 | 0.01 | 0.00173497 10 | 0.01 | 65 | 0.00 | 0.00 | 0.00102321 11 | 0.01 | 11 | 0.00 | 0.00 | 0.000991859 Total opt. time = 2.26 Problem setup time = 0.62 (27.57%) Inner solver time = 0.43 (18.90%) Gradient updating time = 1.20 (53.24%) Working set time = 0.01 (0.26%) optimization finished, #iter = 11 nu = 0.344575 obj = -5180.206096, rho = -0.321403 nSV = 1533, nBSV = 387 3 | 0.10 | 3703 | 0.05 | 0.11 | 0.567194 4 | 0.03 | 2027 | 0.03 | 0.02 | 0.00820102 5 | 0.01 | 112 | 0.00 | 0.00 | 0.000940414 Total opt. time = 1.25 Problem setup time = 0.47 (37.88%) Inner solver time = 0.17 (13.62%) Gradient updating time = 0.60 (48.29%) Working set time = 0.00 (0.19%) optimization finished, #iter = 5 nu = 0.162994 obj = -2069.508211, rho = -0.853019 nSV = 959, nBSV = 109 477 classifier 193: 10-23 with 2179 and 2179 samples 598 classifier 194: 13-27 with 2158 and 2158 samples 671 classifier 191: 15-27 with 2216 and 2216 samples 832 classifier 196: 20-23 with 2119 and 2119 samples 108 classifier 197: 2-10 with 2113 and 2113 samples 14 classifier 198: 0-15 with 2089 and 2089 samples 473 classifier 195: 10-19 with 2126 and 2126 samples 615 classifier 192: 13-44 with 2215 and 2215 samples 550 classifier 200: 12-17 with 2078 and 2078 samples 669 classifier 206: 15-25 with 2045 and 2045 samples 523 classifier 199: 11-29 with 2081 and 2081 samples 118 classifier 203: 2-20 with 2053 and 2053 samples 798 classifier 202: 19-20 with 2066 and 2066 samples 382 classifier 201: 8-11 with 2075 and 2075 samples 470 classifier 205: 10-16 with 2050 and 2050 samples 692 classifier 204: 15-48 with 2051 and 2051 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.19 | 1 | 0.19 | 1519 | 0.02 | 1677 | 0.02 | 2265 | 0.03 | 1759 | 0.02 | 2232 | 0.03 | 2329 | 0.03 | 2344 | 0.04 | 2777 | 0.04 | 2521 | 0.04 | 2939 | 0.04 | 3121 | 0.05 | 3285 | 0.05 | 3098 | 0.05 | 3621 | 0.05 | 3724 | 0.06 | 3534 | 0.05 | 0.12 | 5.18343 0.12 | 6.08573 0.16 | 5.24485 0.19 | 5.98363 0.18 | 5.33024 0.19 | 5.7508 0.21 | 5.09234 0.21 | 4.37516 2 | 0.12 | 2 | 0.13 | 0.23 | 6.78945 0.24 | 5.79481 0.24 | 6.15371 2494 | 0.03 | 0.26 | 4.50944 2961 | 0.04 | 0.26 | 6.07214 2 | 0.13 | 0.27 | 5.57563 2 | 0.13 | 2 | 0.14 | 2517 | 0.04 | 0.31 | 6.10078 2 | 0.14 | 0.31 | 5.61595 2 | 0.14 | 2 | 0.14 | 3139 | 0.05 | 3570 | 0.06 | 2 | 0.13 | 2 | 0.14 | 2 | 0.14 | 0.13 | 2.41053 4009 | 0.06 | 3600 | 0.05 | 0.14 | 1.98043 2 | 0.14 | 3803 | 0.06 | 2 | 0.14 | 2 | 0.14 | 4178 | 0.06 | 4293 | 0.06 | 4314 | 0.07 | 3 | 0.07 | 2 | 0.14 | 2 | 0.14 | 0.16 | 1.67491 4028 | 0.06 | 2086 | 0.03 | 4411 | 0.07 | 4330 | 0.07 | 3 | 0.09 | 0.04 | 0.17194 2480 | 0.03 | 4188 | 0.07 | 4207 | 0.07 | 4 | 0.02 | 3 | 0.07 | 752 | 0.01 | 0.01 | 0.000941541 Total opt. time = 0.79 Problem setup time = 0.40 (50.51%) Inner solver time = 0.09 (11.08%) Gradient updating time = 0.30 (38.13%) Working set time = 0.00 (0.23%) optimization finished, #iter = 4 nu = 0.098135 obj = -1145.061881, rho = -1.585087 nSV = 548, nBSV = 54 12 classifier 207: 0-13 with 2031 and 2031 samples 0.21 | 2.42901 Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 0.21 | 2.21599 0.05 | 0.241415 2126 | 0.04 | 0.22 | 3.16912 4 | 0.03 | 0.23 | 1.92544 970 | 0.01 | 0.01 | 0.000990299 Total opt. time = 0.86 Problem setup time = 0.42 (49.38%) Inner solver time = 0.10 (12.11%) Gradient updating time = 0.33 (38.26%) Working set time = 0.00 (0.21%) optimization finished, #iter = 4 nu = 0.149284 obj = -1782.313393, rho = -1.902798 nSV = 647, nBSV = 119 0.05 | 0.0211786 0.23 | 2.41733 3 | 0.09 | 4 | 0.03 | 212 | 0.00 | 0.01 | 0.000978815 Total opt. time = 0.90 Problem setup time = 0.42 (46.42%) Inner solver time = 0.11 (12.07%) Gradient updating time = 0.37 (41.28%) Working set time = 0.00 (0.20%) optimization finished, #iter = 4 nu = 0.099967 obj = -1199.030017, rho = 0.423711 nSV = 654, nBSV = 62 3 | 0.10 | 0.24 | 2.54548 0.25 | 3.43182 0.25 | 4.14891 3144 | 0.04 | 3 | 0.10 | 3 | 0.09 | 3484 | 0.06 | 0.26 | 3.93414 3 | 0.10 | 0.25 | 4.39074 1 | 0.18 | 0.27 | 2.74042 3178 | 0.05 | 3771 | 0.06 | 0.07 | 0.60505 1981 | 0.03 | 3 | 0.10 | 3 | 0.10 | 3312 | 0.05 | 4 | 0.03 | 0.27 | 3.69077 0.27 | 4.58768 3 | 0.12 | 1973 | 0.03 | 0.09 | 0.516423 0.01 | 0.0223773 0.09 | 0.460558 3920 | 0.06 | 3 | 0.10 | 3 | 0.11 | 5 | 0.01 | 3 | 0.11 | 290 | 0.00 | 4422 | 0.07 | 0.11 | 0.328781 0.01 | 0.000996224 Total opt. time = 1.09 Problem setup time = 0.45 (41.30%) Inner solver time = 0.15 (14.00%) Gradient updating time = 0.48 (44.45%) Working set time = 0.00 (0.22%) optimization finished, #iter = 5 nu = 0.262165 obj = -3685.075862, rho = -1.124152 nSV = 908, nBSV = 322 0.08 | 0.278041 3383 | 0.05 | 4 | 0.03 | 4 | 0.05 | 1457 | 0.02 | 4 | 0.04 | 4 | 0.03 | 3 | 0.11 | 0.02 | 0.027584 3 | 0.11 | 4210 | 0.07 | 4603 | 0.07 | 2157 | 0.04 | 3836 | 0.06 | 1674 | 0.03 | 5 | 0.01 | 1376 | 0.02 | 231 | 0.00 | 0.16 | 4.97514 0.01 | 0.000992451 Total opt. time = 1.16 Problem setup time = 0.47 (39.99%) Inner solver time = 0.15 (13.11%) Gradient updating time = 0.54 (46.65%) Working set time = 0.00 (0.21%) optimization finished, #iter = 5 nu = 0.149113 obj = -1834.791795, rho = -1.312948 nSV = 833, nBSV = 84 0.02 | 0.00147648 0.01 | 0.00096241 Total opt. time = 1.17 Problem setup time = 0.46 (39.18%) Inner solver time = 0.18 (15.45%) Gradient updating time = 0.53 (45.20%) Working set time = 0.00 (0.14%) optimization finished, #iter = 4 nu = 0.170438 obj = -2000.413049, rho = 0.150793 nSV = 919, nBSV = 106 0.03 | 0.00585552 5 | 0.01 | 18 | 0.00 | 0.00 | 0.000964962 Total opt. time = 1.18 Problem setup time = 0.47 (39.76%) Inner solver time = 0.17 (14.34%) Gradient updating time = 0.54 (45.67%) Working set time = 0.00 (0.20%) optimization finished, #iter = 5 nu = 0.180111 obj = -2255.658975, rho = -1.223208 nSV = 908, nBSV = 124 0.12 | 0.636721 5 | 0.02 | 69 | 0.00 | 0.00 | 0.00096199 Total opt. time = 1.20 Problem setup time = 0.49 (40.57%) Inner solver time = 0.19 (16.05%) Gradient updating time = 0.52 (43.16%) Working set time = 0.00 (0.19%) optimization finished, #iter = 5 nu = 0.174072 obj = -2078.086807, rho = 0.964156 nSV = 935, nBSV = 113 3924 | 0.06 | 4180 | 0.07 | 0.13 | 1.00034 4 | 0.04 | 0.15 | 1.66371 2206 | 0.03 | 4 | 0.06 | 4 | 0.04 | 0.03 | 0.0081908 2 | 0.13 | 0.16 | 1.74411 0.16 | 1.62543 0.16 | 1.40957 5 | 0.02 | 246 | 0.00 | 0.01 | 0.000988354 Total opt. time = 1.33 Problem setup time = 0.48 (36.57%) Inner solver time = 0.20 (14.94%) Gradient updating time = 0.64 (48.28%) Working set time = 0.00 (0.18%) optimization finished, #iter = 5 nu = 0.176200 obj = -2213.258826, rho = -1.362081 nSV = 988, nBSV = 97 3945 | 0.06 | 4 | 0.04 | 4 | 0.04 | 3269 | 0.05 | 4115 | 0.07 | 4 | 0.06 | 0.17 | 1.8345 0.05 | 0.137366 0.19 | 2.31276 0.04 | 0.386203 3907 | 0.06 | 5 | 0.03 | 4587 | 0.07 | 5 | 0.02 | 4552 | 0.07 | 4 | 0.06 | 1196 | 0.02 | 0.01 | 0.000979511 Total opt. time = 1.45 Problem setup time = 0.50 (34.33%) Inner solver time = 0.27 (18.52%) Gradient updating time = 0.68 (46.96%) Working set time = 0.00 (0.16%) optimization finished, #iter = 5 nu = 0.305447 obj = -3851.697762, rho = 0.532910 nSV = 1222, nBSV = 288 0.05 | 0.383029 4 | 0.06 | 2362 | 0.04 | 0.05 | 0.515996 5 | 0.02 | 0.02 | 0.0098842 5 | 0.02 | 0.06 | 0.548732 6 | 0.02 | 227 | 0.00 | 0.01 | 0.000983993 Total opt. time = 1.51 Problem setup time = 0.53 (34.91%) Inner solver time = 0.28 (18.43%) Gradient updating time = 0.70 (46.44%) Working set time = 0.00 (0.18%) optimization finished, #iter = 6 nu = 0.253444 obj = -3071.409553, rho = -0.541578 nSV = 1148, nBSV = 201 2512 | 0.04 | 4976 | 0.08 | 5 | 0.02 | 4589 | 0.07 | 0.18 | 2.58079 2846 | 0.05 | 0.03 | 0.0339769 0.02 | 0.0432873 6 | 0.02 | 488 | 0.01 | 6 | 0.01 | 3238 | 0.05 | 0.01 | 0.00181984 590 | 0.01 | 0.01 | 0.000997922 Total opt. time = 1.59 Problem setup time = 0.51 (32.08%) Inner solver time = 0.33 (20.58%) Gradient updating time = 0.75 (47.13%) Working set time = 0.00 (0.18%) optimization finished, #iter = 6 nu = 0.350185 obj = -4538.703258, rho = -0.869407 nSV = 1315, nBSV = 356 7 | 0.01 | 0.02 | 0.0606364 26 | 0.00 | 0.00 | 0.00099237 Total opt. time = 1.59 Problem setup time = 0.52 (32.72%) Inner solver time = 0.29 (18.50%) Gradient updating time = 0.77 (48.54%) Working set time = 0.00 (0.22%) optimization finished, #iter = 7 nu = 0.248851 obj = -3053.066220, rho = -0.067334 nSV = 1208, nBSV = 176 6 | 0.01 | 0.10 | 0.67418 3 | 0.09 | 1009 | 0.02 | 0.01 | 0.000997324 Total opt. time = 1.63 Problem setup time = 0.52 (31.97%) Inner solver time = 0.33 (20.00%) Gradient updating time = 0.78 (47.83%) Working set time = 0.00 (0.18%) optimization finished, #iter = 6 nu = 0.410913 obj = -5816.663484, rho = 0.420003 nSV = 1390, nBSV = 516 5 | 0.03 | 0.13 | 0.960587 2656 | 0.04 | 5 | 0.03 | 3968 | 0.06 | 0.06 | 0.131379 0.04 | 0.195117 4 | 0.03 | 4134 | 0.07 | 632 | 0.01 | 6 | 0.02 | 0.01 | 0.000995643 Total opt. time = 0.98 Problem setup time = 0.43 (43.82%) Inner solver time = 0.14 (14.15%) Gradient updating time = 0.41 (41.82%) Working set time = 0.00 (0.17%) optimization finished, #iter = 4 nu = 0.133774 obj = -1486.017255, rho = 0.896945 nSV = 771, nBSV = 62 691 classifier 208: 15-47 with 2031 and 2031 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 1989 | 0.03 | 0.06 | 0.251675 0.02 | 0.0240102 7 | 0.01 | 6 | 0.02 | 550 | 0.01 | 0.01 | 0.00285716 8 | 0.01 | 111 | 0.00 | 0.01 | 0.000972705 Total opt. time = 1.88 Problem setup time = 0.56 (29.72%) Inner solver time = 0.38 (20.14%) Gradient updating time = 0.94 (49.89%) Working set time = 0.00 (0.21%) optimization finished, #iter = 8 nu = 0.384150 obj = -5103.067281, rho = -0.414656 nSV = 1480, nBSV = 412 2969 | 0.05 | 0.03 | 0.0814297 7 | 0.01 | 1 | 0.18 | 1714 | 0.03 | 0.02 | 0.014809 1819 | 0.02 | 8 | 0.01 | 699 | 0.01 | 0.02 | 0.00449056 9 | 0.01 | 192 | 0.00 | 0.01 | 0.00154401 10 | 0.01 | 66 | 0.00 | 0.00 | 0.00109847 11 | 0.01 | 3 | 0.00 | 0.00 | 0.000973533 Total opt. time = 2.07 Problem setup time = 0.60 (28.81%) Inner solver time = 0.42 (20.17%) Gradient updating time = 1.05 (50.71%) Working set time = 0.01 (0.28%) optimization finished, #iter = 11 nu = 0.382928 obj = -5163.963290, rho = -0.169820 nSV = 1549, nBSV = 382 0.14 | 5.33446 2 | 0.13 | 2976 | 0.04 | 0.16 | 1.45864 3 | 0.09 | 2444 | 0.03 | 0.06 | 0.200953 4 | 0.03 | 862 | 0.01 | 0.01 | 0.0117444 5 | 0.01 | 56 | 0.00 | 0.00 | 0.00099138 Total opt. time = 0.93 Problem setup time = 0.44 (47.21%) Inner solver time = 0.11 (11.69%) Gradient updating time = 0.38 (40.81%) Working set time = 0.00 (0.26%) optimization finished, #iter = 5 nu = 0.123088 obj = -1347.668772, rho = -1.441302 nSV = 694, nBSV = 59 295 classifier 209: 6-11 with 2019 and 2019 samples 665 classifier 210: 15-21 with 2014 and 2014 samples 528 classifier 212: 11-34 with 2010 and 2010 samples 254 classifier 215: 5-15 with 2002 and 2002 samples 683 classifier 211: 15-39 with 2011 and 2011 samples 538 classifier 213: 11-44 with 2007 and 2007 samples 686 classifier 216: 15-42 with 1997 and 1997 samples 668 classifier 214: 15-24 with 2004 and 2004 samples 690 classifier 217: 15-46 with 1994 and 1994 samples 619 classifier 218: 13-48 with 1993 and 1993 samples 662 classifier 224: 15-18 with 1972 and 1972 samples 699 classifier 219: 16-20 with 1990 and 1990 samples 596 classifier 220: 13-25 with 1987 and 1987 samples 736 classifier 222: 17-23 with 1978 and 1978 samples 556 classifier 221: 12-23 with 1978 and 1978 samples 618 classifier 223: 13-47 with 1973 and 1973 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.19 | 1 | 0.19 | 1 | 0.19 | 1 | 0.19 | 1 | 0.19 | 1741 | 0.02 | 1241 | 0.01 | 1308 | 0.01 | 1458 | 0.02 | 1686 | 0.02 | 1637 | 0.02 | 1502 | 0.02 | 1702 | 0.02 | 1786 | 0.02 | 2075 | 0.03 | 1640 | 0.02 | 2764 | 0.03 | 2961 | 0.04 | 2871 | 0.05 | 3568 | 0.05 | 3623 | 0.06 | 0.10 | 4.96464 0.10 | 4.26143 0.12 | 4.79499 0.12 | 4.26405 0.12 | 4.28939 0.13 | 4.69553 0.13 | 4.79454 0.13 | 4.54417 0.13 | 4.89156 0.14 | 4.38366 0.16 | 5.47309 0.20 | 4.95307 2 | 0.12 | 2 | 0.12 | 0.21 | 5.38017 2 | 0.12 | 2101 | 0.03 | 0.22 | 6.02779 2 | 0.13 | 2214 | 0.03 | 2 | 0.12 | 2 | 0.13 | 2 | 0.13 | 2 | 0.12 | 2 | 0.13 | 2 | 0.13 | 2512 | 0.03 | 0.24 | 5.60377 2480 | 0.03 | 2613 | 0.03 | 2429 | 0.03 | 0.25 | 6.32916 2605 | 0.03 | 2743 | 0.04 | 2363 | 0.04 | 2850 | 0.04 | 2 | 0.14 | 0.10 | 1.70427 0.11 | 1.3662 3460 | 0.06 | 2 | 0.15 | 2 | 0.15 | 2 | 0.13 | 0.11 | 1.47539 3 | 0.07 | 0.13 | 0.854957 2 | 0.14 | 0.14 | 1.95102 0.14 | 1.75863 1481 | 0.02 | 4216 | 0.06 | 2 | 0.14 | 3 | 0.07 | 4108 | 0.06 | 0.14 | 1.55229 0.14 | 1.90571 0.15 | 2.10142 0.14 | 1.66449 4099 | 0.07 | 0.03 | 0.312295 3 | 0.07 | 1782 | 0.02 | 4 | 0.02 | 1978 | 0.03 | 0.03 | 0.000969109 Total opt. time = 0.68 Problem setup time = 0.38 (55.41%) Inner solver time = 0.07 (9.58%) Gradient updating time = 0.24 (34.79%) Working set time = 0.00 (0.17%) optimization finished, #iter = 3 nu = 0.101969 obj = -1165.545410, rho = -1.179975 nSV = 492, nBSV = 71 3 | 0.07 | 795 | 0.01 | 4568 | 0.07 | 0.01 | 0.00193953 3 | 0.06 | 4405 | 0.07 | 3 | 0.06 | 3 | 0.08 | 1611 | 0.02 | 3 | 0.08 | 5 | 0.02 | 21 | 0.00 | 0.03 | 0.0355982 0.00 | 0.000989376 Total opt. time = 0.71 Problem setup time = 0.41 (56.96%) Inner solver time = 0.07 (9.46%) Gradient updating time = 0.24 (33.19%) Working set time = 0.00 (0.34%) optimization finished, #iter = 5 nu = 0.094624 obj = -1036.532727, rho = -1.448188 nSV = 449, nBSV = 53 3 | 0.08 | 3 | 0.09 | 1877 | 0.03 | 4 | 0.02 | 2075 | 0.03 | 2220 | 0.03 | 0.03 | 0.0733868 327 | 0.00 | 2251 | 0.03 | 0.01 | 0.000993065 Total opt. time = 0.74 Problem setup time = 0.39 (52.20%) Inner solver time = 0.08 (10.79%) Gradient updating time = 0.27 (36.73%) Working set time = 0.00 (0.24%) optimization finished, #iter = 4 nu = 0.113710 obj = -1275.255652, rho = -1.306157 nSV = 546, nBSV = 73 4 | 0.02 | 0.20 | 2.60003 2398 | 0.03 | 277 | 0.00 | 2455 | 0.03 | 0.00 | 0.000968073 Total opt. time = 0.77 Problem setup time = 0.40 (52.20%) Inner solver time = 0.07 (9.77%) Gradient updating time = 0.29 (37.76%) Working set time = 0.00 (0.23%) optimization finished, #iter = 4 nu = 0.098105 obj = -1030.293238, rho = -1.097180 nSV = 559, nBSV = 37 0.03 | 0.0189237 0.04 | 0.0901454 0.05 | 0.0673733 4 | 0.02 | 4 | 0.02 | 172 | 0.00 | 0.00 | 0.000993186 Total opt. time = 0.80 Problem setup time = 0.40 (49.89%) Inner solver time = 0.09 (11.09%) Gradient updating time = 0.31 (38.76%) Working set time = 0.00 (0.22%) optimization finished, #iter = 4 nu = 0.139195 obj = -1637.591853, rho = -1.466391 nSV = 611, nBSV = 108 0.06 | 0.241862 627 | 0.01 | 0.01 | 0.000963533 Total opt. time = 0.81 Problem setup time = 0.39 (47.89%) Inner solver time = 0.10 (12.51%) Gradient updating time = 0.32 (39.33%) Working set time = 0.00 (0.22%) optimization finished, #iter = 4 nu = 0.100739 obj = -1151.491249, rho = 0.816813 nSV = 584, nBSV = 63 4 | 0.02 | 268 | 0.00 | 0.01 | 0.000999567 Total opt. time = 0.82 Problem setup time = 0.41 (50.43%) Inner solver time = 0.08 (10.07%) Gradient updating time = 0.32 (39.24%) Working set time = 0.00 (0.22%) optimization finished, #iter = 4 nu = 0.088677 obj = -949.951584, rho = -0.945526 nSV = 597, nBSV = 30 0.06 | 0.291259 0.07 | 0.591636 4 | 0.03 | 352 | 0.01 | 0.01 | 0.000942638 Total opt. time = 0.84 Problem setup time = 0.42 (49.48%) Inner solver time = 0.09 (10.42%) Gradient updating time = 0.33 (39.85%) Working set time = 0.00 (0.21%) optimization finished, #iter = 4 nu = 0.106438 obj = -1141.966500, rho = -1.301438 nSV = 657, nBSV = 39 428 classifier 225: 9-15 with 1961 and 1961 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 3 | 0.09 | 4 | 0.03 | 4 | 0.03 | 0.23 | 2.5362 0.24 | 2.44535 1088 | 0.01 | 1360 | 0.02 | 0.23 | 2.69339 0.01 | 0.00764453 0.01 | 0.0385635 5 | 0.02 | 2844 | 0.05 | 122 | 0.00 | 5 | 0.01 | 0.00 | 0.000972375 Total opt. time = 0.90 Problem setup time = 0.44 (48.61%) Inner solver time = 0.10 (11.56%) Gradient updating time = 0.36 (39.54%) Working set time = 0.00 (0.26%) optimization finished, #iter = 5 nu = 0.122515 obj = -1396.933232, rho = -1.311604 nSV = 645, nBSV = 79 434 | 0.01 | 0.01 | 0.000988833 Total opt. time = 0.91 Problem setup time = 0.44 (48.10%) Inner solver time = 0.11 (11.86%) Gradient updating time = 0.36 (39.75%) Working set time = 0.00 (0.26%) optimization finished, #iter = 5 nu = 0.126411 obj = -1473.814707, rho = -1.279632 nSV = 654, nBSV = 83 0.24 | 3.96614 0.24 | 3.81717 3 | 0.09 | 0.06 | 0.348279 3 | 0.09 | 3 | 0.11 | 4 | 0.03 | 1103 | 0.02 | 4015 | 0.06 | 3982 | 0.06 | 0.01 | 0.0201588 1 | 0.18 | 5 | 0.01 | 178 | 0.00 | 0.00 | 0.000973638 Total opt. time = 1.04 Problem setup time = 0.45 (43.31%) Inner solver time = 0.16 (14.90%) Gradient updating time = 0.43 (41.54%) Working set time = 0.00 (0.22%) optimization finished, #iter = 5 nu = 0.148714 obj = -1706.046017, rho = 0.581413 nSV = 812, nBSV = 91 1575 | 0.02 | 3 | 0.10 | 3 | 0.11 | 3996 | 0.07 | 3893 | 0.06 | 4282 | 0.07 | 0.11 | 0.836264 0.11 | 0.630983 0.10 | 0.507625 4 | 0.03 | 4 | 0.04 | 0.12 | 4.14872 2621 | 0.04 | 3074 | 0.05 | 4 | 0.05 | 0.02 | 0.048349 0.03 | 0.150001 5 | 0.02 | 2440 | 0.04 | 490 | 0.01 | 5 | 0.02 | 0.01 | 0.000984221 Total opt. time = 1.25 Problem setup time = 0.47 (37.23%) Inner solver time = 0.20 (16.37%) Gradient updating time = 0.58 (46.19%) Working set time = 0.00 (0.18%) optimization finished, #iter = 5 nu = 0.239181 obj = -2718.902153, rho = -1.526316 nSV = 1073, nBSV = 161 0.15 | 1.54113 0.16 | 1.96981 790 | 0.01 | 0.02 | 0.0267806 0.01 | 0.000993163 Total opt. time = 1.27 Problem setup time = 0.47 (36.84%) Inner solver time = 0.21 (16.82%) Gradient updating time = 0.59 (46.14%) Working set time = 0.00 (0.18%) optimization finished, #iter = 5 nu = 0.250618 obj = -2868.592405, rho = -0.787405 nSV = 1103, nBSV = 156 5 | 0.02 | 2 | 0.12 | 279 | 0.01 | 0.01 | 0.000983236 Total opt. time = 1.29 Problem setup time = 0.49 (37.63%) Inner solver time = 0.23 (17.49%) Gradient updating time = 0.58 (44.68%) Working set time = 0.00 (0.18%) optimization finished, #iter = 5 nu = 0.276930 obj = -3509.072263, rho = 0.719323 nSV = 1090, nBSV = 260 4 | 0.05 | 4 | 0.04 | 2236 | 0.04 | 4353 | 0.07 | 4594 | 0.07 | 0.04 | 0.41319 5 | 0.02 | 0.12 | 1.49598 0.07 | 0.969473 2254 | 0.04 | 5 | 0.02 | 0.02 | 0.0112468 3 | 0.06 | 6 | 0.01 | 199 | 0.00 | 0.01 | 0.000985041 Total opt. time = 1.51 Problem setup time = 0.51 (33.85%) Inner solver time = 0.30 (20.13%) Gradient updating time = 0.69 (45.80%) Working set time = 0.00 (0.18%) optimization finished, #iter = 6 nu = 0.354508 obj = -4369.215678, rho = 0.777138 nSV = 1304, nBSV = 342 3250 | 0.05 | 1690 | 0.03 | 0.03 | 0.0394306 0.04 | 0.104996 4 | 0.02 | 6 | 0.02 | 323 | 0.01 | 0.01 | 0.000948312 Total opt. time = 0.75 Problem setup time = 0.38 (50.38%) Inner solver time = 0.09 (12.18%) Gradient updating time = 0.28 (37.18%) Working set time = 0.00 (0.24%) optimization finished, #iter = 4 nu = 0.106752 obj = -1217.029764, rho = 0.905751 nSV = 559, nBSV = 78 592 classifier 226: 13-21 with 1956 and 1956 samples 610 classifier 227: 13-39 with 1953 and 1953 samples 623 classifier 228: 14-15 with 1952 and 1952 samples 521 classifier 230: 11-27 with 1950 and 1950 samples 252 classifier 232: 5-13 with 1944 and 1944 samples 595 classifier 231: 13-24 with 1946 and 1946 samples 613 classifier 233: 13-42 with 1939 and 1939 samples 682 classifier 229: 15-38 with 1951 and 1951 samples 426 classifier 240: 9-13 with 1903 and 1903 samples 617 classifier 234: 13-46 with 1936 and 1936 samples 552 classifier 235: 12-19 with 1925 and 1925 samples 589 classifier 237: 13-18 with 1914 and 1914 samples 732 classifier 236: 17-19 with 1925 and 1925 samples 115 classifier 239: 2-17 with 1912 and 1912 samples 110 classifier 238: 2-12 with 1912 and 1912 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 1564 | 0.03 | 0.02 | 0.0158603 7 | 0.01 | 331 | 0.01 | 0.01 | 0.00186328 8 | 0.01 | 36 | 0.00 | 0.00 | 0.000998116 Total opt. time = 1.67 Problem setup time = 0.53 (31.71%) Inner solver time = 0.35 (21.14%) Gradient updating time = 0.78 (46.89%) Working set time = 0.00 (0.23%) optimization finished, #iter = 8 nu = 0.332267 obj = -3904.198902, rho = -0.020056 nSV = 1333, nBSV = 253 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.19 | 1 | 0.19 | 1124 | 0.01 | 1161 | 0.01 | 1033 | 0.01 | 987 | 0.01 | 1519 | 0.02 | 1589 | 0.02 | 1622 | 0.02 | 1633 | 0.02 | 1523 | 0.02 | 1905 | 0.02 | 2298 | 0.03 | 2507 | 0.04 | 2812 | 0.04 | 3433 | 0.05 | 3176 | 0.05 | 0.07 | 4.52017 0.09 | 4.54177 0.09 | 4.53368 0.10 | 4.6763 0.10 | 5.14886 0.12 | 4.93372 0.13 | 5.12337 0.13 | 4.17268 0.13 | 4.6713 0.14 | 5.35967 2 | 0.09 | 0.15 | 5.07235 1646 | 0.02 | 2 | 0.10 | 0.17 | 5.56033 2 | 0.11 | 2 | 0.11 | 1580 | 0.02 | 0.19 | 5.08436 2 | 0.11 | 1723 | 0.02 | 0.19 | 5.62423 1949 | 0.02 | 2 | 0.11 | 2339 | 0.03 | 0.22 | 5.97861 2 | 0.12 | 0.08 | 1.39818 2 | 0.13 | 2 | 0.13 | 2487 | 0.04 | 2 | 0.14 | 0.08 | 1.30943 2387 | 0.04 | 2506 | 0.03 | 2723 | 0.04 | 2 | 0.14 | 0.09 | 1.16716 3 | 0.05 | 1325 | 0.01 | 2943 | 0.04 | 0.11 | 1.93843 2 | 0.14 | 3 | 0.05 | 0.02 | 0.0589606 0.10 | 1.88141 1326 | 0.02 | 2 | 0.15 | 3514 | 0.06 | 4 | 0.02 | 406 | 0.00 | 2 | 0.14 | 3 | 0.06 | 0.01 | 0.000997362 Total opt. time = 0.57 Problem setup time = 0.34 (60.43%) Inner solver time = 0.05 (8.62%) Gradient updating time = 0.17 (30.59%) Working set time = 0.00 (0.31%) optimization finished, #iter = 4 nu = 0.098102 obj = -1113.622561, rho = -1.434378 nSV = 386, nBSV = 73 0.03 | 0.140721 1105 | 0.01 | 2 | 0.14 | 0.02 | 0.0940692 4 | 0.02 | 3 | 0.07 | 4293 | 0.07 | 320 | 0.00 | 3 | 0.07 | 0.00 | 0.000968004 Total opt. time = 0.61 Problem setup time = 0.35 (57.73%) Inner solver time = 0.06 (9.46%) Gradient updating time = 0.20 (32.46%) Working set time = 0.00 (0.29%) optimization finished, #iter = 4 nu = 0.071731 obj = -768.796022, rho = 1.054375 nSV = 380, nBSV = 37 161 classifier 241: 3-15 with 1899 and 1899 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 0.14 | 2.40738 4171 | 0.06 | 4 | 0.02 | 0.13 | 1.88193 1694 | 0.02 | 0.14 | 2.52411 330 | 0.00 | 1893 | 0.02 | 0.01 | 0.000987589 Total opt. time = 0.63 Problem setup time = 0.37 (58.68%) Inner solver time = 0.05 (7.81%) Gradient updating time = 0.21 (33.19%) Working set time = 0.00 (0.28%) optimization finished, #iter = 4 nu = 0.064872 obj = -654.149752, rho = -0.832699 nSV = 443, nBSV = 18 4251 | 0.07 | 0.14 | 1.41425 4196 | 0.07 | 0.04 | 0.136595 0.03 | 0.0974351 0.15 | 1.74247 4 | 0.02 | 4 | 0.02 | 470 | 0.01 | 3 | 0.07 | 0.01 | 0.000993887 Total opt. time = 0.69 Problem setup time = 0.38 (55.27%) Inner solver time = 0.06 (9.13%) Gradient updating time = 0.24 (35.30%) Working set time = 0.00 (0.26%) optimization finished, #iter = 4 nu = 0.098447 obj = -1081.109246, rho = -1.047010 nSV = 501, nBSV = 60 568 | 0.01 | 0.01 | 0.000962768 Total opt. time = 0.70 Problem setup time = 0.38 (54.96%) Inner solver time = 0.08 (10.79%) Gradient updating time = 0.24 (33.95%) Working set time = 0.00 (0.26%) optimization finished, #iter = 4 nu = 0.118854 obj = -1321.947903, rho = -1.479354 nSV = 509, nBSV = 83 3 | 0.08 | 3 | 0.08 | 3 | 0.08 | 2056 | 0.03 | 2135 | 0.03 | 0.18 | 2.22534 2085 | 0.03 | 2299 | 0.03 | 3 | 0.09 | 0.05 | 0.298343 0.05 | 0.232964 1 | 0.18 | 4 | 0.03 | 2451 | 0.03 | 699 | 0.01 | 944 | 0.01 | 0.06 | 0.419063 0.06 | 0.0513815 4 | 0.02 | 0.01 | 0.00091956 Total opt. time = 0.81 Problem setup time = 0.39 (48.12%) Inner solver time = 0.10 (12.74%) Gradient updating time = 0.31 (38.90%) Working set time = 0.00 (0.22%) optimization finished, #iter = 4 nu = 0.136555 obj = -1569.512642, rho = 0.789198 nSV = 648, nBSV = 108 3 | 0.08 | 0.21 | 2.68523 695 | 0.01 | 0.21 | 2.01589 0.01 | 0.000999424 Total opt. time = 0.83 Problem setup time = 0.41 (49.53%) Inner solver time = 0.09 (11.08%) Gradient updating time = 0.32 (39.13%) Working set time = 0.00 (0.21%) optimization finished, #iter = 4 nu = 0.094460 obj = -1020.860819, rho = -0.822494 nSV = 629, nBSV = 40 4 | 0.03 | 4 | 0.03 | 0.21 | 2.11341 970 | 0.01 | 239 | 0.00 | 0.05 | 0.356365 0.01 | 0.000995955 Total opt. time = 0.85 Problem setup time = 0.41 (48.68%) Inner solver time = 0.10 (11.73%) Gradient updating time = 0.33 (39.34%) Working set time = 0.00 (0.21%) optimization finished, #iter = 4 nu = 0.095625 obj = -1028.148230, rho = 1.078388 nSV = 629, nBSV = 42 0.01 | 0.000974648 Total opt. time = 0.85 Problem setup time = 0.42 (49.20%) Inner solver time = 0.10 (11.63%) Gradient updating time = 0.33 (38.92%) Working set time = 0.00 (0.20%) optimization finished, #iter = 4 nu = 0.136018 obj = -1562.821772, rho = -1.070116 nSV = 653, nBSV = 93 2769 | 0.04 | 4 | 0.03 | 0.23 | 3.64867 0.08 | 5.08331 1232 | 0.02 | 0.04 | 0.19421 0.01 | 0.00131697 3 | 0.09 | 3 | 0.09 | 5 | 0.02 | 12 | 0.00 | 4 | 0.02 | 0.00 | 0.000994377 Total opt. time = 0.92 Problem setup time = 0.45 (48.71%) Inner solver time = 0.11 (12.29%) Gradient updating time = 0.36 (38.70%) Working set time = 0.00 (0.25%) optimization finished, #iter = 5 nu = 0.162263 obj = -1921.730539, rho = -1.157944 nSV = 677, nBSV = 130 3 | 0.09 | 990 | 0.02 | 0.01 | 0.000952617 Total opt. time = 0.95 Problem setup time = 0.42 (44.19%) Inner solver time = 0.15 (15.96%) Gradient updating time = 0.38 (39.63%) Working set time = 0.00 (0.18%) optimization finished, #iter = 4 nu = 0.170838 obj = -1917.924191, rho = 0.564192 nSV = 785, nBSV = 119 3720 | 0.05 | 3699 | 0.06 | 3 | 0.10 | 2 | 0.10 | 3646 | 0.06 | 1628 | 0.02 | 0.06 | 0.607606 4298 | 0.07 | 0.08 | 0.363683 0.08 | 0.351139 4 | 0.03 | 4 | 0.03 | 4 | 0.03 | 0.09 | 0.758777 1506 | 0.02 | 1555 | 0.02 | 2267 | 0.04 | 0.01 | 0.000994186 Total opt. time = 1.11 Problem setup time = 0.44 (39.98%) Inner solver time = 0.18 (15.82%) Gradient updating time = 0.49 (44.03%) Working set time = 0.00 (0.15%) optimization finished, #iter = 4 nu = 0.227137 obj = -2635.458824, rho = -0.920584 nSV = 979, nBSV = 162 0.01 | 0.000934283 Total opt. time = 1.12 Problem setup time = 0.45 (39.96%) Inner solver time = 0.19 (17.12%) Gradient updating time = 0.48 (42.74%) Working set time = 0.00 (0.15%) optimization finished, #iter = 4 nu = 0.214193 obj = -2289.141661, rho = -0.429366 nSV = 982, nBSV = 118 0.01 | 0.00875733 5 | 0.01 | 177 | 0.00 | 0.00 | 0.000983053 Total opt. time = 1.15 Problem setup time = 0.45 (39.31%) Inner solver time = 0.22 (18.78%) Gradient updating time = 0.48 (41.68%) Working set time = 0.00 (0.20%) optimization finished, #iter = 5 nu = 0.291614 obj = -3532.210043, rho = 0.025884 nSV = 1008, nBSV = 292 3 | 0.05 | 0.11 | 0.88607 1165 | 0.02 | 0.02 | 0.045826 4 | 0.04 | 4 | 0.02 | 174 | 0.00 | 0.00 | 0.000959896 Total opt. time = 0.61 Problem setup time = 0.35 (57.44%) Inner solver time = 0.06 (9.51%) Gradient updating time = 0.20 (32.71%) Working set time = 0.00 (0.29%) optimization finished, #iter = 4 nu = 0.052478 obj = -558.928382, rho = 0.911906 nSV = 414, nBSV = 21 609 classifier 243: 13-38 with 1893 and 1893 samples 675 classifier 244: 15-31 with 1893 and 1893 samples 672 classifier 245: 15-28 with 1891 and 1891 samples 687 classifier 246: 15-43 with 1889 and 1889 samples 679 classifier 247: 15-35 with 1883 and 1883 samples 677 classifier 248: 15-33 with 1871 and 1871 samples 684 classifier 249: 15-40 with 1867 and 1867 samples 585 classifier 242: 13-14 with 1894 and 1894 samples 602 classifier 256: 13-31 with 1835 and 1835 samples 676 classifier 250: 15-32 with 1858 and 1858 samples 549 classifier 251: 12-16 with 1849 and 1849 samples 159 classifier 253: 3-13 with 1841 and 1841 samples 696 classifier 252: 16-17 with 1849 and 1849 samples 681 classifier 255: 15-37 with 1836 and 1836 samples 674 classifier 254: 15-30 with 1836 and 1836 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 3219 | 0.05 | 0.03 | 0.096011 5 | 0.02 | 860 | 0.01 | 0.01 | 0.0044972 6 | 0.01 | 121 | 0.00 | 0.00 | 0.000969237 Total opt. time = 1.35 Problem setup time = 0.49 (36.35%) Inner solver time = 0.25 (18.80%) Gradient updating time = 0.60 (44.62%) Working set time = 0.00 (0.21%) optimization finished, #iter = 6 nu = 0.353989 obj = -4227.214987, rho = 0.573535 nSV = 1207, nBSV = 350 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 656 | 0.01 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.19 | 1 | 0.19 | 419 | 0.00 | 1039 | 0.01 | 657 | 0.01 | 656 | 0.01 | 712 | 0.01 | 1294 | 0.01 | 1006 | 0.01 | 1087 | 0.01 | 1039 | 0.01 | 1214 | 0.01 | 1091 | 0.01 | 1116 | 0.02 | 0.03 | 4.37559 2746 | 0.04 | 0.04 | 3.58717 0.04 | 3.8323 0.05 | 4.21097 3498 | 0.06 | 0.05 | 5.20582 0.08 | 4.43748 0.07 | 4.52748 0.07 | 5.8539 2 | 0.05 | 658 | 0.01 | 0.08 | 4.63308 0.08 | 4.72461 0.09 | 4.24828 0.09 | 4.58753 0.10 | 5.27251 2 | 0.06 | 0.02 | 0.335566 2 | 0.07 | 987 | 0.01 | 969 | 0.01 | 2 | 0.08 | 1163 | 0.01 | 2 | 0.08 | 3 | 0.03 | 271 | 0.00 | 0.01 | 0.00666885 1136 | 0.01 | 0.04 | 0.79372 0.03 | 0.420767 4 | 0.01 | 30 | 0.00 | 0.00 | 0.000935325 Total opt. time = 0.35 Problem setup time = 0.27 (77.99%) Inner solver time = 0.01 (3.64%) Gradient updating time = 0.06 (17.75%) Working set time = 0.00 (0.51%) optimization finished, #iter = 4 nu = 0.022085 obj = -205.026530, rho = -1.913873 nSV = 156, nBSV = 5 2 | 0.09 | 2 | 0.10 | 2 | 0.10 | 3 | 0.03 | 3 | 0.03 | 1521 | 0.02 | 506 | 0.01 | 1559 | 0.02 | 0.06 | 1.21981 713 | 0.01 | 1677 | 0.02 | 0.01 | 0.000970739 Total opt. time = 0.38 Problem setup time = 0.28 (72.69%) Inner solver time = 0.02 (5.24%) Gradient updating time = 0.08 (21.68%) Working set time = 0.00 (0.31%) optimization finished, #iter = 3 nu = 0.035947 obj = -348.308585, rho = -2.430689 nSV = 199, nBSV = 11 0.05 | 0.932767 2 | 0.10 | 2 | 0.11 | 0.17 | 6.33055 2 | 0.11 | 0.01 | 0.0413948 2 | 0.11 | 1507 | 0.02 | 4 | 0.01 | 2 | 0.12 | 1629 | 0.02 | 160 | 0.00 | 1927 | 0.02 | 0.00 | 0.000918968 Total opt. time = 0.41 Problem setup time = 0.29 (70.73%) Inner solver time = 0.02 (5.79%) Gradient updating time = 0.10 (22.98%) Working set time = 0.00 (0.42%) optimization finished, #iter = 4 nu = 0.039733 obj = -386.063537, rho = -2.338507 nSV = 225, nBSV = 17 1635 | 0.02 | 3 | 0.04 | 3 | 0.05 | 806 | 0.01 | 2042 | 0.03 | 952 | 0.01 | 0.01 | 0.0941387 0.07 | 0.593999 0.21 | 6.8378 0.08 | 1.05554 0.02 | 0.021963 0.08 | 1.48871 4 | 0.01 | 296 | 0.00 | 0.00 | 0.000979089 Total opt. time = 0.47 Problem setup time = 0.32 (68.11%) Inner solver time = 0.03 (6.54%) Gradient updating time = 0.12 (24.89%) Working set time = 0.00 (0.39%) optimization finished, #iter = 4 nu = 0.061308 obj = -692.280211, rho = -1.155415 nSV = 269, nBSV = 42 4 | 0.02 | 111 | 0.00 | 0.00 | 0.000959059 Total opt. time = 0.48 Problem setup time = 0.32 (66.72%) Inner solver time = 0.03 (6.09%) Gradient updating time = 0.13 (26.77%) Working set time = 0.00 (0.37%) optimization finished, #iter = 4 nu = 0.058563 obj = -643.033515, rho = -1.381292 nSV = 295, nBSV = 40 0.08 | 0.567146 0.08 | 1.42478 3 | 0.05 | 0.09 | 0.884289 3 | 0.05 | 0.09 | 1.14404 1191 | 0.01 | 1120 | 0.01 | 3 | 0.07 | 2 | 0.14 | 0.02 | 0.0670692 3 | 0.05 | 0.02 | 0.000967251 Total opt. time = 0.54 Problem setup time = 0.33 (60.44%) Inner solver time = 0.04 (7.30%) Gradient updating time = 0.17 (32.01%) Working set time = 0.00 (0.21%) optimization finished, #iter = 3 nu = 0.078530 obj = -877.137778, rho = -1.473710 nSV = 394, nBSV = 53 1538 | 0.02 | 0.11 | 1.74391 3 | 0.06 | 969 | 0.01 | 4 | 0.02 | 243 | 0.00 | 0.01 | 0.000944755 Total opt. time = 0.56 Problem setup time = 0.35 (62.05%) Inner solver time = 0.04 (7.68%) Gradient updating time = 0.17 (29.89%) Working set time = 0.00 (0.31%) optimization finished, #iter = 4 nu = 0.073916 obj = -812.353798, rho = -1.669168 nSV = 373, nBSV = 45 1320 | 0.02 | 0.02 | 0.00377651 3 | 0.07 | 0.03 | 0.0409181 3 | 0.07 | 2 | 0.14 | 1368 | 0.02 | 4 | 0.02 | 32 | 0.00 | 0.00 | 0.00096641 Total opt. time = 0.59 Problem setup time = 0.37 (62.29%) Inner solver time = 0.04 (6.92%) Gradient updating time = 0.18 (30.44%) Working set time = 0.00 (0.30%) optimization finished, #iter = 4 nu = 0.055244 obj = -554.576008, rho = -0.994911 nSV = 381, nBSV = 16 4073 | 0.06 | 0.03 | 0.0384571 1352 | 0.02 | 4 | 0.02 | 334 | 0.00 | 0.01 | 0.000986126 Total opt. time = 0.61 Problem setup time = 0.37 (60.62%) Inner solver time = 0.05 (8.70%) Gradient updating time = 0.19 (30.34%) Working set time = 0.00 (0.29%) optimization finished, #iter = 4 nu = 0.085770 obj = -955.034423, rho = -1.652226 nSV = 431, nBSV = 64 599 classifier 257: 13-28 with 1833 and 1833 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 4 | 0.02 | 0.03 | 0.0587633 151 | 0.00 | 3 | 0.08 | 0.00 | 0.000912828 Total opt. time = 0.63 Problem setup time = 0.36 (57.65%) Inner solver time = 0.06 (9.87%) Gradient updating time = 0.20 (32.16%) Working set time = 0.00 (0.28%) optimization finished, #iter = 4 nu = 0.056291 obj = -604.187067, rho = 0.909461 nSV = 438, nBSV = 24 0.04 | 0.112073 4 | 0.02 | 1741 | 0.02 | 321 | 0.00 | 4308 | 0.07 | 0.01 | 0.000988764 Total opt. time = 0.66 Problem setup time = 0.38 (58.36%) Inner solver time = 0.06 (8.51%) Gradient updating time = 0.22 (32.82%) Working set time = 0.00 (0.27%) optimization finished, #iter = 4 nu = 0.076905 obj = -831.682398, rho = -1.236847 nSV = 474, nBSV = 36 4 | 0.02 | 185 | 0.00 | 0.00 | 0.000993445 Total opt. time = 0.67 Problem setup time = 0.39 (58.75%) Inner solver time = 0.05 (7.72%) Gradient updating time = 0.22 (33.22%) Working set time = 0.00 (0.26%) optimization finished, #iter = 4 nu = 0.046865 obj = -478.120639, rho = -0.742954 nSV = 457, nBSV = 12 0.05 | 0.176186 4 | 0.03 | 529 | 0.01 | 0.01 | 0.000968872 Total opt. time = 0.74 Problem setup time = 0.40 (53.79%) Inner solver time = 0.07 (9.43%) Gradient updating time = 0.27 (36.52%) Working set time = 0.00 (0.24%) optimization finished, #iter = 4 nu = 0.090066 obj = -972.619379, rho = -0.829145 nSV = 563, nBSV = 46 0.18 | 2.34571 1 | 0.18 | 1198 | 0.01 | 3 | 0.09 | 0.22 | 2.97155 0.09 | 4.36197 3571 | 0.06 | 3 | 0.10 | 0.06 | 0.39938 2 | 0.11 | 4 | 0.03 | 1775 | 0.02 | 1877 | 0.03 | 4730 | 0.08 | 0.01 | 0.0285676 5 | 0.01 | 274 | 0.01 | 0.01 | 0.000999529 Total opt. time = 1.08 Problem setup time = 0.45 (41.96%) Inner solver time = 0.20 (18.29%) Gradient updating time = 0.43 (39.51%) Working set time = 0.00 (0.21%) optimization finished, #iter = 5 nu = 0.240121 obj = -2662.153826, rho = -0.540827 nSV = 961, nBSV = 173 0.09 | 1.20779 0.10 | 0.638643 3 | 0.06 | 1365 | 0.02 | 4 | 0.04 | 0.03 | 0.0766036 4 | 0.02 | 230 | 0.00 | 2889 | 0.05 | 0.00 | 0.000989003 Total opt. time = 0.62 Problem setup time = 0.36 (58.16%) Inner solver time = 0.05 (8.60%) Gradient updating time = 0.21 (32.92%) Working set time = 0.00 (0.28%) optimization finished, #iter = 4 nu = 0.062734 obj = -623.090740, rho = -0.813006 nSV = 448, nBSV = 18 670 classifier 258: 15-26 with 1832 and 1832 samples 614 classifier 259: 13-43 with 1831 and 1831 samples 606 classifier 261: 13-35 with 1825 and 1825 samples 689 classifier 260: 15-45 with 1829 and 1829 samples 801 classifier 262: 19-23 with 1825 and 1825 samples 604 classifier 264: 13-33 with 1813 and 1813 samples 121 classifier 265: 2-23 with 1812 and 1812 samples 10 classifier 263: 0-11 with 1823 and 1823 samples 693 classifier 272: 15-49 with 1794 and 1794 samples 685 classifier 266: 15-41 with 1812 and 1812 samples 483 classifier 267: 10-29 with 1809 and 1809 samples 611 classifier 268: 13-40 with 1809 and 1809 samples 381 classifier 269: 8-10 with 1803 and 1803 samples 695 classifier 271: 15-51 with 1800 and 1800 samples 603 classifier 270: 13-32 with 1800 and 1800 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 0.02 | 0.0607841 5 | 0.01 | 670 | 0.01 | 0.01 | 0.000997808 Total opt. time = 1.29 Problem setup time = 0.47 (36.95%) Inner solver time = 0.26 (20.11%) Gradient updating time = 0.55 (42.74%) Working set time = 0.00 (0.17%) optimization finished, #iter = 5 nu = 0.381013 obj = -4574.979256, rho = 0.182472 nSV = 1214, nBSV = 375 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 463 | 0.00 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 130 | 0.00 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 677 | 0.01 | 399 | 0.00 | 716 | 0.01 | 1 | 0.19 | 343 | 0.00 | 539 | 0.00 | 527 | 0.00 | 0.01 | 3.05352 942 | 0.01 | 865 | 0.01 | 0.03 | 3.78314 0.03 | 3.70239 2 | 0.03 | 0.03 | 4.44441 186 | 0.00 | 2415 | 0.04 | 2953 | 0.04 | 0.03 | 3.96608 0.01 | 0.470043 3378 | 0.05 | 2970 | 0.04 | 3266 | 0.05 | 0.05 | 2.05974 0.06 | 4.37897 3 | 0.02 | 0.06 | 4.39218 127 | 0.00 | 0.00 | 0.000918964 Total opt. time = 0.25 Problem setup time = 0.22 (89.80%) Inner solver time = 0.00 (1.48%) Gradient updating time = 0.02 (8.13%) Working set time = 0.00 (0.49%) optimization finished, #iter = 3 nu = 0.009993 obj = -93.734133, rho = -1.744598 nSV = 51, nBSV = 3 666 classifier 273: 15-22 with 1792 and 1792 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 0.06 | 4.55406 2 | 0.05 | 2 | 0.05 | 567 | 0.01 | 564 | 0.01 | 0.08 | 4.15146 2 | 0.05 | 2 | 0.06 | 941 | 0.01 | 745 | 0.01 | 0.03 | 0.653801 0.03 | 0.668607 2 | 0.08 | 0.03 | 0.638784 470 | 0.00 | 3 | 0.03 | 0.03 | 0.595145 2 | 0.08 | 299 | 0.00 | 3 | 0.03 | 0.01 | 0.00098763 Total opt. time = 0.33 Problem setup time = 0.26 (78.06%) Inner solver time = 0.01 (3.31%) Gradient updating time = 0.06 (18.19%) Working set time = 0.00 (0.37%) optimization finished, #iter = 3 nu = 0.017030 obj = -156.244467, rho = -1.613986 nSV = 144, nBSV = 1 435 | 0.00 | 956 | 0.01 | 2 | 0.08 | 0.01 | 0.0310342 2 | 0.09 | 1416 | 0.02 | 1180 | 0.01 | 4 | 0.01 | 141 | 0.00 | 0.04 | 0.0755392 3 | 0.04 | 0.00 | 0.000795494 Total opt. time = 0.36 Problem setup time = 0.27 (75.45%) Inner solver time = 0.01 (4.03%) Gradient updating time = 0.07 (19.96%) Working set time = 0.00 (0.50%) optimization finished, #iter = 4 nu = 0.029567 obj = -300.638035, rho = -1.831872 nSV = 158, nBSV = 18 3 | 0.03 | 693 | 0.01 | 575 | 0.01 | 0.15 | 4.76533 0.01 | 0.000962064 Total opt. time = 0.37 Problem setup time = 0.28 (74.83%) Inner solver time = 0.02 (4.50%) Gradient updating time = 0.08 (20.29%) Working set time = 0.00 (0.32%) optimization finished, #iter = 3 nu = 0.041798 obj = -420.701516, rho = -2.537603 nSV = 187, nBSV = 20 2 | 0.10 | 0.04 | 0.665009 0.01 | 0.0138069 0.16 | 5.65863 0.17 | 5.86526 1411 | 0.02 | 3 | 0.03 | 81 | 0.00 | 4 | 0.02 | 0.00 | 0.000984923 Total opt. time = 0.40 Problem setup time = 0.29 (73.63%) Inner solver time = 0.01 (2.49%) Gradient updating time = 0.09 (23.51%) Working set time = 0.00 (0.30%) optimization finished, #iter = 3 nu = 0.009249 obj = -83.242676, rho = -0.973154 nSV = 239, nBSV = 0 96 | 0.00 | 0.00 | 0.000937056 Total opt. time = 0.40 Problem setup time = 0.29 (72.73%) Inner solver time = 0.02 (5.35%) Gradient updating time = 0.09 (21.41%) Working set time = 0.00 (0.44%) optimization finished, #iter = 4 nu = 0.045321 obj = -451.997512, rho = -1.922427 nSV = 211, nBSV = 24 3 | 0.03 | 0.06 | 1.87813 0.06 | 1.40334 0.18 | 5.78253 528 | 0.01 | 0.19 | 5.42083 0.01 | 0.00127758 1 | 0.18 | 166 | 0.00 | 4 | 0.01 | 15 | 0.00 | 0.00 | 0.000994703 Total opt. time = 0.44 Problem setup time = 0.31 (69.64%) Inner solver time = 0.02 (4.92%) Gradient updating time = 0.11 (25.00%) Working set time = 0.00 (0.40%) optimization finished, #iter = 4 nu = 0.050512 obj = -533.503019, rho = -1.393693 nSV = 248, nBSV = 33 0.01 | 2.83687 0.07 | 1.11622 3 | 0.05 | 2 | 0.02 | 3 | 0.05 | 271 | 0.00 | 761 | 0.01 | 1032 | 0.01 | 0.01 | 0.487496 0.02 | 0.000945914 Total opt. time = 0.49 Problem setup time = 0.32 (65.46%) Inner solver time = 0.03 (5.92%) Gradient updating time = 0.14 (28.34%) Working set time = 0.00 (0.24%) optimization finished, #iter = 3 nu = 0.030006 obj = -280.090990, rho = -0.806641 nSV = 320, nBSV = 4 3 | 0.02 | 0.02 | 0.0223509 168 | 0.00 | 0.00 | 0.0447736 2 | 0.13 | 3 | 0.05 | 4 | 0.01 | 66 | 0.00 | 921 | 0.01 | 0.00 | 0.000876266 Total opt. time = 0.27 Problem setup time = 0.23 (85.26%) Inner solver time = 0.01 (2.14%) Gradient updating time = 0.03 (11.83%) Working set time = 0.00 (0.67%) optimization finished, #iter = 4 nu = 0.012288 obj = -117.043465, rho = -1.483540 nSV = 79, nBSV = 7 694 classifier 275: 15-50 with 1788 and 1788 samples 542 classifier 276: 11-48 with 1785 and 1785 samples 519 classifier 277: 11-25 with 1779 and 1779 samples 541 classifier 282: 11-47 with 1765 and 1765 samples 680 classifier 274: 15-36 with 1789 and 1789 samples 601 classifier 278: 13-30 with 1778 and 1778 samples 608 classifier 279: 13-37 with 1778 and 1778 samples 597 classifier 280: 13-26 with 1774 and 1774 samples 616 classifier 281: 13-45 with 1771 and 1771 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 4 | 0.02 | 117 | 0.00 | 0.00 | 0.000976417 Total opt. time = 0.53 Problem setup time = 0.34 (64.95%) Inner solver time = 0.04 (6.92%) Gradient updating time = 0.15 (27.74%) Working set time = 0.00 (0.33%) optimization finished, #iter = 4 nu = 0.068719 obj = -689.858836, rho = -1.527910 nSV = 346, nBSV = 29 2 | 0.14 | 0.01 | 0.00721965 2 | 0.14 | 4 | 0.02 | 33 | 0.00 | 0.00 | 0.000945491 Total opt. time = 0.55 Problem setup time = 0.35 (63.83%) Inner solver time = 0.04 (6.61%) Gradient updating time = 0.16 (29.20%) Working set time = 0.00 (0.31%) optimization finished, #iter = 4 nu = 0.057083 obj = -568.167319, rho = -1.031717 nSV = 362, nBSV = 21 2 | 0.14 | 2 | 0.14 | 3713 | 0.06 | 3737 | 0.06 | 4064 | 0.07 | 4288 | 0.07 | 4627 | 0.07 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 70 | 0.00 | 1 | 0.18 | 134 | 0.00 | 1 | 0.18 | 1 | 0.18 | 493 | 0.00 | 288 | 0.00 | 0.01 | 3.07367 674 | 0.01 | 609 | 0.01 | 0.01 | 3.86274 1498 | 0.02 | 1693 | 0.02 | 1667 | 0.02 | 0.02 | 3.67656 2 | 0.02 | 122 | 0.00 | 0.17 | 2.22164 0.01 | 0.445521 0.03 | 2.91181 0.04 | 4.14212 0.04 | 4.11106 2 | 0.03 | 327 | 0.00 | 3 | 0.02 | 89 | 0.00 | 0.00 | 0.000873602 Total opt. time = 0.23 Problem setup time = 0.22 (91.93%) Inner solver time = 0.00 (0.98%) Gradient updating time = 0.02 (6.49%) Working set time = 0.00 (0.51%) optimization finished, #iter = 3 nu = 0.005316 obj = -48.610470, rho = -1.329006 nSV = 37, nBSV = 1 0.18 | 2.69959 2 | 0.04 | 0.02 | 1.05874 520 | 0.00 | 0.18 | 1.70541 2 | 0.06 | 0.02 | 0.869753 2 | 0.06 | 653 | 0.01 | 3 | 0.03 | 214 | 0.00 | 0.09 | 3.96832 817 | 0.01 | 2 | 0.06 | 0.01 | 0.000941239 Total opt. time = 0.29 Problem setup time = 0.24 (83.53%) Inner solver time = 0.01 (2.00%) Gradient updating time = 0.04 (13.98%) Working set time = 0.00 (0.41%) optimization finished, #iter = 3 nu = 0.007557 obj = -67.596886, rho = -1.466136 nSV = 103, nBSV = 0 0.10 | 4.29221 0.10 | 5.13187 791 | 0.01 | 0.19 | 2.57408 0.02 | 0.245903 3 | 0.09 | 3 | 0.04 | 0.03 | 0.788824 486 | 0.00 | 0.21 | 3.06708 3 | 0.02 | 0.03 | 0.677851 0.01 | 0.000927735 Total opt. time = 0.33 Problem setup time = 0.25 (77.48%) Inner solver time = 0.01 (3.55%) Gradient updating time = 0.06 (18.54%) Working set time = 0.00 (0.36%) optimization finished, #iter = 3 nu = 0.024065 obj = -221.982304, rho = -1.258406 nSV = 157, nBSV = 7 3 | 0.08 | 354 | 0.00 | 3 | 0.08 | 0.01 | 0.000994807 Total opt. time = 0.34 Problem setup time = 0.26 (76.77%) Inner solver time = 0.01 (4.06%) Gradient updating time = 0.06 (18.76%) Working set time = 0.00 (0.35%) optimization finished, #iter = 3 nu = 0.023423 obj = -213.881552, rho = -2.060616 nSV = 162, nBSV = 6 3 | 0.02 | 386 | 0.00 | 0.01 | 0.033626 2958 | 0.05 | 3 | 0.03 | 4 | 0.01 | 137 | 0.00 | 0.00 | 0.000920854 Total opt. time = 0.37 Problem setup time = 0.27 (73.44%) Inner solver time = 0.02 (5.05%) Gradient updating time = 0.08 (20.98%) Working set time = 0.00 (0.47%) optimization finished, #iter = 4 nu = 0.044441 obj = -446.337698, rho = -1.705341 nSV = 199, nBSV = 23 625 | 0.01 | 0.01 | 0.000970222 Total opt. time = 0.38 Problem setup time = 0.28 (72.96%) Inner solver time = 0.02 (5.03%) Gradient updating time = 0.08 (21.62%) Working set time = 0.00 (0.32%) optimization finished, #iter = 3 nu = 0.044987 obj = -476.545701, rho = -2.260393 nSV = 207, nBSV = 28 3325 | 0.05 | 3266 | 0.05 | 3 | 0.09 | 3 | 0.09 | 0.06 | 0.272363 2 | 0.13 | 2 | 0.12 | 2 | 0.13 | 0.04 | 0.694036 0.05 | 0.516683 2084 | 0.03 | 4 | 0.03 | 2466 | 0.03 | 2445 | 0.03 | 4 | 0.02 | 4 | 0.03 | 4094 | 0.07 | 852 | 0.01 | 0.01 | 0.0120751 1369 | 0.02 | 4268 | 0.07 | 5 | 0.01 | 0.01 | 0.000962672 Total opt. time = 1.01 Problem setup time = 0.43 (42.61%) Inner solver time = 0.17 (16.63%) Gradient updating time = 0.41 (40.57%) Working set time = 0.00 (0.17%) optimization finished, #iter = 4 nu = 0.324766 obj = -3914.671862, rho = -1.017752 nSV = 967, nBSV = 357 2162 | 0.03 | 132 | 0.00 | 0.00 | 0.000999092 Total opt. time = 1.01 Problem setup time = 0.45 (44.85%) Inner solver time = 0.17 (16.62%) Gradient updating time = 0.39 (38.26%) Working set time = 0.00 (0.23%) optimization finished, #iter = 5 nu = 0.174910 obj = -1817.343000, rho = 0.831063 nSV = 848, nBSV = 79 0.01 | 0.000930139 Total opt. time = 1.02 Problem setup time = 0.42 (41.67%) Inner solver time = 0.20 (19.34%) Gradient updating time = 0.40 (38.80%) Working set time = 0.00 (0.16%) optimization finished, #iter = 4 nu = 0.235349 obj = -2686.805234, rho = 0.549046 nSV = 902, nBSV = 185 0.09 | 1.05192 0.08 | 0.489787 0.09 | 1.24095 0.10 | 1.95588 0.09 | 0.42772 4 | 0.04 | 3 | 0.06 | 4 | 0.03 | 980 | 0.01 | 3 | 0.07 | 0.02 | 0.000971682 Total opt. time = 0.61 Problem setup time = 0.36 (58.81%) Inner solver time = 0.06 (9.15%) Gradient updating time = 0.20 (31.82%) Working set time = 0.00 (0.19%) optimization finished, #iter = 3 nu = 0.077307 obj = -716.677935, rho = -1.003633 nSV = 399, nBSV = 19 2132 | 0.03 | 3 | 0.07 | 0.01 | 0.0547246 1875 | 0.03 | 1852 | 0.02 | 0.02 | 0.030936 5 | 0.01 | 2063 | 0.03 | 602 | 0.01 | 5 | 0.01 | 0.01 | 0.00098069 Total opt. time = 1.18 Problem setup time = 0.47 (39.54%) Inner solver time = 0.23 (19.81%) Gradient updating time = 0.48 (40.43%) Working set time = 0.00 (0.19%) optimization finished, #iter = 5 nu = 0.309998 obj = -3366.057168, rho = 0.554620 nSV = 1098, nBSV = 244 296 | 0.01 | 0.03 | 0.0453119 0.01 | 0.000985504 Total opt. time = 1.19 Problem setup time = 0.45 (37.44%) Inner solver time = 0.23 (19.03%) Gradient updating time = 0.52 (43.32%) Working set time = 0.00 (0.18%) optimization finished, #iter = 5 nu = 0.310578 obj = -3388.377762, rho = 0.354998 nSV = 1120, nBSV = 225 0.04 | 0.240805 4 | 0.02 | 158 | 0.00 | 0.00 | 0.000979532 Total opt. time = 0.69 Problem setup time = 0.39 (56.58%) Inner solver time = 0.08 (11.20%) Gradient updating time = 0.22 (31.93%) Working set time = 0.00 (0.25%) optimization finished, #iter = 4 nu = 0.100398 obj = -918.630315, rho = -1.157875 nSV = 580, nBSV = 25 117 classifier 283: 2-19 with 1759 and 1759 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 4 | 0.02 | 908 | 0.01 | 0.01 | 0.000974981 Total opt. time = 0.72 Problem setup time = 0.39 (53.82%) Inner solver time = 0.09 (12.31%) Gradient updating time = 0.24 (33.59%) Working set time = 0.00 (0.24%) optimization finished, #iter = 4 nu = 0.132904 obj = -1463.978745, rho = -1.209764 nSV = 576, nBSV = 86 1 | 0.18 | 3552 | 0.06 | 0.18 | 5.5736 2 | 0.14 | 4216 | 0.07 | 0.20 | 2.60138 3 | 0.09 | 3693 | 0.06 | 0.05 | 0.67959 4 | 0.03 | 2424 | 0.04 | 0.01 | 0.000969259 Total opt. time = 1.10 Problem setup time = 0.43 (39.43%) Inner solver time = 0.22 (20.24%) Gradient updating time = 0.44 (40.16%) Working set time = 0.00 (0.15%) optimization finished, #iter = 4 nu = 0.389163 obj = -4531.150526, rho = 0.271765 nSV = 1111, nBSV = 403 612 classifier 284: 13-41 with 1754 and 1754 samples 702 classifier 285: 16-23 with 1749 and 1749 samples 838 classifier 286: 20-29 with 1749 and 1749 samples 515 classifier 287: 11-21 with 1748 and 1748 samples 294 classifier 288: 6-10 with 1747 and 1747 samples 622 classifier 291: 13-51 with 1742 and 1742 samples 533 classifier 289: 11-39 with 1745 and 1745 samples 391 classifier 290: 8-20 with 1743 and 1743 samples 488 classifier 292: 10-34 with 1738 and 1738 samples 518 classifier 293: 11-24 with 1738 and 1738 samples 607 classifier 299: 13-36 with 1731 and 1731 samples 250 classifier 294: 5-11 with 1736 and 1736 samples 498 classifier 296: 10-44 with 1735 and 1735 samples 620 classifier 295: 13-49 with 1736 and 1736 samples 593 classifier 297: 13-22 with 1734 and 1734 samples 536 classifier 298: 11-42 with 1731 and 1731 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 256 | 0.00 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 127 | 0.00 | 173 | 0.00 | 244 | 0.00 | 395 | 0.00 | 1217 | 0.01 | 0.01 | 2.9708 0.02 | 3.07157 0.01 | 3.01615 1316 | 0.02 | 1888 | 0.02 | 1812 | 0.03 | 1785 | 0.02 | 0.02 | 1.02693 2026 | 0.02 | 2550 | 0.03 | 0.03 | 4.44015 2 | 0.02 | 220 | 0.00 | 2437 | 0.04 | 2873 | 0.04 | 0.01 | 0.791808 2 | 0.03 | 280 | 0.00 | 3527 | 0.05 | 3174 | 0.05 | 2 | 0.04 | 2 | 0.03 | 0.01 | 0.39779 278 | 0.00 | 3 | 0.02 | 468 | 0.00 | 227 | 0.00 | 0.01 | 0.0450046 0.01 | 0.000891678 Total opt. time = 0.25 Problem setup time = 0.22 (85.79%) Inner solver time = 0.00 (1.78%) Gradient updating time = 0.03 (12.12%) Working set time = 0.00 (0.24%) optimization finished, #iter = 2 nu = 0.006770 obj = -58.598964, rho = -1.102489 nSV = 86, nBSV = 0 621 classifier 300: 13-50 with 1730 and 1730 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 2 | 0.05 | 0.08 | 4.776 4 | 0.01 | 70 | 0.00 | 0.00 | 0.000999911 Total opt. time = 0.27 Problem setup time = 0.23 (86.78%) Inner solver time = 0.01 (1.99%) Gradient updating time = 0.03 (10.46%) Working set time = 0.00 (0.65%) optimization finished, #iter = 4 nu = 0.013840 obj = -131.139313, rho = -2.127108 nSV = 74, nBSV = 9 3 | 0.02 | 590 | 0.01 | 169 | 0.00 | 0.02 | 0.247298 0.00 | 0.000907857 Total opt. time = 0.27 Problem setup time = 0.24 (87.88%) Inner solver time = 0.01 (1.90%) Gradient updating time = 0.03 (9.71%) Working set time = 0.00 (0.43%) optimization finished, #iter = 3 nu = 0.012476 obj = -116.214913, rho = -2.291377 nSV = 73, nBSV = 4 0.09 | 4.43423 0.02 | 1.19722 0.10 | 4.55933 0.11 | 4.58829 3 | 0.04 | 0.11 | 4.58014 0.11 | 4.63806 292 | 0.00 | 0.01 | 0.000951152 Total opt. time = 0.32 Problem setup time = 0.26 (81.30%) Inner solver time = 0.01 (2.77%) Gradient updating time = 0.05 (15.51%) Working set time = 0.00 (0.37%) optimization finished, #iter = 3 nu = 0.013592 obj = -121.558073, rho = -1.010704 nSV = 122, nBSV = 3 3 | 0.03 | 468 | 0.00 | 0.01 | 0.000919706 Total opt. time = 0.34 Problem setup time = 0.26 (78.40%) Inner solver time = 0.01 (3.84%) Gradient updating time = 0.06 (17.33%) Working set time = 0.00 (0.35%) optimization finished, #iter = 3 nu = 0.030933 obj = -309.206390, rho = -1.757534 nSV = 151, nBSV = 17 0.14 | 5.04339 0.14 | 5.09686 0.15 | 5.28054 2 | 0.11 | 2 | 0.11 | 1742 | 0.02 | 0.17 | 6.97004 0.18 | 5.9397 1785 | 0.03 | 2 | 0.12 | 2 | 0.12 | 1 | 0.18 | 71 | 0.00 | 2 | 0.13 | 0.01 | 2.82007 2 | 0.13 | 2678 | 0.04 | 2 | 0.02 | 191 | 0.00 | 2442 | 0.04 | 0.01 | 0.49087 2503 | 0.03 | 0.08 | 1.10371 2750 | 0.04 | 2 | 0.13 | 2 | 0.14 | 3 | 0.03 | 164 | 0.00 | 0.08 | 0.977953 0.01 | 0.069592 2 | 0.14 | 4 | 0.01 | 59 | 0.00 | 0.00 | 0.000940216 Total opt. time = 0.27 Problem setup time = 0.24 (88.61%) Inner solver time = 0.00 (1.51%) Gradient updating time = 0.02 (9.14%) Working set time = 0.00 (0.65%) optimization finished, #iter = 4 nu = 0.008708 obj = -96.703781, rho = -1.121834 nSV = 57, nBSV = 5 540 classifier 301: 11-46 with 1728 and 1728 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 3 | 0.06 | 3472 | 0.06 | 3695 | 0.05 | 2 | 0.14 | 1216 | 0.02 | 2 | 0.14 | 0.10 | 1.19904 3 | 0.05 | 0.02 | 0.0293292 4294 | 0.06 | 1153 | 0.02 | 0.11 | 2.52455 0.11 | 1.41603 0.02 | 0.000957362 Total opt. time = 0.59 Problem setup time = 0.35 (58.59%) Inner solver time = 0.06 (9.80%) Gradient updating time = 0.19 (31.37%) Working set time = 0.00 (0.19%) optimization finished, #iter = 3 nu = 0.055558 obj = -548.681638, rho = -0.778290 nSV = 460, nBSV = 22 4 | 0.02 | 0.12 | 1.9054 259 | 0.00 | 0.00 | 0.000991794 Total opt. time = 0.60 Problem setup time = 0.37 (61.39%) Inner solver time = 0.05 (9.10%) Gradient updating time = 0.18 (29.19%) Working set time = 0.00 (0.29%) optimization finished, #iter = 4 nu = 0.085343 obj = -812.280023, rho = -0.709191 nSV = 465, nBSV = 37 4047 | 0.07 | 4295 | 0.07 | 3 | 0.07 | 3 | 0.06 | 3 | 0.07 | 2258 | 0.03 | 3 | 0.07 | 0.14 | 1.95601 1682 | 0.02 | 2117 | 0.03 | 0.16 | 1.90667 0.04 | 0.183051 2246 | 0.03 | 1 | 0.18 | 0.03 | 0.000990232 Total opt. time = 0.71 Problem setup time = 0.38 (53.77%) Inner solver time = 0.08 (11.18%) Gradient updating time = 0.25 (34.85%) Working set time = 0.00 (0.16%) optimization finished, #iter = 3 nu = 0.106042 obj = -1018.720074, rho = -0.748708 nSV = 612, nBSV = 42 0.03 | 0.491495 1544 | 0.02 | 4 | 0.02 | 742 | 0.01 | 4 | 0.02 | 0.16 | 1.5187 0.01 | 0.000994209 Total opt. time = 0.74 Problem setup time = 0.40 (53.33%) Inner solver time = 0.10 (13.23%) Gradient updating time = 0.25 (33.16%) Working set time = 0.00 (0.23%) optimization finished, #iter = 4 nu = 0.141754 obj = -1450.403649, rho = -1.308139 nSV = 652, nBSV = 87 0.04 | 0.219315 740 | 0.01 | 3 | 0.07 | 0.01 | 0.00250887 4 | 0.02 | 5 | 0.01 | 53 | 0.00 | 0.00 | 0.000978191 Total opt. time = 0.77 Problem setup time = 0.39 (50.88%) Inner solver time = 0.12 (15.00%) Gradient updating time = 0.26 (33.78%) Working set time = 0.00 (0.30%) optimization finished, #iter = 5 nu = 0.138181 obj = -1468.938386, rho = 0.871861 nSV = 606, nBSV = 88 3 | 0.08 | 930 | 0.01 | 0.18 | 2.29874 0.01 | 0.000997358 Total opt. time = 0.79 Problem setup time = 0.41 (51.71%) Inner solver time = 0.10 (13.24%) Gradient updating time = 0.28 (34.79%) Working set time = 0.00 (0.21%) optimization finished, #iter = 4 nu = 0.148892 obj = -1591.832290, rho = -0.913952 nSV = 689, nBSV = 101 2536 | 0.04 | 0.09 | 3.88841 2556 | 0.04 | 3 | 0.07 | 0.20 | 2.45718 0.04 | 0.123384 0.03 | 0.283096 3082 | 0.05 | 4 | 0.02 | 4 | 0.02 | 648 | 0.01 | 0.01 | 0.000971156 Total opt. time = 0.88 Problem setup time = 0.40 (46.16%) Inner solver time = 0.15 (17.05%) Gradient updating time = 0.32 (36.57%) Working set time = 0.00 (0.19%) optimization finished, #iter = 4 nu = 0.178860 obj = -1723.552591, rho = 0.568746 nSV = 796, nBSV = 79 759 | 0.01 | 3 | 0.09 | 0.01 | 0.00175545 0.04 | 0.117228 3 | 0.08 | 5 | 0.01 | 20 | 0.00 | 0.00 | 0.00096953 Total opt. time = 0.90 Problem setup time = 0.43 (47.20%) Inner solver time = 0.14 (15.32%) Gradient updating time = 0.34 (37.19%) Working set time = 0.00 (0.25%) optimization finished, #iter = 5 nu = 0.207387 obj = -2016.520648, rho = -0.853242 nSV = 866, nBSV = 96 4 | 0.02 | 879 | 0.01 | 2 | 0.12 | 0.01 | 0.000991235 Total opt. time = 0.94 Problem setup time = 0.42 (44.83%) Inner solver time = 0.16 (17.02%) Gradient updating time = 0.36 (37.94%) Working set time = 0.00 (0.18%) optimization finished, #iter = 4 nu = 0.235873 obj = -2251.181032, rho = -1.194414 nSV = 909, nBSV = 119 3745 | 0.06 | 2141 | 0.03 | 4397 | 0.07 | 0.07 | 0.674647 0.08 | 0.919045 0.07 | 0.532152 4 | 0.04 | 4 | 0.03 | 2362 | 0.04 | 3 | 0.06 | 0.01 | 0.0658253 2413 | 0.04 | 1474 | 0.02 | 5 | 0.02 | 0.01 | 0.0280574 0.01 | 0.0992416 589 | 0.01 | 5 | 0.01 | 0.01 | 0.000965299 Total opt. time = 1.14 Problem setup time = 0.46 (40.47%) Inner solver time = 0.24 (20.70%) Gradient updating time = 0.44 (38.60%) Working set time = 0.00 (0.19%) optimization finished, #iter = 5 nu = 0.325749 obj = -3624.080114, rho = 0.624338 nSV = 1076, nBSV = 270 432 | 0.01 | 4 | 0.02 | 0.01 | 0.000986348 Total opt. time = 1.15 Problem setup time = 0.44 (38.46%) Inner solver time = 0.24 (20.83%) Gradient updating time = 0.47 (40.50%) Working set time = 0.00 (0.19%) optimization finished, #iter = 5 nu = 0.350276 obj = -3771.155869, rho = 0.689258 nSV = 1132, nBSV = 285 424 | 0.01 | 0.01 | 0.000990821 Total opt. time = 0.63 Problem setup time = 0.37 (59.13%) Inner solver time = 0.07 (10.80%) Gradient updating time = 0.19 (29.75%) Working set time = 0.00 (0.27%) optimization finished, #iter = 4 nu = 0.110656 obj = -1065.068951, rho = -1.013330 nSV = 463, nBSV = 61 512 classifier 302: 11-18 with 1706 and 1706 samples 698 classifier 303: 16-19 with 1696 and 1696 samples 304 classifier 305: 6-20 with 1687 and 1687 samples 508 classifier 306: 11-14 with 1686 and 1686 samples 532 classifier 307: 11-38 with 1685 and 1685 samples 114 classifier 308: 2-16 with 1683 and 1683 samples 481 classifier 309: 10-27 with 1678 and 1678 samples 424 classifier 304: 9-11 with 1695 and 1695 samples 843 classifier 310: 20-34 with 1678 and 1678 samples 529 classifier 317: 11-35 with 1617 and 1617 samples 157 classifier 312: 3-11 with 1633 and 1633 samples 853 classifier 311: 20-44 with 1675 and 1675 samples 522 classifier 314: 11-28 with 1625 and 1625 samples 525 classifier 313: 11-31 with 1627 and 1627 samples 537 classifier 315: 11-43 with 1623 and 1623 samples 836 classifier 316: 20-27 with 1618 and 1618 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1087 | 0.01 | 995 | 0.01 | 1295 | 0.01 | 1189 | 0.01 | 1224 | 0.01 | 1607 | 0.02 | 1275 | 0.02 | 1254 | 0.02 | 1841 | 0.02 | 2460 | 0.03 | 1848 | 0.03 | 2237 | 0.03 | 2689 | 0.03 | 2799 | 0.04 | 2816 | 0.04 | 3451 | 0.05 | 0.06 | 3.76152 0.06 | 4.11015 0.06 | 5.36414 0.06 | 4.81181 0.07 | 4.366 0.07 | 4.58441 0.07 | 4.26993 0.09 | 5.1798 0.10 | 4.41591 0.10 | 4.58127 0.10 | 4.85777 0.12 | 4.36865 2 | 0.08 | 2 | 0.09 | 0.13 | 5.12506 0.12 | 5.41172 2 | 0.10 | 1484 | 0.02 | 1497 | 0.02 | 0.14 | 4.97851 2 | 0.10 | 1135 | 0.01 | 2 | 0.10 | 2 | 0.10 | 2 | 0.11 | 1692 | 0.02 | 0.16 | 5.67836 0.04 | 1.40563 1680 | 0.02 | 0.04 | 1.59922 1682 | 0.02 | 1724 | 0.03 | 0.05 | 1.3319 2 | 0.12 | 2 | 0.11 | 2 | 0.13 | 0.06 | 0.798965 3 | 0.04 | 3 | 0.05 | 2266 | 0.03 | 2 | 0.13 | 0.06 | 0.672985 1116 | 0.01 | 3 | 0.04 | 1177 | 0.01 | 2283 | 0.04 | 0.06 | 1.17624 592 | 0.01 | 2548 | 0.03 | 0.01 | 0.000957078 Total opt. time = 0.47 Problem setup time = 0.31 (67.25%) Inner solver time = 0.04 (8.56%) Gradient updating time = 0.11 (23.91%) Working set time = 0.00 (0.24%) optimization finished, #iter = 3 nu = 0.080978 obj = -778.152536, rho = -1.362565 nSV = 365, nBSV = 41 0.01 | 0.00416856 2 | 0.14 | 0.01 | 0.000969064 Total opt. time = 0.47 Problem setup time = 0.33 (69.04%) Inner solver time = 0.03 (6.43%) Gradient updating time = 0.11 (24.23%) Working set time = 0.00 (0.25%) optimization finished, #iter = 3 nu = 0.035919 obj = -299.504297, rho = -0.945960 nSV = 341, nBSV = 6 562 classifier 318: 12-29 with 1608 and 1608 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 0.07 | 1.03521 2 | 0.13 | 2 | 0.14 | 4 | 0.02 | 63 | 0.00 | 0.00 | 0.000926596 Total opt. time = 0.49 Problem setup time = 0.33 (67.46%) Inner solver time = 0.04 (8.66%) Gradient updating time = 0.11 (23.47%) Working set time = 0.00 (0.35%) optimization finished, #iter = 4 nu = 0.091423 obj = -895.538199, rho = -1.081372 nSV = 333, nBSV = 58 3265 | 0.05 | 3 | 0.05 | 3 | 0.06 | 2 | 0.14 | 962 | 0.01 | 3459 | 0.05 | 1314 | 0.02 | 3 | 0.06 | 0.01 | 0.000997601 Total opt. time = 0.53 Problem setup time = 0.33 (62.16%) Inner solver time = 0.06 (10.60%) Gradient updating time = 0.14 (26.98%) Working set time = 0.00 (0.22%) optimization finished, #iter = 3 nu = 0.070428 obj = -670.103379, rho = 1.069942 nSV = 391, nBSV = 28 3687 | 0.05 | 0.09 | 0.874757 1197 | 0.02 | 2 | 0.14 | 3 | 0.06 | 0.02 | 0.0131833 3926 | 0.06 | 0.09 | 1.32055 0.02 | 0.0462292 4 | 0.02 | 1458 | 0.02 | 58 | 0.00 | 3782 | 0.06 | 0.00 | 0.000997337 Total opt. time = 0.56 Problem setup time = 0.37 (65.09%) Inner solver time = 0.05 (9.11%) Gradient updating time = 0.14 (25.44%) Working set time = 0.00 (0.30%) optimization finished, #iter = 4 nu = 0.078117 obj = -699.110159, rho = -1.233089 nSV = 439, nBSV = 25 0.10 | 1.00567 4 | 0.02 | 249 | 0.00 | 0.00 | 0.000966807 Total opt. time = 0.58 Problem setup time = 0.37 (63.95%) Inner solver time = 0.05 (9.07%) Gradient updating time = 0.15 (26.64%) Working set time = 0.00 (0.29%) optimization finished, #iter = 4 nu = 0.066379 obj = -581.552853, rho = -0.752001 nSV = 432, nBSV = 20 0.02 | 0.0175697 3 | 0.05 | 3 | 0.06 | 4272 | 0.07 | 4 | 0.02 | 0.11 | 1.61397 97 | 0.00 | 0.00 | 0.000997517 Total opt. time = 0.61 Problem setup time = 0.37 (59.66%) Inner solver time = 0.07 (11.91%) Gradient updating time = 0.17 (28.11%) Working set time = 0.00 (0.28%) optimization finished, #iter = 4 nu = 0.082689 obj = -789.642247, rho = 0.798286 nSV = 501, nBSV = 40 1583 | 0.02 | 1583 | 0.02 | 0.02 | 0.0193862 3 | 0.07 | 0.02 | 0.0522025 0.13 | 1.46782 1 | 0.18 | 4 | 0.02 | 87 | 0.00 | 4 | 0.02 | 0.00 | 0.000961967 Total opt. time = 0.66 Problem setup time = 0.38 (57.84%) Inner solver time = 0.07 (10.51%) Gradient updating time = 0.21 (31.34%) Working set time = 0.00 (0.26%) optimization finished, #iter = 4 nu = 0.114459 obj = -1044.218264, rho = -1.118697 nSV = 572, nBSV = 36 204 | 0.00 | 2030 | 0.03 | 0.14 | 1.57623 0.01 | 0.000994257 Total opt. time = 0.67 Problem setup time = 0.36 (53.65%) Inner solver time = 0.09 (13.60%) Gradient updating time = 0.22 (32.45%) Working set time = 0.00 (0.26%) optimization finished, #iter = 4 nu = 0.107245 obj = -966.801106, rho = 0.556426 nSV = 601, nBSV = 30 1618 | 0.02 | 0.14 | 2.20494 3 | 0.07 | 0.03 | 0.0641205 3 | 0.07 | 2497 | 0.04 | 0.16 | 2.19659 4 | 0.02 | 326 | 0.01 | 0.01 | 0.000972634 Total opt. time = 0.73 Problem setup time = 0.40 (54.91%) Inner solver time = 0.09 (12.02%) Gradient updating time = 0.24 (32.80%) Working set time = 0.00 (0.23%) optimization finished, #iter = 4 nu = 0.142828 obj = -1417.171839, rho = -0.959052 nSV = 662, nBSV = 79 3 | 0.07 | 0.07 | 6.25346 2456 | 0.04 | 0.03 | 0.0651521 3 | 0.08 | 4 | 0.02 | 2695 | 0.04 | 0.03 | 0.0350929 345 | 0.01 | 0.18 | 3.31077 0.01 | 0.000993576 Total opt. time = 0.79 Problem setup time = 0.41 (51.63%) Inner solver time = 0.12 (15.15%) Gradient updating time = 0.26 (32.97%) Working set time = 0.00 (0.21%) optimization finished, #iter = 4 nu = 0.168572 obj = -1508.935607, rho = -0.630987 nSV = 740, nBSV = 57 3 | 0.08 | 4 | 0.02 | 0.03 | 0.110482 253 | 0.00 | 3446 | 0.05 | 0.00 | 0.000966378 Total opt. time = 0.81 Problem setup time = 0.40 (49.63%) Inner solver time = 0.12 (14.85%) Gradient updating time = 0.29 (35.29%) Working set time = 0.00 (0.20%) optimization finished, #iter = 4 nu = 0.161387 obj = -1419.944409, rho = -0.991260 nSV = 785, nBSV = 44 4 | 0.02 | 549 | 0.01 | 0.01 | 0.000965544 Total opt. time = 0.84 Problem setup time = 0.40 (47.60%) Inner solver time = 0.14 (16.34%) Gradient updating time = 0.30 (35.83%) Working set time = 0.00 (0.20%) optimization finished, #iter = 4 nu = 0.213064 obj = -2105.504649, rho = -1.117638 nSV = 825, nBSV = 116 2893 | 0.04 | 2 | 0.10 | 0.04 | 0.322616 3 | 0.08 | 2257 | 0.03 | 4 | 0.03 | 0.04 | 0.204963 1388 | 0.02 | 0.01 | 0.00097237 Total opt. time = 0.91 Problem setup time = 0.41 (45.71%) Inner solver time = 0.18 (20.06%) Gradient updating time = 0.31 (34.01%) Working set time = 0.00 (0.18%) optimization finished, #iter = 4 nu = 0.257873 obj = -2637.613197, rho = -0.009108 nSV = 848, nBSV = 204 4 | 0.02 | 699 | 0.01 | 0.01 | 0.000962984 Total opt. time = 0.93 Problem setup time = 0.43 (46.06%) Inner solver time = 0.15 (16.13%) Gradient updating time = 0.35 (37.60%) Working set time = 0.00 (0.18%) optimization finished, #iter = 4 nu = 0.227103 obj = -2106.667362, rho = -0.439715 nSV = 918, nBSV = 112 3849 | 0.06 | 0.06 | 1.45224 0.05 | 0.437297 3 | 0.05 | 4 | 0.03 | 1511 | 0.02 | 0.02 | 0.000917807 Total opt. time = 0.55 Problem setup time = 0.33 (59.93%) Inner solver time = 0.07 (12.99%) Gradient updating time = 0.15 (26.84%) Working set time = 0.00 (0.21%) optimization finished, #iter = 3 nu = 0.107749 obj = -1008.270033, rho = -1.020467 nSV = 472, nBSV = 52 383 classifier 321: 8-12 with 1602 and 1602 samples 527 classifier 320: 11-33 with 1605 and 1605 samples 388 classifier 322: 8-17 with 1602 and 1602 samples 534 classifier 323: 11-40 with 1601 and 1601 samples 524 classifier 325: 11-30 with 1570 and 1570 samples 742 classifier 319: 17-29 with 1608 and 1608 samples 567 classifier 333: 12-34 with 1537 and 1537 samples 526 classifier 324: 11-32 with 1592 and 1592 samples 531 classifier 326: 11-37 with 1570 and 1570 samples 520 classifier 327: 11-26 with 1566 and 1566 samples 539 classifier 328: 11-45 with 1563 and 1563 samples 9 classifier 329: 0-10 with 1551 and 1551 samples 296 classifier 330: 6-12 with 1546 and 1546 samples 301 classifier 331: 6-17 with 1546 and 1546 samples 535 classifier 332: 11-41 with 1546 and 1546 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 2009 | 0.03 | 0.01 | 0.000996003 Total opt. time = 1.05 Problem setup time = 0.43 (40.89%) Inner solver time = 0.22 (20.54%) Gradient updating time = 0.40 (38.39%) Working set time = 0.00 (0.15%) optimization finished, #iter = 4 nu = 0.370461 obj = -3974.235478, rho = 0.559593 nSV = 1083, nBSV = 315 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 498 | 0.00 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 766 | 0.01 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 517 | 0.00 | 527 | 0.00 | 523 | 0.00 | 761 | 0.01 | 746 | 0.01 | 1033 | 0.01 | 0.03 | 3.57199 0.02 | 3.06947 0.03 | 3.77278 2904 | 0.04 | 0.03 | 3.87909 3133 | 0.04 | 0.04 | 3.17022 0.04 | 4.14249 2683 | 0.04 | 2633 | 0.04 | 2947 | 0.05 | 0.04 | 4.3333 3091 | 0.05 | 3260 | 0.05 | 0.05 | 4.51548 2 | 0.05 | 650 | 0.01 | 2 | 0.05 | 2 | 0.05 | 603 | 0.01 | 707 | 0.01 | 2 | 0.06 | 0.02 | 1.13833 0.02 | 0.843784 988 | 0.01 | 0.02 | 0.242245 2 | 0.07 | 2 | 0.07 | 3 | 0.02 | 283 | 0.00 | 600 | 0.01 | 0.02 | 0.572953 1013 | 0.01 | 0.00 | 0.000992385 Total opt. time = 0.31 Problem setup time = 0.25 (79.76%) Inner solver time = 0.01 (4.40%) Gradient updating time = 0.05 (15.42%) Working set time = 0.00 (0.37%) optimization finished, #iter = 3 nu = 0.027775 obj = -223.798028, rho = -1.392756 nSV = 169, nBSV = 6 3 | 0.03 | 3 | 0.03 | 377 | 0.00 | 2 | 0.08 | 369 | 0.00 | 0.00 | 0.000963553 Total opt. time = 0.32 Problem setup time = 0.26 (81.40%) Inner solver time = 0.01 (4.15%) Gradient updating time = 0.05 (14.03%) Working set time = 0.00 (0.35%) optimization finished, #iter = 3 nu = 0.042242 obj = -360.188791, rho = -1.326183 nSV = 156, nBSV = 18 0.11 | 6.22026 0.01 | 0.000951591 Total opt. time = 0.32 Problem setup time = 0.26 (81.15%) Inner solver time = 0.01 (4.55%) Gradient updating time = 0.04 (13.88%) Working set time = 0.00 (0.36%) optimization finished, #iter = 3 nu = 0.026007 obj = -211.167030, rho = -1.776411 nSV = 169, nBSV = 4 0.02 | 0.357214 986 | 0.01 | 0.11 | 5.0696 0.11 | 4.9331 2 | 0.09 | 3 | 0.03 | 0.03 | 1.26572 0.12 | 4.64137 582 | 0.01 | 0.01 | 0.000982884 Total opt. time = 0.35 Problem setup time = 0.26 (75.32%) Inner solver time = 0.02 (6.37%) Gradient updating time = 0.06 (17.94%) Working set time = 0.00 (0.32%) optimization finished, #iter = 3 nu = 0.047548 obj = -409.590381, rho = -1.560533 nSV = 215, nBSV = 17 3 | 0.02 | 0.12 | 5.51329 300 | 0.00 | 1553 | 0.02 | 0.12 | 5.25345 0.00 | 0.000902585 Total opt. time = 0.35 Problem setup time = 0.28 (78.46%) Inner solver time = 0.01 (3.83%) Gradient updating time = 0.06 (17.31%) Working set time = 0.00 (0.32%) optimization finished, #iter = 3 nu = 0.023856 obj = -199.705905, rho = -1.073792 nSV = 138, nBSV = 7 0.03 | 0.918284 0.13 | 4.72778 3 | 0.04 | 3 | 0.03 | 799 | 0.01 | 631 | 0.01 | 0.01 | 0.00286159 0.01 | 0.0546672 0.05 | 1.03606 4 | 0.01 | 26 | 0.00 | 0.00 | 0.000966372 Total opt. time = 0.41 Problem setup time = 0.31 (74.31%) Inner solver time = 0.02 (5.65%) Gradient updating time = 0.08 (19.56%) Working set time = 0.00 (0.41%) optimization finished, #iter = 4 nu = 0.046067 obj = -382.790562, rho = -1.264991 nSV = 192, nBSV = 13 4 | 0.02 | 268 | 0.00 | 0.00 | 0.000859758 Total opt. time = 0.42 Problem setup time = 0.31 (73.03%) Inner solver time = 0.03 (6.86%) Gradient updating time = 0.08 (19.64%) Working set time = 0.00 (0.40%) optimization finished, #iter = 4 nu = 0.059622 obj = -573.985307, rho = -1.426964 nSV = 267, nBSV = 31 2 | 0.12 | 2 | 0.12 | 3 | 0.06 | 2 | 0.13 | 1244 | 0.01 | 2 | 0.12 | 2 | 0.13 | 2 | 0.14 | 0.02 | 0.251488 3254 | 0.05 | 2 | 0.14 | 3652 | 0.06 | 4 | 0.02 | 3146 | 0.05 | 500 | 0.01 | 0.01 | 0.000965289 Total opt. time = 0.53 Problem setup time = 0.35 (65.89%) Inner solver time = 0.05 (9.11%) Gradient updating time = 0.13 (24.62%) Working set time = 0.00 (0.32%) optimization finished, #iter = 4 nu = 0.085786 obj = -816.553308, rho = -1.539989 nSV = 398, nBSV = 53 3689 | 0.06 | 3925 | 0.06 | 3855 | 0.06 | 4015 | 0.07 | 0.10 | 2.11421 0.10 | 1.28361 0.11 | 1.11676 0.11 | 1.73008 3 | 0.06 | 0.12 | 1.84903 0.13 | 1.38205 3 | 0.06 | 3 | 0.06 | 2446 | 0.04 | 0.13 | 1.37032 3 | 0.06 | 0.02 | 0.172959 2219 | 0.04 | 2865 | 0.05 | 3 | 0.07 | 4 | 0.02 | 3 | 0.07 | 0.02 | 0.107424 1095 | 0.02 | 0.03 | 0.263305 0.01 | 0.000990305 Total opt. time = 0.76 Problem setup time = 0.38 (49.91%) Inner solver time = 0.14 (18.70%) Gradient updating time = 0.24 (31.14%) Working set time = 0.00 (0.22%) optimization finished, #iter = 4 nu = 0.218387 obj = -2122.771712, rho = -0.662642 nSV = 713, nBSV = 155 3209 | 0.05 | 4 | 0.02 | 2749 | 0.04 | 591 | 0.01 | 3 | 0.07 | 4 | 0.02 | 0.01 | 0.00289224 2847 | 0.05 | 0.03 | 0.293125 880 | 0.02 | 5 | 0.01 | 45 | 0.00 | 0.00 | 0.000977616 Total opt. time = 0.80 Problem setup time = 0.41 (51.60%) Inner solver time = 0.14 (17.98%) Gradient updating time = 0.24 (30.10%) Working set time = 0.00 (0.28%) optimization finished, #iter = 5 nu = 0.190750 obj = -1675.850534, rho = 0.752576 nSV = 763, nBSV = 79 0.01 | 0.00421441 0.03 | 0.0642044 4 | 0.02 | 0.03 | 0.144393 5 | 0.01 | 69 | 0.00 | 0.00 | 0.000981309 Total opt. time = 0.82 Problem setup time = 0.40 (49.06%) Inner solver time = 0.17 (20.28%) Gradient updating time = 0.25 (30.35%) Working set time = 0.00 (0.27%) optimization finished, #iter = 5 nu = 0.240803 obj = -2191.827649, rho = 0.620910 nSV = 830, nBSV = 128 4 | 0.02 | 1233 | 0.02 | 3433 | 0.06 | 555 | 0.01 | 4 | 0.02 | 0.01 | 0.00247612 0.01 | 0.000959234 Total opt. time = 0.84 Problem setup time = 0.41 (48.99%) Inner solver time = 0.15 (18.24%) Gradient updating time = 0.27 (32.54%) Working set time = 0.00 (0.20%) optimization finished, #iter = 4 nu = 0.220897 obj = -1824.366987, rho = -0.509129 nSV = 884, nBSV = 65 747 classifier 334: 17-34 with 1537 and 1537 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 901 | 0.01 | 5 | 0.01 | 64 | 0.00 | 0.01 | 0.00639903 0.00 | 0.000961606 Total opt. time = 0.86 Problem setup time = 0.40 (46.91%) Inner solver time = 0.19 (21.80%) Gradient updating time = 0.27 (30.99%) Working set time = 0.00 (0.26%) optimization finished, #iter = 5 nu = 0.304022 obj = -2825.449479, rho = 0.147097 nSV = 888, nBSV = 215 0.03 | 0.208502 5 | 0.01 | 105 | 0.00 | 0.00 | 0.000989016 Total opt. time = 0.88 Problem setup time = 0.42 (47.55%) Inner solver time = 0.17 (19.69%) Gradient updating time = 0.29 (32.47%) Working set time = 0.00 (0.25%) optimization finished, #iter = 5 nu = 0.236743 obj = -2121.917474, rho = 0.503421 nSV = 865, nBSV = 116 4 | 0.02 | 1458 | 0.02 | 0.01 | 0.000932421 Total opt. time = 0.93 Problem setup time = 0.41 (44.78%) Inner solver time = 0.20 (21.77%) Gradient updating time = 0.31 (33.24%) Working set time = 0.00 (0.18%) optimization finished, #iter = 4 nu = 0.287380 obj = -2743.157140, rho = -0.277332 nSV = 938, nBSV = 178 1 | 0.18 | 2131 | 0.03 | 0.09 | 5.35211 2 | 0.13 | 2718 | 0.04 | 0.08 | 0.84644 3 | 0.06 | 1459 | 0.02 | 0.01 | 0.0135806 4 | 0.02 | 160 | 0.00 | 0.00 | 0.000985463 Total opt. time = 0.66 Problem setup time = 0.38 (57.77%) Inner solver time = 0.09 (13.88%) Gradient updating time = 0.18 (28.06%) Working set time = 0.00 (0.25%) optimization finished, #iter = 4 nu = 0.151422 obj = -1326.921991, rho = -0.137889 nSV = 648, nBSV = 66 545 classifier 335: 11-51 with 1534 and 1534 samples 577 classifier 336: 12-44 with 1534 and 1534 samples 757 classifier 337: 17-44 with 1534 and 1534 samples 543 classifier 338: 11-49 with 1528 and 1528 samples 544 classifier 341: 11-50 with 1522 and 1522 samples 516 classifier 339: 11-22 with 1526 and 1526 samples 502 classifier 342: 10-48 with 1513 and 1513 samples 530 classifier 340: 11-36 with 1523 and 1523 samples 475 classifier 350: 10-21 with 1476 and 1476 samples 925 classifier 343: 23-29 with 1508 and 1508 samples 479 classifier 344: 10-25 with 1507 and 1507 samples 501 classifier 346: 10-47 with 1493 and 1493 samples 394 classifier 345: 8-23 with 1502 and 1502 samples 560 classifier 348: 12-27 with 1477 and 1477 samples 19 classifier 347: 0-20 with 1491 and 1491 samples 740 classifier 349: 17-27 with 1477 and 1477 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 179 | 0.00 | 1 | 0.18 | 200 | 0.00 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 126 | 0.00 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 255 | 0.00 | 455 | 0.00 | 0.01 | 3.95045 0.01 | 3.7092 0.02 | 2.31249 1432 | 0.02 | 1827 | 0.02 | 1810 | 0.02 | 1784 | 0.02 | 2344 | 0.03 | 2 | 0.02 | 278 | 0.00 | 0.03 | 2.64487 2658 | 0.03 | 2801 | 0.04 | 2707 | 0.04 | 2 | 0.03 | 0.01 | 0.695733 2272 | 0.04 | 2779 | 0.04 | 0.04 | 2.13025 252 | 0.00 | 3225 | 0.05 | 0.01 | 0.899845 3 | 0.02 | 234 | 0.00 | 0.00 | 0.000956913 Total opt. time = 0.25 Problem setup time = 0.22 (87.53%) Inner solver time = 0.01 (2.31%) Gradient updating time = 0.02 (9.65%) Working set time = 0.00 (0.45%) optimization finished, #iter = 3 nu = 0.017734 obj = -166.473978, rho = -2.607660 nSV = 78, nBSV = 11 2 | 0.05 | 304 | 0.00 | 0.05 | 4.83252 3 | 0.03 | 165 | 0.00 | 0.00 | 0.000948452 Total opt. time = 0.27 Problem setup time = 0.24 (88.20%) Inner solver time = 0.00 (1.77%) Gradient updating time = 0.03 (9.51%) Working set time = 0.00 (0.43%) optimization finished, #iter = 3 nu = 0.009088 obj = -72.933952, rho = -1.394315 nSV = 92, nBSV = 1 0.07 | 4.04935 0.07 | 4.68134 0.02 | 0.402219 0.07 | 4.04438 2 | 0.07 | 252 | 0.00 | 0.08 | 5.9962 2 | 0.08 | 0.09 | 5.01296 407 | 0.00 | 0.02 | 0.697547 0.09 | 4.54927 0.09 | 5.53802 3 | 0.04 | 113 | 0.00 | 0.01 | 0.00111564 0.10 | 4.24113 0.02 | 0.0366642 0.10 | 4.6728 0.11 | 5.57147 3 | 0.03 | 162 | 0.00 | 4 | 0.02 | 3 | 0.00 | 0.00 | 0.000985533 Total opt. time = 0.34 Problem setup time = 0.28 (82.74%) Inner solver time = 0.01 (1.91%) Gradient updating time = 0.05 (14.80%) Working set time = 0.00 (0.50%) optimization finished, #iter = 4 nu = 0.008520 obj = -65.095155, rho = -0.984462 nSV = 206, nBSV = 0 0.01 | 0.000935411 Total opt. time = 0.34 Problem setup time = 0.28 (80.68%) Inner solver time = 0.01 (2.09%) Gradient updating time = 0.06 (16.83%) Working set time = 0.00 (0.33%) optimization finished, #iter = 3 nu = 0.003592 obj = -29.021601, rho = -0.984136 nSV = 198, nBSV = 1 3 | 0.03 | 67 | 0.00 | 0.00 | 0.000979868 Total opt. time = 0.36 Problem setup time = 0.29 (79.82%) Inner solver time = 0.01 (2.77%) Gradient updating time = 0.06 (17.03%) Working set time = 0.00 (0.32%) optimization finished, #iter = 3 nu = 0.007844 obj = -60.158448, rho = -0.889445 nSV = 225, nBSV = 0 2 | 0.11 | 2 | 0.11 | 1956 | 0.02 | 2 | 0.12 | 2 | 0.13 | 2193 | 0.03 | 2 | 0.12 | 2 | 0.11 | 2266 | 0.03 | 2421 | 0.03 | 0.05 | 1.11817 2 | 0.13 | 2 | 0.13 | 2812 | 0.04 | 2 | 0.13 | 2 | 0.13 | 0.06 | 0.405391 2 | 0.13 | 3012 | 0.05 | 0.06 | 1.18809 3516 | 0.05 | 3 | 0.05 | 0.06 | 0.859132 3421 | 0.05 | 1259 | 0.02 | 3483 | 0.05 | 3210 | 0.05 | 0.01 | 0.0155397 0.07 | 1.26681 4 | 0.02 | 3 | 0.06 | 114 | 0.00 | 3812 | 0.06 | 0.00 | 0.000983545 Total opt. time = 0.53 Problem setup time = 0.36 (68.08%) Inner solver time = 0.06 (10.64%) Gradient updating time = 0.11 (20.91%) Working set time = 0.00 (0.31%) optimization finished, #iter = 4 nu = 0.117538 obj = -972.506996, rho = -1.304177 nSV = 416, nBSV = 39 3 | 0.05 | 3 | 0.05 | 1354 | 0.02 | 0.08 | 1.42784 1342 | 0.02 | 1208 | 0.02 | 0.02 | 0.000997225 Total opt. time = 0.57 Problem setup time = 0.35 (62.06%) Inner solver time = 0.07 (12.27%) Gradient updating time = 0.14 (25.44%) Working set time = 0.00 (0.19%) optimization finished, #iter = 3 nu = 0.101521 obj = -921.706762, rho = -0.948448 nSV = 524, nBSV = 48 0.08 | 1.07685 0.01 | 0.000931718 Total opt. time = 0.57 Problem setup time = 0.36 (63.76%) Inner solver time = 0.07 (11.93%) Gradient updating time = 0.14 (24.07%) Working set time = 0.00 (0.19%) optimization finished, #iter = 3 nu = 0.120240 obj = -935.505086, rho = -1.115473 nSV = 543, nBSV = 30 0.01 | 0.011307 0.09 | 1.66758 3 | 0.06 | 4 | 0.02 | 83 | 0.00 | 0.00 | 0.000911607 Total opt. time = 0.59 Problem setup time = 0.37 (63.10%) Inner solver time = 0.07 (12.19%) Gradient updating time = 0.14 (24.38%) Working set time = 0.00 (0.28%) optimization finished, #iter = 4 nu = 0.106570 obj = -844.629807, rho = -0.760545 nSV = 551, nBSV = 20 493 classifier 351: 10-39 with 1473 and 1473 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 0.10 | 1.46978 0.10 | 1.5858 2134 | 0.03 | 3 | 0.06 | 0.02 | 0.164503 3 | 0.06 | 0.10 | 1.45857 3 | 0.06 | 4 | 0.02 | 2048 | 0.03 | 980 | 0.01 | 2267 | 0.03 | 0.01 | 0.00767638 3 | 0.07 | 3 | 0.06 | 2469 | 0.04 | 0.03 | 0.232783 5 | 0.01 | 0.02 | 0.0755773 66 | 0.00 | 0.00 | 0.000968484 Total opt. time = 0.69 Problem setup time = 0.39 (56.10%) Inner solver time = 0.12 (17.52%) Gradient updating time = 0.18 (26.01%) Working set time = 0.00 (0.32%) optimization finished, #iter = 5 nu = 0.186510 obj = -1776.828378, rho = -1.080594 nSV = 616, nBSV = 106 0.02 | 0.160459 4 | 0.02 | 3 | 0.06 | 2117 | 0.03 | 2352 | 0.04 | 4 | 0.02 | 735 | 0.01 | 588 | 0.01 | 0.01 | 0.000984556 Total opt. time = 0.72 Problem setup time = 0.39 (54.78%) Inner solver time = 0.13 (17.83%) Gradient updating time = 0.20 (27.11%) Working set time = 0.00 (0.23%) optimization finished, #iter = 4 nu = 0.203999 obj = -1722.123546, rho = -0.208190 nSV = 736, nBSV = 88 0.01 | 0.000983463 Total opt. time = 0.72 Problem setup time = 0.38 (52.64%) Inner solver time = 0.13 (18.57%) Gradient updating time = 0.21 (28.52%) Working set time = 0.00 (0.23%) optimization finished, #iter = 4 nu = 0.159605 obj = -1318.347744, rho = 0.454827 nSV = 728, nBSV = 53 4 | 0.02 | 0.02 | 0.0831214 0.02 | 0.0566941 886 | 0.01 | 4 | 0.02 | 0.01 | 0.00625075 447 | 0.01 | 4 | 0.02 | 2983 | 0.05 | 0.01 | 0.000957689 Total opt. time = 0.75 Problem setup time = 0.39 (52.01%) Inner solver time = 0.13 (16.94%) Gradient updating time = 0.23 (30.79%) Working set time = 0.00 (0.22%) optimization finished, #iter = 4 nu = 0.202665 obj = -1715.457350, rho = -0.999236 nSV = 788, nBSV = 73 5 | 0.01 | 575 | 0.01 | 115 | 0.00 | 0.00 | 0.000934608 Total opt. time = 0.76 Problem setup time = 0.41 (53.14%) Inner solver time = 0.14 (18.46%) Gradient updating time = 0.21 (28.07%) Working set time = 0.00 (0.28%) optimization finished, #iter = 5 nu = 0.221955 obj = -1833.691579, rho = -0.627213 nSV = 775, nBSV = 93 0.01 | 0.00098732 Total opt. time = 0.77 Problem setup time = 0.40 (52.57%) Inner solver time = 0.13 (16.99%) Gradient updating time = 0.23 (30.19%) Working set time = 0.00 (0.21%) optimization finished, #iter = 4 nu = 0.238897 obj = -2164.235475, rho = -0.766687 nSV = 805, nBSV = 161 1 | 0.18 | 0.02 | 0.187828 1150 | 0.01 | 4 | 0.02 | 985 | 0.02 | 0.01 | 0.000999186 Total opt. time = 0.82 Problem setup time = 0.40 (48.34%) Inner solver time = 0.18 (21.54%) Gradient updating time = 0.25 (29.89%) Working set time = 0.00 (0.20%) optimization finished, #iter = 4 nu = 0.271302 obj = -2306.867244, rho = 0.366605 nSV = 889, nBSV = 130 0.05 | 3.96697 2 | 0.10 | 1421 | 0.02 | 0.03 | 1.27208 3 | 0.04 | 776 | 0.01 | 0.01 | 0.0119609 4 | 0.02 | 92 | 0.00 | 0.00 | 0.000932061 Total opt. time = 0.47 Problem setup time = 0.34 (71.27%) Inner solver time = 0.04 (8.42%) Gradient updating time = 0.09 (19.92%) Working set time = 0.00 (0.35%) optimization finished, #iter = 4 nu = 0.060199 obj = -460.905414, rho = -0.858064 nSV = 359, nBSV = 10 478 classifier 352: 10-24 with 1466 and 1466 samples 249 classifier 353: 5-10 with 1464 and 1464 samples 496 classifier 354: 10-42 with 1459 and 1459 samples 500 classifier 355: 10-46 with 1456 and 1456 samples 807 classifier 356: 19-29 with 1455 and 1455 samples 390 classifier 358: 8-19 with 1449 and 1449 samples 834 classifier 359: 20-25 with 1447 and 1447 samples 857 classifier 357: 20-48 with 1453 and 1453 samples 423 classifier 367: 9-10 with 1423 and 1423 samples 127 classifier 361: 2-29 with 1442 and 1442 samples 930 classifier 362: 23-34 with 1437 and 1437 samples 307 classifier 360: 6-23 with 1446 and 1446 samples 940 classifier 365: 23-44 with 1434 and 1434 samples 472 classifier 364: 10-18 with 1434 and 1434 samples 106 classifier 363: 2-8 with 1436 and 1436 samples 856 classifier 366: 20-47 with 1433 and 1433 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1616 | 0.02 | 1101 | 0.01 | 1294 | 0.02 | 1892 | 0.02 | 2150 | 0.03 | 2225 | 0.03 | 2130 | 0.03 | 2232 | 0.03 | 2881 | 0.04 | 2983 | 0.04 | 2254 | 0.04 | 3014 | 0.04 | 3127 | 0.04 | 3142 | 0.05 | 3373 | 0.05 | 3411 | 0.06 | 0.04 | 3.79757 0.05 | 3.83243 0.06 | 3.67293 0.06 | 4.66895 0.07 | 4.52468 0.07 | 4.8737 0.07 | 4.14033 0.07 | 3.97602 0.08 | 4.2879 0.09 | 6.34642 0.09 | 5.3067 0.09 | 6.08177 0.09 | 4.20822 0.10 | 5.72226 2 | 0.09 | 0.10 | 4.64752 2 | 0.09 | 0.11 | 5.26138 1561 | 0.02 | 1290 | 0.02 | 2 | 0.11 | 0.03 | 0.251352 1928 | 0.02 | 2 | 0.12 | 0.04 | 0.478928 2 | 0.12 | 2 | 0.12 | 2 | 0.12 | 2 | 0.11 | 2 | 0.13 | 2131 | 0.03 | 0.04 | 0.710945 3 | 0.04 | 2521 | 0.03 | 2 | 0.12 | 3 | 0.04 | 711 | 0.01 | 2546 | 0.03 | 2696 | 0.04 | 0.01 | 0.000998124 Total opt. time = 0.44 Problem setup time = 0.30 (69.24%) Inner solver time = 0.05 (11.01%) Gradient updating time = 0.09 (19.43%) Working set time = 0.00 (0.26%) optimization finished, #iter = 3 nu = 0.075293 obj = -594.151209, rho = 1.106580 nSV = 376, nBSV = 19 830 classifier 368: 20-21 with 1416 and 1416 samples 638 | 0.01 | Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 2 | 0.12 | 2 | 0.14 | 2 | 0.13 | 0.01 | 0.00099787 Total opt. time = 0.45 Problem setup time = 0.31 (69.63%) Inner solver time = 0.04 (8.54%) Gradient updating time = 0.10 (21.53%) Working set time = 0.00 (0.24%) optimization finished, #iter = 3 nu = 0.047902 2637 | 0.04 | obj = -357.049107, rho = -0.641618 nSV = 382, nBSV = 7 2501 | 0.04 | 2 | 0.13 | 3 | 0.04 | 0.05 | 0.698988 2 | 0.13 | 1000 | 0.01 | 3090 | 0.05 | 2 | 0.13 | 0.01 | 0.0351396 0.06 | 1.48462 3367 | 0.05 | 0.06 | 1.30511 0.06 | 0.869575 3534 | 0.05 | 4 | 0.01 | 3579 | 0.06 | 3381 | 0.05 | 187 | 0.00 | 0.00 | 0.000950808 Total opt. time = 0.51 Problem setup time = 0.34 (67.78%) Inner solver time = 0.06 (10.89%) Gradient updating time = 0.11 (20.96%) Working set time = 0.00 (0.33%) optimization finished, #iter = 4 nu = 0.104584 obj = -822.148951, rho = -1.108636 nSV = 415, nBSV = 34 0.06 | 1.40695 0.07 | 0.643293 3 | 0.05 | 3594 | 0.05 | 1180 | 0.02 | 0.01 | 0.000997307 Total opt. time = 0.54 Problem setup time = 0.35 (64.64%) Inner solver time = 0.07 (11.99%) Gradient updating time = 0.13 (23.13%) Working set time = 0.00 (0.20%) optimization finished, #iter = 3 nu = 0.124334 obj = -970.048650, rho = -0.936115 nSV = 542, nBSV = 31 4150 | 0.07 | 3 | 0.06 | 0.08 | 2.23069 3 | 0.06 | 3 | 0.06 | 3 | 0.05 | 3 | 0.05 | 0.07 | 1.28928 1785 | 0.02 | 1801 | 0.02 | 1662 | 0.02 | 0.08 | 1.40591 0.08 | 1.16157 0.01 | 0.213617 0.09 | 0.984071 1754 | 0.02 | 1766 | 0.03 | 0.02 | 0.0498163 0.02 | 0.104092 0.01 | 0.177147 0.09 | 1.3562 4 | 0.02 | 0.02 | 0.0688728 4 | 0.02 | 1 | 0.18 | 846 | 0.01 | 274 | 0.00 | 4 | 0.02 | 3 | 0.07 | 0.00 | 0.000971047 Total opt. time = 0.62 Problem setup time = 0.38 (60.57%) Inner solver time = 0.09 (14.56%) Gradient updating time = 0.15 (24.57%) Working set time = 0.00 (0.26%) optimization finished, #iter = 4 nu = 0.164141 obj = -1355.940197, rho = -1.149921 nSV = 592, nBSV = 77 0.01 | 0.000964519 Total opt. time = 0.62 Problem setup time = 0.38 (60.95%) Inner solver time = 0.09 (15.13%) Gradient updating time = 0.15 (23.60%) Working set time = 0.00 (0.26%) optimization finished, #iter = 4 nu = 0.226732 obj = -1975.374834, rho = -1.313008 nSV = 600, nBSV = 150 4 | 0.02 | 467 | 0.01 | 4 | 0.02 | 0.01 | 0.000985647 Total opt. time = 0.63 Problem setup time = 0.38 (60.25%) Inner solver time = 0.09 (14.06%) Gradient updating time = 0.16 (25.38%) Working set time = 0.00 (0.26%) optimization finished, #iter = 4 nu = 0.154929 obj = -1328.713782, rho = -1.221848 nSV = 607, nBSV = 77 3 | 0.06 | 314 | 0.01 | 1422 | 0.02 | 3 | 0.05 | 0.01 | 0.000985606 Total opt. time = 0.64 Problem setup time = 0.38 (59.82%) Inner solver time = 0.09 (14.79%) Gradient updating time = 0.16 (25.08%) Working set time = 0.00 (0.26%) optimization finished, #iter = 4 nu = 0.170385 obj = -1360.092091, rho = -0.847878 nSV = 643, nBSV = 74 3 | 0.05 | 732 | 0.01 | 0.01 | 0.000958922 Total opt. time = 0.64 Problem setup time = 0.36 (55.27%) Inner solver time = 0.12 (18.42%) Gradient updating time = 0.17 (26.00%) Working set time = 0.00 (0.26%) optimization finished, #iter = 4 nu = 0.175198 obj = -1614.940431, rho = 0.730381 nSV = 634, nBSV = 107 3 | 0.06 | 0.10 | 1.67365 2511 | 0.04 | 1985 | 0.03 | 2814 | 0.04 | 1901 | 0.03 | 0.02 | 0.199103 3 | 0.07 | 2612 | 0.04 | 0.02 | 0.170296 0.05 | 4.22627 0.02 | 0.0660667 0.02 | 0.0968162 4 | 0.02 | 0.02 | 0.342359 4 | 0.02 | 4 | 0.02 | 585 | 0.01 | 4 | 0.02 | 1063 | 0.02 | 367 | 0.01 | 0.01 | 0.000974988 Total opt. time = 0.72 Problem setup time = 0.39 (53.92%) Inner solver time = 0.13 (18.75%) Gradient updating time = 0.19 (27.07%) Working set time = 0.00 (0.23%) optimization finished, #iter = 4 nu = 0.208706 obj = -1628.986403, rho = -1.161751 nSV = 768, nBSV = 76 3 | 0.07 | 0.01 | 0.000929153 Total opt. time = 0.72 Problem setup time = 0.39 (53.75%) Inner solver time = 0.13 (18.12%) Gradient updating time = 0.20 (27.87%) Working set time = 0.00 (0.23%) optimization finished, #iter = 4 nu = 0.241909 obj = -1983.996479, rho = -0.660144 nSV = 824, nBSV = 100 0.01 | 0.000991601 Total opt. time = 0.72 Problem setup time = 0.39 (53.35%) Inner solver time = 0.14 (19.64%) Gradient updating time = 0.19 (26.76%) Working set time = 0.00 (0.23%) optimization finished, #iter = 4 nu = 0.312455 obj = -2957.972594, rho = -1.016623 nSV = 784, nBSV = 247 4 | 0.02 | 3057 | 0.05 | 1003 | 0.02 | 0.01 | 0.000994072 Total opt. time = 0.74 Problem setup time = 0.39 (53.51%) Inner solver time = 0.15 (20.85%) Gradient updating time = 0.19 (25.38%) Working set time = 0.00 (0.22%) optimization finished, #iter = 4 nu = 0.289864 obj = -2654.243744, rho = 0.035595 nSV = 790, nBSV = 208 1039 | 0.02 | 0.02 | 0.151003 0.01 | 0.000981818 Total opt. time = 0.75 Problem setup time = 0.37 (49.57%) Inner solver time = 0.17 (22.27%) Gradient updating time = 0.21 (27.91%) Working set time = 0.00 (0.22%) optimization finished, #iter = 4 nu = 0.283089 obj = -2425.458027, rho = 0.700546 nSV = 862, nBSV = 159 4 | 0.02 | 3612 | 0.06 | 1537 | 0.02 | 2 | 0.10 | 0.01 | 0.0009562 Total opt. time = 0.79 Problem setup time = 0.40 (50.56%) Inner solver time = 0.17 (22.03%) Gradient updating time = 0.22 (27.17%) Working set time = 0.00 (0.20%) optimization finished, #iter = 4 nu = 0.436267 obj = -4261.543558, rho = -1.466752 nSV = 948, nBSV = 393 0.02 | 0.202362 1560 | 0.02 | 4 | 0.02 | 0.04 | 0.287032 1323 | 0.02 | 0.01 | 0.0054963 5 | 0.01 | 129 | 0.00 | 0.00 | 0.000972014 Total opt. time = 0.88 Problem setup time = 0.42 (47.45%) Inner solver time = 0.21 (24.00%) Gradient updating time = 0.25 (28.27%) Working set time = 0.00 (0.25%) optimization finished, #iter = 5 nu = 0.332295 obj = -2933.868544, rho = 0.375949 nSV = 983, nBSV = 201 3 | 0.04 | 664 | 0.01 | 0.01 | 0.00098962 Total opt. time = 0.46 Problem setup time = 0.31 (67.90%) Inner solver time = 0.05 (9.88%) Gradient updating time = 0.10 (21.94%) Working set time = 0.00 (0.24%) optimization finished, #iter = 3 nu = 0.069295 obj = -502.140584, rho = -0.444070 nSV = 446, nBSV = 5 468 classifier 369: 10-14 with 1414 and 1414 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 1 | 0.18 | 1654 | 0.02 | 0.06 | 4.54562 2 | 0.11 | 2021 | 0.03 | 0.05 | 0.963661 3 | 0.05 | 1106 | 0.01 | 0.01 | 0.000988723 Total opt. time = 0.52 Problem setup time = 0.34 (65.76%) Inner solver time = 0.06 (11.43%) Gradient updating time = 0.12 (22.56%) Working set time = 0.00 (0.21%) optimization finished, #iter = 3 nu = 0.111795 obj = -893.316436, rho = -0.939854 nSV = 506, nBSV = 36 848 classifier 371: 20-39 with 1413 and 1413 samples 492 classifier 370: 10-38 with 1413 and 1413 samples 833 classifier 372: 20-24 with 1406 and 1406 samples 855 classifier 375: 20-46 with 1396 and 1396 samples 303 classifier 376: 6-19 with 1393 and 1393 samples 259 classifier 373: 5-20 with 1404 and 1404 samples 851 classifier 374: 20-42 with 1399 and 1399 samples 142 classifier 385: 2-44 with 1368 and 1368 samples 812 classifier 377: 19-34 with 1384 and 1384 samples 104 classifier 379: 2-6 with 1380 and 1380 samples 822 classifier 378: 19-44 with 1381 and 1381 samples 923 classifier 381: 23-27 with 1377 and 1377 samples 708 classifier 380: 16-29 with 1379 and 1379 samples 766 classifier 382: 18-20 with 1374 and 1374 samples 387 classifier 383: 8-16 with 1373 and 1373 samples 132 classifier 384: 2-34 with 1371 and 1371 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 982 | 0.01 | 1199 | 0.01 | 1409 | 0.01 | 1157 | 0.02 | 1936 | 0.02 | 1528 | 0.02 | 1631 | 0.02 | 1541 | 0.02 | 2269 | 0.03 | 2387 | 0.03 | 2272 | 0.03 | 3010 | 0.04 | 3030 | 0.04 | 2865 | 0.04 | 3433 | 0.06 | 3412 | 0.05 | 0.04 | 3.75782 0.04 | 3.29867 0.04 | 5.5992 0.05 | 3.90654 0.05 | 3.82879 0.05 | 3.81573 0.05 | 3.93399 0.06 | 3.57479 0.06 | 5.83227 0.06 | 4.24578 0.07 | 5.01199 0.08 | 4.39715 0.07 | 6.38923 0.08 | 5.22418 0.08 | 5.17621 2 | 0.09 | 2 | 0.08 | 0.09 | 4.56881 2 | 0.08 | 2 | 0.09 | 1104 | 0.01 | 1612 | 0.02 | 2 | 0.09 | 1202 | 0.02 | 1477 | 0.02 | 2 | 0.10 | 2 | 0.10 | 0.03 | 0.621208 0.03 | 1.1575 2 | 0.11 | 2 | 0.11 | 1799 | 0.03 | 1698 | 0.02 | 0.03 | 0.974618 0.03 | 0.493143 1868 | 0.02 | 2 | 0.12 | 2093 | 0.03 | 3 | 0.03 | 2 | 0.12 | 547 | 0.01 | 3 | 0.04 | 0.03 | 0.374082 0.04 | 0.41168 2700 | 0.04 | 0.01 | 0.0170986 3 | 0.03 | 1160 | 0.01 | 3 | 0.04 | 554 | 0.01 | 2 | 0.12 | 0.01 | 0.0113335 0.04 | 0.698919 0.01 | 0.000955735 Total opt. time = 0.43 Problem setup time = 0.30 (69.45%) Inner solver time = 0.04 (9.77%) Gradient updating time = 0.09 (20.47%) Working set time = 0.00 (0.26%) optimization finished, #iter = 3 nu = 0.056080 obj = -415.581358, rho = 0.679605 nSV = 388, nBSV = 15 4 | 0.02 | 63 | 0.00 | 632 | 0.01 | 2640 | 0.04 | 0.00 | 0.000999426 Total opt. time = 0.43 Problem setup time = 0.32 (73.56%) Inner solver time = 0.03 (7.68%) Gradient updating time = 0.08 (18.32%) Working set time = 0.00 (0.38%) optimization finished, #iter = 4 nu = 0.037931 obj = -280.177522, rho = -0.746755 nSV = 319, nBSV = 5 2 | 0.14 | 0.01 | 0.000955073 Total opt. time = 0.44 Problem setup time = 0.31 (71.91%) Inner solver time = 0.04 (10.00%) Gradient updating time = 0.08 (17.78%) Working set time = 0.00 (0.25%) optimization finished, #iter = 3 nu = 0.064717 obj = -456.808380, rho = 0.052862 nSV = 399, nBSV = 13 2 | 0.14 | 0.05 | 0.826706 3 | 0.03 | 2793 | 0.04 | 4 | 0.02 | 143 | 0.00 | 3 | 0.04 | 0.00 | 0.000960105 2 | 0.13 | Total opt. time = 0.45 Problem setup time = 0.32 (71.00%) Inner solver time = 0.05 (10.68%) Gradient updating time = 0.08 (17.89%) Working set time = 0.00 (0.37%) optimization finished, #iter = 4 nu = 0.129453 obj = -1084.998433, rho = -1.067828 nSV = 369, nBSV = 79 2 | 0.12 | 675 | 0.01 | 0.05 | 1.85478 0.01 | 0.000995307 Total opt. time = 0.46 Problem setup time = 0.31 (68.40%) Inner solver time = 0.05 (10.92%) Gradient updating time = 0.09 (20.39%) Working set time = 0.00 (0.24%) optimization finished, #iter = 3 nu = 0.092758 obj = -697.561298, rho = -0.965899 nSV = 439, nBSV = 30 1012 | 0.01 | 0.01 | 0.0155178 3 | 0.04 | 3281 | 0.05 | 0.05 | 1.11883 3381 | 0.05 | 1074 | 0.01 | 3 | 0.05 | 4 | 0.02 | 3397 | 0.05 | 90 | 0.00 | 0.01 | 0.000998718 Total opt. time = 0.49 Problem setup time = 0.33 (66.95%) Inner solver time = 0.06 (11.26%) Gradient updating time = 0.11 (21.54%) Working set time = 0.00 (0.22%) optimization finished, #iter = 3 nu = 0.087655 obj = -652.609271, rho = -0.741679 nSV = 476, nBSV = 22 0.00 | 0.000959258 Total opt. time = 0.50 Problem setup time = 0.33 (65.70%) Inner solver time = 0.07 (13.27%) Gradient updating time = 0.10 (20.65%) Working set time = 0.00 (0.33%) optimization finished, #iter = 4 nu = 0.100789 obj = -747.546933, rho = 0.718770 nSV = 489, nBSV = 23 0.06 | 0.868595 3460 | 0.05 | 3 | 0.05 | 1519 | 0.02 | 3788 | 0.06 | 0.01 | 0.0347379 3 | 0.05 | 1854 | 0.03 | 0.06 | 1.37174 4 | 0.02 | 0.01 | 0.00667661 264 | 0.00 | 1633 | 0.02 | 0.00 | 0.000997536 Total opt. time = 0.55 Problem setup time = 0.35 (63.68%) Inner solver time = 0.08 (13.77%) Gradient updating time = 0.12 (22.21%) Working set time = 0.00 (0.30%) optimization finished, #iter = 4 nu = 0.119399 obj = -920.208173, rho = -0.879118 nSV = 533, nBSV = 48 3 | 0.05 | 0.07 | 1.13084 0.01 | 0.0550783 0.07 | 1.40125 4 | 0.02 | 59 | 0.00 | 0.00 | 0.000987211 Total opt. time = 0.57 Problem setup time = 0.35 (61.35%) Inner solver time = 0.10 (17.24%) Gradient updating time = 0.12 (21.08%) Working set time = 0.00 (0.29%) optimization finished, #iter = 4 nu = 0.161494 obj = -1288.732218, rho = -0.635633 nSV = 567, nBSV = 71 0.07 | 1.39702 1324 | 0.02 | 4 | 0.02 | 339 | 0.01 | 0.01 | 0.0481219 0.00 | 0.000964604 Total opt. time = 0.58 Problem setup time = 0.36 (61.94%) Inner solver time = 0.10 (16.86%) Gradient updating time = 0.12 (20.87%) Working set time = 0.00 (0.28%) optimization finished, #iter = 4 nu = 0.166357 obj = -1266.474359, rho = -0.484139 nSV = 587, nBSV = 76 433 classifier 386: 9-20 with 1363 and 1363 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 3 | 0.05 | 0.08 | 1.69404 4 | 0.02 | 197 | 0.00 | 0.00 | 0.000985907 Total opt. time = 0.61 Problem setup time = 0.37 (61.18%) Inner solver time = 0.10 (15.78%) Gradient updating time = 0.14 (22.72%) Working set time = 0.00 (0.27%) optimization finished, #iter = 4 nu = 0.159616 obj = -1161.047336, rho = -0.518594 nSV = 649, nBSV = 37 3 | 0.05 | 3 | 0.05 | 3 | 0.06 | 2488 | 0.04 | 2271 | 0.03 | 0.02 | 0.0914979 3 | 0.05 | 2434 | 0.04 | 0.02 | 0.0180184 4 | 0.02 | 2654 | 0.04 | 0.02 | 0.140406 616 | 0.01 | 4 | 0.02 | 206 | 0.00 | 0.01 | 0.000983974 Total opt. time = 0.68 Problem setup time = 0.38 (55.55%) Inner solver time = 0.14 (20.86%) Gradient updating time = 0.16 (23.31%) Working set time = 0.00 (0.24%) optimization finished, #iter = 4 nu = 0.265010 obj = -2116.993943, rho = -0.385848 nSV = 756, nBSV = 135 0.02 | 0.111142 0.00 | 0.000975541 Total opt. time = 0.68 Problem setup time = 0.38 (55.90%) Inner solver time = 0.13 (18.93%) Gradient updating time = 0.17 (24.90%) Working set time = 0.00 (0.24%) optimization finished, #iter = 4 nu = 0.241136 obj = -1872.438928, rho = -0.949924 nSV = 772, nBSV = 111 4 | 0.02 | 2853 | 0.05 | 4 | 0.02 | 854 | 0.01 | 0.01 | 0.00098268 Total opt. time = 0.71 Problem setup time = 0.39 (55.07%) Inner solver time = 0.14 (20.12%) Gradient updating time = 0.17 (24.55%) Working set time = 0.00 (0.23%) optimization finished, #iter = 4 nu = 0.259435 obj = -2064.797106, rho = -0.834045 nSV = 787, nBSV = 112 0.02 | 0.147447 906 | 0.01 | 0.01 | 0.000945902 Total opt. time = 0.72 Problem setup time = 0.39 (53.64%) Inner solver time = 0.16 (21.65%) Gradient updating time = 0.18 (24.45%) Working set time = 0.00 (0.22%) optimization finished, #iter = 4 nu = 0.311078 obj = -2848.355544, rho = -0.138534 nSV = 825, nBSV = 218 4 | 0.02 | 993 | 0.02 | 0.01 | 0.000975594 Total opt. time = 0.76 Problem setup time = 0.37 (48.80%) Inner solver time = 0.18 (24.32%) Gradient updating time = 0.20 (26.63%) Working set time = 0.00 (0.22%) optimization finished, #iter = 4 nu = 0.335540 obj = -2856.950916, rho = 0.202458 nSV = 898, nBSV = 197 1 | 0.18 | 1905 | 0.03 | 0.06 | 3.81441 2 | 0.10 | 2233 | 0.04 | 0.04 | 1.02516 3 | 0.04 | 1424 | 0.02 | 0.01 | 0.00740859 4 | 0.02 | 87 | 0.00 | 0.00 | 0.000976647 Total opt. time = 0.55 Problem setup time = 0.34 (61.91%) Inner solver time = 0.09 (16.85%) Gradient updating time = 0.11 (20.91%) Working set time = 0.00 (0.30%) optimization finished, #iter = 4 nu = 0.147065 obj = -1154.729949, rho = 0.896598 nSV = 547, nBSV = 64 156 classifier 387: 3-10 with 1361 and 1361 samples 485 classifier 388: 10-31 with 1355 and 1355 samples 628 classifier 389: 14-20 with 1354 and 1354 samples 482 classifier 390: 10-28 with 1353 and 1353 samples 847 classifier 391: 20-38 with 1353 and 1353 samples 497 classifier 392: 10-43 with 1351 and 1351 samples 16 classifier 394: 0-17 with 1350 and 1350 samples 489 classifier 395: 10-35 with 1345 and 1345 samples 761 classifier 402: 17-48 with 1312 and 1312 samples 11 classifier 393: 0-12 with 1350 and 1350 samples 487 classifier 396: 10-33 with 1333 and 1333 samples 486 classifier 399: 10-32 with 1320 and 1320 samples 494 classifier 397: 10-40 with 1329 and 1329 samples 805 classifier 398: 19-27 with 1324 and 1324 samples 581 classifier 401: 12-48 with 1312 and 1312 samples 300 classifier 400: 6-16 with 1317 and 1317 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1323 | 0.01 | 1328 | 0.01 | 787 | 0.01 | 858 | 0.01 | 1064 | 0.01 | 998 | 0.01 | 1001 | 0.01 | 1369 | 0.01 | 1636 | 0.02 | 1447 | 0.02 | 2155 | 0.03 | 0.02 | 3.19124 1700 | 0.03 | 2475 | 0.04 | 0.03 | 4.41819 0.03 | 3.52577 2640 | 0.04 | 0.03 | 4.71482 2581 | 0.04 | 0.03 | 4.56486 0.04 | 3.99285 0.04 | 3.8893 3300 | 0.05 | 0.04 | 3.24545 0.04 | 4.01787 0.05 | 4.44461 0.04 | 4.48704 0.05 | 4.64601 2 | 0.05 | 1003 | 0.01 | 0.06 | 4.81523 0.06 | 3.91576 0.01 | 0.410528 0.06 | 4.09478 2 | 0.07 | 2 | 0.08 | 2 | 0.08 | 1146 | 0.01 | 2 | 0.08 | 0.07 | 5.97648 982 | 0.01 | 1251 | 0.01 | 3 | 0.03 | 2 | 0.08 | 423 | 0.00 | 0.02 | 0.485613 0.00 | 0.000969402 Total opt. time = 0.32 Problem setup time = 0.26 (81.89%) Inner solver time = 0.02 (6.52%) Gradient updating time = 0.04 (11.18%) Working set time = 0.00 (0.34%) optimization finished, #iter = 3 nu = 0.057790 obj = -415.008565, rho = -1.556652 nSV = 209, nBSV = 17 0.02 | 0.289707 1655 | 0.02 | 2 | 0.10 | 964 | 0.01 | 0.02 | 0.19714 2 | 0.10 | 2 | 0.09 | 1497 | 0.02 | 2 | 0.10 | 0.02 | 0.54151 0.03 | 0.261536 2 | 0.09 | 3 | 0.03 | 3 | 0.03 | 597 | 0.01 | 1382 | 0.02 | 2 | 0.11 | 459 | 0.01 | 1733 | 0.02 | 0.01 | 0.0681394 0.01 | 0.00092461 Total opt. time = 0.37 Problem setup time = 0.29 (79.23%) Inner solver time = 0.02 (6.66%) Gradient updating time = 0.05 (13.74%) Working set time = 0.00 (0.30%) optimization finished, #iter = 3 nu = 0.041129 obj = -282.029122, rho = -1.022315 nSV = 278, nBSV = 4 1658 | 0.03 | 0.03 | 0.822311 3 | 0.04 | 4 | 0.01 | 559 | 0.01 | 1780 | 0.03 | 205 | 0.00 | 3 | 0.03 | 0.00 | 0.000981484 Total opt. time = 0.38 Problem setup time = 0.30 (77.51%) Inner solver time = 0.03 (7.96%) Gradient updating time = 0.05 (14.04%) Working set time = 0.00 (0.42%) optimization finished, #iter = 4 nu = 0.080593 obj = -645.097963, rho = -1.213208 nSV = 283, nBSV = 38 0.01 | 0.000918893 Total opt. time = 0.38 Problem setup time = 0.29 (76.43%) Inner solver time = 0.03 (7.91%) Gradient updating time = 0.06 (15.31%) Working set time = 0.00 (0.28%) optimization finished, #iter = 3 nu = 0.073434 obj = -615.479793, rho = -1.394948 nSV = 325, nBSV = 33 2 | 0.11 | 2077 | 0.03 | 0.03 | 0.270427 0.03 | 1.22741 575 | 0.01 | 3 | 0.04 | 0.01 | 0.000954372 Total opt. time = 0.39 Problem setup time = 0.30 (75.20%) Inner solver time = 0.03 (7.74%) Gradient updating time = 0.07 (16.73%) Working set time = 0.00 (0.27%) optimization finished, #iter = 3 nu = 0.065808 obj = -534.028858, rho = -0.894464 nSV = 344, nBSV = 34 2 | 0.11 | 863 | 0.01 | 0.04 | 1.02043 0.01 | 0.000974203 Total opt. time = 0.41 Problem setup time = 0.29 (72.56%) Inner solver time = 0.04 (10.43%) Gradient updating time = 0.07 (16.70%) Working set time = 0.00 (0.26%) optimization finished, #iter = 3 nu = 0.099140 obj = -806.809450, rho = -1.555599 nSV = 392, nBSV = 45 2 | 0.13 | 0.04 | 1.73254 3 | 0.04 | 0.03 | 0.844363 696 | 0.01 | 3 | 0.03 | 3 | 0.04 | 2 | 0.12 | 0.01 | 0.0925477 720 | 0.01 | 2923 | 0.05 | 0.01 | 0.0244203 711 | 0.01 | 0.01 | 0.000979797 Total opt. time = 0.44 Problem setup time = 0.32 (72.31%) Inner solver time = 0.04 (9.23%) Gradient updating time = 0.08 (18.15%) Working set time = 0.00 (0.25%) optimization finished, #iter = 3 nu = 0.054764 obj = -412.561211, rho = -0.779843 nSV = 403, nBSV = 12 4 | 0.02 | 2963 | 0.04 | 3 | 0.04 | 211 | 0.00 | 3119 | 0.05 | 4 | 0.01 | 0.00 | 0.000945755 Total opt. time = 0.45 Problem setup time = 0.33 (72.82%) Inner solver time = 0.04 (9.18%) Gradient updating time = 0.08 (17.59%) Working set time = 0.00 (0.36%) optimization finished, #iter = 4 nu = 0.088048 obj = -677.221585, rho = -1.045212 nSV = 396, nBSV = 28 3 | 0.04 | 137 | 0.00 | 0.00 | 0.000948883 Total opt. time = 0.46 Problem setup time = 0.33 (72.67%) Inner solver time = 0.05 (11.28%) Gradient updating time = 0.07 (15.63%) Working set time = 0.00 (0.36%) optimization finished, #iter = 4 nu = 0.104543 obj = -733.999887, rho = -0.766373 nSV = 399, nBSV = 27 125 classifier 403: 2-27 with 1311 and 1311 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 3 | 0.04 | 1221 | 0.02 | 994 | 0.02 | 1126 | 0.01 | 0.01 | 0.0505009 0.01 | 0.000987951 Total opt. time = 0.48 Problem setup time = 0.31 (64.75%) Inner solver time = 0.07 (14.59%) Gradient updating time = 0.10 (20.38%) Working set time = 0.00 (0.23%) optimization finished, #iter = 3 nu = 0.111971 obj = -826.537088, rho = 0.627023 nSV = 512, nBSV = 33 0.01 | 0.0270669 0.05 | 1.17119 3417 | 0.06 | 0.05 | 0.69407 4 | 0.02 | 4 | 0.02 | 223 | 0.00 | 143 | 0.00 | 0.00 | 0.000968818 Total opt. time = 0.50 Problem setup time = 0.34 (66.61%) Inner solver time = 0.07 (13.85%) Gradient updating time = 0.10 (19.15%) Working set time = 0.00 (0.33%) optimization finished, #iter = 4 nu = 0.083079 obj = -628.539852, rho = 0.872510 nSV = 443, nBSV = 28 0.00 | 0.000992758 Total opt. time = 0.50 Problem setup time = 0.35 (68.84%) Inner solver time = 0.07 (13.94%) Gradient updating time = 0.08 (16.83%) Working set time = 0.00 (0.32%) optimization finished, #iter = 4 nu = 0.157949 obj = -1146.178263, rho = -1.209933 nSV = 480, nBSV = 60 0.06 | 0.685783 3 | 0.05 | 3 | 0.04 | 0.06 | 1.32761 3 | 0.05 | 1756 | 0.03 | 1533 | 0.02 | 0.01 | 0.0369462 0.01 | 0.011811 1561 | 0.03 | 4 | 0.02 | 4 | 0.02 | 150 | 0.00 | 195 | 0.00 | 0.00 | 0.000997744 Total opt. time = 0.60 Problem setup time = 0.37 (61.55%) Inner solver time = 0.10 (17.60%) Gradient updating time = 0.12 (20.54%) Working set time = 0.00 (0.27%) optimization finished, #iter = 4 nu = 0.199718 obj = -1485.872298, rho = -0.534756 nSV = 664, nBSV = 72 0.01 | 0.00633005 0.00 | 0.000941275 Total opt. time = 0.60 Problem setup time = 0.35 (58.69%) Inner solver time = 0.12 (19.31%) Gradient updating time = 0.13 (21.69%) Working set time = 0.00 (0.27%) optimization finished, #iter = 4 nu = 0.188601 obj = -1472.680973, rho = 0.011894 nSV = 656, nBSV = 71 3 | 0.05 | 4 | 0.02 | 78 | 0.00 | 0.00 | 0.000999388 Total opt. time = 0.62 Problem setup time = 0.36 (57.42%) Inner solver time = 0.12 (19.93%) Gradient updating time = 0.14 (22.36%) Working set time = 0.00 (0.26%) optimization finished, #iter = 4 nu = 0.174949 obj = -1270.072411, rho = 0.590981 nSV = 697, nBSV = 48 1 | 0.18 | 2538 | 0.04 | 0.02 | 0.145394 2157 | 0.03 | 4 | 0.02 | 700 | 0.01 | 0.01 | 0.000982608 Total opt. time = 0.69 Problem setup time = 0.37 (53.89%) Inner solver time = 0.16 (23.63%) Gradient updating time = 0.15 (22.21%) Working set time = 0.00 (0.23%) optimization finished, #iter = 4 nu = 0.358248 obj = -2968.465873, rho = -0.091411 nSV = 859, nBSV = 235 0.05 | 3.76752 2 | 0.11 | 2307 | 0.03 | 0.03 | 0.601211 3 | 0.04 | 1272 | 0.02 | 0.01 | 0.0639444 4 | 0.02 | 494 | 0.01 | 0.00 | 0.000978398 Total opt. time = 0.52 Problem setup time = 0.34 (64.92%) Inner solver time = 0.08 (16.21%) Gradient updating time = 0.10 (18.52%) Working set time = 0.00 (0.31%) optimization finished, #iter = 4 nu = 0.158846 obj = -1260.896766, rho = -0.188193 nSV = 543, nBSV = 81 713 classifier 404: 16-34 with 1308 and 1308 samples 738 classifier 406: 17-25 with 1306 and 1306 samples 558 classifier 405: 12-25 with 1306 and 1306 samples 723 classifier 407: 16-44 with 1305 and 1305 samples 484 classifier 409: 10-30 with 1298 and 1298 samples 491 classifier 410: 10-37 with 1298 and 1298 samples 840 classifier 411: 20-31 with 1295 and 1295 samples 166 classifier 408: 3-20 with 1301 and 1301 samples 554 classifier 419: 12-21 with 1275 and 1275 samples 837 classifier 413: 20-28 with 1293 and 1293 samples 580 classifier 414: 12-47 with 1292 and 1292 samples 480 classifier 412: 10-26 with 1294 and 1294 samples 852 classifier 417: 20-43 with 1291 and 1291 samples 499 classifier 416: 10-45 with 1291 and 1291 samples 760 classifier 415: 17-47 with 1292 and 1292 samples 844 classifier 418: 20-35 with 1285 and 1285 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 555 | 0.00 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 785 | 0.01 | 449 | 0.00 | 469 | 0.00 | 826 | 0.01 | 1223 | 0.01 | 0.01 | 2.86126 1135 | 0.01 | 877 | 0.01 | 1418 | 0.02 | 0.01 | 3.4333 1960 | 0.02 | 1634 | 0.02 | 1880 | 0.02 | 0.02 | 2.44408 2007 | 0.02 | 1962 | 0.03 | 0.02 | 3.73201 2170 | 0.03 | 0.03 | 5.67865 2779 | 0.04 | 0.03 | 3.08132 0.03 | 4.2934 0.03 | 2.85786 0.04 | 3.65893 0.04 | 3.89866 0.04 | 4.39173 2 | 0.05 | 0.04 | 4.53676 2 | 0.05 | 545 | 0.01 | 499 | 0.00 | 0.05 | 4.95697 0.05 | 4.68762 0.05 | 4.48597 0.01 | 0.158718 0.01 | 0.342264 2 | 0.05 | 2 | 0.06 | 0.06 | 5.16724 882 | 0.01 | 456 | 0.00 | 2 | 0.07 | 3 | 0.02 | 3 | 0.02 | 211 | 0.00 | 0.01 | 0.103326 0.01 | 0.786071 0.00 | 0.000998045 Total opt. time = 0.28 Problem setup time = 0.25 (88.14%) Inner solver time = 0.01 (3.60%) Gradient updating time = 0.02 (7.80%) Working set time = 0.00 (0.38%) optimization finished, #iter = 3 nu = 0.035478 obj = -242.401169, rho = -1.415379 nSV = 132, nBSV = 8 314 | 0.00 | 0.00 | 0.000970674 Total opt. time = 0.29 Problem setup time = 0.24 (85.21%) Inner solver time = 0.01 (4.56%) Gradient updating time = 0.03 (9.79%) Working set time = 0.00 (0.38%) optimization finished, #iter = 3 nu = 0.037075 obj = -261.281303, rho = -1.255255 nSV = 172, nBSV = 11 902 | 0.01 | 2 | 0.06 | 844 | 0.01 | 0.02 | 0.82636 3 | 0.02 | 3 | 0.02 | 180 | 0.00 | 0.00 | 0.000963046 Total opt. time = 0.31 Problem setup time = 0.27 (85.44%) Inner solver time = 0.01 (3.56%) Gradient updating time = 0.03 (10.58%) Working set time = 0.00 (0.35%) optimization finished, #iter = 3 nu = 0.017950 obj = -117.016443, rho = -0.990899 nSV = 203, nBSV = 2 575 | 0.01 | 0.00 | 0.000952632 Total opt. time = 0.32 Problem setup time = 0.26 (81.36%) Inner solver time = 0.02 (6.88%) Gradient updating time = 0.04 (11.34%) Working set time = 0.00 (0.35%) optimization finished, #iter = 3 nu = 0.060264 obj = -444.062096, rho = -1.633979 nSV = 219, nBSV = 27 2 | 0.09 | 0.02 | 0.540982 2 | 0.09 | 2 | 0.09 | 3 | 0.03 | 1303 | 0.02 | 1395 | 0.02 | 2 | 0.10 | 508 | 0.01 | 1399 | 0.02 | 0.01 | 0.000955018 Total opt. time = 0.35 Problem setup time = 0.27 (78.47%) Inner solver time = 0.02 (7.04%) Gradient updating time = 0.05 (14.13%) Working set time = 0.00 (0.31%) optimization finished, #iter = 3 nu = 0.046346 obj = -342.929621, rho = -0.946077 nSV = 286, nBSV = 20 3 | 0.02 | 394 | 0.01 | 2 | 0.11 | 0.00 | 0.00097937 Total opt. time = 0.36 Problem setup time = 0.27 (75.84%) Inner solver time = 0.03 (8.43%) Gradient updating time = 0.05 (15.36%) Working set time = 0.00 (0.31%) optimization finished, #iter = 3 nu = 0.034789 obj = -234.190236, rho = 0.669567 nSV = 312, nBSV = 7 2 | 0.11 | 2 | 0.10 | 0.03 | 0.200425 1655 | 0.02 | 2 | 0.11 | 0.03 | 1.24734 0.02 | 0.477068 2 | 0.12 | 2045 | 0.03 | 2136 | 0.03 | 0.02 | 0.50753 2330 | 0.03 | 2244 | 0.03 | 2 | 0.12 | 3 | 0.03 | 3 | 0.04 | 478 | 0.01 | 3 | 0.04 | 2303 | 0.03 | 820 | 0.01 | 0.01 | 0.000979047 Total opt. time = 0.41 Problem setup time = 0.31 (74.84%) Inner solver time = 0.04 (8.54%) Gradient updating time = 0.07 (16.31%) Working set time = 0.00 (0.26%) optimization finished, #iter = 3 nu = 0.047194 obj = -324.253112, rho = -0.546992 nSV = 397, nBSV = 5 0.03 | 0.675321 0.01 | 0.000979977 Total opt. time = 0.41 Problem setup time = 0.30 (73.27%) Inner solver time = 0.04 (10.29%) Gradient updating time = 0.07 (16.13%) Working set time = 0.00 (0.25%) optimization finished, #iter = 3 nu = 0.094890 obj = -670.454507, rho = -1.026738 nSV = 382, nBSV = 29 0.03 | 0.731778 962 | 0.01 | 3 | 0.03 | 0.03 | 0.688893 0.01 | 0.00295234 610 | 0.01 | 0.04 | 1.1853 0.01 | 0.000995728 Total opt. time = 0.43 Problem setup time = 0.32 (73.18%) Inner solver time = 0.05 (11.10%) Gradient updating time = 0.07 (15.43%) Working set time = 0.00 (0.25%) optimization finished, #iter = 3 nu = 0.099876 obj = -683.516399, rho = -0.563721 nSV = 422, nBSV = 25 2879 | 0.04 | 0.04 | 1.01643 4 | 0.02 | 26 | 0.00 | 0.00 | 0.000946012 Total opt. time = 0.45 Problem setup time = 0.33 (74.53%) Inner solver time = 0.04 (9.59%) Gradient updating time = 0.07 (15.47%) Working set time = 0.00 (0.36%) optimization finished, #iter = 4 nu = 0.067450 obj = -463.348092, rho = -0.865504 nSV = 397, nBSV = 14 3 | 0.04 | 3 | 0.04 | 3 | 0.04 | 1055 | 0.01 | 1181 | 0.02 | 3 | 0.04 | 0.01 | 0.0491623 0.04 | 0.858432 0.01 | 0.0272298 1397 | 0.02 | 3 | 0.04 | 4 | 0.02 | 0.01 | 0.0747004 1533 | 0.02 | 247 | 0.00 | 4 | 0.02 | 0.00 | 0.00091378 Total opt. time = 0.50 Problem setup time = 0.34 (68.08%) Inner solver time = 0.07 (14.12%) Gradient updating time = 0.09 (17.42%) Working set time = 0.00 (0.32%) optimization finished, #iter = 4 nu = 0.106941 obj = -730.464184, rho = -0.637900 nSV = 508, nBSV = 19 734 classifier 420: 17-21 with 1275 and 1275 samples 87 | 0.00 | Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 0.00 | 0.000999665 Total opt. time = 0.50 Problem setup time = 0.35 (68.79%) Inner solver time = 0.07 (13.42%) Gradient updating time = 0.09 (17.43%) Working set time = 0.00 (0.32%) optimization finished, #iter = 4 nu = 0.136688 obj = -942.511175, rho = -1.065929 nSV = 512, nBSV = 37 0.01 | 0.0508987 1412 | 0.02 | 4 | 0.02 | 0.01 | 0.000993755 Total opt. time = 0.52 Problem setup time = 0.34 (66.23%) Inner solver time = 0.08 (15.31%) Gradient updating time = 0.09 (18.21%) Working set time = 0.00 (0.21%) optimization finished, #iter = 3 nu = 0.124592 obj = -858.692738, rho = -0.068108 nSV = 547, nBSV = 23 359 | 0.01 | 0.01 | 0.00099357 Total opt. time = 0.52 Problem setup time = 0.35 (66.02%) Inner solver time = 0.08 (15.53%) Gradient updating time = 0.09 (18.10%) Working set time = 0.00 (0.30%) optimization finished, #iter = 4 nu = 0.155050 obj = -1211.946874, rho = -0.788184 nSV = 536, nBSV = 67 4 | 0.02 | 3 | 0.05 | 388 | 0.01 | 0.01 | 0.000952508 Total opt. time = 0.53 Problem setup time = 0.35 (65.59%) Inner solver time = 0.08 (15.34%) Gradient updating time = 0.10 (18.72%) Working set time = 0.00 (0.30%) optimization finished, #iter = 4 nu = 0.152748 obj = -1135.905258, rho = -0.937125 nSV = 529, nBSV = 52 1873 | 0.03 | 0.01 | 0.0944328 4 | 0.02 | 561 | 0.01 | 0.01 | 0.000994087 Total opt. time = 0.60 Problem setup time = 0.36 (60.97%) Inner solver time = 0.11 (19.27%) Gradient updating time = 0.12 (19.45%) Working set time = 0.00 (0.27%) optimization finished, #iter = 4 nu = 0.219095 obj = -1600.722473, rho = -0.383407 nSV = 677, nBSV = 93 1 | 0.18 | 1895 | 0.02 | 0.04 | 4.463 2 | 0.10 | 1843 | 0.02 | 0.03 | 0.79446 3 | 0.03 | 988 | 0.01 | 0.01 | 0.0359565 4 | 0.01 | 208 | 0.00 | 0.00 | 0.00096967 Total opt. time = 0.47 Problem setup time = 0.32 (69.65%) Inner solver time = 0.06 (13.18%) Gradient updating time = 0.08 (16.79%) Working set time = 0.00 (0.35%) optimization finished, #iter = 4 nu = 0.131952 obj = -930.318182, rho = -0.372584 nSV = 489, nBSV = 36 495 classifier 421: 10-41 with 1274 and 1274 samples 842 classifier 422: 20-33 with 1273 and 1273 samples 572 classifier 423: 12-39 with 1272 and 1272 samples 557 classifier 426: 12-24 with 1265 and 1265 samples 849 classifier 425: 20-40 with 1269 and 1269 samples 737 classifier 427: 17-24 with 1265 and 1265 samples 251 classifier 428: 5-12 with 1263 and 1263 samples 752 classifier 424: 17-39 with 1272 and 1272 samples 759 classifier 436: 17-46 with 1255 and 1255 samples 256 classifier 429: 5-17 with 1263 and 1263 samples 505 classifier 430: 10-51 with 1262 and 1262 samples 575 classifier 432: 12-42 with 1258 and 1258 samples 841 classifier 431: 20-32 with 1260 and 1260 samples 755 classifier 433: 17-42 with 1258 and 1258 samples 579 classifier 435: 12-46 with 1255 and 1255 samples 503 classifier 434: 10-49 with 1256 and 1256 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 589 | 0.01 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 303 | 0.00 | 424 | 0.00 | 450 | 0.00 | 760 | 0.01 | 969 | 0.01 | 1214 | 0.01 | 1613 | 0.02 | 0.01 | 2.73993 1656 | 0.02 | 0.02 | 1.76694 0.02 | 1.92392 0.02 | 2.08102 1902 | 0.03 | 1950 | 0.02 | 2259 | 0.03 | 2176 | 0.03 | 2147 | 0.03 | 2279 | 0.03 | 2288 | 0.03 | 0.02 | 3.11808 0.03 | 3.12604 0.03 | 2.80363 0.04 | 2.46919 0.03 | 4.09715 2 | 0.04 | 0.04 | 3.63446 0.04 | 3.54336 385 | 0.00 | 0.04 | 4.03743 0.04 | 5.70781 0.01 | 0.201012 0.04 | 5.12703 0.04 | 3.87347 0.04 | 4.32811 2 | 0.06 | 257 | 0.00 | 2 | 0.06 | 3 | 0.02 | 183 | 0.00 | 0.00 | 0.000894343 Total opt. time = 0.27 Problem setup time = 0.24 (88.94%) Inner solver time = 0.01 (3.35%) Gradient updating time = 0.02 (7.23%) Working set time = 0.00 (0.40%) optimization finished, #iter = 3 nu = 0.020786 obj = -138.320915, rho = -1.160827 nSV = 128, nBSV = 3 499 | 0.01 | 2 | 0.07 | 0.01 | 0.000999367 Total opt. time = 0.27 Problem setup time = 0.24 (88.33%) Inner solver time = 0.01 (1.98%) Gradient updating time = 0.03 (9.43%) Working set time = 0.00 (0.20%) optimization finished, #iter = 2 nu = 0.008309 obj = -52.181752, rho = -0.994269 nSV = 176, nBSV = 0 371 | 0.00 | 2 | 0.06 | 2 | 0.07 | 0.01 | 0.139174 0.01 | 0.000991168 Total opt. time = 0.29 Problem setup time = 0.25 (86.58%) Inner solver time = 0.01 (2.89%) Gradient updating time = 0.03 (10.29%) Working set time = 0.00 (0.19%) optimization finished, #iter = 2 nu = 0.010783 obj = -68.039287, rho = -0.896748 nSV = 228, nBSV = 0 685 | 0.01 | 946 | 0.01 | 0.01 | 0.289501 2 | 0.08 | 0.02 | 0.341297 3 | 0.02 | 144 | 0.00 | 0.00 | 0.000902677 Total opt. time = 0.31 Problem setup time = 0.26 (82.94%) Inner solver time = 0.01 (4.41%) Gradient updating time = 0.04 (12.26%) Working set time = 0.00 (0.34%) optimization finished, #iter = 3 nu = 0.016202 obj = -104.842249, rho = -0.915080 nSV = 256, nBSV = 1 1129 | 0.01 | 3 | 0.02 | 2 | 0.09 | 271 | 0.00 | 2 | 0.08 | 0.01 | 0.671013 0.00 | 0.000917308 Total opt. time = 0.33 Problem setup time = 0.27 (80.97%) Inner solver time = 0.02 (5.83%) Gradient updating time = 0.04 (12.81%) Working set time = 0.00 (0.32%) optimization finished, #iter = 3 nu = 0.047379 obj = -340.189834, rho = -0.989751 nSV = 250, nBSV = 22 2 | 0.08 | 2 | 0.10 | 3 | 0.03 | 1533 | 0.02 | 2 | 0.10 | 557 | 0.01 | 0.01 | 0.00415267 3 | 0.02 | 1902 | 0.02 | 2112 | 0.03 | 2 | 0.11 | 521 | 0.01 | 2025 | 0.03 | 0.02 | 0.45968 2 | 0.11 | 0.00 | 0.0325346 2 | 0.11 | 2 | 0.11 | 1978 | 0.03 | 4 | 0.02 | 20 | 0.00 | 0.00 | 0.000955838 Total opt. time = 0.37 Problem setup time = 0.30 (79.90%) Inner solver time = 0.03 (7.28%) Gradient updating time = 0.05 (12.32%) Working set time = 0.00 (0.43%) optimization finished, #iter = 4 nu = 0.057130 obj = -390.610793, rho = -0.998178 nSV = 282, nBSV = 13 0.02 | 0.615692 4 | 0.01 | 154 | 0.00 | 0.00 | 0.00093661 Total opt. time = 0.38 Problem setup time = 0.30 (77.72%) Inner solver time = 0.03 (8.92%) Gradient updating time = 0.05 (12.85%) Working set time = 0.00 (0.42%) optimization finished, #iter = 4 nu = 0.064816 obj = -432.111498, rho = -0.771032 nSV = 298, nBSV = 12 0.02 | 1.01486 2182 | 0.03 | 0.03 | 0.762929 3 | 0.03 | 0.03 | 0.439475 2381 | 0.03 | 2262 | 0.03 | 2349 | 0.03 | 579 | 0.01 | 0.01 | 0.000959145 Total opt. time = 0.40 Problem setup time = 0.29 (73.02%) Inner solver time = 0.05 (11.47%) Gradient updating time = 0.06 (15.19%) Working set time = 0.00 (0.27%) optimization finished, #iter = 3 nu = 0.101818 obj = -729.871054, rho = -0.713457 nSV = 424, nBSV = 33 3 | 0.04 | 3 | 0.03 | 0.03 | 0.844645 3 | 0.03 | 0.03 | 1.05467 0.03 | 1.04334 0.03 | 0.930527 3 | 0.03 | 1032 | 0.01 | 0.01 | 0.0459243 1009 | 0.02 | 1402 | 0.02 | 941 | 0.01 | 0.01 | 0.00511822 0.01 | 0.127715 0.01 | 0.000952704 Total opt. time = 0.45 Problem setup time = 0.31 (70.52%) Inner solver time = 0.06 (13.60%) Gradient updating time = 0.07 (15.60%) Working set time = 0.00 (0.24%) optimization finished, #iter = 3 nu = 0.113574 obj = -749.791397, rho = -1.071021 nSV = 468, nBSV = 26 4 | 0.02 | 241 | 0.00 | 0.00 | 0.000985897 Total opt. time = 0.46 Problem setup time = 0.33 (72.92%) Inner solver time = 0.06 (12.55%) Gradient updating time = 0.06 (14.11%) Working set time = 0.00 (0.35%) optimization finished, #iter = 4 nu = 0.130082 obj = -882.412319, rho = -0.939303 nSV = 422, nBSV = 38 476 classifier 437: 10-22 with 1254 and 1254 samples 4 | 0.02 | Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 42 | 0.00 | 0.00 | 0.000997044 Total opt. time = 0.46 Problem setup time = 0.31 (66.51%) Inner solver time = 0.08 (16.32%) Gradient updating time = 0.08 (16.77%) Working set time = 0.00 (0.35%) optimization finished, #iter = 4 nu = 0.130159 obj = -931.375100, rho = 0.478159 nSV = 512, nBSV = 44 4 | 0.02 | 3 | 0.04 | 3 | 0.04 | 3 | 0.04 | 504 | 0.01 | 3 | 0.04 | 0.01 | 0.000985052 Total opt. time = 0.47 Problem setup time = 0.30 (63.75%) Inner solver time = 0.09 (19.27%) Gradient updating time = 0.08 (16.59%) Working set time = 0.00 (0.34%) optimization finished, #iter = 4 nu = 0.175787 obj = -1302.675364, rho = 0.477272 nSV = 511, nBSV = 79 1309 | 0.02 | 1368 | 0.02 | 1463 | 0.02 | 0.01 | 0.0175281 1624 | 0.02 | 0.01 | 0.0508931 0.01 | 0.0150142 0.01 | 0.103473 4 | 0.02 | 130 | 0.00 | 4 | 0.02 | 4 | 0.02 | 0.00 | 0.000973005 Total opt. time = 0.51 Problem setup time = 0.35 (68.29%) Inner solver time = 0.07 (14.35%) Gradient updating time = 0.09 (17.01%) Working set time = 0.00 (0.31%) optimization finished, #iter = 4 nu = 0.168014 obj = -1247.912125, rho = -0.666991 nSV = 532, nBSV = 73 217 | 0.00 | 326 | 0.01 | 0.00 | 0.000969278 Total opt. time = 0.52 Problem setup time = 0.35 (68.06%) Inner solver time = 0.08 (15.43%) Gradient updating time = 0.08 (16.16%) Working set time = 0.00 (0.30%) optimization finished, #iter = 4 nu = 0.179691 obj = -1274.143676, rho = -1.171152 nSV = 514, nBSV = 71 4 | 0.02 | 0.00 | 0.000983728 Total opt. time = 0.52 Problem setup time = 0.35 (66.52%) Inner solver time = 0.08 (15.92%) Gradient updating time = 0.09 (17.21%) Working set time = 0.00 (0.31%) optimization finished, #iter = 4 nu = 0.156380 obj = -1123.706719, rho = -0.865272 nSV = 570, nBSV = 58 508 | 0.01 | 0.01 | 0.000991305 Total opt. time = 0.53 Problem setup time = 0.35 (66.47%) Inner solver time = 0.08 (15.98%) Gradient updating time = 0.09 (17.21%) Working set time = 0.00 (0.29%) optimization finished, #iter = 4 nu = 0.231034 obj = -1809.463822, rho = -0.720831 nSV = 601, nBSV = 133 1 | 0.18 | 298 | 0.00 | 0.01 | 2.06123 2 | 0.02 | 279 | 0.00 | 0.00 | 0.0288396 3 | 0.01 | 95 | 0.00 | 0.00 | 0.00095048 Total opt. time = 0.23 Problem setup time = 0.21 (91.19%) Inner solver time = 0.01 (2.49%) Gradient updating time = 0.01 (5.77%) Working set time = 0.00 (0.47%) optimization finished, #iter = 3 nu = 0.020667 490 classifier 438: 10-36 with 1251 and 1251 samples obj = -156.569431, rho = -2.387465 22 classifier 439: 0-23 with 1250 and 1250 samples 504 classifier 440: 10-50 with 1250 and 1250 samples 706 classifier 441: 16-27 with 1248 and 1248 samples nSV = 86, nBSV = 10 846 classifier 443: 20-37 with 1238 and 1238 samples 835 classifier 444: 20-26 with 1234 and 1234 samples 551 classifier 445: 12-18 with 1233 and 1233 samples 571 classifier 453: 12-38 with 1212 and 1212 samples 839 classifier 442: 20-30 with 1238 and 1238 samples 854 classifier 447: 20-45 with 1231 and 1231 samples 731 classifier 446: 17-18 with 1233 and 1233 samples 850 classifier 450: 20-41 with 1214 and 1214 samples 430 classifier 449: 9-17 with 1222 and 1222 samples 425 classifier 448: 9-12 with 1222 and 1222 samples 625 classifier 452: 14-17 with 1213 and 1213 samples 547 classifier 451: 12-14 with 1213 and 1213 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 159 | 0.00 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 104 | 0.00 | 0.00 | 1.12408 504 | 0.00 | 0.01 | 2.73914 602 | 0.01 | 521 | 0.01 | 612 | 0.01 | 613 | 0.01 | 1050 | 0.01 | 1701 | 0.02 | 1819 | 0.02 | 1678 | 0.02 | 1432 | 0.02 | 0.02 | 2.96826 1889 | 0.02 | 1542 | 0.02 | 0.02 | 1.82196 0.02 | 1.86609 0.02 | 3.43072 0.02 | 3.72757 0.02 | 3.04096 2 | 0.02 | 85 | 0.00 | 0.00 | 0.0409114 2685 | 0.04 | 2 | 0.03 | 238 | 0.00 | 0.01 | 0.801237 0.03 | 3.88513 3 | 0.01 | 30 | 0.00 | 0.00 | 0.000883771 Total opt. time = 0.23 Problem setup time = 0.22 (95.42%) Inner solver time = 0.00 (0.82%) Gradient updating time = 0.01 (3.21%) Working set time = 0.00 (0.47%) optimization finished, #iter = 3 nu = 0.006183 obj = -39.151993, rho = -1.243977 nSV = 30, nBSV = 1 0.03 | 3.46047 0.03 | 3.9435 0.03 | 4.00117 2851 | 0.05 | 0.03 | 4.02924 0.03 | 3.7787 3 | 0.02 | 117 | 0.00 | 0.00 | 0.000946664 Total opt. time = 0.25 Problem setup time = 0.23 (92.11%) Inner solver time = 0.00 (1.82%) Gradient updating time = 0.01 (5.53%) Working set time = 0.00 (0.44%) optimization finished, #iter = 3 nu = 0.008940 obj = -55.914758, rho = -1.096132 nSV = 91, nBSV = 0 2 | 0.05 | 0.04 | 3.57398 455 | 0.00 | 2 | 0.06 | 2 | 0.06 | 398 | 0.00 | 0.01 | 0.0248169 2 | 0.06 | 2 | 0.06 | 2 | 0.06 | 521 | 0.01 | 443 | 0.01 | 0.01 | 0.147379 527 | 0.01 | 939 | 0.01 | 0.01 | 0.062911 0.05 | 4.86586 0.01 | 0.602207 0.01 | 0.0233975 0.01 | 0.401131 3 | 0.02 | 42 | 0.00 | 0.00 | 0.00098599 Total opt. time = 0.29 Problem setup time = 0.25 (86.47%) Inner solver time = 0.01 (3.73%) Gradient updating time = 0.03 (9.37%) Working set time = 0.00 (0.37%) optimization finished, #iter = 3 nu = 0.017797 obj = -109.811810, rho = -0.995974 nSV = 158, nBSV = 0 3 | 0.02 | 3 | 0.02 | 113 | 0.00 | 113 | 0.00 | 2 | 0.07 | 0.00 | 0.000971833 Total opt. time = 0.30 Problem setup time = 0.26 (85.71%) Inner solver time = 0.01 (3.88%) Gradient updating time = 0.03 (9.97%) Working set time = 0.00 (0.35%) optimization finished, #iter = 3 nu = 0.014655 obj = -88.957853, rho = -0.919150 nSV = 237, nBSV = 0 0.00 | 0.000964636 Total opt. time = 0.30 Problem setup time = 0.26 (84.96%) Inner solver time = 0.01 (4.38%) Gradient updating time = 0.03 (10.25%) Working set time = 0.00 (0.36%) optimization finished, #iter = 3 nu = 0.015888 obj = -98.344817, rho = -0.960168 nSV = 217, nBSV = 0 3 | 0.02 | 3 | 0.02 | 2 | 0.08 | 104 | 0.00 | 314 | 0.00 | 3 | 0.02 | 0.00 | 0.000948312 Total opt. time = 0.31 Problem setup time = 0.26 (83.68%) Inner solver time = 0.02 (7.17%) Gradient updating time = 0.03 (8.73%) Working set time = 0.00 (0.35%) optimization finished, #iter = 3 nu = 0.062699 obj = -409.646023, rho = -1.434281 nSV = 234, nBSV = 8 751 classifier 454: 17-38 with 1212 and 1212 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 2 | 0.08 | 0.00 | 0.000978778 Total opt. time = 0.31 Problem setup time = 0.26 (84.09%) Inner solver time = 0.01 (4.75%) Gradient updating time = 0.03 (10.75%) Working set time = 0.00 (0.34%) optimization finished, #iter = 3 nu = 0.031390 obj = -210.763903, rho = -0.948760 nSV = 252, nBSV = 11 265 | 0.00 | 0.00 | 0.033909 2 | 0.09 | 1708 | 0.02 | 1323 | 0.02 | 2 | 0.10 | 1396 | 0.02 | 4 | 0.01 | 81 | 0.00 | 0.00 | 0.000913269 Total opt. time = 0.33 Problem setup time = 0.28 (82.64%) Inner solver time = 0.02 (5.08%) Gradient updating time = 0.04 (11.73%) Working set time = 0.00 (0.48%) optimization finished, #iter = 4 nu = 0.019240 obj = -122.990418, rho = -0.936300 nSV = 265, nBSV = 3 2 | 0.10 | 0.02 | 0.750869 0.02 | 0.469127 1877 | 0.02 | 0.02 | 0.411773 1804 | 0.02 | 1847 | 0.02 | 0.02 | 0.828147 3 | 0.03 | 0.02 | 0.680491 3 | 0.03 | 2 | 0.12 | 3 | 0.03 | 662 | 0.01 | 0.02 | 0.935452 0.01 | 0.00574092 850 | 0.01 | 0.01 | 0.000993495 784 | 0.01 | Total opt. time = 0.39 Problem setup time = 0.28 (71.66%) Inner solver time = 0.06 (14.99%) Gradient updating time = 0.05 (13.04%) Working set time = 0.00 (0.27%) optimization finished, #iter = 3 nu = 0.133768 obj = -899.249261, rho = 1.283563 nSV = 417, nBSV = 43 0.01 | 0.000972662 Total opt. time = 0.40 Problem setup time = 0.29 (72.96%) Inner solver time = 0.05 (13.25%) Gradient updating time = 0.05 (13.46%) Working set time = 0.00 (0.27%) optimization finished, #iter = 3 nu = 0.096678 obj = -668.640510, rho = 0.450306 nSV = 412, nBSV = 28 2 | 0.12 | 3 | 0.03 | 4 | 0.01 | 85 | 0.00 | 0.00 | 0.000998273 Total opt. time = 0.40 Problem setup time = 0.30 (74.97%) Inner solver time = 0.05 (11.98%) Gradient updating time = 0.05 (12.60%) Working set time = 0.00 (0.39%) optimization finished, #iter = 4 nu = 0.083725 obj = -550.504969, rho = 0.689438 nSV = 361, nBSV = 22 3 | 0.03 | 916 | 0.01 | 2681 | 0.04 | 0.01 | 0.000958245 Total opt. time = 0.42 Problem setup time = 0.30 (72.21%) Inner solver time = 0.05 (13.10%) Gradient updating time = 0.06 (14.39%) Working set time = 0.00 (0.25%) optimization finished, #iter = 3 nu = 0.123894 obj = -879.890211, rho = -0.574485 nSV = 468, nBSV = 31 736 | 0.01 | 3 | 0.03 | 0.01 | 0.000999471 Total opt. time = 0.42 Problem setup time = 0.31 (72.59%) Inner solver time = 0.05 (12.20%) Gradient updating time = 0.06 (14.92%) Working set time = 0.00 (0.25%) optimization finished, #iter = 3 nu = 0.119298 obj = -765.534983, rho = -0.681096 nSV = 483, nBSV = 17 820 | 0.01 | 0.01 | 0.00800627 2772 | 0.05 | 0.03 | 1.14057 4 | 0.01 | 51 | 0.00 | 0.00 | 0.000970641 Total opt. time = 0.45 Problem setup time = 0.33 (72.86%) Inner solver time = 0.06 (12.80%) Gradient updating time = 0.06 (13.93%) Working set time = 0.00 (0.35%) optimization finished, #iter = 4 nu = 0.140046 obj = -911.870982, rho = -0.838081 nSV = 494, nBSV = 30 0.04 | 1.32517 3 | 0.04 | 1 | 0.18 | 1569 | 0.02 | 1544 | 0.02 | 0.01 | 0.030358 3 | 0.04 | 0.03 | 4.32275 4 | 0.02 | 242 | 0.00 | 0.00 | 0.000959559 Total opt. time = 0.54 Problem setup time = 0.35 (64.18%) Inner solver time = 0.10 (18.93%) Gradient updating time = 0.09 (16.56%) Working set time = 0.00 (0.29%) optimization finished, #iter = 4 nu = 0.184164 obj = -1275.337107, rho = -0.155438 nSV = 590, nBSV = 58 1751 | 0.03 | 0.01 | 0.0542276 4 | 0.02 | 252 | 0.01 | 0.00 | 0.000995218 Total opt. time = 0.59 Problem setup time = 0.36 (60.21%) Inner solver time = 0.13 (21.63%) Gradient updating time = 0.11 (17.85%) Working set time = 0.00 (0.27%) optimization finished, #iter = 4 nu = 0.225593 obj = -1571.372165, rho = 0.811021 nSV = 720, nBSV = 82 2 | 0.09 | 1661 | 0.02 | 0.02 | 0.410501 3 | 0.03 | 932 | 0.01 | 0.01 | 0.0339815 4 | 0.01 | 239 | 0.00 | 0.00 | 0.000968181 Total opt. time = 0.42 Problem setup time = 0.31 (74.61%) Inner solver time = 0.05 (12.18%) Gradient updating time = 0.05 (12.78%) Working set time = 0.00 (0.38%) optimization finished, #iter = 4 nu = 0.182205 obj = -1410.588652, rho = -1.004513 nSV = 413, nBSV = 109 944 classifier 455: 23-48 with 1212 and 1212 samples 921 classifier 456: 23-25 with 1206 and 1206 samples 860 classifier 457: 20-51 with 1202 and 1202 samples 18 classifier 458: 0-19 with 1197 and 1197 samples 831 classifier 460: 20-22 with 1194 and 1194 samples 943 classifier 461: 23-47 with 1192 and 1192 samples 845 classifier 462: 20-36 with 1191 and 1191 samples 858 classifier 459: 20-49 with 1196 and 1196 samples 163 classifier 470: 3-17 with 1160 and 1160 samples 859 classifier 463: 20-50 with 1190 and 1190 samples 1 classifier 464: 0-2 with 1184 and 1184 samples 862 classifier 465: 21-23 with 1175 and 1175 samples 935 classifier 466: 23-39 with 1172 and 1172 samples 262 classifier 468: 5-23 with 1163 and 1163 samples 920 classifier 467: 23-24 with 1165 and 1165 samples 158 classifier 469: 3-12 with 1160 and 1160 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 264 | 0.00 | 1 | 0.18 | 1 | 0.18 | 185 | 0.00 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 216 | 0.00 | 0.00 | 0.735057 0.01 | 0.683524 295 | 0.00 | 476 | 0.00 | 0.01 | 0.00743427 1666 | 0.02 | 0.01 | 1.42099 0.02 | 2.13952 1463 | 0.02 | 2137 | 0.03 | 1880 | 0.03 | 2 | 0.02 | 112 | 0.00 | 0.00 | 0.0103384 2080 | 0.03 | 1772 | 0.03 | 2278 | 0.03 | 2265 | 0.03 | 2 | 0.03 | 219 | 0.00 | 1985 | 0.03 | 0.00 | 0.00098944 Total opt. time = 0.22 Problem setup time = 0.20 (93.13%) Inner solver time = 0.00 (1.90%) Gradient updating time = 0.01 (4.66%) Working set time = 0.00 (0.26%) optimization finished, #iter = 2 nu = 0.010814 obj = -65.831406, rho = -1.123426 nSV = 97, nBSV = 1 0.02 | 3.4005 3 | 0.01 | 17 | 0.00 | 0.00 | 0.000974908 Total opt. time = 0.22 Problem setup time = 0.21 (94.93%) Inner solver time = 0.00 (1.22%) Gradient updating time = 0.01 (3.28%) Working set time = 0.00 (0.49%) optimization finished, #iter = 3 nu = 0.006798 obj = -40.585990, rho = -1.325745 nSV = 46, nBSV = 0 2373 | 0.04 | 0.02 | 2.48181 2727 | 0.04 | 0.02 | 2.75213 0.03 | 3.91442 0.03 | 4.03329 0.03 | 4.10433 0.03 | 4.6102 2 | 0.04 | 59 | 0.00 | 0.03 | 3.821 0.03 | 5.56426 0.00 | 0.000950872 Total opt. time = 0.24 Problem setup time = 0.22 (91.86%) Inner solver time = 0.00 (1.27%) Gradient updating time = 0.02 (6.56%) Working set time = 0.00 (0.23%) optimization finished, #iter = 2 nu = 0.003164 obj = -19.175314, rho = -0.986877 nSV = 176, nBSV = 1 0.03 | 4.32622 2 | 0.05 | 192 | 0.00 | 0.01 | 0.00126793 2 | 0.06 | 0.04 | 4.0417 388 | 0.00 | 0.01 | 0.000995524 Total opt. time = 0.27 Problem setup time = 0.24 (87.41%) Inner solver time = 0.01 (3.30%) Gradient updating time = 0.02 (9.02%) Working set time = 0.00 (0.20%) optimization finished, #iter = 2 nu = 0.010405 obj = -62.534412, rho = -0.934042 nSV = 214, nBSV = 0 3 | 0.02 | 3 | 0.00 | 0.00 | 0.000983519 Total opt. time = 0.28 Problem setup time = 0.26 (89.97%) Inner solver time = 0.01 (2.00%) Gradient updating time = 0.02 (7.59%) Working set time = 0.00 (0.38%) optimization finished, #iter = 3 nu = 0.003350 obj = -20.032377, rho = -0.962450 nSV = 214, nBSV = 0 2 | 0.07 | 2 | 0.07 | 2 | 0.09 | 1151 | 0.02 | 2 | 0.08 | 0.01 | 0.022687 1487 | 0.02 | 1516 | 0.02 | 2 | 0.09 | 0.01 | 0.425927 1854 | 0.03 | 2 | 0.09 | 0.01 | 0.123779 2 | 0.10 | 2 | 0.11 | 3 | 0.02 | 71 | 0.00 | 2 | 0.11 | 0.00 | 0.000986503 Total opt. time = 0.35 Problem setup time = 0.27 (78.29%) Inner solver time = 0.04 (11.45%) Gradient updating time = 0.03 (9.89%) Working set time = 0.00 (0.31%) optimization finished, #iter = 3 nu = 0.066688 obj = -424.309280, rho = 0.741899 nSV = 359, nBSV = 14 2 | 0.11 | 0.02 | 0.537764 3 | 0.03 | 1997 | 0.03 | 3 | 0.03 | 702 | 0.01 | 2126 | 0.03 | 2220 | 0.03 | 2158 | 0.03 | 2053 | 0.03 | 2 | 0.11 | 0.01 | 0.00577027 668 | 0.01 | 1951 | 0.03 | 0.01 | 0.00099987 Total opt. time = 0.38 Problem setup time = 0.28 (73.34%) Inner solver time = 0.06 (15.44%) Gradient updating time = 0.04 (10.87%) Working set time = 0.00 (0.28%) optimization finished, #iter = 3 nu = 0.086759 obj = -543.125589, rho = 0.633185 nSV = 416, nBSV = 19 826 classifier 471: 19-48 with 1159 and 1159 samples 3 | 0.03 | Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 0.02 | 0.434018 0.02 | 0.431109 0.02 | 0.318318 4 | 0.01 | 37 | 0.00 | 0.00 | 0.000975202 Total opt. time = 0.40 Problem setup time = 0.31 (77.67%) Inner solver time = 0.05 (11.54%) Gradient updating time = 0.04 (10.34%) Working set time = 0.00 (0.40%) optimization finished, #iter = 4 nu = 0.129876 obj = -829.399974, rho = -1.040308 nSV = 386, nBSV = 43 0.02 | 0.11958 0.02 | 0.969149 1040 | 0.01 | 0.02 | 0.395037 0.01 | 0.000975508 Total opt. time = 0.41 Problem setup time = 0.28 (70.37%) Inner solver time = 0.07 (16.69%) Gradient updating time = 0.05 (12.64%) Working set time = 0.00 (0.26%) optimization finished, #iter = 3 nu = 0.124295 obj = -801.449683, rho = -0.093869 nSV = 463, nBSV = 33 2528 | 0.04 | 3 | 0.03 | 3 | 0.03 | 3 | 0.03 | 3 | 0.04 | 3 | 0.04 | 950 | 0.02 | 3 | 0.03 | 485 | 0.01 | 1110 | 0.02 | 0.01 | 0.00196148 0.01 | 0.000964855 Total opt. time = 0.44 Problem setup time = 0.32 (73.13%) Inner solver time = 0.06 (13.54%) Gradient updating time = 0.06 (13.05%) Working set time = 0.00 (0.24%) optimization finished, #iter = 3 nu = 0.149675 obj = -930.748105, rho = -0.857019 nSV = 526, nBSV = 29 899 | 0.01 | 0.01 | 0.000996893 Total opt. time = 0.45 Problem setup time = 0.30 (66.62%) Inner solver time = 0.09 (20.42%) Gradient updating time = 0.06 (12.66%) Working set time = 0.00 (0.24%) optimization finished, #iter = 3 nu = 0.205455 obj = -1427.546606, rho = 0.632692 nSV = 586, nBSV = 83 0.03 | 0.847389 905 | 0.01 | 1216 | 0.02 | 0.01 | 0.00903957 0.01 | 0.000986202 Total opt. time = 0.45 Problem setup time = 0.33 (72.02%) Inner solver time = 0.06 (14.08%) Gradient updating time = 0.06 (13.61%) Working set time = 0.00 (0.24%) optimization finished, #iter = 3 nu = 0.147839 obj = -982.623822, rho = -0.781646 nSV = 495, nBSV = 47 0.01 | 0.0133276 4 | 0.02 | 35 | 0.00 | 0.00 | 0.000966221 Total opt. time = 0.46 Problem setup time = 0.32 (69.43%) Inner solver time = 0.08 (17.39%) Gradient updating time = 0.06 (12.79%) Working set time = 0.00 (0.34%) optimization finished, #iter = 4 nu = 0.130922 obj = -836.130289, rho = 0.744023 nSV = 534, nBSV = 32 4 | 0.02 | 89 | 0.00 | 0.00 | 0.000984449 Total opt. time = 0.47 Problem setup time = 0.34 (71.92%) Inner solver time = 0.07 (15.08%) Gradient updating time = 0.06 (12.62%) Working set time = 0.00 (0.33%) optimization finished, #iter = 4 nu = 0.171954 obj = -1134.690801, rho = -0.835464 nSV = 554, nBSV = 61 4 | 0.02 | 158 | 0.00 | 0.00 | 0.000959829 Total opt. time = 0.48 Problem setup time = 0.33 (69.51%) Inner solver time = 0.08 (16.04%) Gradient updating time = 0.07 (14.07%) Working set time = 0.00 (0.33%) optimization finished, #iter = 4 nu = 0.187557 obj = -1332.788909, rho = -1.176427 nSV = 527, nBSV = 77 3 | 0.04 | 1242 | 0.02 | 0.01 | 0.0224882 4 | 0.02 | 132 | 0.00 | 0.00 | 0.000977185 Total opt. time = 0.53 Problem setup time = 0.34 (64.17%) Inner solver time = 0.11 (20.69%) Gradient updating time = 0.08 (14.81%) Working set time = 0.00 (0.30%) optimization finished, #iter = 4 nu = 0.195580 obj = -1298.100416, rho = 0.437003 nSV = 641, nBSV = 61 1 | 0.18 | 1623 | 0.02 | 0.02 | 4.15381 2 | 0.10 | 1472 | 0.02 | 0.01 | 0.247597 3 | 0.03 | 598 | 0.01 | 0.00 | 0.000936326 Total opt. time = 0.39 Problem setup time = 0.30 (77.88%) Inner solver time = 0.05 (11.78%) Gradient updating time = 0.04 (10.02%) Working set time = 0.00 (0.28%) optimization finished, #iter = 3 nu = 0.118358 obj = -786.971028, rho = -0.689613 nSV = 397, nBSV = 36 938 classifier 472: 23-42 with 1158 and 1158 samples 942 classifier 473: 23-46 with 1155 and 1155 samples 564 classifier 474: 12-31 with 1154 and 1154 samples 803 classifier 476: 19-25 with 1153 and 1153 samples 561 classifier 477: 12-28 with 1152 and 1152 samples 741 classifier 478: 17-28 with 1152 and 1152 samples 576 classifier 479: 12-43 with 1150 and 1150 samples 744 classifier 475: 17-31 with 1154 and 1154 samples 400 classifier 487: 8-29 with 1132 and 1132 samples 146 classifier 481: 2-48 with 1146 and 1146 samples 756 classifier 480: 17-43 with 1150 and 1150 samples 748 classifier 483: 17-35 with 1144 and 1144 samples 568 classifier 482: 12-35 with 1144 and 1144 samples 123 classifier 484: 2-25 with 1140 and 1140 samples 825 classifier 485: 19-47 with 1139 and 1139 samples 769 classifier 486: 18-23 with 1133 and 1133 samples Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.17 | 1 | 0.18 | 1 | 0.18 | 1322 | 0.01 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1220 | 0.01 | 1262 | 0.01 | 944 | 0.01 | 1459 | 0.02 | 1065 | 0.01 | 1414 | 0.01 | 1419 | 0.02 | 1590 | 0.02 | 1492 | 0.02 | 1830 | 0.02 | 0.01 | 2.02518 1912 | 0.02 | 0.01 | 1.97238 0.02 | 3.50584 0.02 | 3.00029 0.02 | 3.60193 2054 | 0.03 | 0.02 | 3.2325 2260 | 0.03 | 1966 | 0.03 | 0.02 | 3.5262 0.02 | 4.08662 0.02 | 3.59348 0.02 | 4.20901 0.02 | 3.92836 0.02 | 3.28695 2721 | 0.04 | 0.02 | 2.74719 0.02 | 4.12759 0.02 | 4.42868 0.02 | 2.91388 2 | 0.07 | 2 | 0.07 | 794 | 0.01 | 2 | 0.08 | 0.01 | 0.0649605 2 | 0.08 | 964 | 0.01 | 2 | 0.08 | 2 | 0.08 | 2 | 0.08 | 0.01 | 0.0955089 2 | 0.08 | 1118 | 0.01 | 907 | 0.01 | 2 | 0.08 | 1193 | 0.01 | 1180 | 0.01 | 2 | 0.08 | 0.01 | 0.217841 0.01 | 0.176165 3 | 0.02 | 1142 | 0.01 | 1370 | 0.02 | 109 | 0.00 | 2 | 0.09 | 0.00 | 0.00098374 Total opt. time = 0.31 Problem setup time = 0.27 (85.68%) Inner solver time = 0.02 (6.22%) Gradient updating time = 0.02 (7.69%) Working set time = 0.00 (0.34%) optimization finished, #iter = 3 nu = 0.041510 obj = -244.037272, rho = -0.732853 nSV = 256, nBSV = 5 2 | 0.08 | 0.01 | 0.228117 0.01 | 0.0981235 3 | 0.02 | 0.01 | 0.35148 0.01 | 0.25353 1456 | 0.02 | 286 | 0.00 | 0.00 | 0.000890644 Total opt. time = 0.32 Problem setup time = 0.27 (84.11%) Inner solver time = 0.03 (7.93%) Gradient updating time = 0.02 (7.57%) Working set time = 0.00 (0.33%) optimization finished, #iter = 3 nu = 0.064092 obj = -378.892112, rho = -0.606264 nSV = 256, nBSV = 8 1268 | 0.02 | 1540 | 0.02 | 3 | 0.02 | 2 | 0.11 | 0.01 | 0.117304 178 | 0.00 | 0.00 | 0.000993055 Total opt. time = 0.33 Problem setup time = 0.28 (82.96%) Inner solver time = 0.03 (7.78%) Gradient updating time = 0.03 (8.90%) Working set time = 0.00 (0.31%) optimization finished, #iter = 3 nu = 0.074699 obj = -447.309303, rho = -0.955400 nSV = 326, nBSV = 16 2 | 0.10 | 3 | 0.03 | 1600 | 0.02 | 0.01 | 0.282219 3 | 0.02 | 2 | 0.10 | 3 | 0.03 | 0.02 | 0.251845 408 | 0.00 | 437 | 0.01 | 3 | 0.02 | 0.00 | 0.00098975 Total opt. time = 0.34 Problem setup time = 0.28 (81.57%) Inner solver time = 0.03 (8.87%) Gradient updating time = 0.03 (9.21%) Working set time = 0.00 (0.30%) optimization finished, #iter = 3 nu = 0.072111 obj = -520.693394, rho = -0.631006 nSV = 338, nBSV = 24 402 | 0.00 | 0.00 | 0.00099308 Total opt. time = 0.35 Problem setup time = 0.28 (80.27%) Inner solver time = 0.03 (9.70%) Gradient updating time = 0.03 (9.68%) Working set time = 0.00 (0.30%) optimization finished, #iter = 3 nu = 0.104322 obj = -706.219172, rho = -1.039190 nSV = 317, nBSV = 36 0.00 | 0.000971675 Total opt. time = 0.35 Problem setup time = 0.28 (80.91%) Inner solver time = 0.03 (9.49%) Gradient updating time = 0.03 (9.24%) Working set time = 0.00 (0.30%) optimization finished, #iter = 3 333 | 0.00 | nu = 0.101161 obj = -698.847304, rho = -1.176846 nSV = 330, nBSV = 36 3 | 0.03 | 0.01 | 0.0675611 1620 | 0.02 | 0.00 | 0.000987214 Total opt. time = 0.35 Problem setup time = 0.28 (80.39%) Inner solver time = 0.03 (9.48%) Gradient updating time = 0.03 (9.77%) Working set time = 0.00 (0.30%) optimization finished, #iter = 3 nu = 0.080156 obj = -513.629099, rho = -0.602825 nSV = 362, nBSV = 23 2 | 0.10 | 477 | 0.01 | 0.00 | 0.000977492 Total opt. time = 0.36 Problem setup time = 0.29 (80.06%) Inner solver time = 0.04 (9.96%) Gradient updating time = 0.03 (9.64%) Working set time = 0.00 (0.29%) optimization finished, #iter = 3 nu = 0.107074 obj = -677.828845, rho = -1.149008 nSV = 381, nBSV = 27 3 | 0.03 | 1932 | 0.02 | 0.01 | 0.105662 1874 | 0.02 | 549 | 0.01 | 3 | 0.03 | 0.00 | 0.000957364 Total opt. time = 0.37 Problem setup time = 0.28 (77.31%) Inner solver time = 0.05 (12.74%) Gradient updating time = 0.04 (9.61%) Working set time = 0.00 (0.28%) optimization finished, #iter = 3 nu = 0.110908 obj = -808.481104, rho = -0.561314 nSV = 382, nBSV = 39 218 | 0.00 | 3 | 0.02 | 3 | 0.03 | 170 | 0.00 | 0.00 | 0.000967745 Total opt. time = 0.37 Problem setup time = 0.30 (79.94%) Inner solver time = 0.04 (9.77%) Gradient updating time = 0.04 (9.95%) Working set time = 0.00 (0.28%) optimization finished, #iter = 3 nu = 0.073904 obj = -461.347686, rho = -0.535424 nSV = 401, nBSV = 13 0.02 | 0.319053 0.00 | 0.000960043 Total opt. time = 0.38 Problem setup time = 0.28 (74.65%) Inner solver time = 0.06 (14.87%) Gradient updating time = 0.04 (10.14%) Working set time = 0.00 (0.28%) optimization finished, #iter = 3 nu = 0.132114 obj = -794.227980, rho = 0.893110 nSV = 471, nBSV = 22 0.01 | 0.504741 657 | 0.01 | 2136 | 0.03 | 0.01 | 0.00960768 3 | 0.03 | 373 | 0.01 | 0.00 | 0.000966676 Total opt. time = 0.40 Problem setup time = 0.31 (78.14%) Inner solver time = 0.05 (12.18%) Gradient updating time = 0.04 (9.36%) Working set time = 0.00 (0.26%) optimization finished, #iter = 3 nu = 0.121767 obj = -731.979655, rho = -0.639381 nSV = 444, nBSV = 26 0.02 | 0.167379 4 | 0.02 | 85 | 0.00 | 0.00 | 0.000992358 Total opt. time = 0.41 Problem setup time = 0.31 (75.85%) Inner solver time = 0.05 (12.66%) Gradient updating time = 0.04 (11.03%) Working set time = 0.00 (0.39%) optimization finished, #iter = 4 nu = 0.101188 obj = -680.977881, rho = -0.635101 nSV = 419, nBSV = 27 3 | 0.03 | 3 | 0.03 | 950 | 0.01 | 1139 | 0.01 | 3 | 0.03 | 0.01 | 0.00919327 0.01 | 0.00633814 920 | 0.01 | 4 | 0.01 | 4 | 0.02 | 0.01 | 0.000989559 Total opt. time = 0.45 Problem setup time = 0.31 (69.64%) Inner solver time = 0.09 (19.76%) Gradient updating time = 0.05 (10.30%) Working set time = 0.00 (0.24%) optimization finished, #iter = 3 nu = 0.237903 obj = -1594.080259, rho = -0.886075 nSV = 553, nBSV = 113 566 classifier 488: 12-33 with 1132 and 1132 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 108 | 0.00 | 103 | 0.00 | 0.00 | 0.000978815 Total opt. time = 0.45 Problem setup time = 0.33 (72.91%) Inner solver time = 0.07 (15.38%) Gradient updating time = 0.05 (11.31%) Working set time = 0.00 (0.34%) optimization finished, #iter = 4 nu = 0.168860 obj = -1079.976009, rho = -1.031866 nSV = 501, nBSV = 52 0.00 | 0.000993463 Total opt. time = 0.45 Problem setup time = 0.33 (74.31%) Inner solver time = 0.07 (14.44%) Gradient updating time = 0.05 (10.84%) Working set time = 0.00 (0.35%) optimization finished, #iter = 4 nu = 0.155467 obj = -983.262668, rho = -0.974566 nSV = 480, nBSV = 47 1 | 0.17 | 1175 | 0.01 | 0.01 | 2.76086 2 | 0.06 | 985 | 0.01 | 0.01 | 0.153036 3 | 0.02 | 384 | 0.00 | 0.00 | 0.000973283 Total opt. time = 0.31 Problem setup time = 0.26 (83.13%) Inner solver time = 0.03 (8.59%) Gradient updating time = 0.02 (7.89%) Working set time = 0.00 (0.34%) optimization finished, #iter = 3 nu = 0.066486 746 classifier 489: 17-33 with 1132 and 1132 samples obj = -388.672867, rho = -1.434337 573 classifier 490: 12-40 with 1128 and 1128 samples 145 classifier 492: 2-47 with 1126 and 1126 samples 436 classifier 493: 9-23 with 1122 and 1122 samples nSV = 297, nBSV = 12 15 classifier 495: 0-16 with 1121 and 1121 samples 565 classifier 496: 12-32 with 1119 and 1119 samples 753 classifier 491: 17-40 with 1128 and 1128 samples 137 classifier 504: 2-39 with 1106 and 1106 samples 799 classifier 494: 19-21 with 1122 and 1122 samples 817 classifier 498: 19-39 with 1119 and 1119 samples 745 classifier 497: 17-32 with 1119 and 1119 samples 934 classifier 501: 23-38 with 1112 and 1112 samples 802 classifier 500: 19-24 with 1112 and 1112 samples 631 classifier 499: 14-23 with 1113 and 1113 samples 119 classifier 503: 2-21 with 1109 and 1109 samples 258 classifier 502: 5-19 with 1110 and 1110 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 1 | 0.17 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 883 | 0.01 | 601 | 0.01 | 725 | 0.01 | 1300 | 0.01 | 834 | 0.01 | 0.01 | 2.34036 942 | 0.01 | 0.01 | 2.03684 1248 | 0.01 | 1196 | 0.01 | 1335 | 0.01 | 0.01 | 2.48377 1478 | 0.02 | 0.01 | 3.32994 1718 | 0.02 | 1675 | 0.02 | 0.01 | 2.55163 0.01 | 2.40478 0.01 | 3.6686 0.01 | 2.34647 2136 | 0.03 | 0.01 | 3.44411 0.01 | 4.278 2069 | 0.03 | 0.02 | 2.93543 0.02 | 3.10478 2419 | 0.04 | 2729 | 0.04 | 0.02 | 4.20277 0.02 | 3.33153 2 | 0.04 | 0.02 | 3.54354 2 | 0.05 | 627 | 0.01 | 2 | 0.05 | 0.02 | 3.24583 0.00 | 0.0973302 752 | 0.01 | 467 | 0.00 | 0.00 | 0.090443 0.00 | 0.0122655 2 | 0.05 | 709 | 0.01 | 3 | 0.02 | 0.01 | 0.182799 247 | 0.00 | 3 | 0.02 | 0.00 | 0.000930993 Total opt. time = 0.27 Problem setup time = 0.24 (88.35%) Inner solver time = 0.02 (5.59%) Gradient updating time = 0.02 (5.60%) Working set time = 0.00 (0.39%) optimization finished, #iter = 3 nu = 0.060328 obj = -383.318949, rho = -1.289172 nSV = 176, nBSV = 20 3 | 0.02 | 15 | 0.00 | 279 | 0.00 | 0.00 | 0.000911498 Total opt. time = 0.27 Problem setup time = 0.25 (90.23%) Inner solver time = 0.01 (4.23%) Gradient updating time = 0.01 (5.06%) Working set time = 0.00 (0.39%) optimization finished, #iter = 3 nu = 0.026324 obj = -148.926604, rho = -0.335984 nSV = 191, nBSV = 2 820 classifier 505: 19-42 with 1105 and 1105 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 0.00 | 0.00091721 Total opt. time = 0.27 Problem setup time = 0.24 (87.43%) Inner solver time = 0.02 (6.51%) Gradient updating time = 0.02 (5.62%) Working set time = 0.00 (0.38%) optimization finished, #iter = 3 nu = 0.065462 obj = -383.410295, rho = -1.772246 nSV = 185, nBSV = 13 2 | 0.07 | 2 | 0.07 | 2 | 0.07 | 2 | 0.07 | 2 | 0.08 | 757 | 0.01 | 2 | 0.08 | 1096 | 0.01 | 3 | 0.02 | 283 | 0.00 | 0.01 | 0.324938 0.01 | 0.169847 0.00 | 0.00107721 1182 | 0.01 | 1039 | 0.01 | 1239 | 0.01 | 2 | 0.08 | 1015 | 0.01 | 0.01 | 0.000983784 Total opt. time = 0.30 Problem setup time = 0.25 (83.97%) Inner solver time = 0.03 (8.71%) Gradient updating time = 0.02 (7.10%) Working set time = 0.00 (0.18%) optimization finished, #iter = 2 nu = 0.052654 obj = -297.628699, rho = -0.168218 nSV = 311, nBSV = 4 0.01 | 0.164227 0.01 | 0.668634 0.01 | 0.000910224 Total opt. time = 0.31 Problem setup time = 0.26 (84.43%) Inner solver time = 0.03 (8.49%) Gradient updating time = 0.02 (6.85%) Working set time = 0.00 (0.18%) optimization finished, #iter = 2 nu = 0.066321 obj = -405.239049, rho = 0.031294 nSV = 317, nBSV = 14 4 | 0.01 | 3 | 0.00 | 0.00 | 0.000943919 Total opt. time = 0.31 Problem setup time = 0.27 (86.80%) Inner solver time = 0.02 (6.07%) Gradient updating time = 0.02 (6.55%) Working set time = 0.00 (0.50%) optimization finished, #iter = 4 nu = 0.052668 obj = -314.145512, rho = -1.543550 nSV = 207, nBSV = 9 3 | 0.02 | 1235 | 0.02 | 2 | 0.09 | 215 | 0.00 | 2 | 0.10 | 0.00 | 0.00099791 Total opt. time = 0.32 Problem setup time = 0.27 (85.22%) Inner solver time = 0.02 (7.13%) Gradient updating time = 0.02 (7.25%) Working set time = 0.00 (0.33%) optimization finished, #iter = 3 nu = 0.036294 obj = -204.909725, rho = -0.501884 nSV = 271, nBSV = 2 3 | 0.03 | 0.01 | 0.17549 391 | 0.00 | 2 | 0.10 | 3 | 0.02 | 0.00 | 0.000997843 Total opt. time = 0.33 Problem setup time = 0.27 (83.38%) Inner solver time = 0.03 (8.67%) Gradient updating time = 0.02 (7.58%) Working set time = 0.00 (0.32%) optimization finished, #iter = 3 nu = 0.097239 obj = -689.801534, rho = -1.348536 nSV = 284, nBSV = 43 2 | 0.09 | 3 | 0.03 | 471 | 0.01 | 0.00 | 0.00749113 1547 | 0.02 | 694 | 0.01 | 0.00 | 0.00467695 1702 | 0.03 | 3 | 0.02 | 2 | 0.10 | 247 | 0.00 | 0.01 | 0.12662 4 | 0.01 | 1865 | 0.02 | 67 | 0.00 | 0.00 | 0.000894189 Total opt. time = 0.35 Problem setup time = 0.29 (82.03%) Inner solver time = 0.04 (10.11%) Gradient updating time = 0.03 (7.34%) Working set time = 0.00 (0.44%) optimization finished, #iter = 4 nu = 0.131851 obj = -865.235164, rho = -1.303846 nSV = 300, nBSV = 50 0.00 | 0.0009653 Total opt. time = 0.35 Problem setup time = 0.28 (78.06%) Inner solver time = 0.05 (12.95%) Gradient updating time = 0.03 (8.65%) Working set time = 0.00 (0.30%) optimization finished, #iter = 3 nu = 0.107169 obj = -681.267921, rho = 0.857007 nSV = 399, nBSV = 29 0.01 | 0.391969 4 | 0.01 | 51 | 0.00 | 0.00 | 0.000940212 Total opt. time = 0.36 Problem setup time = 0.29 (81.33%) Inner solver time = 0.03 (9.70%) Gradient updating time = 0.03 (8.46%) Working set time = 0.00 (0.44%) optimization finished, #iter = 4 nu = 0.098150 obj = -648.736962, rho = -1.116069 nSV = 307, nBSV = 31 1956 | 0.03 | 0.01 | 0.175151 0.01 | 0.146076 3 | 0.03 | 2204 | 0.03 | 179 | 0.00 | 0.00 | 0.00094267 Total opt. time = 0.38 Problem setup time = 0.30 (78.85%) Inner solver time = 0.04 (11.58%) Gradient updating time = 0.04 (9.24%) Working set time = 0.00 (0.28%) optimization finished, #iter = 3 nu = 0.100425 obj = -603.828582, rho = -0.492526 nSV = 443, nBSV = 15 3 | 0.03 | 3 | 0.03 | 0.02 | 0.347714 634 | 0.01 | 3 | 0.02 | 0.01 | 0.017445 691 | 0.01 | 0.01 | 0.000981588 Total opt. time = 0.41 Problem setup time = 0.31 (76.04%) Inner solver time = 0.06 (14.76%) Gradient updating time = 0.04 (8.89%) Working set time = 0.00 (0.26%) optimization finished, #iter = 3 nu = 0.154155 obj = -1006.931882, rho = -0.745168 nSV = 492, nBSV = 52 570 | 0.01 | 0.01 | 0.000942898 Total opt. time = 0.41 Problem setup time = 0.29 (71.14%) Inner solver time = 0.08 (19.54%) Gradient updating time = 0.04 (9.01%) Working set time = 0.00 (0.26%) optimization finished, #iter = 3 nu = 0.178294 obj = -1198.275729, rho = 0.334869 nSV = 534, nBSV = 71 4 | 0.01 | 79 | 0.00 | 0.00 | 0.000969179 Total opt. time = 0.42 Problem setup time = 0.31 (72.55%) Inner solver time = 0.07 (17.22%) Gradient updating time = 0.04 (9.81%) Working set time = 0.00 (0.37%) optimization finished, #iter = 4 nu = 0.135628 obj = -823.420056, rho = 0.746504 nSV = 510, nBSV = 25 3 | 0.03 | 901 | 0.01 | 0.01 | 0.000948397 Total opt. time = 0.44 Problem setup time = 0.31 (69.41%) Inner solver time = 0.09 (20.29%) Gradient updating time = 0.04 (10.02%) Working set time = 0.00 (0.24%) optimization finished, #iter = 3 nu = 0.189208 obj = -1168.748127, rho = 0.105273 nSV = 567, nBSV = 45 1 | 0.18 | 2552 | 0.03 | 0.02 | 3.13398 2 | 0.11 | 2087 | 0.03 | 0.01 | 0.330598 3 | 0.02 | 587 | 0.01 | 0.01 | 0.000996819 Total opt. time = 0.43 Problem setup time = 0.31 (74.08%) Inner solver time = 0.07 (16.34%) Gradient updating time = 0.04 (9.28%) Working set time = 0.00 (0.25%) optimization finished, #iter = 3 nu = 0.213482 obj = -1392.447547, rho = -0.964067 nSV = 572, nBSV = 84 122 classifier 507: 2-24 with 1099 and 1099 samples 824 classifier 506: 19-46 with 1102 and 1102 samples 103 classifier 508: 2-5 with 1097 and 1097 samples 563 classifier 509: 12-30 with 1097 and 1097 samples 750 classifier 512: 17-37 with 1097 and 1097 samples 570 classifier 510: 12-37 with 1097 and 1097 samples 743 classifier 511: 17-30 with 1097 and 1097 samples 704 classifier 521: 16-25 with 1077 and 1077 samples 559 classifier 513: 12-26 with 1093 and 1093 samples 578 classifier 516: 12-45 with 1090 and 1090 samples 739 classifier 514: 17-26 with 1093 and 1093 samples 140 classifier 515: 2-42 with 1092 and 1092 samples 758 classifier 517: 17-45 with 1090 and 1090 samples 727 classifier 519: 16-48 with 1083 and 1083 samples 144 classifier 518: 2-46 with 1089 and 1089 samples 765 classifier 520: 18-19 with 1080 and 1080 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 1 | 0.17 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 541 | 0.00 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 730 | 0.01 | 645 | 0.01 | 843 | 0.01 | 446 | 0.00 | 462 | 0.00 | 0.01 | 3.63728 551 | 0.00 | 0.01 | 0.299566 0.01 | 1.83702 0.00 | 3.25659 0.01 | 2.42284 899 | 0.01 | 0.01 | 1.47408 0.01 | 0.859655 1423 | 0.02 | 0.01 | 1.88547 1587 | 0.02 | 1590 | 0.02 | 0.01 | 2.85267 1982 | 0.02 | 2087 | 0.02 | 2231 | 0.03 | 0.01 | 2.73661 2395 | 0.03 | 1932 | 0.03 | 0.01 | 2.7435 0.01 | 3.01528 0.02 | 3.4072 0.02 | 3.27677 0.01 | 2.78621 2 | 0.04 | 0.02 | 3.27275 2 | 0.04 | 109 | 0.00 | 519 | 0.00 | 2 | 0.04 | 2 | 0.04 | 0.00 | 0.000950718 Total opt. time = 0.23 Problem setup time = 0.21 (92.97%) Inner solver time = 0.01 (3.00%) Gradient updating time = 0.01 (3.74%) Working set time = 0.00 (0.24%) optimization finished, #iter = 2 nu = 0.045992 obj = -264.175656, rho = -1.474855 nSV = 157, nBSV = 9 2 | 0.04 | 0.00 | 0.135351 2 | 0.04 | 354 | 0.00 | 381 | 0.00 | 0.00 | 0.000995256 337 | 0.00 | Total opt. time = 0.23 Problem setup time = 0.22 (93.59%) Inner solver time = 0.01 (2.95%) Gradient updating time = 0.01 (3.18%) Working set time = 0.00 (0.23%) optimization finished, #iter = 2 nu = 0.034674 obj = -197.996604, rho = -1.473383 nSV = 116, nBSV = 3 0.00 | 0.000906589 Total opt. time = 0.24 Problem setup time = 0.22 (92.80%) Inner solver time = 0.01 (3.26%) Gradient updating time = 0.01 (3.65%) Working set time = 0.00 (0.23%) optimization finished, #iter = 2 nu = 0.022236 obj = -121.971085, rho = -1.036867 nSV = 127, nBSV = 0 2 | 0.04 | 0.00 | 0.000999315 Total opt. time = 0.24 Problem setup time = 0.22 (92.50%) Inner solver time = 0.01 (3.43%) Gradient updating time = 0.01 (3.78%) Working set time = 0.00 (0.23%) optimization finished, #iter = 2 nu = 0.033919 obj = -190.703620, rho = -1.383591 nSV = 142, nBSV = 5 507 | 0.00 | 0.00 | 0.000941058 Total opt. time = 0.24 Problem setup time = 0.22 (90.86%) Inner solver time = 0.01 (4.75%) Gradient updating time = 0.01 (4.12%) Working set time = 0.00 (0.22%) optimization finished, #iter = 2 nu = 0.056830 obj = -350.424034, rho = -1.485336 nSV = 167, nBSV = 16 2 | 0.04 | 588 | 0.01 | 0.00 | 0.0198788 601 | 0.01 | 3 | 0.02 | 0.00 | 0.0278032 132 | 0.00 | 0.00 | 0.000967191 Total opt. time = 0.25 Problem setup time = 0.23 (90.85%) Inner solver time = 0.01 (4.22%) Gradient updating time = 0.01 (4.45%) Working set time = 0.00 (0.41%) optimization finished, #iter = 3 nu = 0.036646 obj = -204.703988, rho = -1.305899 nSV = 140, nBSV = 3 3 | 0.01 | 106 | 0.00 | 0.00 | 0.000969151 Total opt. time = 0.26 Problem setup time = 0.23 (89.05%) Inner solver time = 0.01 (5.52%) Gradient updating time = 0.01 (4.97%) Working set time = 0.00 (0.40%) optimization finished, #iter = 3 nu = 0.057625 obj = -335.659597, rho = -1.933605 nSV = 187, nBSV = 11 3 | 0.01 | 125 | 0.00 | 0.00 | 0.000998022 Total opt. time = 0.27 Problem setup time = 0.24 (88.43%) Inner solver time = 0.02 (5.80%) Gradient updating time = 0.01 (5.32%) Working set time = 0.00 (0.38%) optimization finished, #iter = 3 nu = 0.059677 obj = -364.105534, rho = -1.322447 nSV = 185, nBSV = 14 2 | 0.08 | 1097 | 0.01 | 2 | 0.09 | 2 | 0.08 | 0.01 | 0.185565 2 | 0.09 | 2 | 0.09 | 2 | 0.09 | 1087 | 0.01 | 0.01 | 0.232088 2 | 0.10 | 1248 | 0.02 | 1356 | 0.02 | 1374 | 0.02 | 3 | 0.02 | 0.01 | 0.0736493 0.01 | 0.0690978 2 | 0.11 | 563 | 0.01 | 0.01 | 0.0335349 1794 | 0.02 | 0.00 | 0.000980542 Total opt. time = 0.34 Problem setup time = 0.28 (83.39%) Inner solver time = 0.03 (10.03%) Gradient updating time = 0.02 (6.20%) Working set time = 0.00 (0.31%) optimization finished, #iter = 3 nu = 0.105625 obj = -622.688332, rho = -1.096416 nSV = 317, nBSV = 24 3 | 0.02 | 1819 | 0.02 | 0.01 | 0.449237 499 | 0.01 | 0.00 | 0.000968807 Total opt. time = 0.35 Problem setup time = 0.29 (82.93%) Inner solver time = 0.04 (10.64%) Gradient updating time = 0.02 (6.07%) Working set time = 0.00 (0.30%) optimization finished, #iter = 3 nu = 0.123600 obj = -755.294386, rho = -0.880625 nSV = 361, nBSV = 42 3 | 0.02 | 0.01 | 0.000981317 Total opt. time = 0.35 Problem setup time = 0.28 (78.87%) Inner solver time = 0.05 (13.47%) Gradient updating time = 0.03 (7.46%) Working set time = 0.00 (0.15%) optimization finished, #iter = 2 nu = 0.137102 obj = -945.240828, rho = -0.612489 nSV = 447, nBSV = 50 3 | 0.02 | 1800 | 0.02 | 3 | 0.02 | 328 | 0.00 | 219 | 0.00 | 242 | 0.00 | 0.00 | 0.000883125 Total opt. time = 0.36 Problem setup time = 0.29 (81.39%) Inner solver time = 0.04 (10.81%) Gradient updating time = 0.03 (7.45%) Working set time = 0.00 (0.29%) optimization finished, #iter = 3 nu = 0.098978 obj = -584.977522, rho = -0.699158 nSV = 380, nBSV = 18 0.00 | 0.000980578 Total opt. time = 0.36 Problem setup time = 0.28 (77.67%) Inner solver time = 0.05 (14.81%) Gradient updating time = 0.03 (7.17%) Working set time = 0.00 (0.29%) optimization finished, #iter = 3 nu = 0.129723 obj = -786.353280, rho = 0.654641 nSV = 449, nBSV = 29 0.00 | 0.000928624 Total opt. time = 0.36 Problem setup time = 0.29 (80.18%) Inner solver time = 0.05 (12.73%) Gradient updating time = 0.02 (6.74%) Working set time = 0.00 (0.29%) optimization finished, #iter = 3 nu = 0.122973 obj = -759.414452, rho = -0.598481 nSV = 414, nBSV = 34 313 classifier 522: 6-29 with 1076 and 1076 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 0.01 | 0.122477 3 | 0.02 | 897 | 0.01 | 3 | 0.02 | 0.01 | 0.00142267 528 | 0.01 | 0.00 | 0.000943291 Total opt. time = 0.40 Problem setup time = 0.31 (77.44%) Inner solver time = 0.06 (14.69%) Gradient updating time = 0.03 (7.56%) Working set time = 0.00 (0.26%) optimization finished, #iter = 3 nu = 0.180496 obj = -1137.820294, rho = -0.686356 nSV = 468, nBSV = 76 4 | 0.01 | 16 | 0.00 | 0.00 | 0.000931517 Total opt. time = 0.41 Problem setup time = 0.31 (76.12%) Inner solver time = 0.06 (15.28%) Gradient updating time = 0.03 (8.17%) Working set time = 0.00 (0.38%) optimization finished, #iter = 4 nu = 0.166351 obj = -1156.613233, rho = 0.068436 nSV = 461, nBSV = 69 1 | 0.17 | 2695 | 0.04 | 0.02 | 4.6183 2 | 0.10 | 2110 | 0.03 | 0.01 | 0.199859 3 | 0.02 | 665 | 0.01 | 0.01 | 0.000991672 Total opt. time = 0.41 Problem setup time = 0.30 (71.91%) Inner solver time = 0.08 (20.48%) Gradient updating time = 0.03 (7.31%) Working set time = 0.00 (0.26%) optimization finished, #iter = 3 nu = 0.251781 obj = -1743.698955, rho = -0.434079 nSV = 577, nBSV = 127 574 classifier 523: 12-41 with 1073 and 1073 samples 754 classifier 524: 17-41 with 1073 and 1073 samples 292 classifier 525: 6-8 with 1070 and 1070 samples 432 classifier 526: 9-19 with 1069 and 1069 samples 116 classifier 527: 2-18 with 1067 and 1067 samples 1077 classifier 528: 29-34 with 1067 and 1067 samples 726 classifier 530: 16-47 with 1063 and 1063 samples 1087 classifier 529: 29-44 with 1064 and 1064 samples 107 classifier 538: 2-9 with 1056 and 1056 samples 584 classifier 532: 12-51 with 1061 and 1061 samples 405 classifier 531: 8-34 with 1061 and 1061 samples 627 classifier 535: 14-19 with 1060 and 1060 samples 169 classifier 534: 3-23 with 1060 and 1060 samples 764 classifier 533: 17-51 with 1061 and 1061 samples 415 classifier 537: 8-44 with 1058 and 1058 samples 816 classifier 536: 19-38 with 1059 and 1059 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 1 | 0.17 | 1 | 0.17 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 401 | 0.00 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 0.00 | 0.0940621 617 | 0.01 | 477 | 0.00 | 487 | 0.00 | 0.00 | 1.39244 0.00 | 3.18376 1142 | 0.01 | 1388 | 0.01 | 0.01 | 0.433074 1333 | 0.01 | 0.01 | 2.99204 0.01 | 1.21165 0.01 | 2.36162 1775 | 0.02 | 1830 | 0.02 | 1678 | 0.02 | 1582 | 0.02 | 0.01 | 3.13498 0.01 | 1.00109 2032 | 0.03 | 2380 | 0.03 | 0.01 | 2.51196 0.01 | 1.77925 2782 | 0.04 | 0.01 | 3.77236 0.01 | 2.43596 2 | 0.04 | 73 | 0.00 | 0.00 | 0.000998453 Total opt. time = 0.23 Problem setup time = 0.22 (95.05%) Inner solver time = 0.00 (1.93%) Gradient updating time = 0.01 (2.73%) Working set time = 0.00 (0.24%) optimization finished, #iter = 2 nu = 0.007726 obj = -40.985483, rho = -0.805400 nSV = 147, nBSV = 0 2 | 0.04 | 0.01 | 3.25442 2 | 0.04 | 3115 | 0.05 | 306 | 0.00 | 359 | 0.00 | 0.00 | 0.000978256 Total opt. time = 0.23 Problem setup time = 0.21 (92.80%) Inner solver time = 0.01 (3.65%) Gradient updating time = 0.01 (3.23%) Working set time = 0.00 (0.24%) optimization finished, #iter = 2 nu = 0.042000 obj = -257.484316, rho = -1.150368 nSV = 139, nBSV = 10 0.00 | 0.170319 3507 | 0.05 | 0.02 | 3.08808 0.01 | 4.32413 3 | 0.01 | 2 | 0.05 | 129 | 0.00 | 0.00 | 0.000989149 Total opt. time = 0.25 Problem setup time = 0.23 (92.36%) Inner solver time = 0.01 (3.47%) Gradient updating time = 0.01 (3.68%) Working set time = 0.00 (0.42%) optimization finished, #iter = 3 nu = 0.028829 obj = -165.304775, rho = -1.303684 nSV = 118, nBSV = 4 260 | 0.00 | 0.00 | 0.000944013 Total opt. time = 0.25 Problem setup time = 0.23 (92.88%) Inner solver time = 0.01 (3.07%) Gradient updating time = 0.01 (3.78%) Working set time = 0.00 (0.22%) optimization finished, #iter = 2 nu = 0.011542 obj = -61.230905, rho = -0.949897 nSV = 208, nBSV = 0 2 | 0.07 | 2 | 0.07 | 2 | 0.08 | 819 | 0.01 | 812 | 0.01 | 2 | 0.07 | 0.01 | 0.00613168 0.01 | 0.000986796 Total opt. time = 0.29 Problem setup time = 0.25 (86.61%) Inner solver time = 0.02 (8.35%) Gradient updating time = 0.01 (4.81%) Working set time = 0.00 (0.19%) optimization finished, #iter = 2 nu = 0.084004 obj = -498.802362, rho = -0.200259 nSV = 323, nBSV = 17 825 | 0.01 | 0.00 | 0.0746001 2 | 0.08 | 2 | 0.08 | 853 | 0.01 | 0.01 | 0.159698 3 | 0.02 | 40 | 0.00 | 0.00 | 0.000991716 Total opt. time = 0.31 Problem setup time = 0.26 (85.78%) Inner solver time = 0.03 (8.38%) Gradient updating time = 0.02 (5.45%) Working set time = 0.00 (0.34%) optimization finished, #iter = 3 nu = 0.053997 obj = -289.557428, rho = 0.488848 nSV = 310, nBSV = 4 2 | 0.10 | 1051 | 0.01 | 2 | 0.09 | 3 | 0.02 | 1156 | 0.02 | 0.01 | 0.0237753 210 | 0.00 | 0.00 | 0.000864262 Total opt. time = 0.31 Problem setup time = 0.27 (86.86%) Inner solver time = 0.03 (8.21%) Gradient updating time = 0.01 (4.52%) Working set time = 0.00 (0.34%) optimization finished, #iter = 3 nu = 0.088123 obj = -504.795023, rho = -0.567750 nSV = 298, nBSV = 20 582 classifier 539: 12-49 with 1055 and 1055 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 0.01 | 0.0449982 2 | 0.09 | 1047 | 0.01 | 3 | 0.02 | 0.01 | 0.119676 257 | 0.00 | 0.00 | 0.00095846 Total opt. time = 0.33 Problem setup time = 0.27 (80.76%) Inner solver time = 0.04 (12.64%) Gradient updating time = 0.02 (6.21%) Working set time = 0.00 (0.32%) optimization finished, #iter = 3 3 | 0.02 | nu = 0.097311 obj = -568.463991, rho = 0.681962 nSV = 389, nBSV = 23 1425 | 0.02 | 171 | 0.00 | 0.00 | 0.000948901 Total opt. time = 0.33 Problem setup time = 0.28 (83.69%) Inner solver time = 0.04 (10.80%) Gradient updating time = 0.02 (5.12%) Working set time = 0.00 (0.31%) optimization finished, #iter = 3 nu = 0.165169 obj = -1011.472705, rho = -1.872667 nSV = 353, nBSV = 65 3 | 0.02 | 0.01 | 0.000989273 Total opt. time = 0.34 Problem setup time = 0.27 (78.91%) Inner solver time = 0.05 (15.55%) Gradient updating time = 0.02 (5.34%) Working set time = 0.00 (0.16%) optimization finished, #iter = 2 nu = 0.164855 obj = -968.556557, rho = 0.698945 nSV = 491, nBSV = 41 129 | 0.00 | 0.00 | 0.000987451 Total opt. time = 0.34 Problem setup time = 0.28 (81.08%) Inner solver time = 0.04 (12.65%) Gradient updating time = 0.02 (5.90%) Working set time = 0.00 (0.31%) optimization finished, #iter = 3 nu = 0.114341 obj = -685.371808, rho = 0.789216 nSV = 388, nBSV = 30 1740 | 0.03 | 3 | 0.02 | 405 | 0.01 | 2 | 0.12 | 0.01 | 0.0935485 0.00 | 0.000977922 Total opt. time = 0.35 Problem setup time = 0.29 (83.35%) Inner solver time = 0.04 (10.86%) Gradient updating time = 0.02 (5.43%) Working set time = 0.00 (0.30%) optimization finished, #iter = 3 nu = 0.125452 obj = -695.645539, rho = -0.445785 nSV = 386, nBSV = 25 2 | 0.12 | 3 | 0.02 | 1952 | 0.03 | 543 | 0.01 | 2 | 0.13 | 0.00 | 0.000987386 Total opt. time = 0.38 Problem setup time = 0.29 (76.02%) Inner solver time = 0.07 (17.24%) Gradient updating time = 0.02 (6.42%) Working set time = 0.00 (0.27%) optimization finished, #iter = 3 nu = 0.149292 obj = -842.000107, rho = 0.176723 nSV = 464, nBSV = 25 0.01 | 0.172368 2252 | 0.03 | 3 | 0.02 | 2140 | 0.03 | 0.01 | 0.220792 300 | 0.01 | 0.00 | 0.000967474 Total opt. time = 0.42 Problem setup time = 0.32 (76.44%) Inner solver time = 0.07 (17.18%) Gradient updating time = 0.03 (6.09%) Working set time = 0.00 (0.25%) optimization finished, #iter = 3 nu = 0.212412 obj = -1219.523245, rho = 0.070417 nSV = 603, nBSV = 50 0.01 | 0.0408726 3 | 0.02 | 3 | 0.02 | 304 | 0.01 | 869 | 0.01 | 0.00 | 0.000994403 Total opt. time = 0.45 Problem setup time = 0.33 (73.89%) Inner solver time = 0.09 (19.70%) Gradient updating time = 0.03 (6.13%) Working set time = 0.00 (0.24%) optimization finished, #iter = 3 nu = 0.306961 obj = -1781.162699, rho = -0.792068 nSV = 713, nBSV = 104 0.01 | 0.0109444 4 | 0.01 | 101 | 0.00 | 0.00 | 0.000950458 Total opt. time = 0.48 Problem setup time = 0.34 (71.46%) Inner solver time = 0.10 (20.59%) Gradient updating time = 0.04 (7.57%) Working set time = 0.00 (0.33%) optimization finished, #iter = 4 nu = 0.275853 obj = -1733.710723, rho = 0.303702 nSV = 654, nBSV = 109 1 | 0.18 | 306 | 0.00 | 0.01 | 0.0848536 2 | 0.04 | 60 | 0.00 | 0.00 | 0.000862261 Total opt. time = 0.23 Problem setup time = 0.22 (94.96%) Inner solver time = 0.00 (1.68%) Gradient updating time = 0.01 (3.07%) Working set time = 0.00 (0.24%) optimization finished, #iter = 2 nu = 0.004093 obj = -21.591513, rho = -0.964042 762 classifier 540: 17-49 with 1055 and 1055 samples 927 classifier 541: 23-31 with 1054 and 1054 samples nSV = 184, nBSV = 0 749 classifier 546: 17-36 with 1050 and 1050 samples 555 classifier 542: 12-22 with 1053 and 1053 samples 735 classifier 543: 17-22 with 1053 and 1053 samples 703 classifier 555: 16-24 with 1036 and 1036 samples 569 classifier 545: 12-36 with 1050 and 1050 samples 939 classifier 547: 23-43 with 1050 and 1050 samples 924 classifier 544: 23-28 with 1052 and 1052 samples 583 classifier 548: 12-50 with 1049 and 1049 samples 763 classifier 549: 17-50 with 1049 and 1049 samples 112 classifier 550: 2-14 with 1047 and 1047 samples 136 classifier 551: 2-38 with 1046 and 1046 samples 700 classifier 552: 16-21 with 1046 and 1046 samples 718 classifier 554: 16-39 with 1043 and 1043 samples 931 classifier 553: 23-35 with 1044 and 1044 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 1 | 0.17 | 1 | 0.17 | 1 | 0.18 | 1 | 0.18 | 252 | 0.00 | 215 | 0.00 | 0.00 | 0.352842 377 | 0.00 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 0.00 | 0.0305601 1 | 0.18 | 1 | 0.18 | 0.00 | 0.286522 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 1 | 0.18 | 300 | 0.00 | 282 | 0.00 | 276 | 0.00 | 302 | 0.00 | 0.00 | 0.335474 0.00 | 0.00518436 0.00 | 1.1556 0.00 | 0.453551 1222 | 0.01 | 993 | 0.01 | 1122 | 0.01 | 0.01 | 2.48881 0.01 | 0.544311 0.01 | 2.21932 1537 | 0.02 | 1542 | 0.02 | 1765 | 0.02 | 2 | 0.02 | 167 | 0.00 | 1701 | 0.02 | 0.00 | 0.000970871 Total opt. time = 0.20 Problem setup time = 0.19 (96.10%) Inner solver time = 0.00 (1.67%) Gradient updating time = 0.00 (1.90%) Working set time = 0.00 (0.27%) optimization finished, #iter = 2 nu = 0.016084 obj = -86.479954, rho = -2.223960 nSV = 64, nBSV = 2 0.01 | 2.60933 1918 | 0.02 | 2 | 0.02 | 0.01 | 1.65905 0.01 | 3.1148 189 | 0.00 | 2228 | 0.03 | 0.00 | 0.0009981 Total opt. time = 0.21 Problem setup time = 0.20 (95.18%) Inner solver time = 0.00 (2.23%) Gradient updating time = 0.00 (2.28%) Working set time = 0.00 (0.26%) optimization finished, #iter = 2 nu = 0.021406 obj = -122.658992, rho = -1.890678 nSV = 85, nBSV = 6 0.01 | 1.77944 2 | 0.03 | 26 | 0.00 | 0.00 | 0.000897677 Total opt. time = 0.21 Problem setup time = 0.20 (96.52%) Inner solver time = 0.00 (1.07%) Gradient updating time = 0.00 (2.10%) Working set time = 0.00 (0.25%) optimization finished, #iter = 2 nu = 0.003690 obj = -19.355010, rho = -0.959597 nSV = 115, nBSV = 0 0.01 | 2.05457 0.01 | 2.95555 2 | 0.03 | 2 | 0.04 | 151 | 0.00 | 2 | 0.04 | 7 | 0.00 | 0.00 | 0.000996696 Total opt. time = 0.23 Problem setup time = 0.22 (96.09%) Inner solver time = 0.00 (1.23%) Gradient updating time = 0.01 (2.36%) Working set time = 0.00 (0.25%) optimization finished, #iter = 2 nu = 0.004765 obj = -25.135212, rho = -0.939565 nSV = 137, nBSV = 0 98 | 0.00 | 0.00 | 0.00412401 0.00 | 0.000963858 Total opt. time = 0.23 Problem setup time = 0.22 (95.42%) Inner solver time = 0.00 (1.69%) Gradient updating time = 0.01 (2.58%) Working set time = 0.00 (0.24%) optimization finished, #iter = 2 nu = 0.009208 obj = -48.340563, rho = -0.991089 nSV = 129, nBSV = 0 2 | 0.04 | 232 | 0.00 | 0.00 | 0.000987284 Total opt. time = 0.23 Problem setup time = 0.22 (94.38%) Inner solver time = 0.00 (2.10%) Gradient updating time = 0.01 (3.21%) Working set time = 0.00 (0.23%) optimization finished, #iter = 2 nu = 0.008338 obj = -45.760174, rho = -0.999931 nSV = 42, nBSV = 1 3 | 0.01 | 10 | 0.00 | 0.00 | 0.000989926 Total opt. time = 0.24 Problem setup time = 0.23 (94.49%) Inner solver time = 0.00 (1.89%) Gradient updating time = 0.01 (3.11%) Working set time = 0.00 (0.44%) optimization finished, #iter = 3 nu = 0.008099 obj = -42.518392, rho = -0.921810 nSV = 128, nBSV = 0 2 | 0.06 | 212 | 0.00 | 0.00 | 0.000931339 Total opt. time = 0.26 Problem setup time = 0.24 (91.59%) Inner solver time = 0.01 (5.01%) Gradient updating time = 0.01 (3.13%) Working set time = 0.00 (0.21%) optimization finished, #iter = 2 nu = 0.045547 obj = -237.977943, rho = -0.606545 nSV = 237, nBSV = 1 2 | 0.07 | 672 | 0.01 | 2 | 0.08 | 0.00 | 0.0202327 562 | 0.01 | 0.00 | 0.000977824 Total opt. time = 0.29 Problem setup time = 0.26 (89.62%) Inner solver time = 0.02 (6.40%) Gradient updating time = 0.01 (3.74%) Working set time = 0.00 (0.19%) optimization finished, #iter = 2 nu = 0.054278 obj = -290.284554, rho = -0.896534 nSV = 304, nBSV = 5 2 | 0.08 | 2 | 0.08 | 3 | 0.02 | 2 | 0.09 | 761 | 0.01 | 113 | 0.00 | 0.00 | 0.00097951 Total opt. time = 0.30 Problem setup time = 0.26 (87.50%) Inner solver time = 0.02 (7.43%) Gradient updating time = 0.01 (4.66%) Working set time = 0.00 (0.35%) optimization finished, #iter = 3 nu = 0.081511 obj = -485.242141, rho = -0.112065 nSV = 316, nBSV = 21 2 | 0.09 | 1166 | 0.01 | 0.01 | 0.0105178 0.01 | 0.0878499 955 | 0.01 | 690 | 0.01 | 0.01 | 0.286305 2 | 0.10 | 0.01 | 0.0050457 3 | 0.02 | 45 | 0.00 | 0.00 | 0.000954169 Total opt. time = 0.32 Problem setup time = 0.28 (86.52%) Inner solver time = 0.03 (8.30%) Gradient updating time = 0.02 (4.79%) Working set time = 0.00 (0.33%) optimization finished, #iter = 3 nu = 0.133416 obj = -859.042003, rho = -1.480814 nSV = 351, nBSV = 52 2 | 0.11 | 3 | 0.02 | 1104 | 0.01 | 449 | 0.01 | 3 | 0.02 | 0.00 | 0.000965425 Total opt. time = 0.33 Problem setup time = 0.28 (83.36%) Inner solver time = 0.04 (11.46%) Gradient updating time = 0.02 (4.80%) Working set time = 0.00 (0.32%) optimization finished, #iter = 3 nu = 0.151026 obj = -930.055451, rho = -1.408943 nSV = 328, nBSV = 64 3 | 0.02 | 41 | 0.00 | 0.01 | 0.000967186 Total opt. time = 0.33 Problem setup time = 0.28 (83.79%) Inner solver time = 0.04 (11.43%) Gradient updating time = 0.02 (4.57%) Working set time = 0.00 (0.16%) optimization finished, #iter = 2 nu = 0.122655 obj = -692.330741, rho = -0.052609 nSV = 426, nBSV = 27 0.00 | 0.000971996 Total opt. time = 0.34 Problem setup time = 0.29 (85.63%) Inner solver time = 0.03 (8.93%) Gradient updating time = 0.02 (5.07%) Working set time = 0.00 (0.32%) optimization finished, #iter = 3 nu = 0.090909 obj = -520.777782, rho = -0.696220 nSV = 403, nBSV = 17 257 | 0.00 | 0.00 | 0.000998367 Total opt. time = 0.34 Problem setup time = 0.29 (84.83%) Inner solver time = 0.03 (9.65%) Gradient updating time = 0.02 (5.15%) Working set time = 0.00 (0.31%) optimization finished, #iter = 3 nu = 0.103034 obj = -611.086570, rho = -0.896169 nSV = 384, nBSV = 31 1295 | 0.02 | 0.01 | 0.000926846 Total opt. time = 0.35 Problem setup time = 0.29 (83.30%) Inner solver time = 0.04 (12.74%) Gradient updating time = 0.01 (3.75%) Working set time = 0.00 (0.16%) optimization finished, #iter = 2 nu = 0.165312 obj = -957.919042, rho = -0.425134 nSV = 462, nBSV = 48 255 classifier 556: 5-16 with 1034 and 1034 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 1 | 0.17 | 2606 | 0.04 | 0.01 | 2.81914 2 | 0.08 | 1413 | 0.02 | 0.01 | 0.000977746 Total opt. time = 0.34 Problem setup time = 0.26 (76.84%) Inner solver time = 0.06 (18.98%) Gradient updating time = 0.01 (3.98%) Working set time = 0.00 (0.17%) optimization finished, #iter = 2 nu = 0.230931 obj = -1415.262776, rho = -0.025549 929 classifier 557: 23-33 with 1032 and 1032 samples 721 classifier 558: 16-42 with 1029 and 1029 samples nSV = 532, nBSV = 90 936 classifier 559: 23-40 with 1028 and 1028 samples 725 classifier 560: 16-46 with 1026 and 1026 samples 928 classifier 561: 23-32 with 1019 and 1019 samples 165 classifier 562: 3-19 with 1007 and 1007 samples 1027 classifier 563: 27-29 with 1007 and 1007 samples 933 classifier 572: 23-37 with 997 and 997 samples 318 classifier 564: 6-34 with 1005 and 1005 samples 328 classifier 566: 6-44 with 1002 and 1002 samples 697 classifier 565: 16-18 with 1004 and 1004 samples 806 classifier 569: 19-28 with 999 and 999 samples 809 classifier 568: 19-31 with 1001 and 1001 samples 398 classifier 567: 8-27 with 1001 and 1001 samples 926 classifier 571: 23-30 with 997 and 997 samples 821 classifier 570: 19-43 with 997 and 997 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation 1 | 0.17 | 1 | 0.17 | 1 | 0.17 | 1 | 0.17 | 1 | 0.17 | 1 | 0.17 | 1 | 0.17 | 1 | 0.17 | 1 | 0.17 | 1 | 0.17 | 1 | 0.17 | 484 | 0.00 | 0.00 | 0.00099071 Total opt. time = 0.17 Problem setup time = 0.17 (96.06%) Inner solver time = 0.00 (2.45%) Gradient updating time = 0.00 (1.37%) Working set time = 0.00 (0.04%) optimization finished, #iter = 1 nu = 0.027257 obj = -138.414301, rho = -1.438641 nSV = 121, nBSV = 2 101 classifier 573: 2-3 with 994 and 994 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 940 | 0.01 | 1 | 0.18 | 1 | 0.18 | 0.00 | 0.000991341 Total opt. time = 0.18 Problem setup time = 0.17 (93.43%) Inner solver time = 0.01 (4.83%) Gradient updating time = 0.00 (1.64%) Working set time = 0.00 (0.04%) optimization finished, #iter = 1 nu = 0.066353 obj = -364.016661, rho = -1.786372 nSV = 200, nBSV = 14 1 | 0.18 | 1 | 0.18 | 1065 | 0.01 | 1 | 0.18 | 1204 | 0.01 | 1412 | 0.02 | 0.00 | 0.000962628 Total opt. time = 0.18 Problem setup time = 0.17 (91.61%) Inner solver time = 0.01 (6.00%) Gradient updating time = 0.00 (2.30%) Working set time = 0.00 (0.03%) optimization finished, #iter = 1 nu = 0.074372 obj = -455.298932, rho = -0.973301 nSV = 263, nBSV = 24 0.00 | 0.000993171 Total opt. time = 0.19 Problem setup time = 0.17 (90.44%) Inner solver time = 0.01 (7.05%) Gradient updating time = 0.00 (2.43%) Working set time = 0.00 (0.04%) optimization finished, #iter = 1 nu = 0.058975 obj = -318.314142, rho = -0.351574 nSV = 321, nBSV = 10 0.00 | 0.000996092 Total opt. time = 0.19 Problem setup time = 0.17 (89.43%) Inner solver time = 0.02 (8.20%) Gradient updating time = 0.00 (2.28%) Working set time = 0.00 (0.03%) optimization finished, #iter = 1 nu = 0.082923 obj = -488.422369, rho = -0.762433 nSV = 340, nBSV = 22 953 | 0.01 | 0.00 | 0.000974022 Total opt. time = 0.19 Problem setup time = 0.18 (93.60%) Inner solver time = 0.01 (4.72%) Gradient updating time = 0.00 (1.58%) Working set time = 0.00 (0.04%) optimization finished, #iter = 1 nu = 0.070486 obj = -389.391388, rho = -1.805214 nSV = 180, nBSV = 19 1855 | 0.02 | 1054 | 0.01 | 0.00 | 0.000962392 Total opt. time = 0.19 Problem setup time = 0.17 (86.57%) Inner solver time = 0.02 (10.84%) Gradient updating time = 0.00 (2.52%) Working set time = 0.00 (0.03%) optimization finished, #iter = 1 nu = 0.115808 obj = -673.503939, rho = -0.353772 nSV = 402, nBSV = 19 0.00 | 0.147571 1501 | 0.02 | 1751 | 0.03 | 2156 | 0.03 | 0.01 | 2.46542 1789 | 0.02 | 0.01 | 0.000979698 Total opt. time = 0.20 Problem setup time = 0.17 (84.05%) Inner solver time = 0.03 (13.31%) Gradient updating time = 0.01 (2.55%) Working set time = 0.00 (0.04%) optimization finished, #iter = 1 nu = 0.084454 obj = -457.126059, rho = 0.521399 nSV = 396, nBSV = 15 2252 | 0.03 | 0.01 | 0.000926189 Total opt. time = 0.20 Problem setup time = 0.17 (82.91%) Inner solver time = 0.03 (14.42%) Gradient updating time = 0.01 (2.59%) Working set time = 0.00 (0.04%) optimization finished, #iter = 1 nu = 0.206946 obj = -1339.971140, rho = -0.289762 nSV = 471, nBSV = 99 0.00 | 1.07637 2228 | 0.03 | 0.01 | 0.000960634 Total opt. time = 0.21 Problem setup time = 0.17 (82.18%) Inner solver time = 0.03 (15.22%) Gradient updating time = 0.01 (2.52%) Working set time = 0.00 (0.04%) optimization finished, #iter = 1 nu = 0.147461 obj = -782.711001, rho = 0.213454 nSV = 503, nBSV = 20 2577 | 0.04 | 0.01 | 0.708634 0.01 | 0.00098007 Total opt. time = 0.21 Problem setup time = 0.17 (79.80%) Inner solver time = 0.04 (17.49%) Gradient updating time = 0.01 (2.63%) Working set time = 0.00 (0.03%) optimization finished, #iter = 1 nu = 0.195428 obj = -1016.972166, rho = -0.206281 nSV = 534, nBSV = 33 3244 | 0.05 | 0.01 | 0.000975256 Total opt. time = 0.22 Problem setup time = 0.17 (76.73%) Inner solver time = 0.05 (20.69%) Gradient updating time = 0.01 (2.52%) Working set time = 0.00 (0.03%) optimization finished, #iter = 1 nu = 0.252431 obj = -1387.842547, rho = -0.207240 nSV = 616, nBSV = 66 2 | 0.06 | 188 | 0.00 | 0.00 | 0.000958457 Total opt. time = 0.26 Problem setup time = 0.24 (92.19%) Inner solver time = 0.01 (4.94%) Gradient updating time = 0.01 (2.59%) Working set time = 0.00 (0.21%) optimization finished, #iter = 2 nu = 0.082458 obj = -474.937862, rho = -1.181785 nSV = 237, nBSV = 23 2 | 0.07 | 768 | 0.01 | 0.00 | 0.000984733 Total opt. time = 0.29 Problem setup time = 0.25 (87.73%) Inner solver time = 0.02 (8.57%) Gradient updating time = 0.01 (3.45%) Working set time = 0.00 (0.19%) optimization finished, #iter = 2 nu = 0.109402 obj = -621.830595, rho = -1.221714 nSV = 324, nBSV = 28 2 | 0.09 | 892 | 0.01 | 0.00 | 0.000993601 Total opt. time = 0.31 Problem setup time = 0.27 (86.75%) Inner solver time = 0.03 (10.02%) Gradient updating time = 0.01 (3.02%) Working set time = 0.00 (0.18%) optimization finished, #iter = 2 nu = 0.116123 obj = -615.067058, rho = -0.932902 nSV = 360, nBSV = 19 2 | 0.11 | 873 | 0.01 | 0.00 | 0.000968396 Total opt. time = 0.34 Problem setup time = 0.29 (85.27%) Inner solver time = 0.04 (11.35%) Gradient updating time = 0.01 (3.18%) Working set time = 0.00 (0.16%) optimization finished, #iter = 2 nu = 0.204463 obj = -1250.266979, rho = -0.490609 nSV = 464, nBSV = 77 1 | 0.16 | 1606 | 0.02 | 0.00 | 0.000985877 Total opt. time = 0.19 Problem setup time = 0.16 (88.75%) Inner solver time = 0.02 (8.98%) Gradient updating time = 0.00 (2.18%) Working set time = 0.00 (0.03%) optimization finished, #iter = 1 nu = 0.105796 obj = -593.465849, rho = -0.517617 nSV = 317, nBSV = 27 429 classifier 574: 9-16 with 993 and 993 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 1 | 0.16 | 1484 | 0.02 | 0.00 | 0.000975505 Total opt. time = 0.19 Problem setup time = 0.16 (87.74%) Inner solver time = 0.02 (10.12%) Gradient updating time = 0.00 (2.06%) Working set time = 0.00 (0.04%) optimization finished, #iter = 1 922 classifier 575: 23-26 with 993 and 993 samples 1182 classifier 576: 34-44 with 993 and 993 samples nu = 0.105619 941 classifier 578: 23-45 with 990 and 990 samples 126 classifier 580: 2-28 with 986 and 986 samples obj = -565.659871, rho = 0.796363 813 classifier 577: 19-35 with 991 and 991 samples 129 classifier 579: 2-31 with 988 and 988 samples 141 classifier 581: 2-43 with 984 and 984 samples nSV = 326, nBSV = 24 624 classifier 582: 14-16 with 984 and 984 samples 138 classifier 590: 2-40 with 962 and 962 samples 811 classifier 584: 19-33 with 979 and 979 samples 717 classifier 583: 16-38 with 983 and 983 samples 133 classifier 585: 2-35 with 978 and 978 samples 818 classifier 586: 19-40 with 975 and 975 samples 937 classifier 587: 23-41 with 973 and 973 samples 131 classifier 588: 2-33 with 966 and 966 samples 810 classifier 589: 19-32 with 966 and 966 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 1 | 0.15 | 1 | 0.16 | 1 | 0.16 | 1 | 0.16 | 1 | 0.16 | 1 | 0.16 | 1 | 0.16 | 1 | 0.16 | 1 | 0.16 | 1 | 0.16 | 1 | 0.16 | 1 | 0.16 | 877 | 0.01 | 1111 | 0.01 | 537 | 0.00 | 1 | 0.16 | 1 | 0.17 | 0.00 | 0.00089146 Total opt. time = 0.17 Problem setup time = 0.16 (95.90%) Inner solver time = 0.00 (2.65%) Gradient updating time = 0.00 (1.36%) Working set time = 0.00 (0.03%) optimization finished, #iter = 1 nu = 0.051367 obj = -279.103872, rho = -1.536330 nSV = 131, nBSV = 14 1 | 0.17 | 788 | 0.01 | 1 | 0.17 | 0.00 | 0.000978205 Total opt. time = 0.17 Problem setup time = 0.16 (92.78%) Inner solver time = 0.01 (4.95%) Gradient updating time = 0.00 (2.17%) Working set time = 0.00 (0.04%) optimization finished, #iter = 1 nu = 0.064397 obj = -324.965532, rho = -0.945224 nSV = 245, nBSV = 13 0.00 | 0.000954554 Total opt. time = 0.17 Problem setup time = 0.15 (91.54%) Inner solver time = 0.01 (6.27%) Gradient updating time = 0.00 (2.05%) Working set time = 0.00 (0.04%) optimization finished, #iter = 1 nu = 0.091448 obj = -487.927407, rho = -1.426471 nSV = 244, nBSV = 28 947 classifier 591: 23-51 with 961 and 961 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 0.00 | 0.000993988 Total opt. time = 0.17 Problem setup time = 0.16 (93.98%) Inner solver time = 0.01 (4.22%) Gradient updating time = 0.00 (1.72%) Working set time = 0.00 (0.04%) optimization finished, #iter = 1 nu = 0.035204 obj = -173.011826, rho = -0.389350 nSV = 204, nBSV = 1 925 | 0.01 | 566 | 0.00 | 666 | 0.01 | 1613 | 0.02 | 1292 | 0.01 | 1180 | 0.01 | 0.00 | 0.000997265 Total opt. time = 0.17 Problem setup time = 0.17 (95.46%) Inner solver time = 0.00 (2.88%) Gradient updating time = 0.00 (1.56%) Working set time = 0.00 (0.04%) optimization finished, #iter = 1 nu = 0.028141 obj = -140.116943, rho = -1.271518 nSV = 144, nBSV = 1 0.00 | 0.000956887 Total opt. time = 0.17 Problem setup time = 0.16 (92.97%) Inner solver time = 0.01 (5.01%) Gradient updating time = 0.00 (1.93%) Working set time = 0.00 (0.04%) optimization finished, #iter = 1 nu = 0.049525 obj = -268.059840, rho = -0.090344 nSV = 233, nBSV = 10 0.00 | 0.000972711 Total opt. time = 0.17 Problem setup time = 0.17 (95.17%) Inner solver time = 0.01 (3.32%) Gradient updating time = 0.00 (1.43%) Working set time = 0.00 (0.03%) optimization finished, #iter = 1 nu = 0.057704 obj = -315.096678, rho = -1.573149 nSV = 155, nBSV = 14 0.00 | 0.00095728 Total opt. time = 0.18 Problem setup time = 0.16 (91.56%) Inner solver time = 0.01 (6.41%) Gradient updating time = 0.00 (1.95%) Working set time = 0.00 (0.04%) optimization finished, #iter = 1 nu = 0.070318 obj = -401.768297, rho = -0.498364 nSV = 272, nBSV = 19 0.00 | 0.000984915 Total opt. time = 0.18 Problem setup time = 0.16 (90.29%) Inner solver time = 0.01 (7.48%) Gradient updating time = 0.00 (2.14%) Working set time = 0.00 (0.03%) optimization finished, #iter = 1 nu = 0.111228 obj = -649.913797, rho = -1.516608 nSV = 276, nBSV = 41 0.00 | 0.000991447 Total opt. time = 0.18 Problem setup time = 0.16 (88.33%) Inner solver time = 0.02 (9.25%) Gradient updating time = 0.00 (2.32%) Working set time = 0.00 (0.04%) optimization finished, #iter = 1 nu = 0.133767 obj = -823.447294, rho = -1.080863 nSV = 336, nBSV = 59 997 | 0.01 | 1238 | 0.01 | 0.00 | 0.00098637 Total opt. time = 0.18 Problem setup time = 0.17 (92.10%) Inner solver time = 0.01 (5.69%) Gradient updating time = 0.00 (2.12%) Working set time = 0.00 (0.04%) optimization finished, #iter = 1 nu = 0.047514 obj = -237.458302, rho = -0.731001 nSV = 268, nBSV = 1 0.00 | 0.000864217 Total opt. time = 0.18 Problem setup time = 0.16 (90.95%) Inner solver time = 0.01 (6.90%) Gradient updating time = 0.00 (2.06%) Working set time = 0.00 (0.03%) optimization finished, #iter = 1 nu = 0.077490 obj = -479.937166, rho = -0.599889 nSV = 265, nBSV = 24 1828 | 0.02 | 1893 | 0.02 | 0.00 | 0.000990043 Total opt. time = 0.18 Problem setup time = 0.16 (87.39%) Inner solver time = 0.02 (10.36%) Gradient updating time = 0.00 (2.18%) Working set time = 0.00 (0.04%) optimization finished, #iter = 1 nu = 0.151522 obj = -847.065992, rho = -1.270028 nSV = 316, nBSV = 40 0.00 | 0.000926858 Total opt. time = 0.19 Problem setup time = 0.16 (86.43%) Inner solver time = 0.02 (10.96%) Gradient updating time = 0.00 (2.53%) Working set time = 0.00 (0.04%) optimization finished, #iter = 1 nu = 0.142122 obj = -896.078549, rho = -1.411851 nSV = 386, nBSV = 53 1681 | 0.02 | 0.00 | 0.000968928 Total opt. time = 0.19 Problem setup time = 0.16 (85.08%) Inner solver time = 0.02 (12.27%) Gradient updating time = 0.00 (2.56%) Working set time = 0.00 (0.04%) optimization finished, #iter = 1 nu = 0.115442 obj = -645.694771, rho = 0.394885 nSV = 378, nBSV = 27 2878 | 0.04 | 0.01 | 0.000948537 Total opt. time = 0.21 Problem setup time = 0.16 (78.14%) Inner solver time = 0.04 (19.14%) Gradient updating time = 0.01 (2.64%) Working set time = 0.00 (0.03%) optimization finished, #iter = 1 nu = 0.237157 obj = -1262.159891, rho = -0.482364 nSV = 614, nBSV = 45 1 | 0.15 | 450 | 0.00 | 0.00 | 0.000963215 Total opt. time = 0.16 Problem setup time = 0.15 (95.59%) Inner solver time = 0.00 (2.43%) Gradient updating time = 0.00 (1.89%) Working set time = 0.00 (0.04%) optimization finished, #iter = 1 nu = 0.013747 obj = -66.056558, rho = -0.883778 130 classifier 593: 2-32 with 953 and 953 samples 891 classifier 594: 22-23 with 953 and 953 samples 808 classifier 598: 19-30 with 944 and 944 samples nSV = 185, nBSV = 0 932 classifier 595: 23-36 with 950 and 950 samples 946 classifier 596: 23-50 with 949 and 949 samples 311 classifier 597: 6-27 with 945 and 945 samples 815 classifier 599: 19-37 with 944 and 944 samples 945 classifier 592: 23-49 with 955 and 955 samples 124 classifier 607: 2-26 with 927 and 927 samples 804 classifier 600: 19-26 with 940 and 940 samples 823 classifier 601: 19-45 with 937 and 937 samples 1032 classifier 602: 27-34 with 936 and 936 samples 1042 classifier 603: 27-44 with 933 and 933 samples 128 classifier 604: 2-30 with 931 and 931 samples 135 classifier 605: 2-37 with 931 and 931 samples 162 classifier 606: 3-16 with 931 and 931 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation 1 | 0.14 | 1 | 0.14 | 1 | 0.14 | 1 | 0.14 | 1 | 0.14 | 1 | 0.15 | 1 | 0.15 | 1 | 0.15 | 392 | 0.00 | 565 | 0.00 | 1 | 0.15 | 1 | 0.15 | 0.00 | 0.000967228 0.00 | 0.000987072 Total opt. time = 0.15 Problem setup time = 0.14 (96.28%) Inner solver time = 0.00 (2.09%) Total opt. time = 0.15 Gradient updating time = 0.00 (1.52%) Working set time = 0.00 (0.04%) optimization finished, #iter = 1 Problem setup time = 0.14 (95.27%) Inner solver time = 0.00 (3.08%) nu = 0.011310 Gradient updating time = 0.00 (1.52%) Working set time = 0.00 (0.04%) obj = -52.648690, rho = -0.787386 optimization finished, #iter = 1 nSV = 133, nBSV = 0 nu = 0.049070 obj = -247.121631, rho = -1.212951 nSV = 137, nBSV = 8 710 classifier 608: 16-31 with 925 and 925 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 1 | 0.15 | 534 | 0.00 | 456 | 0.00 | 1 | 0.15 | 0.00 | 0.000972236 Total opt. time = 0.15 Problem setup time = 0.15 (96.35%) Inner solver time = 0.00 (2.33%) Gradient updating time = 0.00 (1.24%) Working set time = 0.00 (0.04%) optimization finished, #iter = 1 nu = 0.026980 obj = -130.826614, rho = -1.092458 nSV = 109, nBSV = 2 848 | 0.01 | 580 | 0.01 | 0.00 | 0.000964428 Total opt. time = 0.15 Problem setup time = 0.15 (94.83%) Inner solver time = 0.00 (3.04%) Gradient updating time = 0.00 (2.05%) Working set time = 0.00 (0.04%) optimization finished, #iter = 1 1 | 0.15 | nu = 0.017030 obj = -79.787411, rho = -0.833286 nSV = 200, nBSV = 0 1 | 0.15 | 1 | 0.15 | 0.00 | 0.000940982 Total opt. time = 0.15 Problem setup time = 0.15 (95.04%) Inner solver time = 0.01 (3.31%) 0.00 | 0.000956071 Gradient updating time = 0.00 (1.56%) Working set time = 0.00 (0.04%) optimization finished, #iter = 1 nu = 0.048803 Total opt. time = 0.15 Problem setup time = 0.14 (93.57%) Inner solver time = 0.01 (4.63%) Gradient updating time = 0.00 (1.70%) Working set time = 0.00 (0.04%) obj = -250.330875, rho = -1.158398 optimization finished, #iter = 1 nSV = 147, nBSV = 10 nu = 0.059911 obj = -291.965517, rho = -1.196816 nSV = 179, nBSV = 9 270 | 0.00 | 1 | 0.15 | 249 | 0.00 | 0.00 | 0.000875014 Total opt. time = 0.16 Problem setup time = 0.15 (97.46%) Inner solver time = 0.00 (1.51%) Gradient updating time = 0.00 (0.93%) Working set time = 0.00 (0.04%) optimization finished, #iter = 1 nu = 0.025883 obj = -138.905629, rho = 2.525870 nSV = 67, nBSV = 10 251 | 0.00 | 939 | 0.01 | 0.00 | 0.00096441 Total opt. time = 0.16 Problem setup time = 0.15 (97.56%) Inner solver time = 0.00 (1.23%) Gradient updating time = 0.00 (1.12%) Working set time = 0.00 (0.04%) optimization finished, #iter = 1 nu = 0.011907 obj = -59.132408, rho = -1.080288 nSV = 81, nBSV = 1 0.00 | 0.000986477 Total opt. time = 0.16 Problem setup time = 0.15 (96.75%) Inner solver time = 0.00 (1.40%) Gradient updating time = 0.00 (1.76%) Working set time = 0.00 (0.04%) optimization finished, #iter = 1 nu = 0.004212 obj = -20.001846, rho = -0.971260 nSV = 156, nBSV = 1 268 | 0.00 | 0.00 | 0.000978579 Total opt. time = 0.16 Problem setup time = 0.15 (92.54%) Inner solver time = 0.01 (5.26%) Gradient updating time = 0.00 (2.12%) Working set time = 0.00 (0.04%) optimization finished, #iter = 1 nu = 0.062462 obj = -317.398855, rho = -0.978959 nSV = 242, nBSV = 11 0.00 | 0.000981453 Total opt. time = 0.16 Problem setup time = 0.15 (96.74%) Inner solver time = 0.00 (1.45%) Gradient updating time = 0.00 (1.72%) Working set time = 0.00 (0.04%) optimization finished, #iter = 1 nu = 0.007565 obj = -36.125485, rho = -0.988120 nSV = 152, nBSV = 0 862 | 0.01 | 0.00 | 0.0009849 Total opt. time = 0.16 Problem setup time = 0.15 (93.42%) Inner solver time = 0.01 (4.79%) Gradient updating time = 0.00 (1.69%) Working set time = 0.00 (0.04%) optimization finished, #iter = 1 nu = 0.050102 obj = -240.511914, rho = -1.032416 nSV = 166, nBSV = 4 1643 | 0.02 | 0.00 | 0.000962218 Total opt. time = 0.17 Problem setup time = 0.14 (84.61%) Inner solver time = 0.02 (12.78%) Gradient updating time = 0.00 (2.51%) Working set time = 0.00 (0.04%) optimization finished, #iter = 1 nu = 0.088226 obj = -439.878572, rho = 0.497559 nSV = 343, nBSV = 12 2726 | 0.04 | 2552 | 0.03 | 2723 | 0.04 | 0.01 | 0.000976823 Total opt. time = 0.19 Problem setup time = 0.14 (77.26%) Inner solver time = 0.04 (19.94%) Gradient updating time = 0.01 (2.73%) Working set time = 0.00 (0.04%) optimization finished, #iter = 1 nu = 0.211782 obj = -1062.669282, rho = -0.176659 nSV = 570, nBSV = 42 0.01 | 0.000980066 Total opt. time = 0.19 Problem setup time = 0.15 (79.26%) Inner solver time = 0.03 (17.93%) Gradient updating time = 0.01 (2.73%) Working set time = 0.00 (0.03%) optimization finished, #iter = 1 0.00 | 0.000964512 nu = 0.208403 obj = -1084.818165, rho = 0.010000 Total opt. time = 0.19 Problem setup time = 0.15 (77.59%) Inner solver time = 0.04 (19.76%) nSV = 512, nBSV = 54 Gradient updating time = 0.00 (2.57%) Working set time = 0.00 (0.04%) optimization finished, #iter = 1 nu = 0.211564 obj = -1055.939189, rho = 0.273543 nSV = 565, nBSV = 34 1 | 0.14 | 1248 | 0.01 | 0.00 | 0.000975263 Total opt. time = 0.16 Problem setup time = 0.14 (90.19%) Inner solver time = 0.01 (7.42%) Gradient updating time = 0.00 (2.29%) Working set time = 0.00 (0.04%) optimization finished, #iter = 1 nu = 0.098550 obj = -526.406128, rho = -1.051837 707 classifier 610: 16-28 with 923 and 923 samples nSV = 274, nBSV = 23 722 classifier 611: 16-43 with 921 and 921 samples 819 classifier 612: 19-41 with 920 and 920 samples 714 classifier 613: 16-35 with 915 and 915 samples 829 classifier 614: 19-51 with 908 and 908 samples 139 classifier 615: 2-41 with 907 and 907 samples 712 classifier 616: 16-33 with 903 and 903 samples 143 classifier 609: 2-45 with 924 and 924 samples 147 classifier 624: 2-49 with 889 and 889 samples 827 classifier 617: 19-49 with 902 and 902 samples 719 classifier 619: 16-40 with 899 and 899 samples 814 classifier 620: 19-36 with 897 and 897 samples 800 classifier 618: 19-22 with 900 and 900 samples 711 classifier 623: 16-32 with 890 and 890 samples 149 classifier 622: 2-51 with 895 and 895 samples 828 classifier 621: 19-50 with 896 and 896 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 1 | 0.13 | 1 | 0.13 | 199 | 0.00 | 1 | 0.13 | 1 | 0.13 | 0.00 | 0.000967049 Total opt. time = 0.13 Problem setup time = 0.13 (97.46%) Inner solver time = 0.00 (1.07%) Gradient updating time = 0.00 (1.34%) Working set time = 0.00 (0.05%) optimization finished, #iter = 1 nu = 0.001772 obj = -7.874787, rho = -0.823640 nSV = 104, nBSV = 0 120 classifier 625: 2-22 with 887 and 887 samples 1 | 0.13 | 1 | 0.13 | Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 1 | 0.13 | 1 | 0.13 | 1 | 0.13 | 235 | 0.00 | 323 | 0.00 | 282 | 0.00 | 1 | 0.14 | 298 | 0.00 | 0.00 | 0.000992566 Total opt. time = 0.14 Problem setup time = 0.13 (97.38%) Inner solver time = 0.00 (1.24%) Gradient updating time = 0.00 (1.27%) Working set time = 0.00 (0.04%) optimization finished, #iter = 1 nu = 0.005826 obj = -26.073138, rho = -0.702999 nSV = 96, nBSV = 0 0.00 | 0.00096858 Total opt. time = 0.14 Problem setup time = 0.13 (97.26%) Inner solver time = 0.00 (1.56%) Gradient updating time = 0.00 (1.09%) Working set time = 0.00 (0.04%) optimization finished, #iter = 1 nu = 0.029988 obj = -161.153574, rho = -2.558443 nSV = 79, nBSV = 11 0.00 | 0.000985481 Total opt. time = 0.14 Problem setup time = 0.13 (96.16%) Inner solver time = 0.00 (1.93%) Gradient updating time = 0.00 (1.81%) Working set time = 0.00 (0.04%) optimization finished, #iter = 1 nu = 0.009906 obj = -44.428752, rho = -0.885727 nSV = 152, nBSV = 0 1 | 0.14 | 0.00 | 0.000969788 Total opt. time = 0.14 Problem setup time = 0.13 (96.17%) Inner solver time = 0.00 (1.78%) Gradient updating time = 0.00 (1.96%) Working set time = 0.00 (0.04%) optimization finished, #iter = 1 nu = 0.002807 obj = -12.573254, rho = -0.946517 nSV = 165, nBSV = 0 324 | 0.00 | 426 | 0.00 | 0.00 | 0.000984535 978 | 0.01 | Total opt. time = 0.14 Problem setup time = 0.13 (95.76%) Inner solver time = 0.00 (2.01%) Gradient updating time = 0.00 (2.12%) Working set time = 0.00 (0.04%) optimization finished, #iter = 1 nu = 0.003082 obj = -13.900000, rho = -0.907569 nSV = 179, nBSV = 0 0.00 | 0.000929248 Total opt. time = 0.14 Problem setup time = 0.14 (96.27%) Inner solver time = 0.00 (2.26%) Gradient updating time = 0.00 (1.39%) Working set time = 0.00 (0.04%) optimization finished, #iter = 1 nu = 0.020678 obj = -95.209121, rho = -0.870083 nSV = 123, nBSV = 1 1 | 0.14 | 1 | 0.14 | 387 | 0.00 | 0.00 | 0.00096481 Total opt. time = 0.14 Problem setup time = 0.13 (92.24%) Inner solver time = 0.01 (5.90%) Gradient updating time = 0.00 (1.76%) Working set time = 0.00 (0.04%) optimization finished, #iter = 1 nu = 0.082275 obj = -390.412417, rho = -1.588013 nSV = 184, nBSV = 18 1 | 0.14 | 1 | 0.14 | 1 | 0.14 | 0.00 | 0.000992094 Total opt. time = 0.14 Problem setup time = 0.14 (95.59%) Inner solver time = 0.00 (2.41%) Gradient updating time = 0.00 (1.90%) Working set time = 0.00 (0.04%) optimization finished, #iter = 1 nu = 0.007443 obj = -33.789241, rho = -0.800869 nSV = 168, nBSV = 0 1030 | 0.01 | 383 | 0.00 | 453 | 0.00 | 0.00 | 0.000885923 Total opt. time = 0.15 Problem setup time = 0.14 (96.56%) Inner solver time = 0.00 (2.00%) Gradient updating time = 0.00 (1.34%) Working set time = 0.00 (0.04%) optimization finished, #iter = 1 nu = 0.020665 obj = -97.320795, rho = -0.832467 nSV = 123, nBSV = 1 0.00 | 0.000988121 Total opt. time = 0.15 Problem setup time = 0.13 (91.58%) Inner solver time = 0.01 (6.23%) Gradient updating time = 0.00 (2.10%) Working set time = 0.00 (0.04%) optimization finished, #iter = 1 nu = 0.113528 obj = -616.121751, rho = -1.153174 nSV = 240, nBSV = 38 1331 | 0.01 | 0.00 | 0.000963749 Total opt. time = 0.15 Problem setup time = 0.14 (95.41%) Inner solver time = 0.00 (2.62%) Gradient updating time = 0.00 (1.87%) Working set time = 0.00 (0.04%) optimization finished, #iter = 1 nu = 0.013357 obj = -61.442454, rho = -0.924698 nSV = 169, nBSV = 0 787 | 0.01 | 0.00 | 0.000958137 Total opt. time = 0.15 Problem setup time = 0.13 (89.51%) Inner solver time = 0.01 (8.16%) Gradient updating time = 0.00 (2.24%) Working set time = 0.00 (0.04%) optimization finished, #iter = 1 nu = 0.113425 obj = -581.172281, rho = -0.949823 nSV = 295, nBSV = 28 0.00 | 0.000999635 Total opt. time = 0.15 Problem setup time = 0.14 (93.29%) Inner solver time = 0.01 (4.66%) Gradient updating time = 0.00 (1.94%) Working set time = 0.00 (0.04%) optimization finished, #iter = 1 nu = 0.051659 obj = -240.098897, rho = -0.614120 nSV = 214, nBSV = 3 1341 | 0.01 | 1311 | 0.01 | 0.00 | 0.000954178 Total opt. time = 0.16 Problem setup time = 0.14 (89.58%) Inner solver time = 0.01 (8.10%) Gradient updating time = 0.00 (2.23%) Working set time = 0.00 (0.04%) optimization finished, #iter = 1 nu = 0.092000 obj = -506.485206, rho = -0.464533 nSV = 308, nBSV = 19 0.00 | 0.000991802 Total opt. time = 0.16 Problem setup time = 0.14 (89.50%) Inner solver time = 0.01 (8.06%) Gradient updating time = 0.00 (2.34%) Working set time = 0.00 (0.04%) optimization finished, #iter = 1 nu = 0.077854 obj = -406.920305, rho = -0.311811 nSV = 302, nBSV = 13 1 | 0.13 | 422 | 0.00 | 0.00 | 0.00098501 Total opt. time = 0.14 Problem setup time = 0.13 (96.35%) Inner solver time = 0.00 (2.25%) Gradient updating time = 0.00 (1.29%) Working set time = 0.00 (0.04%) optimization finished, #iter = 1 nu = 0.031277 obj = -186.395479, rho = -2.170057 nSV = 96, nBSV = 13 134 classifier 626: 2-36 with 884 and 884 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 1 | 0.13 | 241 | 0.00 | 0.00 | 0.000983531 Total opt. time = 0.13 Problem setup time = 0.13 (97.28%) Inner solver time = 0.00 (1.29%) Gradient updating time = 0.00 (1.33%) Working set time = 0.00 (0.04%) 148 classifier 627: 2-50 with 883 and 883 samples 28 classifier 628: 0-29 with 880 and 880 samples optimization finished, #iter = 1 7 classifier 629: 0-8 with 874 and 874 samples 709 classifier 630: 16-30 with 868 and 868 samples 716 classifier 631: 16-37 with 868 and 868 samples 705 classifier 632: 16-26 with 864 and 864 samples nu = 0.005170 724 classifier 633: 16-45 with 861 and 861 samples obj = -22.851939, rho = -0.642617 720 classifier 634: 16-41 with 844 and 844 samples nSV = 110, nBSV = 0 1091 classifier 635: 29-48 with 842 and 842 samples 1090 classifier 642: 29-47 with 822 and 822 samples 730 classifier 638: 16-51 with 832 and 832 samples 978 classifier 637: 25-29 with 836 and 836 samples 396 classifier 639: 8-25 with 830 and 830 samples 701 classifier 641: 16-22 with 824 and 824 samples 728 classifier 640: 16-49 with 826 and 826 samples 419 classifier 636: 8-48 with 836 and 836 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation 1 | 0.11 | 1 | 0.11 | 1 | 0.11 | 1 | 0.11 | 299 | 0.00 | 240 | 0.00 | 1 | 0.11 | 0.00 | 0.000989028 Total opt. time = 0.12 Problem setup time = 0.11 (96.90%) Inner solver time = 0.00 (1.74%) Gradient updating time = 0.00 (1.22%) Working set time = 0.00 (0.05%) optimization finished, #iter = 1 nu = 0.023262 obj = -100.147260, rho = -2.029593 nSV = 75, nBSV = 6 0.00 | 0.000983972 Total opt. time = 0.12 Problem setup time = 0.11 (96.78%) Inner solver time = 0.00 (1.46%) Gradient updating time = 0.00 (1.63%) Working set time = 0.00 (0.05%) optimization finished, #iter = 1 nu = 0.002676 obj = -11.053647, rho = -0.884610 nSV = 126, nBSV = 0 1 | 0.12 | 292 | 0.00 | 1 | 0.12 | 1 | 0.12 | 0.00 | 0.000929504 Total opt. time = 0.12 Problem setup time = 0.11 (96.61%) Inner solver time = 0.00 (1.75%) Gradient updating time = 0.00 (1.53%) Working set time = 0.00 (0.05%) optimization finished, #iter = 1 nu = 0.007766 obj = -32.309071, rho = -0.769966 nSV = 116, nBSV = 0 1 | 0.12 | 1043 | 0.01 | 424 | 0.00 | 0.00 | 0.000953729 Total opt. time = 0.12 Problem setup time = 0.12 (96.05%) Inner solver time = 0.00 (2.45%) Gradient updating time = 0.00 (1.39%) Working set time = 0.00 (0.05%) optimization finished, #iter = 1 nu = 0.030227 obj = -131.459442, rho = -1.055203 nSV = 114, nBSV = 2 1 | 0.12 | 1 | 0.12 | 0.00 | 0.000950327 Total opt. time = 0.12 759 | 0.01 | Problem setup time = 0.11 (89.59%) Inner solver time = 0.01 (7.96%) Gradient updating time = 0.00 (2.31%) Working set time = 0.00 (0.04%) optimization finished, #iter = 1 nu = 0.041665 obj = -171.244293, rho = 0.087571 nSV = 261, nBSV = 0 715 classifier 643: 16-36 with 821 and 821 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 0.00 | 0.000914872 Total opt. time = 0.13 Problem setup time = 0.12 (92.48%) Inner solver time = 0.01 (5.35%) Gradient updating time = 0.00 (2.08%) Working set time = 0.00 (0.04%) optimization finished, #iter = 1 nu = 0.028439 obj = -119.728594, rho = -0.219223 nSV = 188, nBSV = 0 428 | 0.00 | 1 | 0.13 | 0.00 | 0.000951282 Total opt. time = 0.13 Problem setup time = 0.12 (96.27%) Inner solver time = 0.00 (2.41%) Gradient updating time = 0.00 (1.23%) Working set time = 0.00 (0.04%) optimization finished, #iter = 1 nu = 0.030416 obj = -134.116463, rho = -0.999318 nSV = 110, nBSV = 2 1 | 0.13 | 496 | 0.00 | 0.00 | 0.00094387 Total opt. time = 0.13 Problem setup time = 0.12 (95.50%) Inner solver time = 0.00 (2.89%) Gradient updating time = 0.00 (1.52%) Working set time = 0.00 (0.04%) optimization finished, #iter = 1 nu = 0.040913 obj = -187.430782, rho = -1.231535 nSV = 127, nBSV = 6 1271 | 0.01 | 510 | 0.00 | 1 | 0.13 | 1 | 0.13 | 0.00 | 0.000952307 Total opt. time = 0.13 Problem setup time = 0.11 (87.65%) Inner solver time = 0.01 (10.05%) Gradient updating time = 0.00 (2.21%) Working set time = 0.00 (0.04%) optimization finished, #iter = 1 nu = 0.100788 obj = -496.769225, rho = -0.068393 nSV = 270, nBSV = 17 0.00 | 0.000999781 Total opt. time = 0.13 Problem setup time = 0.13 (95.44%) Inner solver time = 0.00 (2.98%) Gradient updating time = 0.00 (1.47%) Working set time = 0.00 (0.04%) optimization finished, #iter = 1 nu = 0.030525 obj = -136.917064, rho = -1.124800 nSV = 120, nBSV = 4 1 | 0.13 | 156 | 0.00 | 1398 | 0.01 | 0.00 | 0.000911567 Total opt. time = 0.13 Problem setup time = 0.13 (97.81%) Inner solver time = 0.00 (0.84%) Gradient updating time = 0.00 (1.24%) Working set time = 0.00 (0.04%) optimization finished, #iter = 1 nu = 0.001721 obj = -7.598010, rho = -0.902191 nSV = 87, nBSV = 0 0.00 | 0.000985698 Total opt. time = 0.13 Problem setup time = 0.12 (86.86%) Inner solver time = 0.01 (10.63%) Gradient updating time = 0.00 (2.41%) Working set time = 0.00 (0.04%) optimization finished, #iter = 1 nu = 0.104586 obj = -479.002844, rho = -0.547203 nSV = 316, nBSV = 15 993 | 0.01 | 1888 | 0.02 | 0.00 | 0.000996546 Total opt. time = 0.14 Problem setup time = 0.13 (92.10%) Inner solver time = 0.01 (5.93%) Gradient updating time = 0.00 (1.88%) Working set time = 0.00 (0.04%) optimization finished, #iter = 1 nu = 0.088847 obj = -427.863850, rho = -1.496839 nSV = 204, nBSV = 17 0.00 | 0.000991963 Total opt. time = 0.14 Problem setup time = 0.12 (82.89%) Inner solver time = 0.02 (14.37%) Gradient updating time = 0.00 (2.64%) Working set time = 0.00 (0.04%) optimization finished, #iter = 1 nu = 0.163887 obj = -831.507912, rho = -0.725983 nSV = 409, nBSV = 43 1563 | 0.02 | 0.00 | 0.000966876 Total opt. time = 0.15 Problem setup time = 0.13 (85.52%) Inner solver time = 0.02 (11.88%) Gradient updating time = 0.00 (2.51%) Working set time = 0.00 (0.04%) optimization finished, #iter = 1 nu = 0.098669 obj = -444.303620, rho = -0.362210 nSV = 350, nBSV = 10 2193 | 0.03 | 0.00 | 0.000984798 Total opt. time = 0.16 Problem setup time = 0.13 (80.09%) Inner solver time = 0.03 (17.22%) Gradient updating time = 0.00 (2.60%) Working set time = 0.00 (0.04%) optimization finished, #iter = 1 nu = 0.169469 obj = -783.283248, rho = 0.139298 nSV = 489, nBSV = 28 1 | 0.11 | 237 | 0.00 | 0.00 | 0.000990821 Total opt. time = 0.12 Problem setup time = 0.11 (96.94%) Inner solver time = 0.00 (1.39%) Gradient updating time = 0.00 (1.55%) Working set time = 0.00 (0.05%) optimization finished, #iter = 1 418 classifier 646: 8-47 with 816 and 816 samples nu = 0.007715 obj = -31.670486, rho = -0.826589 5 classifier 645: 0-6 with 818 and 818 samples 33 classifier 647: 0-34 with 809 and 809 samples 43 classifier 648: 0-44 with 806 and 806 samples 868 classifier 649: 21-29 with 805 and 805 samples 1082 classifier 650: 29-39 with 802 and 802 samples 729 classifier 644: 16-50 with 820 and 820 samples nSV = 115, nBSV = 0 392 classifier 651: 8-21 with 799 and 799 samples 410 classifier 652: 8-39 with 796 and 796 samples 413 classifier 659: 8-42 with 782 and 782 samples 952 classifier 653: 24-29 with 795 and 795 samples 395 classifier 655: 8-24 with 789 and 789 samples 1085 classifier 656: 29-42 with 788 and 788 samples 247 classifier 657: 5-8 with 787 and 787 samples 1089 classifier 658: 29-46 with 785 and 785 samples 268 classifier 654: 5-29 with 793 and 793 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation 1 | 0.10 | 1 | 0.10 | 1 | 0.10 | 1 | 0.10 | 1 | 0.10 | 1 | 0.10 | 1 | 0.10 | 1 | 0.10 | 1 | 0.10 | 1 | 0.11 | 1 | 0.11 | 881 | 0.01 | 603 | 0.00 | 1 | 0.11 | 0.00 | 0.000990186 Total opt. time = 0.11 Problem setup time = 0.10 (90.79%) Inner solver time = 0.01 (6.89%) Gradient updating time = 0.00 (2.16%) Working set time = 0.00 (0.05%) optimization finished, #iter = 1 nu = 0.049349 obj = -203.825290, rho = -0.074567 nSV = 208, nBSV = 5 1 | 0.11 | 0.00 | 0.000880108 Total opt. time = 0.11 Problem setup time = 0.10 (93.79%) Inner solver time = 0.00 (4.35%) Gradient updating time = 0.00 (1.76%) Working set time = 0.00 (0.05%) optimization finished, #iter = 1 nu = 0.042763 obj = -181.097822, rho = 0.015490 nSV = 166, nBSV = 5 1 | 0.11 | 1 | 0.11 | 1 | 0.11 | 203 | 0.00 | 0.00 | 0.000971201 Total opt. time = 0.11 Problem setup time = 0.11 (97.24%) Inner solver time = 0.00 (1.19%) Gradient updating time = 0.00 (1.45%) Working set time = 0.00 (0.05%) optimization finished, #iter = 1 nu = 0.002291 obj = -9.390901, rho = -0.931630 nSV = 101, nBSV = 0 1083 | 0.01 | 0.00 | 0.000989045 Total opt. time = 0.12 Problem setup time = 0.10 (89.16%) Inner solver time = 0.01 (8.40%) Gradient updating time = 0.00 (2.33%) Working set time = 0.00 (0.05%) optimization finished, #iter = 1 nu = 0.084235 obj = -350.460425, rho = -0.585966 nSV = 270, nBSV = 9 1100 | 0.01 | 0.00 | 0.000987329 Total opt. time = 0.12 Problem setup time = 0.11 (87.99%) Inner solver time = 0.01 (9.39%) Gradient updating time = 0.00 (2.50%) Working set time = 0.00 (0.05%) optimization finished, #iter = 1 nu = 0.079266 obj = -339.387714, rho = -0.392764 nSV = 272, nBSV = 15 1601 | 0.02 | 1897 | 0.02 | 1561 | 0.02 | 1923 | 0.02 | 1766 | 0.02 | 0.00 | 0.000998489 Total opt. time = 0.12 Problem setup time = 0.11 (84.30%) Inner solver time = 0.02 (12.93%) Gradient updating time = 0.00 (2.68%) Working set time = 0.00 (0.04%) optimization finished, #iter = 1 nu = 0.117937 obj = -491.849482, rho = -0.242578 nSV = 368, nBSV = 9 0.00 | 0.000976989 Total opt. time = 0.12 Problem setup time = 0.10 (82.12%) Inner solver time = 0.02 (15.11%) Gradient updating time = 0.00 (2.67%) Working set time = 0.00 (0.04%) optimization finished, #iter = 1 nu = 0.175735 obj = -765.109565, rho = 0.276596 nSV = 377, nBSV = 35 0.00 | 0.000936123 Total opt. time = 0.13 Problem setup time = 0.10 (83.58%) Inner solver time = 0.02 (13.80%) Gradient updating time = 0.00 (2.52%) Working set time = 0.00 (0.04%) optimization finished, #iter = 1 nu = 0.156426 obj = -766.238975, rho = -0.045075 nSV = 336, nBSV = 44 2354 | 0.02 | 1886 | 0.02 | 0.00 | 0.000972236 0.00 | 0.000975454 Total opt. time = 0.13 Problem setup time = 0.10 (81.64%) Total opt. time = 0.13 Problem setup time = 0.10 (80.97%) Inner solver time = 0.02 (16.26%) Gradient updating time = 0.00 (2.67%) Working set time = 0.00 (0.05%) optimization finished, #iter = 1 Inner solver time = 0.02 (15.39%) Gradient updating time = 0.00 (2.87%) Working set time = 0.00 (0.04%) optimization finished, #iter = 1 nu = 0.165123 obj = -828.404807, rho = -0.259599 nSV = 361, nBSV = 43 nu = 0.187220 obj = -834.877517, rho = -0.626652 nSV = 421, nBSV = 42 0.00 | 0.00098972 Total opt. time = 0.13 Problem setup time = 0.10 (78.57%) Inner solver time = 0.02 (18.78%) Gradient updating time = 0.00 (2.52%) Working set time = 0.00 (0.05%) optimization finished, #iter = 1 nu = 0.222581 obj = -958.733646, rho = -0.815171 nSV = 462, nBSV = 45 332 classifier 660: 6-48 with 780 and 780 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 0.00 | 0.000981614 Total opt. time = 0.13 Problem setup time = 0.10 (79.31%) Inner solver time = 0.02 (17.82%) Gradient updating time = 0.00 (2.77%) Working set time = 0.00 (0.04%) optimization finished, #iter = 1 nu = 0.198452 obj = -862.059584, rho = 0.362265 nSV = 419, nBSV = 48 1818 | 0.02 | 0.00 | 0.000981611 Total opt. time = 0.13 Problem setup time = 0.11 (83.74%) Inner solver time = 0.02 (13.86%) Gradient updating time = 0.00 (2.27%) Working set time = 0.00 (0.06%) optimization finished, #iter = 1 nu = 0.150733 obj = -640.561227, rho = -0.447740 nSV = 394, nBSV = 12 2274 | 0.03 | 2260 | 0.03 | 2207 | 0.03 | 0.00 | 0.000934131 Total opt. time = 0.14 Problem setup time = 0.11 (77.06%) Inner solver time = 0.03 (20.19%) Gradient updating time = 0.00 (2.66%) Working set time = 0.00 (0.03%) optimization finished, #iter = 1 nu = 0.173778 obj = -732.002915, rho = -0.081941 nSV = 495, nBSV = 16 0.00 | 0.00097644 Total opt. time = 0.14 Problem setup time = 0.11 (77.33%) Inner solver time = 0.03 (19.85%) Gradient updating time = 0.00 (2.71%) Working set time = 0.00 (0.04%) optimization finished, #iter = 1 nu = 0.187716 obj = -800.856610, rho = -0.041596 nSV = 521, nBSV = 22 0.00 | 0.00094081 Total opt. time = 0.14 Problem setup time = 0.11 (77.61%) Inner solver time = 0.03 (19.52%) Gradient updating time = 0.00 (2.77%) Working set time = 0.00 (0.04%) optimization finished, #iter = 1 nu = 0.187327 obj = -847.894716, rho = 0.001802 nSV = 471, nBSV = 34 1 | 0.10 | 1010 | 0.01 | 0.00 | 0.000989135 Total opt. time = 0.11 Problem setup time = 0.10 (88.83%) Inner solver time = 0.01 (8.46%) Gradient updating time = 0.00 (2.59%) Working set time = 0.00 (0.05%) optimization finished, #iter = 1 417 classifier 661: 8-46 with 779 and 779 samples nu = 0.052942 309 classifier 662: 6-25 with 774 and 774 samples 1186 classifier 663: 34-48 with 771 and 771 samples obj = -211.841210, rho = -0.639545 983 classifier 665: 25-34 with 765 and 765 samples 775 classifier 666: 18-29 with 763 and 763 samples 993 classifier 667: 25-44 with 762 and 762 samples nSV = 263, nBSV = 1 331 classifier 668: 6-47 with 760 and 760 samples 1301 classifier 664: 44-48 with 768 and 768 samples 637 classifier 676: 14-29 with 743 and 743 samples 442 classifier 670: 9-29 with 752 and 752 samples 1185 classifier 671: 34-47 with 751 and 751 samples 389 classifier 669: 8-18 with 757 and 757 samples 380 classifier 674: 8-9 with 746 and 746 samples 1300 classifier 673: 44-47 with 748 and 748 samples 26 classifier 672: 0-27 with 749 and 749 samples 305 classifier 675: 6-21 with 743 and 743 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 1 | 0.09 | 1 | 0.09 | 1 | 0.09 | 1 | 0.09 | 1 | 0.09 | 1 | 0.09 | 1 | 0.09 | 1 | 0.09 | 1 | 0.10 | 1 | 0.10 | 1 | 0.10 | 1 | 0.10 | 1 | 0.10 | 1 | 0.10 | 1 | 0.10 | 1 | 0.10 | 1077 | 0.01 | 0.00 | 0.000982304 Total opt. time = 0.10 Problem setup time = 0.09 (87.44%) Inner solver time = 0.01 (10.00%) Gradient updating time = 0.00 (2.41%) Working set time = 0.00 (0.05%) optimization finished, #iter = 1 nu = 0.082579 obj = -345.551718, rho = -0.207880 nSV = 256, nBSV = 12 1081 classifier 677: 29-38 with 742 and 742 samples 1050 | 0.01 | Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 0.00 | 0.00099013 Total opt. time = 0.11 Problem setup time = 0.09 (88.04%) Inner solver time = 0.01 (9.58%) Gradient updating time = 0.00 (2.27%) Working set time = 0.00 (0.04%) optimization finished, #iter = 1 nu = 0.057024 obj = -237.147246, rho = 0.056476 nSV = 239, nBSV = 4 1426 | 0.01 | 1486 | 0.01 | 1028 | 0.01 | 0.00 | 0.000996857 Total opt. time = 0.11 Problem setup time = 0.09 (85.88%) Inner solver time = 0.01 (11.56%) Gradient updating time = 0.00 (2.39%) Working set time = 0.00 (0.05%) optimization finished, #iter = 1 nu = 0.181602 obj = -788.074172, rho = -0.592206 nSV = 331, nBSV = 40 1462 | 0.01 | 0.00 | 0.000956205 Total opt. time = 0.11 Problem setup time = 0.10 (88.60%) Inner solver time = 0.01 (9.01%) Gradient updating time = 0.00 (2.27%) Working set time = 0.00 (0.05%) optimization finished, #iter = 1 nu = 0.077114 obj = -314.655591, rho = -0.217549 nSV = 250, nBSV = 12 0.00 | 0.000980033 Total opt. time = 0.11 Problem setup time = 0.09 (83.69%) Inner solver time = 0.01 (13.43%) Gradient updating time = 0.00 (2.75%) Working set time = 0.00 (0.04%) optimization finished, #iter = 1 nu = 0.140350 obj = -569.075799, rho = -0.183559 nSV = 358, nBSV = 20 1113 | 0.01 | 1654 | 0.02 | 0.00 | 0.000976959 Total opt. time = 0.11 Problem setup time = 0.09 (85.54%) Inner solver time = 0.01 (11.86%) Gradient updating time = 0.00 (2.50%) Working set time = 0.00 (0.04%) optimization finished, #iter = 1 nu = 0.134931 obj = -535.555209, rho = -0.483991 nSV = 348, nBSV = 15 1396 | 0.01 | 0.00 | 0.000971819 Total opt. time = 0.11 Problem setup time = 0.10 (87.79%) Inner solver time = 0.01 (9.37%) Gradient updating time = 0.00 (2.73%) Working set time = 0.00 (0.04%) optimization finished, #iter = 1 nu = 0.067416 obj = -265.724074, rho = -0.604790 nSV = 281, nBSV = 4 0.00 | 0.000929056 Total opt. time = 0.11 Problem setup time = 0.09 (82.82%) Inner solver time = 0.02 (14.35%) Gradient updating time = 0.00 (2.73%) Working set time = 0.00 (0.04%) optimization finished, #iter = 1 0.00 | 0.000944437 Total opt. time = 0.11 Problem setup time = 0.10 (85.61%) Inner solver time = 0.01 (11.80%) Gradient updating time = 0.00 (2.47%) Working set time = 0.00 (0.04%) optimization finished, #iter = 1 nu = 0.139103 obj = -535.123296, rho = -0.463204 nu = 0.093814 nSV = 383, nBSV = 10 obj = -359.892411, rho = -0.420980 nSV = 333, nBSV = 2 1891 | 0.02 | 1382 | 0.01 | 1416 | 0.02 | 0.00 | 0.000987211 Total opt. time = 0.11 Problem setup time = 0.09 (80.86%) Inner solver time = 0.02 (16.33%) Gradient updating time = 0.00 (2.71%) Working set time = 0.00 (0.04%) optimization finished, #iter = 1 nu = 0.173234 obj = -689.645645, rho = -0.602121 nSV = 433, nBSV = 22 0.00 | 0.000973569 Total opt. time = 0.12 Problem setup time = 0.10 (84.91%) Inner solver time = 0.01 (12.12%) Gradient updating time = 0.00 (2.88%) Working set time = 0.00 (0.04%) optimization finished, #iter = 1 nu = 0.099907 obj = -389.129972, rho = -0.573351 nSV = 334, nBSV = 5 1560 | 0.02 | 1443 | 0.01 | 0.00 | 0.000952763 Total opt. time = 0.12 Problem setup time = 0.10 (83.34%) Inner solver time = 0.02 (13.65%) Gradient updating time = 0.00 (2.89%) Working set time = 0.00 (0.04%) optimization finished, #iter = 1 nu = 0.107232 obj = -440.317892, rho = 0.556553 nSV = 358, nBSV = 16 0.00 | 0.000983431 Total opt. time = 0.12 Problem setup time = 0.10 (82.49%) Inner solver time = 0.02 (14.68%) Gradient updating time = 0.00 (2.72%) Working set time = 0.00 (0.04%) optimization finished, #iter = 1 nu = 0.114632 obj = -461.689100, rho = 0.176632 nSV = 356, nBSV = 10 0.00 | 0.000912407 Total opt. time = 0.12 Problem setup time = 0.10 (85.92%) Inner solver time = 0.01 (11.52%) Gradient updating time = 0.00 (2.44%) Working set time = 0.00 (0.05%) optimization finished, #iter = 1 nu = 0.125458 obj = -520.412843, rho = -0.541518 nSV = 334, nBSV = 15 1786 | 0.02 | 0.00 | 0.000957051 Total opt. time = 0.12 Problem setup time = 0.10 (81.67%) Inner solver time = 0.02 (15.27%) Gradient updating time = 0.00 (2.96%) Working set time = 0.00 (0.04%) optimization finished, #iter = 1 nu = 0.154041 obj = -693.410909, rho = -0.552416 nSV = 388, nBSV = 32 2148 | 0.03 | 0.00 | 0.000945271 Total opt. time = 0.12 Problem setup time = 0.09 (76.86%) Inner solver time = 0.03 (20.35%) Gradient updating time = 0.00 (2.68%) Working set time = 0.00 (0.04%) optimization finished, #iter = 1 nu = 0.204370 obj = -813.784277, rho = -0.046729 nSV = 458, nBSV = 28 1 | 0.09 | 1505 | 0.01 | 0.00 | 0.000979949 Total opt. time = 0.11 Problem setup time = 0.09 (84.74%) Inner solver time = 0.01 (12.44%) Gradient updating time = 0.00 (2.69%) Working set time = 0.00 (0.06%) optimization finished, #iter = 1 nu = 0.211701 obj = -943.928846, rho = -0.677663 nSV = 331, nBSV = 75 323 classifier 678: 6-39 with 740 and 740 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 1 | 0.09 | 881 | 0.01 | 0.00 | 0.000992872 Total opt. time = 0.10 Problem setup time = 0.09 (89.88%) Inner solver time = 0.01 (7.64%) Gradient updating time = 0.00 (2.36%) Working set time = 0.00 (0.05%) optimization finished, #iter = 1 385 classifier 679: 8-14 with 737 and 737 samples 873 classifier 681: 21-34 with 734 and 734 samples nu = 0.072305 obj = -287.475440, rho = -0.522850 409 classifier 680: 8-38 with 736 and 736 samples 308 classifier 682: 6-24 with 733 and 733 samples 245 classifier 683: 5-6 with 731 and 731 samples 883 classifier 684: 21-44 with 731 and 731 samples 1177 classifier 685: 34-39 with 731 and 731 samples nSV = 240, nBSV = 9 1252 classifier 686: 39-44 with 728 and 728 samples 1184 classifier 694: 34-46 with 714 and 714 samples 326 classifier 687: 6-42 with 726 and 726 samples 957 classifier 688: 24-34 with 724 and 724 samples 273 classifier 690: 5-34 with 722 and 722 samples 330 classifier 689: 6-46 with 723 and 723 samples 967 classifier 691: 24-44 with 721 and 721 samples 283 classifier 692: 5-44 with 719 and 719 samples 1180 classifier 693: 34-42 with 717 and 717 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 1 | 0.08 | 1 | 0.09 | 1 | 0.09 | 1 | 0.09 | 1 | 0.09 | 1 | 0.09 | 1 | 0.09 | 1 | 0.09 | 1 | 0.09 | 1 | 0.09 | 1 | 0.09 | 1 | 0.09 | 1 | 0.09 | 1 | 0.09 | 1 | 0.09 | 1 | 0.09 | 966 | 0.01 | 1243 | 0.01 | 1300 | 0.01 | 1481 | 0.01 | 0.00 | 0.000977828 Total opt. time = 0.10 Problem setup time = 0.09 (87.96%) Inner solver time = 0.01 (9.24%) Gradient updating time = 0.00 (2.65%) Working set time = 0.00 (0.06%) optimization finished, #iter = 1 nu = 0.057372 obj = -214.687704, rho = 0.292226 nSV = 261, nBSV = 3 1127 | 0.01 | 0.00 | 0.000998405 Total opt. time = 0.10 Problem setup time = 0.09 (85.92%) Inner solver time = 0.01 (11.28%) Gradient updating time = 0.00 (2.69%) Working set time = 0.00 (0.06%) optimization finished, #iter = 1 nu = 0.076646 obj = -277.091637, rho = -0.780653 nSV = 295, nBSV = 0 1238 | 0.01 | 0.00 | 0.000942034 Total opt. time = 0.10 Problem setup time = 0.09 (84.91%) Inner solver time = 0.01 (11.97%) Gradient updating time = 0.00 (2.97%) Working set time = 0.00 (0.05%) optimization finished, #iter = 1 nu = 0.112291 obj = -411.573228, rho = -0.491119 nSV = 320, nBSV = 7 0.00 | 0.000907874 Total opt. time = 0.10 Problem setup time = 0.08 (83.19%) Inner solver time = 0.01 (13.79%) Gradient updating time = 0.00 (2.87%) Working set time = 0.00 (0.05%) optimization finished, #iter = 1 nu = 0.127353 obj = -471.721074, rho = -0.334629 nSV = 348, nBSV = 7 1282 classifier 695: 42-44 with 714 and 714 samples 0.00 | 0.000888084 Total opt. time = 0.10 Problem setup time = 0.09 (85.57%) Inner solver time = 0.01 (11.43%) Gradient updating time = 0.00 (2.89%) Working set time = 0.00 (0.05%) optimization finished, #iter = 1 nu = 0.070360 obj = -259.223462, rho = 0.391602 nSV = 307, nBSV = 2 Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 1346 | 0.01 | 0.00 | 0.000946942 Total opt. time = 0.10 Problem setup time = 0.09 (85.94%) Inner solver time = 0.01 (11.06%) Gradient updating time = 0.00 (2.89%) Working set time = 0.00 (0.05%) optimization finished, #iter = 1 nu = 0.099528 obj = -381.906893, rho = -0.480149 nSV = 311, nBSV = 10 1495 | 0.02 | 0.00 | 0.00095257 Total opt. time = 0.10 Problem setup time = 0.09 (86.37%) Inner solver time = 0.01 (11.11%) Gradient updating time = 0.00 (2.38%) Working set time = 0.00 (0.04%) optimization finished, #iter = 1 nu = 0.168398 obj = -703.060646, rho = -1.135059 nSV = 277, nBSV = 41 0.00 | 0.000978172 Total opt. time = 0.10 Problem setup time = 0.09 (81.78%) Inner solver time = 0.02 (15.12%) Gradient updating time = 0.00 (2.96%) Working set time = 0.00 (0.05%) optimization finished, #iter = 1 nu = 0.110997 obj = -409.016092, rho = 0.104452 nSV = 341, nBSV = 6 1582 | 0.02 | 1581 | 0.02 | 1914 | 0.02 | 0.00 | 0.000994906 Total opt. time = 0.11 Problem setup time = 0.09 (81.35%) Inner solver time = 0.02 (15.68%) Gradient updating time = 0.00 (2.86%) Working set time = 0.00 (0.04%) optimization finished, #iter = 1 nu = 0.115426 obj = -424.228917, rho = 0.384703 nSV = 371, nBSV = 5 1797 | 0.02 | 0.00 | 0.000959871 Total opt. time = 0.11 Problem setup time = 0.09 (81.40%) Inner solver time = 0.02 (15.60%) Gradient updating time = 0.00 (2.90%) Working set time = 0.00 (0.04%) optimization finished, #iter = 1 nu = 0.121009 obj = -454.277080, rho = 0.031429 nSV = 378, nBSV = 8 0.00 | 0.000969852 Total opt. time = 0.11 Problem setup time = 0.09 (80.29%) Inner solver time = 0.02 (16.92%) Gradient updating time = 0.00 (2.68%) Working set time = 0.00 (0.04%) optimization finished, #iter = 1 nu = 0.198452 obj = -775.274522, rho = -0.522852 nSV = 402, nBSV = 33 1834 | 0.02 | 1534 | 0.02 | 0.00 | 0.000970387 Total opt. time = 0.11 Problem setup time = 0.09 (82.44%) Inner solver time = 0.02 (14.87%) Gradient updating time = 0.00 (2.56%) Working set time = 0.00 (0.05%) optimization finished, #iter = 1 nu = 0.175931 obj = -718.620424, rho = -0.304876 nSV = 391, nBSV = 22 0.00 | 0.000978432 Total opt. time = 0.11 Problem setup time = 0.09 (78.58%) Inner solver time = 0.02 (18.46%) Gradient updating time = 0.00 (2.83%) Working set time = 0.00 (0.05%) optimization finished, #iter = 1 nu = 0.174852 obj = -699.440001, rho = 0.227226 nSV = 408, nBSV = 29 0.00 | 0.00094625 Total opt. time = 0.11 Problem setup time = 0.09 (82.30%) Inner solver time = 0.02 (14.84%) Gradient updating time = 0.00 (2.73%) Working set time = 0.00 (0.05%) optimization finished, #iter = 1 nu = 0.117219 obj = -444.349946, rho = 0.221036 nSV = 383, nBSV = 5 1992 | 0.02 | 0.00 | 0.000980604 Total opt. time = 0.11 Problem setup time = 0.09 (79.97%) Inner solver time = 0.02 (17.18%) Gradient updating time = 0.00 (2.74%) Working set time = 0.00 (0.04%) optimization finished, #iter = 1 nu = 0.218718 obj = -913.571921, rho = -0.428111 nSV = 417, nBSV = 44 2134 | 0.03 | 0.00 | 0.000997176 Total opt. time = 0.12 Problem setup time = 0.09 (75.41%) Inner solver time = 0.03 (21.80%) Gradient updating time = 0.00 (2.69%) Working set time = 0.00 (0.04%) optimization finished, #iter = 1 nu = 0.285539 obj = -1255.286060, rho = 0.148807 nSV = 464, nBSV = 81 1 | 0.08 | 1750 | 0.02 | 0.00 | 0.000983372 Total opt. time = 0.11 Problem setup time = 0.08 (79.05%) Inner solver time = 0.02 (18.01%) Gradient updating time = 0.00 (2.82%) Working set time = 0.00 (0.05%) optimization finished, #iter = 1 nu = 0.190791 1299 classifier 697: 44-46 with 711 and 711 samples obj = -728.077943, rho = 0.256480 976 classifier 698: 25-27 with 705 and 705 samples 780 classifier 700: 18-34 with 692 and 692 samples 175 classifier 702: 3-29 with 690 and 690 samples 293 classifier 703: 6-9 with 690 and 690 samples nSV = 408, nBSV = 27 302 classifier 699: 6-18 with 701 and 701 samples 1045 classifier 701: 27-47 with 691 and 691 samples 1046 classifier 696: 27-48 with 711 and 711 samples 1086 classifier 711: 29-43 with 680 and 680 samples 154 classifier 705: 3-8 with 684 and 684 samples 790 classifier 704: 18-44 with 689 and 689 samples 1050 classifier 707: 28-29 with 682 and 682 samples 1074 classifier 706: 29-31 with 684 and 684 samples 447 classifier 709: 9-34 with 681 and 681 samples 298 classifier 708: 6-14 with 681 and 681 samples 322 classifier 710: 6-38 with 680 and 680 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 1 | 0.08 | 1 | 0.08 | 1 | 0.08 | 1 | 0.08 | 1 | 0.08 | 1 | 0.08 | 1 | 0.08 | 1 | 0.08 | 1 | 0.08 | 1 | 0.08 | 1 | 0.08 | 1 | 0.08 | 828 | 0.01 | 1 | 0.08 | 837 | 0.01 | 1 | 0.08 | 0.00 | 0.000965729 Total opt. time = 0.08 0.00 | 0.000944663 Problem setup time = 0.08 (90.86%) Inner solver time = 0.01 (6.88%) Gradient updating time = 0.00 (2.15%) Total opt. time = 0.08 Working set time = 0.00 (0.05%) optimization finished, #iter = 1 Problem setup time = 0.08 (90.11%) Inner solver time = 0.01 (7.23%) Gradient updating time = 0.00 (2.49%) nu = 0.096546 Working set time = 0.00 (0.06%) optimization finished, #iter = 1 obj = -400.066000, rho = -0.283507 nu = 0.067133 obj = -246.641545, rho = -0.059328 nSV = 199, nBSV = 20 nSV = 216, nBSV = 12 717 | 0.01 | 402 classifier 712: 8-31 with 678 and 678 samples 1 | 0.08 | Initializing gradient...done. 1 | 0.08 | it | setup time | solver it | solver time | gradient time | kkt violation 0.00 | 0.000931999 Total opt. time = 0.08 Problem setup time = 0.08 (90.76%) Inner solver time = 0.01 (7.01%) Gradient updating time = 0.00 (2.09%) Working set time = 0.00 (0.05%) optimization finished, #iter = 1 nu = 0.047895 obj = -170.052840, rho = -0.204221 nSV = 191, nBSV = 2 1007 | 0.01 | 1242 | 0.01 | 0.00 | 0.000960984 Total opt. time = 0.09 Problem setup time = 0.08 (88.14%) Inner solver time = 0.01 (9.18%) Gradient updating time = 0.00 (2.57%) Working set time = 0.00 (0.05%) optimization finished, #iter = 1 nu = 0.077061 obj = -287.804487, rho = -0.398588 nSV = 263, nBSV = 6 1152 | 0.01 | 0.00 | 0.000991552 Total opt. time = 0.09 Problem setup time = 0.08 (85.22%) Inner solver time = 0.01 (11.91%) Gradient updating time = 0.00 (2.71%) Working set time = 0.00 (0.05%) optimization finished, #iter = 1 nu = 0.129415 obj = -467.158444, rho = -0.913010 nSV = 280, nBSV = 17 0.00 | 0.000991024 Total opt. time = 0.09 Problem setup time = 0.08 (84.66%) Inner solver time = 0.01 (12.39%) Gradient updating time = 0.00 (2.81%) Working set time = 0.00 (0.05%) optimization finished, #iter = 1 nu = 0.083594 obj = -287.666301, rho = 0.551603 nSV = 296, nBSV = 4 1301 | 0.01 | 1628 | 0.01 | 0.00 | 0.000999488 Total opt. time = 0.09 Problem setup time = 0.08 (83.87%) Inner solver time = 0.01 (13.55%) Gradient updating time = 0.00 (2.48%) Working set time = 0.00 (0.05%) optimization finished, #iter = 1 nu = 0.125973 obj = -475.340201, rho = -0.147558 1321 | 0.01 | nSV = 267, nBSV = 17 0.00 | 0.000972078 Total opt. time = 0.09 Problem setup time = 0.08 (82.61%) Inner solver time = 0.01 (14.65%) Gradient updating time = 0.00 (2.61%) Working set time = 0.00 (0.05%) optimization finished, #iter = 1 nu = 0.184845 obj = -688.170397, rho = -0.195511 nSV = 378, nBSV = 25 0.00 | 0.000996153 Total opt. time = 0.09 Problem setup time = 0.08 (82.80%) Inner solver time = 0.01 (14.45%) Gradient updating time = 0.00 (2.63%) Working set time = 0.00 (0.05%) optimization finished, #iter = 1 nu = 0.116146 obj = -414.364813, rho = 0.585122 nSV = 311, nBSV = 7 1616 | 0.01 | 1569 | 0.02 | 1289 | 0.01 | 1307 | 0.01 | 1481 | 0.02 | 0.00 | 0.000967676 Total opt. time = 0.10 Problem setup time = 0.08 (81.68%) Inner solver time = 0.01 (15.39%) Gradient updating time = 0.00 (2.80%) Working set time = 0.00 (0.05%) optimization finished, #iter = 1 nu = 0.139656 obj = -491.964421, rho = -0.341762 nSV = 367, nBSV = 7 0.00 | 0.000981754 Total opt. time = 0.10 Problem setup time = 0.08 (80.46%) Inner solver time = 0.02 (16.81%) Gradient updating time = 0.00 (2.62%) Working set time = 0.00 (0.04%) optimization finished, #iter = 1 nu = 0.144571 obj = -524.580223, rho = 0.252557 nSV = 386, nBSV = 13 0.00 | 0.000978912 Total opt. time = 0.10 Problem setup time = 0.08 (84.96%) Inner solver time = 0.01 (12.23%) Gradient updating time = 0.00 (2.67%) Working set time = 0.00 (0.05%) optimization finished, #iter = 1 nu = 0.108548 obj = -418.167233, rho = -0.702567 nSV = 291, nBSV = 9 0.00 | 0.000928414 Total opt. time = 0.10 Problem setup time = 0.08 (81.48%) Inner solver time = 0.02 (15.63%) Gradient updating time = 0.00 (2.77%) Working set time = 0.00 (0.05%) optimization finished, #iter = 1 nu = 0.130978 obj = -456.883204, rho = 0.517548 nSV = 364, nBSV = 2 0.00 | 0.000975729 Total opt. time = 0.10 Problem setup time = 0.08 (84.76%) Inner solver time = 0.01 (11.96%) Gradient updating time = 0.00 (3.14%) Working set time = 0.00 (0.05%) optimization finished, #iter = 1 nu = 0.078214 obj = -279.305854, rho = -0.272747 nSV = 302, nBSV = 2 1727 | 0.02 | 0.00 | 0.000944406 Total opt. time = 0.10 Problem setup time = 0.08 (81.59%) Inner solver time = 0.02 (15.50%) Gradient updating time = 0.00 (2.78%) Working set time = 0.00 (0.05%) optimization finished, #iter = 1 nu = 0.171836 obj = -638.637372, rho = -0.333555 nSV = 379, nBSV = 19 1820 | 0.02 | 0.00 | 0.000993616 Total opt. time = 0.10 Problem setup time = 0.08 (78.80%) Inner solver time = 0.02 (18.52%) Gradient updating time = 0.00 (2.55%) Working set time = 0.00 (0.05%) optimization finished, #iter = 1 nu = 0.233192 obj = -949.362796, rho = 0.499998 nSV = 410, nBSV = 62 1 | 0.08 | 1070 | 0.01 | 0.00 | 0.000922897 Total opt. time = 0.09 Problem setup time = 0.08 (88.31%) Inner solver time = 0.01 (9.13%) Gradient updating time = 0.00 (2.43%) Working set time = 0.00 (0.05%) optimization finished, #iter = 1 nu = 0.112756 399 classifier 714: 8-28 with 676 and 676 samples 414 classifier 715: 8-43 with 674 and 674 samples obj = -420.233587, rho = -0.872579 866 classifier 716: 21-27 with 674 and 674 samples 1078 classifier 717: 29-35 with 674 and 674 samples 642 classifier 718: 14-34 with 672 and 672 samples 1037 classifier 719: 27-39 with 671 and 671 samples 1176 classifier 720: 34-38 with 671 and 671 samples 457 classifier 713: 9-44 with 678 and 678 samples nSV = 248, nBSV = 15 652 classifier 721: 14-44 with 669 and 669 samples 1040 classifier 728: 27-42 with 657 and 657 samples 406 classifier 722: 8-35 with 668 and 668 samples 1240 classifier 723: 38-44 with 668 and 668 samples 950 classifier 724: 24-27 with 664 and 664 samples 1076 classifier 726: 29-33 with 662 and 662 samples 266 classifier 725: 5-27 with 662 and 662 samples 1083 classifier 727: 29-40 with 658 and 658 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation 1 | 0.07 | 1 | 0.07 | 1 | 0.07 | 1 | 0.07 | 1 | 0.07 | 1 | 0.07 | 1 | 0.07 | 1 | 0.07 | 1 | 0.07 | 1 | 0.07 | 1 | 0.07 | 1 | 0.07 | 1 | 0.08 | 1 | 0.08 | 1 | 0.08 | 1 | 0.08 | 831 | 0.01 | 0.00 | 0.000979245 Total opt. time = 0.08 Problem setup time = 0.07 (90.07%) Inner solver time = 0.01 (7.39%) Gradient updating time = 0.00 (2.36%) Working set time = 0.00 (0.06%) optimization finished, #iter = 1 nu = 0.095225 obj = -350.029108, rho = -0.511007 nSV = 200, nBSV = 18 749 | 0.01 | 726 | 0.01 | 0.00 | 0.000985222 Total opt. time = 0.08 Problem setup time = 0.07 (90.97%) Inner solver time = 0.01 (6.56%) Gradient updating time = 0.00 (2.34%) Working set time = 0.00 (0.06%) optimization finished, #iter = 1 nu = 0.043300 obj = -144.625767, rho = -0.491189 nSV = 212, nBSV = 0 601 | 0.00 | 0.00 | 0.000948743 Total opt. time = 0.08 Problem setup time = 0.08 (93.00%) Inner solver time = 0.00 (4.96%) Gradient updating time = 0.00 (1.90%) Working set time = 0.00 (0.05%) optimization finished, #iter = 1 nu = 0.037941 obj = -129.170450, rho = -0.076117 nSV = 160, nBSV = 1 1160 | 0.01 | 0.00 | 0.00099534 Total opt. time = 0.08 Problem setup time = 0.07 (90.43%) Inner solver time = 0.01 (6.79%) Gradient updating time = 0.00 (2.65%) Working set time = 0.00 (0.05%) optimization finished, #iter = 1 nu = 0.055668 obj = -193.809134, rho = -0.649469 nSV = 233, nBSV = 7 0.00 | 0.000977125 Total opt. time = 0.08 Problem setup time = 0.07 (87.26%) Inner solver time = 0.01 (10.16%) Gradient updating time = 0.00 (2.44%) Working set time = 0.00 (0.05%) optimization finished, #iter = 1 nu = 0.146503 obj = -579.953809, rho = -0.442168 nSV = 248, nBSV = 29 1462 | 0.01 | 1243 | 0.01 | 1193 | 0.01 | 0.00 | 0.000961779 Total opt. time = 0.09 Problem setup time = 0.07 (86.75%) Inner solver time = 0.01 (10.84%) Gradient updating time = 0.00 (2.26%) Working set time = 0.00 (0.05%) optimization finished, #iter = 1 nu = 0.138930 obj = -504.249007, rho = -0.687198 nSV = 296, nBSV = 20 0.00 | 0.00098458 Total opt. time = 0.09 Problem setup time = 0.07 (82.27%) Inner solver time = 0.01 (14.81%) Gradient updating time = 0.00 (2.76%) Working set time = 0.00 (0.05%) optimization finished, #iter = 1 nu = 0.170491 obj = -591.610408, rho = -0.298552 nSV = 334, nBSV = 25 404 classifier 729: 8-33 with 656 and 656 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 0.00 | 0.000989161 Total opt. time = 0.09 Problem setup time = 0.08 (86.37%) Inner solver time = 0.01 (10.77%) Gradient updating time = 0.00 (2.69%) Working set time = 0.00 (0.06%) optimization finished, #iter = 1 nu = 0.095272 obj = -358.868376, rho = -0.266172 nSV = 296, nBSV = 12 1507 | 0.01 | 1367 | 0.01 | 0.00 | 0.000938187 Total opt. time = 0.09 Problem setup time = 0.07 (82.86%) Inner solver time = 0.01 (14.36%) Gradient updating time = 0.00 (2.67%) Working set time = 0.00 (0.05%) optimization finished, #iter = 1 nu = 0.158207 obj = -580.028525, rho = -0.333212 nSV = 330, nBSV = 27 1348 | 0.01 | 0.00 | 0.00094634 Total opt. time = 0.09 Problem setup time = 0.07 (82.11%) Inner solver time = 0.01 (14.94%) Gradient updating time = 0.00 (2.82%) Working set time = 0.00 (0.05%) optimization finished, #iter = 1 nu = 0.181321 obj = -711.420335, rho = 0.655492 nSV = 320, nBSV = 39 1583 | 0.02 | 0.00 | 0.000996187 Total opt. time = 0.09 Problem setup time = 0.08 (82.87%) Inner solver time = 0.01 (14.42%) Gradient updating time = 0.00 (2.60%) Working set time = 0.00 (0.04%) optimization finished, #iter = 1 nu = 0.115914 obj = -418.082165, rho = 0.507723 nSV = 308, nBSV = 9 0.00 | 0.00098452 Total opt. time = 0.09 Problem setup time = 0.07 (79.52%) Inner solver time = 0.02 (17.44%) Gradient updating time = 0.00 (2.91%) Working set time = 0.00 (0.04%) optimization finished, #iter = 1 nu = 0.144810 obj = -509.202914, rho = 0.117481 nSV = 346, nBSV = 16 1695 | 0.02 | 1888 | 0.02 | 1720 | 0.02 | 0.00 | 0.000995774 Total opt. time = 0.09 Problem setup time = 0.07 (78.16%) Inner solver time = 0.02 (18.86%) Gradient updating time = 0.00 (2.84%) Working set time = 0.00 (0.05%) optimization finished, #iter = 1 nu = 0.186920 obj = -678.127455, rho = 0.043261 nSV = 383, nBSV = 21 1830 | 0.02 | 0.00 | 0.000937731 Total opt. time = 0.10 Problem setup time = 0.07 (76.63%) Inner solver time = 0.02 (20.53%) Gradient updating time = 0.00 (2.72%) Working set time = 0.00 (0.04%) optimization finished, #iter = 1 nu = 0.228806 obj = -861.567965, rho = 0.397822 nSV = 414, nBSV = 39 0.00 | 0.000987938 Total opt. time = 0.10 Problem setup time = 0.08 (79.10%) Inner solver time = 0.02 (18.06%) Gradient updating time = 0.00 (2.71%) Working set time = 0.00 (0.05%) optimization finished, #iter = 1 nu = 0.183852 obj = -664.751851, rho = -0.135546 nSV = 392, nBSV = 19 0.00 | 0.000962683 Total opt. time = 0.10 Problem setup time = 0.07 (76.99%) Inner solver time = 0.02 (20.23%) Gradient updating time = 0.00 (2.66%) Working set time = 0.00 (0.05%) optimization finished, #iter = 1 nu = 0.214380 obj = -774.511048, rho = 0.364579 nSV = 437, nBSV = 29 1 | 0.07 | 1398 | 0.01 | 0.00 | 0.00095145 Total opt. time = 0.08 Problem setup time = 0.07 (84.86%) Inner solver time = 0.01 (12.37%) Gradient updating time = 0.00 (2.62%) Working set time = 0.00 (0.06%) optimization finished, #iter = 1 1044 classifier 730: 27-46 with 654 and 654 samples nu = 0.169222 152 classifier 735: 3-6 with 628 and 628 samples 411 classifier 731: 8-40 with 652 and 652 samples obj = -619.398342, rho = -1.023031 773 classifier 734: 18-27 with 632 and 632 samples 1073 classifier 736: 29-30 with 627 and 627 samples 1080 classifier 737: 29-37 with 627 and 627 samples 1075 classifier 732: 29-32 with 649 and 649 samples 403 classifier 733: 8-32 with 643 and 643 samples nSV = 300, nBSV = 30 1003 classifier 738: 26-29 with 623 and 623 samples 180 classifier 745: 3-34 with 619 and 619 samples 315 classifier 739: 6-31 with 622 and 622 samples 401 classifier 740: 8-30 with 621 and 621 samples 440 classifier 742: 9-27 with 621 and 621 samples 408 classifier 741: 8-37 with 621 and 621 samples 312 classifier 743: 6-28 with 620 and 620 samples 1088 classifier 744: 29-45 with 620 and 620 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 1 | 0.06 | 1 | 0.06 | 1 | 0.06 | 1 | 0.06 | 1 | 0.06 | 1 | 0.06 | 1 | 0.06 | 1 | 0.06 | 1 | 0.06 | 1 | 0.06 | 322 | 0.00 | 0.00 | 0.000992353 Total opt. time = 0.07 Problem setup time = 0.06 (95.60%) Inner solver time = 0.00 (2.70%) Gradient updating time = 0.00 (1.51%) Working set time = 0.00 (0.07%) optimization finished, #iter = 1 nu = 0.024843 obj = -79.533921, rho = -0.750752 nSV = 96, nBSV = 1 348 | 0.00 | 0.00 | 0.000916708 Total opt. time = 0.07 Problem setup time = 0.06 (95.34%) Inner solver time = 0.00 (2.88%) Gradient updating time = 0.00 (1.64%) Working set time = 0.00 (0.06%) optimization finished, #iter = 1 nu = 0.016159 obj = -50.660865, rho = -0.664595 nSV = 107, nBSV = 0 1 | 0.07 | 1 | 0.07 | 447 | 0.00 | 0.00 | 0.000991821 Total opt. time = 0.07 Problem setup time = 0.06 (93.69%) Inner solver time = 0.00 (4.46%) Gradient updating time = 0.00 (1.69%) Working set time = 0.00 (0.05%) optimization finished, #iter = 1 nu = 0.037388 obj = -118.657285, rho = 0.594158 nSV = 114, nBSV = 2 507 | 0.00 | 1 | 0.07 | 0.00 | 0.000992422 Total opt. time = 0.07 Problem setup time = 0.06 (93.03%) Inner solver time = 0.00 (4.47%) Gradient updating time = 0.00 (2.34%) Working set time = 0.00 (0.07%) optimization finished, #iter = 1 nu = 0.034764 obj = -107.945157, rho = -0.965703 nSV = 167, nBSV = 0 765 | 0.00 | 0.00 | 0.000902656 Total opt. time = 0.07 Problem setup time = 0.06 (91.49%) Inner solver time = 0.00 (6.59%) Gradient updating time = 0.00 (1.78%) Working set time = 0.00 (0.07%) 578 | 0.00 | optimization finished, #iter = 1 nu = 0.090336 obj = -292.884640, rho = -1.267585 nSV = 160, nBSV = 9 0.00 | 0.000881992 Total opt. time = 0.07 Problem setup time = 0.06 (93.10%) Inner solver time = 0.00 (4.90%) Gradient updating time = 0.00 (1.86%) Working set time = 0.00 (0.05%) optimization finished, #iter = 1 nu = 0.045143 obj = -141.729202, rho = -0.783031 nSV = 142, nBSV = 1 1 | 0.07 | 1 | 0.07 | 996 | 0.01 | 1 | 0.07 | 890 | 0.01 | 0.00 | 0.000932111 Total opt. time = 0.07 Problem setup time = 0.06 (87.19%) Inner solver time = 0.01 (9.98%) Gradient updating time = 0.00 (2.67%) Working set time = 0.00 (0.06%) optimization finished, #iter = 1 nu = 0.088054 obj = -316.999880, rho = -0.193824 nSV = 263, nBSV = 11 1078 | 0.01 | 663 | 0.00 | 802 | 0.01 | 0.00 | 0.000983234 Total opt. time = 0.07 Problem setup time = 0.06 (85.50%) Inner solver time = 0.01 (11.40%) Gradient updating time = 0.00 (2.91%) Working set time = 0.00 (0.06%) optimization finished, #iter = 1 nu = 0.063333 obj = -196.793300, rho = 0.522390 nSV = 259, nBSV = 1 327 classifier 746: 6-43 with 618 and 618 samples 0.00 | 0.000898008 Total opt. time = 0.07 Problem setup time = 0.07 (92.45%) Inner solver time = 0.00 (5.54%) Gradient updating time = 0.00 (1.88%) Working set time = 0.00 (0.05%) optimization finished, #iter = 1 nu = 0.059435 obj = -198.359742, rho = -0.882362 nSV = 150, nBSV = 3 0.00 | 0.000965443 Total opt. time = 0.07 Problem setup time = 0.07 (90.98%) Inner solver time = 0.01 (6.91%) Gradient updating time = 0.00 (1.98%) Working set time = 0.00 (0.05%) optimization finished, #iter = 1 nu = 0.063136 obj = -212.085192, rho = -1.299133 nSV = 163, nBSV = 6 0.00 | 0.000912834 Total opt. time = 0.07 Problem setup time = 0.06 (86.42%) Inner solver time = 0.01 (10.73%) Gradient updating time = 0.00 (2.70%) Working set time = 0.00 (0.05%) optimization finished, #iter = 1 nu = 0.116513 obj = -426.511903, rho = -0.828830 nSV = 259, nBSV = 23 Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 1114 | 0.01 | 0.00 | 0.000975663 Total opt. time = 0.08 Problem setup time = 0.06 (84.34%) Inner solver time = 0.01 (12.86%) Gradient updating time = 0.00 (2.65%) Working set time = 0.00 (0.07%) optimization finished, #iter = 1 nu = 0.104320 obj = -348.939594, rho = 0.566036 nSV = 263, nBSV = 9 934 | 0.01 | 1253 | 0.01 | 0.00 | 0.000997195 Total opt. time = 0.08 Problem setup time = 0.07 (89.29%) Inner solver time = 0.01 (8.16%) Gradient updating time = 0.00 (2.39%) Working set time = 0.00 (0.05%) optimization finished, #iter = 1 nu = 0.138897 obj = -517.451429, rho = -1.296516 nSV = 229, nBSV = 33 0.00 | 0.000994873 Total opt. time = 0.08 Problem setup time = 0.07 (81.95%) Inner solver time = 0.01 (15.15%) Gradient updating time = 0.00 (2.76%) Working set time = 0.00 (0.05%) optimization finished, #iter = 1 nu = 0.124847 obj = -416.409147, rho = 0.370925 nSV = 303, nBSV = 13 1450 | 0.01 | 0.00 | 0.000966473 Total opt. time = 0.08 Problem setup time = 0.07 (80.31%) Inner solver time = 0.01 (16.80%) Gradient updating time = 0.00 (2.74%) Working set time = 0.00 (0.05%) optimization finished, #iter = 1 nu = 0.157381 obj = -513.877816, rho = 0.174738 nSV = 335, nBSV = 10 1408 | 0.01 | 0.00 | 0.000984196 Total opt. time = 0.08 Problem setup time = 0.07 (83.20%) Inner solver time = 0.01 (13.94%) Gradient updating time = 0.00 (2.73%) Working set time = 0.00 (0.05%) optimization finished, #iter = 1 nu = 0.178087 obj = -635.800372, rho = -0.501402 nSV = 323, nBSV = 30 1 | 0.06 | 1087 | 0.01 | 0.00 | 0.000993084 Total opt. time = 0.07 Problem setup time = 0.06 (86.16%) Inner solver time = 0.01 (10.99%) Gradient updating time = 0.00 (2.68%) Working set time = 0.00 (0.06%) optimization finished, #iter = 1 397 classifier 747: 8-26 with 617 and 617 samples nu = 0.103065 1118 classifier 750: 31-34 with 613 and 613 samples 190 classifier 748: 3-44 with 616 and 616 samples obj = -342.485262, rho = -0.601521 319 classifier 751: 6-35 with 612 and 612 samples 635 classifier 752: 14-27 with 612 and 612 samples 1036 classifier 753: 27-38 with 611 and 611 samples 416 classifier 749: 8-45 with 614 and 614 samples nSV = 274, nBSV = 15 1055 classifier 754: 28-34 with 611 and 611 samples 1128 classifier 755: 31-44 with 610 and 610 samples 1198 classifier 762: 35-44 with 600 and 600 samples 1181 classifier 756: 34-43 with 609 and 609 samples 1065 classifier 757: 28-44 with 608 and 608 samples 1084 classifier 759: 29-41 with 603 and 603 samples 1290 classifier 758: 43-44 with 606 and 606 samples 317 classifier 761: 6-33 with 600 and 600 samples 1173 classifier 760: 34-35 with 603 and 603 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation 1 | 0.06 | 1 | 0.06 | 1 | 0.06 | 1 | 0.06 | 1 | 0.06 | 1 | 0.06 | 1 | 0.06 | 254 | 0.00 | 0.00 | 0.000996858 Total opt. time = 0.06 Problem setup time = 0.06 (96.32%) Inner solver time = 0.00 (2.12%) Gradient updating time = 0.00 (1.40%) Working set time = 0.00 (0.05%) optimization finished, #iter = 1 nu = 0.022556 obj = -68.481554, rho = -0.564453 nSV = 86, nBSV = 1 1 | 0.06 | 1 | 0.06 | 1 | 0.06 | 1 | 0.06 | 1 | 0.06 | 1 | 0.06 | 1 | 0.06 | 1 | 0.06 | 1 | 0.06 | 491 | 0.00 | 0.00 | 0.000853369 Total opt. time = 0.07 Problem setup time = 0.06 (94.27%) Inner solver time = 0.00 (4.15%) Gradient updating time = 0.00 (1.41%) Working set time = 0.00 (0.07%) optimization finished, #iter = 1 nu = 0.062571 obj = -198.918898, rho = -1.006698 nSV = 114, nBSV = 5 768 | 0.01 | 683 | 0.00 | 908 | 0.01 | 0.00 | 0.000969875 Total opt. time = 0.07 Problem setup time = 0.06 (87.52%) Inner solver time = 0.01 (9.70%) Gradient updating time = 0.00 (2.58%) Working set time = 0.00 (0.07%) optimization finished, #iter = 1 nu = 0.052120 obj = -156.361689, rho = 0.528758 nSV = 218, nBSV = 0 412 classifier 763: 8-41 with 597 and 597 samples 1100 | 0.01 | 663 | 0.00 | 0.00 | 0.000974266 Total opt. time = 0.07 Problem setup time = 0.06 (90.69%) Inner solver time = 0.00 (6.72%) Gradient updating time = 0.00 (2.40%) Working set time = 0.00 (0.07%) optimization finished, #iter = 1 nu = 0.057770 obj = -179.817915, rho = -0.489942 nSV = 203, nBSV = 3 Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 0.00 | 0.000952156 Total opt. time = 0.07 Problem setup time = 0.06 (91.90%) Inner solver time = 0.00 (5.80%) Gradient updating time = 0.00 (2.14%) Working set time = 0.00 (0.06%) optimization finished, #iter = 1 nu = 0.097600 obj = -325.595332, rho = -1.258223 nSV = 159, nBSV = 22 0.00 | 0.000995539 Total opt. time = 0.07 Problem setup time = 0.06 (87.52%) Inner solver time = 0.01 (9.39%) Gradient updating time = 0.00 (2.92%) Working set time = 0.00 (0.06%) optimization finished, #iter = 1 nu = 0.066095 obj = -199.286610, rho = -0.599983 nSV = 259, nBSV = 0 0.00 | 0.000976574 Total opt. time = 0.07 Problem setup time = 0.06 (86.01%) Inner solver time = 0.01 (11.22%) Gradient updating time = 0.00 (2.60%) Working set time = 0.00 (0.06%) optimization finished, #iter = 1 nu = 0.137956 obj = -465.206368, rho = -0.707288 nSV = 257, nBSV = 19 982 | 0.01 | 1044 | 0.01 | 1084 | 0.01 | 0.00 | 0.000995836 Total opt. time = 0.07 Problem setup time = 0.06 (85.10%) Inner solver time = 0.01 (11.95%) Gradient updating time = 0.00 (2.81%) Working set time = 0.00 (0.06%) optimization finished, #iter = 1 nu = 0.102274 obj = -325.739003, rho = 0.600241 nSV = 256, nBSV = 12 0.00 | 0.000981396 Total opt. time = 0.07 Problem setup time = 0.06 (86.50%) Inner solver time = 0.01 (10.71%) Gradient updating time = 0.00 (2.64%) Working set time = 0.00 (0.06%) optimization finished, #iter = 1 nu = 0.115202 obj = -389.274447, rho = -0.752936 nSV = 239, nBSV = 20 906 | 0.01 | 1304 | 0.01 | 1077 | 0.01 | 0.00 | 0.000951671 Total opt. time = 0.07 Problem setup time = 0.06 (83.44%) Inner solver time = 0.01 (13.59%) Gradient updating time = 0.00 (2.83%) Working set time = 0.00 (0.06%) optimization finished, #iter = 1 nu = 0.080914 obj = -253.253793, rho = 0.132888 nSV = 288, nBSV = 2 0.00 | 0.000988668 Total opt. time = 0.07 Problem setup time = 0.06 (85.58%) Inner solver time = 0.01 (11.43%) Gradient updating time = 0.00 (2.81%) Working set time = 0.00 (0.06%) optimization finished, #iter = 1 nu = 0.101818 obj = -338.405939, rho = 0.796620 nSV = 266, nBSV = 12 0.00 | 0.000981197 Total opt. time = 0.07 Problem setup time = 0.06 (83.90%) Inner solver time = 0.01 (13.12%) Gradient updating time = 0.00 (2.83%) Working set time = 0.00 (0.05%) optimization finished, #iter = 1 nu = 0.159964 obj = -525.982648, rho = -0.877126 nSV = 322, nBSV = 14 0.00 | 0.000978464 Total opt. time = 0.07 Problem setup time = 0.06 (83.27%) Inner solver time = 0.01 (13.67%) Gradient updating time = 0.00 (2.93%) Working set time = 0.00 (0.06%) optimization finished, #iter = 1 nu = 0.087357 obj = -268.615657, rho = 0.252837 nSV = 295, nBSV = 1 1118 | 0.01 | 1373 | 0.01 | 0.00 | 0.000950086 Total opt. time = 0.07 Problem setup time = 0.06 (82.98%) Inner solver time = 0.01 (14.04%) Gradient updating time = 0.00 (2.85%) Working set time = 0.00 (0.05%) optimization finished, #iter = 1 nu = 0.089150 obj = -285.332960, rho = 0.252297 nSV = 288, nBSV = 4 0.00 | 0.000976112 Total opt. time = 0.08 Problem setup time = 0.06 (80.19%) Inner solver time = 0.01 (17.03%) Gradient updating time = 0.00 (2.62%) Working set time = 0.00 (0.08%) optimization finished, #iter = 1 nu = 0.171383 obj = -560.436736, rho = 0.602801 nSV = 332, nBSV = 18 1367 | 0.01 | 0.00 | 0.000982855 Total opt. time = 0.08 Problem setup time = 0.06 (80.59%) Inner solver time = 0.01 (16.43%) Gradient updating time = 0.00 (2.82%) Working set time = 0.00 (0.05%) optimization finished, #iter = 1 nu = 0.164810 obj = -541.897907, rho = 0.151470 nSV = 330, nBSV = 17 1 | 0.06 | 408 | 0.00 | 0.00 | 0.000988767 Total opt. time = 0.06 Problem setup time = 0.06 (94.44%) Inner solver time = 0.00 (3.53%) Gradient updating time = 0.00 (1.84%) Working set time = 0.00 (0.07%) 1094 classifier 765: 29-51 with 591 and 591 samples optimization finished, #iter = 1 1155 classifier 766: 33-34 with 591 and 591 samples 1165 classifier 767: 33-44 with 588 and 588 samples 316 classifier 768: 6-32 with 587 and 587 samples 1092 classifier 771: 29-49 with 585 and 585 samples nu = 0.043941 1178 classifier 769: 34-40 with 587 and 587 samples 422 classifier 770: 8-51 with 585 and 585 samples 324 classifier 764: 6-40 with 596 and 596 samples obj = -132.294991, rho = -0.987048 47 classifier 772: 0-48 with 584 and 584 samples nSV = 132, nBSV = 1 1263 classifier 773: 40-44 with 584 and 584 samples 1137 classifier 779: 32-34 with 578 and 578 samples 897 classifier 774: 22-29 with 583 and 583 samples 1079 classifier 775: 29-36 with 580 and 580 samples 420 classifier 776: 8-49 with 579 and 579 samples 1093 classifier 777: 29-50 with 579 and 579 samples 24 classifier 778: 0-25 with 578 and 578 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 1 | 0.05 | 1 | 0.06 | 1 | 0.05 | 125 | 0.00 | 0.00 | 0.000920275 Total opt. time = 0.06 Problem setup time = 0.05 (97.42%) Inner solver time = 0.00 (1.05%) Gradient updating time = 0.00 (1.34%) Working set time = 0.00 (0.06%) optimization finished, #iter = 1 nu = 0.002387 obj = -6.908437, rho = -0.862237 nSV = 63, nBSV = 0 1 | 0.06 | 1 | 0.06 | 202 | 0.00 | 0.00 | 0.00098634 Total opt. time = 0.06 Problem setup time = 0.06 (96.46%) Inner solver time = 0.00 (1.72%) Gradient updating time = 0.00 (1.66%) Working set time = 0.00 (0.07%) optimization finished, #iter = 1 nu = 0.005100 1 | 0.06 | obj = -14.791476, rho = -0.464867 nSV = 87, nBSV = 0 1 | 0.06 | 1 | 0.06 | 1 | 0.06 | 191 | 0.00 | 0.00 | 0.000952396 Total opt. time = 0.06 Problem setup time = 0.06 (96.66%) Inner solver time = 0.00 (1.62%) Gradient updating time = 0.00 (1.57%) Working set time = 0.00 (0.06%) optimization finished, #iter = 1 nu = 0.003115 obj = -9.111030, rho = -0.771389 nSV = 82, nBSV = 0 1 | 0.06 | 297 | 0.00 | 0.00 | 0.000923727 Total opt. time = 0.06 Problem setup time = 0.06 (95.22%) Inner solver time = 0.00 (3.20%) Gradient updating time = 0.00 (1.44%) Working set time = 0.00 (0.05%) optimization finished, #iter = 1 nu = 0.045705 obj = -166.948732, rho = 1.864126 nSV = 80, nBSV = 12 273 | 0.00 | 1 | 0.06 | 1 | 0.06 | 0.00 | 0.000974403 Total opt. time = 0.06 Problem setup time = 0.06 (95.20%) Inner solver time = 0.00 (2.49%) Gradient updating time = 0.00 (2.13%) Working set time = 0.00 (0.06%) optimization finished, #iter = 1 nu = 0.004657 obj = -13.482343, rho = -0.872615 nSV = 142, nBSV = 0 1 | 0.06 | 1 | 0.06 | 1 | 0.06 | 324 | 0.00 | 0.00 | 0.000979118 Total opt. time = 0.06 Problem setup time = 0.06 (95.03%) Inner solver time = 0.00 (2.91%) Gradient updating time = 0.00 (1.91%) Working set time = 0.00 (0.06%) optimization finished, #iter = 1 nu = 0.010653 obj = -31.160469, rho = -0.767632 nSV = 128, nBSV = 0 218 | 0.00 | 0.00 | 0.00093526 Total opt. time = 0.06 Problem setup time = 0.06 (96.12%) Inner solver time = 0.00 (2.01%) Gradient updating time = 0.00 (1.67%) Working set time = 0.00 (0.07%) optimization finished, #iter = 1 nu = 0.006372 obj = -18.827474, rho = -0.532980 nSV = 87, nBSV = 0 1 | 0.06 | 551 | 0.00 | 0.00 | 0.000970235 Total opt. time = 0.06 Problem setup time = 0.05 (89.48%) Inner solver time = 0.00 (7.63%) Gradient updating time = 0.00 (2.69%) Working set time = 0.00 (0.07%) optimization finished, #iter = 1 nu = 0.029458 obj = -85.133005, rho = 0.844480 nSV = 193, nBSV = 0 393 classifier 780: 8-22 with 577 and 577 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 659 | 0.00 | 0.00 | 0.000913918 Total opt. time = 0.06 Problem setup time = 0.06 (90.19%) Inner solver time = 0.00 (6.92%) Gradient updating time = 0.00 (2.72%) Working set time = 0.00 (0.06%) optimization finished, #iter = 1 nu = 0.064127 obj = -197.969288, rho = -0.647341 nSV = 215, nBSV = 7 985 | 0.01 | 0.00 | 0.000968303 Total opt. time = 0.07 Problem setup time = 0.06 (87.99%) Inner solver time = 0.01 (9.55%) Gradient updating time = 0.00 (2.29%) Working set time = 0.00 (0.06%) optimization finished, #iter = 1 nu = 0.168944 obj = -559.746058, rho = -1.414111 nSV = 199, nBSV = 33 850 | 0.01 | 980 | 0.01 | 937 | 0.01 | 0.00 | 0.000936213 Total opt. time = 0.07 Problem setup time = 0.06 (86.45%) Inner solver time = 0.01 (10.79%) Gradient updating time = 0.00 (2.59%) Working set time = 0.00 (0.06%) optimization finished, #iter = 1 nu = 0.067210 obj = -199.392675, rho = 0.707205 nSV = 226, nBSV = 1 0.00 | 0.000990102 Total opt. time = 0.07 Problem setup time = 0.06 (87.80%) Inner solver time = 0.01 (9.51%) Gradient updating time = 0.00 (2.51%) Working set time = 0.00 (0.07%) optimization finished, #iter = 1 nu = 0.103218 obj = -329.940444, rho = -0.887179 nSV = 233, nBSV = 12 0.00 | 0.000970686 Total opt. time = 0.07 Problem setup time = 0.06 (83.99%) Inner solver time = 0.01 (13.03%) Gradient updating time = 0.00 (2.84%) Working set time = 0.00 (0.05%) optimization finished, #iter = 1 nu = 0.138579 obj = -481.278440, rho = 0.685881 nSV = 267, nBSV = 30 1323 | 0.01 | 0.00 | 0.000981058 Total opt. time = 0.07 Problem setup time = 0.06 (81.26%) Inner solver time = 0.01 (15.92%) Gradient updating time = 0.00 (2.64%) Working set time = 0.00 (0.07%) optimization finished, #iter = 1 nu = 0.145961 obj = -442.102776, rho = -0.485085 nSV = 312, nBSV = 13 1210 | 0.01 | 1443 | 0.01 | 0.00 | 0.000960149 Total opt. time = 0.07 Problem setup time = 0.06 (81.52%) Inner solver time = 0.01 (15.66%) Gradient updating time = 0.00 (2.67%) Working set time = 0.00 (0.05%) optimization finished, #iter = 1 nu = 0.147572 obj = -477.524500, rho = 0.670220 nSV = 295, nBSV = 18 0.00 | 0.000876671 Total opt. time = 0.07 Problem setup time = 0.06 (79.47%) Inner solver time = 0.01 (17.50%) Gradient updating time = 0.00 (2.90%) Working set time = 0.00 (0.05%) optimization finished, #iter = 1 nu = 0.140724 obj = -420.718807, rho = -0.542546 nSV = 313, nBSV = 9 1 | 0.05 | 209 | 0.00 | 0.00 | 0.000961643 Total opt. time = 0.06 Problem setup time = 0.05 (96.87%) Inner solver time = 0.00 (1.75%) Gradient updating time = 0.00 (1.19%) Working set time = 0.00 (0.08%) optimization finished, #iter = 1 1147 classifier 781: 32-44 with 575 and 575 samples 407 classifier 782: 8-36 with 574 and 574 samples 421 classifier 783: 8-50 with 573 and 573 samples nu = 0.037661 321 classifier 785: 6-37 with 565 and 565 samples 46 classifier 786: 0-47 with 564 and 564 samples 310 classifier 787: 6-26 with 561 and 561 samples 173 classifier 788: 3-27 with 559 and 559 samples 314 classifier 784: 6-30 with 565 and 565 samples obj = -119.042899, rho = -2.322833 329 classifier 789: 6-45 with 558 and 558 samples nSV = 60, nBSV = 6 1175 classifier 791: 34-37 with 556 and 556 samples 1026 classifier 796: 27-28 with 551 and 551 samples 1098 classifier 790: 30-34 with 556 and 556 samples 1227 classifier 794: 37-44 with 553 and 553 samples 1108 classifier 793: 30-44 with 553 and 553 samples 1029 classifier 792: 27-31 with 553 and 553 samples 1008 classifier 795: 26-34 with 552 and 552 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation 1 | 0.05 | 1 | 0.05 | 1 | 0.05 | 1 | 0.05 | 1 | 0.05 | 1 | 0.05 | 1 | 0.05 | 1 | 0.05 | 1 | 0.05 | 1 | 0.05 | 1 | 0.05 | 1 | 0.05 | 415 | 0.00 | 1 | 0.05 | 1 | 0.05 | 0.00 | 0.000974105 Total opt. time = 0.05 Problem setup time = 0.05 (91.57%) Inner solver time = 0.00 (5.85%) Gradient updating time = 0.00 (2.37%) Working set time = 0.00 (0.07%) optimization finished, #iter = 1 nu = 0.026152 obj = -72.186170, rho = 0.880926 nSV = 151, nBSV = 0 499 | 0.00 | 0.00 | 0.00094647 Total opt. time = 0.06 Problem setup time = 0.05 (92.49%) Inner solver time = 0.00 (5.07%) Gradient updating time = 0.00 (2.25%) Working set time = 0.00 (0.06%) optimization finished, #iter = 1 560 | 0.00 | nu = 0.062853 obj = -189.286131, rho = -0.947940 nSV = 164, nBSV = 7 1 | 0.05 | 445 | 0.00 | 1 | 0.05 | 211 | 0.00 | 0.00 | 0.000964843 Total opt. time = 0.06 Problem setup time = 0.05 (96.11%) Inner solver time = 0.00 (1.87%) Gradient updating time = 0.00 (1.85%) Working set time = 0.00 (0.07%) optimization finished, #iter = 1 nu = 0.004037 obj = -11.565072, rho = -0.948595 nSV = 110, nBSV = 0 0.00 | 0.000989307 Total opt. time = 0.06 Problem setup time = 0.05 (93.48%) Inner solver time = 0.00 (4.35%) Gradient updating time = 0.00 (2.01%) Working set time = 0.00 (0.06%) optimization finished, #iter = 1 nu = 0.058785 obj = -165.692517, rho = -1.006197 nSV = 116, nBSV = 2 400 | 0.00 | 579 | 0.00 | 0.00 | 0.000978812 Total opt. time = 0.06 Problem setup time = 0.05 (91.36%) Inner solver time = 0.00 (5.71%) Gradient updating time = 0.00 (2.75%) Working set time = 0.00 (0.07%) optimization finished, #iter = 1 nu = 0.035042 obj = -97.422077, rho = -0.919482 nSV = 188, nBSV = 0 549 | 0.00 | 0.00 | 0.000976457 293 | 0.00 | Total opt. time = 0.06 Problem setup time = 0.05 (93.42%) Inner solver time = 0.00 (4.13%) Gradient updating time = 0.00 (2.26%) Working set time = 0.00 (0.07%) optimization finished, #iter = 1 nu = 0.025492 obj = -72.019274, rho = -0.756710 nSV = 151, nBSV = 0 0.00 | 0.000980751 Total opt. time = 0.06 Problem setup time = 0.05 (95.05%) Inner solver time = 0.00 (2.68%) Gradient updating time = 0.00 (2.12%) Working set time = 0.00 (0.07%) optimization finished, #iter = 1 nu = 0.011774 obj = -33.788681, rho = -0.801562 nSV = 125, nBSV = 0 0.00 | 0.000906277 Total opt. time = 0.06 Problem setup time = 0.05 (89.21%) Inner solver time = 0.00 (8.07%) Gradient updating time = 0.00 (2.54%) Working set time = 0.00 (0.06%) optimization finished, #iter = 1 nu = 0.034654 obj = -95.824758, rho = 0.905185 nSV = 185, nBSV = 0 0.00 | 0.000985048 Total opt. time = 0.06 Problem setup time = 0.05 (89.26%) Inner solver time = 0.00 (7.74%) Gradient updating time = 0.00 (2.83%) Working set time = 0.00 (0.07%) optimization finished, #iter = 1 nu = 0.034734 obj = -97.739995, rho = 0.900834 nSV = 210, nBSV = 2 744 | 0.01 | 0.00 | 0.000912143 Total opt. time = 0.06 Problem setup time = 0.05 (86.86%) Inner solver time = 0.01 (10.23%) Gradient updating time = 0.00 (2.75%) Working set time = 0.00 (0.05%) optimization finished, #iter = 1 nu = 0.055125 obj = -152.427044, rho = 0.719242 nSV = 221, nBSV = 0 1048 | 0.01 | 1110 | 0.01 | 918 | 0.01 | 0.00 | 0.000980237 Total opt. time = 0.06 Problem setup time = 0.05 (88.30%) Inner solver time = 0.01 (9.21%) Gradient updating time = 0.00 (2.34%) Working set time = 0.00 (0.06%) optimization finished, #iter = 1 nu = 0.136130 obj = -427.875031, rho = -1.514241 nSV = 194, nBSV = 20 0.00 | 0.000998662 0.00 | 0.000961914 Total opt. time = 0.06 Total opt. time = 0.06 Problem setup time = 0.05 (85.36%) Inner solver time = 0.01 (11.63%) Gradient updating time = 0.00 (2.86%) Working set time = 0.00 (0.05%) Problem setup time = 0.05 (83.96%) Inner solver time = 0.01 (13.09%) Gradient updating time = 0.00 (2.76%) Working set time = 0.00 (0.07%) optimization finished, #iter = 1 optimization finished, #iter = 1 nu = 0.121584 obj = -361.749865, rho = -0.242543 nu = 0.158312 obj = -487.067046, rho = -0.696850 nSV = 277, nBSV = 12 nSV = 253, nBSV = 22 1018 classifier 797: 26-44 with 549 and 549 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 650 | 0.01 | 1022 | 0.01 | 0.00 | 0.000995503 Total opt. time = 0.06 Problem setup time = 0.05 (88.57%) Inner solver time = 0.01 (8.63%) Gradient updating time = 0.00 (2.60%) Working set time = 0.00 (0.07%) optimization finished, #iter = 1 nu = 0.042106 obj = -121.054948, rho = 0.790558 nSV = 196, nBSV = 0 0.00 | 0.000995763 Total opt. time = 0.06 Problem setup time = 0.05 (83.21%) Inner solver time = 0.01 (13.83%) Gradient updating time = 0.00 (2.79%) Working set time = 0.00 (0.05%) optimization finished, #iter = 1 nu = 0.125637 obj = -384.368969, rho = 0.294271 nSV = 257, nBSV = 15 1441 | 0.01 | 0.00 | 0.000976956 Total opt. time = 0.07 Problem setup time = 0.05 (79.60%) Inner solver time = 0.01 (17.35%) Gradient updating time = 0.00 (2.89%) Working set time = 0.00 (0.06%) optimization finished, #iter = 1 nu = 0.160605 obj = -469.440199, rho = -0.373900 nSV = 348, nBSV = 11 1 | 0.05 | 446 | 0.00 | 0.00 | 0.00095176 Total opt. time = 0.05 Problem setup time = 0.05 (91.34%) Inner solver time = 0.00 (5.96%) Gradient updating time = 0.00 (2.50%) Working set time = 0.00 (0.07%) 1041 classifier 798: 27-43 with 549 and 549 samples 20 classifier 800: 0-21 with 547 and 547 samples optimization finished, #iter = 1 1033 classifier 803: 27-35 with 543 and 543 samples 325 classifier 804: 6-41 with 541 and 541 samples 1183 classifier 799: 34-45 with 549 and 549 samples 997 classifier 805: 25-48 with 540 and 540 samples 1298 classifier 801: 44-45 with 546 and 546 samples nu = 0.035509 38 classifier 802: 0-39 with 544 and 544 samples obj = -97.469374, rho = 0.813964 23 classifier 806: 0-24 with 537 and 537 samples nSV = 149, nBSV = 0 4 classifier 807: 0-5 with 535 and 535 samples 45 classifier 813: 0-46 with 527 and 527 samples 1179 classifier 808: 34-41 with 532 and 532 samples 1031 classifier 809: 27-33 with 531 and 531 samples 41 classifier 810: 0-42 with 530 and 530 samples 335 classifier 811: 6-51 with 529 and 529 samples 1273 classifier 812: 41-44 with 529 and 529 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 1 | 0.05 | 1 | 0.05 | 1 | 0.05 | 1 | 0.05 | 1 | 0.05 | 1 | 0.05 | 1 | 0.05 | 311 | 0.00 | 0.00 | 0.000946312 Total opt. time = 0.05 Problem setup time = 0.05 (94.26%) Inner solver time = 0.00 (3.48%) Gradient updating time = 0.00 (2.04%) Working set time = 0.00 (0.08%) optimization finished, #iter = 1 nu = 0.007869 obj = -20.813831, rho = -0.737378 nSV = 131, nBSV = 0 1 | 0.05 | 1 | 0.05 | 1 | 0.05 | 1 | 0.05 | 1 | 0.05 | 460 | 0.00 | 1 | 0.05 | 0.00 | 0.000986523 Total opt. time = 0.05 Problem setup time = 0.05 (90.69%) Inner solver time = 0.00 (6.57%) Gradient updating time = 0.00 (2.50%) Working set time = 0.00 (0.08%) optimization finished, #iter = 1 1 | 0.05 | 590 | 0.00 | nu = 0.027347 obj = -72.333220, rho = 0.790281 nSV = 168, nBSV = 0 0.00 | 0.000998861 Total opt. time = 0.05 Problem setup time = 0.05 (90.85%) Inner solver time = 0.00 (6.36%) Gradient updating time = 0.00 (2.60%) Working set time = 0.00 (0.08%) optimization finished, #iter = 1 nu = 0.052437 obj = -152.221634, rho = -0.857250 nSV = 189, nBSV = 4 1 | 0.05 | 1 | 0.05 | 490 | 0.00 | 0.00 | 0.000998732 Total opt. time = 0.05 Problem setup time = 0.05 (92.35%) Inner solver time = 0.00 (5.13%) Gradient updating time = 0.00 (2.32%) Working set time = 0.00 (0.06%) optimization finished, #iter = 1 nu = 0.054099 obj = -150.469111, rho = -0.881133 nSV = 151, nBSV = 3 568 | 0.00 | 0.00 | 0.000968653 Total opt. time = 0.05 Problem setup time = 0.05 (91.23%) Inner solver time = 0.00 (5.96%) Gradient updating time = 0.00 (2.63%) Working set time = 0.00 (0.08%) optimization finished, #iter = 1 nu = 0.031645 obj = -86.391102, rho = -0.740435 nSV = 182, nBSV = 0 689 | 0.00 | 0.00 | 0.00097097 Total opt. time = 0.05 Problem setup time = 0.05 (88.60%) Inner solver time = 0.00 (8.58%) Gradient updating time = 0.00 (2.64%) Working set time = 0.00 (0.06%) optimization finished, #iter = 1 nu = 0.045538 obj = -122.959928, rho = -0.235607 nSV = 179, nBSV = 0 1101 | 0.01 | 575 | 0.00 | 752 | 0.00 | 0.00 | 0.0009652 Total opt. time = 0.05 Problem setup time = 0.05 (84.77%) Inner solver time = 0.01 (12.26%) Gradient updating time = 0.00 (2.81%) Working set time = 0.00 (0.06%) optimization finished, #iter = 1 nu = 0.143551 obj = -400.215388, rho = -0.787532 nSV = 243, nBSV = 8 0.00 | 0.000993918 0.00 | 0.000952764 Total opt. time = 0.05 Total opt. time = 0.06 Problem setup time = 0.05 (88.41%) Problem setup time = 0.05 (91.10%) Inner solver time = 0.00 (5.95%) Gradient updating time = 0.00 (2.77%) Working set time = 0.00 (0.07%) Inner solver time = 0.00 (8.74%) Gradient updating time = 0.00 (2.64%) optimization finished, #iter = 1 Working set time = 0.00 (0.07%) optimization finished, #iter = 1 nu = 0.048364 obj = -136.075155, rho = -0.869424 nu = 0.066463 obj = -181.961139, rho = -0.387177 nSV = 205, nBSV = 2 nSV = 198, nBSV = 2 985 | 0.01 | 1294 | 0.01 | 0.00 | 0.000953584 Total opt. time = 0.06 Problem setup time = 0.05 (86.18%) Inner solver time = 0.01 (11.02%) Gradient updating time = 0.00 (2.62%) Working set time = 0.00 (0.06%) optimization finished, #iter = 1 nu = 0.103601 obj = -302.543141, rho = -0.410614 nSV = 252, nBSV = 8 856 | 0.01 | 0.00 | 0.000953944 Total opt. time = 0.06 Problem setup time = 0.05 (79.43%) Inner solver time = 0.01 (17.41%) Gradient updating time = 0.00 (2.97%) Working set time = 0.00 (0.07%) optimization finished, #iter = 1 nu = 0.153684 obj = -416.476346, rho = -0.437306 nSV = 300, nBSV = 8 1038 classifier 814: 27-40 with 527 and 527 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 0.00 | 0.000946746 Total opt. time = 0.06 Problem setup time = 0.05 (85.80%) Inner solver time = 0.01 (11.08%) Gradient updating time = 0.00 (2.94%) Working set time = 0.00 (0.06%) optimization finished, #iter = 1 nu = 0.054940 obj = -149.438165, rho = -0.536122 nSV = 241, nBSV = 0 1354 | 0.01 | 0.00 | 0.000992922 Total opt. time = 0.06 Problem setup time = 0.05 (79.46%) Inner solver time = 0.01 (17.62%) Gradient updating time = 0.00 (2.76%) Working set time = 0.00 (0.06%) optimization finished, #iter = 1 nu = 0.152137 obj = -411.528960, rho = -0.417542 nSV = 319, nBSV = 9 1369 | 0.01 | 0.00 | 0.000944776 Total opt. time = 0.06 Problem setup time = 0.05 (79.46%) Inner solver time = 0.01 (17.59%) Gradient updating time = 0.00 (2.79%) Working set time = 0.00 (0.06%) optimization finished, #iter = 1 nu = 0.160374 obj = -457.131145, rho = -0.204676 nSV = 325, nBSV = 16 1299 | 0.01 | 1633 | 0.01 | 0.00 | 0.000987565 Total opt. time = 0.06 Problem setup time = 0.05 (80.27%) Inner solver time = 0.01 (16.80%) Gradient updating time = 0.00 (2.79%) Working set time = 0.00 (0.06%) optimization finished, #iter = 1 nu = 0.140117 obj = -391.277602, rho = -0.198148 nSV = 324, nBSV = 5 0.00 | 0.000988361 Total opt. time = 0.06 Problem setup time = 0.05 (76.77%) Inner solver time = 0.01 (20.42%) Gradient updating time = 0.00 (2.66%) Working set time = 0.00 (0.06%) optimization finished, #iter = 1 nu = 0.197016 obj = -552.267972, rho = -0.336392 nSV = 361, nBSV = 17 1 | 0.05 | 767 | 0.00 | 0.00 | 0.000963096 Total opt. time = 0.05 Problem setup time = 0.05 (88.68%) Inner solver time = 0.00 (8.60%) 1316 classifier 815: 47-48 with 526 and 526 samples Gradient updating time = 0.00 (2.52%) Working set time = 0.00 (0.07%) 333 classifier 816: 6-49 with 523 and 523 samples 306 classifier 817: 6-22 with 521 and 521 samples 1189 classifier 819: 34-51 with 520 and 520 samples optimization finished, #iter = 1 996 classifier 818: 25-47 with 520 and 520 samples 334 classifier 822: 6-50 with 517 and 517 samples 320 classifier 820: 6-36 with 518 and 518 samples nu = 0.098549 1030 classifier 821: 27-32 with 518 and 518 samples obj = -279.123586, rho = -0.767980 1187 classifier 824: 34-49 with 514 and 514 samples nSV = 194, nBSV = 11 902 classifier 825: 22-34 with 512 and 512 samples 1188 classifier 830: 34-50 with 508 and 508 samples 1302 classifier 826: 44-49 with 511 and 511 samples 1304 classifier 823: 44-51 with 517 and 517 samples 912 classifier 828: 22-44 with 509 and 509 samples 887 classifier 827: 21-48 with 509 and 509 samples 1174 classifier 829: 34-36 with 509 and 509 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation 1 | 0.04 | 1 | 0.04 | 1 | 0.04 | 1 | 0.04 | 1 | 0.04 | 1 | 0.04 | 233 | 0.00 | 0.00 | 0.000882396 Total opt. time = 0.04 Problem setup time = 0.04 (95.88%) Inner solver time = 0.00 (2.73%) Gradient updating time = 0.00 (1.17%) Working set time = 0.00 (0.07%) optimization finished, #iter = 1 nu = 0.023330 obj = -59.376310, rho = 1.463939 nSV = 59, nBSV = 0 1 | 0.04 | 1 | 0.04 | 1 | 0.04 | 255 | 0.00 | 259 | 0.00 | 0.00 | 0.000990685 Total opt. time = 0.04 Problem setup time = 0.04 (94.98%) Inner solver time = 0.00 (2.78%) Gradient updating time = 0.00 (2.02%) Working set time = 0.00 (0.08%) optimization finished, #iter = 1 nu = 0.021844 obj = -55.593957, rho = -0.962303 nSV = 105, nBSV = 0 0.00 | 0.000983378 1 | 0.04 | Total opt. time = 0.04 Problem setup time = 0.04 (94.24%) Inner solver time = 0.00 (2.83%) Gradient updating time = 0.00 (2.69%) Working set time = 0.00 (0.09%) optimization finished, #iter = 1 nu = 0.004755 obj = -12.076447, rho = -0.945829 nSV = 143, nBSV = 0 1213 classifier 831: 36-44 with 506 and 506 samples 290 | 0.00 | 0.00 | 0.000971537 Total opt. time = 0.05 Initializing gradient...done. 1 | 0.04 | 202 | 0.00 | 0.00 | 0.000995606 Problem setup time = 0.04 (94.03%) Inner solver time = 0.00 (3.09%) Gradient updating time = 0.00 (2.70%) Working set time = 0.00 (0.07%) optimization finished, #iter = 1 it | setup time | solver it | solver time | gradient time | kkt violation Total opt. time = 0.05 Problem setup time = 0.04 (95.56%) Inner solver time = 0.00 (2.27%) Gradient updating time = 0.00 (1.99%) Working set time = 0.00 (0.08%) optimization finished, #iter = 1 nu = 0.005756 nu = 0.003796 obj = -9.813914, rho = -0.918697 nSV = 104, nBSV = 0 obj = -14.706277, rho = -0.899121 nSV = 148, nBSV = 0 307 | 0.00 | 1 | 0.04 | 0.00 | 0.000983541 Total opt. time = 0.05 Problem setup time = 0.04 (93.80%) Inner solver time = 0.00 (3.34%) Gradient updating time = 0.00 (2.68%) Working set time = 0.00 (0.08%) optimization finished, #iter = 1 nu = 0.008059 obj = -20.713614, rho = -0.898569 nSV = 155, nBSV = 0 1 | 0.04 | 256 | 0.00 | 0.00 | 0.000978176 Total opt. time = 0.05 Problem setup time = 0.04 (95.07%) Inner solver time = 0.00 (2.78%) Gradient updating time = 0.00 (1.96%) Working set time = 0.00 (0.08%) optimization finished, #iter = 1 nu = 0.015187 1 | 0.04 | obj = -39.332135, rho = -0.838393 nSV = 113, nBSV = 0 231 | 0.00 | 1 | 0.04 | 0.00 | 0.000979372 Total opt. time = 0.05 Problem setup time = 0.04 (93.87%) Inner solver time = 0.00 (3.51%) Gradient updating time = 0.00 (2.48%) Working set time = 0.00 (0.02%) optimization finished, #iter = 1 nu = 0.009352 obj = -23.940183, rho = 0.981462 nSV = 134, nBSV = 0 1 | 0.05 | 378 | 0.00 | 280 | 0.00 | 0.00 | 0.000902082 Total opt. time = 0.05 Problem setup time = 0.04 (95.56%) Inner solver time = 0.00 (2.74%) Gradient updating time = 0.00 (1.50%) Working set time = 0.00 (0.07%) optimization finished, #iter = 1 nu = 0.045454 obj = -131.727952, rho = -2.099039 nSV = 73, nBSV = 8 0.00 | 0.00098913 Total opt. time = 0.05 245 | 0.00 | 0.00 | 0.000954612 Problem setup time = 0.04 (92.82%) Total opt. time = 0.05 Inner solver time = 0.00 (4.23%) Gradient updating time = 0.00 (2.72%) Problem setup time = 0.04 (94.87%) Inner solver time = 0.00 (2.79%) Working set time = 0.00 (0.08%) optimization finished, #iter = 1 Gradient updating time = 0.00 (2.09%) nu = 0.009253 Working set time = 0.00 (0.10%) optimization finished, #iter = 1 obj = -23.917883, rho = -0.756671 nu = 0.003103 obj = -8.113871, rho = -0.860297 nSV = 156, nBSV = 0 nSV = 124, nBSV = 0 396 | 0.00 | 692 | 0.00 | 632 | 0.00 | 0.00 | 0.000920699 Total opt. time = 0.05 Problem setup time = 0.04 (92.59%) Inner solver time = 0.00 (4.37%) Gradient updating time = 0.00 (2.85%) Working set time = 0.00 (0.07%) optimization finished, #iter = 1 nu = 0.014060 obj = -36.555125, rho = -0.777402 nSV = 168, nBSV = 0 0.00 | 0.000925152 Total opt. time = 0.05 Problem setup time = 0.04 (90.03%) Inner solver time = 0.00 (7.18%) Gradient updating time = 0.00 (2.61%) Working set time = 0.00 (0.07%) optimization finished, #iter = 1 nu = 0.053860 obj = -142.259293, rho = -0.886946 nSV = 176, nBSV = 1 0.00 | 0.000918813 Total opt. time = 0.05 Problem setup time = 0.04 (87.52%) Inner solver time = 0.00 (9.49%) Gradient updating time = 0.00 (2.75%) Working set time = 0.00 (0.07%) optimization finished, #iter = 1 nu = 0.051692 obj = -132.474017, rho = -0.588848 nSV = 198, nBSV = 1 853 | 0.01 | 0.00 | 0.000970648 Total opt. time = 0.05 Problem setup time = 0.04 (86.00%) Inner solver time = 0.01 (11.04%) Gradient updating time = 0.00 (2.78%) Working set time = 0.00 (0.06%) optimization finished, #iter = 1 nu = 0.052725 obj = -137.089528, rho = 0.066952 nSV = 218, nBSV = 0 1296 | 0.01 | 0.00 | 0.000969149 Total opt. time = 0.06 Problem setup time = 0.05 (79.77%) Inner solver time = 0.01 (17.27%) Gradient updating time = 0.00 (2.76%) Working set time = 0.00 (0.07%) optimization finished, #iter = 1 nu = 0.178222 obj = -490.603576, rho = -0.499382 nSV = 281, nBSV = 15 1 | 0.04 | 289 | 0.00 | 0.00 | 0.000980339 Total opt. time = 0.05 Problem setup time = 0.04 (93.21%) Inner solver time = 0.00 (4.34%) Gradient updating time = 0.00 (2.22%) Working set time = 0.00 (0.08%) optimization finished, #iter = 1 nu = 0.015566 17 classifier 833: 0-18 with 505 and 505 samples 1303 classifier 834: 44-50 with 505 and 505 samples obj = -39.383114, rho = 0.872367 864 classifier 835: 21-25 with 503 and 503 samples 988 classifier 836: 25-39 with 500 and 500 samples 971 classifier 837: 24-48 with 499 and 499 samples 287 classifier 838: 5-48 with 497 and 497 samples 1028 classifier 839: 27-30 with 496 and 496 samples 1256 classifier 832: 39-48 with 506 and 506 samples nSV = 131, nBSV = 0 1035 classifier 840: 27-37 with 496 and 496 samples 1043 classifier 847: 27-45 with 489 and 489 samples 8 classifier 841: 0-9 with 494 and 494 samples 948 classifier 842: 24-25 with 493 and 493 samples 1286 classifier 844: 42-48 with 492 and 492 samples 1001 classifier 843: 26-27 with 492 and 492 samples 264 classifier 845: 5-25 with 491 and 491 samples 886 classifier 846: 21-47 with 489 and 489 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 1 | 0.04 | 1 | 0.04 | 1 | 0.04 | 1 | 0.04 | 1 | 0.04 | 1 | 0.04 | 1 | 0.04 | 1 | 0.04 | 1 | 0.04 | 1 | 0.04 | 1 | 0.04 | 1 | 0.04 | 1 | 0.04 | 1 | 0.04 | 1 | 0.04 | 621 | 0.00 | 470 | 0.00 | 0.00 | 0.000845459 Total opt. time = 0.04 Problem setup time = 0.04 (90.64%) Inner solver time = 0.00 (6.89%) Gradient updating time = 0.00 (2.30%) Working set time = 0.00 (0.06%) optimization finished, #iter = 1 nu = 0.041412 obj = -102.174489, rho = 0.853893 nSV = 138, nBSV = 1 0.00 | 0.000978641 Total opt. time = 0.04 Problem setup time = 0.04 (89.81%) Inner solver time = 0.00 (7.36%) Gradient updating time = 0.00 (2.56%) Working set time = 0.00 (0.10%) optimization finished, #iter = 1 nu = 0.086714 obj = -229.814254, rho = -0.918392 nSV = 170, nBSV = 8 1312 classifier 848: 46-48 with 489 and 489 samples 1 | 0.04 | Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 266 | 0.00 | 612 | 0.00 | 0.00 | 0.000997101 Total opt. time = 0.04 Problem setup time = 0.04 (94.27%) Inner solver time = 0.00 (2.87%) Gradient updating time = 0.00 (2.61%) Working set time = 0.00 (0.07%) optimization finished, #iter = 1 nu = 0.003250 obj = -8.206943, rho = -0.916486 nSV = 145, nBSV = 0 0.00 | 0.000899796 Total opt. time = 0.04 Problem setup time = 0.04 (89.88%) Inner solver time = 0.00 (7.30%) Gradient updating time = 0.00 (2.64%) Working set time = 0.00 (0.07%) optimization finished, #iter = 1 nu = 0.062733 obj = -164.668644, rho = -0.891800 nSV = 180, nBSV = 3 589 | 0.00 | 0.00 | 0.00096708 Total opt. time = 0.04 Problem setup time = 0.04 (90.66%) Inner solver time = 0.00 (6.77%) Gradient updating time = 0.00 (2.35%) Working set time = 0.00 (0.07%) optimization finished, #iter = 1 nu = 0.058522 obj = -148.198760, rho = -0.940268 nSV = 156, nBSV = 2 676 | 0.00 | 0.00 | 0.000943943 Total opt. time = 0.05 Problem setup time = 0.04 (88.12%) Inner solver time = 0.00 (9.18%) Gradient updating time = 0.00 (2.52%) Working set time = 0.00 (0.07%) optimization finished, #iter = 1 nu = 0.044357 obj = -110.228543, rho = -0.192134 nSV = 161, nBSV = 0 886 | 0.01 | 947 | 0.01 | 0.00 | 0.000963649 Total opt. time = 0.05 Problem setup time = 0.04 (84.35%) Inner solver time = 0.01 (12.67%) Gradient updating time = 0.00 (2.80%) Working set time = 0.00 (0.06%) optimization finished, #iter = 1 nu = 0.074202 obj = -185.502252, rho = -0.339280 0.00 | 0.000988081 nSV = 208, nBSV = 2 Total opt. time = 0.05 Problem setup time = 0.04 (83.39%) Inner solver time = 0.01 (13.63%) Gradient updating time = 0.00 (2.75%) Working set time = 0.00 (0.09%) optimization finished, #iter = 1 nu = 0.083061 obj = -203.084947, rho = -0.291402 nSV = 263, nBSV = 0 861 | 0.01 | 0.00 | 0.000993819 Total opt. time = 0.05 Problem setup time = 0.04 (84.89%) Inner solver time = 0.01 (12.18%) Gradient updating time = 0.00 (2.75%) Working set time = 0.00 (0.07%) optimization finished, #iter = 1 nu = 0.079344 obj = -197.969127, rho = -0.397149 nSV = 219, nBSV = 0 842 | 0.01 | 1135 | 0.01 | 0.00 | 0.000957647 Total opt. time = 0.05 Problem setup time = 0.04 (85.66%) Inner solver time = 0.01 (11.47%) Gradient updating time = 0.00 (2.65%) Working set time = 0.00 (0.07%) optimization finished, #iter = 1 nu = 0.105279 obj = -290.249095, rho = -0.181844 nSV = 199, nBSV = 14 0.00 | 0.000993326 Total opt. time = 0.05 Problem setup time = 0.04 (80.92%) Inner solver time = 0.01 (15.95%) Gradient updating time = 0.00 (2.96%) Working set time = 0.00 (0.06%) optimization finished, #iter = 1 nu = 0.169712 obj = -456.058986, rho = -0.274723 nSV = 258, nBSV = 20 1189 | 0.01 | 1327 | 0.01 | 0.00 | 0.000998752 Total opt. time = 0.05 Problem setup time = 0.04 (80.32%) Inner solver time = 0.01 (16.63%) Gradient updating time = 0.00 (2.87%) Working set time = 0.00 (0.07%) optimization finished, #iter = 1 nu = 0.131923 obj = -335.110505, rho = -0.612317 nSV = 293, nBSV = 5 0.00 | 0.000871335 Total opt. time = 0.05 Problem setup time = 0.04 (78.31%) Inner solver time = 0.01 (18.76%) Gradient updating time = 0.00 (2.76%) Working set time = 0.00 (0.07%) optimization finished, #iter = 1 nu = 0.182404 obj = -469.645577, rho = -0.313486 nSV = 278, nBSV = 17 1448 | 0.01 | 1272 | 0.01 | 0.00 | 0.000937671 Total opt. time = 0.05 Problem setup time = 0.04 (77.95%) Inner solver time = 0.01 (19.19%) Gradient updating time = 0.00 (2.69%) Working set time = 0.00 (0.06%) optimization finished, #iter = 1 nu = 0.250371 obj = -744.944626, rho = 0.105189 nSV = 312, nBSV = 39 1242 | 0.01 | 0.00 | 0.000962438 Total opt. time = 0.05 Problem setup time = 0.04 (79.10%) Inner solver time = 0.01 (17.84%) Gradient updating time = 0.00 (2.88%) Working set time = 0.00 (0.06%) optimization finished, #iter = 1 nu = 0.174318 obj = -459.069908, rho = -0.424316 nSV = 282, nBSV = 18 0.00 | 0.000957715 Total opt. time = 0.05 Problem setup time = 0.04 (80.02%) Inner solver time = 0.01 (17.01%) Gradient updating time = 0.00 (2.76%) Working set time = 0.00 (0.06%) optimization finished, #iter = 1 nu = 0.143088 obj = -362.880688, rho = -0.304860 nSV = 304, nBSV = 3 1 | 0.04 | 1286 | 0.01 | 0.00 | 0.000997249 Total opt. time = 0.05 Problem setup time = 0.04 (78.73%) Inner solver time = 0.01 (18.34%) Gradient updating time = 0.00 (2.71%) Working set time = 0.00 (0.09%) optimization finished, #iter = 1 1255 classifier 850: 39-47 with 486 and 486 samples 13 classifier 851: 0-14 with 485 and 485 samples nu = 0.214395 obj = -588.031967, rho = 0.076654 37 classifier 852: 0-38 with 484 and 484 samples 995 classifier 853: 25-46 with 483 and 483 samples 970 classifier 854: 24-47 with 479 and 479 samples 286 classifier 855: 5-47 with 477 and 477 samples 1039 classifier 856: 27-41 with 472 and 472 samples 991 classifier 849: 25-42 with 486 and 486 samples nSV = 267, nBSV = 26 1285 classifier 857: 42-47 with 472 and 472 samples 1049 classifier 864: 27-51 with 460 and 460 samples 878 classifier 858: 21-39 with 469 and 469 samples 1311 classifier 859: 46-47 with 469 and 469 samples 794 classifier 860: 18-48 with 467 and 467 samples 863 classifier 861: 21-24 with 462 and 462 samples 260 classifier 863: 5-21 with 460 and 460 samples 771 classifier 862: 18-25 with 461 and 461 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 1 | 0.03 | 1 | 0.03 | 1 | 0.03 | 1 | 0.04 | 309 | 0.00 | 0.00 | 0.000985418 Total opt. time = 0.04 Problem setup time = 0.03 (93.84%) Inner solver time = 0.00 (3.70%) Gradient updating time = 0.00 (2.18%) Working set time = 0.00 (0.09%) optimization finished, #iter = 1 nu = 0.013766 obj = -31.661949, rho = -0.753521 nSV = 116, nBSV = 0 962 classifier 865: 24-39 with 459 and 459 samples 1 | 0.04 | 1 | 0.04 | 1 | 0.04 | Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 1 | 0.04 | 1 | 0.04 | 1 | 0.04 | 1 | 0.04 | 1 | 0.04 | 1 | 0.04 | 521 | 0.00 | 0.00 | 0.000968705 Total opt. time = 0.04 Problem setup time = 0.04 (91.48%) Inner solver time = 0.00 (6.11%) Gradient updating time = 0.00 (2.20%) Working set time = 0.00 (0.08%) optimization finished, #iter = 1 nu = 0.084811 obj = -226.901005, rho = -0.832486 nSV = 151, nBSV = 8 1 | 0.04 | 1 | 0.04 | 1 | 0.04 | 799 | 0.00 | 687 | 0.00 | 0.00 | 0.00095945 0.00 | 0.000966626 Total opt. time = 0.04 Total opt. time = 0.04 Problem setup time = 0.04 (87.03%) Inner solver time = 0.00 (10.05%) Problem setup time = 0.03 (85.04%) Gradient updating time = 0.00 (2.72%) Working set time = 0.00 (0.07%) optimization finished, #iter = 1 Inner solver time = 0.00 (11.88%) Gradient updating time = 0.00 (2.85%) nu = 0.089339 Working set time = 0.00 (0.07%) optimization finished, #iter = 1 obj = -215.063949, rho = -0.558052 nu = 0.105670 nSV = 192, nBSV = 7 obj = -251.872287, rho = -0.250209 nSV = 207, nBSV = 4 1036 | 0.01 | 783 | 0.01 | 0.00 | 0.000923285 Total opt. time = 0.04 Problem setup time = 0.04 (81.08%) Inner solver time = 0.01 (15.87%) Gradient updating time = 0.00 (2.87%) Working set time = 0.00 (0.07%) optimization finished, #iter = 1 nu = 0.156410 0.00 | 0.000992086 obj = -376.893951, rho = -0.210099 nSV = 265, nBSV = 8 Total opt. time = 0.04 Problem setup time = 0.04 (85.57%) Inner solver time = 0.01 (11.51%) Gradient updating time = 0.00 (2.72%) Working set time = 0.00 (0.08%) optimization finished, #iter = 1 nu = 0.072484 obj = -172.948080, rho = -0.005189 nSV = 210, nBSV = 1 993 | 0.01 | 0.00 | 0.000956771 Total opt. time = 0.04 Problem setup time = 0.04 (82.05%) Inner solver time = 0.01 (14.83%) Gradient updating time = 0.00 (2.93%) Working set time = 0.00 (0.07%) optimization finished, #iter = 1 nu = 0.119538 obj = -287.886140, rho = -0.410379 nSV = 250, nBSV = 4 1129 | 0.01 | 0.00 | 0.000938485 Total opt. time = 0.04 Problem setup time = 0.03 (78.78%) Inner solver time = 0.01 (18.00%) Gradient updating time = 0.00 (2.99%) Working set time = 0.00 (0.08%) optimization finished, #iter = 1 nu = 0.156022 obj = -374.095274, rho = 0.134377 nSV = 269, nBSV = 10 1106 | 0.01 | 0.00 | 0.000993733 Total opt. time = 0.04 Problem setup time = 0.04 (80.57%) Inner solver time = 0.01 (16.47%) Gradient updating time = 0.00 (2.78%) Working set time = 0.00 (0.06%) optimization finished, #iter = 1 nu = 0.148765 obj = -362.271570, rho = 0.420651 685 | 0.00 | nSV = 250, nBSV = 7 0.00 | 0.000972453 Total opt. time = 0.04 Problem setup time = 0.04 (86.84%) Inner solver time = 0.00 (10.08%) Gradient updating time = 0.00 (2.86%) Working set time = 0.00 (0.07%) optimization finished, #iter = 1 nu = 0.061555 obj = -149.582939, rho = 0.198037 nSV = 196, nBSV = 0 1081 | 0.01 | 0.00 | 0.000992358 Total opt. time = 0.05 Problem setup time = 0.04 (80.58%) Inner solver time = 0.01 (16.18%) Gradient updating time = 0.00 (3.00%) Working set time = 0.00 (0.08%) optimization finished, #iter = 1 nu = 0.105334 obj = -251.151074, rho = -0.117032 nSV = 249, nBSV = 2 1050 | 0.01 | 0.00 | 0.000999992 Total opt. time = 0.05 Problem setup time = 0.04 (81.88%) Inner solver time = 0.01 (15.01%) Gradient updating time = 0.00 (2.93%) Working set time = 0.00 (0.07%) optimization finished, #iter = 1 nu = 0.103690 obj = -250.051707, rho = -0.137735 nSV = 259, nBSV = 1 874 | 0.01 | 1001 | 0.01 | 0.00 | 0.000974286 Total opt. time = 0.05 Problem setup time = 0.04 (82.64%) Inner solver time = 0.01 (14.38%) Gradient updating time = 0.00 (2.81%) Working set time = 0.00 (0.07%) optimization finished, #iter = 1 nu = 0.131301 0.00 | 0.000996918 obj = -321.919750, rho = 0.025992 nSV = 240, nBSV = 2 Total opt. time = 0.05 Problem setup time = 0.04 (84.58%) Inner solver time = 0.01 (12.13%) Gradient updating time = 0.00 (3.09%) Working set time = 0.00 (0.06%) optimization finished, #iter = 1 nu = 0.098813 obj = -250.434229, rho = -0.711625 nSV = 231, nBSV = 7 1200 | 0.01 | 0.00 | 0.000979624 Total opt. time = 0.05 Problem setup time = 0.04 (80.92%) Inner solver time = 0.01 (16.27%) Gradient updating time = 0.00 (2.62%) Working set time = 0.00 (0.07%) optimization finished, #iter = 1 nu = 0.218002 obj = -602.369345, rho = -0.173347 nSV = 266, nBSV = 33 1291 | 0.01 | 0.00 | 0.000956784 Total opt. time = 0.05 Problem setup time = 0.04 (79.19%) Inner solver time = 0.01 (17.77%) Gradient updating time = 0.00 (2.83%) Working set time = 0.00 (0.08%) optimization finished, #iter = 1 nu = 0.152056 obj = -374.388018, rho = -0.260040 nSV = 315, nBSV = 6 1 | 0.04 | 787 | 0.00 | 0.00 | 0.000967278 Total opt. time = 0.04 Problem setup time = 0.04 (85.45%) Inner solver time = 0.00 (11.55%) Gradient updating time = 0.00 (2.76%) Working set time = 0.00 (0.08%) optimization finished, #iter = 1 nu = 0.113024 obj = -274.656964, rho = -0.452353 nSV = 200, nBSV = 8 278 classifier 866: 5-39 with 457 and 457 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 1 | 0.03 | 781 | 0.00 | 0.00 | 0.000887386 Total opt. time = 0.04 Problem setup time = 0.03 (85.30%) Inner solver time = 0.00 (11.93%) Gradient updating time = 0.00 (2.54%) Working set time = 0.00 (0.09%) optimization finished, #iter = 1 461 classifier 867: 9-48 with 456 and 456 samples 881 classifier 868: 21-42 with 455 and 455 samples 1047 classifier 869: 27-49 with 454 and 454 samples nu = 0.090729 885 classifier 870: 21-46 with 452 and 452 samples 895 classifier 871: 22-27 with 452 and 452 samples 1250 classifier 872: 39-42 with 452 and 452 samples 263 classifier 873: 5-24 with 450 and 450 samples obj = -210.884996, rho = 0.037236 438 classifier 874: 9-25 with 450 and 450 samples nSV = 192, nBSV = 2 1254 classifier 876: 39-46 with 449 and 449 samples 281 classifier 882: 5-42 with 443 and 443 samples 1034 classifier 875: 27-36 with 449 and 449 samples 656 classifier 878: 14-48 with 447 and 447 samples 1048 classifier 877: 27-50 with 448 and 448 samples 793 classifier 879: 18-47 with 447 and 447 samples 1244 classifier 880: 38-48 with 446 and 446 samples 965 classifier 881: 24-42 with 445 and 445 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 1 | 0.03 | 1 | 0.03 | 1 | 0.03 | 1 | 0.03 | 1 | 0.03 | 1 | 0.03 | 1 | 0.03 | 1 | 0.03 | 1 | 0.03 | 1 | 0.03 | 183 | 0.00 | 0.00 | 0.000976483 Total opt. time = 0.03 Problem setup time = 0.03 (95.65%) Inner solver time = 0.00 (2.15%) Gradient updating time = 0.00 (1.98%) Working set time = 0.00 (0.09%) optimization finished, #iter = 1 nu = 0.004984 obj = -11.163854, rho = -0.923895 nSV = 91, nBSV = 0 1 | 0.03 | 1 | 0.03 | 198 | 0.00 | 0.00 | 0.000927595 Total opt. time = 0.03 Problem setup time = 0.03 (95.94%) Inner solver time = 0.00 (2.63%) Gradient updating time = 0.00 (1.19%) Working set time = 0.00 (0.09%) optimization finished, #iter = 1 nu = 0.036050 obj = -84.478084, rho = 1.854901 nSV = 52, nBSV = 2 266 | 0.00 | 0.00 | 0.000954127 Total opt. time = 0.03 Problem setup time = 0.03 (94.67%) Inner solver time = 0.00 (3.09%) Gradient updating time = 0.00 (2.03%) Working set time = 0.00 (0.08%) optimization finished, #iter = 1 nu = 0.019941 obj = -44.767052, rho = -0.835556 nSV = 102, nBSV = 0 1 | 0.03 | 1 | 0.03 | 1 | 0.03 | 1 | 0.03 | 276 | 0.00 | 0.00 | 0.000983955 Total opt. time = 0.04 Problem setup time = 0.03 (94.05%) Inner solver time = 0.00 (3.30%) Gradient updating time = 0.00 (2.40%) Working set time = 0.00 (0.09%) optimization finished, #iter = 1 nu = 0.007863 obj = -17.847792, rho = -0.886796 nSV = 120, nBSV = 0 542 | 0.00 | 0.00 | 0.000989967 Total opt. time = 0.04 Problem setup time = 0.03 (88.77%) Inner solver time = 0.00 (8.31%) Gradient updating time = 0.00 (2.70%) Working set time = 0.00 (0.09%) optimization finished, #iter = 1 nu = 0.039649 obj = -89.608723, rho = 0.224428 nSV = 166, nBSV = 0 657 | 0.00 | 0.00 | 0.000958773 Total opt. time = 0.04 Problem setup time = 0.03 (87.30%) Inner solver time = 0.00 (10.27%) Gradient updating time = 0.00 (2.19%) Working set time = 0.00 (0.08%) optimization finished, #iter = 1 nu = 0.169929 obj = -449.250923, rho = -0.080409 nSV = 161, nBSV = 31 699 | 0.00 | 0.00 | 0.000971894 Total opt. time = 0.04 Problem setup time = 0.03 (86.51%) Inner solver time = 0.00 (10.80%) Gradient updating time = 0.00 (2.42%) Working set time = 0.00 (0.09%) optimization finished, #iter = 1 nu = 0.063055 obj = -147.448436, rho = -0.002634 nSV = 185, nBSV = 2 803 | 0.00 | 0.00 | 0.000990363 Total opt. time = 0.04 Problem setup time = 0.03 (84.12%) Inner solver time = 0.00 (12.79%) Gradient updating time = 0.00 (2.88%) Working set time = 0.00 (0.07%) optimization finished, #iter = 1 nu = 0.088934 obj = -200.433670, rho = -0.462105 nSV = 203, nBSV = 2 800 | 0.00 | 943 | 0.01 | 0.00 | 0.000987552 Total opt. time = 0.04 Problem setup time = 0.03 (82.77%) Inner solver time = 0.01 (14.18%) Gradient updating time = 0.00 (2.85%) Working set time = 0.00 (0.08%) optimization finished, #iter = 1 nu = 0.135680 obj = -327.546299, rho = -0.120086 nSV = 208, nBSV = 11 0.00 | 0.000973079 Total opt. time = 0.04 Problem setup time = 0.03 (84.48%) Inner solver time = 0.00 (12.27%) Gradient updating time = 0.00 (3.01%) Working set time = 0.00 (0.09%) optimization finished, #iter = 1 nu = 0.091239 obj = -209.722127, rho = -0.489346 nSV = 217, nBSV = 3 1030 | 0.01 | 0.00 | 0.000913957 Total opt. time = 0.04 Problem setup time = 0.03 (79.71%) Inner solver time = 0.01 (17.06%) Gradient updating time = 0.00 (2.97%) Working set time = 0.00 (0.08%) optimization finished, #iter = 1 987 | 0.01 | nu = 0.154001 obj = -355.079471, rho = 0.003373 nSV = 249, nBSV = 11 969 classifier 883: 24-46 with 442 and 442 samples 0.00 | 0.000999785 Total opt. time = 0.04 Problem setup time = 0.03 (81.70%) Inner solver time = 0.01 (15.32%) Gradient updating time = 0.00 (2.79%) Working set time = 0.00 (0.07%) optimization finished, #iter = 1 nu = 0.121262 obj = -272.628981, rho = -0.135672 nSV = 246, nBSV = 2 Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 848 | 0.01 | 0.00 | 0.000977716 Total opt. time = 0.04 Problem setup time = 0.03 (83.33%) Inner solver time = 0.01 (13.55%) Gradient updating time = 0.00 (2.88%) Working set time = 0.00 (0.08%) optimization finished, #iter = 1 nu = 0.099322 obj = -235.038696, rho = -0.123324 nSV = 228, nBSV = 6 1187 | 0.01 | 0.00 | 0.00095541 Total opt. time = 0.04 Problem setup time = 0.03 (77.94%) Inner solver time = 0.01 (18.96%) Gradient updating time = 0.00 (2.87%) Working set time = 0.00 (0.08%) optimization finished, #iter = 1 nu = 0.238457 obj = -593.030593, rho = 0.084114 nSV = 280, nBSV = 34 1140 | 0.01 | 0.00 | 0.000884121 Total opt. time = 0.04 Problem setup time = 0.03 (79.27%) Inner solver time = 0.01 (17.69%) Gradient updating time = 0.00 (2.84%) Working set time = 0.00 (0.07%) optimization finished, #iter = 1 nu = 0.176148 obj = -422.838586, rho = -0.138337 nSV = 270, nBSV = 18 1115 | 0.01 | 0.00 | 0.000909151 Total opt. time = 0.04 Problem setup time = 0.03 (78.61%) Inner solver time = 0.01 (18.32%) Gradient updating time = 0.00 (2.83%) Working set time = 0.00 (0.08%) optimization finished, #iter = 1 nu = 0.181291 obj = -446.965459, rho = -0.104555 nSV = 232, nBSV = 18 1 | 0.03 | 1068 | 0.01 | 0.00 | 0.000960762 Total opt. time = 0.04 Problem setup time = 0.03 (80.28%) Inner solver time = 0.01 (16.56%) 633 classifier 884: 14-25 with 441 and 441 samples 285 classifier 885: 5-46 with 440 and 440 samples Gradient updating time = 0.00 (2.93%) Working set time = 0.00 (0.08%) 2 classifier 889: 0-3 with 432 and 432 samples 987 classifier 886: 25-38 with 440 and 440 samples 460 classifier 887: 9-47 with 436 and 436 samples 655 classifier 891: 14-47 with 427 and 427 samples optimization finished, #iter = 1 767 classifier 890: 18-21 with 430 and 430 samples 1284 classifier 888: 42-46 with 435 and 435 samples nu = 0.152934 30 classifier 893: 0-31 with 426 and 426 samples obj = -369.065151, rho = -0.273903 1243 classifier 894: 38-47 with 426 and 426 samples nSV = 241, nBSV = 16 785 classifier 892: 18-39 with 427 and 427 samples 257 classifier 899: 5-18 with 418 and 418 samples 42 classifier 896: 0-43 with 422 and 422 samples 27 classifier 895: 0-28 with 424 and 424 samples 770 classifier 897: 18-24 with 420 and 420 samples 434 classifier 898: 9-21 with 419 and 419 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 1 | 0.03 | 1 | 0.03 | 1 | 0.03 | 1 | 0.03 | 1 | 0.03 | 1 | 0.03 | 1 | 0.03 | 1 | 0.03 | 1 | 0.03 | 1 | 0.03 | 1 | 0.03 | 1 | 0.03 | 1 | 0.03 | 1 | 0.03 | 1 | 0.03 | 1 | 0.03 | 479 | 0.00 | 0.00 | 0.000987019 Total opt. time = 0.03 Problem setup time = 0.03 (89.62%) Inner solver time = 0.00 (7.64%) Gradient updating time = 0.00 (2.51%) Working set time = 0.00 (0.08%) optimization finished, #iter = 1 nu = 0.037979 obj = -81.085012, rho = -0.332202 nSV = 158, nBSV = 0 700 | 0.00 | 0.00 | 0.000964235 Total opt. time = 0.03 Problem setup time = 0.03 (84.78%) Inner solver time = 0.00 (12.22%) Gradient updating time = 0.00 (2.73%) Working set time = 0.00 (0.09%) optimization finished, #iter = 1 nu = 0.061409 obj = -128.675250, rho = 0.400949 nSV = 203, nBSV = 1 872 | 0.01 | 0.00 | 0.000973407 Total opt. time = 0.04 Problem setup time = 0.03 (81.95%) Inner solver time = 0.01 (14.69%) Gradient updating time = 0.00 (2.96%) Working set time = 0.00 (0.08%) optimization finished, #iter = 1 nu = 0.139729 obj = -309.947688, rho = 0.136952 nSV = 228, nBSV = 11 34 classifier 900: 0-35 with 416 and 416 samples 541 | 0.00 | 0.00 | 0.000972017 Total opt. time = 0.04 Problem setup time = 0.03 (89.25%) 814 | 0.00 | 0.00 | 0.000974222 Inner solver time = 0.00 (8.01%) Gradient updating time = 0.00 (2.52%) Working set time = 0.00 (0.08%) optimization finished, #iter = 1 752 | 0.00 | 0.00 | 0.000947022 nu = 0.079314 obj = -181.148266, rho = -0.465066 nSV = 145, nBSV = 6 Total opt. time = 0.04 Problem setup time = 0.03 (83.43%) Inner solver time = 0.00 (13.72%) Total opt. time = 0.04 Problem setup time = 0.03 (85.27%) Inner solver time = 0.00 (11.58%) Gradient updating time = 0.00 (2.92%) Working set time = 0.00 (0.08%) Gradient updating time = 0.00 (2.62%) Working set time = 0.00 (0.08%) optimization finished, #iter = 1 optimization finished, #iter = 1 nu = 0.129971 obj = -280.483284, rho = 0.503348 nSV = 201, nBSV = 5 nu = 0.103963 obj = -226.236234, rho = -0.652108 nSV = 214, nBSV = 5 Initializing gradient...done. 883 | 0.00 | 0.00 | 0.00099496 it | setup time | solver it | solver time | gradient time | kkt violation Total opt. time = 0.04 Problem setup time = 0.03 (83.24%) Inner solver time = 0.00 (13.70%) Gradient updating time = 0.00 (2.83%) Working set time = 0.00 (0.08%) optimization finished, #iter = 1 nu = 0.123874 obj = -267.334512, rho = -0.566646 nSV = 243, nBSV = 4 939 | 0.01 | 0.00 | 0.000997761 Total opt. time = 0.04 Problem setup time = 0.03 (81.82%) Inner solver time = 0.01 (15.02%) Gradient updating time = 0.00 (2.96%) Working set time = 0.00 (0.08%) optimization finished, #iter = 1 nu = 0.112891 obj = -241.795945, rho = -0.230150 nSV = 242, nBSV = 2 971 | 0.01 | 0.00 | 0.000961554 Total opt. time = 0.04 Problem setup time = 0.03 (80.90%) Inner solver time = 0.01 (16.21%) Gradient updating time = 0.00 (2.68%) Working set time = 0.00 (0.08%) optimization finished, #iter = 1 nu = 0.164037 obj = -360.462713, rho = -0.227498 nSV = 253, nBSV = 7 1063 | 0.01 | 0.00 | 0.000951731 Total opt. time = 0.04 Problem setup time = 0.03 (79.08%) Inner solver time = 0.01 (17.80%) Gradient updating time = 0.00 (2.81%) Working set time = 0.00 (0.09%) optimization finished, #iter = 1 nu = 0.160666 obj = -349.086009, rho = -0.186335 nSV = 262, nBSV = 8 921 | 0.01 | 0.00 | 0.000947035 Total opt. time = 0.04 Problem setup time = 0.03 (81.80%) Inner solver time = 0.01 (15.17%) Gradient updating time = 0.00 (2.77%) Working set time = 0.00 (0.08%) optimization finished, #iter = 1 nu = 0.122355 obj = -266.673557, rho = 0.127591 nSV = 247, nBSV = 4 763 | 0.00 | 0.00 | 0.000994656 Total opt. time = 0.04 Problem setup time = 0.03 (85.15%) Inner solver time = 0.00 (11.82%) Gradient updating time = 0.00 (2.79%) Working set time = 0.00 (0.08%) optimization finished, #iter = 1 nu = 0.082143 obj = -180.724962, rho = -0.348599 nSV = 185, nBSV = 0 892 | 0.01 | 0.00 | 0.000971326 Total opt. time = 0.04 Problem setup time = 0.03 (82.14%) Inner solver time = 0.01 (14.66%) Gradient updating time = 0.00 (2.94%) Working set time = 0.00 (0.08%) optimization finished, #iter = 1 nu = 0.097836 obj = -213.302605, rho = -0.144651 nSV = 214, nBSV = 1 954 | 0.01 | 813 | 0.00 | 0.00 | 0.00099375 Total opt. time = 0.04 Problem setup time = 0.03 (81.15%) Inner solver time = 0.01 (15.55%) Gradient updating time = 0.00 (3.04%) Working set time = 0.00 (0.09%) optimization finished, #iter = 1 nu = 0.116196 obj = -255.405922, rho = -0.410593 0.00 | 0.000964057 nSV = 255, nBSV = 3 Total opt. time = 0.04 Problem setup time = 0.03 (83.97%) Inner solver time = 0.00 (12.90%) Gradient updating time = 0.00 (2.87%) Working set time = 0.00 (0.08%) optimization finished, #iter = 1 nu = 0.114505 obj = -268.543418, rho = -0.272192 nSV = 221, nBSV = 7 1097 | 0.01 | 0.00 | 0.000973929 Total opt. time = 0.04 Problem setup time = 0.03 (79.21%) Inner solver time = 0.01 (17.85%) Gradient updating time = 0.00 (2.73%) Working set time = 0.00 (0.07%) optimization finished, #iter = 1 nu = 0.196067 obj = -452.174267, rho = 0.182533 nSV = 271, nBSV = 14 1 | 0.03 | 844 | 0.00 | 0.00 | 0.000990244 Total opt. time = 0.03 Problem setup time = 0.03 (83.26%) Inner solver time = 0.00 (13.56%) Gradient updating time = 0.00 (2.90%) Working set time = 0.00 (0.10%) 788 classifier 902: 18-42 with 413 and 413 samples optimization finished, #iter = 1 629 classifier 903: 14-21 with 410 and 410 samples 792 classifier 904: 18-46 with 410 and 410 samples 437 classifier 905: 9-24 with 409 and 409 samples 248 classifier 907: 5-9 with 407 and 407 samples nu = 0.107387 877 classifier 906: 21-38 with 409 and 409 samples 647 classifier 908: 14-39 with 407 and 407 samples 452 classifier 901: 9-39 with 416 and 416 samples obj = -229.823424, rho = -0.636717 1235 classifier 909: 38-39 with 406 and 406 samples nSV = 232, nBSV = 4 32 classifier 910: 0-33 with 404 and 404 samples 253 classifier 916: 5-14 with 398 and 398 samples 455 classifier 911: 9-42 with 402 and 402 samples 632 classifier 913: 14-24 with 400 and 400 samples 39 classifier 912: 0-40 with 400 and 400 samples 459 classifier 914: 9-46 with 399 and 399 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 961 classifier 915: 24-38 with 399 and 399 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation 1 | 0.03 | 1 | 0.03 | 1 | 0.03 | 1 | 0.03 | 1 | 0.03 | 1 | 0.03 | 1 | 0.03 | 1 | 0.03 | 1 | 0.03 | 1 | 0.03 | 1 | 0.03 | 1 | 0.03 | 1 | 0.03 | 1 | 0.03 | 1 | 0.03 | 1 | 0.03 | 341 | 0.00 | 0.00 | 0.000876064 Total opt. time = 0.03 Problem setup time = 0.03 (91.73%) Inner solver time = 0.00 (5.68%) Gradient updating time = 0.00 (2.29%) Working set time = 0.00 (0.10%) optimization finished, #iter = 1 nu = 0.021410 obj = -43.462216, rho = 0.320121 nSV = 107, nBSV = 0 592 | 0.00 | 0.00 | 0.000946719 Total opt. time = 0.03 Problem setup time = 0.03 (86.72%) Inner solver time = 0.00 (10.02%) Gradient updating time = 0.00 (3.02%) Working set time = 0.00 (0.09%) optimization finished, #iter = 1 nu = 0.074763 obj = -149.581260, rho = -0.689868 nSV = 185, nBSV = 1 537 | 0.00 | 0.00 | 0.000969572 Total opt. time = 0.03 Problem setup time = 0.03 (87.68%) Inner solver time = 0.00 (9.15%) Gradient updating time = 0.00 (2.93%) Working set time = 0.00 (0.08%) optimization finished, #iter = 1 nu = 0.057295 obj = -121.810337, rho = -0.685776 nSV = 157, nBSV = 2 758 | 0.00 | 0.00 | 0.000980462 Total opt. time = 0.03 Problem setup time = 0.03 (83.06%) Inner solver time = 0.00 (13.48%) Gradient updating time = 0.00 (3.15%) Working set time = 0.00 (0.09%) optimization finished, #iter = 1 nu = 0.130191 obj = -306.039687, rho = -0.557789 nSV = 193, nBSV = 15 725 | 0.00 | 0.00 | 0.00096192 Total opt. time = 0.03 Problem setup time = 0.03 (85.57%) Inner solver time = 0.00 (11.73%) Gradient updating time = 0.00 (2.46%) Working set time = 0.00 (0.09%) optimization finished, #iter = 1 nu = 0.091415 obj = -198.737541, rho = -0.245017 nSV = 185, nBSV = 5 676 | 0.00 | 0.00 | 0.000991614 Total opt. time = 0.03 Problem setup time = 0.03 (84.90%) Inner solver time = 0.00 (11.92%) Gradient updating time = 0.00 (2.92%) Working set time = 0.00 (0.10%) optimization finished, #iter = 1 nu = 0.074389 obj = -153.270546, rho = -0.290646 nSV = 189, nBSV = 1 539 | 0.00 | 0.00 | 0.000992782 Total opt. time = 0.03 Problem setup time = 0.03 (88.00%) Inner solver time = 0.00 (9.00%) Gradient updating time = 0.00 (2.74%) Working set time = 0.00 (0.10%) optimization finished, #iter = 1 nu = 0.035748 obj = -74.356419, rho = 0.087813 nSV = 159, nBSV = 0 874 | 0.00 | 0.00 | 0.000992804 897 | 0.01 | 0.00 | 0.000979153 Total opt. time = 0.03 Problem setup time = 0.03 (81.64%) Inner solver time = 0.00 (15.33%) Gradient updating time = 0.00 (2.80%) Working set time = 0.00 (0.09%) optimization finished, #iter = 1 Total opt. time = 0.03 Problem setup time = 0.03 (80.55%) nu = 0.117811 obj = -248.885664, rho = 0.378059 nSV = 211, nBSV = 5 Inner solver time = 0.01 (15.96%) Gradient updating time = 0.00 (3.14%) Working set time = 0.00 (0.11%) optimization finished, #iter = 1 nu = 0.161767 obj = -343.268019, rho = 0.092756 nSV = 238, nBSV = 13 277 classifier 917: 5-38 with 397 and 397 samples 694 | 0.00 | 0.00 | 0.000994055 Total opt. time = 0.03 Problem setup time = 0.03 (85.51%) Inner solver time = 0.00 (11.46%) Gradient updating time = 0.00 (2.77%) Working set time = 0.00 (0.08%) optimization finished, #iter = 1 nu = 0.090487 obj = -189.054593, rho = -0.494557 nSV = 191, nBSV = 1 936 | 0.01 | 0.00 | 0.000996401 Total opt. time = 0.03 Initializing gradient...done. Problem setup time = 0.03 (80.11%) Inner solver time = 0.01 (16.68%) Gradient updating time = 0.00 (2.95%) Working set time = 0.00 (0.09%) it | setup time | solver it | solver time | gradient time | kkt violation optimization finished, #iter = 1 nu = 0.147136 obj = -317.756224, rho = -0.072606 nSV = 232, nBSV = 9 1063 | 0.01 | 0.00 | 0.000944217 Total opt. time = 0.03 Problem setup time = 0.03 (78.61%) Inner solver time = 0.01 (18.56%) Gradient updating time = 0.00 (2.58%) Working set time = 0.00 (0.08%) optimization finished, #iter = 1 nu = 0.190225 obj = -397.392265, rho = 0.107807 nSV = 227, nBSV = 9 1027 | 0.01 | 0.00 | 0.000956554 Total opt. time = 0.03 Problem setup time = 0.03 (81.22%) Inner solver time = 0.01 (15.86%) Gradient updating time = 0.00 (2.70%) Working set time = 0.00 (0.08%) optimization finished, #iter = 1 nu = 0.153003 obj = -315.567254, rho = -0.870662 nSV = 238, nBSV = 7 888 | 0.01 | 0.00 | 0.000941127 Total opt. time = 0.03 Problem setup time = 0.03 (81.80%) Inner solver time = 0.01 (15.29%) Gradient updating time = 0.00 (2.68%) Working set time = 0.00 (0.08%) optimization finished, #iter = 1 nu = 0.104186 obj = -218.794849, rho = 0.140469 nSV = 216, nBSV = 2 871 | 0.01 | 0.00 | 0.000945035 Total opt. time = 0.03 Problem setup time = 0.03 (81.53%) Inner solver time = 0.01 (15.42%) Gradient updating time = 0.00 (2.79%) Working set time = 0.00 (0.08%) optimization finished, #iter = 1 nu = 0.116371 obj = -251.115096, rho = 0.099173 nSV = 244, nBSV = 4 990 | 0.01 | 0.00 | 0.000924949 Total opt. time = 0.04 Problem setup time = 0.03 (79.58%) Inner solver time = 0.01 (17.20%) Gradient updating time = 0.00 (2.97%) Working set time = 0.00 (0.08%) optimization finished, #iter = 1 nu = 0.180179 obj = -414.673462, rho = -0.117886 nSV = 253, nBSV = 15 1 | 0.03 | 753 | 0.00 | 0.00 | 0.000975652 Total opt. time = 0.03 Problem setup time = 0.03 (83.98%) Inner solver time = 0.00 (13.04%) Gradient updating time = 0.00 (2.54%) Working set time = 0.00 (0.11%) optimization finished, #iter = 1 nu = 0.126441 obj = -262.605656, rho = -0.825715 194 classifier 918: 3-48 with 394 and 394 samples nSV = 167, nBSV = 6 650 classifier 919: 14-42 with 393 and 393 samples 1238 classifier 920: 38-42 with 392 and 392 samples 654 classifier 922: 14-46 with 390 and 390 samples 1242 classifier 923: 38-46 with 389 and 389 samples 171 classifier 924: 3-25 with 388 and 388 samples 1132 classifier 925: 31-48 with 388 and 388 samples 31 classifier 921: 0-32 with 391 and 391 samples 193 classifier 933: 3-47 with 374 and 374 samples 1294 classifier 927: 43-48 with 384 and 384 samples 977 classifier 929: 25-28 with 380 and 380 samples 980 classifier 928: 25-31 with 382 and 382 samples 1069 classifier 926: 28-48 with 386 and 386 samples 431 classifier 932: 9-18 with 377 and 377 samples 1202 classifier 931: 35-48 with 378 and 378 samples 992 classifier 930: 25-43 with 378 and 378 samples Initializing gradient...done. Initializing gradient...done. Initializing gradient...done. Initializing gradient...done. Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 1 | 0.02 | 1 | 0.02 | 1 | 0.02 | 1 | 0.02 | 1 | 0.02 | 1 | 0.02 | 1 | 0.02 | 1 | 0.02 | 1 | 0.02 | 1 | 0.02 | 1 | 0.02 | 1 | 0.02 | 1 | 0.03 | 1 | 0.03 | 1 | 0.03 | 1 | 0.03 | 590 | 0.00 | 0.00 | 0.000973332 Total opt. time = 0.03 Problem setup time = 0.02 (86.70%) Inner solver time = 0.00 (10.28%) Gradient updating time = 0.00 (2.74%) Working set time = 0.00 (0.10%) optimization finished, #iter = 1 nu = 0.070601 obj = -143.617354, rho = -0.022020 nSV = 175, nBSV = 4 599 | 0.00 | 0.00 | 0.000990841 Total opt. time = 0.03 Problem setup time = 0.02 (85.34%) Inner solver time = 0.00 (11.39%) Gradient updating time = 0.00 (2.95%) Working set time = 0.00 (0.10%) optimization finished, #iter = 1 nu = 0.087288 obj = -164.541992, rho = 0.433526 nSV = 180, nBSV = 0 599 | 0.00 | 0.00 | 0.000962324 Total opt. time = 0.03 Problem setup time = 0.02 (85.14%) 625 | 0.00 | 0.00 | 0.000965488 Inner solver time = 0.00 (11.86%) Gradient updating time = 0.00 (2.69%) Working set time = 0.00 (0.09%) optimization finished, #iter = 1 nu = 0.079034 obj = -151.163418, rho = -0.190641 nSV = 156, nBSV = 1 Total opt. time = 0.03 Problem setup time = 0.02 (83.79%) Inner solver time = 0.00 (12.65%) Gradient updating time = 0.00 (2.99%) Working set time = 0.00 (0.15%) optimization finished, #iter = 1 nu = 0.052596 obj = -98.358362, rho = 0.178092 nSV = 184, nBSV = 0 984 classifier 934: 25-35 with 372 and 372 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 620 | 0.00 | 0.00 | 0.000990299 566 | 0.00 | 0.00 | 0.000987466 648 | 0.00 | 0.00 | 0.000965852 Total opt. time = 0.03 Problem setup time = 0.02 (86.09%) Total opt. time = 0.03 Problem setup time = 0.02 (86.53%) Total opt. time = 0.03 Problem setup time = 0.02 (84.34%) Inner solver time = 0.00 (12.57%) Inner solver time = 0.00 (10.94%) Gradient updating time = 0.00 (2.69%) Working set time = 0.00 (0.09%) optimization finished, #iter = 1 Inner solver time = 0.00 (10.49%) Gradient updating time = 0.00 (2.71%) Working set time = 0.00 (0.09%) optimization finished, #iter = 1 Gradient updating time = 0.00 (2.85%) Working set time = 0.00 (0.08%) optimization finished, #iter = 1 nu = 0.104119 obj = -216.099915, rho = 0.480046 nu = 0.061981 obj = -120.244531, rho = 0.142347 nSV = 145, nBSV = 0 nu = 0.112574 obj = -225.082751, rho = -0.312481 nSV = 149, nBSV = 7 nSV = 167, nBSV = 5 667 | 0.00 | 0.00 | 0.000950679 551 | 0.00 | 0.00 | 0.000988113 Total opt. time = 0.03 Problem setup time = 0.02 (83.65%) Inner solver time = 0.00 (13.19%) Gradient updating time = 0.00 (2.88%) Working set time = 0.00 (0.11%) optimization finished, #iter = 1 Total opt. time = 0.03 nu = 0.073794 obj = -146.518504, rho = -0.463220 nSV = 182, nBSV = 2 Problem setup time = 0.03 (87.55%) Inner solver time = 0.00 (9.22%) Gradient updating time = 0.00 (2.91%) Working set time = 0.00 (0.10%) optimization finished, #iter = 1 nu = 0.055132 obj = -107.784607, rho = -0.880484 nSV = 175, nBSV = 0 975 | 0.00 | 0.00 | 0.000949697 Total opt. time = 0.03 Problem setup time = 0.02 (80.63%) Inner solver time = 0.00 (16.42%) Gradient updating time = 0.00 (2.71%) Working set time = 0.00 (0.08%) optimization finished, #iter = 1 nu = 0.247650 obj = -528.214182, rho = 0.128680 nSV = 238, nBSV = 27 594 | 0.00 | 0.00 | 0.000909174 Total opt. time = 0.03 Problem setup time = 0.03 (86.00%) Inner solver time = 0.00 (10.93%) Gradient updating time = 0.00 (2.82%) Working set time = 0.00 (0.09%) optimization finished, #iter = 1 nu = 0.040281 obj = -79.352748, rho = -0.077443 nSV = 158, nBSV = 0 727 | 0.00 | 0.00 | 0.000989328 Total opt. time = 0.03 Problem setup time = 0.02 (83.61%) Inner solver time = 0.00 (13.20%) Gradient updating time = 0.00 (2.88%) Working set time = 0.00 (0.11%) optimization finished, #iter = 1 nu = 0.108400 1014 | 0.01 | 0.00 | 0.000986199 obj = -212.194526, rho = -0.340700 nSV = 197, nBSV = 1 Total opt. time = 0.03 Problem setup time = 0.02 (79.89%) Inner solver time = 0.01 (17.01%) Gradient updating time = 0.00 (2.85%) Working set time = 0.00 (0.08%) optimization finished, #iter = 1 nu = 0.268013 obj = -562.741242, rho = -0.260739 nSV = 234, nBSV = 41 875 | 0.00 | 0.00 | 0.000980537 Total opt. time = 0.03 Problem setup time = 0.03 (81.19%) Inner solver time = 0.00 (15.76%) Gradient updating time = 0.00 (2.81%) Working set time = 0.00 (0.09%) optimization finished, #iter = 1 nu = 0.135148 obj = -278.139401, rho = -0.146688 nSV = 227, nBSV = 8 876 | 0.01 | 0.00 | 0.000999644 Total opt. time = 0.03 Problem setup time = 0.02 (79.75%) Inner solver time = 0.01 (17.09%) Gradient updating time = 0.00 (2.88%) Working set time = 0.00 (0.09%) optimization finished, #iter = 1 nu = 0.192751 obj = -406.055623, rho = -0.061314 nSV = 221, nBSV = 17 1194 | 0.01 | 0.00 | 0.000981728 Total opt. time = 0.03 Problem setup time = 0.03 (76.23%) Inner solver time = 0.01 (20.88%) Gradient updating time = 0.00 (2.66%) Working set time = 0.00 (0.08%) optimization finished, #iter = 1 nu = 0.269335 obj = -588.518118, rho = 0.627784 nSV = 245, nBSV = 33 1 | 0.02 | 438 | 0.00 | 0.00 | 0.00099889 Total opt. time = 0.03 Problem setup time = 0.02 (89.64%) Inner solver time = 0.00 (7.52%) Gradient updating time = 0.00 (2.50%) Working set time = 0.00 (0.11%) optimization finished, #iter = 1 nu = 0.063324 obj = -120.780355, rho = 0.031770 nSV = 143, nBSV = 2 36 classifier 936: 0-37 with 369 and 369 samples 626 classifier 937: 14-18 with 368 and 368 samples 1131 classifier 938: 31-47 with 368 and 368 samples 784 classifier 939: 18-38 with 367 and 367 samples 1169 classifier 941: 33-48 with 366 and 366 samples 1068 classifier 940: 28-47 with 366 and 366 samples 25 classifier 942: 0-26 with 365 and 365 samples 29 classifier 935: 0-30 with 369 and 369 samples 1293 classifier 943: 43-47 with 364 and 364 samples 451 classifier 950: 9-38 with 356 and 356 samples 1267 classifier 945: 40-48 with 362 and 362 samples 44 classifier 944: 0-45 with 362 and 362 samples 427 classifier 949: 9-14 with 357 and 357 samples 167 classifier 948: 3-21 with 357 and 357 samples 1201 classifier 947: 35-47 with 358 and 358 samples 982 classifier 946: 25-33 with 360 and 360 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation 1 | 0.02 | 1 | 0.02 | 1 | 0.02 | 1 | 0.02 | 1 | 0.02 | 1 | 0.02 | 1 | 0.02 | 1 | 0.02 | 1 | 0.02 | 1 | 0.02 | 1 | 0.02 | 1 | 0.02 | 1 | 0.02 | 1 | 0.02 | 1 | 0.02 | 1 | 0.02 | 574 | 0.00 | 0.00 | 0.000975276 Total opt. time = 0.02 Problem setup time = 0.02 (84.86%) Inner solver time = 0.00 (11.86%) 460 | 0.00 | 0.00 | 0.000937238 Gradient updating time = 0.00 (2.78%) Total opt. time = 0.02 Problem setup time = 0.02 (88.94%) Inner solver time = 0.00 (8.02%) Gradient updating time = 0.00 (2.73%) Working set time = 0.00 (0.10%) optimization finished, #iter = 1 Working set time = 0.00 (0.11%) nu = 0.037464 obj = -67.810045, rho = -0.849725 optimization finished, #iter = 1 nSV = 154, nBSV = 0 nu = 0.094268 391 | 0.00 | 0.00 | 0.000969603 486 | 0.00 | 0.00 | 0.000994426 obj = -187.155635, rho = -0.293487 Total opt. time = 0.02 Problem setup time = 0.02 (90.04%) Inner solver time = 0.00 (6.91%) Gradient updating time = 0.00 (2.75%) Working set time = 0.00 (0.11%) optimization finished, #iter = 1 Total opt. time = 0.02 Problem setup time = 0.02 (87.54%) Inner solver time = 0.00 (9.50%) nSV = 147, nBSV = 5 nu = 0.038164 obj = -69.650903, rho = -0.857891 nSV = 138, nBSV = 0 Gradient updating time = 0.00 (2.68%) Working set time = 0.00 (0.09%) optimization finished, #iter = 1 989 classifier 951: 25-40 with 356 and 356 samples nu = 0.062785 obj = -113.647637, rho = 0.291019 nSV = 124, nBSV = 0 674 | 0.00 | 0.00 | 0.000984897 688 | 0.00 | 0.00 | 0.000995211 Initializing gradient...done. Total opt. time = 0.02 Problem setup time = 0.02 (83.50%) it | setup time | solver it | solver time | gradient time | kkt violation Total opt. time = 0.02 Problem setup time = 0.02 (85.15%) Inner solver time = 0.00 (11.97%) Gradient updating time = 0.00 (2.59%) Inner solver time = 0.00 (13.44%) Gradient updating time = 0.00 (2.71%) Working set time = 0.00 (0.09%) optimization finished, #iter = 1 Working set time = 0.00 (0.10%) optimization finished, #iter = 1 nu = 0.149229 obj = -284.624922, rho = -0.351555 nSV = 175, nBSV = 11 nu = 0.119220 obj = -222.335858, rho = 0.421631 nSV = 185, nBSV = 2 565 | 0.00 | 0.00 | 0.000981698 Total opt. time = 0.03 Problem setup time = 0.02 (85.75%) Inner solver time = 0.00 (11.36%) Gradient updating time = 0.00 (2.62%) Working set time = 0.00 (0.08%) optimization finished, #iter = 1 nu = 0.066439 obj = -121.582756, rho = 0.021749 nSV = 151, nBSV = 0 740 | 0.00 | 0.00 | 0.000971619 Total opt. time = 0.03 Problem setup time = 0.02 (81.60%) Inner solver time = 0.00 (15.53%) Gradient updating time = 0.00 (2.58%) Working set time = 0.00 (0.12%) optimization finished, #iter = 1 nu = 0.130250 obj = -236.992655, rho = 0.202495 nSV = 191, nBSV = 5 714 | 0.00 | 0.00 | 0.000994284 Total opt. time = 0.03 Problem setup time = 0.02 (81.03%) Inner solver time = 0.00 (15.59%) Gradient updating time = 0.00 (3.09%) Working set time = 0.00 (0.09%) optimization finished, #iter = 1 nu = 0.110725 obj = -206.244227, rho = 0.445305 nSV = 203, nBSV = 5 581 | 0.00 | 0.00 | 0.000924936 Total opt. time = 0.03 Problem setup time = 0.02 (85.06%) Inner solver time = 0.00 (11.65%) Gradient updating time = 0.00 (2.98%) Working set time = 0.00 (0.11%) optimization finished, #iter = 1 nu = 0.081839 obj = -151.176221, rho = 0.480045 nSV = 165, nBSV = 2 606 | 0.00 | 0.00 | 0.000979804 Total opt. time = 0.03 Problem setup time = 0.02 (86.11%) Inner solver time = 0.00 (10.63%) Gradient updating time = 0.00 (2.90%) Working set time = 0.00 (0.13%) optimization finished, #iter = 1 643 | 0.00 | 0.00 | 0.000923878 nu = 0.101711 obj = -191.910338, rho = -0.909559 nSV = 175, nBSV = 4 Total opt. time = 0.03 Problem setup time = 0.02 (85.69%) Inner solver time = 0.00 (11.15%) Gradient updating time = 0.00 (2.87%) Working set time = 0.00 (0.12%) optimization finished, #iter = 1 nu = 0.067123 obj = -124.315374, rho = -0.802952 nSV = 186, nBSV = 1 717 | 0.00 | 0.00 | 0.000966761 Total opt. time = 0.03 Problem setup time = 0.02 (81.95%) Inner solver time = 0.00 (14.96%) Gradient updating time = 0.00 (2.85%) Working set time = 0.00 (0.08%) optimization finished, #iter = 1 nu = 0.100095 obj = -188.101940, rho = -0.050633 nSV = 204, nBSV = 4 778 | 0.00 | 0.00 | 0.000911207 Total opt. time = 0.03 Problem setup time = 0.02 (82.19%) Inner solver time = 0.00 (14.69%) Gradient updating time = 0.00 (2.84%) Working set time = 0.00 (0.10%) optimization finished, #iter = 1 nu = 0.126791 obj = -254.149360, rho = -0.610614 nSV = 191, nBSV = 10 861 | 0.00 | 0.00 | 0.000992519 Total opt. time = 0.03 Problem setup time = 0.02 (79.21%) Inner solver time = 0.00 (17.76%) Gradient updating time = 0.00 (2.70%) Working set time = 0.00 (0.10%) optimization finished, #iter = 1 nu = 0.167969 obj = -311.646753, rho = 0.051043 nSV = 226, nBSV = 4 892 | 0.00 | 0.00 | 0.000989328 Total opt. time = 0.03 Problem setup time = 0.02 (79.59%) Inner solver time = 0.00 (17.37%) Gradient updating time = 0.00 (2.75%) Working set time = 0.00 (0.10%) optimization finished, #iter = 1 nu = 0.158788 obj = -296.644183, rho = 0.018309 nSV = 237, nBSV = 2 1 | 0.02 | 546 | 0.00 | 0.00 | 0.000937701 Total opt. time = 0.02 Problem setup time = 0.02 (87.36%) Inner solver time = 0.00 (9.41%) Gradient updating time = 0.00 (2.69%) Working set time = 0.00 (0.12%) optimization finished, #iter = 1 nu = 0.085462 obj = -157.273906, rho = -0.573000 nSV = 142, nBSV = 5 185 classifier 952: 3-39 with 354 and 354 samples 870 classifier 954: 21-31 with 351 and 351 samples 867 classifier 955: 21-28 with 349 and 349 samples 882 classifier 959: 21-43 with 347 and 347 samples 1123 classifier 956: 31-39 with 348 and 348 samples 170 classifier 957: 3-24 with 347 and 347 samples 646 classifier 958: 14-38 with 347 and 347 samples 1151 classifier 953: 32-48 with 353 and 353 samples 874 classifier 967: 21-35 with 341 and 341 samples 981 classifier 960: 25-32 with 347 and 347 samples 1060 classifier 961: 28-39 with 346 and 346 samples 1168 classifier 962: 33-47 with 346 and 346 samples 151 classifier 964: 3-5 with 345 and 345 samples 40 classifier 963: 0-41 with 345 and 345 samples 1251 classifier 965: 39-43 with 344 and 344 samples 1266 classifier 966: 40-47 with 342 and 342 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation 1 | 0.02 | 1 | 0.02 | 1 | 0.02 | 1 | 0.02 | 1 | 0.02 | 1 | 0.02 | 1 | 0.02 | 1 | 0.02 | 1 | 0.02 | 1 | 0.02 | 1 | 0.02 | 1 | 0.02 | 1 | 0.02 | 1 | 0.02 | 1 | 0.02 | 1 | 0.02 | 303 | 0.00 | 0.00 | 0.000977702 Total opt. time = 0.02 Problem setup time = 0.02 (91.69%) Inner solver time = 0.00 (5.91%) Gradient updating time = 0.00 (2.07%) Working set time = 0.00 (0.11%) optimization finished, #iter = 1 nu = 0.023055 obj = -40.690562, rho = 0.555485 nSV = 92, nBSV = 0 461 | 0.00 | 0.00 | 0.000998915 Total opt. time = 0.02 Problem setup time = 0.02 (87.84%) 405 | 0.00 | 0.00 | 0.000984996 Inner solver time = 0.00 (8.99%) Gradient updating time = 0.00 (2.82%) Working set time = 0.00 (0.11%) optimization finished, #iter = 1 Total opt. time = 0.02 nu = 0.044199 obj = -84.334733, rho = 0.129736 nSV = 144, nBSV = 2 Problem setup time = 0.02 (89.21%) Inner solver time = 0.00 (7.60%) Gradient updating time = 0.00 (2.91%) Working set time = 0.00 (0.10%) optimization finished, #iter = 1 nu = 0.029854 obj = -51.498477, rho = -0.873000 nSV = 153, nBSV = 0 499 | 0.00 | 0.00 | 0.000959668 Total opt. time = 0.02 Problem setup time = 0.02 (87.84%) Inner solver time = 0.00 (9.10%) Gradient updating time = 0.00 (2.68%) Working set time = 0.00 (0.12%) optimization finished, #iter = 1 nu = 0.080029 540 | 0.00 | 0.00 | 0.000990468 obj = -139.016031, rho = -0.746576 nSV = 125, nBSV = 1 Total opt. time = 0.02 Problem setup time = 0.02 (85.61%) Inner solver time = 0.00 (10.79%) Gradient updating time = 0.00 (3.02%) Working set time = 0.00 (0.16%) optimization finished, #iter = 1 nu = 0.068795 obj = -117.305723, rho = -0.469451 nSV = 164, nBSV = 0 954 classifier 968: 24-31 with 341 and 341 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 581 | 0.00 | 0.00 | 0.000948142 Total opt. time = 0.02 Problem setup time = 0.02 (85.65%) Inner solver time = 0.00 (11.15%) Gradient updating time = 0.00 (2.90%) Working set time = 0.00 (0.10%) optimization finished, #iter = 1 nu = 0.080482 obj = -140.969361, rho = -0.388331 nSV = 178, nBSV = 2 604 | 0.00 | 0.00 | 0.000971167 Total opt. time = 0.02 Problem setup time = 0.02 (84.62%) Inner solver time = 0.00 (12.12%) Gradient updating time = 0.00 (2.97%) Working set time = 0.00 (0.10%) optimization finished, #iter = 1 nu = 0.106532 obj = -192.238123, rho = -0.503042 628 | 0.00 | 0.00 | 0.000969226 nSV = 164, nBSV = 5 Total opt. time = 0.02 Problem setup time = 0.02 (82.74%) Inner solver time = 0.00 (14.17%) Gradient updating time = 0.00 (2.70%) Working set time = 0.00 (0.12%) optimization finished, #iter = 1 nu = 0.088334 obj = -151.058938, rho = 0.484901 nSV = 172, nBSV = 0 698 | 0.00 | 0.00 | 0.000982041 Total opt. time = 0.02 Problem setup time = 0.02 (81.40%) Inner solver time = 0.00 (15.50%) Gradient updating time = 0.00 (2.80%) Working set time = 0.00 (0.10%) optimization finished, #iter = 1 nu = 0.091088 obj = -157.579545, rho = 0.434036 nSV = 186, nBSV = 0 721 | 0.00 | 0.00 | 0.000988863 743 | 0.00 | 0.00 | 0.000993712 Total opt. time = 0.02 Total opt. time = 0.02 Problem setup time = 0.02 (81.48%) Inner solver time = 0.00 (15.76%) Problem setup time = 0.02 (82.82%) Inner solver time = 0.00 (13.91%) Gradient updating time = 0.00 (2.48%) Working set time = 0.00 (0.10%) optimization finished, #iter = 1 Gradient updating time = 0.00 (2.92%) Working set time = 0.00 (0.10%) nu = 0.163779 obj = -297.716004, rho = 0.062481 optimization finished, #iter = 1 nSV = 186, nBSV = 11 nu = 0.123783 obj = -225.339054, rho = -0.176010 nSV = 202, nBSV = 5 647 | 0.00 | 0.00 | 0.000992343 Total opt. time = 0.02 Problem setup time = 0.02 (83.72%) Inner solver time = 0.00 (13.18%) Gradient updating time = 0.00 (2.78%) Working set time = 0.00 (0.13%) optimization finished, #iter = 1 nu = 0.127261 obj = -248.492420, rho = 0.429809 nSV = 176, nBSV = 10 697 | 0.00 | 0.00 | 0.000983765 828 | 0.00 | 0.00 | 0.000971028 Total opt. time = 0.02 Total opt. time = 0.02 Problem setup time = 0.02 (79.20%) Problem setup time = 0.02 (82.18%) Inner solver time = 0.00 (17.74%) Gradient updating time = 0.00 (2.81%) Working set time = 0.00 (0.09%) optimization finished, #iter = 1 Inner solver time = 0.00 (14.25%) Gradient updating time = 0.00 (3.21%) nu = 0.158651 Working set time = 0.00 (0.10%) optimization finished, #iter = 1 obj = -286.193444, rho = 0.070548 nSV = 191, nBSV = 7 nu = 0.153813 obj = -281.693397, rho = -0.536270 nSV = 189, nBSV = 7 831 | 0.00 | 0.00 | 0.000978078 Total opt. time = 0.03 Problem setup time = 0.02 (78.85%) Inner solver time = 0.00 (17.91%) Gradient updating time = 0.00 (2.98%) Working set time = 0.00 (0.09%) optimization finished, #iter = 1 nu = 0.136174 obj = -252.426039, rho = 0.161361 nSV = 197, nBSV = 8 905 | 0.00 | 0.00 | 0.000930714 Total opt. time = 0.03 Problem setup time = 0.02 (78.33%) Inner solver time = 0.00 (18.70%) Gradient updating time = 0.00 (2.67%) Working set time = 0.00 (0.09%) optimization finished, #iter = 1 nu = 0.220168 obj = -421.742425, rho = 0.354116 nSV = 204, nBSV = 18 1 | 0.02 | 801 | 0.00 | 0.00 | 0.000965805 Total opt. time = 0.02 Problem setup time = 0.02 (81.49%) Inner solver time = 0.00 (15.29%) Gradient updating time = 0.00 (2.87%) Working set time = 0.00 (0.11%) optimization finished, #iter = 1 nu = 0.168444 obj = -314.019233, rho = -0.655736 nSV = 201, nBSV = 12 270 classifier 970: 5-31 with 339 and 339 samples 951 classifier 971: 24-28 with 339 and 339 samples 192 classifier 973: 3-46 with 337 and 337 samples 267 classifier 974: 5-28 with 337 and 337 samples 966 classifier 975: 24-43 with 337 and 337 samples 1231 classifier 984: 37-48 with 331 and 331 samples 1193 classifier 972: 35-39 with 338 and 338 samples 282 classifier 976: 5-43 with 335 and 335 samples 188 classifier 969: 3-42 with 340 and 340 samples 50 classifier 978: 0-51 with 333 and 333 samples 1126 classifier 977: 31-42 with 334 and 334 samples 1063 classifier 980: 28-42 with 332 and 332 samples 1150 classifier 979: 32-47 with 333 and 333 samples 1112 classifier 982: 30-48 with 331 and 331 samples 958 classifier 981: 24-35 with 331 and 331 samples 1130 classifier 983: 31-46 with 331 and 331 samples Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation 1 | 0.02 | 1 | 0.02 | 1 | 0.02 | 1 | 0.02 | 1 | 0.02 | 1 | 0.02 | 1 | 0.02 | 1 | 0.02 | 1 | 0.02 | 1 | 0.02 | 1 | 0.02 | 1 | 0.02 | 335 | 0.00 | 0.00 | 0.000972573 Total opt. time = 0.02 Problem setup time = 0.02 (89.40%) Inner solver time = 0.00 (7.66%) Gradient updating time = 0.00 (2.50%) 1 | 0.02 | 1 | 0.02 | Working set time = 0.00 (0.13%) optimization finished, #iter = 1 nu = 0.031408 obj = -51.979462, rho = 0.531797 nSV = 100, nBSV = 0 1281 classifier 985: 42-43 with 330 and 330 samples 338 | 0.00 | 0.00 | 0.000932819 Total opt. time = 0.02 1 | 0.02 | Problem setup time = 0.02 (89.74%) Inner solver time = 0.00 (7.43%) Gradient updating time = 0.00 (2.42%) Working set time = 0.00 (0.12%) optimization finished, #iter = 1 nu = 0.024333 obj = -40.270095, rho = 0.531057 nSV = 103, nBSV = 0 356 | 0.00 | 0.00 | 0.000981791 Total opt. time = 0.02 Problem setup time = 0.02 (90.13%) 1 | 0.02 | Inner solver time = 0.00 (6.89%) Gradient updating time = 0.00 (2.66%) Working set time = 0.00 (0.11%) optimization finished, #iter = 1 nu = 0.020141 obj = -33.533528, rho = -0.802912 nSV = 134, nBSV = 0 Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 542 | 0.00 | 0.00 | 0.000980748 Total opt. time = 0.02 Problem setup time = 0.02 (85.55%) Inner solver time = 0.00 (11.12%) Gradient updating time = 0.00 (3.00%) Working set time = 0.00 (0.11%) optimization finished, #iter = 1 nu = 0.064995 obj = -107.570007, rho = -0.207206 nSV = 159, nBSV = 0 530 | 0.00 | 0.00 | 0.000995245 Total opt. time = 0.02 Problem setup time = 0.02 (84.94%) Inner solver time = 0.00 (11.82%) Gradient updating time = 0.00 (2.90%) Working set time = 0.00 (0.11%) optimization finished, #iter = 1 nu = 0.048426 obj = -80.634145, rho = 0.685051 nSV = 147, nBSV = 0 432 | 0.00 | 0.00 | 0.000949391 Total opt. time = 0.02 Problem setup time = 0.02 (87.86%) Inner solver time = 0.00 (9.05%) Gradient updating time = 0.00 (2.79%) Working set time = 0.00 (0.09%) optimization finished, #iter = 1 nu = 0.032873 obj = -55.559740, rho = -0.051263 nSV = 136, nBSV = 0 612 | 0.00 | 0.00 | 0.00095124 Total opt. time = 0.02 Problem setup time = 0.02 (84.60%) Inner solver time = 0.00 (12.23%) Gradient updating time = 0.00 (2.86%) Working set time = 0.00 (0.11%) optimization finished, #iter = 1 nu = 0.092525 obj = -158.682815, rho = -0.073180 nSV = 165, nBSV = 3 660 | 0.00 | 0.00 | 0.000972783 Total opt. time = 0.02 Problem setup time = 0.02 (81.34%) Inner solver time = 0.00 (15.33%) Gradient updating time = 0.00 (3.03%) Working set time = 0.00 (0.09%) optimization finished, #iter = 1 nu = 0.086977 obj = -148.411157, rho = -0.088740 nSV = 183, nBSV = 2 672 | 0.00 | 0.00 | 0.000976775 Total opt. time = 0.02 777 | 0.00 | 0.00 | 0.000954707 Problem setup time = 0.02 (83.29%) Inner solver time = 0.00 (13.38%) Total opt. time = 0.02 Problem setup time = 0.02 (82.12%) Inner solver time = 0.00 (14.76%) Gradient updating time = 0.00 (2.81%) Working set time = 0.00 (0.10%) optimization finished, #iter = 1 760 | 0.00 | 0.00 | 0.000991491 Gradient updating time = 0.00 (2.94%) Working set time = 0.00 (0.12%) nu = 0.121800 obj = -217.740443, rho = -0.112444 nSV = 199, nBSV = 8 Total opt. time = 0.02 Problem setup time = 0.02 (79.68%) Inner solver time = 0.00 (17.02%) Gradient updating time = 0.00 (2.99%) Working set time = 0.00 (0.10%) optimization finished, #iter = 1 optimization finished, #iter = 1 nu = 0.148439 obj = -276.590525, rho = 0.481488 nu = 0.095627 nSV = 189, nBSV = 12 obj = -166.509375, rho = 0.071812 nSV = 183, nBSV = 2 701 | 0.00 | 0.00 | 0.000962655 Total opt. time = 0.02 Problem setup time = 0.02 (81.56%) Inner solver time = 0.00 (15.22%) Gradient updating time = 0.00 (2.93%) Working set time = 0.00 (0.08%) optimization finished, #iter = 1 nu = 0.113619 obj = -194.379032, rho = -0.007211 nSV = 170, nBSV = 3 806 | 0.00 | 0.00 | 0.000961767 Total opt. time = 0.02 Problem setup time = 0.02 (81.01%) Inner solver time = 0.00 (15.84%) Gradient updating time = 0.00 (2.88%) Working set time = 0.00 (0.09%) optimization finished, #iter = 1 nu = 0.158754 obj = -294.576046, rho = -0.006893 nSV = 203, nBSV = 12 724 | 0.00 | 0.00 | 0.000984889 Total opt. time = 0.02 Problem setup time = 0.02 (82.08%) Inner solver time = 0.00 (14.37%) Gradient updating time = 0.00 (3.02%) Working set time = 0.00 (0.12%) optimization finished, #iter = 1 nu = 0.157770 obj = -280.033195, rho = -0.499156 nSV = 167, nBSV = 6 934 | 0.00 | 0.00 | 0.000999039 Total opt. time = 0.02 Problem setup time = 0.02 (76.40%) Inner solver time = 0.00 (20.69%) Gradient updating time = 0.00 (2.55%) Working set time = 0.00 (0.10%) optimization finished, #iter = 1 nu = 0.189139 obj = -326.373347, rho = 0.267909 nSV = 190, nBSV = 8 787 | 0.00 | 0.00 | 0.000979898 Total opt. time = 0.02 Problem setup time = 0.02 (78.94%) Inner solver time = 0.00 (17.77%) Gradient updating time = 0.00 (2.90%) Working set time = 0.00 (0.13%) optimization finished, #iter = 1 nu = 0.141323 obj = -241.634319, rho = 0.075991 nSV = 201, nBSV = 3 1 | 0.02 | 820 | 0.00 | 0.00 | 0.000954015 Total opt. time = 0.02 Problem setup time = 0.02 (80.74%) Inner solver time = 0.00 (15.97%) Gradient updating time = 0.00 (2.80%) Working set time = 0.00 (0.12%) optimization finished, #iter = 1 nu = 0.178391 obj = -332.141500, rho = -0.192076 nSV = 221, nBSV = 17 274 classifier 986: 5-35 with 329 and 329 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 1 | 0.02 | 433 | 0.00 | 0.00 | 0.000964119 Total opt. time = 0.02 Problem setup time = 0.02 (88.30%) 872 classifier 987: 21-33 with 329 and 329 samples 1067 classifier 988: 28-46 with 329 and 329 samples Inner solver time = 0.00 (8.70%) Gradient updating time = 0.00 (2.60%) 48 classifier 989: 0-49 with 327 and 327 samples 1022 classifier 990: 26-48 with 327 and 327 samples 1292 classifier 991: 43-46 with 327 and 327 samples 1160 classifier 992: 33-39 with 326 and 326 samples 21 classifier 993: 0-22 with 325 and 325 samples Working set time = 0.00 (0.13%) optimization finished, #iter = 1 879 classifier 994: 21-40 with 325 and 325 samples nu = 0.059666 986 classifier 996: 25-37 with 325 and 325 samples obj = -98.579128, rho = -0.100788 979 classifier 995: 25-30 with 325 and 325 samples nSV = 132, nBSV = 1 35 classifier 999: 0-36 with 322 and 322 samples 975 classifier 1002: 25-26 with 321 and 321 samples 1307 classifier 998: 45-48 with 324 and 324 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 1196 classifier 997: 35-42 with 324 and 324 samples Initializing gradient...done. 49 classifier 1001: 0-50 with 321 and 321 samples Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 1248 classifier 1000: 39-40 with 322 and 322 samples it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation 1 | 0.02 | 1 | 0.02 | 163 | 0.00 | 0.00 | 0.000985002 Total opt. time = 0.02 Problem setup time = 0.02 (95.79%) Inner solver time = 0.00 (2.57%) Gradient updating time = 0.00 (1.24%) Working set time = 0.00 (0.14%) optimization finished, #iter = 1 nu = 0.032389 obj = -53.616295, rho = -1.358102 nSV = 47, nBSV = 2 1 | 0.02 | 1 | 0.02 | 1 | 0.02 | 1 | 0.02 | 1 | 0.02 | 1 | 0.02 | 1 | 0.02 | 1 | 0.02 | 1 | 0.02 | 210 | 0.00 | 0.00 | 0.0009711 Total opt. time = 0.02 Problem setup time = 0.02 (92.66%) Inner solver time = 0.00 (4.25%) Gradient updating time = 0.00 (2.65%) Working set time = 0.00 (0.14%) optimization finished, #iter = 1 nu = 0.007072 obj = -11.349324, rho = -0.934266 nSV = 118, nBSV = 0 1 | 0.02 | 1 | 0.02 | 237 | 0.00 | 0.00 | 0.000957432 Total opt. time = 0.02 Problem setup time = 0.02 (92.43%) Inner solver time = 0.00 (4.44%) Gradient updating time = 0.00 (2.78%) Working set time = 0.00 (0.12%) optimization finished, #iter = 1 nu = 0.021050 obj = -33.889584, rho = -0.938335 nSV = 111, nBSV = 0 1 | 0.02 | 364 | 0.00 | 0.00 | 0.000920789 Total opt. time = 0.02 Problem setup time = 0.02 (89.87%) Inner solver time = 0.00 (6.97%) Gradient updating time = 0.00 (2.41%) Working set time = 0.00 (0.19%) 1 | 0.02 | optimization finished, #iter = 1 nu = 0.076460 obj = -128.141395, rho = -0.752104 nSV = 100, nBSV = 3 1200 classifier 1003: 35-46 with 321 and 321 samples 371 | 0.00 | 0.00 | 0.000930703 356 | 0.00 | 0.00 | 0.000956404 320 | 0.00 | 0.00 | 0.000978179 Total opt. time = 0.02 Problem setup time = 0.02 (89.45%) Inner solver time = 0.00 (7.34%) Total opt. time = 0.02 Total opt. time = 0.02 Problem setup time = 0.02 (90.21%) Gradient updating time = 0.00 (2.77%) Working set time = 0.00 (0.12%) Problem setup time = 0.02 (90.53%) Inner solver time = 0.00 (6.57%) Gradient updating time = 0.00 (2.56%) Working set time = 0.00 (0.13%) optimization finished, #iter = 1 Inner solver time = 0.00 (7.10%) Gradient updating time = 0.00 (2.36%) Working set time = 0.00 (0.12%) optimization finished, #iter = 1 optimization finished, #iter = 1 nu = 0.049354 obj = -82.530477, rho = -0.737064 nu = 0.050008 obj = -81.012178, rho = 0.734478 Initializing gradient...done. nu = 0.030068 it | setup time | solver it | solver time | gradient time | kkt violation nSV = 108, nBSV = 2 nSV = 92, nBSV = 0 obj = -48.407680, rho = -0.281725 nSV = 117, nBSV = 0 299 | 0.00 | 0.00 | 0.00096657 Total opt. time = 0.02 Problem setup time = 0.02 (90.33%) Inner solver time = 0.00 (6.62%) Gradient updating time = 0.00 (2.69%) Working set time = 0.00 (0.11%) optimization finished, #iter = 1 nu = 0.029472 obj = -48.186163, rho = 0.487735 nSV = 96, nBSV = 0 1 | 0.02 | 282 | 0.00 | 0.00 | 0.000979043 Total opt. time = 0.02 Problem setup time = 0.02 (91.66%) Inner solver time = 0.00 (5.22%) Gradient updating time = 0.00 (2.75%) Working set time = 0.00 (0.11%) optimization finished, #iter = 1 nu = 0.008996 obj = -14.707066, rho = -0.924482 nSV = 136, nBSV = 0 417 | 0.00 | 0.00 | 0.000979411 Total opt. time = 0.02 Problem setup time = 0.02 (87.34%) Inner solver time = 0.00 (9.28%) Gradient updating time = 0.00 (2.96%) Working set time = 0.00 (0.14%) optimization finished, #iter = 1 nu = 0.047613 obj = -77.482014, rho = -0.609716 nSV = 143, nBSV = 1 585 | 0.00 | 0.00 | 0.000889062 497 | 0.00 | 0.00 | 0.000999922 Total opt. time = 0.02 Total opt. time = 0.02 Problem setup time = 0.02 (85.94%) Inner solver time = 0.00 (11.07%) Gradient updating time = 0.00 (2.65%) Working set time = 0.00 (0.13%) optimization finished, #iter = 1 Problem setup time = 0.02 (85.54%) Inner solver time = 0.00 (11.45%) Gradient updating time = 0.00 (2.65%) Working set time = 0.00 (0.13%) optimization finished, #iter = 1 nu = 0.106915 obj = -178.417110, rho = -0.786236 nSV = 139, nBSV = 2 nu = 0.068296 obj = -111.573438, rho = 0.262157 nSV = 147, nBSV = 1 540 | 0.00 | 0.00 | 0.000945756 Total opt. time = 0.02 Problem setup time = 0.02 (84.25%) Inner solver time = 0.00 (12.47%) Gradient updating time = 0.00 (2.94%) Working set time = 0.00 (0.13%) optimization finished, #iter = 1 nu = 0.067872 obj = -110.682881, rho = 0.270916 nSV = 143, nBSV = 1 666 | 0.00 | 0.00 | 0.000989252 Total opt. time = 0.02 Problem setup time = 0.02 (82.08%) Inner solver time = 0.00 (14.51%) Gradient updating time = 0.00 (3.02%) Working set time = 0.00 (0.11%) optimization finished, #iter = 1 nu = 0.126952 obj = -210.231392, rho = -0.689588 nSV = 181, nBSV = 3 725 | 0.00 | 0.00 | 0.000994043 Total opt. time = 0.02 Problem setup time = 0.02 (79.88%) Inner solver time = 0.00 (16.79%) Gradient updating time = 0.00 (3.04%) Working set time = 0.00 (0.10%) optimization finished, #iter = 1 nu = 0.128847 obj = -217.009042, rho = -0.172185 nSV = 186, nBSV = 4 769 | 0.00 | 0.00 | 0.000990969 Total opt. time = 0.02 Problem setup time = 0.02 (79.11%) Inner solver time = 0.00 (17.68%) Gradient updating time = 0.00 (2.83%) Working set time = 0.00 (0.10%) optimization finished, #iter = 1 nu = 0.135339 obj = -228.401661, rho = -0.282420 nSV = 191, nBSV = 2 1 | 0.02 | 526 | 0.00 | 0.00 | 0.000987383 Total opt. time = 0.02 Problem setup time = 0.02 (84.92%) Inner solver time = 0.00 (11.83%) Gradient updating time = 0.00 (2.72%) Working set time = 0.00 (0.12%) optimization finished, #iter = 1 nu = 0.072283 obj = -116.016149, rho = -0.236967 956 classifier 1004: 24-33 with 319 and 319 samples nSV = 147, nBSV = 0 272 classifier 1006: 5-33 with 317 and 317 samples 871 classifier 1007: 21-32 with 316 and 316 samples 164 classifier 1008: 3-18 with 315 and 315 samples 279 classifier 1010: 5-40 with 313 and 313 samples 963 classifier 1009: 24-40 with 315 and 315 samples 1142 classifier 1011: 32-39 with 313 and 313 samples 994 classifier 1005: 25-45 with 318 and 318 samples 1021 classifier 1019: 26-47 with 307 and 307 samples 1163 classifier 1012: 33-42 with 312 and 312 samples 1230 classifier 1014: 37-47 with 311 and 311 samples 1111 classifier 1013: 30-47 with 311 and 311 samples 1261 classifier 1017: 40-42 with 308 and 308 samples 1167 classifier 1016: 33-46 with 309 and 309 samples 777 classifier 1015: 18-31 with 309 and 309 samples 774 classifier 1018: 18-28 with 307 and 307 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 1 | 0.02 | 1 | 0.02 | 1 | 0.02 | 1 | 0.02 | 1 | 0.02 | 1 | 0.02 | 1 | 0.02 | 1 | 0.02 | 1 | 0.02 | 1 | 0.02 | 1 | 0.02 | 1 | 0.02 | 1 | 0.02 | 337 | 0.00 | 0.00 | 0.000977372 Total opt. time = 0.02 Problem setup time = 0.02 (88.43%) Inner solver time = 0.00 (8.36%) Gradient updating time = 0.00 (2.54%) Working set time = 0.00 (0.18%) optimization finished, #iter = 1 nu = 0.031844 1 | 0.02 | 1 | 0.02 | obj = -48.878078, rho = 0.604685 309 | 0.00 | 0.00 | 0.000981882 1 | 0.02 | nSV = 114, nBSV = 0 Total opt. time = 0.02 Problem setup time = 0.02 (90.17%) Inner solver time = 0.00 (7.11%) Gradient updating time = 0.00 (2.36%) Working set time = 0.00 (0.11%) optimization finished, #iter = 1 1277 classifier 1020: 41-48 with 307 and 307 samples nu = 0.054802 obj = -88.365710, rho = 0.647491 nSV = 95, nBSV = 1 Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 359 | 0.00 | 0.00 | 0.000971229 Total opt. time = 0.02 Problem setup time = 0.02 (88.17%) Inner solver time = 0.00 (8.72%) Gradient updating time = 0.00 (2.75%) Working set time = 0.00 (0.12%) optimization finished, #iter = 1 nu = 0.030957 obj = -48.135578, rho = 0.705411 nSV = 120, nBSV = 0 444 | 0.00 | 0.00 | 0.000968204 513 | 0.00 | 0.00 | 0.000971228 Total opt. time = 0.02 Total opt. time = 0.02 Problem setup time = 0.02 (86.25%) Inner solver time = 0.00 (10.74%) Gradient updating time = 0.00 (2.63%) Working set time = 0.00 (0.13%) optimization finished, #iter = 1 Problem setup time = 0.02 (85.57%) Inner solver time = 0.00 (10.94%) Gradient updating time = 0.00 (3.11%) Working set time = 0.00 (0.13%) optimization finished, #iter = 1 nu = 0.037813 obj = -58.800516, rho = 0.652387 nSV = 137, nBSV = 0 nu = 0.110525 obj = -193.244858, rho = -0.517385 nSV = 157, nBSV = 8 553 | 0.00 | 0.00 | 0.000964294 Total opt. time = 0.02 Problem setup time = 0.02 (84.63%) Inner solver time = 0.00 (11.90%) Gradient updating time = 0.00 (3.03%) Working set time = 0.00 (0.12%) optimization finished, #iter = 1 482 | 0.00 | 0.00 | 0.000990852 Total opt. time = 0.02 Problem setup time = 0.02 (86.19%) Inner solver time = 0.00 (10.32%) nu = 0.078909 Gradient updating time = 0.00 (3.13%) Working set time = 0.00 (0.11%) optimization finished, #iter = 1 obj = -121.131766, rho = -0.166047 nu = 0.092383 obj = -147.841619, rho = -0.488502 nSV = 162, nBSV = 0 nSV = 137, nBSV = 4 623 | 0.00 | 0.00 | 0.000956391 Total opt. time = 0.02 Problem setup time = 0.02 (82.26%) Inner solver time = 0.00 (14.88%) Gradient updating time = 0.00 (2.54%) Working set time = 0.00 (0.10%) optimization finished, #iter = 1 nu = 0.093865 obj = -145.027319, rho = 0.180264 nSV = 154, nBSV = 0 503 | 0.00 | 0.00 | 0.000833876 Total opt. time = 0.02 Problem setup time = 0.02 (85.88%) Inner solver time = 0.00 (10.79%) Gradient updating time = 0.00 (2.90%) Working set time = 0.00 (0.11%) optimization finished, #iter = 1 nu = 0.076699 obj = -124.392019, rho = -0.870328 nSV = 149, nBSV = 2 546 | 0.00 | 0.00 | 0.000930885 Total opt. time = 0.02 Problem setup time = 0.02 (85.29%) Inner solver time = 0.00 (11.40%) Gradient updating time = 0.00 (2.96%) Working set time = 0.00 (0.11%) optimization finished, #iter = 1 nu = 0.121805 obj = -199.045774, rho = -0.551142 nSV = 154, nBSV = 5 571 | 0.00 | 0.00 | 0.000977296 Total opt. time = 0.02 Problem setup time = 0.02 (86.18%) Inner solver time = 0.00 (10.81%) Gradient updating time = 0.00 (2.68%) Working set time = 0.00 (0.10%) optimization finished, #iter = 1 nu = 0.081608 obj = -131.704604, rho = -0.793760 nSV = 129, nBSV = 1 668 | 0.00 | 0.00 | 0.000959444 Total opt. time = 0.02 Problem setup time = 0.02 (79.59%) Inner solver time = 0.00 (17.21%) Gradient updating time = 0.00 (2.81%) Working set time = 0.00 (0.11%) optimization finished, #iter = 1 nu = 0.212348 obj = -357.767096, rho = 0.762591 nSV = 177, nBSV = 19 598 | 0.00 | 0.00 | 0.00089411 Total opt. time = 0.02 Problem setup time = 0.02 (82.44%) Inner solver time = 0.00 (14.25%) Gradient updating time = 0.00 (2.96%) Working set time = 0.00 (0.11%) optimization finished, #iter = 1 nu = 0.095175 obj = -150.743793, rho = 0.230483 nSV = 174, nBSV = 1 830 | 0.00 | 0.00 | 0.000979917 Total opt. time = 0.02 Problem setup time = 0.02 (80.45%) Inner solver time = 0.00 (16.45%) Gradient updating time = 0.00 (2.76%) Working set time = 0.00 (0.13%) optimization finished, #iter = 1 nu = 0.212220 obj = -362.560446, rho = -0.406879 nSV = 195, nBSV = 10 890 | 0.00 | 0.00 | 0.000930733 Total opt. time = 0.02 Problem setup time = 0.02 (78.09%) Inner solver time = 0.00 (18.91%) Gradient updating time = 0.00 (2.59%) Working set time = 0.00 (0.10%) optimization finished, #iter = 1 nu = 0.187853 obj = -321.442403, rho = -0.413978 nSV = 194, nBSV = 10 935 | 0.00 | 0.00 | 0.000928409 Total opt. time = 0.02 Problem setup time = 0.02 (74.47%) Inner solver time = 0.00 (22.55%) Gradient updating time = 0.00 (2.58%) Working set time = 0.00 (0.11%) optimization finished, #iter = 1 nu = 0.237306 obj = -391.529423, rho = 0.476960 nSV = 205, nBSV = 11 1 | 0.02 | 288 | 0.00 | 0.00 | 0.000989016 Total opt. time = 0.02 Problem setup time = 0.02 (90.59%) Inner solver time = 0.00 (6.88%) Gradient updating time = 0.00 (2.07%) Working set time = 0.00 (0.13%) optimization finished, #iter = 1 nu = 0.023754 obj = -36.465062, rho = 0.554528 nSV = 88, nBSV = 0 955 classifier 1021: 24-32 with 306 and 306 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 1 | 0.02 | 532 | 0.00 | 0.00 | 0.000983833 Total opt. time = 0.02 Problem setup time = 0.02 (85.70%) Inner solver time = 0.00 (11.13%) Gradient updating time = 0.00 (2.75%) Working set time = 0.00 (0.12%) optimization finished, #iter = 1 nu = 0.084736 obj = -129.649806, rho = -0.836036 nSV = 142, nBSV = 0 789 classifier 1022: 18-43 with 305 and 305 samples 155 classifier 1024: 3-9 with 304 and 304 samples 1265 classifier 1023: 40-46 with 305 and 305 samples 271 classifier 1025: 5-32 with 304 and 304 samples 1306 classifier 1026: 45-47 with 304 and 304 samples 990 classifier 1027: 25-41 with 301 and 301 samples 781 classifier 1028: 18-35 with 299 and 299 samples 869 classifier 1037: 21-30 with 294 and 294 samples 1145 classifier 1029: 32-42 with 299 and 299 samples 444 classifier 1030: 9-31 with 298 and 298 samples 1322 classifier 1034: 48-51 with 295 and 295 samples 441 classifier 1031: 9-28 with 296 and 296 samples 160 classifier 1033: 3-14 with 295 and 295 samples 1149 classifier 1032: 32-46 with 296 and 296 samples 456 classifier 1036: 9-43 with 294 and 294 samples 184 classifier 1035: 3-38 with 294 and 294 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation 1 | 0.01 | 1 | 0.01 | 1 | 0.01 | 1 | 0.01 | 1 | 0.01 | 1 | 0.01 | 284 | 0.00 | 0.00 | 0.000922491 Total opt. time = 0.02 Problem setup time = 0.01 (92.03%) Inner solver time = 0.00 (5.43%) Gradient updating time = 0.00 (2.13%) Working set time = 0.00 (0.13%) optimization finished, #iter = 1 nu = 0.037756 obj = -55.691270, rho = -0.622095 nSV = 78, nBSV = 0 1 | 0.01 | 1 | 0.01 | 1 | 0.01 | 1 | 0.01 | 1 | 0.01 | 1 | 0.01 | 1 | 0.02 | 1 | 0.02 | 1 | 0.02 | 386 | 0.00 | 0.00 | 0.00098032 Total opt. time = 0.02 Problem setup time = 0.01 (87.83%) Inner solver time = 0.00 (9.15%) Gradient updating time = 0.00 (2.61%) Working set time = 0.00 (0.13%) optimization finished, #iter = 1 nu = 0.065609 obj = -97.105132, rho = 0.711103 nSV = 100, nBSV = 0 1 | 0.02 | 461 | 0.00 | 0.00 | 0.000943789 Total opt. time = 0.02 Problem setup time = 0.01 (86.43%) Inner solver time = 0.00 (10.62%) Gradient updating time = 0.00 (2.56%) Working set time = 0.00 (0.12%) optimization finished, #iter = 1 nu = 0.077363 obj = -116.140149, rho = -0.195296 nSV = 128, nBSV = 2 525 | 0.00 | 0.00 | 0.000998085 Total opt. time = 0.02 Problem setup time = 0.01 (83.81%) 341 | 0.00 | 0.00 | 0.000986589 497 | 0.00 | 0.00 | 0.000846203 Inner solver time = 0.00 (12.21%) Total opt. time = 0.02 Problem setup time = 0.01 (88.18%) Inner solver time = 0.00 (8.58%) Gradient updating time = 0.00 (2.88%) Total opt. time = 0.02 Problem setup time = 0.01 (86.98%) Inner solver time = 0.00 (9.82%) Gradient updating time = 0.00 (2.80%) Working set time = 0.00 (0.12%) optimization finished, #iter = 1 Gradient updating time = 0.00 (3.21%) Working set time = 0.00 (0.14%) optimization finished, #iter = 1 Working set time = 0.00 (0.11%) optimization finished, #iter = 1 nu = 0.151211 obj = -251.090601, rho = -1.054553 nSV = 124, nBSV = 10 nu = 0.072850 nu = 0.041698 obj = -63.383759, rho = 0.660360 obj = -107.098252, rho = -0.753838 nSV = 118, nBSV = 0 nSV = 155, nBSV = 0 876 classifier 1038: 21-37 with 294 and 294 samples 492 | 0.00 | 0.00 | 0.000992957 Total opt. time = 0.02 Problem setup time = 0.01 (85.44%) Inner solver time = 0.00 (11.03%) Gradient updating time = 0.00 (3.11%) Working set time = 0.00 (0.13%) optimization finished, #iter = 1 nu = 0.075969 obj = -113.578165, rho = -0.344295 nSV = 158, nBSV = 0 Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 661 | 0.00 | 0.00 | 0.000985674 Total opt. time = 0.02 Problem setup time = 0.01 (81.13%) Inner solver time = 0.00 (15.44%) Gradient updating time = 0.00 (2.97%) Working set time = 0.00 (0.13%) optimization finished, #iter = 1 nu = 0.139261 obj = -210.896215, rho = 0.435438 nSV = 171, nBSV = 4 591 | 0.00 | 0.00 | 0.000966511 Total opt. time = 0.02 Problem setup time = 0.01 (81.77%) Inner solver time = 0.00 (14.81%) Gradient updating time = 0.00 (2.99%) Working set time = 0.00 (0.14%) optimization finished, #iter = 1 nu = 0.110235 obj = -167.326217, rho = -0.502363 nSV = 141, nBSV = 3 483 | 0.00 | 0.00 | 0.000992277 Total opt. time = 0.02 Problem setup time = 0.01 (83.83%) Inner solver time = 0.00 (12.73%) Gradient updating time = 0.00 (3.02%) Working set time = 0.00 (0.12%) optimization finished, #iter = 1 nu = 0.055650 635 | 0.00 | 0.00 | 0.000998485 obj = -83.197710, rho = 0.785011 Total opt. time = 0.02 Problem setup time = 0.01 (82.19%) nSV = 134, nBSV = 0 Inner solver time = 0.00 (14.45%) Gradient updating time = 0.00 (3.00%) Working set time = 0.00 (0.12%) optimization finished, #iter = 1 nu = 0.130702 obj = -217.036746, rho = 0.394035 nSV = 173, nBSV = 9 621 | 0.00 | 0.00 | 0.000964 Total opt. time = 0.02 Problem setup time = 0.01 (80.92%) Inner solver time = 0.00 (15.70%) Gradient updating time = 0.00 (3.03%) Working set time = 0.00 (0.12%) optimization finished, #iter = 1 nu = 0.109452 obj = -164.098474, rho = 0.285710 nSV = 180, nBSV = 2 576 | 0.00 | 0.00 | 0.000969336 Total opt. time = 0.02 Problem setup time = 0.02 (83.58%) Inner solver time = 0.00 (13.33%) Gradient updating time = 0.00 (2.69%) Working set time = 0.00 (0.10%) optimization finished, #iter = 1 nu = 0.082623 obj = -128.044526, rho = -0.074343 nSV = 156, nBSV = 2 548 | 0.00 | 0.00 | 0.000950379 Total opt. time = 0.02 Problem setup time = 0.02 (83.35%) Inner solver time = 0.00 (13.30%) Gradient updating time = 0.00 (2.90%) Working set time = 0.00 (0.13%) optimization finished, #iter = 1 nu = 0.087845 obj = -133.964509, rho = 0.419533 nSV = 135, nBSV = 0 719 | 0.00 | 0.00 | 0.000890191 Total opt. time = 0.02 Problem setup time = 0.02 (82.31%) Inner solver time = 0.00 (14.71%) Gradient updating time = 0.00 (2.64%) Working set time = 0.00 (0.09%) optimization finished, #iter = 1 nu = 0.205340 obj = -351.663816, rho = -1.251836 nSV = 147, nBSV = 15 699 | 0.00 | 0.00 | 0.000963823 Total opt. time = 0.02 Problem setup time = 0.02 (80.42%) Inner solver time = 0.00 (16.37%) Gradient updating time = 0.00 (2.76%) Working set time = 0.00 (0.13%) optimization finished, #iter = 1 nu = 0.157304 obj = -257.639858, rho = -0.205908 nSV = 199, nBSV = 9 1 | 0.01 | 417 | 0.00 | 0.00 | 0.000985206 Total opt. time = 0.02 Problem setup time = 0.01 (87.75%) Inner solver time = 0.00 (9.06%) Gradient updating time = 0.00 (2.72%) 1222 classifier 1040: 37-39 with 291 and 291 samples 865 classifier 1041: 21-26 with 290 and 290 samples 639 classifier 1042: 14-31 with 289 and 289 samples 1320 classifier 1044: 48-49 with 289 and 289 samples 448 classifier 1045: 9-35 with 288 and 288 samples Working set time = 0.00 (0.14%) optimization finished, #iter = 1 1000 classifier 1043: 25-51 with 289 and 289 samples 1122 classifier 1046: 31-38 with 288 and 288 samples 1103 classifier 1039: 30-39 with 291 and 291 samples nu = 0.064248 636 classifier 1047: 14-28 with 287 and 287 samples obj = -96.460859, rho = -0.853367 779 classifier 1048: 18-33 with 287 and 287 samples nSV = 129, nBSV = 1 916 classifier 1050: 22-48 with 287 and 287 samples 651 classifier 1054: 14-43 with 285 and 285 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 884 classifier 1049: 21-45 with 287 and 287 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 1013 classifier 1051: 26-39 with 287 and 287 samples Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 1276 classifier 1052: 41-47 with 287 and 287 samples it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation 1059 classifier 1053: 28-38 with 286 and 286 samples Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 1 | 0.01 | 165 | 0.00 | 0.00 | 0.000916474 1 | 0.01 | 174 | 0.00 | 0.00 | 0.000864947 Total opt. time = 0.01 Problem setup time = 0.01 (94.19%) Inner solver time = 0.00 (3.19%) Gradient updating time = 0.00 (2.24%) Working set time = 0.00 (0.12%) Total opt. time = 0.01 Problem setup time = 0.01 (93.37%) Inner solver time = 0.00 (4.36%) Gradient updating time = 0.00 (1.87%) Working set time = 0.00 (0.12%) optimization finished, #iter = 1 optimization finished, #iter = 1 nu = 0.010606 obj = -15.325772, rho = -0.713989 nu = 0.013175 obj = -18.906639, rho = 0.854990 nSV = 69, nBSV = 0 nSV = 59, nBSV = 0 1 | 0.01 | 1 | 0.01 | 1 | 0.01 | 1 | 0.01 | 1 | 0.01 | 1 | 0.01 | 1 | 0.01 | 266 | 0.00 | 0.00 | 0.000957769 1 | 0.01 | Total opt. time = 0.01 1 | 0.01 | Problem setup time = 0.01 (91.49%) Inner solver time = 0.00 (5.41%) Gradient updating time = 0.00 (2.65%) 1 | 0.01 | Working set time = 0.00 (0.14%) optimization finished, #iter = 1 nu = 0.015379 obj = -22.221722, rho = -0.557997 nSV = 94, nBSV = 0 1 | 0.01 | 1 | 0.01 | 1 | 0.01 | 1 | 0.01 | 299 | 0.00 | 0.00 | 0.000902452 Total opt. time = 0.01 Problem setup time = 0.01 (89.61%) Inner solver time = 0.00 (7.55%) Gradient updating time = 0.00 (2.43%) Working set time = 0.00 (0.12%) optimization finished, #iter = 1 nu = 0.030983 obj = -44.459122, rho = 0.452518 nSV = 91, nBSV = 0 393 | 0.00 | 0.00 | 0.000958844 Total opt. time = 0.02 Problem setup time = 0.01 (88.63%) Inner solver time = 0.00 (8.34%) Gradient updating time = 0.00 (2.60%) Working set time = 0.00 (0.13%) optimization finished, #iter = 1 nu = 0.074409 obj = -109.731964, rho = -0.850035 nSV = 119, nBSV = 2 302 | 0.00 | 0.00 | 0.000952949 Total opt. time = 0.02 Problem setup time = 0.01 (88.21%) Inner solver time = 0.00 (8.47%) Gradient updating time = 0.00 (2.83%) Working set time = 0.00 (0.12%) optimization finished, #iter = 1 nu = 0.026994 obj = -38.737194, rho = 0.727081 nSV = 117, nBSV = 0 346 | 0.00 | 0.00 | 0.000966762 Total opt. time = 0.02 Problem setup time = 0.01 (88.13%) Inner solver time = 0.00 (8.29%) Gradient updating time = 0.00 (2.99%) Working set time = 0.00 (0.15%) optimization finished, #iter = 1 nu = 0.052326 obj = -75.868021, rho = -0.754311 nSV = 118, nBSV = 0 348 | 0.00 | 0.00 | 0.000986417 Total opt. time = 0.02 Problem setup time = 0.01 (88.11%) Inner solver time = 0.00 (8.98%) Gradient updating time = 0.00 (2.49%) Working set time = 0.00 (0.12%) optimization finished, #iter = 1 nu = 0.067755 obj = -101.475655, rho = 0.531215 nSV = 103, nBSV = 1 454 | 0.00 | 0.00 | 0.000925186 485 | 0.00 | 0.00 | 0.000995648 Total opt. time = 0.02 Total opt. time = 0.02 Problem setup time = 0.01 (84.94%) Inner solver time = 0.00 (11.91%) Gradient updating time = 0.00 (2.74%) Working set time = 0.00 (0.13%) optimization finished, #iter = 1 Problem setup time = 0.01 (84.61%) Inner solver time = 0.00 (11.91%) nu = 0.101389 obj = -154.238787, rho = -0.150677 nSV = 116, nBSV = 5 Gradient updating time = 0.00 (2.97%) Working set time = 0.00 (0.15%) optimization finished, #iter = 1 nu = 0.062866 obj = -92.588033, rho = -0.599497 nSV = 122, nBSV = 1 345 | 0.00 | 0.00 | 0.000895864 Total opt. time = 0.02 Problem setup time = 0.01 (87.28%) Inner solver time = 0.00 (9.45%) Gradient updating time = 0.00 (2.75%) Working set time = 0.00 (0.13%) optimization finished, #iter = 1 nu = 0.043592 obj = -63.425151, rho = 0.718566 nSV = 103, nBSV = 0 569 | 0.00 | 0.00 | 0.000960771 Total opt. time = 0.02 Problem setup time = 0.01 (83.44%) Inner solver time = 0.00 (13.26%) Gradient updating time = 0.00 (2.92%) Working set time = 0.00 (0.12%) optimization finished, #iter = 1 495 | 0.00 | 0.00 | 0.000999924 nu = 0.104321 obj = -151.240740, rho = -0.544669 Total opt. time = 0.02 Problem setup time = 0.01 (84.70%) Inner solver time = 0.00 (11.77%) Gradient updating time = 0.00 (3.11%) Working set time = 0.00 (0.12%) nSV = 164, nBSV = 2 optimization finished, #iter = 1 nu = 0.096449 obj = -139.369632, rho = -0.533420 nSV = 149, nBSV = 0 683 | 0.00 | 0.00 | 0.000916696 Total opt. time = 0.02 Problem setup time = 0.01 (80.25%) Inner solver time = 0.00 (16.42%) 730 | 0.00 | 0.00 | 0.000968605 Gradient updating time = 0.00 (2.85%) Working set time = 0.00 (0.13%) Total opt. time = 0.02 Problem setup time = 0.01 (79.87%) Inner solver time = 0.00 (16.91%) Gradient updating time = 0.00 (2.85%) Working set time = 0.00 (0.11%) optimization finished, #iter = 1 optimization finished, #iter = 1 697 | 0.00 | 0.00 | 0.000871684 nu = 0.198652 obj = -304.173667, rho = -0.107430 nSV = 177, nBSV = 9 nu = 0.141129 Total opt. time = 0.02 Problem setup time = 0.01 (79.09%) obj = -207.508736, rho = -0.140794 Inner solver time = 0.00 (17.50%) nSV = 186, nBSV = 3 Gradient updating time = 0.00 (2.93%) Working set time = 0.00 (0.13%) optimization finished, #iter = 1 nu = 0.160164 obj = -229.749699, rho = -0.145823 nSV = 185, nBSV = 3 953 classifier 1055: 24-30 with 284 and 284 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 1 | 0.01 | 541 | 0.00 | 0.00 | 0.000997176 Total opt. time = 0.02 Problem setup time = 0.01 (84.32%) Inner solver time = 0.00 (12.11%) Gradient updating time = 0.00 (3.06%) 960 classifier 1056: 24-37 with 284 and 284 samples 1217 classifier 1057: 36-48 with 284 and 284 samples 1253 classifier 1059: 39-45 with 284 and 284 samples Working set time = 0.00 (0.17%) optimization finished, #iter = 1 1239 classifier 1058: 38-43 with 284 and 284 samples 786 classifier 1060: 18-40 with 283 and 283 samples 998 classifier 1061: 25-49 with 283 and 283 samples 1321 classifier 1062: 48-50 with 283 and 283 samples nu = 0.100010 269 classifier 1063: 5-30 with 282 and 282 samples obj = -145.417463, rho = -0.778289 893 classifier 1065: 22-25 with 281 and 281 samples nSV = 150, nBSV = 1 Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 276 classifier 1064: 5-37 with 282 and 282 samples 968 classifier 1071: 24-45 with 277 and 277 samples 1192 classifier 1070: 35-38 with 278 and 278 samples Initializing gradient...done. Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 985 classifier 1069: 25-36 with 278 and 278 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 265 classifier 1068: 5-26 with 278 and 278 samples 643 classifier 1067: 14-35 with 279 and 279 samples 949 classifier 1066: 24-26 with 280 and 280 samples Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation 1 | 0.01 | 154 | 0.00 | 0.00 | 0.000878588 Total opt. time = 0.01 Problem setup time = 0.01 (94.85%) Inner solver time = 0.00 (3.63%) Gradient updating time = 0.00 (1.12%) Working set time = 0.00 (0.13%) optimization finished, #iter = 1 nu = 0.049904 obj = -76.157870, rho = 1.263450 nSV = 41, nBSV = 5 1 | 0.01 | 216 | 0.00 | 0.00 | 0.000918739 1 | 0.01 | 150 | 0.00 | 0.00 | 0.000974326 Total opt. time = 0.01 Problem setup time = 0.01 (94.86%) Inner solver time = 0.00 (2.85%) Gradient updating time = 0.00 (1.82%) Working set time = 0.00 (0.15%) optimization finished, #iter = 1 Total opt. time = 0.01 Problem setup time = 0.01 (92.70%) Inner solver time = 0.00 (4.42%) nu = 0.032925 obj = -46.990882, rho = -0.818877 nSV = 55, nBSV = 1 Gradient updating time = 0.00 (2.34%) Working set time = 0.00 (0.15%) optimization finished, #iter = 1 nu = 0.011409 obj = -15.859639, rho = -0.473519 nSV = 87, nBSV = 0 1 | 0.01 | 1 | 0.01 | 1 | 0.01 | 1 | 0.01 | 1 | 0.01 | 1 | 0.01 | 203 | 0.00 | 0.00 | 0.000926238 Total opt. time = 0.01 Problem setup time = 0.01 (92.94%) Inner solver time = 0.00 (4.07%) Gradient updating time = 0.00 (2.54%) Working set time = 0.00 (0.13%) optimization finished, #iter = 1 nu = 0.005926 obj = -8.385338, rho = -0.762939 nSV = 84, nBSV = 0 1 | 0.01 | 161 | 0.00 | 0.00 | 0.000972119 Total opt. time = 0.01 1 | 0.01 | Problem setup time = 0.01 (92.95%) Inner solver time = 0.00 (4.41%) Gradient updating time = 0.00 (2.06%) 1 | 0.01 | Working set time = 0.00 (0.17%) optimization finished, #iter = 1 1 | 0.01 | nu = 0.013193 obj = -18.733108, rho = 0.408826 nSV = 66, nBSV = 0 356 | 0.00 | 0.00 | 0.000932429 Total opt. time = 0.01 Problem setup time = 0.01 (89.03%) Inner solver time = 0.00 (8.01%) Gradient updating time = 0.00 (2.48%) Working set time = 0.00 (0.14%) optimization finished, #iter = 1 nu = 0.088406 obj = -125.165957, rho = -0.621292 nSV = 101, nBSV = 4 1 | 0.01 | 1 | 0.01 | 1 | 0.01 | 301 | 0.00 | 0.00 | 0.000999499 Total opt. time = 0.01 Problem setup time = 0.01 (90.32%) Inner solver time = 0.00 (6.60%) Gradient updating time = 0.00 (2.62%) Working set time = 0.00 (0.17%) optimization finished, #iter = 1 340 | 0.00 | 0.00 | 0.000979652 nu = 0.049154 obj = -69.313101, rho = -0.682781 nSV = 94, nBSV = 0 Total opt. time = 0.01 Problem setup time = 0.01 (87.97%) Inner solver time = 0.00 (8.83%) Gradient updating time = 0.00 (2.64%) Working set time = 0.00 (0.16%) optimization finished, #iter = 1 nu = 0.060069 415 | 0.00 | 0.00 | 0.000898291 obj = -83.499398, rho = -0.297493 nSV = 101, nBSV = 0 Total opt. time = 0.01 411 | 0.00 | 0.00 | 0.00096951 Problem setup time = 0.01 (86.52%) Inner solver time = 0.00 (9.46%) Total opt. time = 0.01 Problem setup time = 0.01 (87.54%) Inner solver time = 0.00 (9.18%) Gradient updating time = 0.00 (2.83%) Working set time = 0.00 (0.16%) optimization finished, #iter = 1 Gradient updating time = 0.00 (3.43%) Working set time = 0.00 (0.16%) nu = 0.070802 obj = -99.328776, rho = -0.717592 nSV = 116, nBSV = 1 optimization finished, #iter = 1 nu = 0.088512 obj = -126.283362, rho = -0.855160 nSV = 114, nBSV = 5 999 classifier 1072: 25-50 with 277 and 277 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 547 | 0.00 | 0.00 | 0.000985467 447 | 0.00 | 0.00 | 0.000989491 Total opt. time = 0.02 Total opt. time = 0.02 Problem setup time = 0.01 (83.51%) Inner solver time = 0.00 (13.06%) Problem setup time = 0.01 (85.40%) Inner solver time = 0.00 (11.26%) Gradient updating time = 0.00 (3.03%) Working set time = 0.00 (0.12%) optimization finished, #iter = 1 Gradient updating time = 0.00 (2.79%) Working set time = 0.00 (0.15%) optimization finished, #iter = 1 nu = 0.082064 obj = -114.484016, rho = -0.393491 nu = 0.053074 nSV = 161, nBSV = 0 obj = -75.361983, rho = -0.851971 nSV = 134, nBSV = 0 573 | 0.00 | 0.00 | 0.000954087 Total opt. time = 0.02 Problem setup time = 0.01 (84.83%) Inner solver time = 0.00 (12.15%) Gradient updating time = 0.00 (2.58%) Working set time = 0.00 (0.16%) optimization finished, #iter = 1 nu = 0.163317 obj = -247.422235, rho = -0.959785 nSV = 141, nBSV = 8 551 | 0.00 | 0.00 | 0.000992045 Total opt. time = 0.02 Problem setup time = 0.01 (83.88%) Inner solver time = 0.00 (12.84%) Gradient updating time = 0.00 (2.89%) Working set time = 0.00 (0.12%) optimization finished, #iter = 1 nu = 0.136126 obj = -225.543774, rho = -0.567571 nSV = 165, nBSV = 13 602 | 0.00 | 0.00 | 0.000901983 Total opt. time = 0.02 Problem setup time = 0.01 (82.49%) Inner solver time = 0.00 (13.97%) Gradient updating time = 0.00 (3.08%) Working set time = 0.00 (0.15%) optimization finished, #iter = 1 nu = 0.164108 obj = -260.028511, rho = 0.387007 nSV = 160, nBSV = 14 675 | 0.00 | 0.00 | 0.000991071 Total opt. time = 0.02 Problem setup time = 0.01 (81.13%) Inner solver time = 0.00 (15.68%) Gradient updating time = 0.00 (2.68%) Working set time = 0.00 (0.16%) optimization finished, #iter = 1 nu = 0.213698 obj = -317.509250, rho = -0.775967 nSV = 160, nBSV = 14 1 | 0.01 | 152 | 0.00 | 0.00 | 0.000938707 Total opt. time = 0.01 Problem setup time = 0.01 (94.26%) 1106 classifier 1073: 30-42 with 277 and 277 samples 1225 classifier 1074: 37-42 with 277 and 277 samples 446 classifier 1075: 9-33 with 276 and 276 samples Inner solver time = 0.00 (2.98%) 1319 classifier 1077: 47-51 with 275 and 275 samples 778 classifier 1078: 18-32 with 274 and 274 samples 1110 classifier 1079: 30-46 with 274 and 274 samples 1229 classifier 1080: 37-46 with 274 and 274 samples Gradient updating time = 0.00 (2.20%) Working set time = 0.00 (0.17%) optimization finished, #iter = 1 284 classifier 1076: 5-45 with 275 and 275 samples nu = 0.009116 1016 classifier 1081: 26-42 with 273 and 273 samples obj = -12.624919, rho = -0.863924 nSV = 64, nBSV = 0 453 classifier 1082: 9-40 with 272 and 272 samples 915 classifier 1088: 22-47 with 267 and 267 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 880 classifier 1083: 21-41 with 270 and 270 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. 1283 classifier 1085: 42-45 with 270 and 270 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation 1020 classifier 1084: 26-46 with 270 and 270 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 641 classifier 1087: 14-33 with 267 and 267 samples it | setup time | solver it | solver time | gradient time | kkt violation 1317 classifier 1086: 47-49 with 269 and 269 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 1 | 0.01 | 1 | 0.01 | 1 | 0.01 | 240 | 0.00 | 0.00 | 0.000968632 Total opt. time = 0.01 Problem setup time = 0.01 (91.47%) Inner solver time = 0.00 (5.09%) Gradient updating time = 0.00 (2.95%) Working set time = 0.00 (0.14%) optimization finished, #iter = 1 nu = 0.014159 obj = -19.044600, rho = -0.810582 nSV = 98, nBSV = 0 1 | 0.01 | 1 | 0.01 | 1 | 0.01 | 249 | 0.00 | 0.00 | 0.000924501 1 | 0.01 | Total opt. time = 0.01 Problem setup time = 0.01 (88.80%) Inner solver time = 0.00 (7.52%) Gradient updating time = 0.00 (3.07%) Working set time = 0.00 (0.17%) optimization finished, #iter = 1 nu = 0.023852 obj = -31.842317, rho = 0.936773 nSV = 99, nBSV = 0 1249 classifier 1089: 39-41 with 267 and 267 samples 1 | 0.01 | 301 | 0.00 | 0.00 | 0.000973516 Total opt. time = 0.01 Problem setup time = 0.01 (90.27%) Inner solver time = 0.00 (6.79%) Gradient updating time = 0.00 (2.47%) Working set time = 0.00 (0.12%) optimization finished, #iter = 1 nu = 0.040179 obj = -54.242958, rho = -0.649064 nSV = 100, nBSV = 0 1 | 0.01 | Initializing gradient...done. 1 | 0.01 | it | setup time | solver it | solver time | gradient time | kkt violation 309 | 0.00 | 0.00 | 0.000993861 Total opt. time = 0.01 Problem setup time = 0.01 (88.30%) Inner solver time = 0.00 (8.46%) Gradient updating time = 0.00 (2.82%) Working set time = 0.00 (0.13%) optimization finished, #iter = 1 1 | 0.01 | nu = 0.038615 obj = -52.132362, rho = 0.574847 nSV = 93, nBSV = 0 1 | 0.01 | 421 | 0.00 | 0.00 | 0.000900197 Total opt. time = 0.01 Problem setup time = 0.01 (86.62%) Inner solver time = 0.00 (9.97%) Gradient updating time = 0.00 (2.95%) Working set time = 0.00 (0.14%) optimization finished, #iter = 1 nu = 0.087358 obj = -117.969597, rho = -0.847690 nSV = 134, nBSV = 1 1 | 0.01 | 263 | 0.00 | 0.00 | 0.000926167 Total opt. time = 0.01 Problem setup time = 0.01 (89.80%) Inner solver time = 0.00 (7.26%) Gradient updating time = 0.00 (2.50%) Working set time = 0.00 (0.14%) optimization finished, #iter = 1 1 | 0.01 | nu = 0.032853 obj = -45.009353, rho = 0.548877 nSV = 90, nBSV = 0 1 | 0.01 | 228 | 0.00 | 0.00 | 0.000999889 Total opt. time = 0.01 Problem setup time = 0.01 (90.62%) Inner solver time = 0.00 (6.20%) Gradient updating time = 0.00 (2.72%) Working set time = 0.00 (0.15%) optimization finished, #iter = 1 nu = 0.017511 obj = -24.251925, rho = 0.677122 nSV = 96, nBSV = 0 401 | 0.00 | 0.00 | 0.000991202 Total opt. time = 0.01 Problem setup time = 0.01 (88.07%) Inner solver time = 0.00 (8.97%) Gradient updating time = 0.00 (2.50%) Working set time = 0.00 (0.13%) optimization finished, #iter = 1 nu = 0.104082 obj = -148.712423, rho = -0.622277 nSV = 105, nBSV = 2 1 | 0.01 | 312 | 0.00 | 0.00 | 0.000961772 466 | 0.00 | 0.00 | 0.000982985 Total opt. time = 0.01 Problem setup time = 0.01 (89.28%) Inner solver time = 0.00 (7.19%) Gradient updating time = 0.00 (2.97%) Working set time = 0.00 (0.14%) optimization finished, #iter = 1 Total opt. time = 0.01 Problem setup time = 0.01 (85.58%) Inner solver time = 0.00 (11.31%) Gradient updating time = 0.00 (2.71%) nu = 0.037073 Working set time = 0.00 (0.12%) optimization finished, #iter = 1 obj = -50.978082, rho = -0.651628 nu = 0.096472 obj = -139.244391, rho = -0.365863 nSV = 111, nBSV = 0 nSV = 129, nBSV = 3 439 | 0.00 | 0.00 | 0.000952058 Total opt. time = 0.01 Problem setup time = 0.01 (83.51%) Inner solver time = 0.00 (13.19%) Gradient updating time = 0.00 (2.74%) Working set time = 0.00 (0.16%) optimization finished, #iter = 1 nu = 0.091696 obj = -125.174111, rho = 0.769472 nSV = 119, nBSV = 0 428 | 0.00 | 0.00 | 0.000946859 Total opt. time = 0.01 Problem setup time = 0.01 (85.13%) Inner solver time = 0.00 (11.78%) Gradient updating time = 0.00 (2.66%) Working set time = 0.00 (0.14%) optimization finished, #iter = 1 nu = 0.066632 obj = -91.503539, rho = 0.684860 nSV = 113, nBSV = 1 650 | 0.00 | 0.00 | 0.00091496 484 | 0.00 | 0.00 | 0.000962767 Total opt. time = 0.01 Total opt. time = 0.01 Problem setup time = 0.01 (80.21%) Inner solver time = 0.00 (16.48%) Gradient updating time = 0.00 (2.82%) Problem setup time = 0.01 (84.61%) Inner solver time = 0.00 (11.78%) Working set time = 0.00 (0.15%) optimization finished, #iter = 1 Gradient updating time = 0.00 (3.13%) Working set time = 0.00 (0.14%) optimization finished, #iter = 1 nu = 0.161813 obj = -223.204548, rho = -0.714704 nu = 0.080423 obj = -110.180993, rho = -0.873150 nSV = 166, nBSV = 5 nSV = 147, nBSV = 0 485 | 0.00 | 0.00 | 0.000994361 Total opt. time = 0.02 Problem setup time = 0.01 (82.50%) Inner solver time = 0.00 (14.30%) Gradient updating time = 0.00 (2.68%) Working set time = 0.00 (0.15%) optimization finished, #iter = 1 nu = 0.087782 obj = -122.161109, rho = 0.767824 nSV = 137, nBSV = 1 670 | 0.00 | 0.00 | 0.000952488 Total opt. time = 0.02 Problem setup time = 0.01 (81.23%) Inner solver time = 0.00 (15.90%) Gradient updating time = 0.00 (2.43%) Working set time = 0.00 (0.16%) optimization finished, #iter = 1 nu = 0.159693 obj = -237.475429, rho = -0.254093 nSV = 157, nBSV = 5 1 | 0.01 | 407 | 0.00 | 0.00 | 0.000953315 Total opt. time = 0.01 Problem setup time = 0.01 (88.10%) Inner solver time = 0.00 (8.93%) Gradient updating time = 0.00 (2.42%) Working set time = 0.00 (0.16%) optimization finished, #iter = 1 1159 classifier 1091: 33-38 with 266 and 266 samples 1216 classifier 1092: 36-47 with 264 and 264 samples 445 classifier 1093: 9-32 with 263 and 263 samples 648 classifier 1094: 14-40 with 263 and 263 samples 1236 classifier 1096: 38-40 with 262 and 262 samples nu = 0.149134 1318 classifier 1095: 47-50 with 263 and 263 samples 964 classifier 1097: 24-41 with 260 and 260 samples 1305 classifier 1090: 45-46 with 267 and 267 samples obj = -223.945042, rho = -0.586286 280 classifier 1098: 5-41 with 258 and 258 samples nSV = 118, nBSV = 8 890 classifier 1099: 21-51 with 258 and 258 samples 783 classifier 1105: 18-37 with 252 and 252 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 1259 classifier 1100: 39-51 with 255 and 255 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 1141 classifier 1102: 32-38 with 253 and 253 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. 640 classifier 1101: 14-32 with 254 and 254 samples it | setup time | solver it | solver time | gradient time | kkt violation 1271 classifier 1103: 41-42 with 253 and 253 samples 776 classifier 1104: 18-30 with 252 and 252 samples Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. Initializing gradient...done. Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation 1 | 0.01 | 1 | 0.01 | 1 | 0.01 | 1 | 0.01 | 262 | 0.00 | 0.00 | 0.000869582 Total opt. time = 0.01 Problem setup time = 0.01 (89.08%) Inner solver time = 0.00 (7.93%) Gradient updating time = 0.00 (2.46%) Working set time = 0.00 (0.16%) optimization finished, #iter = 1 nu = 0.039223 obj = -49.618449, rho = 0.731720 nSV = 94, nBSV = 0 1 | 0.01 | 332 | 0.00 | 0.00 | 0.000898311 Total opt. time = 0.01 Problem setup time = 0.01 (89.52%) Inner solver time = 0.00 (7.66%) Gradient updating time = 0.00 (2.35%) Working set time = 0.00 (0.14%) optimization finished, #iter = 1 nu = 0.063627 obj = -82.514734, rho = -0.517507 nSV = 94, nBSV = 2 373 | 0.00 | 0.00 | 0.000936957 Total opt. time = 0.01 Problem setup time = 0.01 (86.90%) 1 | 0.01 | 177 | 0.00 | 0.00 | 0.000882251 1 | 0.01 | 326 | 0.00 | 0.00 | 0.00096242 Total opt. time = 0.01 Problem setup time = 0.01 (93.27%) Inner solver time = 0.00 (10.22%) Gradient updating time = 0.00 (2.39%) Working set time = 0.00 (0.15%) optimization finished, #iter = 1 Total opt. time = 0.01 Problem setup time = 0.01 (87.45%) Inner solver time = 0.00 (3.77%) Gradient updating time = 0.00 (2.49%) Working set time = 0.00 (0.16%) optimization finished, #iter = 1 1 | 0.01 | Inner solver time = 0.00 (8.16%) Gradient updating time = 0.00 (3.73%) nu = 0.015706 obj = -20.654062, rho = -0.896383 nSV = 85, nBSV = 0 nu = 0.055188 obj = -69.814635, rho = 0.241193 Working set time = 0.00 (0.17%) optimization finished, #iter = 1 nSV = 86, nBSV = 0 nu = 0.033749 obj = -42.526138, rho = -0.684920 nSV = 117, nBSV = 0 1 | 0.01 | 278 | 0.00 | 0.00 | 0.000889683 888 classifier 1106: 21-49 with 252 and 252 samples Total opt. time = 0.01 Problem setup time = 0.01 (89.74%) Inner solver time = 0.00 (6.80%) Gradient updating time = 0.00 (2.98%) Working set time = 0.00 (0.13%) optimization finished, #iter = 1 1 | 0.01 | nu = 0.019644 obj = -25.339682, rho = -0.762805 nSV = 112, nBSV = 0 Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 1 | 0.01 | 359 | 0.00 | 0.00 | 0.000957869 Total opt. time = 0.01 Problem setup time = 0.01 (88.67%) Inner solver time = 0.00 (8.18%) Gradient updating time = 0.00 (2.61%) Working set time = 0.00 (0.21%) optimization finished, #iter = 1 nu = 0.085616 obj = -116.652781, rho = -0.922846 nSV = 110, nBSV = 3 364 | 0.00 | 0.00 | 0.000862267 Total opt. time = 0.01 Problem setup time = 0.01 (88.05%) Inner solver time = 0.00 (8.92%) 1 | 0.01 | Gradient updating time = 0.00 (2.45%) Working set time = 0.00 (0.15%) optimization finished, #iter = 1 nu = 0.086210 obj = -111.534582, rho = -0.978505 nSV = 95, nBSV = 1 1 | 0.01 | 303 | 0.00 | 0.00 | 0.00089435 Total opt. time = 0.01 Problem setup time = 0.01 (89.59%) Inner solver time = 0.00 (7.42%) Gradient updating time = 0.00 (2.40%) Working set time = 0.00 (0.18%) optimization finished, #iter = 1 nu = 0.035040 obj = -46.077318, rho = -0.584560 nSV = 95, nBSV = 0 552 | 0.00 | 0.00 | 0.000993506 1 | 0.01 | Total opt. time = 0.01 Problem setup time = 0.01 (82.29%) Inner solver time = 0.00 (14.23%) Gradient updating time = 0.00 (2.95%) Working set time = 0.00 (0.13%) optimization finished, #iter = 1 nu = 0.118033 obj = -149.189787, rho = -0.789169 nSV = 151, nBSV = 1 1 | 0.01 | 254 | 0.00 | 0.00 | 0.000941548 Total opt. time = 0.01 552 | 0.00 | 0.00 | 0.000948791 Problem setup time = 0.01 (88.84%) Inner solver time = 0.00 (7.90%) Total opt. time = 0.01 Problem setup time = 0.01 (82.24%) Inner solver time = 0.00 (14.27%) Gradient updating time = 0.00 (2.99%) Gradient updating time = 0.00 (2.68%) Working set time = 0.00 (0.15%) Working set time = 0.00 (0.13%) optimization finished, #iter = 1 optimization finished, #iter = 1 1 | 0.01 | nu = 0.024565 nu = 0.119694 obj = -156.068032, rho = -0.779333 obj = -32.426054, rho = 0.753419 nSV = 150, nBSV = 5 nSV = 102, nBSV = 0 518 | 0.00 | 0.00 | 0.000959062 391 | 0.00 | 0.00 | 0.000948498 Total opt. time = 0.01 Total opt. time = 0.01 Problem setup time = 0.01 (85.69%) Inner solver time = 0.00 (11.22%) Problem setup time = 0.01 (83.07%) Inner solver time = 0.00 (13.26%) Gradient updating time = 0.00 (3.20%) Working set time = 0.00 (0.14%) Gradient updating time = 0.00 (2.55%) Working set time = 0.00 (0.14%) optimization finished, #iter = 1 optimization finished, #iter = 1 nu = 0.088547 obj = -121.876312, rho = 0.786569 nu = 0.130073 obj = -175.519469, rho = -0.645480 nSV = 108, nBSV = 3 nSV = 156, nBSV = 5 636 | 0.00 | 0.00 | 0.000961747 Total opt. time = 0.01 Problem setup time = 0.01 (80.66%) Inner solver time = 0.00 (15.90%) Gradient updating time = 0.00 (2.99%) Working set time = 0.00 (0.14%) optimization finished, #iter = 1 nu = 0.225053 obj = -327.185930, rho = 0.006454 nSV = 149, nBSV = 20 645 | 0.00 | 0.00 | 0.000943135 Total opt. time = 0.01 Problem setup time = 0.01 (77.50%) Inner solver time = 0.00 (19.25%) Gradient updating time = 0.00 (2.74%) Working set time = 0.00 (0.14%) optimization finished, #iter = 1 nu = 0.180325 obj = -257.652973, rho = -0.231689 nSV = 150, nBSV = 12 1 | 0.01 | 216 | 0.00 | 0.00 | 0.000978516 Total opt. time = 0.01 Problem setup time = 0.01 (91.58%) 861 classifier 1107: 21-22 with 250 and 250 samples Inner solver time = 0.00 (5.02%) Gradient updating time = 0.00 (2.77%) 1257 classifier 1109: 39-49 with 249 and 249 samples 772 classifier 1110: 18-26 with 248 and 248 samples 974 classifier 1111: 24-51 with 248 and 248 samples 875 classifier 1112: 21-36 with 247 and 247 samples 907 classifier 1113: 22-39 with 247 and 247 samples 290 classifier 1114: 5-51 with 246 and 246 samples Working set time = 0.00 (0.17%) optimization finished, #iter = 1 1275 classifier 1108: 41-46 with 250 and 250 samples nu = 0.016713 889 classifier 1115: 21-50 with 246 and 246 samples obj = -21.058319, rho = -0.927357 nSV = 98, nBSV = 0 Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 791 classifier 1116: 18-45 with 245 and 245 samples 1289 classifier 1122: 42-51 with 241 and 241 samples Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 1258 classifier 1118: 39-50 with 243 and 243 samples Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 1208 classifier 1117: 36-39 with 244 and 244 samples Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation 450 classifier 1121: 9-37 with 241 and 241 samples it | setup time | solver it | solver time | gradient time | kkt violation 443 classifier 1120: 9-30 with 241 and 241 samples 972 classifier 1119: 24-49 with 242 and 242 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation 1 | 0.01 | 151 | 0.00 | 0.00 | 0.000952415 Total opt. time = 0.01 Problem setup time = 0.01 (94.02%) Inner solver time = 0.00 (3.42%) Gradient updating time = 0.00 (2.01%) Working set time = 0.00 (0.19%) optimization finished, #iter = 1 nu = 0.063698 obj = -98.991592, rho = -0.944086 nSV = 58, nBSV = 7 1 | 0.01 | 201 | 0.00 | 0.00 | 0.000937887 Total opt. time = 0.01 Problem setup time = 0.01 (91.67%) Inner solver time = 0.00 (4.90%) Gradient updating time = 0.00 (2.89%) Working set time = 0.00 (0.17%) optimization finished, #iter = 1 nu = 0.007769 obj = -9.401233, rho = -0.841719 nSV = 93, nBSV = 0 1 | 0.01 | 194 | 0.00 | 0.00 | 0.000943599 Total opt. time = 0.01 Problem setup time = 0.01 (92.51%) Inner solver time = 0.00 (4.68%) Gradient updating time = 0.00 (2.23%) Working set time = 0.00 (0.18%) optimization finished, #iter = 1 1 | 0.01 | 240 | 0.00 | 0.00 | 0.000931407 1 | 0.01 | 128 | 0.00 | 0.00 | 0.000842855 1 | 0.01 | 142 | 0.00 | 0.00 | 0.000889015 nu = 0.022601 Total opt. time = 0.01 Total opt. time = 0.01 Problem setup time = 0.01 (95.17%) Total opt. time = 0.01 Problem setup time = 0.01 (92.69%) Inner solver time = 0.00 (4.73%) Gradient updating time = 0.00 (2.04%) Working set time = 0.00 (0.16%) optimization finished, #iter = 1 obj = -27.797138, rho = -0.532272 nSV = 73, nBSV = 0 1 | 0.01 | 189 | 0.00 | 0.00 | 0.000972113 Problem setup time = 0.01 (90.22%) Inner solver time = 0.00 (5.99%) Inner solver time = 0.00 (2.87%) Gradient updating time = 0.00 (1.45%) Working set time = 0.00 (0.16%) optimization finished, #iter = 1 nu = 0.011610 obj = -14.339111, rho = 0.897695 nSV = 60, nBSV = 0 Total opt. time = 0.01 Problem setup time = 0.01 (90.96%) Inner solver time = 0.00 (6.09%) Gradient updating time = 0.00 (2.41%) Working set time = 0.00 (0.13%) optimization finished, #iter = 1 Gradient updating time = 0.00 (3.06%) Working set time = 0.00 (0.18%) nu = 0.039007 obj = -48.759652, rho = -1.209157 nSV = 34, nBSV = 0 nu = 0.015669 obj = -19.116794, rho = 0.518475 nSV = 79, nBSV = 0 optimization finished, #iter = 1 1 | 0.01 | 296 | 0.00 | 0.00 | 0.000991408 nu = 0.014979 obj = -18.049720, rho = -0.642275 Total opt. time = 0.01 nSV = 96, nBSV = 0 Problem setup time = 0.01 (88.73%) Inner solver time = 0.00 (7.84%) Gradient updating time = 0.00 (2.73%) 288 classifier 1123: 5-49 with 240 and 240 samples 1 | 0.01 | 218 | 0.00 | 0.00 | 0.000997754 Working set time = 0.00 (0.18%) optimization finished, #iter = 1 Initializing gradient...done. 1 | 0.01 | 178 | 0.00 | 0.00 | 0.000950951 Total opt. time = 0.01 1 | 0.01 | 193 | 0.00 | 0.00 | 0.000936812 it | setup time | solver it | solver time | gradient time | kkt violation Total opt. time = 0.01 Problem setup time = 0.01 (91.53%) Inner solver time = 0.00 (5.30%) Gradient updating time = 0.00 (2.71%) nu = 0.044779 Problem setup time = 0.01 (92.96%) Inner solver time = 0.00 (4.29%) Working set time = 0.00 (0.15%) optimization finished, #iter = 1 Gradient updating time = 0.00 (2.04%) Working set time = 0.00 (0.19%) optimization finished, #iter = 1 1 | 0.01 | 237 | 0.00 | 0.00 | 0.000905198 nu = 0.033280 obj = -41.101715, rho = -0.834471 obj = -53.961305, rho = -0.488044 nSV = 92, nBSV = 0 nu = 0.048759 Total opt. time = 0.01 nSV = 94, nBSV = 0 Total opt. time = 0.01 Problem setup time = 0.01 (91.84%) obj = -60.703687, rho = -1.148548 nSV = 47, nBSV = 0 Problem setup time = 0.01 (91.25%) Inner solver time = 0.00 (5.70%) Gradient updating time = 0.00 (2.45%) Inner solver time = 0.00 (4.71%) Working set time = 0.00 (0.17%) optimization finished, #iter = 1 1 | 0.01 | 337 | 0.00 | 0.00 | 0.000958634 nu = 0.018622 obj = -23.089592, rho = -0.688230 Gradient updating time = 0.00 (2.71%) Working set time = 0.00 (0.19%) optimization finished, #iter = 1 nSV = 98, nBSV = 0 nu = 0.011277 obj = -13.869200, rho = -0.946315 nSV = 92, nBSV = 0 Total opt. time = 0.01 Problem setup time = 0.01 (87.71%) 1 | 0.01 | 259 | 0.00 | 0.00 | 0.000968254 Inner solver time = 0.00 (8.98%) Gradient updating time = 0.00 (2.67%) Total opt. time = 0.01 Problem setup time = 0.01 (89.69%) Inner solver time = 0.00 (6.69%) Gradient updating time = 0.00 (3.12%) Working set time = 0.00 (0.19%) optimization finished, #iter = 1 Working set time = 0.00 (0.19%) optimization finished, #iter = 1 nu = 0.029284 obj = -35.872851, rho = -0.740941 nSV = 105, nBSV = 0 nu = 0.042331 obj = -51.010037, rho = -0.462010 nSV = 100, nBSV = 0 1 | 0.01 | 1 | 0.01 | 327 | 0.00 | 0.00 | 0.000981149 Total opt. time = 0.01 Problem setup time = 0.01 (87.34%) Inner solver time = 0.00 (9.12%) Gradient updating time = 0.00 (2.81%) Working set time = 0.00 (0.19%) optimization finished, #iter = 1 nu = 0.068561 obj = -85.020234, rho = -0.747447 nSV = 105, nBSV = 0 376 | 0.00 | 0.00 | 0.000825964 Total opt. time = 0.01 Problem setup time = 0.01 (85.30%) Inner solver time = 0.00 (11.76%) Gradient updating time = 0.00 (2.42%) Working set time = 0.00 (0.15%) optimization finished, #iter = 1 nu = 0.100729 obj = -130.862582, rho = 0.685307 nSV = 97, nBSV = 2 1 | 0.01 | 225 | 0.00 | 0.00 | 0.000997871 Total opt. time = 0.01 Problem setup time = 0.01 (91.34%) Inner solver time = 0.00 (5.38%) Gradient updating time = 0.00 (2.60%) 892 classifier 1124: 22-24 with 240 and 240 samples 261 classifier 1125: 5-22 with 238 and 238 samples Working set time = 0.00 (0.16%) optimization finished, #iter = 1 439 classifier 1127: 9-26 with 237 and 237 samples 959 classifier 1128: 24-36 with 237 and 237 samples 177 classifier 1129: 3-31 with 236 and 236 samples 973 classifier 1130: 24-50 with 236 and 236 samples 275 classifier 1131: 5-36 with 235 and 235 samples nu = 0.031950 1315 classifier 1126: 46-51 with 238 and 238 samples obj = -38.341027, rho = -0.737633 Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 1287 classifier 1132: 42-49 with 235 and 235 samples nSV = 85, nBSV = 0 Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 174 classifier 1133: 3-28 with 234 and 234 samples 645 classifier 1139: 14-37 with 232 and 232 samples Initializing gradient...done. Initializing gradient...done. Initializing gradient...done. 289 classifier 1134: 5-50 with 234 and 234 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation 458 classifier 1135: 9-45 with 234 and 234 samples it | setup time | solver it | solver time | gradient time | kkt violation 638 classifier 1138: 14-30 with 232 and 232 samples 189 classifier 1137: 3-43 with 232 and 232 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 910 classifier 1136: 22-42 with 233 and 233 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation 1 | 0.01 | 115 | 0.00 | 0.00 | 0.000984537 Total opt. time = 0.01 Problem setup time = 0.01 (94.52%) Inner solver time = 0.00 (2.80%) Gradient updating time = 0.00 (2.13%) Working set time = 0.00 (0.15%) optimization finished, #iter = 1 nu = 0.009859 obj = -11.533553, rho = -0.830869 nSV = 57, nBSV = 0 1 | 0.01 | 127 | 0.00 | 0.00 | 0.000995604 Total opt. time = 0.01 Problem setup time = 0.01 (93.90%) Inner solver time = 0.00 (3.05%) Gradient updating time = 0.00 (2.49%) 1 | 0.01 | 174 | 0.00 | 0.00 | 0.000810052 Working set time = 0.00 (0.16%) optimization finished, #iter = 1 Total opt. time = 0.01 Problem setup time = 0.01 (92.48%) Inner solver time = 0.00 (4.45%) Gradient updating time = 0.00 (2.41%) Working set time = 0.00 (0.23%) optimization finished, #iter = 1 nu = 0.006137 obj = -7.240875, rho = -0.891401 nu = 0.012482 obj = -14.665459, rho = -0.456161 nSV = 80, nBSV = 0 nSV = 68, nBSV = 0 1 | 0.01 | 209 | 0.00 | 0.00 | 0.000965795 Total opt. time = 0.01 Problem setup time = 0.01 (91.32%) Inner solver time = 0.00 (6.18%) Gradient updating time = 0.00 (1.77%) Working set time = 0.00 (0.20%) optimization finished, #iter = 1 nu = 0.051564 obj = -61.070441, rho = 1.430233 nSV = 54, nBSV = 1 1 | 0.01 | 183 | 0.00 | 0.00 | 0.000983701 Total opt. time = 0.01 Problem setup time = 0.01 (91.42%) Inner solver time = 0.00 (4.90%) Gradient updating time = 0.00 (2.88%) Working set time = 0.00 (0.23%) optimization finished, #iter = 1 nu = 0.005038 1 | 0.01 | 242 | 0.00 | 0.00 | 0.000824693 obj = -5.919550, rho = -0.799243 Total opt. time = 0.01 Problem setup time = 0.01 (91.90%) Inner solver time = 0.00 (5.67%) Gradient updating time = 0.00 (1.87%) Working set time = 0.00 (0.17%) optimization finished, #iter = 1 1 | 0.01 | nu = 0.081858 obj = -100.362069, rho = -2.522731 1 | 0.01 | nSV = 60, nBSV = 4 nSV = 89, nBSV = 0 1 | 0.01 | 168 | 0.00 | 0.00 | 0.000993944 Total opt. time = 0.01 Problem setup time = 0.01 (93.06%) Inner solver time = 0.00 (4.72%) Gradient updating time = 0.00 (1.69%) Working set time = 0.00 (0.14%) optimization finished, #iter = 1 1 | 0.01 | 236 | 0.00 | 0.00 | 0.000919226 1 | 0.01 | 1 | 0.01 | 215 | 0.00 | 0.00 | 0.000926975 nu = 0.057573 obj = -69.671948, rho = 1.507698 nSV = 47, nBSV = 1 Total opt. time = 0.01 Problem setup time = 0.01 (91.46%) Inner solver time = 0.00 (5.74%) Gradient updating time = 0.00 (2.28%) Total opt. time = 0.01 1 | 0.01 | 313 | 0.00 | 0.00 | 0.000997938 Problem setup time = 0.01 (91.04%) Inner solver time = 0.00 (5.49%) 1 | 0.01 | Gradient updating time = 0.00 (2.73%) Working set time = 0.00 (0.17%) Working set time = 0.00 (0.14%) optimization finished, #iter = 1 optimization finished, #iter = 1 Total opt. time = 0.01 Problem setup time = 0.01 (88.72%) nu = 0.025281 nu = 0.029233 obj = -34.787032, rho = -0.516449 nSV = 81, nBSV = 0 obj = -29.961219, rho = -0.716920 nSV = 88, nBSV = 0 Inner solver time = 0.00 (8.27%) Gradient updating time = 0.00 (2.43%) Working set time = 0.00 (0.17%) optimization finished, #iter = 1 nu = 0.033565 1 | 0.01 | obj = -39.274729, rho = -0.501600 nSV = 92, nBSV = 0 370 | 0.00 | 0.00 | 0.00089899 Total opt. time = 0.01 1 | 0.01 | 308 | 0.00 | 0.00 | 0.000983912 Problem setup time = 0.01 (84.70%) Inner solver time = 0.00 (11.38%) Gradient updating time = 0.00 (3.18%) Total opt. time = 0.01 Problem setup time = 0.01 (87.51%) Working set time = 0.00 (0.20%) optimization finished, #iter = 1 Inner solver time = 0.00 (9.39%) Gradient updating time = 0.00 (2.48%) Working set time = 0.00 (0.15%) nu = 0.048433 optimization finished, #iter = 1 obj = -56.184484, rho = -0.860202 nSV = 128, nBSV = 0 nu = 0.043077 1313 classifier 1140: 46-49 with 232 and 232 samples obj = -51.048098, rho = -0.472942 nSV = 93, nBSV = 0 Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 493 | 0.00 | 0.00 | 0.000970973 Total opt. time = 0.01 Problem setup time = 0.01 (80.77%) Inner solver time = 0.00 (15.57%) Gradient updating time = 0.00 (3.02%) Working set time = 0.00 (0.18%) optimization finished, #iter = 1 nu = 0.101550 obj = -118.400201, rho = 0.060107 nSV = 141, nBSV = 1 467 | 0.00 | 0.00 | 0.000978115 Total opt. time = 0.01 Problem setup time = 0.01 (82.56%) Inner solver time = 0.00 (14.01%) Gradient updating time = 0.00 (2.85%) Working set time = 0.00 (0.15%) optimization finished, #iter = 1 586 | 0.00 | 0.00 | 0.000907884 nu = 0.137401 obj = -165.013548, rho = -0.174600 Total opt. time = 0.01 nSV = 134, nBSV = 3 Problem setup time = 0.01 (79.72%) Inner solver time = 0.00 (16.61%) Gradient updating time = 0.00 (3.05%) Working set time = 0.00 (0.17%) optimization finished, #iter = 1 nu = 0.124456 obj = -146.899285, rho = -0.716206 nSV = 154, nBSV = 2 550 | 0.00 | 0.00 | 0.000979709 Total opt. time = 0.01 Problem setup time = 0.01 (79.94%) Inner solver time = 0.00 (16.64%) Gradient updating time = 0.00 (2.89%) Working set time = 0.00 (0.15%) optimization finished, #iter = 1 nu = 0.166624 obj = -198.760567, rho = 0.258559 nSV = 154, nBSV = 4 1 | 0.01 | 158 | 0.00 | 0.00 | 0.000925637 Total opt. time = 0.01 Problem setup time = 0.01 (92.78%) 1102 classifier 1141: 30-38 with 231 and 231 samples 1221 classifier 1142: 37-38 with 231 and 231 samples 914 classifier 1143: 22-46 with 230 and 230 samples 1288 classifier 1145: 42-50 with 229 and 229 samples Inner solver time = 0.00 (3.90%) 787 classifier 1147: 18-41 with 228 and 228 samples 1052 classifier 1148: 28-31 with 228 and 228 samples 1211 classifier 1144: 36-42 with 230 and 230 samples Gradient updating time = 0.00 (2.56%) Working set time = 0.00 (0.23%) optimization finished, #iter = 1 634 classifier 1146: 14-26 with 228 and 228 samples nu = 0.008295 obj = -9.621488, rho = -0.721717 Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 1215 classifier 1150: 36-46 with 227 and 227 samples nSV = 73, nBSV = 0 Initializing gradient...done. Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 1012 classifier 1149: 26-38 with 227 and 227 samples 1241 classifier 1156: 38-45 with 224 and 224 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation 653 classifier 1154: 14-45 with 225 and 225 samples 1314 classifier 1153: 46-50 with 226 and 226 samples Initializing gradient...done. 1127 classifier 1152: 31-43 with 226 and 226 samples it | setup time | solver it | solver time | gradient time | kkt violation 181 classifier 1151: 3-35 with 226 and 226 samples Initializing gradient...done. 1064 classifier 1155: 28-43 with 224 and 224 samples it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 1 | 0.01 | 130 | 0.00 | 0.00 | 0.000945653 Total opt. time = 0.01 Problem setup time = 0.01 (94.35%) Inner solver time = 0.00 (3.13%) Gradient updating time = 0.00 (1.94%) Working set time = 0.00 (0.16%) optimization finished, #iter = 1 nu = 0.011670 obj = -13.185570, rho = -0.903042 nSV = 52, nBSV = 0 1 | 0.01 | 121 | 0.00 | 0.00 | 0.000828352 Total opt. time = 0.01 Problem setup time = 0.01 (94.00%) Inner solver time = 0.00 (3.81%) Gradient updating time = 0.00 (1.54%) Working set time = 0.00 (0.21%) 1 | 0.01 | 198 | 0.00 | 0.00 | 0.000947938 optimization finished, #iter = 1 Total opt. time = 0.01 Problem setup time = 0.01 (91.17%) nu = 0.022297 obj = -25.641606, rho = 1.007100 1 | 0.01 | 169 | 0.00 | 0.00 | 0.000916478 Inner solver time = 0.00 (5.64%) Gradient updating time = 0.00 (2.38%) nSV = 40, nBSV = 0 Total opt. time = 0.01 Problem setup time = 0.01 (92.34%) Inner solver time = 0.00 (4.24%) Gradient updating time = 0.00 (2.78%) Working set time = 0.00 (0.20%) optimization finished, #iter = 1 Working set time = 0.00 (0.18%) optimization finished, #iter = 1 nu = 0.006771 obj = -7.752777, rho = -0.864873 nSV = 82, nBSV = 0 nu = 0.023681 obj = -26.520340, rho = -0.313874 nSV = 66, nBSV = 0 1119 classifier 1157: 31-35 with 220 and 220 samples 1 | 0.01 | 212 | 0.00 | 0.00 | 0.000979901 Total opt. time = 0.01 Problem setup time = 0.01 (90.45%) Inner solver time = 0.00 (6.64%) Gradient updating time = 0.00 (2.27%) Working set time = 0.00 (0.18%) optimization finished, #iter = 1 nu = 0.038407 obj = -43.592202, rho = 0.202335 nSV = 67, nBSV = 0 Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 1 | 0.01 | 196 | 0.00 | 0.00 | 0.000998348 Total opt. time = 0.01 Problem setup time = 0.01 (89.80%) Inner solver time = 0.00 (6.96%) Gradient updating time = 0.00 (2.68%) Working set time = 0.00 (0.16%) optimization finished, #iter = 1 nu = 0.016711 obj = -18.967234, rho = 0.382611 nSV = 78, nBSV = 0 1 | 0.01 | 1 | 0.01 | 1 | 0.01 | 166 | 0.00 | 0.00 | 0.000999891 1 | 0.01 | Total opt. time = 0.01 Problem setup time = 0.01 (91.81%) Inner solver time = 0.00 (5.22%) Gradient updating time = 0.00 (2.43%) Working set time = 0.00 (0.16%) optimization finished, #iter = 1 nu = 0.014054 obj = -16.233086, rho = 0.206273 nSV = 64, nBSV = 0 1 | 0.01 | 267 | 0.00 | 0.00 | 0.000955234 Total opt. time = 0.01 Problem setup time = 0.01 (87.88%) Inner solver time = 0.00 (7.66%) Gradient updating time = 0.00 (3.63%) 1 | 0.01 | 200 | 0.00 | 0.00 | 0.000938947 Working set time = 0.00 (0.19%) optimization finished, #iter = 1 Total opt. time = 0.01 nu = 0.037459 Problem setup time = 0.01 (89.47%) Inner solver time = 0.00 (7.06%) obj = -42.700782, rho = -0.737889 nSV = 108, nBSV = 0 Gradient updating time = 0.00 (2.77%) Working set time = 0.00 (0.24%) optimization finished, #iter = 1 nu = 0.024196 obj = -27.825499, rho = 0.690211 nSV = 86, nBSV = 0 1 | 0.01 | 1 | 0.01 | 347 | 0.00 | 0.00 | 0.000993157 Total opt. time = 0.01 Problem setup time = 0.01 (85.79%) Inner solver time = 0.00 (10.01%) Gradient updating time = 0.00 (3.40%) Working set time = 0.00 (0.17%) optimization finished, #iter = 1 nu = 0.068126 obj = -77.584263, rho = -0.775087 nSV = 125, nBSV = 2 1 | 0.01 | 298 | 0.00 | 0.00 | 0.000964387 Total opt. time = 0.01 Problem setup time = 0.01 (87.18%) Inner solver time = 0.00 (8.75%) Gradient updating time = 0.00 (3.34%) Working set time = 0.00 (0.17%) optimization finished, #iter = 1 nu = 0.052196 obj = -59.564049, rho = -0.776313 nSV = 107, nBSV = 1 382 | 0.00 | 0.00 | 0.000982039 Total opt. time = 0.01 Problem setup time = 0.01 (84.41%) Inner solver time = 0.00 (11.96%) Gradient updating time = 0.00 (3.03%) Working set time = 0.00 (0.15%) optimization finished, #iter = 1 nu = 0.059388 obj = -67.110784, rho = -0.016836 nSV = 123, nBSV = 0 1 | 0.01 | 300 | 0.00 | 0.00 | 0.000966084 Total opt. time = 0.01 Problem setup time = 0.01 (86.92%) Inner solver time = 0.00 (9.89%) Gradient updating time = 0.00 (2.44%) Working set time = 0.00 (0.18%) optimization finished, #iter = 1 nu = 0.064429 obj = -74.418856, rho = 0.215999 nSV = 82, nBSV = 0 463 | 0.00 | 0.00 | 0.000991277 Total opt. time = 0.01 Problem setup time = 0.01 (80.80%) Inner solver time = 0.00 (15.70%) Gradient updating time = 0.00 (2.87%) Working set time = 0.00 (0.14%) optimization finished, #iter = 1 nu = 0.113741 obj = -127.389014, rho = -0.120093 nSV = 134, nBSV = 0 502 | 0.00 | 0.00 | 0.000941559 Total opt. time = 0.01 Problem setup time = 0.01 (80.82%) Inner solver time = 0.00 (15.76%) Gradient updating time = 0.00 (2.91%) Working set time = 0.00 (0.16%) optimization finished, #iter = 1 nu = 0.137856 obj = -162.220204, rho = 0.366032 nSV = 144, nBSV = 5 545 | 0.00 | 0.00 | 0.000974611 Total opt. time = 0.01 Problem setup time = 0.01 (79.55%) Inner solver time = 0.00 (17.15%) Gradient updating time = 0.00 (2.74%) Working set time = 0.00 (0.13%) optimization finished, #iter = 1 nu = 0.138106 obj = -157.446530, rho = -0.442252 nSV = 141, nBSV = 0 1 | 0.01 | 375 | 0.00 | 0.00 | 0.000917593 Total opt. time = 0.01 Problem setup time = 0.01 (84.70%) Inner solver time = 0.00 (11.82%) Gradient updating time = 0.00 (2.76%) 1056 classifier 1158: 28-35 with 218 and 218 samples Working set time = 0.00 (0.18%) optimization finished, #iter = 1 797 classifier 1160: 18-51 with 216 and 216 samples 1197 classifier 1161: 35-43 with 216 and 216 samples 795 classifier 1164: 18-49 with 210 and 210 samples 649 classifier 1165: 14-41 with 208 and 208 samples nu = 0.050335 179 classifier 1162: 3-33 with 214 and 214 samples 186 classifier 1163: 3-40 with 210 and 210 samples 454 classifier 1159: 9-41 with 217 and 217 samples obj = -55.368511, rho = 0.200614 nSV = 110, nBSV = 0 768 classifier 1166: 18-22 with 208 and 208 samples 1124 classifier 1173: 31-40 with 204 and 204 samples Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 1237 classifier 1168: 38-41 with 207 and 207 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 1117 classifier 1167: 31-33 with 208 and 208 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation 464 classifier 1170: 9-51 with 205 and 205 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 1054 classifier 1169: 28-33 with 206 and 206 samples it | setup time | solver it | solver time | gradient time | kkt violation 796 classifier 1172: 18-50 with 204 and 204 samples 782 classifier 1171: 18-36 with 205 and 205 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 1 | 0.01 | 166 | 0.00 | 0.00 | 0.000995373 Total opt. time = 0.01 Problem setup time = 0.01 (92.49%) Inner solver time = 0.00 (4.79%) Gradient updating time = 0.00 (2.03%) Working set time = 0.00 (0.23%) optimization finished, #iter = 1 nu = 0.029705 obj = -30.743428, rho = -0.385125 nSV = 55, nBSV = 0 1 | 0.01 | 138 | 0.00 | 0.00 | 0.000822941 Total opt. time = 0.01 Problem setup time = 0.01 (93.80%) Inner solver time = 0.00 (3.67%) Gradient updating time = 0.00 (1.57%) Working set time = 0.00 (0.24%) optimization finished, #iter = 1 nu = 0.037669 obj = -39.174598, rho = -1.554631 nSV = 39, nBSV = 0 1 | 0.01 | 257 | 0.00 | 0.00 | 0.000881863 Total opt. time = 0.01 Problem setup time = 0.01 (89.18%) Inner solver time = 0.00 (7.61%) Gradient updating time = 0.00 (2.55%) Working set time = 0.00 (0.20%) optimization finished, #iter = 1 nu = 0.028112 obj = -28.814988, rho = -0.496896 nSV = 85, nBSV = 0 1 | 0.01 | 181 | 0.00 | 0.00 | 0.00099729 Total opt. time = 0.01 Problem setup time = 0.01 (90.09%) Inner solver time = 0.00 (5.28%) Gradient updating time = 0.00 (3.78%) Working set time = 0.00 (0.21%) optimization finished, #iter = 1 1 | 0.01 | 220 | 0.00 | 0.00 | 0.000977291 nu = 0.004823 obj = -4.919108, rho = -0.855521 Total opt. time = 0.01 nSV = 97, nBSV = 0 Problem setup time = 0.01 (89.55%) Inner solver time = 0.00 (6.29%) Gradient updating time = 0.00 (3.23%) Working set time = 0.00 (0.22%) optimization finished, #iter = 1 nu = 0.032754 obj = -33.571337, rho = -0.701025 nSV = 85, nBSV = 0 1 | 0.01 | 275 | 0.00 | 0.00 | 0.000999647 Total opt. time = 0.01 Problem setup time = 0.01 (87.96%) Inner solver time = 0.00 (8.15%) Gradient updating time = 0.00 (3.18%) Working set time = 0.00 (0.23%) optimization finished, #iter = 1 1 | 0.01 | 211 | 0.00 | 0.00 | 0.000989904 Total opt. time = 0.01 Problem setup time = 0.01 (89.83%) Inner solver time = 0.00 (6.20%) Gradient updating time = 0.00 (3.25%) Working set time = 0.00 (0.20%) optimization finished, #iter = 1 nu = 0.045087 obj = -46.892264, rho = -0.779166 nSV = 106, nBSV = 0 nu = 0.006250 obj = -6.562531, rho = -0.818985 nSV = 97, nBSV = 0 1 | 0.01 | 1 | 0.01 | 1 | 0.01 | 1 | 0.01 | 380 | 0.00 | 0.00 | 0.000979288 Total opt. time = 0.01 Problem setup time = 0.01 (81.52%) Inner solver time = 0.00 (14.56%) Gradient updating time = 0.00 (3.07%) Working set time = 0.00 (0.19%) optimization finished, #iter = 1 nu = 0.121463 1 | 0.01 | obj = -128.235397, rho = -0.028932 nSV = 108, nBSV = 5 1164 classifier 1174: 33-43 with 204 and 204 samples 451 | 0.00 | 0.00 | 0.000988166 Total opt. time = 0.01 Problem setup time = 0.01 (81.20%) Inner solver time = 0.00 (15.03%) Gradient updating time = 0.00 (3.06%) Working set time = 0.00 (0.21%) optimization finished, #iter = 1 nu = 0.147221 obj = -157.088989, rho = 0.076808 nSV = 116, nBSV = 2 Initializing gradient...done. 1 | 0.01 | 1 | 0.01 | 299 | 0.00 | 0.00 | 0.000985679 it | setup time | solver it | solver time | gradient time | kkt violation Total opt. time = 0.01 Problem setup time = 0.01 (88.04%) Inner solver time = 0.00 (8.52%) 502 | 0.00 | 0.00 | 0.000952908 1 | 0.01 | Gradient updating time = 0.00 (2.81%) Working set time = 0.00 (0.18%) optimization finished, #iter = 1 Total opt. time = 0.01 Problem setup time = 0.01 (79.29%) nu = 0.030557 obj = -33.155173, rho = -0.572200 nSV = 87, nBSV = 0 Inner solver time = 0.00 (17.23%) Gradient updating time = 0.00 (2.81%) Working set time = 0.00 (0.17%) optimization finished, #iter = 1 nu = 0.154079 obj = -160.284571, rho = -0.422358 nSV = 140, nBSV = 2 1 | 0.01 | 208 | 0.00 | 0.00 | 0.000951013 Total opt. time = 0.01 Problem setup time = 0.01 (87.43%) Inner solver time = 0.00 (6.48%) Gradient updating time = 0.00 (5.24%) Working set time = 0.00 (0.22%) optimization finished, #iter = 1 nu = 0.013906 obj = -15.019154, rho = -0.678127 nSV = 94, nBSV = 0 494 | 0.00 | 0.00 | 0.000999374 Total opt. time = 0.01 Problem setup time = 0.01 (79.86%) Inner solver time = 0.00 (16.45%) Gradient updating time = 0.00 (3.03%) Working set time = 0.00 (0.17%) optimization finished, #iter = 1 nu = 0.147339 obj = -159.285471, rho = -0.326798 nSV = 131, nBSV = 3 402 | 0.00 | 0.00 | 0.000981794 Total opt. time = 0.01 Problem setup time = 0.01 (82.11%) Inner solver time = 0.00 (13.96%) Gradient updating time = 0.00 (3.09%) Working set time = 0.00 (0.20%) optimization finished, #iter = 1 nu = 0.080220 obj = -86.640455, rho = 0.118097 nSV = 127, nBSV = 0 485 | 0.00 | 0.00 | 0.000859559 Total opt. time = 0.01 Problem setup time = 0.01 (80.82%) Inner solver time = 0.00 (15.90%) Gradient updating time = 0.00 (2.74%) Working set time = 0.00 (0.17%) optimization finished, #iter = 1 nu = 0.143043 obj = -163.169452, rho = -0.239504 nSV = 146, nBSV = 3 676 | 0.00 | 0.00 | 0.000972401 Total opt. time = 0.01 Problem setup time = 0.01 (75.55%) Inner solver time = 0.00 (21.37%) Gradient updating time = 0.00 (2.47%) Working set time = 0.00 (0.16%) optimization finished, #iter = 1 nu = 0.218156 obj = -242.696254, rho = -0.399312 nSV = 159, nBSV = 5 1 | 0.01 | 472 | 0.00 | 0.00 | 0.000998795 Total opt. time = 0.01 Problem setup time = 0.01 (79.76%) 1061 classifier 1175: 28-40 with 202 and 202 samples 178 classifier 1176: 3-32 with 201 and 201 samples Inner solver time = 0.00 (16.65%) Gradient updating time = 0.00 (2.75%) 462 classifier 1178: 9-49 with 199 and 199 samples 1156 classifier 1179: 33-35 with 198 and 198 samples 435 classifier 1180: 9-22 with 197 and 197 samples 659 classifier 1181: 14-51 with 196 and 196 samples 1116 classifier 1182: 31-32 with 195 and 195 samples Working set time = 0.00 (0.18%) optimization finished, #iter = 1 1262 classifier 1177: 40-43 with 200 and 200 samples nu = 0.164919 Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 1247 classifier 1183: 38-51 with 195 and 195 samples obj = -179.850006, rho = 0.258835 nSV = 140, nBSV = 5 Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 449 classifier 1184: 9-36 with 194 and 194 samples 1245 classifier 1190: 38-49 with 189 and 189 samples Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 1194 classifier 1185: 35-40 with 194 and 194 samples Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 1146 classifier 1188: 32-43 with 191 and 191 samples it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation 1053 classifier 1187: 28-32 with 193 and 193 samples 463 classifier 1186: 9-50 with 193 and 193 samples 657 classifier 1189: 14-49 with 190 and 190 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 1 | 0.01 | 116 | 0.00 | 0.00 | 0.000879911 Total opt. time = 0.01 Problem setup time = 0.01 (92.97%) Inner solver time = 0.00 (3.70%) Gradient updating time = 0.00 (2.26%) Working set time = 0.00 (0.25%) optimization finished, #iter = 1 nu = 0.005489 obj = -5.186949, rho = -0.571099 nSV = 50, nBSV = 0 630 classifier 1191: 14-22 with 188 and 188 samples 1 | 0.01 | 132 | 0.00 | 0.00 | 0.000925144 Initializing gradient...done. Total opt. time = 0.01 Problem setup time = 0.01 (92.68%) Inner solver time = 0.00 (3.94%) Gradient updating time = 0.00 (2.64%) Working set time = 0.00 (0.21%) optimization finished, #iter = 1 it | setup time | solver it | solver time | gradient time | kkt violation nu = 0.008032 obj = -7.749591, rho = -0.814994 nSV = 58, nBSV = 0 1 | 0.01 | 126 | 0.00 | 0.00 | 0.000936624 Total opt. time = 0.01 Problem setup time = 0.01 (93.02%) Inner solver time = 0.00 (3.87%) Gradient updating time = 0.00 (2.27%) Working set time = 0.00 (0.25%) optimization finished, #iter = 1 nu = 0.014558 obj = -14.193342, rho = -0.295365 nSV = 51, nBSV = 0 1 | 0.01 | 207 | 0.00 | 0.00 | 0.000987377 1 | 0.01 | 114 | 0.00 | 0.00 | 0.000991245 Total opt. time = 0.01 Problem setup time = 0.01 (94.28%) Inner solver time = 0.00 (3.23%) Gradient updating time = 0.00 (1.60%) Working set time = 0.00 (0.22%) optimization finished, #iter = 1 Total opt. time = 0.01 nu = 0.043674 obj = -43.375517, rho = -1.181525 Problem setup time = 0.01 (88.68%) nSV = 35, nBSV = 1 Inner solver time = 0.00 (6.83%) Gradient updating time = 0.00 (3.44%) Working set time = 0.00 (0.24%) optimization finished, #iter = 1 1 | 0.01 | 167 | 0.00 | 0.00 | 0.000952877 nu = 0.025194 obj = -23.933016, rho = -0.847959 Total opt. time = 0.01 Problem setup time = 0.01 (91.03%) nSV = 98, nBSV = 0 Inner solver time = 0.00 (5.11%) Gradient updating time = 0.00 (3.03%) Working set time = 0.00 (0.22%) optimization finished, #iter = 1 nu = 0.017057 obj = -16.546544, rho = -0.425118 nSV = 72, nBSV = 0 1 | 0.01 | 215 | 0.00 | 0.00 | 0.000997814 Total opt. time = 0.01 Problem setup time = 0.01 (89.28%) Inner solver time = 0.00 (6.72%) Gradient updating time = 0.00 (3.24%) Working set time = 0.00 (0.20%) optimization finished, #iter = 1 nu = 0.028640 obj = -28.066265, rho = -0.696392 nSV = 95, nBSV = 0 1 | 0.01 | 1 | 0.01 | 170 | 0.00 | 0.00 | 0.000917616 Total opt. time = 0.01 Problem setup time = 0.01 (90.11%) Inner solver time = 0.00 (6.11%) Gradient updating time = 0.00 (2.79%) Working set time = 0.00 (0.23%) optimization finished, #iter = 1 1 | 0.01 | 326 | 0.00 | 0.00 | 0.000980817 nu = 0.007267 Total opt. time = 0.01 Problem setup time = 0.01 (84.66%) Inner solver time = 0.00 (11.46%) obj = -7.229859, rho = -0.710859 nSV = 73, nBSV = 0 Gradient updating time = 0.00 (3.13%) Working set time = 0.00 (0.21%) optimization finished, #iter = 1 nu = 0.084762 obj = -82.642489, rho = -0.510498 nSV = 88, nBSV = 0 1 | 0.01 | 349 | 0.00 | 0.00 | 0.000929331 Total opt. time = 0.01 Problem setup time = 0.01 (83.19%) Inner solver time = 0.00 (13.00%) Gradient updating time = 0.00 (3.00%) Working set time = 0.00 (0.23%) 1 | 0.01 | 375 | 0.00 | 0.00 | 0.000976012 optimization finished, #iter = 1 Total opt. time = 0.01 nu = 0.041711 obj = -40.462638, rho = -0.280125 nSV = 106, nBSV = 0 1 | 0.01 | 379 | 0.00 | 0.00 | 0.000995637 Problem setup time = 0.01 (82.60%) Inner solver time = 0.00 (14.03%) Total opt. time = 0.01 Gradient updating time = 0.00 (2.66%) Working set time = 0.00 (0.18%) optimization finished, #iter = 1 Problem setup time = 0.01 (80.83%) Inner solver time = 0.00 (15.06%) Gradient updating time = 0.00 (3.18%) Working set time = 0.00 (0.25%) optimization finished, #iter = 1 nu = 0.069770 obj = -66.632188, rho = 0.583083 nu = 0.099598 obj = -98.297796, rho = -0.712315 nSV = 105, nBSV = 3 nSV = 108, nBSV = 0 1 | 0.01 | 1 | 0.01 | 340 | 0.00 | 0.00 | 0.000987908 Total opt. time = 0.01 Problem setup time = 0.01 (84.13%) Inner solver time = 0.00 (11.91%) Gradient updating time = 0.00 (3.23%) Working set time = 0.00 (0.18%) optimization finished, #iter = 1 357 | 0.00 | 0.00 | 0.000911067 Total opt. time = 0.01 Problem setup time = 0.01 (82.08%) Inner solver time = 0.00 (13.95%) Gradient updating time = 0.00 (3.04%) nu = 0.102027 obj = -102.538689, rho = -0.753899 nSV = 101, nBSV = 0 Working set time = 0.00 (0.22%) optimization finished, #iter = 1 nu = 0.079873 obj = -79.076261, rho = 0.177576 nSV = 111, nBSV = 0 1 | 0.01 | 383 | 0.00 | 0.00 | 0.000963376 Total opt. time = 0.01 Problem setup time = 0.01 (83.15%) Inner solver time = 0.00 (13.26%) Gradient updating time = 0.00 (2.85%) Working set time = 0.00 (0.22%) optimization finished, #iter = 1 nu = 0.091200 obj = -93.204966, rho = -0.573779 nSV = 112, nBSV = 1 456 | 0.00 | 0.00 | 0.000976422 Total opt. time = 0.01 Problem setup time = 0.01 (79.07%) Inner solver time = 0.00 (17.23%) Gradient updating time = 0.00 (2.95%) Working set time = 0.00 (0.16%) optimization finished, #iter = 1 nu = 0.141397 obj = -145.960583, rho = 0.499683 nSV = 129, nBSV = 1 1 | 0.01 | 114 | 0.00 | 0.00 | 0.000995497 Total opt. time = 0.01 Problem setup time = 0.01 (94.29%) Inner solver time = 0.00 (3.36%) Gradient updating time = 0.00 (1.22%) Working set time = 0.00 (0.31%) optimization finished, #iter = 1 nu = 0.048685 obj = -45.764345, rho = -1.476964 nSV = 32, nBSV = 0 906 classifier 1192: 22-38 with 187 and 187 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 1 | 0.01 | 203 | 0.00 | 0.00 | 0.000945047 Total opt. time = 0.01 644 classifier 1193: 14-36 with 185 and 185 samples 1138 classifier 1194: 32-35 with 185 and 185 samples Problem setup time = 0.01 (89.42%) Inner solver time = 0.00 (7.78%) 658 classifier 1195: 14-50 with 184 and 184 samples 1207 classifier 1196: 36-38 with 184 and 184 samples 1246 classifier 1197: 38-50 with 183 and 183 samples 1161 classifier 1198: 33-40 with 182 and 182 samples 176 classifier 1199: 3-30 with 179 and 179 samples Gradient updating time = 0.00 (1.80%) Working set time = 0.00 (0.24%) 183 classifier 1200: 3-37 with 179 and 179 samples optimization finished, #iter = 1 Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 1095 classifier 1202: 30-31 with 173 and 173 samples nu = 0.088944 Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation 172 classifier 1201: 3-26 with 175 and 175 samples obj = -88.741618, rho = 1.111990 nSV = 50, nBSV = 3 it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation 1051 classifier 1206: 28-30 with 171 and 171 samples 1005 classifier 1208: 26-31 with 169 and 169 samples 191 classifier 1205: 3-45 with 172 and 172 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 1136 classifier 1204: 32-33 with 173 and 173 samples 1121 classifier 1203: 31-37 with 173 and 173 samples 1058 classifier 1207: 28-37 with 171 and 171 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation 1 | 0.00 | 231 | 0.00 | 0.00 | 0.000963762 Total opt. time = 0.01 Problem setup time = 0.00 (86.93%) Inner solver time = 0.00 (9.18%) Gradient updating time = 0.00 (2.90%) Working set time = 0.00 (0.25%) optimization finished, #iter = 1 nu = 0.055697 obj = -47.620033, rho = -0.878898 nSV = 78, nBSV = 0 1 | 0.00 | 270 | 0.00 | 0.00 | 0.000944584 1 | 0.00 | 242 | 0.00 | 0.00 | 0.00091224 Total opt. time = 0.01 1 | 0.01 | 94 | 0.00 | 0.00 | 0.000989197 Total opt. time = 0.01 Problem setup time = 0.00 (86.60%) Inner solver time = 0.00 (9.62%) Gradient updating time = 0.00 (2.87%) Working set time = 0.00 (0.25%) optimization finished, #iter = 1 Problem setup time = 0.00 (84.09%) Total opt. time = 0.01 Problem setup time = 0.01 (94.12%) Inner solver time = 0.00 (2.97%) Gradient updating time = 0.00 (1.99%) nu = 0.062384 obj = -53.965733, rho = -0.642689 nSV = 78, nBSV = 0 Inner solver time = 0.00 (11.59%) Gradient updating time = 0.00 (3.13%) Working set time = 0.00 (0.24%) optimization finished, #iter = 1 Working set time = 0.00 (0.25%) optimization finished, #iter = 1 nu = 0.004958 obj = -4.536734, rho = -0.670100 nu = 0.086126 nSV = 44, nBSV = 0 1 | 0.00 | 343 | 0.00 | 0.00 | 0.000956282 obj = -73.831185, rho = 0.356201 nSV = 76, nBSV = 1 Total opt. time = 0.01 Problem setup time = 0.00 (83.16%) Inner solver time = 0.00 (13.23%) Gradient updating time = 0.00 (2.67%) Working set time = 0.00 (0.21%) optimization finished, #iter = 1 1107 classifier 1209: 30-43 with 169 and 169 samples nu = 0.118150 obj = -104.334854, rho = -0.396046 nSV = 97, nBSV = 3 Initializing gradient...done. 1 | 0.00 | 292 | 0.00 | 0.00 | 0.000896736 Total opt. time = 0.01 it | setup time | solver it | solver time | gradient time | kkt violation 1 | 0.01 | 114 | 0.00 | 0.00 | 0.000815142 Problem setup time = 0.00 (84.78%) Inner solver time = 0.00 (11.12%) Gradient updating time = 0.00 (3.09%) Working set time = 0.00 (0.29%) optimization finished, #iter = 1 Total opt. time = 0.01 Problem setup time = 0.01 (92.05%) Inner solver time = 0.00 (4.87%) nu = 0.077329 obj = -67.665217, rho = -0.574638 nSV = 82, nBSV = 0 Gradient updating time = 0.00 (2.22%) Working set time = 0.00 (0.23%) optimization finished, #iter = 1 1 | 0.00 | 302 | 0.00 | 0.00 | 0.000975305 nu = 0.009711 obj = -8.934925, rho = 0.194216 nSV = 51, nBSV = 0 Total opt. time = 0.01 Problem setup time = 0.00 (82.76%) Inner solver time = 0.00 (13.60%) 1 | 0.00 | 320 | 0.00 | 0.00 | 0.000976527 1 | 0.00 | 359 | 0.00 | 0.00 | 0.000944009 Total opt. time = 0.01 Gradient updating time = 0.00 (2.84%) Working set time = 0.00 (0.22%) optimization finished, #iter = 1 Total opt. time = 0.01 Problem setup time = 0.00 (82.15%) Inner solver time = 0.00 (13.99%) Problem setup time = 0.00 (81.71%) Inner solver time = 0.00 (14.20%) 1 | 0.01 | 153 | 0.00 | 0.00 | 0.000952737 nu = 0.133315 obj = -116.930355, rho = 0.336312 nSV = 89, nBSV = 2 Total opt. time = 0.01 Gradient updating time = 0.00 (3.08%) Working set time = 0.00 (0.21%) optimization finished, #iter = 1 Problem setup time = 0.01 (90.59%) Inner solver time = 0.00 (5.14%) Gradient updating time = 0.00 (3.36%) Gradient updating time = 0.00 (2.93%) Working set time = 0.00 (0.27%) Working set time = 0.00 (0.23%) optimization finished, #iter = 1 nu = 0.094098 obj = -81.396302, rho = 0.521402 nSV = 87, nBSV = 0 nu = 0.014497 obj = -13.336876, rho = -0.933861 optimization finished, #iter = 1 nSV = 85, nBSV = 0 1 | 0.01 | 202 | 0.00 | 0.00 | 0.000978503 nu = 0.127499 obj = -109.269147, rho = -0.724514 nSV = 104, nBSV = 1 Total opt. time = 0.01 Problem setup time = 0.01 (87.52%) Inner solver time = 0.00 (8.01%) Gradient updating time = 0.00 (3.30%) Working set time = 0.00 (0.29%) optimization finished, #iter = 1 nu = 0.037362 obj = -33.436977, rho = -0.460940 nSV = 76, nBSV = 0 1 | 0.01 | 379 | 0.00 | 0.00 | 0.00098638 Total opt. time = 0.01 Problem setup time = 0.01 (81.98%) Inner solver time = 0.00 (14.31%) Gradient updating time = 0.00 (2.83%) Working set time = 0.00 (0.26%) optimization finished, #iter = 1 nu = 0.107206 obj = -95.954334, rho = -0.704691 nSV = 104, nBSV = 0 1 | 0.01 | 1 | 0.01 | 252 | 0.00 | 0.00 | 0.000936627 Total opt. time = 0.01 Problem setup time = 0.01 (85.48%) Inner solver time = 0.00 (10.55%) Gradient updating time = 0.00 (3.00%) Working set time = 0.00 (0.23%) optimization finished, #iter = 1 nu = 0.040332 obj = -37.307626, rho = 0.551952 nSV = 87, nBSV = 0 1 | 0.01 | 241 | 0.00 | 0.00 | 0.000961773 Total opt. time = 0.01 Problem setup time = 0.01 (85.81%) Inner solver time = 0.00 (10.00%) Gradient updating time = 0.00 (3.21%) Working set time = 0.00 (0.24%) optimization finished, #iter = 1 nu = 0.030136 obj = -27.875175, rho = -0.706077 nSV = 93, nBSV = 0 471 | 0.00 | 0.00 | 0.000923217 Total opt. time = 0.01 Problem setup time = 0.01 (77.85%) Inner solver time = 0.00 (18.68%) Gradient updating time = 0.00 (2.70%) Working set time = 0.00 (0.20%) optimization finished, #iter = 1 nu = 0.196907 obj = -196.452179, rho = -0.190440 nSV = 124, nBSV = 6 1 | 0.00 | 360 | 0.00 | 0.00 | 0.000965598 Total opt. time = 0.01 Problem setup time = 0.00 (80.34%) Inner solver time = 0.00 (15.90%) 1226 classifier 1211: 37-43 with 169 and 169 samples Gradient updating time = 0.00 (2.69%) Working set time = 0.00 (0.21%) 1002 classifier 1212: 26-28 with 167 and 167 samples 1129 classifier 1213: 31-45 with 166 and 166 samples 1017 classifier 1214: 26-43 with 165 and 165 samples 1066 classifier 1215: 28-45 with 164 and 164 samples 1099 classifier 1216: 30-35 with 163 and 163 samples 1191 classifier 1217: 35-37 with 163 and 163 samples optimization finished, #iter = 1 1143 classifier 1210: 32-40 with 169 and 169 samples nu = 0.093662 obj = -79.145650, rho = 0.583799 Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 1291 classifier 1218: 43-45 with 162 and 162 samples nSV = 106, nBSV = 0 Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation 1199 classifier 1220: 35-45 with 156 and 156 samples 1007 classifier 1225: 26-33 with 147 and 147 samples 1009 classifier 1219: 26-35 with 159 and 159 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 1097 classifier 1222: 30-33 with 151 and 151 samples 187 classifier 1221: 3-41 with 155 and 155 samples 1125 classifier 1224: 31-41 with 149 and 149 samples 1158 classifier 1223: 33-37 with 151 and 151 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation 1 | 0.00 | 267 | 0.00 | 0.00 | 0.000974077 Total opt. time = 0.00 1 | 0.00 | 213 | 0.00 | 0.00 | 0.000897487 Problem setup time = 0.00 (82.10%) Inner solver time = 0.00 (13.40%) Total opt. time = 0.00 Problem setup time = 0.00 (85.81%) Inner solver time = 0.00 (9.69%) Gradient updating time = 0.00 (3.31%) Working set time = 0.00 (0.25%) Gradient updating time = 0.00 (3.09%) Working set time = 0.00 (0.27%) optimization finished, #iter = 1 optimization finished, #iter = 1 nu = 0.060179 obj = -45.437598, rho = -0.586253 nu = 0.077759 obj = -57.154656, rho = 0.423018 nSV = 74, nBSV = 0 nSV = 78, nBSV = 0 1062 classifier 1226: 28-41 with 147 and 147 samples Initializing gradient...done. 1 | 0.00 | 360 | 0.00 | 0.00 | 0.00091895 it | setup time | solver it | solver time | gradient time | kkt violation 1 | 0.00 | 279 | 0.00 | 0.00 | 0.00099959 Total opt. time = 0.00 Problem setup time = 0.00 (79.85%) Inner solver time = 0.00 (16.02%) Gradient updating time = 0.00 (2.91%) 1 | 0.00 | 248 | 0.00 | 0.00 | 0.000843796 Total opt. time = 0.00 Problem setup time = 0.00 (84.78%) Inner solver time = 0.00 (11.79%) Working set time = 0.00 (0.26%) optimization finished, #iter = 1 Total opt. time = 0.00 Problem setup time = 0.00 (85.21%) Inner solver time = 0.00 (10.72%) Gradient updating time = 0.00 (2.49%) Working set time = 0.00 (0.23%) optimization finished, #iter = 1 nu = 0.185036 obj = -144.971912, rho = -0.643378 Gradient updating time = 0.00 (3.11%) Working set time = 0.00 (0.22%) optimization finished, #iter = 1 nu = 0.107979 obj = -86.566021, rho = -0.431469 nSV = 92, nBSV = 2 nSV = 93, nBSV = 6 nu = 0.029247 obj = -22.812049, rho = -0.582915 nSV = 86, nBSV = 0 1 | 0.00 | 333 | 0.00 | 0.00 | 0.000996987 Total opt. time = 0.00 Problem setup time = 0.00 (78.69%) Inner solver time = 0.00 (17.07%) Gradient updating time = 0.00 (3.24%) Working set time = 0.00 (0.21%) optimization finished, #iter = 1 nu = 0.110317 obj = -83.289559, rho = 0.444553 nSV = 90, nBSV = 0 1 | 0.00 | 223 | 0.00 | 0.00 | 0.00095032 Total opt. time = 0.00 Problem setup time = 0.00 (84.25%) Inner solver time = 0.00 (11.07%) Gradient updating time = 0.00 (3.54%) Working set time = 0.00 (0.35%) optimization finished, #iter = 1 nu = 0.032684 obj = -25.984188, rho = 0.473572 nSV = 80, nBSV = 0 1 | 0.00 | 249 | 0.00 | 0.00 | 0.000969269 Total opt. time = 0.01 Problem setup time = 0.00 (85.25%) Inner solver time = 0.00 (10.68%) Gradient updating time = 0.00 (3.03%) Working set time = 0.00 (0.30%) optimization finished, #iter = 1 nu = 0.045504 obj = -37.083965, rho = -0.564842 nSV = 85, nBSV = 0 1 | 0.00 | 254 | 0.00 | 0.00 | 0.000927297 Total opt. time = 0.01 Problem setup time = 0.00 (84.01%) Inner solver time = 0.00 (12.16%) Gradient updating time = 0.00 (2.79%) Working set time = 0.00 (0.26%) optimization finished, #iter = 1 nu = 0.037556 obj = -30.610378, rho = 0.513197 nSV = 85, nBSV = 0 1 | 0.00 | 273 | 0.00 | 0.00 | 0.000912799 1 | 0.00 | 317 | 0.00 | 0.00 | 0.00095031 1 | 0.00 | 196 | 0.00 | 0.00 | 0.000974455 Total opt. time = 0.01 Problem setup time = 0.00 (83.18%) Inner solver time = 0.00 (13.56%) Gradient updating time = 0.00 (2.36%) Total opt. time = 0.01 Total opt. time = 0.01 Problem setup time = 0.00 (86.88%) Working set time = 0.00 (0.25%) optimization finished, #iter = 1 Problem setup time = 0.00 (83.06%) Inner solver time = 0.00 (8.79%) Gradient updating time = 0.00 (3.11%) nu = 0.071437 obj = -58.578857, rho = -0.695633 nSV = 100, nBSV = 0 Inner solver time = 0.00 (12.37%) Gradient updating time = 0.00 (3.31%) Working set time = 0.00 (0.29%) optimization finished, #iter = 1 1 | 0.00 | 250 | 0.00 | 0.00 | 0.000915825 Working set time = 0.00 (0.23%) optimization finished, #iter = 1 nu = 0.054361 Total opt. time = 0.01 Problem setup time = 0.00 (83.77%) nu = 0.051665 obj = -45.393995, rho = 0.698210 nSV = 70, nBSV = 0 Inner solver time = 0.00 (12.03%) Gradient updating time = 0.00 (3.25%) Working set time = 0.00 (0.25%) optimization finished, #iter = 1 obj = -41.849809, rho = -0.635279 nSV = 96, nBSV = 0 nu = 0.060140 obj = -49.618561, rho = 0.599875 nSV = 87, nBSV = 0 1 | 0.00 | 381 | 0.00 | 0.00 | 0.000955975 Total opt. time = 0.01 Problem setup time = 0.00 (80.52%) Inner solver time = 0.00 (15.58%) Gradient updating time = 0.00 (2.92%) Working set time = 0.00 (0.20%) optimization finished, #iter = 1 nu = 0.162126 obj = -139.126107, rho = -0.425362 nSV = 95, nBSV = 3 1 | 0.00 | 325 | 0.00 | 0.00 | 0.00097555 Total opt. time = 0.01 Problem setup time = 0.00 (81.91%) Inner solver time = 0.00 (14.14%) Gradient updating time = 0.00 (3.03%) Working set time = 0.00 (0.24%) optimization finished, #iter = 1 nu = 0.071931 obj = -60.781430, rho = 0.330411 nSV = 81, nBSV = 0 1 | 0.00 | 217 | 0.00 | 0.00 | 0.000989055 Total opt. time = 0.01 Problem setup time = 0.00 (84.75%) Inner solver time = 0.00 (10.86%) Gradient updating time = 0.00 (3.25%) Working set time = 0.00 (0.21%) optimization finished, #iter = 1 nu = 0.019596 obj = -16.559168, rho = 0.563616 nSV = 85, nBSV = 0 1 | 0.00 | 304 | 0.00 | 0.00 | 0.000946017 Total opt. time = 0.00 Problem setup time = 0.00 (83.08%) 1223 classifier 1228: 37-40 with 147 and 147 samples Inner solver time = 0.00 (12.80%) Gradient updating time = 0.00 (2.80%) 1272 classifier 1229: 41-43 with 145 and 145 samples 1166 classifier 1230: 33-45 with 144 and 144 samples 197 classifier 1231: 3-51 with 143 and 143 samples 1014 classifier 1232: 26-40 with 143 and 143 samples 1264 classifier 1233: 40-45 with 140 and 140 samples 1195 classifier 1234: 35-41 with 139 and 139 samples Working set time = 0.00 (0.31%) optimization finished, #iter = 1 Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. 1104 classifier 1227: 30-40 with 147 and 147 samples nu = 0.098291 obj = -72.246505, rho = -0.793399 Initializing gradient...done. Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation 1096 classifier 1235: 30-32 with 138 and 138 samples nSV = 90, nBSV = 0 it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation 195 classifier 1237: 3-49 with 137 and 137 samples 1297 classifier 1242: 43-51 with 133 and 133 samples 1140 classifier 1236: 32-37 with 138 and 138 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 1072 classifier 1240: 28-51 with 135 and 135 samples 168 classifier 1239: 3-22 with 135 and 135 samples 1135 classifier 1238: 31-51 with 137 and 137 samples 1006 classifier 1241: 26-32 with 134 and 134 samples Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation 1 | 0.00 | 149 | 0.00 | 0.00 | 0.000793841 Total opt. time = 0.00 Problem setup time = 0.00 (90.15%) Inner solver time = 0.00 (6.75%) Gradient updating time = 0.00 (1.91%) Working set time = 0.00 (0.31%) optimization finished, #iter = 1 nu = 0.066921 obj = -45.174560, rho = -1.846646 nSV = 37, nBSV = 0 1 | 0.00 | 140 | 0.00 | 0.00 | 0.000980716 1 | 0.00 | 117 | 0.00 | 0.00 | 0.000940923 Total opt. time = 0.00 Total opt. time = 0.00 Problem setup time = 0.00 (89.31%) Inner solver time = 0.00 (6.29%) Gradient updating time = 0.00 (3.11%) Problem setup time = 0.00 (89.96%) Inner solver time = 0.00 (6.06%) Gradient updating time = 0.00 (2.50%) Working set time = 0.00 (0.40%) optimization finished, #iter = 1 Working set time = 0.00 (0.29%) optimization finished, #iter = 1 1 | 0.00 | 200 | 0.00 | 0.00 | 0.000983158 1 | 0.00 | 166 | 0.00 | 0.00 | 0.000929396 nu = 0.023803 obj = -16.425214, rho = 0.092933 Total opt. time = 0.00 Problem setup time = 0.00 (84.66%) Total opt. time = 0.00 Problem setup time = 0.00 (87.52%) Inner solver time = 0.00 (8.20%) Gradient updating time = 0.00 (2.95%) Working set time = 0.00 (0.33%) optimization finished, #iter = 1 1 | 0.00 | 209 | 0.00 | 0.00 | 0.000982504 Inner solver time = 0.00 (9.94%) Gradient updating time = 0.00 (3.46%) nu = 0.032338 obj = -22.475321, rho = -0.526274 nSV = 67, nBSV = 0 nu = 0.012239 obj = -8.382870, rho = -0.708478 nSV = 60, nBSV = 0 Working set time = 0.00 (0.34%) optimization finished, #iter = 1 nSV = 44, nBSV = 0 nu = 0.048910 obj = -32.526331, rho = -0.607254 nSV = 82, nBSV = 0 Total opt. time = 0.00 Problem setup time = 0.00 (85.76%) Inner solver time = 0.00 (10.04%) Gradient updating time = 0.00 (2.93%) Working set time = 0.00 (0.26%) 182 classifier 1243: 3-36 with 132 and 132 samples optimization finished, #iter = 1 Initializing gradient...done. nu = 0.040077 obj = -27.050981, rho = -0.651589 it | setup time | solver it | solver time | gradient time | kkt violation 1 | 0.00 | 179 | 0.00 | 0.00 | 0.000983419 nSV = 72, nBSV = 0 Total opt. time = 0.00 Problem setup time = 0.00 (87.57%) Inner solver time = 0.00 (8.09%) 1 | 0.00 | 198 | 0.00 | 0.00 | 0.000933269 Gradient updating time = 0.00 (3.11%) Working set time = 0.00 (0.31%) optimization finished, #iter = 1 Total opt. time = 0.00 Problem setup time = 0.00 (83.70%) nu = 0.028005 obj = -20.023244, rho = -0.471352 nSV = 71, nBSV = 0 Inner solver time = 0.00 (11.21%) Gradient updating time = 0.00 (3.32%) Working set time = 0.00 (0.40%) optimization finished, #iter = 1 1 | 0.00 | 239 | 0.00 | 0.00 | 0.000980783 nu = 0.091364 obj = -61.219522, rho = -0.166670 1 | 0.00 | 283 | 0.00 | 0.00 | 0.000911959 Total opt. time = 0.00 Problem setup time = 0.00 (85.11%) Inner solver time = 0.00 (11.10%) Gradient updating time = 0.00 (2.48%) Working set time = 0.00 (0.28%) optimization finished, #iter = 1 Total opt. time = 0.00 Problem setup time = 0.00 (81.54%) Inner solver time = 0.00 (14.18%) Gradient updating time = 0.00 (3.08%) Working set time = 0.00 (0.33%) optimization finished, #iter = 1 nSV = 58, nBSV = 0 nu = 0.056510 obj = -39.557850, rho = -0.314576 nSV = 85, nBSV = 0 nu = 0.041192 obj = -28.217014, rho = -0.447293 nSV = 70, nBSV = 0 1 | 0.00 | 249 | 0.00 | 0.00 | 0.000892176 Total opt. time = 0.00 Problem setup time = 0.00 (82.71%) Inner solver time = 0.00 (12.96%) Gradient updating time = 0.00 (3.17%) Working set time = 0.00 (0.30%) optimization finished, #iter = 1 nu = 0.087715 obj = -62.717376, rho = 0.210858 nSV = 70, nBSV = 0 1 | 0.00 | 262 | 0.00 | 0.00 | 0.000936488 Total opt. time = 0.00 Problem setup time = 0.00 (83.39%) Inner solver time = 0.00 (12.51%) Gradient updating time = 0.00 (2.80%) Working set time = 0.00 (0.28%) optimization finished, #iter = 1 nu = 0.088559 obj = -63.763693, rho = -0.453403 nSV = 80, nBSV = 0 1 | 0.00 | 247 | 0.00 | 0.00 | 0.000965798 Total opt. time = 0.00 Problem setup time = 0.00 (80.30%) Inner solver time = 0.00 (15.27%) Gradient updating time = 0.00 (3.03%) Working set time = 0.00 (0.30%) optimization finished, #iter = 1 nu = 0.061275 obj = -45.122053, rho = 0.576740 nSV = 91, nBSV = 1 1 | 0.00 | 181 | 0.00 | 0.00 | 0.000997804 Total opt. time = 0.00 Problem setup time = 0.00 (84.31%) Inner solver time = 0.00 (10.90%) 1 | 0.00 | 428 | 0.00 | 0.00 | 0.000922471 Gradient updating time = 0.00 (3.22%) Working set time = 0.00 (0.32%) optimization finished, #iter = 1 Total opt. time = 0.00 nu = 0.017929 Problem setup time = 0.00 (72.71%) Inner solver time = 0.00 (23.41%) obj = -13.178407, rho = 0.311547 nSV = 69, nBSV = 0 Gradient updating time = 0.00 (2.39%) Working set time = 0.00 (0.30%) optimization finished, #iter = 1 nu = 0.216460 obj = -152.024465, rho = 0.051381 nSV = 96, nBSV = 2 1 | 0.00 | 312 | 0.00 | 0.00 | 0.000961565 Total opt. time = 0.00 Problem setup time = 0.00 (79.62%) Inner solver time = 0.00 (16.23%) Gradient updating time = 0.00 (3.02%) Working set time = 0.00 (0.25%) optimization finished, #iter = 1 nu = 0.100138 obj = -73.599611, rho = 0.239790 nSV = 91, nBSV = 0 1 | 0.00 | 127 | 0.00 | 0.00 | 0.000958129 Total opt. time = 0.00 Problem setup time = 0.00 (89.67%) Inner solver time = 0.00 (5.83%) 1148 classifier 1246: 32-45 with 131 and 131 samples 196 classifier 1244: 3-50 with 131 and 131 samples Gradient updating time = 0.00 (2.76%) Working set time = 0.00 (0.39%) 899 classifier 1247: 22-31 with 129 and 129 samples 1070 classifier 1248: 28-49 with 129 and 129 samples 896 classifier 1249: 22-28 with 127 and 127 samples 1162 classifier 1250: 33-41 with 127 and 127 samples 1205 classifier 1251: 35-51 with 127 and 127 samples 1133 classifier 1245: 31-49 with 131 and 131 samples optimization finished, #iter = 1 Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 1295 classifier 1252: 43-49 with 127 and 127 samples nu = 0.017021 Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation 1120 classifier 1253: 31-36 with 126 and 126 samples obj = -11.233872, rho = -0.356107 nSV = 61, nBSV = 0 it | setup time | solver it | solver time | gradient time | kkt violation 911 classifier 1254: 22-43 with 125 and 125 samples 1212 classifier 1259: 36-43 with 122 and 122 samples 1057 classifier 1256: 28-36 with 124 and 124 samples Initializing gradient...done. 1134 classifier 1255: 31-50 with 125 and 125 samples it | setup time | solver it | solver time | gradient time | kkt violation 1260 classifier 1258: 40-41 with 123 and 123 samples 1071 classifier 1257: 28-50 with 123 and 123 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation 1 | 0.00 | 102 | 0.00 | 0.00 | 0.000867756 Total opt. time = 0.00 Problem setup time = 0.00 (91.34%) Inner solver time = 0.00 (4.99%) Gradient updating time = 0.00 (2.26%) Working set time = 0.00 (0.33%) optimization finished, #iter = 1 1 | 0.00 | 111 | 0.00 | 0.00 | 0.000834676 1 | 0.00 | 100 | 0.00 | 0.00 | 0.000944232 nu = 0.015100 obj = -9.437803, rho = -0.820530 nSV = 38, nBSV = 0 Total opt. time = 0.00 Problem setup time = 0.00 (91.16%) Inner solver time = 0.00 (5.43%) Gradient updating time = 0.00 (1.69%) Working set time = 0.00 (0.31%) optimization finished, #iter = 1 Total opt. time = 0.00 nu = 0.039543 obj = -25.111781, rho = 1.073558 nSV = 26, nBSV = 0 Problem setup time = 0.00 (89.48%) Inner solver time = 0.00 (5.59%) Gradient updating time = 0.00 (2.87%) Working set time = 0.00 (0.46%) optimization finished, #iter = 1 1 | 0.00 | 153 | 0.00 | 0.00 | 0.000994292 nu = 0.016017 obj = -9.850872, rho = -0.881873 Total opt. time = 0.00 Problem setup time = 0.00 (87.59%) Inner solver time = 0.00 (7.86%) Gradient updating time = 0.00 (3.08%) Working set time = 0.00 (0.35%) optimization finished, #iter = 1 nSV = 50, nBSV = 0 nu = 0.031568 obj = -19.572149, rho = -0.580769 1 | 0.00 | 105 | 0.00 | 0.00 | 0.000988407 1 | 0.00 | 140 | 0.00 | 0.00 | 0.000940497 Total opt. time = 0.00 Problem setup time = 0.00 (89.16%) Total opt. time = 0.00 Problem setup time = 0.00 (90.93%) Inner solver time = 0.00 (5.03%) Gradient updating time = 0.00 (2.51%) Working set time = 0.00 (0.33%) optimization finished, #iter = 1 nSV = 69, nBSV = 0 nu = 0.019957 obj = -13.072092, rho = -0.814591 nSV = 49, nBSV = 0 Inner solver time = 0.00 (6.73%) Gradient updating time = 0.00 (2.66%) Working set time = 0.00 (0.38%) optimization finished, #iter = 1 1 | 0.00 | 186 | 0.00 | 0.00 | 0.000940795 1 | 0.00 | 212 | 0.00 | 0.00 | 0.000971169 nu = 0.024862 obj = -15.663707, rho = -0.405216 nSV = 53, nBSV = 0 Total opt. time = 0.00 Problem setup time = 0.00 (85.17%) Inner solver time = 0.00 (10.24%) Gradient updating time = 0.00 (3.28%) Working set time = 0.00 (0.36%) optimization finished, #iter = 1 Total opt. time = 0.00 Problem setup time = 0.00 (84.51%) Inner solver time = 0.00 (10.91%) Gradient updating time = 0.00 (3.16%) 1 | 0.00 | 144 | 0.00 | 0.00 | 0.000969245 1 | 0.00 | 113 | 0.00 | 0.00 | 0.000757913 Total opt. time = 0.00 Problem setup time = 0.00 (88.87%) nu = 0.063727 obj = -40.465791, rho = -0.547052 nSV = 66, nBSV = 0 Working set time = 0.00 (0.32%) optimization finished, #iter = 1 Total opt. time = 0.00 Problem setup time = 0.00 (85.84%) Inner solver time = 0.00 (9.71%) Gradient updating time = 0.00 (2.97%) Working set time = 0.00 (0.34%) optimization finished, #iter = 1 Inner solver time = 0.00 (6.76%) Gradient updating time = 0.00 (2.43%) 1 | 0.00 | 162 | 0.00 | 0.00 | 0.000933575 nu = 0.036646 obj = -23.270300, rho = -0.536004 nu = 0.051436 obj = -32.147643, rho = 0.979444 nSV = 62, nBSV = 0 1 | 0.00 | 160 | 0.00 | 0.00 | 0.000978148 Total opt. time = 0.00 Working set time = 0.00 (0.39%) optimization finished, #iter = 1 Total opt. time = 0.00 nSV = 75, nBSV = 0 1 | 0.00 | 125 | 0.00 | 0.00 | 0.000860121 Problem setup time = 0.00 (81.28%) Inner solver time = 0.00 (12.72%) nu = 0.070505 Problem setup time = 0.00 (86.33%) 1 | 0.00 | 205 | 0.00 | 0.00 | 0.000888967 Gradient updating time = 0.00 (3.99%) Working set time = 0.00 (0.41%) obj = -49.983307, rho = 1.063671 nSV = 36, nBSV = 2 Inner solver time = 0.00 (8.39%) Gradient updating time = 0.00 (3.29%) Total opt. time = 0.00 Problem setup time = 0.00 (89.67%) Inner solver time = 0.00 (6.14%) Gradient updating time = 0.00 (2.60%) Working set time = 0.00 (0.35%) optimization finished, #iter = 1 optimization finished, #iter = 1 Working set time = 0.00 (0.35%) optimization finished, #iter = 1 Total opt. time = 0.00 nu = 0.040758 nu = 0.014506 obj = -9.356793, rho = -0.805281 nu = 0.028362 obj = -18.579081, rho = -0.755839 nSV = 49, nBSV = 0 obj = -24.862544, rho = 0.574798 nSV = 68, nBSV = 0 nSV = 68, nBSV = 0 Problem setup time = 0.00 (82.45%) 1203 classifier 1260: 35-49 with 121 and 121 samples Inner solver time = 0.00 (12.37%) Gradient updating time = 0.00 (3.12%) Working set time = 0.00 (0.40%) optimization finished, #iter = 1 Initializing gradient...done. 1 | 0.00 | 150 | 0.00 | 0.00 | 0.000973828 it | setup time | solver it | solver time | gradient time | kkt violation nu = 0.052362 obj = -32.201066, rho = -0.354705 nSV = 72, nBSV = 0 Total opt. time = 0.00 Problem setup time = 0.00 (84.65%) Inner solver time = 0.00 (9.41%) Gradient updating time = 0.00 (3.93%) Working set time = 0.00 (0.36%) optimization finished, #iter = 1 nu = 0.008405 obj = -5.337247, rho = -0.747482 nSV = 71, nBSV = 0 1 | 0.00 | 199 | 0.00 | 0.00 | 0.000957888 Total opt. time = 0.00 Problem setup time = 0.00 (82.71%) Inner solver time = 0.00 (12.54%) Gradient updating time = 0.00 (2.89%) Working set time = 0.00 (0.39%) optimization finished, #iter = 1 nu = 0.113101 obj = -74.081400, rho = -0.118514 nSV = 54, nBSV = 0 1 | 0.00 | 138 | 0.00 | 0.00 | 0.000868228 Total opt. time = 0.00 1296 classifier 1261: 43-50 with 121 and 121 samples Problem setup time = 0.00 (87.62%) Inner solver time = 0.00 (7.14%) 1004 classifier 1268: 26-30 with 112 and 112 samples 903 classifier 1262: 22-35 with 119 and 119 samples 1101 classifier 1263: 30-37 with 116 and 116 samples 1190 classifier 1264: 35-36 with 116 and 116 samples 1172 classifier 1265: 33-51 with 115 and 115 samples 1204 classifier 1266: 35-50 with 115 and 115 samples Gradient updating time = 0.00 (3.11%) Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 1144 classifier 1267: 32-41 with 114 and 114 samples Working set time = 0.00 (0.42%) optimization finished, #iter = 1 it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 1270 classifier 1270: 40-51 with 111 and 111 samples nu = 0.015902 obj = -9.621475, rho = -0.795746 Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation 1011 classifier 1269: 26-37 with 112 and 112 samples nSV = 65, nBSV = 0 1019 classifier 1275: 26-45 with 105 and 105 samples 1268 classifier 1276: 40-49 with 105 and 105 samples 901 classifier 1274: 22-33 with 107 and 107 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 1228 classifier 1273: 37-45 with 109 and 109 samples 1170 classifier 1272: 33-49 with 109 and 109 samples 1109 classifier 1271: 30-45 with 109 and 109 samples Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 1 | 0.00 | 123 | 0.00 | 0.00 | 0.000894579 1 | 0.00 | 150 | 0.00 | 0.00 | 0.00099654 Total opt. time = 0.00 Total opt. time = 0.00 Problem setup time = 0.00 (86.43%) Inner solver time = 0.00 (8.75%) Gradient updating time = 0.00 (3.03%) Problem setup time = 0.00 (85.73%) 1 | 0.00 | 160 | 0.00 | 0.00 | 0.000924864 Inner solver time = 0.00 (8.41%) Gradient updating time = 0.00 (3.32%) Working set time = 0.00 (0.50%) optimization finished, #iter = 1 Working set time = 0.00 (0.45%) optimization finished, #iter = 1 nu = 0.009615 obj = -5.048359, rho = -0.606641 nSV = 54, nBSV = 0 1 | 0.00 | 128 | 0.00 | 0.00 | 0.00099193 Total opt. time = 0.00 1157 classifier 1277: 33-36 with 104 and 104 samples Total opt. time = 0.00 Problem setup time = 0.00 (88.34%) Inner solver time = 0.00 (6.98%) Gradient updating time = 0.00 (2.92%) Working set time = 0.00 (0.32%) optimization finished, #iter = 1 nu = 0.023093 obj = -12.583724, rho = -0.719680 nSV = 61, nBSV = 0 Initializing gradient...done. 1 | 0.00 | 155 | 0.00 | 0.00 | 0.000983545 1 | 0.00 | 188 | 0.00 | 0.00 | 0.000831034 nu = 0.012216 obj = -7.024070, rho = -0.822216 nSV = 57, nBSV = 0 Problem setup time = 0.00 (82.59%) Inner solver time = 0.00 (11.57%) Gradient updating time = 0.00 (3.05%) Working set time = 0.00 (0.41%) optimization finished, #iter = 1 it | setup time | solver it | solver time | gradient time | kkt violation Total opt. time = 0.00 Problem setup time = 0.00 (87.05%) Inner solver time = 0.00 (8.30%) Gradient updating time = 0.00 (3.02%) Total opt. time = 0.00 Problem setup time = 0.00 (84.69%) Inner solver time = 0.00 (10.66%) Gradient updating time = 0.00 (2.83%) Working set time = 0.00 (0.28%) nu = 0.060483 obj = -31.756963, rho = -0.137781 Working set time = 0.00 (0.44%) optimization finished, #iter = 1 optimization finished, #iter = 1 nSV = 50, nBSV = 0 1 | 0.00 | 149 | 0.00 | 0.00 | 0.000963653 nu = 0.043860 obj = -25.438318, rho = -0.601049 nu = 0.034716 obj = -19.962268, rho = -0.462046 nSV = 66, nBSV = 0 1 | 0.00 | 175 | 0.00 | 0.00 | 0.000957083 Total opt. time = 0.00 Problem setup time = 0.00 (85.21%) Inner solver time = 0.00 (9.48%) nSV = 64, nBSV = 0 1 | 0.00 | 158 | 0.00 | 0.00 | 0.000959148 Gradient updating time = 0.00 (3.24%) Working set time = 0.00 (0.42%) optimization finished, #iter = 1 Total opt. time = 0.00 nu = 0.035841 obj = -20.788790, rho = 0.023469 Total opt. time = 0.00 Problem setup time = 0.00 (84.21%) Inner solver time = 0.00 (11.14%) Gradient updating time = 0.00 (2.65%) Working set time = 0.00 (0.44%) optimization finished, #iter = 1 nSV = 53, nBSV = 0 Problem setup time = 0.00 (82.36%) Inner solver time = 0.00 (12.63%) nu = 0.037797 obj = -20.600784, rho = 0.092995 1 | 0.00 | 158 | 0.00 | 0.00 | 0.000981175 Gradient updating time = 0.00 (2.48%) Working set time = 0.00 (0.44%) nSV = 55, nBSV = 0 Total opt. time = 0.00 Problem setup time = 0.00 (85.01%) 1 | 0.00 | 145 | 0.00 | 0.00 | 0.000930414 Total opt. time = 0.00 Problem setup time = 0.00 (85.24%) Inner solver time = 0.00 (9.76%) optimization finished, #iter = 1 Inner solver time = 0.00 (10.34%) Gradient updating time = 0.00 (2.84%) Working set time = 0.00 (0.42%) optimization finished, #iter = 1 1 | 0.00 | 131 | 0.00 | 0.00 | 0.000977495 1 | 0.00 | 217 | 0.00 | 0.00 | 0.000907068 Total opt. time = 0.00 1 | 0.00 | 151 | 0.00 | 0.00 | 0.000983066 Gradient updating time = 0.00 (3.08%) Working set time = 0.00 (0.41%) optimization finished, #iter = 1 1 | 0.00 | 229 | 0.00 | 0.00 | 0.000873506 Problem setup time = 0.00 (86.84%) Inner solver time = 0.00 (7.66%) Gradient updating time = 0.00 (3.47%) Total opt. time = 0.00 nu = 0.093256 Total opt. time = 0.00 Problem setup time = 0.00 (77.01%) Working set time = 0.00 (0.47%) optimization finished, #iter = 1 Problem setup time = 0.00 (83.90%) Inner solver time = 0.00 (11.51%) nu = 0.031735 obj = -17.612791, rho = -0.342634 nSV = 61, nBSV = 0 Inner solver time = 0.00 (16.87%) Gradient updating time = 0.00 (3.79%) Working set time = 0.00 (0.40%) nu = 0.012020 Gradient updating time = 0.00 (2.75%) Total opt. time = 0.00 Problem setup time = 0.00 (80.36%) Inner solver time = 0.00 (14.65%) optimization finished, #iter = 1 obj = -7.271241, rho = -0.838314 nSV = 65, nBSV = 0 Working set time = 0.00 (0.40%) optimization finished, #iter = 1 nu = 0.035583 obj = -19.927793, rho = -0.114686 nSV = 55, nBSV = 0 nu = 0.117164 obj = -65.614765, rho = -0.014249 nu = 0.023692 obj = -49.889354, rho = 1.369974 nSV = 44, nBSV = 0 nSV = 61, nBSV = 0 obj = -14.095090, rho = 0.830334 nSV = 60, nBSV = 0 Gradient updating time = 0.00 (2.99%) Working set time = 0.00 (0.42%) optimization finished, #iter = 1 nu = 0.122469 obj = -66.747290, rho = 0.007075 nSV = 63, nBSV = 0 1 | 0.00 | 203 | 0.00 | 0.00 | 0.000937139 Total opt. time = 0.00 Problem setup time = 0.00 (81.54%) Inner solver time = 0.00 (13.59%) Gradient updating time = 0.00 (2.74%) Working set time = 0.00 (0.42%) optimization finished, #iter = 1 nu = 0.091326 obj = -52.056503, rho = 0.068711 nSV = 56, nBSV = 0 1 | 0.00 | 144 | 0.00 | 0.00 | 0.00096978 Total opt. time = 0.00 Problem setup time = 0.00 (86.92%) Inner solver time = 0.00 (7.89%) 1171 classifier 1279: 33-50 with 103 and 103 samples 1154 classifier 1280: 32-51 with 102 and 102 samples 1269 classifier 1282: 40-50 with 99 and 99 samples Gradient updating time = 0.00 (2.64%) Working set time = 0.00 (0.44%) 1209 classifier 1281: 36-40 with 100 and 100 samples 1152 classifier 1283: 32-49 with 96 and 96 samples 900 classifier 1284: 22-32 with 94 and 94 samples 1105 classifier 1285: 30-41 with 92 and 92 samples 908 classifier 1278: 22-40 with 103 and 103 samples optimization finished, #iter = 1 Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 1224 classifier 1286: 37-41 with 92 and 92 samples nu = 0.036503 obj = -18.982335, rho = -0.414337 it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation 1139 classifier 1287: 32-36 with 91 and 91 samples nSV = 57, nBSV = 0 1274 classifier 1290: 41-45 with 85 and 85 samples 1025 classifier 1293: 26-51 with 76 and 76 samples 1153 classifier 1288: 32-50 with 90 and 90 samples Initializing gradient...done. 1015 classifier 1289: 26-41 with 88 and 88 samples it | setup time | solver it | solver time | gradient time | kkt violation 1234 classifier 1292: 37-51 with 80 and 80 samples 1115 classifier 1291: 30-51 with 80 and 80 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation 1 | 0.00 | 112 | 0.00 | 0.00 | 0.000948922 Total opt. time = 0.00 1 | 0.00 | 93 | 0.00 | 0.00 | 0.000805912 Problem setup time = 0.00 (83.36%) Inner solver time = 0.00 (9.43%) Total opt. time = 0.00 Gradient updating time = 0.00 (2.85%) Working set time = 0.00 (0.87%) Problem setup time = 0.00 (84.12%) Inner solver time = 0.00 (8.62%) optimization finished, #iter = 1 Gradient updating time = 0.00 (3.09%) Working set time = 0.00 (0.79%) nu = 0.032677 obj = -12.416663, rho = -0.172581 optimization finished, #iter = 1 nSV = 41, nBSV = 0 1 | 0.00 | 133 | 0.00 | 0.00 | 0.000942461 1113 classifier 1294: 30-49 with 74 and 74 samples nu = 0.026672 Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Total opt. time = 0.00 obj = -10.668974, rho = 0.006224 Problem setup time = 0.00 (82.45%) Inner solver time = 0.00 (11.26%) nSV = 40, nBSV = 0 Gradient updating time = 0.00 (2.67%) Working set time = 0.00 (0.62%) optimization finished, #iter = 1 nu = 0.031162 obj = -12.463778, rho = -0.018834 nSV = 46, nBSV = 0 1 | 0.00 | 59 | 0.00 | 0.00 | 0.000686879 Total opt. time = 0.00 Problem setup time = 0.00 (91.17%) Inner solver time = 0.00 (4.34%) Gradient updating time = 0.00 (2.06%) Working set time = 0.00 (0.56%) 1 | 0.00 | 75 | 0.00 | 0.00 | 0.000790214 optimization finished, #iter = 1 Total opt. time = 0.00 Problem setup time = 0.00 (89.92%) Inner solver time = 0.00 (5.14%) nu = 0.023414 obj = -10.536512, rho = -0.527967 Gradient updating time = 0.00 (2.45%) Working set time = 0.00 (0.41%) optimization finished, #iter = 1 1 | 0.00 | 73 | 0.00 | 0.00 | 0.000945442 nu = 0.008630 obj = -4.142333, rho = -0.354344 nSV = 33, nBSV = 0 nSV = 23, nBSV = 0 Total opt. time = 0.00 Problem setup time = 0.00 (89.90%) Inner solver time = 0.00 (5.27%) Gradient updating time = 0.00 (2.06%) Working set time = 0.00 (0.48%) optimization finished, #iter = 1 1 | 0.00 | 218 | 0.00 | 0.00 | 0.000915158 nu = 0.014642 obj = -6.661742, rho = 0.060520 nSV = 35, nBSV = 0 1 | 0.00 | 149 | 0.00 | 0.00 | 0.000873493 Total opt. time = 0.00 Problem setup time = 0.00 (78.13%) Inner solver time = 0.00 (17.01%) Gradient updating time = 0.00 (2.60%) Working set time = 0.00 (0.35%) optimization finished, #iter = 1 1 | 0.00 | 147 | 0.00 | 0.00 | 0.000997398 Total opt. time = 0.00 Problem setup time = 0.00 (81.14%) nu = 0.146934 obj = -67.593142, rho = 0.199615 nSV = 61, nBSV = 0 Total opt. time = 0.00 Problem setup time = 0.00 (82.05%) Inner solver time = 0.00 (12.51%) Gradient updating time = 0.00 (2.72%) Working set time = 0.00 (0.40%) optimization finished, #iter = 1 Inner solver time = 0.00 (13.72%) Gradient updating time = 0.00 (2.75%) nu = 0.057837 obj = -25.448033, rho = -0.095653 nSV = 48, nBSV = 0 Working set time = 0.00 (0.62%) optimization finished, #iter = 1 1 | 0.00 | 225 | 0.00 | 0.00 | 0.000936196 1 | 0.00 | 113 | 0.00 | 0.00 | 0.00099022 nu = 0.071137 obj = -33.433121, rho = 0.809481 nSV = 45, nBSV = 0 Total opt. time = 0.00 Problem setup time = 0.00 (73.20%) Inner solver time = 0.00 (21.98%) Gradient updating time = 0.00 (2.16%) Working set time = 0.00 (0.49%) Total opt. time = 0.00 Problem setup time = 0.00 (87.11%) Inner solver time = 0.00 (7.04%) Gradient updating time = 0.00 (3.15%) Working set time = 0.00 (0.49%) optimization finished, #iter = 1 optimization finished, #iter = 1 nu = 0.023559 obj = -11.662005, rho = -0.730281 nSV = 47, nBSV = 0 nu = 0.316613 obj = -146.661029, rho = -0.051262 nSV = 66, nBSV = 7 1 | 0.00 | 118 | 0.00 | 0.00 | 0.000922386 Total opt. time = 0.00 Problem setup time = 0.00 (84.16%) Inner solver time = 0.00 (10.18%) Gradient updating time = 0.00 (2.48%) Working set time = 0.00 (0.62%) optimization finished, #iter = 1 nu = 0.043288 obj = -19.912886, rho = 0.053935 nSV = 45, nBSV = 0 1 | 0.00 | 139 | 0.00 | 0.00 | 0.000755446 Total opt. time = 0.00 Problem setup time = 0.00 (81.23%) Inner solver time = 0.00 (12.87%) 1 | 0.00 | 139 | 0.00 | 0.00 | 0.000913226 Gradient updating time = 0.00 (3.18%) Working set time = 0.00 (0.54%) Total opt. time = 0.00 optimization finished, #iter = 1 1 | 0.00 | 135 | 0.00 | 0.00 | 0.00099971 Problem setup time = 0.00 (85.09%) Inner solver time = 0.00 (9.27%) nu = 0.019320 obj = -9.660058, rho = 0.261440 Total opt. time = 0.00 Problem setup time = 0.00 (84.49%) Inner solver time = 0.00 (10.96%) Gradient updating time = 0.00 (2.74%) Working set time = 0.00 (0.34%) optimization finished, #iter = 1 Gradient updating time = 0.00 (2.52%) nSV = 55, nBSV = 0 nu = 0.061823 obj = -31.842260, rho = 0.887965 nSV = 43, nBSV = 0 Working set time = 0.00 (0.58%) optimization finished, #iter = 1 nu = 0.023207 obj = -11.835409, rho = 0.001632 nSV = 50, nBSV = 0 1 | 0.00 | 113 | 0.00 | 0.00 | 0.000897406 Total opt. time = 0.00 Problem setup time = 0.00 (88.26%) Inner solver time = 0.00 (6.67%) Gradient updating time = 0.00 (2.70%) Working set time = 0.00 (0.35%) optimization finished, #iter = 1 nu = 0.017532 obj = -9.029100, rho = -0.825993 nSV = 47, nBSV = 0 1 | 0.00 | 107 | 0.00 | 0.00 | 0.000926744 Total opt. time = 0.00 Problem setup time = 0.00 (85.00%) Inner solver time = 0.00 (8.40%) Gradient updating time = 0.00 (2.70%) Working set time = 0.00 (0.64%) optimization finished, #iter = 1 nu = 0.011739 obj = -4.343673, rho = -0.394671 nSV = 42, nBSV = 0 1232 classifier 1295: 37-49 with 74 and 74 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 1 | 0.00 | 112 | 0.00 | 0.00 | 0.000871343 Total opt. time = 0.00 1310 classifier 1296: 45-51 with 73 and 73 samples 898 classifier 1297: 22-30 with 72 and 72 samples Problem setup time = 0.00 (82.16%) Inner solver time = 0.00 (10.42%) 905 classifier 1298: 22-37 with 72 and 72 samples 1023 classifier 1299: 26-49 with 70 and 70 samples 1100 classifier 1300: 30-36 with 69 and 69 samples 1206 classifier 1301: 36-37 with 69 and 69 samples 894 classifier 1302: 22-26 with 68 and 68 samples Gradient updating time = 0.00 (2.87%) Working set time = 0.00 (0.70%) Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 1114 classifier 1303: 30-50 with 68 and 68 samples optimization finished, #iter = 1 it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation 1308 classifier 1305: 45-49 with 67 and 67 samples nu = 0.023848 obj = -8.824473, rho = -0.417636 913 classifier 1306: 22-45 with 65 and 65 samples nSV = 37, nBSV = 0 1233 classifier 1304: 37-50 with 68 and 68 samples 1280 classifier 1311: 41-51 with 56 and 56 samples 1214 classifier 1309: 36-45 with 62 and 62 samples Initializing gradient...done. 1024 classifier 1308: 26-50 with 64 and 64 samples it | setup time | solver it | solver time | gradient time | kkt violation 1010 classifier 1307: 26-36 with 65 and 65 samples Initializing gradient...done. 1309 classifier 1310: 45-50 with 61 and 61 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation 1 | 0.00 | 104 | 0.00 | 0.00 | 0.000797061 1 | 0.00 | 65 | 0.00 | 0.00 | 0.000979279 Total opt. time = 0.00 Problem setup time = 0.00 (79.19%) Inner solver time = 0.00 (12.32%) Gradient updating time = 0.00 (2.11%) Working set time = 0.00 (0.98%) optimization finished, #iter = 1 1 | 0.00 | 85 | 0.00 | 0.00 | 0.000984642 nu = 0.053373 obj = -14.943848, rho = -0.036805 nSV = 40, nBSV = 0 1 | 0.00 | 86 | 0.00 | 0.00 | 0.000982658 1 | 0.00 | 108 | 0.00 | 0.00 | 0.000774352 Total opt. time = 0.00 1 | 0.00 | 97 | 0.00 | 0.00 | 0.00089044 1 | 0.00 | 112 | 0.00 | 0.00 | 0.000881987 Total opt. time = 0.00 Problem setup time = 0.00 (85.64%) Inner solver time = 0.00 (7.39%) 1278 classifier 1312: 41-49 with 50 and 50 samples Total opt. time = 0.00 Problem setup time = 0.00 (84.01%) Problem setup time = 0.00 (81.71%) Inner solver time = 0.00 (11.23%) Gradient updating time = 0.00 (2.80%) Working set time = 0.00 (0.82%) optimization finished, #iter = 1 Total opt. time = 0.00 Problem setup time = 0.00 (80.45%) Inner solver time = 0.00 (12.66%) Gradient updating time = 0.00 (2.67%) Working set time = 0.00 (0.74%) optimization finished, #iter = 1 Total opt. time = 0.00 Problem setup time = 0.00 (79.32%) Inner solver time = 0.00 (13.66%) Gradient updating time = 0.00 (2.81%) Working set time = 0.00 (0.65%) optimization finished, #iter = 1 Total opt. time = 0.00 Initializing gradient...done. 1 | 0.00 | 72 | 0.00 | 0.00 | 0.000790989 Inner solver time = 0.00 (8.88%) Gradient updating time = 0.00 (3.08%) nu = 0.020376 obj = -7.029709, rho = 0.019741 nSV = 42, nBSV = 0 nu = 0.043743 obj = -15.091658, rho = 0.003591 nSV = 38, nBSV = 0 nu = 0.065392 obj = -22.232549, rho = 0.617147 nSV = 36, nBSV = 0 Gradient updating time = 0.00 (2.79%) Working set time = 0.00 (0.55%) optimization finished, #iter = 1 it | setup time | solver it | solver time | gradient time | kkt violation Total opt. time = 0.00 Working set time = 0.00 (0.62%) optimization finished, #iter = 1 1 | 0.00 | 96 | 0.00 | 0.00 | 0.000997561 Problem setup time = 0.00 (82.28%) Inner solver time = 0.00 (9.57%) nu = 0.015204 obj = -5.321157, rho = -0.514833 1 | 0.00 | 81 | 0.00 | 0.00 | 0.000902622 1 | 0.00 | 148 | 0.00 | 0.00 | 0.000910957 Gradient updating time = 0.00 (2.88%) Working set time = 0.00 (0.87%) optimization finished, #iter = 1 nSV = 38, nBSV = 0 Problem setup time = 0.00 (79.89%) Inner solver time = 0.00 (10.56%) Total opt. time = 0.00 nu = 0.018665 obj = -6.718341, rho = 0.478694 nSV = 31, nBSV = 0 nu = 0.015269 obj = -4.886346, rho = -0.636596 nSV = 30, nBSV = 0 Problem setup time = 0.00 (74.07%) Inner solver time = 0.00 (19.37%) Gradient updating time = 0.00 (2.37%) Working set time = 0.00 (0.60%) Total opt. time = 0.00 Problem setup time = 0.00 (83.12%) Inner solver time = 0.00 (10.41%) Gradient updating time = 0.00 (2.74%) optimization finished, #iter = 1 Total opt. time = 0.00 nu = 0.090314 obj = -32.513484, rho = 1.021920 1 | 0.00 | 58 | 0.00 | 0.00 | 0.000904949 nSV = 43, nBSV = 0 Gradient updating time = 0.00 (2.67%) Working set time = 0.00 (1.27%) optimization finished, #iter = 1 1 | 0.00 | 92 | 0.00 | 0.00 | 0.000973553 Working set time = 0.00 (0.60%) optimization finished, #iter = 1 Problem setup time = 0.00 (81.97%) Inner solver time = 0.00 (10.84%) Total opt. time = 0.00 Problem setup time = 0.00 (86.84%) Inner solver time = 0.00 (6.29%) Gradient updating time = 0.00 (2.51%) Working set time = 0.00 (0.79%) optimization finished, #iter = 1 nu = 0.059871 obj = -18.259383, rho = -0.647225 nSV = 30, nBSV = 0 Total opt. time = 0.00 1 | 0.00 | 144 | 0.00 | 0.00 | 0.000939919 1 | 0.00 | 162 | 0.00 | 0.00 | 0.000965073 nu = 0.030865 obj = -10.031041, rho = -0.098190 nSV = 39, nBSV = 0 Total opt. time = 0.00 Gradient updating time = 0.00 (2.84%) Working set time = 0.00 (0.59%) Problem setup time = 0.00 (75.83%) nu = 0.014174 obj = -4.819621, rho = -0.530171 nSV = 24, nBSV = 0 Inner solver time = 0.00 (17.08%) Gradient updating time = 0.00 (2.86%) 1 | 0.00 | 69 | 0.00 | 0.00 | 0.000971503 Working set time = 0.00 (0.73%) optimization finished, #iter = 1 Problem setup time = 0.00 (78.00%) Inner solver time = 0.00 (13.33%) nu = 0.078646 Total opt. time = 0.00 Problem setup time = 0.00 (78.63%) obj = -28.706366, rho = 0.131413 nSV = 49, nBSV = 0 optimization finished, #iter = 1 Total opt. time = 0.00 Gradient updating time = 0.00 (3.15%) Inner solver time = 0.00 (15.30%) Gradient updating time = 0.00 (2.30%) Working set time = 0.00 (0.62%) optimization finished, #iter = 1 nu = 0.034621 obj = -11.251149, rho = 0.484906 nSV = 29, nBSV = 0 Problem setup time = 0.00 (83.20%) Working set time = 0.00 (0.95%) optimization finished, #iter = 1 nu = 0.088241 obj = -29.561447, rho = -0.549613 nSV = 43, nBSV = 0 Inner solver time = 0.00 (8.35%) Gradient updating time = 0.00 (2.84%) nu = 0.032862 obj = -10.187351, rho = -0.032859 nSV = 38, nBSV = 0 Working set time = 0.00 (0.90%) optimization finished, #iter = 1 nu = 0.025875 obj = -8.798604, rho = -0.520320 nSV = 31, nBSV = 0 1 | 0.00 | 80 | 0.00 | 0.00 | 0.000914303 Total opt. time = 0.00 Problem setup time = 0.00 (82.92%) Inner solver time = 0.00 (8.83%) Gradient updating time = 0.00 (1.80%) Working set time = 0.00 (0.73%) optimization finished, #iter = 1 nu = 0.017933 obj = -4.483436, rho = -0.403772 nSV = 32, nBSV = 0 1279 classifier 1315: 41-50 with 44 and 44 samples 1220 classifier 1318: 36-51 with 33 and 33 samples 1210 classifier 1314: 36-41 with 45 and 45 samples 1324 classifier 1316: 49-51 with 38 and 38 samples 919 classifier 1317: 22-51 with 36 and 36 samples 1325 classifier 1319: 50-51 with 32 and 32 samples 917 classifier 1320: 22-49 with 30 and 30 samples Initializing gradient...done. Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 909 classifier 1313: 22-41 with 48 and 48 samples 0 receiving 67 Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation it | setup time | solver it | solver time | gradient time | kkt violation 1218 classifier 1321: 36-49 with 27 and 27 samples it | setup time | solver it | solver time | gradient time | kkt violation 904 classifier 1323: 22-36 with 25 and 25 samples 1323 classifier 1322: 49-50 with 26 and 26 samples 918 classifier 1324: 22-50 with 24 and 24 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 9 sending 24 to 0 10 sending 67 to 0 1219 classifier 1325: 36-50 with 21 and 21 samples Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation Initializing gradient...done. it | setup time | solver it | solver time | gradient time | kkt violation 1 | 0.00 | 50 | 0.00 | 0.00 | 0.000827544 9 sending 49 to 0 0 receiving 24 0 receiving 49 0 receiving 58 Total opt. time = 0.00 Initializing gradient...done. 1 | 0.00 | 54 | 0.00 | 0.00 | 0.000890772 Problem setup time = 0.00 (68.80%) Inner solver time = 0.00 (14.70%) it | setup time | solver it | solver time | gradient time | kkt violation 1 | 0.00 | 68 | 0.00 | 0.00 | 0.000912291 Total opt. time = 0.00 Gradient updating time = 0.00 (3.09%) Working set time = 0.00 (2.13%) 9 sending 58 to 0 1 | 0.00 | 64 | 0.00 | 0.00 | 0.000883586 Total opt. time = 0.00 Problem setup time = 0.00 (67.77%) Inner solver time = 0.00 (17.55%) Gradient updating time = 0.00 (2.88%) Working set time = 0.00 (1.05%) optimization finished, #iter = 1 Problem setup time = 0.00 (70.83%) Inner solver time = 0.00 (15.76%) optimization finished, #iter = 1 it | setup time | solver it | solver time | gradient time | kkt violation Total opt. time = 0.00 Problem setup time = 0.00 (72.56%) nu = 0.054347 obj = -8.967171, rho = -0.050240 nSV = 30, nBSV = 0 Gradient updating time = 0.00 (2.72%) Working set time = 0.00 (1.22%) nu = 0.019990 obj = -2.998686, rho = 0.009193 nSV = 21, nBSV = 0 1 | 0.00 | 44 | 0.00 | 0.00 | 0.000977394 1 | 0.00 | 95 | 0.00 | 0.00 | 0.000934115 Inner solver time = 0.00 (14.81%) Gradient updating time = 0.00 (2.56%) Working set time = 0.00 (0.90%) optimization finished, #iter = 1 optimization finished, #iter = 1 7 sending 14 to 0 1 | 0.00 | 44 | 0.00 | 0.00 | 0.000433546 Total opt. time = 0.00 Problem setup time = 0.00 (62.81%) Inner solver time = 0.00 (15.56%) Total opt. time = 0.00 nu = 0.034799 obj = -6.263465, rho = 0.401612 nSV = 24, nBSV = 0 nu = 0.065831 obj = -10.533838, rho = 0.613974 nSV = 20, nBSV = 0 7 sending 16 to 0 Total opt. time = 0.00 Problem setup time = 0.00 (56.21%) Inner solver time = 0.00 (17.62%) Gradient updating time = 0.00 (4.19%) Working set time = 0.00 (1.34%) Problem setup time = 0.00 (65.66%) 7 sending 21 to 0 7 sending 25 to 0 1 | 0.00 | 52 | 0.00 | 0.00 | 0.000789963 Inner solver time = 0.00 (19.81%) Gradient updating time = 0.00 (2.89%) 7 sending 61 to 0 Gradient updating time = 0.00 (3.70%) Working set time = 0.00 (1.78%) optimization finished, #iter = 1 1 | 0.00 | 70 | 0.00 | 0.00 | 0.000940298 Working set time = 0.00 (1.51%) optimization finished, #iter = 1 7 sending 80 to 0 1 | 0.00 | 41 | 0.00 | 0.00 | 0.000628248 Total opt. time = 0.00 Problem setup time = 0.00 (64.12%) Inner solver time = 0.00 (14.12%) Total opt. time = 0.00 Problem setup time = 0.00 (76.81%) nu = 0.120325 obj = -22.863159, rho = 0.486176 7 sending 96 to 0 10 sending 68 to 0 Inner solver time = 0.00 (12.13%) Gradient updating time = 0.00 (2.13%) Working set time = 0.00 (0.86%) optimization finished, #iter = 1 nSV = 31, nBSV = 0 optimization finished, #iter = 1 nu = 0.036317 obj = -7.988908, rho = -0.565097 nSV = 28, nBSV = 0 Total opt. time = 0.00 Problem setup time = 0.00 (64.45%) nu = 0.024808 obj = -2.976802, rho = -0.131220 nSV = 18, nBSV = 0 Gradient updating time = 0.00 (3.24%) Working set time = 0.00 (2.72%) optimization finished, #iter = 1 nu = 0.032909 obj = -4.278515, rho = -0.151830 nSV = 15, nBSV = 0 1 | 0.00 | 65 | 0.00 | 0.00 | 0.000994206 nu = 0.035687 Inner solver time = 0.00 (15.76%) Gradient updating time = 0.00 (3.26%) 13 sending 9 to 0 Total opt. time = 0.00 obj = -3.747020, rho = -0.516658 nSV = 18, nBSV = 0 Working set time = 0.00 (2.08%) optimization finished, #iter = 1 13 sending 26 to 0 15 sending 1 to 0 Problem setup time = 0.00 (61.32%) 9 sending 72 to 0 11 sending 3 to 0 nu = 0.033426 obj = -4.177706, rho = 0.409130 1 | 0.00 | 74 | 0.00 | 0.00 | 0.000911035 13 sending 27 to 0 Total opt. time = 0.00 15 sending 8 to 0 15 sending 23 to 0 15 sending 44 to 0 Problem setup time = 0.00 (76.33%) Inner solver time = 0.00 (12.78%) Inner solver time = 0.00 (17.99%) Gradient updating time = 0.00 (3.08%) Gradient updating time = 0.00 (2.71%) Working set time = 0.00 (1.13%) nSV = 21, nBSV = 0 optimization finished, #iter = 1 13 sending 39 to 0 nu = 0.031826 obj = -7.161157, rho = -0.008836 nSV = 34, nBSV = 0 15 sending 47 to 0 15 sending 55 to 0 Working set time = 0.00 (2.42%) optimization finished, #iter = 1 13 sending 40 to 0 nu = 0.053567 obj = -7.229987, rho = -0.448473 13 sending 78 to 0 nSV = 23, nBSV = 0 1 | 0.00 | 76 | 0.00 | 0.00 | 0.000822286 Total opt. time = 0.00 Problem setup time = 0.00 (77.03%) Inner solver time = 0.00 (13.58%) Gradient updating time = 0.00 (2.46%) Working set time = 0.00 (1.00%) optimization finished, #iter = 1 nu = 0.052911 obj = -12.698384, rho = 0.577553 nSV = 28, nBSV = 0 1 sending 2 to 0 2 sending 13 to 0 5 sending 18 to 0 6 sending 20 to 0 6 sending 69 to 0 1 sending 5 to 0 1 sending 17 to 0 2 sending 15 to 0 2 sending 22 to 0 3 sending 0 to 0 5 sending 59 to 0 6 sending 108 to 0 12 sending 4 to 0 12 sending 6 to 0 1 sending 36 to 0 2 sending 28 to 0 3 sending 7 to 0 4 sending 43 to 0 5 sending 74 to 0 6 sending 116 to 0 7 sending 141 to 0 7 sending 176 to 0 7 sending 178 to 0 7 sending 185 to 0 7 sending 196 to 0 7 sending 201 to 0 8 sending 10 to 0 1 sending 56 to 0 2 sending 64 to 0 3 sending 33 to 0 4 sending 52 to 0 5 sending 84 to 0 6 sending 126 to 0 6 sending 139 to 0 7 sending 233 to 0 8 sending 31 to 0 2 sending 76 to 0 3 sending 37 to 0 4 sending 60 to 0 5 sending 114 to 0 5 sending 129 to 0 6 sending 145 to 0 6 sending 165 to 0 6 sending 175 to 0 6 sending 190 to 0 6 sending 198 to 0 7 sending 235 to 0 8 sending 38 to 0 2 sending 85 to 0 3 sending 46 to 0 4 sending 97 to 0 5 sending 173 to 0 5 sending 194 to 0 6 sending 200 to 0 7 sending 246 to 0 8 sending 66 to 0 3 sending 48 to 0 3 sending 62 to 0 4 sending 109 to 0 5 sending 217 to 0 6 sending 226 to 0 7 sending 261 to 0 7 sending 263 to 0 7 sending 282 to 0 7 sending 290 to 0 7 sending 293 to 0 3 sending 99 to 0 4 sending 121 to 0 5 sending 222 to 0 6 sending 227 to 0 7 sending 303 to 0 7 sending 320 to 0 7 sending 338 to 0 14 sending 11 to 0 3 sending 102 to 0 4 sending 170 to 0 5 sending 228 to 0 14 sending 54 to 0 4 sending 186 to 0 5 sending 243 to 0 4 sending 192 to 0 5 sending 245 to 0 5 sending 267 to 0 5 sending 279 to 0 4 sending 197 to 0 5 sending 291 to 0 2 sending 103 to 0 4 sending 209 to 0 2 sending 212 to 0 4 sending 236 to 0 7 sending 355 to 0 2 sending 221 to 0 4 sending 259 to 0 2 sending 249 to 0 4 sending 271 to 0 4 sending 285 to 0 2 sending 295 to 0 4 sending 292 to 0 5 sending 294 to 0 2 sending 304 to 0 4 sending 308 to 0 6 sending 248 to 0 2 sending 319 to 0 4 sending 310 to 0 2 sending 321 to 0 3 sending 152 to 0 3 sending 155 to 0 4 sending 316 to 0 6 sending 251 to 0 0 receiving 9 0 receiving 68 2 sending 333 to 0 3 sending 164 to 0 3 sending 171 to 0 4 sending 331 to 0 7 sending 360 to 0 2 sending 371 to 0 3 sending 177 to 0 3 sending 179 to 0 4 sending 336 to 0 2 sending 377 to 0 3 sending 224 to 0 4 sending 374 to 0 2 sending 383 to 0 3 sending 299 to 0 4 sending 390 to 0 5 sending 311 to 0 5 sending 350 to 0 6 sending 252 to 0 2 sending 409 to 0 3 sending 302 to 0 4 sending 411 to 0 5 sending 352 to 0 2 sending 414 to 0 2 sending 418 to 0 3 sending 306 to 0 4 sending 437 to 0 5 sending 361 to 0 7 sending 378 to 0 7 sending 392 to 0 10 sending 75 to 0 2 sending 485 to 0 3 sending 325 to 0 5 sending 397 to 0 5 sending 417 to 0 7 sending 421 to 0 7 sending 436 to 0 7 sending 446 to 0 7 sending 481 to 0 2 sending 507 to 0 3 sending 357 to 0 5 sending 432 to 0 6 sending 275 to 0 6 sending 286 to 0 6 sending 287 to 0 6 sending 309 to 0 7 sending 510 to 0 2 sending 513 to 0 3 sending 363 to 0 4 sending 465 to 0 5 sending 526 to 0 5 sending 542 to 0 6 sending 334 to 0 6 sending 346 to 0 7 sending 516 to 0 2 sending 521 to 0 3 sending 367 to 0 4 sending 482 to 0 5 sending 570 to 0 6 sending 362 to 0 2 sending 544 to 0 2 sending 569 to 0 3 sending 388 to 0 4 sending 515 to 0 5 sending 623 to 0 6 sending 364 to 0 2 sending 598 to 0 3 sending 435 to 0 3 sending 445 to 0 3 sending 473 to 0 4 sending 532 to 0 6 sending 368 to 0 2 sending 614 to 0 3 sending 491 to 0 4 sending 534 to 0 5 sending 642 to 0 6 sending 386 to 0 2 sending 626 to 0 2 sending 629 to 0 3 sending 496 to 0 4 sending 557 to 0 5 sending 646 to 0 5 sending 671 to 0 6 sending 407 to 0 6 sending 422 to 0 7 sending 524 to 0 2 sending 675 to 0 3 sending 502 to 0 4 sending 558 to 0 5 sending 673 to 0 6 sending 448 to 0 6 sending 460 to 0 7 sending 533 to 0 2 sending 702 to 0 3 sending 504 to 0 4 sending 565 to 0 5 sending 679 to 0 6 sending 497 to 0 7 sending 538 to 0 7 sending 564 to 0 2 sending 713 to 0 3 sending 508 to 0 4 sending 577 to 0 5 sending 683 to 0 5 sending 689 to 0 6 sending 500 to 0 7 sending 572 to 0 7 sending 613 to 0 2 sending 721 to 0 3 sending 561 to 0 4 sending 610 to 0 5 sending 716 to 0 5 sending 737 to 0 6 sending 519 to 0 7 sending 647 to 0 7 sending 649 to 0 7 sending 655 to 0 7 sending 684 to 0 2 sending 722 to 0 3 sending 563 to 0 4 sending 648 to 0 4 sending 659 to 0 4 sending 665 to 0 5 sending 738 to 0 5 sending 741 to 0 6 sending 528 to 0 7 sending 706 to 0 7 sending 712 to 0 0 receiving 26 0 receiving 27 0 receiving 14 2 sending 726 to 0 3 sending 573 to 0 4 sending 687 to 0 5 sending 753 to 0 6 sending 543 to 0 7 sending 724 to 0 0 receiving 1 3 sending 595 to 0 6 sending 551 to 0 0 receiving 16 3 sending 604 to 0 6 sending 555 to 0 6 sending 576 to 0 0 receiving 21 0 receiving 39 3 sending 628 to 0 0 receiving 25 3 sending 633 to 0 0 receiving 4 0 receiving 40 3 sending 635 to 0 0 receiving 18 3 sending 639 to 0 3 sending 658 to 0 0 receiving 61 3 sending 663 to 0 0 receiving 20 0 receiving 2 0 receiving 13 0 receiving 0 0 receiving 80 5 sending 757 to 0 0 receiving 43 0 receiving 59 4 sending 709 to 0 6 sending 606 to 0 6 sending 622 to 0 0 receiving 69 2 sending 767 to 0 2 sending 772 to 0 2 sending 775 to 0 3 sending 672 to 0 4 sending 714 to 0 5 sending 786 to 0 5 sending 829 to 0 7 sending 735 to 0 0 receiving 10 2 sending 831 to 0 2 sending 848 to 0 6 sending 650 to 0 6 sending 677 to 0 7 sending 750 to 0 12 sending 30 to 0 12 sending 32 to 0 0 receiving 5 0 receiving 15 2 sending 849 to 0 2 sending 865 to 0 12 sending 50 to 0 0 receiving 7 0 receiving 96 12 sending 65 to 0 0 receiving 6 0 receiving 52 0 receiving 74 0 receiving 108 0 receiving 17 0 receiving 22 0 receiving 33 0 receiving 141 5 sending 834 to 0 0 receiving 60 2 sending 867 to 0 2 sending 871 to 0 2 sending 881 to 0 2 sending 891 to 0 0 receiving 84 4 sending 725 to 0 5 sending 835 to 0 6 sending 698 to 0 6 sending 705 to 0 6 sending 723 to 0 0 receiving 116 0 receiving 11 2 sending 898 to 0 2 sending 899 to 0 3 sending 686 to 0 4 sending 749 to 0 5 sending 847 to 0 5 sending 851 to 0 7 sending 781 to 0 7 sending 801 to 0 0 receiving 36 0 receiving 28 2 sending 938 to 0 3 sending 754 to 0 4 sending 780 to 0 6 sending 743 to 0 7 sending 807 to 0 13 sending 79 to 0 0 receiving 37 0 receiving 176 2 sending 951 to 0 2 sending 959 to 0 3 sending 778 to 0 3 sending 792 to 0 4 sending 784 to 0 6 sending 795 to 0 7 sending 815 to 0 0 receiving 78 2 sending 976 to 0 3 sending 813 to 0 4 sending 824 to 0 5 sending 861 to 0 5 sending 868 to 0 6 sending 808 to 0 7 sending 840 to 0 7 sending 845 to 0 0 receiving 97 1 sending 71 to 0 2 sending 1002 to 0 2 sending 1041 to 0 3 sending 819 to 0 4 sending 832 to 0 7 sending 894 to 0 7 sending 917 to 0 7 sending 956 to 0 7 sending 964 to 0 0 receiving 114 1 sending 92 to 0 2 sending 1044 to 0 2 sending 1067 to 0 3 sending 833 to 0 4 sending 846 to 0 7 sending 1027 to 0 7 sending 1028 to 0 7 sending 1039 to 0 0 receiving 126 1 sending 93 to 0 2 sending 1102 to 0 2 sending 1106 to 0 3 sending 838 to 0 4 sending 860 to 0 0 receiving 56 1 sending 122 to 0 2 sending 1138 to 0 0 receiving 64 1 sending 130 to 0 2 sending 1154 to 0 2 sending 1155 to 0 4 sending 875 to 0 4 sending 885 to 0 5 sending 877 to 0 5 sending 892 to 0 5 sending 895 to 0 6 sending 855 to 0 0 receiving 46 0 receiving 178 1 sending 148 to 0 1 sending 156 to 0 2 sending 1156 to 0 2 sending 1182 to 0 3 sending 842 to 0 4 sending 896 to 0 5 sending 914 to 0 5 sending 928 to 0 7 sending 1055 to 0 7 sending 1075 to 0 7 sending 1077 to 0 11 sending 19 to 0 0 receiving 3 1 sending 215 to 0 2 sending 1197 to 0 4 sending 919 to 0 4 sending 941 to 0 11 sending 29 to 0 11 sending 35 to 0 0 receiving 109 1 sending 216 to 0 2 sending 1216 to 0 11 sending 41 to 0 0 receiving 129 2 sending 1217 to 0 11 sending 42 to 0 0 receiving 139 11 sending 51 to 0 0 receiving 76 0 receiving 48 0 receiving 185 0 receiving 121 0 receiving 173 0 receiving 145 0 receiving 85 0 receiving 62 0 receiving 196 0 receiving 170 0 receiving 194 0 receiving 165 0 receiving 103 0 receiving 99 0 receiving 201 0 receiving 186 0 receiving 217 4 sending 942 to 0 5 sending 939 to 0 5 sending 970 to 0 6 sending 882 to 0 6 sending 883 to 0 0 receiving 175 0 receiving 212 2 sending 1242 to 0 2 sending 1265 to 0 2 sending 1272 to 0 2 sending 1279 to 0 0 receiving 102 1 sending 254 to 0 1 sending 270 to 0 1 sending 272 to 0 2 sending 1296 to 0 2 sending 1303 to 0 2 reducing... 7 sending 1092 to 0 0 receiving 233 1 sending 379 to 0 4 sending 946 to 0 5 sending 971 to 0 5 sending 987 to 0 5 sending 997 to 0 5 sending 1014 to 0 5 sending 1045 to 0 6 sending 900 to 0 6 sending 907 to 0 6 sending 943 to 0 9 sending 94 to 0 0 receiving 72 1 sending 385 to 0 3 sending 864 to 0 3 sending 866 to 0 5 sending 1056 to 0 6 sending 966 to 0 7 sending 1105 to 0 7 sending 1122 to 0 7 sending 1176 to 0 1 sending 399 to 0 3 sending 873 to 0 3 sending 903 to 0 4 sending 963 to 0 4 sending 973 to 0 4 sending 988 to 0 5 sending 1066 to 0 5 sending 1068 to 0 6 sending 990 to 0 6 sending 998 to 0 6 sending 1037 to 0 6 sending 1061 to 0 6 sending 1080 to 0 7 sending 1177 to 0 7 sending 1186 to 0 7 sending 1191 to 0 7 sending 1195 to 0 1 sending 439 to 0 1 sending 461 to 0 3 sending 905 to 0 4 sending 995 to 0 4 sending 996 to 0 4 sending 1000 to 0 4 sending 1017 to 0 4 sending 1022 to 0 5 sending 1073 to 0 6 sending 1082 to 0 6 sending 1099 to 0 6 sending 1142 to 0 7 sending 1204 to 0 7 sending 1238 to 0 1 sending 462 to 0 1 sending 474 to 0 3 sending 921 to 0 4 sending 1023 to 0 4 sending 1036 to 0 5 sending 1100 to 0 6 sending 1160 to 0 6 sending 1161 to 0 6 sending 1169 to 0 7 sending 1288 to 0 0 receiving 192 1 sending 477 to 0 3 sending 927 to 0 4 sending 1078 to 0 4 sending 1101 to 0 4 sending 1110 to 0 4 sending 1132 to 0 5 sending 1116 to 0 5 sending 1152 to 0 6 sending 1172 to 0 6 sending 1205 to 0 6 sending 1206 to 0 6 sending 1211 to 0 6 sending 1225 to 0 6 sending 1236 to 0 7 sending 1298 to 0 0 receiving 222 1 sending 478 to 0 3 sending 932 to 0 3 sending 936 to 0 4 sending 1183 to 0 4 sending 1207 to 0 5 sending 1162 to 0 5 sending 1178 to 0 6 sending 1250 to 0 6 sending 1264 to 0 6 sending 1325 to 0 6 reducing... 7 sending 1321 to 0 7 reducing... 0 receiving 190 1 sending 484 to 0 3 sending 974 to 0 3 sending 993 to 0 4 sending 1221 to 0 5 sending 1189 to 0 0 receiving 221 1 sending 490 to 0 3 sending 1047 to 0 4 sending 1253 to 0 4 sending 1269 to 0 5 sending 1190 to 0 0 receiving 152 0 receiving 235 1 sending 492 to 0 4 reducing... 5 sending 1220 to 0 5 sending 1229 to 0 0 receiving 197 0 receiving 228 1 sending 495 to 0 5 sending 1246 to 0 0 receiving 198 5 sending 1292 to 0 5 sending 1306 to 0 5 sending 1318 to 0 0 receiving 8 0 receiving 249 5 sending 1320 to 0 5 reducing... 0 receiving 155 0 receiving 246 0 receiving 209 0 receiving 243 0 receiving 200 0 receiving 23 0 receiving 295 0 receiving 164 0 receiving 261 0 receiving 236 0 receiving 245 0 receiving 226 0 receiving 44 0 receiving 304 0 receiving 171 0 receiving 263 1 sending 509 to 0 0 receiving 259 1 sending 512 to 0 3 sending 1052 to 0 3 sending 1070 to 0 0 receiving 267 0 receiving 227 1 sending 527 to 0 3 sending 1123 to 0 0 receiving 47 0 receiving 319 15 sending 77 to 0 0 receiving 177 0 receiving 282 0 receiving 271 0 receiving 279 0 receiving 248 0 receiving 55 0 receiving 321 0 receiving 179 0 receiving 290 0 receiving 285 0 receiving 291 0 receiving 251 0 receiving 333 0 receiving 224 0 receiving 293 0 receiving 292 0 receiving 294 0 receiving 252 0 receiving 371 0 receiving 299 0 receiving 303 0 receiving 308 0 receiving 311 0 receiving 275 0 receiving 377 0 receiving 302 0 receiving 320 0 receiving 31 0 receiving 310 0 receiving 350 0 receiving 286 0 receiving 383 0 receiving 306 1 sending 545 to 0 0 receiving 338 3 sending 1129 to 0 0 receiving 38 0 receiving 316 3 sending 1131 to 0 0 receiving 352 3 sending 1165 to 0 0 receiving 287 0 receiving 409 3 sending 1166 to 0 0 receiving 325 3 sending 1193 to 0 8 sending 70 to 0 0 receiving 355 3 sending 1209 to 0 3 sending 1239 to 0 0 receiving 66 3 sending 1324 to 0 3 reducing... 0 receiving 331 0 receiving 361 0 receiving 309 0 receiving 414 0 receiving 357 0 receiving 360 0 receiving 336 0 receiving 397 1 sending 574 to 0 1 sending 588 to 0 0 receiving 334 0 receiving 418 0 receiving 363 0 receiving 378 0 receiving 54 0 receiving 374 14 sending 57 to 0 0 receiving 417 0 receiving 346 0 receiving 485 0 receiving 367 0 receiving 392 0 receiving 390 0 receiving 432 0 receiving 362 0 receiving 507 0 receiving 388 0 receiving 421 0 receiving 75 0 receiving 411 0 receiving 526 0 receiving 364 0 receiving 513 10 sending 98 to 0 0 receiving 435 0 receiving 436 0 receiving 437 0 receiving 542 0 receiving 368 0 receiving 521 0 receiving 445 0 receiving 446 0 receiving 30 0 receiving 465 0 receiving 570 0 receiving 386 0 receiving 544 0 receiving 473 0 receiving 481 0 receiving 32 0 receiving 482 0 receiving 623 0 receiving 407 0 receiving 569 0 receiving 491 0 receiving 510 0 receiving 50 0 receiving 515 0 receiving 642 0 receiving 422 0 receiving 598 0 receiving 496 0 receiving 516 0 receiving 65 0 receiving 532 1 sending 592 to 0 0 receiving 646 0 receiving 448 0 receiving 614 12 sending 73 to 0 0 receiving 502 0 receiving 524 0 receiving 534 0 receiving 671 0 receiving 460 0 receiving 626 0 receiving 504 0 receiving 533 0 receiving 79 1 sending 609 to 0 1 sending 612 to 0 0 receiving 557 0 receiving 673 13 sending 91 to 0 0 receiving 497 0 receiving 71 0 receiving 629 0 receiving 508 0 receiving 538 0 receiving 558 0 receiving 679 0 receiving 500 0 receiving 92 0 receiving 675 0 receiving 561 0 receiving 564 0 receiving 19 0 receiving 565 0 receiving 683 0 receiving 519 0 receiving 93 0 receiving 702 0 receiving 563 0 receiving 572 0 receiving 29 0 receiving 577 0 receiving 689 0 receiving 528 0 receiving 122 0 receiving 713 0 receiving 573 0 receiving 613 0 receiving 35 0 receiving 610 0 receiving 716 0 receiving 543 0 receiving 130 0 receiving 721 0 receiving 595 0 receiving 647 0 receiving 41 0 receiving 648 0 receiving 737 0 receiving 551 1 sending 644 to 0 1 sending 654 to 0 11 sending 86 to 0 0 receiving 148 1 sending 670 to 0 0 receiving 722 0 receiving 604 0 receiving 649 0 receiving 42 0 receiving 659 0 receiving 738 0 receiving 555 0 receiving 156 0 receiving 726 0 receiving 628 0 receiving 655 0 receiving 51 0 receiving 665 0 receiving 741 0 receiving 576 0 receiving 215 0 receiving 767 0 receiving 633 0 receiving 684 0 receiving 687 0 receiving 753 0 receiving 606 0 receiving 216 0 receiving 772 0 receiving 635 0 receiving 706 1 sending 694 to 0 0 receiving 94 0 receiving 709 1 sending 707 to 0 9 sending 105 to 0 0 receiving 757 1 sending 746 to 0 0 receiving 622 1 sending 762 to 0 15 sending 88 to 0 0 receiving 254 1 sending 773 to 0 0 receiving 775 1 sending 787 to 0 0 receiving 639 1 sending 788 to 0 0 receiving 712 0 receiving 714 0 receiving 786 0 receiving 650 0 receiving 270 0 receiving 831 0 receiving 658 0 receiving 724 0 receiving 77 0 receiving 725 0 receiving 829 0 receiving 677 0 receiving 272 0 receiving 848 0 receiving 663 0 receiving 735 0 receiving 749 0 receiving 834 1 sending 789 to 0 1 sending 797 to 0 0 receiving 698 1 sending 803 to 0 0 receiving 379 1 sending 870 to 0 1 sending 872 to 0 0 receiving 849 1 sending 922 to 0 0 receiving 672 8 sending 82 to 0 0 receiving 750 0 receiving 70 0 receiving 780 0 receiving 835 0 receiving 705 0 receiving 385 0 receiving 865 0 receiving 686 0 receiving 781 0 receiving 784 0 receiving 847 0 receiving 723 0 receiving 399 0 receiving 867 0 receiving 754 0 receiving 801 0 receiving 57 0 receiving 824 1 sending 929 to 0 14 sending 81 to 0 0 receiving 851 1 sending 944 to 0 10 sending 110 to 0 0 receiving 743 1 sending 960 to 0 10 sending 131 to 0 0 receiving 439 1 sending 983 to 0 10 sending 135 to 0 0 receiving 871 1 sending 1004 to 0 1 sending 1033 to 0 10 sending 143 to 0 0 receiving 778 1 sending 1094 to 0 10 sending 167 to 0 0 receiving 807 1 sending 1118 to 0 10 sending 184 to 0 0 receiving 832 1 sending 1147 to 0 10 sending 189 to 0 0 receiving 861 1 sending 1148 to 0 10 sending 232 to 0 0 receiving 795 1 sending 1159 to 0 1 sending 1171 to 0 12 sending 89 to 0 0 receiving 461 1 sending 1210 to 0 1 sending 1222 to 0 0 receiving 881 1 sending 1223 to 0 0 receiving 792 1 sending 1226 to 0 1 sending 1255 to 0 0 receiving 815 1 sending 1257 to 0 0 receiving 98 1 sending 1299 to 0 0 receiving 846 1 sending 1310 to 0 1 sending 1316 to 0 0 receiving 868 1 sending 1319 to 0 1 reducing... 0 receiving 808 0 receiving 462 0 receiving 891 0 receiving 813 0 receiving 840 0 receiving 860 0 receiving 877 0 receiving 855 0 receiving 474 0 receiving 898 0 receiving 819 0 receiving 845 0 receiving 73 0 receiving 875 0 receiving 892 0 receiving 882 0 receiving 477 0 receiving 899 0 receiving 833 0 receiving 894 0 receiving 885 13 sending 106 to 0 0 receiving 895 13 sending 111 to 0 0 receiving 883 0 receiving 478 0 receiving 938 0 receiving 838 0 receiving 917 0 receiving 91 0 receiving 896 0 receiving 914 0 receiving 900 0 receiving 484 0 receiving 951 0 receiving 842 0 receiving 956 0 receiving 919 0 receiving 928 0 receiving 907 0 receiving 490 0 receiving 959 0 receiving 864 0 receiving 964 0 receiving 941 0 receiving 939 0 receiving 943 0 receiving 86 0 receiving 492 11 sending 95 to 0 0 receiving 976 9 sending 115 to 0 0 receiving 866 9 sending 119 to 0 0 receiving 1027 9 sending 132 to 0 0 receiving 942 9 sending 153 to 0 0 receiving 970 15 sending 172 to 0 15 sending 174 to 0 15 sending 211 to 0 0 receiving 966 8 sending 166 to 0 0 receiving 495 8 sending 183 to 0 0 receiving 1002 8 sending 188 to 0 0 receiving 873 8 sending 199 to 0 0 receiving 1028 0 receiving 946 0 receiving 971 0 receiving 990 0 receiving 105 0 receiving 509 0 receiving 1041 0 receiving 903 0 receiving 1039 0 receiving 963 0 receiving 987 0 receiving 998 0 receiving 512 0 receiving 1044 0 receiving 905 0 receiving 1055 0 receiving 973 14 sending 112 to 0 14 sending 133 to 0 0 receiving 997 14 sending 181 to 0 14 sending 206 to 0 0 receiving 1037 0 receiving 88 0 receiving 527 0 receiving 1067 0 receiving 921 0 receiving 1075 0 receiving 988 0 receiving 1014 0 receiving 1061 0 receiving 545 0 receiving 1102 0 receiving 927 0 receiving 1077 0 receiving 995 0 receiving 1045 0 receiving 1080 0 receiving 82 0 receiving 574 0 receiving 1106 0 receiving 932 0 receiving 1092 0 receiving 996 0 receiving 1056 0 receiving 1082 0 receiving 588 0 receiving 1138 0 receiving 936 0 receiving 1105 0 receiving 1000 0 receiving 1066 0 receiving 1099 0 receiving 81 0 receiving 592 0 receiving 1154 0 receiving 974 0 receiving 1122 0 receiving 1017 0 receiving 1068 0 receiving 1142 0 receiving 609 0 receiving 1155 0 receiving 993 0 receiving 1176 0 receiving 1022 0 receiving 1073 0 receiving 1160 0 receiving 110 0 receiving 612 0 receiving 1156 0 receiving 1047 0 receiving 1177 0 receiving 1023 0 receiving 1100 0 receiving 1161 0 receiving 131 0 receiving 644 0 receiving 1182 0 receiving 1052 0 receiving 1186 10 sending 238 to 0 0 receiving 1036 0 receiving 1116 0 receiving 1169 0 receiving 135 0 receiving 654 0 receiving 1197 0 receiving 1070 0 receiving 1191 0 receiving 1078 12 sending 104 to 0 0 receiving 1152 12 sending 113 to 0 0 receiving 1172 0 receiving 143 0 receiving 670 0 receiving 1216 13 sending 128 to 0 0 receiving 1123 13 sending 136 to 0 0 receiving 1195 13 sending 160 to 0 13 sending 168 to 0 0 receiving 1101 0 receiving 1162 0 receiving 1205 13 sending 169 to 0 0 receiving 167 0 receiving 694 13 sending 187 to 0 13 sending 204 to 0 0 receiving 1217 0 receiving 1129 11 sending 118 to 0 0 receiving 1204 0 receiving 1110 11 sending 123 to 0 0 receiving 1178 0 receiving 1206 11 sending 144 to 0 0 receiving 184 11 sending 149 to 0 0 receiving 707 0 receiving 1242 11 sending 151 to 0 0 receiving 1131 0 receiving 1238 11 sending 159 to 0 0 receiving 1132 11 sending 191 to 0 11 sending 202 to 0 0 receiving 1189 0 receiving 1211 0 receiving 189 0 receiving 746 0 receiving 1265 0 receiving 1165 9 sending 158 to 0 0 receiving 1288 0 receiving 1183 0 receiving 1190 9 sending 162 to 0 0 receiving 1225 0 receiving 232 9 sending 207 to 0 0 receiving 762 0 receiving 1272 0 receiving 1166 0 receiving 1298 0 receiving 1207 0 receiving 1220 0 receiving 1236 0 receiving 773 0 receiving 1279 15 sending 223 to 0 0 receiving 1193 0 receiving 1321 0 receiving 1221 0 receiving 1229 0 receiving 1250 0 receiving 89 0 receiving 787 0 receiving 1296 0 receiving 1209 0 receiving 1253 0 receiving 1246 0 receiving 1264 0 receiving 788 0 receiving 1303 0 receiving 1239 0 receiving 1269 0 receiving 1292 0 receiving 1325 8 sending 225 to 0 0 receiving 106 0 receiving 789 0 receiving 1324 0 receiving 1306 0 receiving 111 0 receiving 797 0 receiving 1318 0 receiving 803 0 receiving 1320 0 receiving 95 0 receiving 870 0 receiving 872 0 receiving 922 0 receiving 929 14 sending 220 to 0 0 receiving 944 0 receiving 960 0 receiving 983 0 receiving 115 0 receiving 1004 0 receiving 119 0 receiving 1033 10 sending 241 to 0 0 receiving 132 0 receiving 1094 0 receiving 153 0 receiving 1118 0 receiving 1147 0 receiving 172 0 receiving 1148 0 receiving 174 0 receiving 1159 0 receiving 211 12 sending 127 to 0 0 receiving 1171 12 sending 140 to 0 0 receiving 1210 12 sending 146 to 0 0 receiving 1222 0 receiving 1223 12 sending 154 to 0 12 sending 157 to 0 0 receiving 1226 0 receiving 1255 12 sending 195 to 0 12 sending 208 to 0 0 receiving 1257 0 receiving 1299 0 receiving 166 0 receiving 1310 0 receiving 183 0 receiving 1316 0 receiving 188 0 receiving 1319 0 receiving 199 0 receiving 112 0 receiving 133 0 receiving 181 13 sending 230 to 0 0 receiving 206 0 receiving 238 0 receiving 104 0 receiving 113 0 receiving 128 0 receiving 136 0 receiving 160 0 receiving 168 0 receiving 169 0 receiving 187 0 receiving 204 0 receiving 118 0 receiving 123 0 receiving 144 0 receiving 149 0 receiving 151 0 receiving 159 0 receiving 191 0 receiving 202 0 receiving 158 11 sending 203 to 0 0 receiving 162 0 receiving 207 0 receiving 223 9 sending 213 to 0 0 receiving 225 15 sending 237 to 0 0 receiving 220 8 sending 229 to 0 0 receiving 241 14 sending 250 to 0 0 receiving 127 14 sending 268 to 0 14 sending 314 to 0 0 receiving 140 14 sending 330 to 0 14 sending 339 to 0 0 receiving 146 10 sending 247 to 0 10 sending 258 to 0 0 receiving 154 10 sending 262 to 0 0 receiving 157 10 sending 283 to 0 0 receiving 195 10 sending 297 to 0 0 receiving 208 10 sending 300 to 0 10 sending 301 to 0 0 receiving 230 10 sending 312 to 0 0 receiving 203 10 sending 335 to 0 0 receiving 213 10 sending 347 to 0 0 receiving 237 12 sending 289 to 0 0 receiving 229 12 sending 315 to 0 0 receiving 250 12 sending 328 to 0 0 receiving 268 12 sending 337 to 0 0 receiving 314 13 sending 273 to 0 0 receiving 330 13 sending 341 to 0 0 receiving 339 11 sending 219 to 0 9 sending 218 to 0 15 sending 256 to 0 0 receiving 247 15 sending 276 to 0 15 sending 284 to 0 0 receiving 258 15 sending 307 to 0 0 receiving 262 15 sending 326 to 0 0 receiving 283 15 sending 348 to 0 0 receiving 297 8 sending 239 to 0 0 receiving 300 14 sending 342 to 0 0 receiving 301 0 receiving 312 0 receiving 335 0 receiving 347 0 receiving 289 10 sending 353 to 0 0 receiving 315 12 sending 340 to 0 0 receiving 328 13 sending 345 to 0 0 receiving 337 11 sending 264 to 0 0 receiving 273 11 sending 265 to 0 11 sending 266 to 0 0 receiving 341 11 sending 296 to 0 0 receiving 219 11 sending 298 to 0 0 receiving 218 11 sending 351 to 0 0 receiving 256 9 sending 234 to 0 0 receiving 276 15 sending 384 to 0 0 receiving 284 15 sending 389 to 0 0 receiving 307 15 sending 403 to 0 0 receiving 326 15 sending 405 to 0 0 receiving 348 15 sending 406 to 0 0 receiving 239 15 sending 410 to 0 0 receiving 342 15 sending 444 to 0 15 sending 452 to 0 15 sending 469 to 0 0 receiving 353 8 sending 269 to 0 0 receiving 340 8 sending 280 to 0 0 receiving 345 8 sending 318 to 0 0 receiving 264 0 receiving 265 8 sending 324 to 0 0 receiving 266 0 receiving 296 8 sending 329 to 0 0 receiving 298 0 receiving 351 8 sending 370 to 0 0 receiving 234 14 sending 365 to 0 0 receiving 384 10 sending 380 to 0 10 sending 387 to 0 0 receiving 389 0 receiving 403 10 sending 443 to 0 10 sending 447 to 0 0 receiving 405 0 receiving 406 10 sending 459 to 0 10 sending 503 to 0 0 receiving 410 10 sending 506 to 0 0 receiving 444 0 receiving 452 0 receiving 469 0 receiving 269 0 receiving 280 0 receiving 318 0 receiving 324 0 receiving 329 0 receiving 370 0 receiving 365 0 receiving 380 0 receiving 387 0 receiving 443 0 receiving 447 0 receiving 459 0 receiving 503 0 receiving 506 0 receiving 343 8 sending 372 to 0 9 sending 260 to 0 9 sending 305 to 0 10 sending 537 to 0 10 sending 547 to 0 11 sending 376 to 0 12 sending 343 to 0 13 sending 354 to 0 14 sending 382 to 0 15 sending 480 to 0 9 sending 317 to 0 10 sending 560 to 0 14 sending 394 to 0 15 sending 487 to 0 9 sending 322 to 0 10 sending 593 to 0 14 sending 398 to 0 15 sending 488 to 0 9 sending 373 to 0 10 sending 597 to 0 14 sending 401 to 0 15 sending 520 to 0 10 sending 603 to 0 14 sending 425 to 0 15 sending 523 to 0 10 sending 653 to 0 14 sending 455 to 0 15 sending 546 to 0 10 sending 661 to 0 14 sending 457 to 0 14 sending 458 to 0 14 sending 467 to 0 0 receiving 354 12 sending 358 to 0 0 receiving 376 13 sending 366 to 0 0 receiving 260 0 receiving 305 0 receiving 317 0 receiving 322 0 receiving 373 11 sending 381 to 0 11 sending 396 to 0 11 sending 420 to 0 11 sending 440 to 0 11 sending 454 to 0 0 receiving 480 11 sending 472 to 0 0 receiving 487 11 sending 486 to 0 0 receiving 488 11 sending 498 to 0 0 receiving 520 11 sending 499 to 0 0 receiving 523 11 sending 522 to 0 0 receiving 546 11 sending 548 to 0 9 sending 375 to 0 0 receiving 372 15 sending 585 to 0 0 receiving 382 15 sending 594 to 0 0 receiving 394 8 sending 391 to 0 0 receiving 398 8 sending 416 to 0 0 receiving 401 8 sending 438 to 0 0 receiving 425 8 sending 489 to 0 0 receiving 455 8 sending 530 to 0 0 receiving 457 0 receiving 458 0 receiving 467 8 sending 531 to 0 0 receiving 537 8 sending 559 to 0 0 receiving 547 8 sending 583 to 0 0 receiving 560 8 sending 600 to 0 0 receiving 593 8 sending 615 to 0 0 receiving 597 8 sending 617 to 0 0 receiving 603 8 sending 624 to 0 0 receiving 653 8 sending 634 to 0 0 receiving 661 8 sending 636 to 0 0 receiving 358 8 sending 652 to 0 8 sending 667 to 0 14 sending 471 to 0 14 sending 525 to 0 14 sending 568 to 0 14 sending 578 to 0 0 receiving 366 14 sending 580 to 0 14 sending 590 to 0 10 sending 674 to 0 10 sending 692 to 0 10 sending 727 to 0 10 sending 728 to 0 10 sending 736 to 0 10 sending 770 to 0 10 sending 771 to 0 10 sending 782 to 0 10 sending 816 to 0 10 sending 821 to 0 10 sending 825 to 0 10 sending 852 to 0 10 sending 901 to 0 10 sending 912 to 0 12 sending 419 to 0 0 receiving 381 10 sending 931 to 0 0 receiving 396 12 sending 441 to 0 0 receiving 420 10 sending 940 to 0 0 receiving 440 12 sending 442 to 0 0 receiving 454 10 sending 985 to 0 10 sending 1051 to 0 0 receiving 472 12 sending 449 to 0 0 receiving 486 10 sending 1071 to 0 10 sending 1076 to 0 0 receiving 498 12 sending 453 to 0 0 receiving 499 10 sending 1093 to 0 0 receiving 522 12 sending 466 to 0 0 receiving 548 10 sending 1104 to 0 10 sending 1112 to 0 12 sending 479 to 0 12 sending 483 to 0 10 sending 1115 to 0 10 sending 1146 to 0 12 sending 494 to 0 10 sending 1158 to 0 12 sending 505 to 0 10 sending 1173 to 0 12 sending 518 to 0 13 sending 395 to 0 10 sending 1202 to 0 12 sending 539 to 0 13 sending 408 to 0 10 sending 1214 to 0 10 sending 1227 to 0 12 sending 549 to 0 13 sending 424 to 0 0 receiving 375 10 sending 1244 to 0 12 sending 550 to 0 10 sending 1248 to 0 12 sending 552 to 0 13 sending 430 to 0 10 sending 1251 to 0 10 sending 1256 to 0 0 receiving 585 10 sending 1261 to 0 0 receiving 594 12 sending 584 to 0 13 sending 463 to 0 10 sending 1276 to 0 10 sending 1305 to 0 12 sending 619 to 0 13 sending 464 to 0 0 receiving 391 10 sending 1317 to 0 0 receiving 416 10 reducing... 0 receiving 438 11 sending 556 to 0 0 receiving 489 12 sending 719 to 0 0 receiving 530 13 sending 501 to 0 0 receiving 531 11 sending 627 to 0 0 receiving 559 12 sending 779 to 0 0 receiving 583 13 sending 575 to 0 0 receiving 600 11 sending 632 to 0 0 receiving 615 11 sending 660 to 0 0 receiving 617 12 sending 791 to 0 0 receiving 624 13 sending 589 to 0 0 receiving 634 12 sending 811 to 0 0 receiving 636 13 sending 596 to 0 0 receiving 652 12 sending 817 to 0 0 receiving 667 13 sending 620 to 0 13 sending 643 to 0 12 sending 837 to 0 13 sending 656 to 0 12 sending 854 to 0 13 sending 664 to 0 12 sending 862 to 0 12 sending 893 to 0 9 sending 415 to 0 12 sending 902 to 0 9 sending 427 to 0 9 sending 431 to 0 0 receiving 471 12 sending 904 to 0 12 sending 924 to 0 0 receiving 525 9 sending 434 to 0 0 receiving 568 12 sending 948 to 0 12 sending 952 to 0 12 sending 957 to 0 0 receiving 578 15 sending 601 to 0 0 receiving 580 9 sending 450 to 0 0 receiving 590 12 sending 986 to 0 15 sending 682 to 0 9 sending 456 to 0 9 sending 470 to 0 12 sending 1032 to 0 15 sending 685 to 0 9 sending 511 to 0 12 sending 1060 to 0 15 sending 690 to 0 12 sending 1095 to 0 12 sending 1120 to 0 15 sending 697 to 0 12 sending 1153 to 0 15 sending 717 to 0 8 sending 668 to 0 0 receiving 674 8 sending 676 to 0 0 receiving 692 12 sending 1175 to 0 0 receiving 727 15 sending 731 to 0 0 receiving 728 0 receiving 736 8 sending 720 to 0 0 receiving 770 8 sending 729 to 0 0 receiving 771 12 sending 1181 to 0 0 receiving 782 15 sending 739 to 0 0 receiving 816 8 sending 744 to 0 0 receiving 821 8 sending 752 to 0 0 receiving 825 12 sending 1199 to 0 12 sending 1215 to 0 0 receiving 852 15 sending 745 to 0 0 receiving 901 0 receiving 912 0 receiving 931 0 receiving 940 8 sending 768 to 0 0 receiving 419 0 receiving 985 8 sending 799 to 0 0 receiving 1051 12 sending 1230 to 0 12 sending 1237 to 0 0 receiving 1071 0 receiving 1076 15 sending 756 to 0 0 receiving 1093 8 sending 804 to 0 0 receiving 1104 0 receiving 441 8 sending 812 to 0 0 receiving 442 12 sending 1240 to 0 0 receiving 1112 0 receiving 1115 14 sending 608 to 0 0 receiving 1146 0 receiving 1158 15 sending 763 to 0 0 receiving 449 8 sending 827 to 0 0 receiving 453 8 sending 839 to 0 0 receiving 466 12 sending 1254 to 0 0 receiving 1173 0 receiving 1202 14 sending 611 to 0 0 receiving 1214 0 receiving 1227 15 sending 785 to 0 0 receiving 1244 0 receiving 1248 8 sending 843 to 0 0 receiving 1251 12 sending 1259 to 0 0 receiving 479 14 sending 631 to 0 0 receiving 1256 0 receiving 1261 15 sending 790 to 0 0 receiving 483 0 receiving 1276 0 receiving 494 0 receiving 1305 8 sending 857 to 0 0 receiving 505 12 sending 1263 to 0 0 receiving 1317 14 sending 640 to 0 0 receiving 518 0 receiving 539 0 receiving 549 15 sending 800 to 0 15 sending 822 to 0 0 receiving 550 8 sending 859 to 0 0 receiving 552 12 sending 1267 to 0 12 sending 1270 to 0 0 receiving 395 14 sending 699 to 0 0 receiving 584 15 sending 823 to 0 0 receiving 619 8 sending 879 to 0 0 receiving 719 0 receiving 779 12 sending 1294 to 0 0 receiving 408 14 sending 708 to 0 0 receiving 424 15 sending 853 to 0 0 receiving 791 8 sending 889 to 0 0 receiving 811 12 sending 1308 to 0 12 sending 1311 to 0 0 receiving 817 14 sending 732 to 0 0 receiving 837 15 sending 878 to 0 15 sending 890 to 0 0 receiving 430 8 sending 981 to 0 0 receiving 854 12 reducing... 0 receiving 463 14 sending 742 to 0 0 receiving 464 0 receiving 501 0 receiving 862 0 receiving 893 0 receiving 902 15 sending 925 to 0 0 receiving 904 0 receiving 924 8 sending 1003 to 0 0 receiving 948 14 sending 764 to 0 0 receiving 575 15 sending 979 to 0 0 receiving 952 0 receiving 589 13 sending 678 to 0 0 receiving 957 8 sending 1016 to 0 0 receiving 986 13 sending 680 to 0 0 receiving 596 14 sending 777 to 0 0 receiving 1032 15 sending 1009 to 0 0 receiving 1060 8 sending 1035 to 0 0 receiving 620 13 sending 696 to 0 0 receiving 1095 0 receiving 1120 14 sending 814 to 0 0 receiving 643 0 receiving 1153 0 receiving 656 0 receiving 664 15 sending 1011 to 0 0 receiving 1175 8 sending 1046 to 0 0 receiving 1181 13 sending 730 to 0 0 receiving 1199 14 sending 841 to 0 0 receiving 1215 15 sending 1012 to 0 0 receiving 1230 8 sending 1087 to 0 0 receiving 1237 11 sending 688 to 0 0 receiving 1240 13 sending 748 to 0 0 receiving 1254 14 sending 880 to 0 0 receiving 1259 15 sending 1034 to 0 0 receiving 1263 8 sending 1096 to 0 0 receiving 1267 0 receiving 1270 0 receiving 1294 11 sending 700 to 0 0 receiving 1308 0 receiving 1311 0 receiving 556 0 receiving 627 13 sending 758 to 0 0 receiving 632 0 receiving 660 14 sending 884 to 0 0 receiving 415 8 sending 1114 to 0 0 receiving 427 11 sending 755 to 0 0 receiving 431 13 sending 760 to 0 0 receiving 434 15 sending 1069 to 0 0 receiving 450 8 sending 1144 to 0 0 receiving 456 11 sending 766 to 0 0 receiving 470 13 sending 794 to 0 0 receiving 511 14 sending 897 to 0 0 receiving 601 9 sending 535 to 0 0 receiving 682 8 sending 1145 to 0 0 receiving 685 11 sending 793 to 0 0 receiving 690 13 sending 798 to 0 0 receiving 697 0 receiving 717 15 sending 1091 to 0 0 receiving 731 0 receiving 739 0 receiving 745 8 sending 1163 to 0 0 receiving 756 0 receiving 763 9 sending 536 to 0 0 receiving 785 11 sending 806 to 0 0 receiving 790 0 receiving 800 14 sending 909 to 0 0 receiving 822 8 sending 1218 to 0 0 receiving 823 9 sending 553 to 0 0 receiving 853 13 sending 802 to 0 0 receiving 878 0 receiving 890 0 receiving 925 15 sending 1098 to 0 0 receiving 979 8 sending 1224 to 0 0 receiving 1009 9 sending 579 to 0 0 receiving 1011 0 receiving 1012 11 sending 850 to 0 0 receiving 1034 0 receiving 1069 0 receiving 1091 0 receiving 1098 0 receiving 1103 14 sending 911 to 0 0 receiving 1111 0 receiving 1117 8 sending 1235 to 0 0 receiving 1126 0 receiving 1128 9 sending 581 to 0 0 receiving 1133 13 sending 805 to 0 0 receiving 1139 0 receiving 1140 15 sending 1103 to 0 0 receiving 1151 0 receiving 1187 8 sending 1252 to 0 0 receiving 1233 0 receiving 668 9 sending 616 to 0 0 receiving 1247 11 sending 858 to 0 0 receiving 1275 14 sending 913 to 0 0 receiving 1323 8 sending 1262 to 0 0 receiving 676 9 sending 618 to 0 0 receiving 720 13 sending 809 to 0 0 receiving 729 15 sending 1111 to 0 0 receiving 744 8 sending 1284 to 0 0 receiving 752 9 sending 625 to 0 0 receiving 768 0 receiving 799 0 receiving 804 0 receiving 812 11 sending 863 to 0 11 sending 887 to 0 0 receiving 827 0 receiving 839 14 sending 930 to 0 0 receiving 843 8 sending 1285 to 0 0 receiving 857 9 sending 638 to 0 9 sending 641 to 0 0 receiving 859 13 sending 818 to 0 0 receiving 879 0 receiving 889 15 sending 1117 to 0 0 receiving 981 0 receiving 1003 8 sending 1287 to 0 0 receiving 1016 0 receiving 1035 9 sending 657 to 0 0 receiving 1046 11 sending 910 to 0 11 sending 934 to 0 0 receiving 1087 0 receiving 1096 14 sending 935 to 0 0 receiving 1114 0 receiving 1144 8 sending 1291 to 0 0 receiving 1145 9 sending 681 to 0 0 receiving 1163 0 receiving 1218 13 sending 828 to 0 0 receiving 1224 0 receiving 1235 15 sending 1126 to 0 0 receiving 1252 8 sending 1293 to 0 0 receiving 1262 0 receiving 1284 9 sending 695 to 0 0 receiving 1285 0 receiving 1287 11 sending 937 to 0 0 receiving 1291 0 receiving 1293 14 sending 949 to 0 0 receiving 1295 0 receiving 1301 8 sending 1295 to 0 0 receiving 1304 9 sending 701 to 0 0 receiving 608 13 sending 908 to 0 0 receiving 611 15 sending 1128 to 0 0 receiving 631 0 receiving 640 8 sending 1301 to 0 0 receiving 699 9 sending 711 to 0 0 receiving 708 11 sending 945 to 0 0 receiving 732 14 sending 978 to 0 0 receiving 742 8 sending 1304 to 0 0 receiving 764 9 sending 718 to 0 0 receiving 777 13 sending 916 to 0 0 receiving 814 15 sending 1133 to 0 0 receiving 841 8 reducing... 0 receiving 880 9 sending 740 to 0 0 receiving 884 11 sending 958 to 0 0 receiving 897 14 sending 980 to 0 0 receiving 909 9 sending 765 to 0 9 sending 769 to 0 0 receiving 911 13 sending 918 to 0 0 receiving 913 15 sending 1139 to 0 0 receiving 930 9 sending 774 to 0 0 receiving 935 11 sending 967 to 0 0 receiving 949 13 sending 920 to 0 0 receiving 978 14 sending 982 to 0 0 receiving 980 9 sending 776 to 0 9 sending 796 to 0 0 receiving 982 11 sending 972 to 0 0 receiving 991 13 sending 923 to 0 13 sending 950 to 0 0 receiving 1001 0 receiving 1015 0 receiving 1030 15 sending 1140 to 0 0 receiving 1042 9 sending 810 to 0 0 receiving 1048 0 receiving 1054 11 sending 992 to 0 0 receiving 1065 0 receiving 1074 13 sending 977 to 0 0 receiving 1109 14 sending 991 to 0 0 receiving 1121 9 sending 836 to 0 0 receiving 1135 11 sending 994 to 0 0 receiving 1143 13 sending 1010 to 0 13 sending 1020 to 0 0 receiving 1149 0 receiving 1150 15 sending 1151 to 0 0 receiving 1168 0 receiving 1179 9 sending 844 to 0 0 receiving 1185 0 receiving 1194 11 sending 1013 to 0 0 receiving 1196 0 receiving 1208 13 sending 1029 to 0 13 sending 1031 to 0 0 receiving 1243 14 sending 1001 to 0 0 receiving 678 9 sending 856 to 0 0 receiving 680 11 sending 1024 to 0 11 sending 1053 to 0 0 receiving 696 13 sending 1050 to 0 0 receiving 730 15 sending 1187 to 0 0 receiving 748 0 receiving 758 9 sending 886 to 0 0 receiving 760 11 sending 1057 to 0 11 sending 1072 to 0 0 receiving 794 13 sending 1063 to 0 0 receiving 798 14 sending 1015 to 0 0 receiving 802 9 sending 926 to 0 0 receiving 805 11 sending 1084 to 0 0 receiving 809 13 sending 1079 to 0 0 receiving 818 15 sending 1233 to 0 0 receiving 828 9 sending 961 to 0 0 receiving 908 11 sending 1085 to 0 0 receiving 916 13 sending 1127 to 0 0 receiving 918 14 sending 1030 to 0 0 receiving 920 9 sending 965 to 0 0 receiving 923 11 sending 1097 to 0 0 receiving 950 13 sending 1134 to 0 0 receiving 977 15 sending 1247 to 0 0 receiving 1010 9 sending 1006 to 0 0 receiving 1020 11 sending 1108 to 0 0 receiving 1029 13 sending 1136 to 0 0 receiving 1031 0 receiving 1050 14 sending 1042 to 0 0 receiving 1063 0 receiving 1079 9 sending 1008 to 0 0 receiving 1127 0 receiving 1134 11 sending 1219 to 0 0 receiving 1136 0 receiving 1141 13 sending 1141 to 0 0 receiving 1167 15 sending 1275 to 0 0 receiving 1170 0 receiving 1201 9 sending 1019 to 0 0 receiving 1258 0 receiving 1286 0 receiving 1290 0 receiving 1302 0 receiving 1307 11 sending 1228 to 0 0 receiving 1315 0 receiving 688 13 sending 1167 to 0 0 receiving 700 14 sending 1048 to 0 0 receiving 755 9 sending 1058 to 0 0 receiving 766 0 receiving 793 11 sending 1271 to 0 0 receiving 806 0 receiving 850 13 sending 1170 to 0 13 sending 1201 to 0 0 receiving 858 15 sending 1323 to 0 0 receiving 863 0 receiving 887 9 sending 1059 to 0 9 sending 1064 to 0 0 receiving 910 11 sending 1274 to 0 11 sending 1283 to 0 0 receiving 934 13 sending 1258 to 0 13 sending 1286 to 0 0 receiving 937 14 sending 1054 to 0 0 receiving 945 9 sending 1083 to 0 0 receiving 958 11 sending 1300 to 0 0 receiving 967 0 receiving 972 13 sending 1290 to 0 0 receiving 992 0 receiving 994 15 reducing... 0 receiving 1013 0 receiving 1024 9 sending 1088 to 0 0 receiving 1053 0 receiving 1057 11 sending 1314 to 0 0 receiving 1072 0 receiving 1084 13 sending 1302 to 0 0 receiving 1085 14 sending 1065 to 0 0 receiving 1097 9 sending 1089 to 0 0 receiving 1108 11 sending 1322 to 0 0 receiving 1219 13 sending 1307 to 0 0 receiving 1228 0 receiving 1271 0 receiving 1274 9 sending 1125 to 0 0 receiving 1283 0 receiving 1300 11 reducing... 0 receiving 1314 0 receiving 1322 13 sending 1315 to 0 0 receiving 535 14 sending 1074 to 0 0 receiving 536 9 sending 1130 to 0 0 receiving 553 13 reducing... 0 receiving 579 14 sending 1109 to 0 0 receiving 581 9 sending 1174 to 0 0 receiving 616 14 sending 1121 to 0 0 receiving 618 9 sending 1180 to 0 0 receiving 625 9 sending 1192 to 0 0 receiving 638 14 sending 1135 to 0 0 receiving 641 9 sending 1234 to 0 0 receiving 657 14 sending 1143 to 0 0 receiving 681 9 sending 1260 to 0 0 receiving 695 14 sending 1149 to 0 0 receiving 701 9 sending 1266 to 0 0 receiving 711 14 sending 1150 to 0 0 receiving 718 9 sending 1273 to 0 0 receiving 740 14 sending 1168 to 0 0 receiving 765 9 sending 1309 to 0 0 receiving 769 14 sending 1179 to 0 0 receiving 774 9 reducing... 0 receiving 776 14 sending 1185 to 0 0 receiving 796 14 sending 1194 to 0 0 receiving 810 14 sending 1196 to 0 0 receiving 836 14 sending 1208 to 0 0 receiving 844 14 sending 1243 to 0 0 receiving 856 14 reducing... 0 receiving 886 0 receiving 926 0 receiving 961 0 receiving 965 0 receiving 1006 0 receiving 1008 0 receiving 1019 0 receiving 1058 0 receiving 1059 0 receiving 1064 0 receiving 1083 0 receiving 1088 0 receiving 1089 0 receiving 1125 0 receiving 1130 0 receiving 1174 0 receiving 1180 0 receiving 1192 0 receiving 1234 0 receiving 1260 0 receiving 1266 0 receiving 1273 0 receiving 1309 0 reducing... Total nSV = 32748 I/O time = 5.61 I/O time = 5.61 I/O time = 5.61 I/O time = 5.61 I/O time = 5.61 I/O time = 5.60 I/O time = 5.60 I/O time = 5.61 I/O time = 5.61 I/O time = 5.60 I/O time = 5.61 I/O time = 5.60 I/O time = 5.62 I/O time = 5.63 I/O time = 5.60 I/O time = 5.61