problem: a7a // kernel: linear // C: 1.000000e+00 time to read data: 1.099830e-01 number of features: 122 nonzeros in data: 223304 problem dimension: 16100 matrix to be created in format linear Numerical parameters: parameter in kernels .............................. gamma: 8.196721e-03 degree for poly kernels .......................... degree: 3 subspace tolerance <= serr1 times SVM tolerance ... serr1: 1.000000e+00 subspace tolerance <= serr2 times KKT error ....... serr2: 1.000000e-01 use index if Lagrangian error >= l_pert*SVM tol .. l_pert: 1.000000e-02 ignore index i if |d_i| <= d_pert ................ d_pert: 1.000000e-12 threshold for free variables C*bndpert ......... bnd_pert: 1.000000e-03 size of subspace ................................... nsub: 250 amplification factor for value of prior indices .. PreAmp: 2.000000e+04 maximum fraction of prior indices in new space .. MaxKept: 8.000000e-01 maximum number of outer iterations ............. maxouter: 2147483647 print level (0 = none, 2 = maximum) .......... PrintLevel: 0 use lp for subspace if max_i |g_i| >= 1.000000e+04*C*lambda_k Logical parameters: Use dense dot products All elements in data matrix are 1 Do not for dense submatrix if kernel = 0 Print the parameter structure ========================================= Status: 0 Function value: -5.6992532164e+03 KKT error: 9.8801246114e-04 constraint violation: -8.5453588406e-11 nlo: 10331 nhi: 5652 nfree: 117 Timing results: Read matrix: 0.1100 Construct subspace: 0.3859 Build subspace matrix S: 0.0000 Solve subspace problem in ASL: 1.9917 Update gradient: 0.1140 Solve problem: 2.5036 ========================================= Total time (read+solve): 2.6136 Outer iterations: 197 Inner iterations: 23180 Columns evaluated: 48956 Iterations in ASLd: 113413 Subspace cost evals: 0 Subspace grad evals: 22983 problem: a7a // kernel: linear // C: 1.000000e+01 time to read data: 1.089830e-01 number of features: 122 nonzeros in data: 223304 problem dimension: 16100 matrix to be created in format linear ========================================= Status: 0 Function value: -5.6875579000e+04 KKT error: 9.6940170522e-04 constraint violation: -2.6334312508e-10 nlo: 10345 nhi: 5630 nfree: 125 Timing results: Read matrix: 0.1090 Construct subspace: 0.5479 Build subspace matrix S: 0.0000 Solve subspace problem in ASL: 8.1068 Update gradient: 0.1680 Solve problem: 8.8387 ========================================= Total time (read+solve): 8.9476 Outer iterations: 270 Inner iterations: 90676 Columns evaluated: 67365 Iterations in ASLd: 448316 Subspace cost evals: 0 Subspace grad evals: 90405 problem: a7a // kernel: linear // C: 1.000000e+02 time to read data: 1.079840e-01 number of features: 122 nonzeros in data: 223304 problem dimension: 16100 matrix to be created in format linear ========================================= Status: 0 Function value: -5.6862699005e+05 KKT error: 9.7253357280e-04 constraint violation: -3.5706621506e-10 nlo: 10339 nhi: 5628 nfree: 133 Timing results: Read matrix: 0.1080 Construct subspace: 0.7519 Build subspace matrix S: 0.0000 Solve subspace problem in ASL: 54.4467 Update gradient: 0.2120 Solve problem: 55.4346 ========================================= Total time (read+solve): 55.5426 Outer iterations: 355 Inner iterations: 611240 Columns evaluated: 88745 Iterations in ASLd: 3002505 Subspace cost evals: 0 Subspace grad evals: 610884 problem: a7a // kernel: linear // C: 1.000000e+03 time to read data: 1.089830e-01 number of features: 122 nonzeros in data: 223304 problem dimension: 16100 matrix to be created in format linear ========================================= Status: 0 Function value: -5.6861403169e+06 KKT error: 9.7274561794e-04 constraint violation: -1.4352634367e-10 nlo: 10341 nhi: 5630 nfree: 129 Timing results: Read matrix: 0.1090 Construct subspace: 0.7419 Build subspace matrix S: 0.0000 Solve subspace problem in ASL: 387.2481 Update gradient: 0.2110 Solve problem: 388.2170 ========================================= Total time (read+solve): 388.3260 Outer iterations: 348 Inner iterations: 4320694 Columns evaluated: 86671 Iterations in ASLd: 21460765 Subspace cost evals: 0 Subspace grad evals: 4320346 problem: a7a // kernel: rbf // C: 1.000000e+00 time to read data: 1.099820e-01 number of features: 122 nonzeros in data: 223304 problem dimension: 16100 matrix to be created in format rbf ========================================= Status: 0 Function value: -5.8990727697e+03 KKT error: 8.3216829870e-04 constraint violation: -1.5190626534e-11 nlo: 9925 nhi: 6053 nfree: 122 Timing results: Read matrix: 0.1100 Construct subspace: 0.0840 Build subspace matrix S: 0.3769 Solve subspace problem in ASL: 0.2800 Update gradient: 19.8650 Solve problem: 20.6109 ========================================= Total time (read+solve): 20.7208 Outer iterations: 39 Inner iterations: 753 Columns evaluated: 12230 Iterations in ASLd: 3783 Subspace cost evals: 0 Subspace grad evals: 714 problem: a7a // kernel: rbf // C: 1.000000e+01 time to read data: 1.089840e-01 number of features: 122 nonzeros in data: 223304 problem dimension: 16100 matrix to be created in format rbf ========================================= Status: 0 Function value: -5.5195374652e+04 KKT error: 9.8481531241e-04 constraint violation: -1.1736212002e-10 nlo: 10260 nhi: 5531 nfree: 309 Timing results: Read matrix: 0.1090 Construct subspace: 0.1240 Build subspace matrix S: 0.5299 Solve subspace problem in ASL: 1.0438 Update gradient: 27.4148 Solve problem: 29.1256 ========================================= Total time (read+solve): 29.2346 Outer iterations: 59 Inner iterations: 2698 Columns evaluated: 16428 Iterations in ASLd: 13334 Subspace cost evals: 0 Subspace grad evals: 2639 problem: a7a // kernel: rbf // C: 1.000000e+02 time to read data: 1.079830e-01 number of features: 122 nonzeros in data: 223304 problem dimension: 16100 matrix to be created in format rbf ========================================= Status: 0 Function value: -5.0695812437e+05 KKT error: 9.6918675210e-04 constraint violation: 1.3608456584e-09 nlo: 10325 nhi: 4911 nfree: 864 Timing results: Read matrix: 0.1080 Construct subspace: 0.2200 Build subspace matrix S: 0.8339 Solve subspace problem in ASL: 9.6765 Update gradient: 38.7971 Solve problem: 49.5535 ========================================= Total time (read+solve): 49.6615 Outer iterations: 115 Inner iterations: 21646 Columns evaluated: 21117 Iterations in ASLd: 89881 Subspace cost evals: 0 Subspace grad evals: 21531 problem: a7a // kernel: rbf // C: 1.000000e+03 time to read data: 1.099830e-01 number of features: 122 nonzeros in data: 223304 problem dimension: 16100 matrix to be created in format rbf ========================================= Status: 0 Function value: -4.3803923191e+06 KKT error: 9.4762802502e-04 constraint violation: 6.3016614149e-10 nlo: 10199 nhi: 3960 nfree: 1941 Timing results: Read matrix: 0.1100 Construct subspace: 0.9489 Build subspace matrix S: 2.9476 Solve subspace problem in ASL: 72.2440 Update gradient: 119.1339 Solve problem: 195.3983 ========================================= Total time (read+solve): 195.5083 Outer iterations: 561 Inner iterations: 154979 Columns evaluated: 53108 Iterations in ASLd: 556669 Subspace cost evals: 0 Subspace grad evals: 154418 problem: a7a // kernel: poly // C: 1.000000e+00 time to read data: 1.099840e-01 number of features: 122 nonzeros in data: 223304 problem dimension: 16100 matrix to be created in format poly ========================================= Status: 0 Function value: -7.7204660908e+03 KKT error: 9.5766802184e-04 constraint violation: -1.0616552082e-10 nlo: 8002 nhi: 4159 nfree: 3939 Timing results: Read matrix: 0.1100 Construct subspace: 0.1170 Build subspace matrix S: 0.2050 Solve subspace problem in ASL: 0.0920 Update gradient: 9.5176 Solve problem: 9.9495 ========================================= Total time (read+solve): 10.0595 Outer iterations: 60 Inner iterations: 167 Columns evaluated: 11689 Iterations in ASLd: 1395 Subspace cost evals: 0 Subspace grad evals: 107 problem: a7a // kernel: poly // C: 1.000000e+01 time to read data: 1.079830e-01 number of features: 122 nonzeros in data: 223304 problem dimension: 16100 matrix to be created in format poly ========================================= Status: 0 Function value: -6.7778171068e+04 KKT error: 8.8538572053e-04 constraint violation: -2.2218316076e-10 nlo: 8493 nhi: 6768 nfree: 839 Timing results: Read matrix: 0.1080 Construct subspace: 0.0900 Build subspace matrix S: 0.1760 Solve subspace problem in ASL: 0.1310 Update gradient: 9.4886 Solve problem: 9.9015 ========================================= Total time (read+solve): 10.0095 Outer iterations: 48 Inner iterations: 257 Columns evaluated: 12468 Iterations in ASLd: 1456 Subspace cost evals: 0 Subspace grad evals: 209 problem: a7a // kernel: poly // C: 1.000000e+02 time to read data: 1.089830e-01 number of features: 122 nonzeros in data: 223304 problem dimension: 16100 matrix to be created in format poly ========================================= Status: 0 Function value: -5.6936825431e+05 KKT error: 8.7035934317e-04 constraint violation: 5.3574922276e-10 nlo: 9721 nhi: 5682 nfree: 697 Timing results: Read matrix: 0.1090 Construct subspace: 0.0950 Build subspace matrix S: 0.1770 Solve subspace problem in ASL: 0.3290 Update gradient: 9.3296 Solve problem: 9.9435 ========================================= Total time (read+solve): 10.0525 Outer iterations: 49 Inner iterations: 739 Columns evaluated: 10926 Iterations in ASLd: 3336 Subspace cost evals: 0 Subspace grad evals: 690 problem: a7a // kernel: poly // C: 1.000000e+03 time to read data: 1.079840e-01 number of features: 122 nonzeros in data: 223304 problem dimension: 16100 matrix to be created in format poly ========================================= Status: 0 Function value: -4.8970769531e+06 KKT error: 9.6211343617e-04 constraint violation: 1.5880345927e-08 nlo: 9991 nhi: 4638 nfree: 1471 Timing results: Read matrix: 0.1080 Construct subspace: 0.1610 Build subspace matrix S: 0.3430 Solve subspace problem in ASL: 2.0517 Update gradient: 17.2314 Solve problem: 19.8240 ========================================= Total time (read+solve): 19.9320 Outer iterations: 111 Inner iterations: 4065 Columns evaluated: 15938 Iterations in ASLd: 16685 Subspace cost evals: 0 Subspace grad evals: 3954 problem: a7a // kernel: sig // C: 1.000000e+00 time to read data: 1.079830e-01 number of features: 122 nonzeros in data: 223304 problem dimension: 16100 matrix to be created in format sig ========================================= Status: 0 Function value: -6.0955292025e+03 KKT error: 9.7208781851e-04 constraint violation: -3.5133118637e-11 nlo: 9713 nhi: 6329 nfree: 58 Timing results: Read matrix: 0.1080 Construct subspace: 0.0810 Build subspace matrix S: 0.4039 Solve subspace problem in ASL: 0.2490 Update gradient: 22.8095 Solve problem: 23.5544 ========================================= Total time (read+solve): 23.6624 Outer iterations: 38 Inner iterations: 562 Columns evaluated: 12123 Iterations in ASLd: 2892 Subspace cost evals: 0 Subspace grad evals: 524 problem: a7a // kernel: sig // C: 1.000000e+01 time to read data: 1.099840e-01 number of features: 122 nonzeros in data: 223304 problem dimension: 16100 matrix to be created in format sig ========================================= Status: 0 Function value: -5.7878560634e+04 KKT error: 9.1953580781e-04 constraint violation: -2.8498741340e-11 nlo: 10215 nhi: 5786 nfree: 99 Timing results: Read matrix: 0.1100 Construct subspace: 0.1200 Build subspace matrix S: 0.5609 Solve subspace problem in ASL: 0.6729 Update gradient: 32.0221 Solve problem: 33.3929 ========================================= Total time (read+solve): 33.5029 Outer iterations: 56 Inner iterations: 2195 Columns evaluated: 16858 Iterations in ASLd: 10654 Subspace cost evals: 0 Subspace grad evals: 2139 problem: a7a // kernel: sig // C: 1.000000e+02 time to read data: 1.089830e-01 number of features: 122 nonzeros in data: 223304 problem dimension: 16100 matrix to be created in format sig ========================================= Status: 0 Function value: -5.7639987659e+05 KKT error: 9.2544659429e-04 constraint violation: -1.7020340692e-10 nlo: 11212 nhi: 4807 nfree: 81 Timing results: Read matrix: 0.1090 Construct subspace: 0.2100 Build subspace matrix S: 0.8739 Solve subspace problem in ASL: 3.2155 Update gradient: 51.3252 Solve problem: 55.6475 ========================================= Total time (read+solve): 55.7565 Outer iterations: 108 Inner iterations: 17988 Columns evaluated: 27345 Iterations in ASLd: 79544 Subspace cost evals: 0 Subspace grad evals: 17880 problem: a7a // kernel: sig // C: 1.000000e+03 time to read data: 1.089840e-01 number of features: 122 nonzeros in data: 223304 problem dimension: 16100 matrix to be created in format sig ========================================= Status: 0 Function value: -2.0850967791e+07 KKT error: 9.6565716166e-04 constraint violation: -2.0588686311e-10 nlo: 12553 nhi: 3465 nfree: 82 Timing results: Read matrix: 0.1090 Construct subspace: 0.1490 Build subspace matrix S: 0.6259 Solve subspace problem in ASL: 2.8776 Update gradient: 36.5294 Solve problem: 40.1969 ========================================= Total time (read+solve): 40.3059 Outer iterations: 80 Inner iterations: 15498 Columns evaluated: 19519 Iterations in ASLd: 66320 Subspace cost evals: 0 Subspace grad evals: 15418 problem: a8a // kernel: linear // C: 1.000000e+00 time to read data: 1.539760e-01 number of features: 123 nonzeros in data: 314815 problem dimension: 22696 matrix to be created in format linear Numerical parameters: parameter in kernels .............................. gamma: 8.130081e-03 degree for poly kernels .......................... degree: 3 subspace tolerance <= serr1 times SVM tolerance ... serr1: 1.000000e+00 subspace tolerance <= serr2 times KKT error ....... serr2: 1.000000e-01 use index if Lagrangian error >= l_pert*SVM tol .. l_pert: 1.000000e-02 ignore index i if |d_i| <= d_pert ................ d_pert: 1.000000e-12 threshold for free variables C*bndpert ......... bnd_pert: 1.000000e-03 size of subspace ................................... nsub: 250 amplification factor for value of prior indices .. PreAmp: 2.000000e+04 maximum fraction of prior indices in new space .. MaxKept: 8.000000e-01 maximum number of outer iterations ............. maxouter: 2147483647 print level (0 = none, 2 = maximum) .......... PrintLevel: 0 use lp for subspace if max_i |g_i| >= 1.000000e+04*C*lambda_k Logical parameters: Use dense dot products All elements in data matrix are 1 Do not for dense submatrix if kernel = 0 Print the parameter structure ========================================= Status: 0 Function value: -8.0624082148e+03 KKT error: 9.9368954361e-04 constraint violation: -1.7264523479e-10 nlo: 14554 nhi: 8005 nfree: 137 Timing results: Read matrix: 0.1540 Construct subspace: 0.8479 Build subspace matrix S: 0.0000 Solve subspace problem in ASL: 2.9255 Update gradient: 0.2610 Solve problem: 4.0644 ========================================= Total time (read+solve): 4.2184 Outer iterations: 294 Inner iterations: 33659 Columns evaluated: 73293 Iterations in ASLd: 167257 Subspace cost evals: 0 Subspace grad evals: 33365 problem: a8a // kernel: linear // C: 1.000000e+01 time to read data: 1.529770e-01 number of features: 123 nonzeros in data: 314815 problem dimension: 22696 matrix to be created in format linear ========================================= Status: 0 Function value: -8.0514263532e+04 KKT error: 9.6200601489e-04 constraint violation: -3.7021230526e-10 nlo: 14564 nhi: 7976 nfree: 156 Timing results: Read matrix: 0.1530 Construct subspace: 1.1638 Build subspace matrix S: 0.0000 Solve subspace problem in ASL: 12.2991 Update gradient: 0.3549 Solve problem: 13.8559 ========================================= Total time (read+solve): 14.0089 Outer iterations: 398 Inner iterations: 133168 Columns evaluated: 99750 Iterations in ASLd: 656537 Subspace cost evals: 0 Subspace grad evals: 132769 problem: a8a // kernel: linear // C: 1.000000e+02 time to read data: 1.529760e-01 number of features: 123 nonzeros in data: 314815 problem dimension: 22696 matrix to be created in format linear ========================================= Status: 0 Function value: -8.0502050088e+05 KKT error: 9.5405143296e-04 constraint violation: -3.9958081288e-10 nlo: 14560 nhi: 7970 nfree: 166 Timing results: Read matrix: 0.1530 Construct subspace: 1.6537 Build subspace matrix S: 0.0000 Solve subspace problem in ASL: 77.7852 Update gradient: 0.4699 Solve problem: 79.9628 ========================================= Total time (read+solve): 80.1158 Outer iterations: 539 Inner iterations: 842926 Columns evaluated: 134750 Iterations in ASLd: 4193509 Subspace cost evals: 0 Subspace grad evals: 842387 problem: a8a // kernel: linear // C: 1.000000e+03 time to read data: 1.549760e-01 number of features: 123 nonzeros in data: 314815 problem dimension: 22696 matrix to be created in format linear ========================================= Status: 0 Function value: -8.0500869698e+06 KKT error: 9.8656546053e-04 constraint violation: -1.5666046238e-10 nlo: 14566 nhi: 7973 nfree: 157 Timing results: Read matrix: 0.1550 Construct subspace: 1.7047 Build subspace matrix S: 0.0000 Solve subspace problem in ASL: 681.5764 Update gradient: 0.4639 Solve problem: 683.8080 ========================================= Total time (read+solve): 683.9630 Outer iterations: 536 Inner iterations: 7622753 Columns evaluated: 133772 Iterations in ASLd: 36657205 Subspace cost evals: 0 Subspace grad evals: 7622217 problem: a8a // kernel: rbf // C: 1.000000e+00 time to read data: 1.529760e-01 number of features: 123 nonzeros in data: 314815 problem dimension: 22696 matrix to be created in format rbf ========================================= Status: 0 Function value: -8.2495025203e+03 KKT error: 9.8956530512e-04 constraint violation: -4.9969740117e-11 nlo: 14137 nhi: 8430 nfree: 129 Timing results: Read matrix: 0.1530 Construct subspace: 0.1620 Build subspace matrix S: 0.4999 Solve subspace problem in ASL: 0.3989 Update gradient: 38.1332 Solve problem: 39.2060 ========================================= Total time (read+solve): 39.3590 Outer iterations: 52 Inner iterations: 1032 Columns evaluated: 16637 Iterations in ASLd: 5269 Subspace cost evals: 0 Subspace grad evals: 980 problem: a8a // kernel: rbf // C: 1.000000e+01 time to read data: 1.539770e-01 number of features: 123 nonzeros in data: 314815 problem dimension: 22696 matrix to be created in format rbf ========================================= Status: 0 Function value: -7.7831114413e+04 KKT error: 9.8056924621e-04 constraint violation: -8.1779916172e-11 nlo: 14472 nhi: 7788 nfree: 436 Timing results: Read matrix: 0.1540 Construct subspace: 0.2560 Build subspace matrix S: 0.7729 Solve subspace problem in ASL: 1.9307 Update gradient: 55.7215 Solve problem: 58.7031 ========================================= Total time (read+solve): 58.8571 Outer iterations: 87 Inner iterations: 4672 Columns evaluated: 23445 Iterations in ASLd: 22499 Subspace cost evals: 0 Subspace grad evals: 4585 problem: a8a // kernel: rbf // C: 1.000000e+02 time to read data: 1.579770e-01 number of features: 123 nonzeros in data: 314815 problem dimension: 22696 matrix to be created in format rbf ========================================= Status: 0 Function value: -7.2240384837e+05 KKT error: 9.6673285265e-04 constraint violation: -8.7299462835e-10 nlo: 14628 nhi: 6978 nfree: 1090 Timing results: Read matrix: 0.1580 Construct subspace: 0.5089 Build subspace matrix S: 1.2798 Solve subspace problem in ASL: 17.4393 Update gradient: 82.2865 Solve problem: 101.5726 ========================================= Total time (read+solve): 101.7305 Outer iterations: 184 Inner iterations: 35948 Columns evaluated: 31024 Iterations in ASLd: 153762 Subspace cost evals: 0 Subspace grad evals: 35764 problem: a8a // kernel: rbf // C: 1.000000e+03 time to read data: 1.539770e-01 number of features: 123 nonzeros in data: 314815 problem dimension: 22696 matrix to be created in format rbf ========================================= Status: 0 Function value: -6.3935307683e+06 KKT error: 9.6558345008e-04 constraint violation: -3.0001842788e-08 nlo: 14453 nhi: 5850 nfree: 2393 Timing results: Read matrix: 0.1540 Construct subspace: 2.2507 Build subspace matrix S: 4.8813 Solve subspace problem in ASL: 133.7007 Update gradient: 280.4064 Solve problem: 421.4679 ========================================= Total time (read+solve): 421.6219 Outer iterations: 942 Inner iterations: 249969 Columns evaluated: 87892 Iterations in ASLd: 910481 Subspace cost evals: 0 Subspace grad evals: 249027 problem: a8a // kernel: poly // C: 1.000000e+00 time to read data: 1.579750e-01 number of features: 123 nonzeros in data: 314815 problem dimension: 22696 matrix to be created in format poly ========================================= Status: 0 Function value: -1.0797563365e+04 KKT error: 8.8590690000e-04 constraint violation: -2.8477609160e-10 nlo: 11327 nhi: 6741 nfree: 4628 Timing results: Read matrix: 0.1580 Construct subspace: 0.2450 Build subspace matrix S: 0.2990 Solve subspace problem in ASL: 0.1330 Update gradient: 19.7520 Solve problem: 20.4549 ========================================= Total time (read+solve): 20.6129 Outer iterations: 88 Inner iterations: 234 Columns evaluated: 17221 Iterations in ASLd: 1980 Subspace cost evals: 0 Subspace grad evals: 146 problem: a8a // kernel: poly // C: 1.000000e+01 time to read data: 1.529770e-01 number of features: 123 nonzeros in data: 314815 problem dimension: 22696 matrix to be created in format poly ========================================= Status: 0 Function value: -9.2870584204e+04 KKT error: 8.9423343148e-04 constraint violation: 2.2566837288e-11 nlo: 12356 nhi: 9242 nfree: 1098 Timing results: Read matrix: 0.1530 Construct subspace: 0.1950 Build subspace matrix S: 0.2480 Solve subspace problem in ASL: 0.1690 Update gradient: 18.5532 Solve problem: 19.1861 ========================================= Total time (read+solve): 19.3391 Outer iterations: 69 Inner iterations: 333 Columns evaluated: 16543 Iterations in ASLd: 1897 Subspace cost evals: 0 Subspace grad evals: 264 problem: a8a // kernel: poly // C: 1.000000e+02 time to read data: 1.539760e-01 number of features: 123 nonzeros in data: 314815 problem dimension: 22696 matrix to be created in format poly ========================================= Status: 0 Function value: -7.9664949103e+05 KKT error: 9.9485026359e-04 constraint violation: 5.1824144975e-10 nlo: 13887 nhi: 7795 nfree: 1014 Timing results: Read matrix: 0.1540 Construct subspace: 0.1790 Build subspace matrix S: 0.2500 Solve subspace problem in ASL: 0.4899 Update gradient: 18.6162 Solve problem: 19.5550 ========================================= Total time (read+solve): 19.7090 Outer iterations: 71 Inner iterations: 1101 Columns evaluated: 15068 Iterations in ASLd: 4982 Subspace cost evals: 0 Subspace grad evals: 1030 problem: a8a // kernel: poly // C: 1.000000e+03 time to read data: 1.529770e-01 number of features: 123 nonzeros in data: 314815 problem dimension: 22696 matrix to be created in format poly ========================================= Status: 0 Function value: -6.9862036712e+06 KKT error: 9.5809030024e-04 constraint violation: -9.0892626758e-09 nlo: 14154 nhi: 6560 nfree: 1982 Timing results: Read matrix: 0.1530 Construct subspace: 0.4199 Build subspace matrix S: 0.5939 Solve subspace problem in ASL: 3.2155 Update gradient: 39.7180 Solve problem: 43.9913 ========================================= Total time (read+solve): 44.1443 Outer iterations: 188 Inner iterations: 6920 Columns evaluated: 24775 Iterations in ASLd: 28216 Subspace cost evals: 0 Subspace grad evals: 6732 problem: a8a // kernel: sig // C: 1.000000e+00 time to read data: 1.539780e-01 number of features: 123 nonzeros in data: 314815 problem dimension: 22696 matrix to be created in format sig ========================================= Status: 0 Function value: -8.4913867064e+03 KKT error: 9.9624384674e-04 constraint violation: -4.1199710310e-11 nlo: 13850 nhi: 8740 nfree: 106 Timing results: Read matrix: 0.1540 Construct subspace: 0.1490 Build subspace matrix S: 0.5179 Solve subspace problem in ASL: 0.2830 Update gradient: 40.7508 Solve problem: 41.7157 ========================================= Total time (read+solve): 41.8696 Outer iterations: 49 Inner iterations: 733 Columns evaluated: 15060 Iterations in ASLd: 3736 Subspace cost evals: 0 Subspace grad evals: 684 problem: a8a // kernel: sig // C: 1.000000e+01 time to read data: 1.529770e-01 number of features: 123 nonzeros in data: 314815 problem dimension: 22696 matrix to be created in format sig ========================================= Status: 0 Function value: -8.1632389733e+04 KKT error: 8.9651484125e-04 constraint violation: -1.6536706781e-10 nlo: 14443 nhi: 8123 nfree: 130 Timing results: Read matrix: 0.1530 Construct subspace: 0.2550 Build subspace matrix S: 0.8849 Solve subspace problem in ASL: 1.1768 Update gradient: 67.7827 Solve problem: 70.1203 ========================================= Total time (read+solve): 70.2733 Outer iterations: 87 Inner iterations: 3373 Columns evaluated: 24808 Iterations in ASLd: 16570 Subspace cost evals: 0 Subspace grad evals: 3286 problem: a8a // kernel: sig // C: 1.000000e+02 time to read data: 1.529760e-01 number of features: 123 nonzeros in data: 314815 problem dimension: 22696 matrix to be created in format sig ========================================= Status: 0 Function value: -8.8480591684e+05 KKT error: 8.5186965121e-04 constraint violation: -2.3651125503e-10 nlo: 16611 nhi: 6009 nfree: 76 Timing results: Read matrix: 0.1530 Construct subspace: 0.3449 Build subspace matrix S: 1.1608 Solve subspace problem in ASL: 3.5605 Update gradient: 95.0196 Solve problem: 100.1128 ========================================= Total time (read+solve): 100.2658 Outer iterations: 126 Inner iterations: 15388 Columns evaluated: 35832 Iterations in ASLd: 69426 Subspace cost evals: 0 Subspace grad evals: 15262 problem: a8a // kernel: sig // C: 1.000000e+03 time to read data: 1.529760e-01 number of features: 123 nonzeros in data: 314815 problem dimension: 22696 matrix to be created in format sig ========================================= Status: 0 Function value: -3.9187029575e+07 KKT error: 9.5230061381e-04 constraint violation: -1.1959855328e-10 nlo: 17776 nhi: 4833 nfree: 87 Timing results: Read matrix: 0.1530 Construct subspace: 0.2640 Build subspace matrix S: 0.8969 Solve subspace problem in ASL: 3.6315 Update gradient: 73.5818 Solve problem: 78.3981 ========================================= Total time (read+solve): 78.5511 Outer iterations: 97 Inner iterations: 14977 Columns evaluated: 27779 Iterations in ASLd: 69224 Subspace cost evals: 0 Subspace grad evals: 14880 problem: a9a // kernel: linear // C: 1.000000e+00 time to read data: 2.199670e-01 number of features: 123 nonzeros in data: 451592 problem dimension: 32561 matrix to be created in format linear Numerical parameters: parameter in kernels .............................. gamma: 8.130081e-03 degree for poly kernels .......................... degree: 3 subspace tolerance <= serr1 times SVM tolerance ... serr1: 1.000000e+00 subspace tolerance <= serr2 times KKT error ....... serr2: 1.000000e-01 use index if Lagrangian error >= l_pert*SVM tol .. l_pert: 1.000000e-02 ignore index i if |d_i| <= d_pert ................ d_pert: 1.000000e-12 threshold for free variables C*bndpert ......... bnd_pert: 1.000000e-03 size of subspace ................................... nsub: 250 amplification factor for value of prior indices .. PreAmp: 2.000000e+04 maximum fraction of prior indices in new space .. MaxKept: 8.000000e-01 maximum number of outer iterations ............. maxouter: 2147483647 print level (0 = none, 2 = maximum) .......... PrintLevel: 0 use lp for subspace if max_i |g_i| >= 1.000000e+04*C*lambda_k Logical parameters: Use dense dot products All elements in data matrix are 1 Do not for dense submatrix if kernel = 0 Print the parameter structure ========================================= Status: 0 Function value: -1.1433387081e+04 KKT error: 9.8427485198e-04 constraint violation: -3.2424647995e-10 nlo: 20985 nhi: 11338 nfree: 238 Timing results: Read matrix: 0.2200 Construct subspace: 2.0627 Build subspace matrix S: 0.0000 Solve subspace problem in ASL: 4.4953 Update gradient: 0.5919 Solve problem: 7.2009 ========================================= Total time (read+solve): 7.4209 Outer iterations: 466 Inner iterations: 50594 Columns evaluated: 116500 Iterations in ASLd: 252908 Subspace cost evals: 0 Subspace grad evals: 50128 problem: a9a // kernel: linear // C: 1.000000e+01 time to read data: 2.199670e-01 number of features: 123 nonzeros in data: 451592 problem dimension: 32561 matrix to be created in format linear ========================================= Status: 0 Function value: -1.1423747875e+05 KKT error: 9.6607719202e-04 constraint violation: -6.6673207183e-10 nlo: 21019 nhi: 11342 nfree: 200 Timing results: Read matrix: 0.2200 Construct subspace: 2.7456 Build subspace matrix S: 0.0000 Solve subspace problem in ASL: 20.2489 Update gradient: 0.7899 Solve problem: 23.8454 ========================================= Total time (read+solve): 24.0653 Outer iterations: 618 Inner iterations: 217493 Columns evaluated: 154500 Iterations in ASLd: 1067473 Subspace cost evals: 0 Subspace grad evals: 216875 problem: a9a // kernel: linear // C: 1.000000e+02 time to read data: 2.199660e-01 number of features: 123 nonzeros in data: 451592 problem dimension: 32561 matrix to be created in format linear ========================================= Status: 0 Function value: -1.1422708064e+06 KKT error: 9.4922873331e-04 constraint violation: -8.6654949882e-10 nlo: 21017 nhi: 11309 nfree: 235 Timing results: Read matrix: 0.2200 Construct subspace: 3.9714 Build subspace matrix S: 0.0000 Solve subspace problem in ASL: 138.9489 Update gradient: 1.0608 Solve problem: 144.0681 ========================================= Total time (read+solve): 144.2881 Outer iterations: 827 Inner iterations: 1501616 Columns evaluated: 206750 Iterations in ASLd: 7331482 Subspace cost evals: 0 Subspace grad evals: 1500789 problem: a9a // kernel: linear // C: 1.000000e+03 time to read data: 2.199670e-01 number of features: 123 nonzeros in data: 451592 problem dimension: 32561 matrix to be created in format linear ========================================= Status: 0 Function value: -1.1422603619e+07 KKT error: 9.9354868928e-04 constraint violation: -2.5738700060e-10 nlo: 21036 nhi: 11328 nfree: 197 Timing results: Read matrix: 0.2200 Construct subspace: 3.8254 Build subspace matrix S: 0.0000 Solve subspace problem in ASL: 959.9351 Update gradient: 1.0328 Solve problem: 964.9013 ========================================= Total time (read+solve): 965.1213 Outer iterations: 798 Inner iterations: 10373208 Columns evaluated: 199490 Iterations in ASLd: 51033299 Subspace cost evals: 0 Subspace grad evals: 10372410 problem: a9a // kernel: rbf // C: 1.000000e+00 time to read data: 2.209660e-01 number of features: 123 nonzeros in data: 451592 problem dimension: 32561 matrix to be created in format rbf ========================================= Status: 0 Function value: -1.1596354156e+04 KKT error: 9.8417285372e-04 constraint violation: -8.3569083626e-11 nlo: 20531 nhi: 11808 nfree: 222 Timing results: Read matrix: 0.2210 Construct subspace: 0.3409 Build subspace matrix S: 0.7129 Solve subspace problem in ASL: 0.6519 Update gradient: 74.8426 Solve problem: 76.5744 ========================================= Total time (read+solve): 76.7953 Outer iterations: 78 Inner iterations: 1626 Columns evaluated: 22033 Iterations in ASLd: 7969 Subspace cost evals: 0 Subspace grad evals: 1548 problem: a9a // kernel: rbf // C: 1.000000e+01 time to read data: 2.209670e-01 number of features: 123 nonzeros in data: 451592 problem dimension: 32561 matrix to be created in format rbf ========================================= Status: 0 Function value: -1.1016847708e+05 KKT error: 9.9446896090e-04 constraint violation: -2.4760815620e-10 nlo: 20960 nhi: 10978 nfree: 623 Timing results: Read matrix: 0.2210 Construct subspace: 0.5619 Build subspace matrix S: 1.1618 Solve subspace problem in ASL: 3.1375 Update gradient: 120.2847 Solve problem: 125.1830 ========================================= Total time (read+solve): 125.4039 Outer iterations: 131 Inner iterations: 7365 Columns evaluated: 34934 Iterations in ASLd: 34529 Subspace cost evals: 0 Subspace grad evals: 7234 problem: a9a // kernel: rbf // C: 1.000000e+02 time to read data: 2.219660e-01 number of features: 123 nonzeros in data: 451592 problem dimension: 32561 matrix to be created in format rbf ========================================= Status: 0 Function value: -1.0360770689e+06 KKT error: 9.3931226344e-04 constraint violation: 2.4927260256e-10 nlo: 21088 nhi: 10004 nfree: 1469 Timing results: Read matrix: 0.2220 Construct subspace: 1.2088 Build subspace matrix S: 2.1007 Solve subspace problem in ASL: 30.1214 Update gradient: 191.7379 Solve problem: 225.2508 ========================================= Total time (read+solve): 225.4727 Outer iterations: 313 Inner iterations: 56834 Columns evaluated: 48946 Iterations in ASLd: 238387 Subspace cost evals: 0 Subspace grad evals: 56521 problem: a9a // kernel: rbf // C: 1.000000e+03 time to read data: 2.209670e-01 number of features: 123 nonzeros in data: 451592 problem dimension: 32561 matrix to be created in format rbf ========================================= Status: 0 Function value: -9.3896761278e+06 KKT error: 9.7784112697e-04 constraint violation: -2.0947595658e-08 nlo: 20773 nhi: 8567 nfree: 3221 Timing results: Read matrix: 0.2210 Construct subspace: 6.0331 Build subspace matrix S: 9.4846 Solve subspace problem in ASL: 239.0356 Update gradient: 777.6148 Solve problem: 1032.6050 ========================================= Total time (read+solve): 1032.8260 Outer iterations: 1825 Inner iterations: 494544 Columns evaluated: 169759 Iterations in ASLd: 1715075 Subspace cost evals: 0 Subspace grad evals: 492719 problem: a9a // kernel: poly // C: 1.000000e+00 time to read data: 2.199660e-01 number of features: 123 nonzeros in data: 451592 problem dimension: 32561 matrix to be created in format poly ========================================= Status: 0 Function value: -1.5243501836e+04 KKT error: 9.2775600409e-04 constraint violation: -6.2758109820e-10 nlo: 16513 nhi: 13127 nfree: 2921 Timing results: Read matrix: 0.2200 Construct subspace: 0.5149 Build subspace matrix S: 0.4499 Solve subspace problem in ASL: 0.1950 Update gradient: 44.4262 Solve problem: 45.6211 ========================================= Total time (read+solve): 45.8410 Outer iterations: 129 Inner iterations: 313 Columns evaluated: 28880 Iterations in ASLd: 2673 Subspace cost evals: 0 Subspace grad evals: 184 problem: a9a // kernel: poly // C: 1.000000e+01 time to read data: 2.199680e-01 number of features: 123 nonzeros in data: 451592 problem dimension: 32561 matrix to be created in format poly ========================================= Status: 0 Function value: -1.2831640484e+05 KKT error: 7.9306063838e-04 constraint violation: 1.5922907437e-10 nlo: 18383 nhi: 12979 nfree: 1199 Timing results: Read matrix: 0.2200 Construct subspace: 0.4269 Build subspace matrix S: 0.3649 Solve subspace problem in ASL: 0.2480 Update gradient: 38.4082 Solve problem: 39.4860 ========================================= Total time (read+solve): 39.7060 Outer iterations: 102 Inner iterations: 523 Columns evaluated: 23021 Iterations in ASLd: 2887 Subspace cost evals: 0 Subspace grad evals: 421 problem: a9a // kernel: poly // C: 1.000000e+02 time to read data: 2.209670e-01 number of features: 123 nonzeros in data: 451592 problem dimension: 32561 matrix to be created in format poly ========================================= Status: 0 Function value: -1.1197643543e+06 KKT error: 8.2374109063e-04 constraint violation: -6.0284577330e-09 nlo: 20266 nhi: 11061 nfree: 1234 Timing results: Read matrix: 0.2210 Construct subspace: 0.4459 Build subspace matrix S: 0.3769 Solve subspace problem in ASL: 0.8779 Update gradient: 39.2930 Solve problem: 41.0318 ========================================= Total time (read+solve): 41.2527 Outer iterations: 109 Inner iterations: 1850 Columns evaluated: 20908 Iterations in ASLd: 8312 Subspace cost evals: 0 Subspace grad evals: 1741 problem: a9a // kernel: poly // C: 1.000000e+03 time to read data: 2.199660e-01 number of features: 123 nonzeros in data: 451592 problem dimension: 32561 matrix to be created in format poly ========================================= Status: 0 Function value: -1.0003494971e+07 KKT error: 6.2087478689e-04 constraint violation: -1.5206865100e-08 nlo: 20464 nhi: 9369 nfree: 2728 Timing results: Read matrix: 0.2200 Construct subspace: 1.2108 Build subspace matrix S: 1.2358 Solve subspace problem in ASL: 6.6070 Update gradient: 113.6307 Solve problem: 122.7723 ========================================= Total time (read+solve): 122.9923 Outer iterations: 398 Inner iterations: 13047 Columns evaluated: 45877 Iterations in ASLd: 52074 Subspace cost evals: 0 Subspace grad evals: 12649 problem: a9a // kernel: sig // C: 1.000000e+00 time to read data: 2.209660e-01 number of features: 123 nonzeros in data: 451592 problem dimension: 32561 matrix to be created in format sig ========================================= Status: 0 Function value: -1.1904908552e+04 KKT error: 8.9141508386e-04 constraint violation: -7.2816510772e-11 nlo: 20214 nhi: 12203 nfree: 144 Timing results: Read matrix: 0.2210 Construct subspace: 0.3439 Build subspace matrix S: 0.7609 Solve subspace problem in ASL: 0.4629 Update gradient: 86.3029 Solve problem: 87.8896 ========================================= Total time (read+solve): 88.1106 Outer iterations: 73 Inner iterations: 1226 Columns evaluated: 22072 Iterations in ASLd: 6179 Subspace cost evals: 0 Subspace grad evals: 1153 problem: a9a // kernel: sig // C: 1.000000e+01 time to read data: 2.229660e-01 number of features: 123 nonzeros in data: 451592 problem dimension: 32561 matrix to be created in format sig ========================================= Status: 0 Function value: -1.1558514954e+05 KKT error: 9.9585054239e-04 constraint violation: -2.8801139251e-10 nlo: 20915 nhi: 11509 nfree: 137 Timing results: Read matrix: 0.2230 Construct subspace: 0.5109 Build subspace matrix S: 1.2258 Solve subspace problem in ASL: 1.6317 Update gradient: 136.9552 Solve problem: 140.3557 ========================================= Total time (read+solve): 140.5786 Outer iterations: 117 Inner iterations: 4581 Columns evaluated: 34757 Iterations in ASLd: 22761 Subspace cost evals: 0 Subspace grad evals: 4464 problem: a9a // kernel: sig // C: 1.000000e+02 time to read data: 2.199660e-01 number of features: 123 nonzeros in data: 451592 problem dimension: 32561 matrix to be created in format sig ========================================= Status: 0 Function value: -1.4236577882e+06 KKT error: 9.5739687980e-04 constraint violation: -2.9032776183e-10 nlo: 24488 nhi: 7972 nfree: 101 Timing results: Read matrix: 0.2200 Construct subspace: 0.6449 Build subspace matrix S: 1.4768 Solve subspace problem in ASL: 4.3663 Update gradient: 172.2918 Solve problem: 178.8118 ========================================= Total time (read+solve): 179.0318 Outer iterations: 146 Inner iterations: 14799 Columns evaluated: 44964 Iterations in ASLd: 69242 Subspace cost evals: 0 Subspace grad evals: 14653 problem: a9a // kernel: sig // C: 1.000000e+03 time to read data: 2.219650e-01 number of features: 123 nonzeros in data: 451592 problem dimension: 32561 matrix to be created in format sig ========================================= Status: 0 Function value: -7.5294334374e+07 KKT error: 9.9672672173e-04 constraint violation: -1.9838353182e-10 nlo: 25656 nhi: 6817 nfree: 88 Timing results: Read matrix: 0.2220 Construct subspace: 0.5559 Build subspace matrix S: 1.1928 Solve subspace problem in ASL: 4.7423 Update gradient: 140.1987 Solve problem: 146.7237 ========================================= Total time (read+solve): 146.9457 Outer iterations: 139 Inner iterations: 25542 Columns evaluated: 36350 Iterations in ASLd: 107273 Subspace cost evals: 0 Subspace grad evals: 25403 problem: ijcnn1 // kernel: linear // C: 1.000000e+00 time to read data: 5.479170e-01 number of features: 22 nonzeros in data: 649870 problem dimension: 49990 matrix to be created in format linear Numerical parameters: parameter in kernels .............................. gamma: 4.545455e-02 degree for poly kernels .......................... degree: 3 subspace tolerance <= serr1 times SVM tolerance ... serr1: 1.000000e+00 subspace tolerance <= serr2 times KKT error ....... serr2: 1.000000e-01 use index if Lagrangian error >= l_pert*SVM tol .. l_pert: 1.000000e-02 ignore index i if |d_i| <= d_pert ................ d_pert: 1.000000e-12 threshold for free variables C*bndpert ......... bnd_pert: 1.000000e-03 size of subspace ................................... nsub: 250 amplification factor for value of prior indices .. PreAmp: 2.000000e+04 maximum fraction of prior indices in new space .. MaxKept: 8.000000e-01 maximum number of outer iterations ............. maxouter: 2147483647 print level (0 = none, 2 = maximum) .......... PrintLevel: 0 use lp for subspace if max_i |g_i| >= 1.000000e+04*C*lambda_k Logical parameters: Use dense dot products Do not for dense submatrix if kernel = 0 Print the parameter structure ========================================= Status: 0 Function value: -8.5901583324e+03 KKT error: 8.5829919697e-04 constraint violation: -4.0798242562e-10 nlo: 41328 nhi: 8625 nfree: 37 Timing results: Read matrix: 0.5479 Construct subspace: 1.6508 Build subspace matrix S: 0.0000 Solve subspace problem in ASL: 1.5648 Update gradient: 0.8779 Solve problem: 4.1664 ========================================= Total time (read+solve): 4.7143 Outer iterations: 298 Inner iterations: 18831 Columns evaluated: 74500 Iterations in ASLd: 95600 Subspace cost evals: 0 Subspace grad evals: 18533 problem: ijcnn1 // kernel: linear // C: 1.000000e+01 time to read data: 5.479160e-01 number of features: 22 nonzeros in data: 649870 problem dimension: 49990 matrix to be created in format linear ========================================= Status: 0 Function value: -8.5440988106e+04 KKT error: 9.9821125885e-04 constraint violation: -8.0513729017e-10 nlo: 41419 nhi: 8531 nfree: 40 Timing results: Read matrix: 0.5479 Construct subspace: 2.4966 Build subspace matrix S: 0.0000 Solve subspace problem in ASL: 5.4622 Update gradient: 1.2138 Solve problem: 9.2586 ========================================= Total time (read+solve): 9.8065 Outer iterations: 408 Inner iterations: 65113 Columns evaluated: 102000 Iterations in ASLd: 320059 Subspace cost evals: 0 Subspace grad evals: 64705 problem: ijcnn1 // kernel: linear // C: 1.000000e+02 time to read data: 5.519160e-01 number of features: 22 nonzeros in data: 649870 problem dimension: 49990 matrix to be created in format linear ========================================= Status: 0 Function value: -8.5392554193e+05 KKT error: 9.6709156026e-04 constraint violation: -4.1306691401e-10 nlo: 41428 nhi: 8518 nfree: 44 Timing results: Read matrix: 0.5519 Construct subspace: 3.7214 Build subspace matrix S: 0.0000 Solve subspace problem in ASL: 28.7336 Update gradient: 1.6568 Solve problem: 34.2298 ========================================= Total time (read+solve): 34.7817 Outer iterations: 559 Inner iterations: 365122 Columns evaluated: 139690 Iterations in ASLd: 1771079 Subspace cost evals: 0 Subspace grad evals: 364563 problem: ijcnn1 // kernel: linear // C: 1.000000e+03 time to read data: 5.479160e-01 number of features: 22 nonzeros in data: 649870 problem dimension: 49990 matrix to be created in format linear ========================================= Status: 0 Function value: -8.5387669788e+06 KKT error: 9.8515505970e-04 constraint violation: -1.1107204045e-10 nlo: 41429 nhi: 8516 nfree: 45 Timing results: Read matrix: 0.5479 Construct subspace: 3.4635 Build subspace matrix S: 0.0000 Solve subspace problem in ASL: 200.7385 Update gradient: 1.5718 Solve problem: 205.8797 ========================================= Total time (read+solve): 206.4276 Outer iterations: 531 Inner iterations: 2573619 Columns evaluated: 132680 Iterations in ASLd: 12429387 Subspace cost evals: 0 Subspace grad evals: 2573088 problem: ijcnn1 // kernel: rbf // C: 1.000000e+00 time to read data: 5.479170e-01 number of features: 22 nonzeros in data: 649870 problem dimension: 49990 matrix to be created in format rbf ========================================= Status: 0 Function value: -8.1481870062e+03 KKT error: 8.7469970929e-04 constraint violation: -2.2152124579e-10 nlo: 41010 nhi: 8910 nfree: 70 Timing results: Read matrix: 0.5479 Construct subspace: 0.6859 Build subspace matrix S: 0.9788 Solve subspace problem in ASL: 0.9769 Update gradient: 148.1605 Solve problem: 150.8621 ========================================= Total time (read+solve): 151.4100 Outer iterations: 98 Inner iterations: 2439 Columns evaluated: 26402 Iterations in ASLd: 12456 Subspace cost evals: 0 Subspace grad evals: 2341 problem: ijcnn1 // kernel: rbf // C: 1.000000e+01 time to read data: 5.479170e-01 number of features: 22 nonzeros in data: 649870 problem dimension: 49990 matrix to be created in format rbf ========================================= Status: 0 Function value: -6.1036538000e+04 KKT error: 9.5513527205e-04 constraint violation: -2.0847323867e-10 nlo: 42903 nhi: 6999 nfree: 88 Timing results: Read matrix: 0.5479 Construct subspace: 0.9189 Build subspace matrix S: 1.0588 Solve subspace problem in ASL: 2.4206 Update gradient: 153.0347 Solve problem: 157.4841 ========================================= Total time (read+solve): 158.0320 Outer iterations: 107 Inner iterations: 6840 Columns evaluated: 25343 Iterations in ASLd: 33979 Subspace cost evals: 0 Subspace grad evals: 6733 problem: ijcnn1 // kernel: rbf // C: 1.000000e+02 time to read data: 5.479170e-01 number of features: 22 nonzeros in data: 649870 problem dimension: 49990 matrix to be created in format rbf ========================================= Status: 0 Function value: -4.1836269954e+05 KKT error: 9.8553854552e-04 constraint violation: -1.7966783616e-10 nlo: 45056 nhi: 4796 nfree: 138 Timing results: Read matrix: 0.5479 Construct subspace: 0.9229 Build subspace matrix S: 1.0448 Solve subspace problem in ASL: 7.0579 Update gradient: 163.1742 Solve problem: 172.2338 ========================================= Total time (read+solve): 172.7817 Outer iterations: 93 Inner iterations: 22396 Columns evaluated: 27638 Iterations in ASLd: 107493 Subspace cost evals: 0 Subspace grad evals: 22303 problem: ijcnn1 // kernel: rbf // C: 1.000000e+03 time to read data: 5.479170e-01 number of features: 22 nonzeros in data: 649870 problem dimension: 49990 matrix to be created in format rbf ========================================= Status: 0 Function value: -2.9712160905e+06 KKT error: 9.8171733475e-04 constraint violation: -2.9217517294e-11 nlo: 46510 nhi: 3244 nfree: 236 Timing results: Read matrix: 0.5479 Construct subspace: 0.6969 Build subspace matrix S: 0.7339 Solve subspace problem in ASL: 29.9244 Update gradient: 105.7319 Solve problem: 137.1232 ========================================= Total time (read+solve): 137.6711 Outer iterations: 70 Inner iterations: 83121 Columns evaluated: 17458 Iterations in ASLd: 371600 Subspace cost evals: 0 Subspace grad evals: 83051 problem: ijcnn1 // kernel: poly // C: 1.000000e+00 time to read data: 5.479170e-01 number of features: 22 nonzeros in data: 649870 problem dimension: 49990 matrix to be created in format poly ========================================= Status: 0 Function value: -9.6935677764e+03 KKT error: 9.6441434971e-04 constraint violation: -1.9593682232e-10 nlo: 38642 nhi: 6867 nfree: 4481 Timing results: Read matrix: 0.5479 Construct subspace: 1.2038 Build subspace matrix S: 0.7389 Solve subspace problem in ASL: 0.3560 Update gradient: 107.3197 Solve problem: 109.7023 ========================================= Total time (read+solve): 110.2502 Outer iterations: 199 Inner iterations: 703 Columns evaluated: 28353 Iterations in ASLd: 3781 Subspace cost evals: 0 Subspace grad evals: 504 problem: ijcnn1 // kernel: poly // C: 1.000000e+01 time to read data: 5.479180e-01 number of features: 22 nonzeros in data: 649870 problem dimension: 49990 matrix to be created in format poly ========================================= Status: 0 Function value: -9.5821923919e+04 KKT error: 8.8225346073e-04 constraint violation: 1.9572272691e-09 nlo: 39440 nhi: 8483 nfree: 2067 Timing results: Read matrix: 0.5479 Construct subspace: 1.1868 Build subspace matrix S: 0.7109 Solve subspace problem in ASL: 0.4739 Update gradient: 102.0625 Solve problem: 104.5171 ========================================= Total time (read+solve): 105.0650 Outer iterations: 192 Inner iterations: 916 Columns evaluated: 27192 Iterations in ASLd: 4740 Subspace cost evals: 0 Subspace grad evals: 724 problem: ijcnn1 // kernel: poly // C: 1.000000e+02 time to read data: 5.499160e-01 number of features: 22 nonzeros in data: 649870 problem dimension: 49990 matrix to be created in format poly ========================================= Status: 0 Function value: -8.5443798701e+05 KKT error: 9.4296764946e-04 constraint violation: -7.6363733115e-09 nlo: 40203 nhi: 9136 nfree: 651 Timing results: Read matrix: 0.5499 Construct subspace: 0.7949 Build subspace matrix S: 0.5119 Solve subspace problem in ASL: 0.5999 Update gradient: 75.2336 Solve problem: 77.2023 ========================================= Total time (read+solve): 77.7522 Outer iterations: 128 Inner iterations: 1387 Columns evaluated: 22725 Iterations in ASLd: 6708 Subspace cost evals: 0 Subspace grad evals: 1259 problem: ijcnn1 // kernel: poly // C: 1.000000e+03 time to read data: 5.499160e-01 number of features: 22 nonzeros in data: 649870 problem dimension: 49990 matrix to be created in format poly ========================================= Status: 0 Function value: -6.0775888022e+06 KKT error: 9.1926150416e-04 constraint violation: 8.6618001660e-09 nlo: 42641 nhi: 7008 nfree: 341 Timing results: Read matrix: 0.5499 Construct subspace: 0.5009 Build subspace matrix S: 0.4399 Solve subspace problem in ASL: 1.3418 Update gradient: 65.0021 Solve problem: 67.3338 ========================================= Total time (read+solve): 67.8837 Outer iterations: 96 Inner iterations: 3299 Columns evaluated: 21704 Iterations in ASLd: 15236 Subspace cost evals: 0 Subspace grad evals: 3203 problem: ijcnn1 // kernel: sig // C: 1.000000e+00 time to read data: 5.479160e-01 number of features: 22 nonzeros in data: 649870 problem dimension: 49990 matrix to be created in format sig ========================================= Status: 0 Function value: -9.1569165096e+03 KKT error: 8.2506704741e-04 constraint violation: -1.0103862191e-10 nlo: 40529 nhi: 9429 nfree: 32 Timing results: Read matrix: 0.5479 Construct subspace: 0.5199 Build subspace matrix S: 0.9519 Solve subspace problem in ASL: 0.6889 Update gradient: 154.0246 Solve problem: 156.2322 ========================================= Total time (read+solve): 156.7802 Outer iterations: 87 Inner iterations: 1824 Columns evaluated: 24362 Iterations in ASLd: 9271 Subspace cost evals: 0 Subspace grad evals: 1737 problem: ijcnn1 // kernel: sig // C: 1.000000e+01 time to read data: 5.479160e-01 number of features: 22 nonzeros in data: 649870 problem dimension: 49990 matrix to be created in format sig ========================================= Status: 0 Function value: -8.8898389982e+04 KKT error: 9.6967327288e-04 constraint violation: -5.3801940680e-10 nlo: 41250 nhi: 8710 nfree: 30 Timing results: Read matrix: 0.5479 Construct subspace: 0.8289 Build subspace matrix S: 1.4468 Solve subspace problem in ASL: 2.4336 Update gradient: 223.2661 Solve problem: 228.0353 ========================================= Total time (read+solve): 228.5832 Outer iterations: 141 Inner iterations: 6318 Columns evaluated: 34697 Iterations in ASLd: 31210 Subspace cost evals: 0 Subspace grad evals: 6177 problem: ijcnn1 // kernel: sig // C: 1.000000e+02 time to read data: 5.499160e-01 number of features: 22 nonzeros in data: 649870 problem dimension: 49990 matrix to be created in format sig ========================================= Status: 0 Function value: -1.2678160169e+06 KKT error: 9.9326502133e-04 constraint violation: -8.7496232481e-11 nlo: 42423 nhi: 7543 nfree: 24 Timing results: Read matrix: 0.5499 Construct subspace: 1.0109 Build subspace matrix S: 1.9777 Solve subspace problem in ASL: 6.5740 Update gradient: 337.6307 Solve problem: 347.2642 ========================================= Total time (read+solve): 347.8141 Outer iterations: 187 Inner iterations: 24601 Columns evaluated: 54385 Iterations in ASLd: 118179 Subspace cost evals: 0 Subspace grad evals: 24414 problem: ijcnn1 // kernel: sig // C: 1.000000e+03 time to read data: 5.489170e-01 number of features: 22 nonzeros in data: 649870 problem dimension: 49990 matrix to be created in format sig ========================================= Status: 0 Function value: -6.2512656000e+07 KKT error: 8.8781747884e-04 constraint violation: -1.9963408704e-10 nlo: 43630 nhi: 6338 nfree: 22 Timing results: Read matrix: 0.5489 Construct subspace: 0.8409 Build subspace matrix S: 1.6747 Solve subspace problem in ASL: 7.8438 Update gradient: 296.2070 Solve problem: 306.6394 ========================================= Total time (read+solve): 307.1883 Outer iterations: 168 Inner iterations: 35557 Columns evaluated: 48138 Iterations in ASLd: 169008 Subspace cost evals: 0 Subspace grad evals: 35389 problem: w7a // kernel: linear // C: 1.000000e+00 time to read data: 1.479770e-01 number of features: 300 nonzeros in data: 288148 problem dimension: 24692 matrix to be created in format linear Numerical parameters: parameter in kernels .............................. gamma: 3.333333e-03 degree for poly kernels .......................... degree: 3 subspace tolerance <= serr1 times SVM tolerance ... serr1: 1.000000e+00 subspace tolerance <= serr2 times KKT error ....... serr2: 1.000000e-01 use index if Lagrangian error >= l_pert*SVM tol .. l_pert: 1.000000e-02 ignore index i if |d_i| <= d_pert ................ d_pert: 1.000000e-12 threshold for free variables C*bndpert ......... bnd_pert: 1.000000e-03 size of subspace ................................... nsub: 250 amplification factor for value of prior indices .. PreAmp: 2.000000e+04 maximum fraction of prior indices in new space .. MaxKept: 8.000000e-01 maximum number of outer iterations ............. maxouter: 2147483647 print level (0 = none, 2 = maximum) .......... PrintLevel: 0 use lp for subspace if max_i |g_i| >= 1.000000e+04*C*lambda_k Logical parameters: Use dense dot products All elements in data matrix are 1 Do not for dense submatrix if kernel = 0 Print the parameter structure ========================================= Status: 0 Function value: -7.6541089242e+02 KKT error: 9.5531511311e-04 constraint violation: -8.3480666824e-11 nlo: 23620 nhi: 683 nfree: 389 Timing results: Read matrix: 0.1480 Construct subspace: 0.1510 Build subspace matrix S: 0.0000 Solve subspace problem in ASL: 1.0328 Update gradient: 0.1240 Solve problem: 1.3178 ========================================= Total time (read+solve): 1.4658 Outer iterations: 106 Inner iterations: 10975 Columns evaluated: 26500 Iterations in ASLd: 46127 Subspace cost evals: 0 Subspace grad evals: 10869 problem: w7a // kernel: linear // C: 1.000000e+01 time to read data: 1.489770e-01 number of features: 300 nonzeros in data: 288148 problem dimension: 24692 matrix to be created in format linear ========================================= Status: 0 Function value: -7.0082855642e+03 KKT error: 9.6651392843e-04 constraint violation: -1.0379075377e-10 nlo: 23718 nhi: 595 nfree: 379 Timing results: Read matrix: 0.1490 Construct subspace: 0.4649 Build subspace matrix S: 0.0000 Solve subspace problem in ASL: 5.4232 Update gradient: 0.3829 Solve problem: 6.3010 ========================================= Total time (read+solve): 6.4500 Outer iterations: 326 Inner iterations: 57591 Columns evaluated: 81500 Iterations in ASLd: 228264 Subspace cost evals: 0 Subspace grad evals: 57265 problem: w7a // kernel: linear // C: 1.000000e+02 time to read data: 1.479770e-01 number of features: 300 nonzeros in data: 288148 problem dimension: 24692 matrix to be created in format linear ========================================= Status: 0 Function value: -6.8985611748e+04 KKT error: 9.7181515299e-04 constraint violation: 9.7604413440e-10 nlo: 23729 nhi: 573 nfree: 390 Timing results: Read matrix: 0.1480 Construct subspace: 2.0017 Build subspace matrix S: 0.0000 Solve subspace problem in ASL: 36.8254 Update gradient: 1.6577 Solve problem: 40.5728 ========================================= Total time (read+solve): 40.7208 Outer iterations: 1367 Inner iterations: 394396 Columns evaluated: 341737 Iterations in ASLd: 1484994 Subspace cost evals: 0 Subspace grad evals: 393029 problem: w7a // kernel: linear // C: 1.000000e+03 time to read data: 1.479780e-01 number of features: 300 nonzeros in data: 288148 problem dimension: 24692 matrix to be created in format linear ========================================= Status: 0 Function value: -6.8853291036e+05 KKT error: 9.3108228295e-04 constraint violation: 5.7755187299e-09 nlo: 23722 nhi: 569 nfree: 401 Timing results: Read matrix: 0.1480 Construct subspace: 8.4017 Build subspace matrix S: 0.0000 Solve subspace problem in ASL: 230.2860 Update gradient: 6.5040 Solve problem: 245.6387 ========================================= Total time (read+solve): 245.7866 Outer iterations: 5386 Inner iterations: 2484726 Columns evaluated: 1346500 Iterations in ASLd: 9106420 Subspace cost evals: 0 Subspace grad evals: 2479340 problem: w7a // kernel: rbf // C: 1.000000e+00 time to read data: 1.479770e-01 number of features: 300 nonzeros in data: 288148 problem dimension: 24692 matrix to be created in format rbf ========================================= Status: 0 Function value: -1.3720117347e+03 KKT error: 9.7012837159e-04 constraint violation: -4.6707082646e-13 nlo: 22946 nhi: 1374 nfree: 372 Timing results: Read matrix: 0.1480 Construct subspace: 0.0870 Build subspace matrix S: 0.1870 Solve subspace problem in ASL: 0.4839 Update gradient: 13.6599 Solve problem: 14.4258 ========================================= Total time (read+solve): 14.5738 Outer iterations: 28 Inner iterations: 1217 Columns evaluated: 4452 Iterations in ASLd: 5843 Subspace cost evals: 0 Subspace grad evals: 1189 problem: w7a // kernel: rbf // C: 1.000000e+01 time to read data: 1.489770e-01 number of features: 300 nonzeros in data: 288148 problem dimension: 24692 matrix to be created in format rbf ========================================= Status: 0 Function value: -1.0422701102e+04 KKT error: 9.9362145545e-04 constraint violation: 7.7838180346e-11 nlo: 23114 nhi: 1035 nfree: 543 Timing results: Read matrix: 0.1490 Construct subspace: 0.0790 Build subspace matrix S: 0.1990 Solve subspace problem in ASL: 0.8609 Update gradient: 14.1768 Solve problem: 15.3307 ========================================= Total time (read+solve): 15.4796 Outer iterations: 28 Inner iterations: 1841 Columns evaluated: 4671 Iterations in ASLd: 8901 Subspace cost evals: 0 Subspace grad evals: 1813 problem: w7a // kernel: rbf // C: 1.000000e+02 time to read data: 1.469780e-01 number of features: 300 nonzeros in data: 288148 problem dimension: 24692 matrix to be created in format rbf ========================================= Status: 0 Function value: -7.2135997418e+04 KKT error: 9.9896049679e-04 constraint violation: -9.6807895034e-10 nlo: 23193 nhi: 629 nfree: 870 Timing results: Read matrix: 0.1470 Construct subspace: 0.1100 Build subspace matrix S: 0.2770 Solve subspace problem in ASL: 7.7138 Update gradient: 18.9281 Solve problem: 27.0419 ========================================= Total time (read+solve): 27.1889 Outer iterations: 42 Inner iterations: 14899 Columns evaluated: 5916 Iterations in ASLd: 61578 Subspace cost evals: 0 Subspace grad evals: 14857 problem: w7a // kernel: rbf // C: 1.000000e+03 time to read data: 1.489780e-01 number of features: 300 nonzeros in data: 288148 problem dimension: 24692 matrix to be created in format rbf ========================================= Status: 0 Function value: -4.9185800621e+05 KKT error: 9.5828058578e-04 constraint violation: -3.3695869206e-08 nlo: 22928 nhi: 372 nfree: 1392 Timing results: Read matrix: 0.1490 Construct subspace: 0.3859 Build subspace matrix S: 0.9799 Solve subspace problem in ASL: 25.9481 Update gradient: 65.5520 Solve problem: 92.9019 ========================================= Total time (read+solve): 93.0509 Outer iterations: 172 Inner iterations: 54391 Columns evaluated: 19108 Iterations in ASLd: 223844 Subspace cost evals: 0 Subspace grad evals: 54219 problem: w7a // kernel: poly // C: 1.000000e+00 time to read data: 1.479780e-01 number of features: 300 nonzeros in data: 288148 problem dimension: 24692 matrix to be created in format poly ========================================= Status: 0 Function value: -1.4798197871e+03 KKT error: 3.6865993160e-04 constraint violation: -3.8135494762e-11 nlo: 22081 nhi: 742 nfree: 1869 Timing results: Read matrix: 0.1480 Construct subspace: 0.0630 Build subspace matrix S: 0.0930 Solve subspace problem in ASL: 0.0450 Update gradient: 7.3489 Solve problem: 7.5618 ========================================= Total time (read+solve): 7.7098 Outer iterations: 22 Inner iterations: 85 Columns evaluated: 4199 Iterations in ASLd: 470 Subspace cost evals: 0 Subspace grad evals: 63 problem: w7a // kernel: poly // C: 1.000000e+01 time to read data: 1.479770e-01 number of features: 300 nonzeros in data: 288148 problem dimension: 24692 matrix to be created in format poly ========================================= Status: 0 Function value: -1.4782428484e+04 KKT error: 6.3481851307e-04 constraint violation: -9.9502628359e-12 nlo: 22078 nhi: 798 nfree: 1816 Timing results: Read matrix: 0.1480 Construct subspace: 0.1010 Build subspace matrix S: 0.1400 Solve subspace problem in ASL: 0.1700 Update gradient: 9.9155 Solve problem: 10.3424 ========================================= Total time (read+solve): 10.4904 Outer iterations: 39 Inner iterations: 313 Columns evaluated: 4535 Iterations in ASLd: 1374 Subspace cost evals: 0 Subspace grad evals: 274 problem: w7a // kernel: poly // C: 1.000000e+02 time to read data: 1.489770e-01 number of features: 300 nonzeros in data: 288148 problem dimension: 24692 matrix to be created in format poly ========================================= Status: 0 Function value: -1.4625067752e+05 KKT error: 7.0716773698e-04 constraint violation: 2.9890259157e-09 nlo: 22026 nhi: 911 nfree: 1755 Timing results: Read matrix: 0.1490 Construct subspace: 0.1200 Build subspace matrix S: 0.1800 Solve subspace problem in ASL: 0.4499 Update gradient: 12.5091 Solve problem: 13.2780 ========================================= Total time (read+solve): 13.4270 Outer iterations: 46 Inner iterations: 1032 Columns evaluated: 5634 Iterations in ASLd: 4412 Subspace cost evals: 0 Subspace grad evals: 986 problem: w7a // kernel: poly // C: 1.000000e+03 time to read data: 1.479780e-01 number of features: 300 nonzeros in data: 288148 problem dimension: 24692 matrix to be created in format poly ========================================= Status: 0 Function value: -1.3447545665e+06 KKT error: 8.2102385522e-04 constraint violation: -1.7142269826e-08 nlo: 22001 nhi: 1010 nfree: 1681 Timing results: Read matrix: 0.1480 Construct subspace: 0.1350 Build subspace matrix S: 0.2290 Solve subspace problem in ASL: 2.4686 Update gradient: 15.7866 Solve problem: 18.6382 ========================================= Total time (read+solve): 18.7861 Outer iterations: 61 Inner iterations: 5701 Columns evaluated: 6781 Iterations in ASLd: 21642 Subspace cost evals: 0 Subspace grad evals: 5640 problem: w7a // kernel: sig // C: 1.000000e+00 time to read data: 1.499760e-01 number of features: 300 nonzeros in data: 288148 problem dimension: 24692 matrix to be created in format sig ========================================= Status: 0 Function value: -1.4274536925e+03 KKT error: 9.8874274520e-04 constraint violation: -5.3176352210e-12 nlo: 23060 nhi: 1373 nfree: 259 Timing results: Read matrix: 0.1500 Construct subspace: 0.0480 Build subspace matrix S: 0.1330 Solve subspace problem in ASL: 0.1220 Update gradient: 10.0785 Solve problem: 10.3974 ========================================= Total time (read+solve): 10.5474 Outer iterations: 24 Inner iterations: 294 Columns evaluated: 4249 Iterations in ASLd: 1506 Subspace cost evals: 0 Subspace grad evals: 270 problem: w7a // kernel: sig // C: 1.000000e+01 time to read data: 1.479780e-01 number of features: 300 nonzeros in data: 288148 problem dimension: 24692 matrix to be created in format sig ========================================= Status: 0 Function value: -1.1668859324e+04 KKT error: 8.3200255018e-04 constraint violation: -4.2460257532e-11 nlo: 23125 nhi: 1204 nfree: 363 Timing results: Read matrix: 0.1480 Construct subspace: 0.0590 Build subspace matrix S: 0.1550 Solve subspace problem in ASL: 0.3159 Update gradient: 10.7114 Solve problem: 11.2513 ========================================= Total time (read+solve): 11.3993 Outer iterations: 28 Inner iterations: 768 Columns evaluated: 4240 Iterations in ASLd: 3505 Subspace cost evals: 0 Subspace grad evals: 740 problem: w7a // kernel: sig // C: 1.000000e+02 time to read data: 1.479770e-01 number of features: 300 nonzeros in data: 288148 problem dimension: 24692 matrix to be created in format sig ========================================= Status: 0 Function value: -8.4875079760e+04 KKT error: 9.6923110430e-04 constraint violation: 8.6956220002e-11 nlo: 23461 nhi: 798 nfree: 433 Timing results: Read matrix: 0.1480 Construct subspace: 0.0490 Build subspace matrix S: 0.1560 Solve subspace problem in ASL: 0.9489 Update gradient: 11.1823 Solve problem: 12.3451 ========================================= Total time (read+solve): 12.4931 Outer iterations: 25 Inner iterations: 2399 Columns evaluated: 4676 Iterations in ASLd: 10689 Subspace cost evals: 0 Subspace grad evals: 2374 problem: w7a // kernel: sig // C: 1.000000e+03 time to read data: 1.469770e-01 number of features: 300 nonzeros in data: 288148 problem dimension: 24692 matrix to be created in format sig ========================================= Status: 0 Function value: -7.2852099493e+05 KKT error: 9.8991957081e-04 constraint violation: 6.6347638494e-10 nlo: 23708 nhi: 610 nfree: 374 Timing results: Read matrix: 0.1470 Construct subspace: 0.0700 Build subspace matrix S: 0.2260 Solve subspace problem in ASL: 4.5533 Update gradient: 15.6576 Solve problem: 20.5199 ========================================= Total time (read+solve): 20.6669 Outer iterations: 38 Inner iterations: 11856 Columns evaluated: 6096 Iterations in ASLd: 52258 Subspace cost evals: 0 Subspace grad evals: 11818 problem: real-sim // kernel: linear // C: 1.000000e+00 time to read data: 4.288348e+00 number of features: 20958 nonzeros in data: 3709083 problem dimension: 72309 matrix to be created in format linear Numerical parameters: parameter in kernels .............................. gamma: 4.771448e-05 degree for poly kernels .......................... degree: 3 subspace tolerance <= serr1 times SVM tolerance ... serr1: 1.000000e+00 subspace tolerance <= serr2 times KKT error ....... serr2: 1.000000e-01 use index if Lagrangian error >= l_pert*SVM tol .. l_pert: 1.000000e-02 ignore index i if |d_i| <= d_pert ................ d_pert: 1.000000e-12 threshold for free variables C*bndpert ......... bnd_pert: 1.000000e-03 size of subspace ................................... nsub: 250 amplification factor for value of prior indices .. PreAmp: 2.000000e+04 maximum fraction of prior indices in new space .. MaxKept: 8.000000e-01 maximum number of outer iterations ............. maxouter: 2147483647 print level (0 = none, 2 = maximum) .......... PrintLevel: 0 use lp for subspace if max_i |g_i| >= 1.000000e+04*C*lambda_k Logical parameters: Use dense dot products Do not for dense submatrix if kernel = 0 Print the parameter structure ========================================= Status: 0 Function value: -5.3451194901e+03 KKT error: 9.8478903199e-04 constraint violation: 2.0344614882e-11 nlo: 61426 nhi: 5367 nfree: 5516 Timing results: Read matrix: 4.2883 Construct subspace: 4.8023 Build subspace matrix S: 0.0000 Solve subspace problem in ASL: 1.4088 Update gradient: 16.8904 Solve problem: 23.3574 ========================================= Total time (read+solve): 27.6458 Outer iterations: 782 Inner iterations: 7553 Columns evaluated: 195500 Iterations in ASLd: 28290 Subspace cost evals: 0 Subspace grad evals: 6771 problem: real-sim // kernel: linear // C: 1.000000e+01 time to read data: 4.294347e+00 number of features: 20958 nonzeros in data: 3709083 problem dimension: 72309 matrix to be created in format linear ========================================= Status: 0 Function value: -1.5202779418e+04 KKT error: 9.9022629343e-04 constraint violation: -7.2298078635e-10 nlo: 64358 nhi: 732 nfree: 7219 Timing results: Read matrix: 4.2943 Construct subspace: 13.6979 Build subspace matrix S: 0.0000 Solve subspace problem in ASL: 4.5803 Update gradient: 51.5942 Solve problem: 70.6063 ========================================= Total time (read+solve): 74.9006 Outer iterations: 2307 Inner iterations: 25799 Columns evaluated: 576750 Iterations in ASLd: 89273 Subspace cost evals: 0 Subspace grad evals: 23492 problem: real-sim // kernel: linear // C: 1.000000e+02 time to read data: 4.335341e+00 number of features: 20958 nonzeros in data: 3709083 problem dimension: 72309 matrix to be created in format linear ========================================= Status: 0 Function value: -4.7124505189e+04 KKT error: 9.7264295979e-04 constraint violation: -1.9045387489e-08 nlo: 65111 nhi: 261 nfree: 6937 Timing results: Read matrix: 4.3353 Construct subspace: 16.1715 Build subspace matrix S: 0.0000 Solve subspace problem in ASL: 8.5897 Update gradient: 61.3146 Solve problem: 86.9098 ========================================= Total time (read+solve): 91.2451 Outer iterations: 2714 Inner iterations: 49370 Columns evaluated: 678500 Iterations in ASLd: 171248 Subspace cost evals: 0 Subspace grad evals: 46656 problem: real-sim // kernel: linear // C: 1.000000e+03 time to read data: 4.288349e+00 number of features: 20958 nonzeros in data: 3709083 problem dimension: 72309 matrix to be created in format linear ========================================= Status: 0 Function value: -2.9700396746e+05 KKT error: 9.9024451020e-04 constraint violation: -1.5479020021e-07 nlo: 65676 nhi: 211 nfree: 6422 Timing results: Read matrix: 4.2883 Construct subspace: 13.0850 Build subspace matrix S: 0.0000 Solve subspace problem in ASL: 13.0190 Update gradient: 50.4553 Solve problem: 77.2783 ========================================= Total time (read+solve): 81.5666 Outer iterations: 2330 Inner iterations: 75819 Columns evaluated: 582500 Iterations in ASLd: 273174 Subspace cost evals: 0 Subspace grad evals: 73489 problem: real-sim // kernel: rbf // C: 1.000000e+00 time to read data: 4.288348e+00 number of features: 20958 nonzeros in data: 3709083 problem dimension: 72309 matrix to be created in format rbf ========================================= Status: 0 Function value: -4.4319257422e+04 KKT error: 9.9545214545e-04 constraint violation: 8.2477202845e-10 nlo: 27557 nhi: 32887 nfree: 11865 Timing results: Read matrix: 4.2883 Construct subspace: 1.6008 Build subspace matrix S: 4.0814 Solve subspace problem in ASL: 0.2660 Update gradient: 1035.2766 Solve problem: 1041.3767 ========================================= Total time (read+solve): 1045.6650 Outer iterations: 187 Inner iterations: 406 Columns evaluated: 59561 Iterations in ASLd: 6172 Subspace cost evals: 0 Subspace grad evals: 219 problem: real-sim // kernel: rbf // C: 1.000000e+01 time to read data: 4.288348e+00 number of features: 20958 nonzeros in data: 3709083 problem dimension: 72309 matrix to be created in format rbf ========================================= Status: 0 Function value: -4.2908616956e+05 KKT error: 9.5816953055e-04 constraint violation: -6.5105734137e-09 nlo: 27433 nhi: 37881 nfree: 6995 Timing results: Read matrix: 4.2883 Construct subspace: 2.0457 Build subspace matrix S: 4.6693 Solve subspace problem in ASL: 0.2970 Update gradient: 1080.7567 Solve problem: 1087.9456 ========================================= Total time (read+solve): 1092.2340 Outer iterations: 237 Inner iterations: 486 Columns evaluated: 58928 Iterations in ASLd: 6499 Subspace cost evals: 0 Subspace grad evals: 249 problem: real-sim // kernel: rbf // C: 1.000000e+02 time to read data: 4.289347e+00 number of features: 20958 nonzeros in data: 3709083 problem dimension: 72309 matrix to be created in format rbf ========================================= Status: 0 Function value: -3.1384992623e+06 KKT error: 9.3484409955e-04 constraint violation: 5.9174581679e-08 nlo: 32222 nhi: 37714 nfree: 2373 Timing results: Read matrix: 4.2893 Construct subspace: 1.7407 Build subspace matrix S: 4.3843 Solve subspace problem in ASL: 0.3350 Update gradient: 1092.1660 Solve problem: 1098.7830 ========================================= Total time (read+solve): 1103.0723 Outer iterations: 201 Inner iterations: 582 Columns evaluated: 64369 Iterations in ASLd: 4907 Subspace cost evals: 0 Subspace grad evals: 381 problem: real-sim // kernel: rbf // C: 1.000000e+03 time to read data: 4.288348e+00 number of features: 20958 nonzeros in data: 3709083 problem dimension: 72309 matrix to be created in format rbf ========================================= Status: 0 Function value: -1.4389095393e+07 KKT error: 9.8120718847e-04 constraint violation: 2.9434113458e-07 nlo: 51175 nhi: 16885 nfree: 4249 Timing results: Read matrix: 4.2883 Construct subspace: 1.5098 Build subspace matrix S: 2.8785 Solve subspace problem in ASL: 0.4489 Update gradient: 654.0676 Solve problem: 659.0448 ========================================= Total time (read+solve): 663.3332 Outer iterations: 186 Inner iterations: 917 Columns evaluated: 37792 Iterations in ASLd: 4259 Subspace cost evals: 0 Subspace grad evals: 731 problem: real-sim // kernel: poly // C: 1.000000e+00 time to read data: 4.289347e+00 number of features: 20958 nonzeros in data: 3709083 problem dimension: 72309 matrix to be created in format poly ========================================= Status: 0 Function value: -4.4476000000e+04 KKT error: 5.1035842219e-12 constraint violation: 5.4538795702e-10 nlo: 27832 nhi: 44288 nfree: 189 Timing results: Read matrix: 4.2893 Construct subspace: 0.6379 Build subspace matrix S: 1.6657 Solve subspace problem in ASL: 0.1330 Update gradient: 542.8235 Solve problem: 545.3451 ========================================= Total time (read+solve): 549.6344 Outer iterations: 99 Inner iterations: 199 Columns evaluated: 44550 Iterations in ASLd: 5192 Subspace cost evals: 0 Subspace grad evals: 100 problem: real-sim // kernel: poly // C: 1.000000e+01 time to read data: 4.291347e+00 number of features: 20958 nonzeros in data: 3709083 problem dimension: 72309 matrix to be created in format poly ========================================= Status: 0 Function value: -4.4476000000e+05 KKT error: 3.8184566620e-10 constraint violation: 3.1021255076e-07 nlo: 27832 nhi: 44288 nfree: 189 Timing results: Read matrix: 4.2913 Construct subspace: 0.6809 Build subspace matrix S: 1.6707 Solve subspace problem in ASL: 0.1780 Update gradient: 542.6925 Solve problem: 545.3011 ========================================= Total time (read+solve): 549.5924 Outer iterations: 99 Inner iterations: 199 Columns evaluated: 44550 Iterations in ASLd: 6798 Subspace cost evals: 0 Subspace grad evals: 100 problem: real-sim // kernel: poly // C: 1.000000e+02 time to read data: 4.288348e+00 number of features: 20958 nonzeros in data: 3709083 problem dimension: 72309 matrix to be created in format poly ========================================= Status: 0 Function value: -4.4475999998e+06 KKT error: 3.8662349766e-08 constraint violation: 1.1660842318e-06 nlo: 27832 nhi: 44288 nfree: 189 Timing results: Read matrix: 4.2883 Construct subspace: 0.6829 Build subspace matrix S: 1.6657 Solve subspace problem in ASL: 0.1970 Update gradient: 542.9654 Solve problem: 545.5951 ========================================= Total time (read+solve): 549.8834 Outer iterations: 99 Inner iterations: 199 Columns evaluated: 44550 Iterations in ASLd: 6622 Subspace cost evals: 0 Subspace grad evals: 100 problem: real-sim // kernel: poly // C: 1.000000e+03 time to read data: 4.291347e+00 number of features: 20958 nonzeros in data: 3709083 problem dimension: 72309 matrix to be created in format poly ========================================= Status: 0 Function value: -4.4475999984e+07 KKT error: 3.8585950506e-06 constraint violation: 2.9923807006e-06 nlo: 27832 nhi: 43461 nfree: 1016 Timing results: Read matrix: 4.2913 Construct subspace: 0.6759 Build subspace matrix S: 1.6737 Solve subspace problem in ASL: 0.1840 Update gradient: 543.2804 Solve problem: 545.9010 ========================================= Total time (read+solve): 550.1924 Outer iterations: 99 Inner iterations: 199 Columns evaluated: 44550 Iterations in ASLd: 6164 Subspace cost evals: 0 Subspace grad evals: 100 problem: real-sim // kernel: sig // C: 1.000000e+00 time to read data: 4.287348e+00 number of features: 20958 nonzeros in data: 3709083 problem dimension: 72309 matrix to be created in format sig ========================================= Status: 0 Function value: -4.4397621650e+04 KKT error: 9.9065457608e-04 constraint violation: -4.9279569314e-10 nlo: 27274 nhi: 28652 nfree: 16383 Timing results: Read matrix: 4.2873 Construct subspace: 1.3838 Build subspace matrix S: 3.9684 Solve subspace problem in ASL: 0.2280 Update gradient: 1103.6212 Solve problem: 1109.3574 ========================================= Total time (read+solve): 1113.6447 Outer iterations: 184 Inner iterations: 398 Columns evaluated: 64932 Iterations in ASLd: 4981 Subspace cost evals: 0 Subspace grad evals: 214 problem: real-sim // kernel: sig // C: 1.000000e+01 time to read data: 4.289348e+00 number of features: 20958 nonzeros in data: 3709083 problem dimension: 72309 matrix to be created in format sig ========================================= Status: 0 Function value: -4.3692245557e+05 KKT error: 9.6657383152e-04 constraint violation: 4.9340975750e-09 nlo: 27472 nhi: 37147 nfree: 7690 Timing results: Read matrix: 4.2893 Construct subspace: 2.3017 Build subspace matrix S: 4.8243 Solve subspace problem in ASL: 0.3060 Update gradient: 1136.5962 Solve problem: 1144.2301 ========================================= Total time (read+solve): 1148.5194 Outer iterations: 267 Inner iterations: 550 Columns evaluated: 65612 Iterations in ASLd: 6392 Subspace cost evals: 0 Subspace grad evals: 283 problem: real-sim // kernel: sig // C: 1.000000e+02 time to read data: 4.289347e+00 number of features: 20958 nonzeros in data: 3709083 problem dimension: 72309 matrix to be created in format sig ========================================= Status: 0 Function value: -3.6786022585e+06 KKT error: 7.6322299852e-04 constraint violation: 1.3951070343e-07 nlo: 28306 nhi: 41203 nfree: 2800 Timing results: Read matrix: 4.2893 Construct subspace: 1.8687 Build subspace matrix S: 4.7183 Solve subspace problem in ASL: 0.3449 Update gradient: 1372.8393 Solve problem: 1379.9362 ========================================= Total time (read+solve): 1384.2256 Outer iterations: 219 Inner iterations: 593 Columns evaluated: 83887 Iterations in ASLd: 5293 Subspace cost evals: 0 Subspace grad evals: 374 problem: real-sim // kernel: sig // C: 1.000000e+03 time to read data: 4.300346e+00 number of features: 20958 nonzeros in data: 3709083 problem dimension: 72309 matrix to be created in format sig ========================================= Status: 0 Function value: -1.8642641900e+07 KKT error: 9.8309352642e-04 constraint violation: 9.0667288077e-07 nlo: 46002 nhi: 22566 nfree: 3741 Timing results: Read matrix: 4.3003 Construct subspace: 1.3798 Build subspace matrix S: 3.0875 Solve subspace problem in ASL: 0.3610 Update gradient: 811.2317 Solve problem: 816.1979 ========================================= Total time (read+solve): 820.4983 Outer iterations: 176 Inner iterations: 711 Columns evaluated: 53220 Iterations in ASLd: 3989 Subspace cost evals: 0 Subspace grad evals: 535 problem: web6a // kernel: linear // C: 1.000000e+00 time to read data: 1.029840e-01 number of features: 300 nonzeros in data: 200470 problem dimension: 17188 matrix to be created in format linear Numerical parameters: parameter in kernels .............................. gamma: 3.333333e-03 degree for poly kernels .......................... degree: 3 subspace tolerance <= serr1 times SVM tolerance ... serr1: 1.000000e+00 subspace tolerance <= serr2 times KKT error ....... serr2: 1.000000e-01 factor < 1 forcing at least one ASL iteration .. ForceFac: 7.500000e-01 use index if Lagrangian error >= l_pert*SVM tol .. l_pert: 1.000000e-02 ignore index i if |d_i| <= d_pert ................ d_pert: 1.000000e-12 threshold for free variables C*bndpert ......... bnd_pert: 1.000000e-03 size of subspace ................................... nsub: 250 amplification factor for value of prior indices .. PreAmp: 2.000000e+04 maximum fraction of prior indices in new space .. MaxKept: 8.000000e-01 maximum number of outer iterations ............. maxouter: 2147483647 print level (0 = none, 2 = maximum) .......... PrintLevel: 0 use lp for subspace if max_i |g_i| >= 1.000000e+04*C*lambda_k Logical parameters: Use dense dot products All elements in data matrix are 1 Do not for dense submatrix if kernel = 0 Print the parameter structure ========================================= Status: 0 Function value: -5.3696796937e+02 KKT error: 8.9562464880e-04 constraint violation: -4.5918158165e-11 nlo: 16370 nhi: 471 nfree: 347 Timing results: Read matrix: 0.1030 Construct subspace: 0.0680 Build subspace matrix S: 0.0000 Solve subspace problem in ASL: 0.7909 Update gradient: 0.0590 Solve problem: 0.9189 ========================================= Total time (read+solve): 1.0218 Outer iterations: 69 Inner iterations: 8549 Columns evaluated: 17250 Iterations in ASLd: 34784 Subspace cost evals: 0 Subspace grad evals: 8480 problem: web6a // kernel: linear // C: 1.000000e+01 time to read data: 1.019840e-01 number of features: 300 nonzeros in data: 200470 problem dimension: 17188 matrix to be created in format linear ========================================= Status: 0 Function value: -4.7572221950e+03 KKT error: 9.6297386470e-04 constraint violation: -9.8525632097e-11 nlo: 16482 nhi: 382 nfree: 324 Timing results: Read matrix: 0.1020 Construct subspace: 0.1640 Build subspace matrix S: 0.0000 Solve subspace problem in ASL: 2.9905 Update gradient: 0.1430 Solve problem: 3.3015 ========================================= Total time (read+solve): 3.4035 Outer iterations: 175 Inner iterations: 31410 Columns evaluated: 43750 Iterations in ASLd: 129028 Subspace cost evals: 0 Subspace grad evals: 31235 problem: web6a // kernel: linear // C: 1.000000e+02 time to read data: 1.029850e-01 number of features: 300 nonzeros in data: 200470 problem dimension: 17188 matrix to be created in format linear ========================================= Status: 0 Function value: -4.6181491912e+04 KKT error: 9.9917766790e-04 constraint violation: -4.3023362650e-10 nlo: 16488 nhi: 360 nfree: 340 Timing results: Read matrix: 0.1030 Construct subspace: 0.7159 Build subspace matrix S: 0.0000 Solve subspace problem in ASL: 22.3696 Update gradient: 0.6129 Solve problem: 23.7334 ========================================= Total time (read+solve): 23.8364 Outer iterations: 750 Inner iterations: 239969 Columns evaluated: 187488 Iterations in ASLd: 936109 Subspace cost evals: 0 Subspace grad evals: 239219 problem: web6a // kernel: linear // C: 1.000000e+03 time to read data: 1.039850e-01 number of features: 300 nonzeros in data: 200470 problem dimension: 17188 matrix to be created in format linear ========================================= Status: 0 Function value: -4.6000354584e+05 KKT error: 9.8263173764e-04 constraint violation: -5.3444182413e-10 nlo: 16483 nhi: 358 nfree: 347 Timing results: Read matrix: 0.1040 Construct subspace: 2.3496 Build subspace matrix S: 0.0000 Solve subspace problem in ASL: 162.0564 Update gradient: 2.0647 Solve problem: 166.5717 ========================================= Total time (read+solve): 166.6757 Outer iterations: 2531 Inner iterations: 1776271 Columns evaluated: 632750 Iterations in ASLd: 6522531 Subspace cost evals: 0 Subspace grad evals: 1773740 problem: web6a // kernel: rbf // C: 1.000000e+00 time to read data: 1.019840e-01 number of features: 300 nonzeros in data: 200470 problem dimension: 17188 matrix to be created in format rbf ========================================= Status: 0 Function value: -9.9483227207e+02 KKT error: 9.5631405465e-04 constraint violation: -1.5618950577e-11 nlo: 16019 nhi: 962 nfree: 207 Timing results: Read matrix: 0.1020 Construct subspace: 0.0300 Build subspace matrix S: 0.1120 Solve subspace problem in ASL: 0.1810 Update gradient: 6.0191 Solve problem: 6.3480 ========================================= Total time (read+solve): 6.4500 Outer iterations: 15 Inner iterations: 442 Columns evaluated: 3158 Iterations in ASLd: 2391 Subspace cost evals: 0 Subspace grad evals: 427 problem: web6a // kernel: rbf // C: 1.000000e+01 time to read data: 1.019840e-01 number of features: 300 nonzeros in data: 200470 problem dimension: 17188 matrix to be created in format rbf ========================================= Status: 0 Function value: -7.6164473170e+03 KKT error: 9.5401415061e-04 constraint violation: -7.7674755516e-11 nlo: 16092 nhi: 748 nfree: 348 Timing results: Read matrix: 0.1020 Construct subspace: 0.0430 Build subspace matrix S: 0.1560 Solve subspace problem in ASL: 0.7659 Update gradient: 7.7628 Solve problem: 8.7357 ========================================= Total time (read+solve): 8.8377 Outer iterations: 21 Inner iterations: 1680 Columns evaluated: 3757 Iterations in ASLd: 8169 Subspace cost evals: 0 Subspace grad evals: 1659 problem: web6a // kernel: rbf // C: 1.000000e+02 time to read data: 1.039840e-01 number of features: 300 nonzeros in data: 200470 problem dimension: 17188 matrix to be created in format rbf ========================================= Status: 0 Function value: -5.1682521406e+04 KKT error: 9.1526685258e-04 constraint violation: -6.4596861193e-10 nlo: 15857 nhi: 439 nfree: 892 Timing results: Read matrix: 0.1040 Construct subspace: 0.0530 Build subspace matrix S: 0.2160 Solve subspace problem in ASL: 3.1115 Update gradient: 10.5274 Solve problem: 13.9169 ========================================= Total time (read+solve): 14.0209 Outer iterations: 30 Inner iterations: 6472 Columns evaluated: 4940 Iterations in ASLd: 29347 Subspace cost evals: 0 Subspace grad evals: 6442 problem: web6a // kernel: rbf // C: 1.000000e+03 time to read data: 1.019850e-01 number of features: 300 nonzeros in data: 200470 problem dimension: 17188 matrix to be created in format rbf ========================================= Status: 0 Function value: -3.4144738168e+05 KKT error: 9.9396921763e-04 constraint violation: -3.6994833863e-09 nlo: 15736 nhi: 267 nfree: 1185 Timing results: Read matrix: 0.1020 Construct subspace: 0.1500 Build subspace matrix S: 0.5329 Solve subspace problem in ASL: 15.1917 Update gradient: 24.3853 Solve problem: 40.2709 ========================================= Total time (read+solve): 40.3729 Outer iterations: 89 Inner iterations: 31856 Columns evaluated: 10643 Iterations in ASLd: 134152 Subspace cost evals: 0 Subspace grad evals: 31767 problem: web6a // kernel: poly // C: 1.000000e+00 time to read data: 1.019840e-01 number of features: 300 nonzeros in data: 200470 problem dimension: 17188 matrix to be created in format poly ========================================= Status: 0 Function value: -1.0496130745e+03 KKT error: 9.7281153201e-04 constraint violation: -1.9594326162e-12 nlo: 15571 nhi: 67 nfree: 1550 Timing results: Read matrix: 0.1020 Construct subspace: 0.0190 Build subspace matrix S: 0.0300 Solve subspace problem in ASL: 0.0170 Update gradient: 1.7997 Solve problem: 1.8737 ========================================= Total time (read+solve): 1.9757 Outer iterations: 8 Inner iterations: 29 Columns evaluated: 1779 Iterations in ASLd: 186 Subspace cost evals: 0 Subspace grad evals: 21 problem: web6a // kernel: poly // C: 1.000000e+01 time to read data: 1.019850e-01 number of features: 300 nonzeros in data: 200470 problem dimension: 17188 matrix to be created in format poly ========================================= Status: 0 Function value: -1.0490442459e+04 KKT error: 9.7205862303e-04 constraint violation: 3.0720315181e-11 nlo: 15006 nhi: 533 nfree: 1649 Timing results: Read matrix: 0.1020 Construct subspace: 0.0360 Build subspace matrix S: 0.0790 Solve subspace problem in ASL: 0.0510 Update gradient: 4.1184 Solve problem: 4.2923 ========================================= Total time (read+solve): 4.3943 Outer iterations: 18 Inner iterations: 108 Columns evaluated: 3378 Iterations in ASLd: 554 Subspace cost evals: 0 Subspace grad evals: 90 problem: web6a // kernel: poly // C: 1.000000e+02 time to read data: 1.029840e-01 number of features: 300 nonzeros in data: 200470 problem dimension: 17188 matrix to be created in format poly ========================================= Status: 0 Function value: -1.0405745939e+05 KKT error: 7.7413261873e-04 constraint violation: 2.9721292094e-10 nlo: 15114 nhi: 636 nfree: 1438 Timing results: Read matrix: 0.1030 Construct subspace: 0.0540 Build subspace matrix S: 0.1090 Solve subspace problem in ASL: 0.3040 Update gradient: 5.5042 Solve problem: 5.9791 ========================================= Total time (read+solve): 6.0821 Outer iterations: 29 Inner iterations: 640 Columns evaluated: 4043 Iterations in ASLd: 2897 Subspace cost evals: 0 Subspace grad evals: 611 problem: web6a // kernel: poly // C: 1.000000e+03 time to read data: 1.049840e-01 number of features: 300 nonzeros in data: 200470 problem dimension: 17188 matrix to be created in format poly ========================================= Status: 0 Function value: -9.6733262847e+05 KKT error: 7.5870076739e-04 constraint violation: -1.7109641703e-08 nlo: 15014 nhi: 689 nfree: 1485 Timing results: Read matrix: 0.1050 Construct subspace: 0.0750 Build subspace matrix S: 0.1720 Solve subspace problem in ASL: 2.0037 Update gradient: 8.4897 Solve problem: 10.7544 ========================================= Total time (read+solve): 10.8593 Outer iterations: 48 Inner iterations: 4122 Columns evaluated: 5559 Iterations in ASLd: 15838 Subspace cost evals: 0 Subspace grad evals: 4074 problem: web6a // kernel: sig // C: 1.000000e+00 time to read data: 1.019840e-01 number of features: 300 nonzeros in data: 200470 problem dimension: 17188 matrix to be created in format sig ========================================= Status: 0 Function value: -1.0232693518e+03 KKT error: 6.4498986388e-04 constraint violation: -1.2610912314e-11 nlo: 16067 nhi: 974 nfree: 147 Timing results: Read matrix: 0.1020 Construct subspace: 0.0200 Build subspace matrix S: 0.0870 Solve subspace problem in ASL: 0.0710 Update gradient: 4.6333 Solve problem: 4.8183 ========================================= Total time (read+solve): 4.9203 Outer iterations: 13 Inner iterations: 168 Columns evaluated: 3213 Iterations in ASLd: 881 Subspace cost evals: 0 Subspace grad evals: 155 problem: web6a // kernel: sig // C: 1.000000e+01 time to read data: 1.019850e-01 number of features: 300 nonzeros in data: 200470 problem dimension: 17188 matrix to be created in format sig ========================================= Status: 0 Function value: -8.5331917034e+03 KKT error: 9.9238707214e-04 constraint violation: -3.1815439172e-11 nlo: 16086 nhi: 868 nfree: 234 Timing results: Read matrix: 0.1020 Construct subspace: 0.0220 Build subspace matrix S: 0.0950 Solve subspace problem in ASL: 0.1810 Update gradient: 4.8663 Solve problem: 5.1732 ========================================= Total time (read+solve): 5.2752 Outer iterations: 16 Inner iterations: 491 Columns evaluated: 3153 Iterations in ASLd: 2274 Subspace cost evals: 0 Subspace grad evals: 475 problem: web6a // kernel: sig // C: 1.000000e+02 time to read data: 1.019850e-01 number of features: 300 nonzeros in data: 200470 problem dimension: 17188 matrix to be created in format sig ========================================= Status: 0 Function value: -6.0801687440e+04 KKT error: 9.0929688194e-04 constraint violation: 1.0089706848e-12 nlo: 16303 nhi: 576 nfree: 309 Timing results: Read matrix: 0.1020 Construct subspace: 0.0260 Build subspace matrix S: 0.1290 Solve subspace problem in ASL: 0.9269 Update gradient: 6.5620 Solve problem: 7.6518 ========================================= Total time (read+solve): 7.7538 Outer iterations: 21 Inner iterations: 2659 Columns evaluated: 4051 Iterations in ASLd: 11661 Subspace cost evals: 0 Subspace grad evals: 2638 problem: web6a // kernel: sig // C: 1.000000e+03 time to read data: 1.029840e-01 number of features: 300 nonzeros in data: 200470 problem dimension: 17188 matrix to be created in format sig ========================================= Status: 0 Function value: -5.0087599539e+05 KKT error: 8.8888584546e-04 constraint violation: -3.7061909097e-10 nlo: 16428 nhi: 407 nfree: 353 Timing results: Read matrix: 0.1030 Construct subspace: 0.0290 Build subspace matrix S: 0.1530 Solve subspace problem in ASL: 2.9895 Update gradient: 7.4529 Solve problem: 10.6344 ========================================= Total time (read+solve): 10.7374 Outer iterations: 25 Inner iterations: 8223 Columns evaluated: 4329 Iterations in ASLd: 36367 Subspace cost evals: 0 Subspace grad evals: 8198 problem: mnist // kernel: linear // C: 1.000000e+00 time to read data: 7.931794e+00 number of features: 780 nonzeros in data: 8994156 problem dimension: 60000 matrix to be created in format linear Numerical parameters: parameter in kernels .............................. gamma: 1.282051e-03 degree for poly kernels .......................... degree: 3 subspace tolerance <= serr1 times SVM tolerance ... serr1: 1.000000e+00 subspace tolerance <= serr2 times KKT error ....... serr2: 1.000000e-01 factor < 1 forcing at least one ASL iteration .. ForceFac: 7.500000e-01 use index if Lagrangian error >= l_pert*SVM tol .. l_pert: 1.000000e-02 ignore index i if |d_i| <= d_pert ................ d_pert: 1.000000e-12 threshold for free variables C*bndpert ......... bnd_pert: 1.000000e-03 size of subspace ................................... nsub: 250 amplification factor for value of prior indices .. PreAmp: 2.000000e+04 maximum fraction of prior indices in new space .. MaxKept: 8.000000e-01 maximum number of outer iterations ............. maxouter: 2147483647 print level (0 = none, 2 = maximum) .......... PrintLevel: 0 use lp for subspace if max_i |g_i| >= 1.000000e+04*C*lambda_k Logical parameters: Use dense dot products Do not for dense submatrix if kernel = 0 Print the parameter structure ========================================= Status: 0 Function value: -5.9661907692e+03 KKT error: 9.7341242283e-04 constraint violation: -2.9658475675e-10 nlo: 53729 nhi: 5747 nfree: 524 Timing results: Read matrix: 7.9318 Construct subspace: 5.0912 Build subspace matrix S: 0.0000 Solve subspace problem in ASL: 41.9166 Update gradient: 35.2376 Solve problem: 82.8484 ========================================= Total time (read+solve): 90.7802 Outer iterations: 926 Inner iterations: 135491 Columns evaluated: 231500 Iterations in ASLd: 551537 Subspace cost evals: 0 Subspace grad evals: 134565 problem: mnist // kernel: linear // C: 1.000000e+01 time to read data: 7.917795e+00 number of features: 780 nonzeros in data: 8994156 problem dimension: 60000 matrix to be created in format linear ========================================= Status: 0 Function value: -5.9185419183e+04 KKT error: 9.8421965572e-04 constraint violation: -1.2962750873e-09 nlo: 53761 nhi: 5665 nfree: 574 Timing results: Read matrix: 7.9178 Construct subspace: 38.3302 Build subspace matrix S: 0.0000 Solve subspace problem in ASL: 280.2434 Update gradient: 287.1713 Solve problem: 610.4432 ========================================= Total time (read+solve): 618.3610 Outer iterations: 7542 Inner iterations: 900832 Columns evaluated: 1885500 Iterations in ASLd: 3194672 Subspace cost evals: 0 Subspace grad evals: 893290 problem: mnist // kernel: linear // C: 1.000000e+02 time to read data: 7.940792e+00 number of features: 780 nonzeros in data: 8994156 problem dimension: 60000 matrix to be created in format linear ========================================= Status: 0 Function value: -5.8989429743e+05 KKT error: 9.5114265542e-04 constraint violation: -6.6970784474e-09 nlo: 53790 nhi: 5612 nfree: 598 Timing results: Read matrix: 7.9408 Construct subspace: 361.8461 Build subspace matrix S: 0.0000 Solve subspace problem in ASL: 2453.1930 Update gradient: 2839.4023 Solve problem: 5700.5144 ========================================= Total time (read+solve): 5708.4552 Outer iterations: 71145 Inner iterations: 7895562 Columns evaluated: 17786250 Iterations in ASLd: 26055053 Subspace cost evals: 0 Subspace grad evals: 7824417 problem: mnist // kernel: rbf // C: 1.000000e+00 time to read data: 7.903798e+00 number of features: 780 nonzeros in data: 8994156 problem dimension: 60000 matrix to be created in format rbf ========================================= Status: 0 Function value: -5.9833425306e+03 KKT error: 9.4118437409e-04 constraint violation: -1.2956546946e-10 nlo: 52798 nhi: 6998 nfree: 204 Timing results: Read matrix: 7.9038 Construct subspace: 0.5459 Build subspace matrix S: 2.4056 Solve subspace problem in ASL: 0.4049 Update gradient: 495.3277 Solve problem: 498.7902 ========================================= Total time (read+solve): 506.6940 Outer iterations: 52 Inner iterations: 984 Columns evaluated: 16529 Iterations in ASLd: 4718 Subspace cost evals: 0 Subspace grad evals: 932 problem: mnist // kernel: rbf // C: 1.000000e+01 time to read data: 7.881802e+00 number of features: 780 nonzeros in data: 8994156 problem dimension: 60000 matrix to be created in format rbf ========================================= Status: 0 Function value: -3.3125150311e+04 KKT error: 9.7424344663e-04 constraint violation: 1.2043322122e-10 nlo: 55273 nhi: 4090 nfree: 637 Timing results: Read matrix: 7.8818 Construct subspace: 0.7179 Build subspace matrix S: 2.3776 Solve subspace problem in ASL: 1.3588 Update gradient: 447.1490 Solve problem: 451.7253 ========================================= Total time (read+solve): 459.6071 Outer iterations: 64 Inner iterations: 3389 Columns evaluated: 14976 Iterations in ASLd: 14196 Subspace cost evals: 0 Subspace grad evals: 3325 problem: mnist // kernel: rbf // C: 1.000000e+02 time to read data: 7.901798e+00 number of features: 780 nonzeros in data: 8994156 problem dimension: 60000 matrix to be created in format rbf ========================================= Status: 0 Function value: -1.2748208150e+05 KKT error: 9.3365790448e-04 constraint violation: -3.0231818608e-09 nlo: 57139 nhi: 1247 nfree: 1614 Timing results: Read matrix: 7.9018 Construct subspace: 1.1568 Build subspace matrix S: 3.1295 Solve subspace problem in ASL: 7.4879 Update gradient: 480.2280 Solve problem: 492.2202 ========================================= Total time (read+solve): 500.1220 Outer iterations: 143 Inner iterations: 15394 Columns evaluated: 14576 Iterations in ASLd: 54599 Subspace cost evals: 0 Subspace grad evals: 15251 problem: mnist // kernel: rbf // C: 1.000000e+03 time to read data: 7.882802e+00 number of features: 780 nonzeros in data: 8994156 problem dimension: 60000 matrix to be created in format rbf ========================================= Status: 0 Function value: -2.3931223501e+05 KKT error: 9.0983038615e-04 constraint violation: 4.1996538169e-08 nlo: 57521 nhi: 26 nfree: 2453 Timing results: Read matrix: 7.8828 Construct subspace: 1.8347 Build subspace matrix S: 5.8551 Solve subspace problem in ASL: 13.6629 Update gradient: 889.6008 Solve problem: 911.3225 ========================================= Total time (read+solve): 919.2053 Outer iterations: 287 Inner iterations: 31403 Columns evaluated: 27088 Iterations in ASLd: 103421 Subspace cost evals: 0 Subspace grad evals: 31116 problem: mnist // kernel: poly // C: 1.000000e+00 time to read data: 7.880802e+00 number of features: 780 nonzeros in data: 8994156 problem dimension: 60000 matrix to be created in format poly ========================================= Status: 0 Function value: -1.0756729841e+04 KKT error: 9.9869729866e-04 constraint violation: -1.3879908334e-10 nlo: 47896 nhi: 9003 nfree: 3101 Timing results: Read matrix: 7.8808 Construct subspace: 0.9269 Build subspace matrix S: 2.7736 Solve subspace problem in ASL: 0.1930 Update gradient: 522.2596 Solve problem: 526.3040 ========================================= Total time (read+solve): 534.1848 Outer iterations: 94 Inner iterations: 327 Columns evaluated: 19822 Iterations in ASLd: 2446 Subspace cost evals: 0 Subspace grad evals: 233 problem: mnist // kernel: poly // C: 1.000000e+01 time to read data: 7.882802e+00 number of features: 780 nonzeros in data: 8994156 problem dimension: 60000 matrix to be created in format poly ========================================= Status: 0 Function value: -7.3151123109e+04 KKT error: 7.8560342530e-04 constraint violation: -1.4542056448e-09 nlo: 50851 nhi: 8633 nfree: 516 Timing results: Read matrix: 7.8828 Construct subspace: 0.7939 Build subspace matrix S: 2.3936 Solve subspace problem in ASL: 0.3279 Update gradient: 428.4069 Solve problem: 432.0683 ========================================= Total time (read+solve): 439.9511 Outer iterations: 87 Inner iterations: 708 Columns evaluated: 16070 Iterations in ASLd: 3906 Subspace cost evals: 0 Subspace grad evals: 621 problem: mnist // kernel: poly // C: 1.000000e+02 time to read data: 7.881802e+00 number of features: 780 nonzeros in data: 8994156 problem dimension: 60000 matrix to be created in format poly ========================================= Status: 0 Function value: -3.8931110420e+05 KKT error: 9.8263264301e-04 constraint violation: -2.7043114414e-09 nlo: 54436 nhi: 4768 nfree: 796 Timing results: Read matrix: 7.8818 Construct subspace: 0.3999 Build subspace matrix S: 1.6258 Solve subspace problem in ASL: 0.9119 Update gradient: 292.7955 Solve problem: 295.8510 ========================================= Total time (read+solve): 303.7328 Outer iterations: 55 Inner iterations: 2171 Columns evaluated: 10978 Iterations in ASLd: 9276 Subspace cost evals: 0 Subspace grad evals: 2116 problem: mnist // kernel: poly // C: 1.000000e+03 time to read data: 7.881802e+00 number of features: 780 nonzeros in data: 8994156 problem dimension: 60000 matrix to be created in format poly ========================================= Status: 0 Function value: -1.5471349878e+06 KKT error: 9.1008630256e-04 constraint violation: -3.1352909093e-08 nlo: 56512 nhi: 1581 nfree: 1907 Timing results: Read matrix: 7.8818 Construct subspace: 0.6069 Build subspace matrix S: 2.1327 Solve subspace problem in ASL: 6.8490 Update gradient: 325.1906 Solve problem: 334.9481 ========================================= Total time (read+solve): 342.8299 Outer iterations: 107 Inner iterations: 13869 Columns evaluated: 11420 Iterations in ASLd: 51864 Subspace cost evals: 0 Subspace grad evals: 13762 problem: mnist // kernel: sig // C: 1.000000e+00 time to read data: 7.904797e+00 number of features: 780 nonzeros in data: 8994156 problem dimension: 60000 matrix to be created in format sig ========================================= Status: 0 Function value: -7.4428430424e+03 KKT error: 8.3267526660e-04 constraint violation: -1.0872047707e-10 nlo: 51866 nhi: 8019 nfree: 115 Timing results: Read matrix: 7.9048 Construct subspace: 0.6079 Build subspace matrix S: 2.3476 Solve subspace problem in ASL: 0.3210 Update gradient: 502.6686 Solve problem: 506.0451 ========================================= Total time (read+solve): 513.9499 Outer iterations: 49 Inner iterations: 784 Columns evaluated: 16630 Iterations in ASLd: 4023 Subspace cost evals: 0 Subspace grad evals: 735 problem: mnist // kernel: sig // C: 1.000000e+01 time to read data: 7.885800e+00 number of features: 780 nonzeros in data: 8994156 problem dimension: 60000 matrix to be created in format sig ========================================= Status: 0 Function value: -6.7855885179e+04 KKT error: 7.9268066578e-04 constraint violation: -2.7973179328e-10 nlo: 53213 nhi: 6577 nfree: 210 Timing results: Read matrix: 7.8858 Construct subspace: 0.7899 Build subspace matrix S: 3.3285 Solve subspace problem in ASL: 0.8879 Update gradient: 671.1980 Solve problem: 676.3292 ========================================= Total time (read+solve): 684.2150 Outer iterations: 74 Inner iterations: 2445 Columns evaluated: 22342 Iterations in ASLd: 12211 Subspace cost evals: 0 Subspace grad evals: 2371 problem: mnist // kernel: sig // C: 1.000000e+02 time to read data: 7.903798e+00 number of features: 780 nonzeros in data: 8994156 problem dimension: 60000 matrix to be created in format sig ========================================= Status: 0 Function value: -1.0227671431e+06 KKT error: 9.7897261894e-04 constraint violation: -1.4905054968e-10 nlo: 54281 nhi: 5447 nfree: 272 Timing results: Read matrix: 7.9038 Construct subspace: 0.7259 Build subspace matrix S: 3.3275 Solve subspace problem in ASL: 3.8694 Update gradient: 651.9319 Solve problem: 659.9977 ========================================= Total time (read+solve): 667.9015 Outer iterations: 90 Inner iterations: 13333 Columns evaluated: 21990 Iterations in ASLd: 59867 Subspace cost evals: 0 Subspace grad evals: 13243 problem: mnist // kernel: sig // C: 1.000000e+03 time to read data: 7.880801e+00 number of features: 780 nonzeros in data: 8994156 problem dimension: 60000 matrix to be created in format sig ========================================= Status: 0 Function value: -5.5223519227e+07 KKT error: 9.7127662242e-04 constraint violation: -2.0756949028e-10 nlo: 55021 nhi: 4716 nfree: 263 Timing results: Read matrix: 7.8808 Construct subspace: 0.5679 Build subspace matrix S: 2.8506 Solve subspace problem in ASL: 6.0201 Update gradient: 549.0855 Solve problem: 558.6621 ========================================= Total time (read+solve): 566.5429 Outer iterations: 91 Inner iterations: 19838 Columns evaluated: 19261 Iterations in ASLd: 88904 Subspace cost evals: 0 Subspace grad evals: 19747