Problem Kernel C Code Function Value Outer Inner CPU Time
Name Iterations Iterations (secs)
===============================================================================
a7a linear 1 svmASL -5699.253216 197 23180 2.6
GPDT -5699.250660 120 62345 6.3
LIBSVM -5699.253583 63889 61.3
a7a linear 10 svmASL -56875.579000 270 90676 8.9
GPDT -56875.578661 170 564386 52.2
LIBSVM -56875.586078 717366 215.2
a7a linear 100 svmASL -568626.990050 355 611240 55.5
GPDT -568626.882866 217 4428660 400.9
LIBSVM -568627.107770 7385205 1235.3
a7a linear 1000 svmASL -5686140.316900 348 4320694 388.3
GPDT -5686141.091968 229 40736826 3679.1
LIBSVM -5686140.897614 88531649 7232.7
a7a rbf 1 svmASL -5899.072770 39 753 20.7
GPDT -5899.070838 53 2550 21.5
LIBSVM -5899.071364 4108 50.1
a7a rbf 10 svmASL -55195.374652 59 2698 29.2
GPDT -55195.294140 55 9704 24.1
LIBSVM -55195.295825 10385 50.9
a7a rbf 100 svmASL -506958.124370 115 21646 49.7
GPDT -506954.068298 91 52908 49.6
LIBSVM -506954.110060 86989 87.9
a7a rbf 1000 svmASL -4380392.319100 561 154979 195.5
GPDT -4380314.030831 561 392673 402.5
LIBSVM -4380314.604472 690642 348.2
a7a poly 1 svmASL -7720.466091 60 167 10.1
GPDT -7720.477821 59 895 20.8
LIBSVM -7720.475211 4149 52.1
a7a poly 10 svmASL -67778.171068 48 257 10.0
GPDT -67778.168723 57 1349 20.1
LIBSVM -67778.173221 4153 50.6
a7a poly 100 svmASL -569368.254310 49 739 10.1
GPDT -569368.247924 56 2632 19.3
LIBSVM -569368.249459 4774 45.8
a7a poly 1000 svmASL -4897076.953100 111 4065 19.9
GPDT -4897076.256008 94 8573 34.6
LIBSVM -4897076.679496 14301 48.6
a8a linear 1 svmASL -8062.408215 294 33659 4.2
GPDT -8062.407097 171 98318 10.7
LIBSVM -8062.410255 94877 133.4
a8a linear 10 svmASL -80514.263532 398 133168 14.0
GPDT -80514.292246 259 846762 80.8
LIBSVM -80514.316402 782670 521.9
a8a linear 100 svmASL -805020.500880 539 842926 80.1
GPDT -805020.867146 340 6989174 649.7
LIBSVM -805021.055063 13083198 3234.7
a8a linear 1000 svmASL -8050086.969800 536 7622753 684.0
GPDT -8050084.533977 366 66502476 6022.3
LIBSVM -8050084.683917 142177817 21907.7
a8a rbf 1 svmASL -8249.502520 52 1032 39.4
GPDT -8249.503968 73 3485 44.0
LIBSVM -8249.503968 5641 107.0
a8a rbf 10 svmASL -77831.114413 87 4672 58.9
GPDT -77831.158453 78 14848 48.6
LIBSVM -77831.160497 15377 111.5
a8a rbf 100 svmASL -722403.848370 184 35948 101.7
GPDT -722408.552590 155 85245 121.3
LIBSVM -722408.627209 120722 212.3
a8a rbf 1000 svmASL -6393530.768300 942 249969 421.6
GPDT -6393677.305006 1074 661037 874.3
LIBSVM -6393677.162295 973206 1048.7
a8a poly 1 svmASL -10797.563365 88 234 20.6
GPDT -10797.570783 83 1153 42.7
LIBSVM -10797.569478 5819 119.2
a8a poly 10 svmASL -92870.584204 69 333 19.3
GPDT -92870.588420 78 1963 40.7
LIBSVM -92870.586252 5656 113.2
a8a poly 100 svmASL -796649.491030 71 1101 19.7
GPDT -796649.407910 77 3701 40.4
LIBSVM -796649.462779 6504 98.7
a8a poly 1000 svmASL -6986203.671200 188 6920 44.1
GPDT -6986202.669529 151 13269 84.1
LIBSVM -6986203.854732 20461 135.1
a9a linear 1 svmASL -11433.387081 466 50594 7.4
GPDT -11433.386942 257 151407 17.6
LIBSVM -11433.387025 78244 334.0
a9a linear 10 svmASL -114237.478750 618 217493 24.1
GPDT -114237.471650 423 1344293 129.9
LIBSVM -114237.472904 987396 1391.6
a9a linear 100 svmASL -1142270.806400 827 1501616 144.3
GPDT -1142270.677400 546 10889677 1010.0
LIBSVM -1142271.040660 12151170 8298.6
a9a linear 1000 svmASL -11422603.619000 798 10373208 965.1
GPDT -11422601.171523 619 107291991 9952.0
LIBSVM -11422605.721575 153071813 46883.4
a9a rbf 1 svmASL -11596.354156 78 1626 76.8
GPDT -11596.355118 102 5442 112.8
LIBSVM -11596.354922 7975 194.2
a9a rbf 10 svmASL -110168.477080 131 7365 125.4
GPDT -110168.548905 113 21391 135.8
LIBSVM -110168.552786 22170 202.7
a9a rbf 100 svmASL -1036077.068900 313 56834 225.5
GPDT -1036083.049439 251 136677 425.6
LIBSVM -1036083.305304 186621 480.9
a9a rbf 1000 svmASL -9389676.127800 1825 494544 1032.8
GPDT -9390000.025150 2198 1194930 4584.3
LIBSVM -9389999.625852 1462911 2423.8
a9a poly 1 svmASL -15243.501836 129 313 45.8
GPDT -15243.504083 119 1677 149.2
LIBSVM -15243.501174 8282 215.6
a9a poly 10 svmASL -128316.404840 102 523 39.7
GPDT -128316.403498 107 2558 127.9
LIBSVM -128316.399173 7816 197.2
a9a poly 100 svmASL -1119764.354300 109 1850 41.3
GPDT -1119764.274369 110 6007 133.2
LIBSVM -1119764.279647 9279 180.4
a9a poly 1000 svmASL -10003494.971000 398 13047 123.0
GPDT -10003494.125343 290 23843 413.6
LIBSVM -10003494.205690 32382 265.9
ijcnn1 linear 1 svmASL -8590.158332 298 18831 4.7
GPDT -8590.157121 201 60184 7.3
LIBSVM -8590.158933 17100 129.8
ijcnn1 linear 10 svmASL -85440.988106 408 65113 9.8
GPDT -85440.979634 252 375250 27.1
LIBSVM -85441.014212 167761 181.2
ijcnn1 linear 100 svmASL -853925.541930 559 365122 34.8
GPDT -853925.759673 322 2968763 185.4
LIBSVM -853926.958319 1838998 548.6
ijcnn1 linear 1000 svmASL -8538766.978800 531 2573619 206.4
GPDT -8538768.868464 282 21797479 1395.3
LIBSVM -8538875.865931 23780510 3540.5
ijcnn1 rbf 1 svmASL -8148.187006 98 2439 151.4
GPDT -8148.187334 85 7145 101.5
LIBSVM -8148.188313 5779 132.4
ijcnn1 rbf 10 svmASL -61036.538000 107 6840 158.0
GPDT -61036.540860 87 28907 97.0
LIBSVM -61036.549075 6475 103.4
ijcnn1 rbf 100 svmASL -418362.699540 93 22396 172.8
GPDT -418362.839758 80 145499 97.8
LIBSVM -418362.979241 18140 92.9
ijcnn1 rbf 1000 svmASL -2971216.090500 70 83121 137.7
GPDT -2971165.282858 65 716265 232.1
LIBSVM -2971182.529722 137702 157.4
ijcnn1 poly 1 svmASL -9693.567776 199 703 110.3
GPDT -9693.422795 88 1469 104.3
LIBSVM -9693.566322 5223 125.8
ijcnn1 poly 10 svmASL -95821.923919 192 916 105.1
GPDT -95821.714612 102 3175 116.4
LIBSVM -95821.991476 5850 136.4
ijcnn1 poly 100 svmASL -854437.987010 128 1387 77.8
GPDT -854438.151385 96 5481 103.3
LIBSVM -854438.504678 6156 131.9
ijcnn1 poly 1000 svmASL -6077588.802200 96 3299 67.9
GPDT -6077587.618220 90 21137 94.2
LIBSVM -6077590.435416 7094 100.8
w6a linear 1 svmASL -536.967969 69 8549 1.0
GPDT -536.967720 54 18883 2.8
LIBSVM -536.968975 45806 6.0
w6a linear 10 svmASL -4757.222195 175 31410 3.4
GPDT -4757.225072 127 119410 16.4
LIBSVM -4757.227168 447867 17.0
w6a linear 100 svmASL -46181.491912 750 239969 23.8
GPDT -46181.507828 527 1652649 221.8
LIBSVM -46181.478492 8322424 151.3
w6a linear 1000 svmASL -460003.545840 2531 1776271 166.7
GPDT -460005.491576 1692 28860152 3689.3
LIBSVM -460005.647961 94570691 1854.0
w6a rbf 1 svmASL -994.832272 15 442 6.5
GPDT -994.832759 14 1145 6.3
LIBSVM -994.833168 1328 6.0
w6a rbf 10 svmASL -7616.447317 21 1680 8.8
GPDT -7616.446071 19 5170 8.0
LIBSVM -7616.450818 3019 5.9
w6a rbf 100 svmASL -51682.521406 30 6472 14.0
GPDT -51682.466431 33 16131 13.6
LIBSVM -51682.588084 19572 7.7
w6a rbf 1000 svmASL -341447.381680 89 31856 40.4
GPDT -341445.797873 62 88132 47.1
LIBSVM -341445.906145 49990 11.2
w6a poly 1 svmASL -1049.613075 8 29 2.0
GPDT -1049.893563 10 75 4.1
LIBSVM -1049.897090 533 3.8
w6a poly 10 svmASL -10490.442459 18 108 4.4
GPDT -10490.123533 10 233 4.4
LIBSVM -10490.464643 748 4.8
w6a poly 100 svmASL -104057.459390 29 640 6.1
GPDT -104053.955914 27 1966 7.4
LIBSVM -104059.370802 1558 8.1
w6a poly 1000 svmASL -967332.628470 48 4122 10.9
GPDT -967295.228894 50 11403 15.7
LIBSVM -967343.773896 2471 9.6
w7a linear 1 svmASL -765.410892 106 10975 1.5
GPDT -765.410284 67 23068 3.5
LIBSVM -765.411450 66093 12.2
w7a linear 10 svmASL -7008.285564 326 57591 6.5
GPDT -7008.300359 210 212952 29.6
LIBSVM -7008.305168 811333 41.1
w7a linear 100 svmASL -68985.611748 1367 394396 40.7
GPDT -68985.659321 1062 3083160 412.5
LIBSVM -68985.637485 8141208 299.6
w7a linear 1000 svmASL -688532.910360 5386 2484726 245.8
GPDT -688535.715865 4997 42924001 5524.7
LIBSVM -688536.257274 86198210 2626.7
w7a rbf 1 svmASL -1372.011735 28 1217 14.6
GPDT -1372.011038 20 1414 12.5
LIBSVM -1372.011169 1550 11.9
w7a rbf 10 svmASL -10422.701102 28 1841 15.5
GPDT -10422.687861 25 8819 15.5
LIBSVM -10422.697832 4073 11.1
w7a rbf 100 svmASL -72135.997418 42 14899 27.2
GPDT -72136.035804 40 20171 26.5
LIBSVM -72136.165830 22016 13.2
w7a rbf 1000 svmASL -491858.006210 172 54391 93.1
GPDT -491864.846133 89 118568 110.5
LIBSVM -491865.079701 72419 23.4
w7a poly 1 svmASL -1479.819787 22 85 7.7
GPDT -1479.809634 12 121 7.5
LIBSVM -1479.816291 758 7.2
w7a poly 10 svmASL -14782.428484 39 313 10.5
GPDT -14781.925814 13 313 8.4
LIBSVM -14782.402687 1064 9.2
w7a poly 100 svmASL -146250.677520 46 1032 13.4
GPDT -146248.004254 36 2729 16.1
LIBSVM -146252.717204 2018 24.5
w7a poly 1000 svmASL -1344754.566500 61 5701 18.8
GPDT -1344717.883913 73 16438 34.6
LIBSVM -1344767.353515 3125 30.0
real-sim linear 1 svmASL -5345.119490 782 7553 27.6
GPDT -5345.120708 584 17647 31.3
LIBSVM -5345.121261 33891 1963.7
real-sim linear 10 svmASL -15202.779418 2307 25799 74.9
GPDT -15202.782306 1441 45699 78.3
LIBSVM -15202.784293 84991 2800.8
real-sim linear 100 svmASL -47124.505189 2714 49370 91.2
GPDT -47124.509207 1851 110236 109.0
LIBSVM -47124.510963 108078 2680.6
real-sim linear 1000 svmASL -297003.967460 2330 75819 81.6
GPDT -297003.979512 1875 220083 127.0
LIBSVM -297003.822801 177435 2995.9
real-sim rbf 1 svmASL -44319.257422 187 406 1045.7
GPDT -44319.154350 302 2498 2069.7
LIBSVM -44318.743886 28083 5516.4
real-sim rbf 10 svmASL -429086.169560 237 486 1092.2
GPDT -429079.222957 300 2973 3312.4
LIBSVM -429079.100275 26369 4884.8
real-sim rbf 100 svmASL -3138499.262300 201 582 1103.1
GPDT -3138083.940593 271 3749 3204.8
LIBSVM -3138083.929532 21443 3991.8
real-sim rbf 1000 svmASL -14389095.393000 186 917 663.3
GPDT -14389647.447924 172 4327 1876.4
LIBSVM -14389654.963799 14149 2517.6
real-sim poly 1 svmASL -44476.000000 99 199 549.6
GPDT -44475.999767 997 2849 2191.9
LIBSVM -44476.000000 22238 4770.0
real-sim poly 10 svmASL -444760.000000 99 199 549.6
GPDT -444760.005597 1040 3131 11431.0
LIBSVM -444759.999999 22238 4597.0
real-sim poly 100 svmASL -4447599.999800 99 199 549.9
GPDT -4447600.000266 999 3077 5153.4
LIBSVM -4447599.999912 22238 4894.5
real-sim poly 1000 svmASL -44475999.984000 99 199 550.2
GPDT -44475999.992612 1025 3075 7627.6
LIBSVM -44475999.991263 22238 4777.3
mnist linear 1 svmASL -5966.190769 926 135491 90.8
GPDT -5966.194721 1472 412971 186.2
LIBSVM -5966.193367 1082383 15035.0
mnist linear 10 svmASL -59185.419183 7542 900832 618.4
GPDT -59185.482034 14015 4831504 1933.3
LIBSVM more than 2 days
mnist linear 100 svmASL -589894.297430 71145 7895562 5708.5
GPDT -589894.763230 121705 59327046 20237.0
LIBSVM ??? run time too long
mnist rbf 1 svmASL -5983.342531 52 984 506.7
GPDT -5983.342854 67 3073 764.5
LIBSVM -5983.342783 5416 1445.7
mnist rbf 10 svmASL -33125.150311 64 3389 459.6
GPDT -33125.151425 59 8724 952.3
LIBSVM -33125.152555 15136 1253.6
mnist rbf 100 svmASL -127482.081500 143 15394 500.1
GPDT -127481.747198 154 29830 3392.8
LIBSVM -127481.743804 68387 2370.4
mnist rbf 1000 svmASL -239312.235010 287 31403 919.2
GPDT -239311.183886 248 69872 5684.2
LIBSVM -239311.302976 151575 3577.7
mnist poly 1 svmASL -10756.729841 94 327 534.2
GPDT -10756.740226 106 1371 1313.9
LIBSVM -10756.739380 7339 2406.4
mnist poly 10 svmASL -73151.123109 87 708 440.0
GPDT -73151.130673 73 2032 1082.5
LIBSVM -73151.129781 5728 1814.2
mnist poly 100 svmASL -389311.104200 55 2171 303.7
GPDT -389311.149164 60 6849 1202.8
LIBSVM -389311.202266 4545 1160.0
mnist poly 1000 svmASL -1547134.987800 107 13869 342.8
GPDT -1547134.718773 74 20124 2349.9
LIBSVM -1547135.408935 9121 1490.9