test7.save

高效的k-means算法实现

    <stage: 692 curr: 0.006481 best: 0.001132 consecRDL: 0.06901 >
    <stage: 693 curr: 0.005973 best: 0.001132 consecRDL: 0.07839 >
    <Swapping Centers>
    <stage: 694 curr: 0.01395 best: 0.001132 consecRDL: -1.336 >
    <stage: 695 curr: 0.009042 best: 0.001132 consecRDL: 0.3519 >
    <stage: 696 curr: 0.009042 best: 0.001132 consecRDL: 9.03e-06 >
    <Swapping Centers>
    <stage: 697 curr: 0.009045 best: 0.001132 consecRDL: -0.0003824 >
    <stage: 698 curr: 0.009042 best: 0.001132 consecRDL: 0.0003501 >
    <Swapping Centers>
    <stage: 699 curr: 0.01083 best: 0.001132 consecRDL: -0.1974 >
    <stage: 700 curr: 0.009175 best: 0.001132 consecRDL: 0.1526 >
    <stage: 701 curr: 0.009043 best: 0.001132 consecRDL: 0.01438 >
    <Swapping Centers>
    <stage: 702 curr: 0.009049 best: 0.001132 consecRDL: -0.0006905 >
    <stage: 703 curr: 0.009042 best: 0.001132 consecRDL: 0.0007302 >
    <Swapping Centers>
    <stage: 704 curr: 0.01488 best: 0.001132 consecRDL: -0.6456 >
    <stage: 705 curr: 0.009717 best: 0.001132 consecRDL: 0.347 >
    <stage: 706 curr: 0.009713 best: 0.001132 consecRDL: 0.0004413 >
    <Swapping Centers>
    <stage: 707 curr: 0.009715 best: 0.001132 consecRDL: -0.0001737 >
    <stage: 708 curr: 0.009648 best: 0.001132 consecRDL: 0.006833 >
    <Swapping Centers>
    <stage: 709 curr: 0.01585 best: 0.001132 consecRDL: -0.6426 >
    <stage: 710 curr: 0.0106 best: 0.001132 consecRDL: 0.331 >
    <stage: 711 curr: 0.009043 best: 0.001132 consecRDL: 0.1471 >
    <stage: 712 curr: 0.009043 best: 0.001132 consecRDL: 2.54e-05 >
    <Swapping Centers>
    <stage: 713 curr: 0.009049 best: 0.001132 consecRDL: -0.0006757 >
    <stage: 714 curr: 0.009043 best: 0.001132 consecRDL: 0.0005912 >
    <Swapping Centers>
    <stage: 715 curr: 0.007074 best: 0.001132 consecRDL: 0.2178 >
    <stage: 716 curr: 0.004572 best: 0.001132 consecRDL: 0.3537 >
    <stage: 717 curr: 0.00453 best: 0.001132 consecRDL: 0.00917 >
    <Swapping Centers>
    <stage: 718 curr: 0.002957 best: 0.001132 consecRDL: 0.3472 >
    <stage: 719 curr: 0.001394 best: 0.001132 consecRDL: 0.5285 >
    <stage: 720 curr: 0.001394 best: 0.001132 consecRDL: 1.145e-05 >
    <Swapping Centers>
    <stage: 721 curr: 0.001509 best: 0.001132 consecRDL: -0.08215 >
    <stage: 722 curr: 0.001447 best: 0.001132 consecRDL: 0.04098 >
    <Swapping Centers>
    <stage: 723 curr: 0.001458 best: 0.001132 consecRDL: -0.007944 >
    <stage: 724 curr: 0.001448 best: 0.001132 consecRDL: 0.006993 >
    <Swapping Centers>
    <stage: 725 curr: 0.003461 best: 0.001132 consecRDL: -1.39 >
    <stage: 726 curr: 0.002437 best: 0.001132 consecRDL: 0.2958 >
    <stage: 727 curr: 0.002437 best: 0.001132 consecRDL: 0.0002065 >
    <Swapping Centers>
    <stage: 728 curr: 0.005103 best: 0.001132 consecRDL: -1.094 >
    <stage: 729 curr: 0.002602 best: 0.001132 consecRDL: 0.49 >
    <stage: 730 curr: 0.002437 best: 0.001132 consecRDL: 0.06359 >
    <Swapping Centers>
    <stage: 731 curr: 0.008089 best: 0.001132 consecRDL: -2.319 >
    <stage: 732 curr: 0.004377 best: 0.001132 consecRDL: 0.459 >
    <stage: 733 curr: 0.004376 best: 0.001132 consecRDL: 1.244e-05 >
    <Swapping Centers>
    <stage: 734 curr: 0.002805 best: 0.001132 consecRDL: 0.3591 >
    <stage: 735 curr: 0.001242 best: 0.001132 consecRDL: 0.5574 >
    <stage: 736 curr: 0.001242 best: 0.001132 consecRDL: 9.157e-15 >
    <Swapping Centers>
    <stage: 737 curr: 0.009933 best: 0.001132 consecRDL: -7 >
    <stage: 738 curr: 0.005757 best: 0.001132 consecRDL: 0.4204 >
    <stage: 739 curr: 0.005757 best: 0.001132 consecRDL: 2.01e-05 >
    <Swapping Centers>
    <stage: 740 curr: 0.005884 best: 0.001132 consecRDL: -0.02208 >
    <stage: 741 curr: 0.005757 best: 0.001132 consecRDL: 0.0216 >
    <Swapping Centers>
    <stage: 742 curr: 0.003416 best: 0.001132 consecRDL: 0.4067 >
    <stage: 743 curr: 0.001242 best: 0.001132 consecRDL: 0.6365 >
    <stage: 744 curr: 0.001242 best: 0.001132 consecRDL: 5.369e-06 >
    <Swapping Centers>
    <stage: 745 curr: 0.003594 best: 0.001132 consecRDL: -1.895 >
    <stage: 746 curr: 0.002437 best: 0.001132 consecRDL: 0.322 >
    <stage: 747 curr: 0.002437 best: 0.001132 consecRDL: 9.329e-05 >
    <Swapping Centers>
    <stage: 748 curr: 0.013 best: 0.001132 consecRDL: -4.337 >
    <stage: 749 curr: 0.008182 best: 0.001132 consecRDL: 0.3708 >
    <stage: 750 curr: 0.007278 best: 0.001132 consecRDL: 0.1105 >
    <stage: 751 curr: 0.007278 best: 0.001132 consecRDL: 2.564e-05 >
    <Swapping Centers>
    <stage: 752 curr: 0.007279 best: 0.001132 consecRDL: -0.0001837 >
    <stage: 753 curr: 0.007277 best: 0.001132 consecRDL: 0.0003402 >
    <Swapping Centers>
    <stage: 754 curr: 0.02341 best: 0.001132 consecRDL: -2.218 >
    <stage: 755 curr: 0.01555 best: 0.001132 consecRDL: 0.336 >
    <stage: 756 curr: 0.01541 best: 0.001132 consecRDL: 0.008506 >
    <Swapping Centers>
    <stage: 757 curr: 0.01542 best: 0.001132 consecRDL: -0.0001861 >
    <stage: 758 curr: 0.01541 best: 0.001132 consecRDL: 0.0002549 >
    <Swapping Centers>
    <stage: 759 curr: 0.01656 best: 0.001132 consecRDL: -0.07453 >
    <stage: 760 curr: 0.0151 best: 0.001132 consecRDL: 0.08832 >
    <Swapping Centers>
    <stage: 761 curr: 0.01509 best: 0.001132 consecRDL: 0.0007345 >
    <stage: 762 curr: 0.01505 best: 0.001132 consecRDL: 0.002475 >
    <Swapping Centers>
    <stage: 763 curr: 0.01506 best: 0.001132 consecRDL: -0.0004187 >
    <stage: 764 curr: 0.01503 best: 0.001132 consecRDL: 0.00211 >
    <Swapping Centers>
    <stage: 765 curr: 0.02276 best: 0.001132 consecRDL: -0.5149 >
    <stage: 766 curr: 0.01314 best: 0.001132 consecRDL: 0.4229 >
    <stage: 767 curr: 0.006911 best: 0.001132 consecRDL: 0.4739 >
    <stage: 768 curr: 0.006911 best: 0.001132 consecRDL: 1.91e-06 >
    <Swapping Centers>
    <stage: 769 curr: 0.006913 best: 0.001132 consecRDL: -0.0002717 >
    <stage: 770 curr: 0.006911 best: 0.001132 consecRDL: 0.0003442 >
    <Swapping Centers>
    <stage: 771 curr: 0.009264 best: 0.001132 consecRDL: -0.3405 >
    <stage: 772 curr: 0.008107 best: 0.001132 consecRDL: 0.1249 >
    <stage: 773 curr: 0.008107 best: 0.001132 consecRDL: 1.563e-05 >
    <Swapping Centers>
    <stage: 774 curr: 0.01558 best: 0.001132 consecRDL: -0.922 >
    <stage: 775 curr: 0.01084 best: 0.001132 consecRDL: 0.304 >
    <stage: 776 curr: 0.01084 best: 0.001132 consecRDL: 2.427e-06 >
    <Swapping Centers>
    <stage: 777 curr: 0.01041 best: 0.001132 consecRDL: 0.03979 >
    <stage: 778 curr: 0.009963 best: 0.001132 consecRDL: 0.04317 >
    <Swapping Centers>
    <stage: 779 curr: 0.01264 best: 0.001132 consecRDL: -0.2685 >
    <stage: 780 curr: 0.006554 best: 0.001132 consecRDL: 0.4815 >
    <stage: 781 curr: 0.006031 best: 0.001132 consecRDL: 0.07984 >
    <Swapping Centers>
    <stage: 782 curr: 0.01543 best: 0.001132 consecRDL: -1.559 >
    <stage: 783 curr: 0.01054 best: 0.001132 consecRDL: 0.3167 >
    <stage: 784 curr: 0.01054 best: 0.001132 consecRDL: 1.048e-05 >
    <Swapping Centers>
    <stage: 785 curr: 0.01823 best: 0.001132 consecRDL: -0.7293 >
    <stage: 786 curr: 0.01448 best: 0.001132 consecRDL: 0.2061 >
    <stage: 787 curr: 0.01448 best: 0.001132 consecRDL: 4.003e-06 >
    <Swapping Centers>
    <stage: 788 curr: 0.01448 best: 0.001132 consecRDL: -0.0001184 >
    <stage: 789 curr: 0.01448 best: 0.001132 consecRDL: 0.0002025 >
    <Swapping Centers>
    <stage: 790 curr: 0.01436 best: 0.001132 consecRDL: 0.008042 >
    <stage: 791 curr: 0.01142 best: 0.001132 consecRDL: 0.2044 >
    <stage: 792 curr: 0.01142 best: 0.001132 consecRDL: 8.907e-06 >
    <Swapping Centers>
    <stage: 793 curr: 0.01143 best: 0.001132 consecRDL: -0.0004967 >
    <stage: 794 curr: 0.01143 best: 0.001132 consecRDL: 0.0003189 >
    <Swapping Centers>
    <stage: 795 curr: 0.01512 best: 0.001132 consecRDL: -0.323 >
    <stage: 796 curr: 0.01385 best: 0.001132 consecRDL: 0.08354 >
    <Swapping Centers>
    <stage: 797 curr: 0.01227 best: 0.001132 consecRDL: 0.1142 >
    <stage: 798 curr: 0.01142 best: 0.001132 consecRDL: 0.06902 >
    <Swapping Centers>
    <stage: 799 curr: 0.01143 best: 0.001132 consecRDL: -0.000441 >
    <stage: 800 curr: 0.01142 best: 0.001132 consecRDL: 0.0004443 >
    <Swapping Centers>
    <stage: 801 curr: 0.03411 best: 0.001132 consecRDL: -1.985 >
    <stage: 802 curr: 0.01423 best: 0.001132 consecRDL: 0.5827 >
    <stage: 803 curr: 0.01302 best: 0.001132 consecRDL: 0.08534 >
    <Swapping Centers>
    <stage: 804 curr: 0.02771 best: 0.001132 consecRDL: -1.129 >
    <stage: 805 curr: 0.01369 best: 0.001132 consecRDL: 0.506 >
    <stage: 806 curr: 0.009492 best: 0.001132 consecRDL: 0.3066 >
    <stage: 807 curr: 0.009487 best: 0.001132 consecRDL: 0.0005461 >
    <Swapping Centers>
    <stage: 808 curr: 0.01478 best: 0.001132 consecRDL: -0.5575 >
    <stage: 809 curr: 0.01041 best: 0.001132 consecRDL: 0.2958 >
    <stage: 810 curr: 0.01039 best: 0.001132 consecRDL: 0.001464 >
    <Swapping Centers>
    <stage: 811 curr: 0.01073 best: 0.001132 consecRDL: -0.03264 >
    <stage: 812 curr: 0.01055 best: 0.001132 consecRDL: 0.01662 >
    <Swapping Centers>
    <stage: 813 curr: 0.01056 best: 0.001132 consecRDL: -0.0004141 >
    <stage: 814 curr: 0.01055 best: 0.001132 consecRDL: 0.0002395 >
    <Swapping Centers>
    <stage: 815 curr: 0.01172 best: 0.001132 consecRDL: -0.1105 >
    <stage: 816 curr: 0.00771 best: 0.001132 consecRDL: 0.3421 >
    <stage: 817 curr: 0.007418 best: 0.001132 consecRDL: 0.03792 >
    <Swapping Centers>
    <stage: 818 curr: 0.004335 best: 0.001132 consecRDL: 0.4156 >
    <stage: 819 curr: 0.00131 best: 0.001132 consecRDL: 0.6979 >
    <stage: 820 curr: 0.00131 best: 0.001132 consecRDL: 1.464e-05 >
    <Swapping Centers>
    <stage: 821 curr: 0.008246 best: 0.001132 consecRDL: -5.296 >
    <stage: 822 curr: 0.004241 best: 0.001132 consecRDL: 0.4858 >
    <stage: 823 curr: 0.00424 best: 0.001132 consecRDL: 0.0001066 >
    <Swapping Centers>
    <stage: 824 curr: 0.004245 best: 0.001132 consecRDL: -0.00115 >
    <stage: 825 curr: 0.00424 best: 0.001132 consecRDL: 0.001133 >
    <Swapping Centers>
    <stage: 826 curr: 0.01114 best: 0.001132 consecRDL: -1.627 >
    <stage: 827 curr: 0.007649 best: 0.001132 consecRDL: 0.3132 >
    <stage: 828 curr: 0.006566 best: 0.001132 consecRDL: 0.1416 >
    <stage: 829 curr: 0.003291 best: 0.001132 consecRDL: 0.4989 >
    <stage: 830 curr: 0.002862 best: 0.001132 consecRDL: 0.1303 >
    <stage: 831 curr: 0.002862 best: 0.001132 consecRDL: 2.415e-06 >
    <Swapping Centers>
    <stage: 832 curr: 0.01177 best: 0.001132 consecRDL: -3.112 >
    <stage: 833 curr: 0.006387 best: 0.001132 consecRDL: 0.4573 >
    <stage: 834 curr: 0.006387 best: 0.001132 consecRDL: 2.082e-08 >
    <Swapping Centers>
    <stage: 835 curr: 0.006391 best: 0.001132 consecRDL: -0.0006173 >
    <stage: 836 curr: 0.006388 best: 0.001132 consecRDL: 0.0003461 >
    <Swapping Centers>
    <stage: 837 curr: 0.00639 best: 0.001132 consecRDL: -0.0002991 >
    <stage: 838 curr: 0.006388 best: 0.001132 consecRDL: 0.0003322 >
    <Swapping Centers>
    <stage: 839 curr: 0.01644 best: 0.001132 consecRDL: -1.574 >
    <stage: 840 curr: 0.00955 best: 0.001132 consecRDL: 0.4192 >
    <stage: 841 curr: 0.007683 best: 0.001132 consecRDL: 0.1956 >
    <stage: 842 curr: 0.007376 best: 0.001132 consecRDL: 0.03986 >
    <Swapping Centers>
    <stage: 843 curr: 0.02999 best: 0.001132 consecRDL: -3.066 >
    <stage: 844 curr: 0.01655 best: 0.001132 consecRDL: 0.4482 >
    <stage: 845 curr: 0.01205 best: 0.001132 consecRDL: 0.272 >
    <stage: 846 curr: 0.0118 best: 0.001132 consecRDL: 0.02035 >
    <Swapping Centers>
    <stage: 847 curr: 0.02753 best: 0.001132 consecRDL: -1.332 >
    <stage: 848 curr: 0.01571 best: 0.001132 consecRDL: 0.4294 >
    <stage: 849 curr: 0.01092 best: 0.001132 consecRDL: 0.3048 >
    <stage: 850 curr: 0.01092 best: 0.001132 consecRDL: 3.067e-06 >
    <Swapping Centers>
    <stage: 851 curr: 0.02754 best: 0.001132 consecRDL: -1.522 >
    <stage: 852 curr: 0.01429 best: 0.001132 consecRDL: 0.4812 >
    <stage: 853 curr: 0.01429 best: 0.001132 consecRDL: 3.489e-06 >
    <Swapping Centers>
    <stage: 854 curr: 0.04761 best: 0.001132 consecRDL: -2.333 >
    <stage: 855 curr: 0.02555 best: 0.001132 consecRDL: 0.4633 >
    <stage: 856 curr: 0.02555 best: 0.001132 consecRDL: 2.254e-06 >
    <Swapping Centers>
    <stage: 857 curr: 0.02006 best: 0.001132 consecRDL: 0.2151 >
    <stage: 858 curr: 0.01528 best: 0.001132 consecRDL: 0.2383 >
    <stage: 859 curr: 0.01528 best: 0.001132 consecRDL: 2.192e-06 >
    <Swapping Centers>
    <stage: 860 curr: 0.02652 best: 0.001132 consecRDL: -0.7361 >
    <stage: 861 curr: 0.01853 best: 0.001132 consecRDL: 0.3013 >
    <stage: 862 curr: 0.01471 best: 0.001132 consecRDL: 0.2059 >
    <stage: 863 curr: 0.01471 best: 0.001132 consecRDL: 7.115e-05 >
    <Swapping Centers>
    <stage: 864 curr: 0.01401 best: 0.001132 consecRDL: 0.04746 >
    <stage: 865 curr: 0.01036 best: 0.001132 consecRDL: 0.2609 >
    <stage: 866 curr: 0.01036 best: 0.001132 consecRDL: 0.0001491 >
    <Swapping Centers>
    <stage: 867 curr: 0.01842 best: 0.001132 consecRDL: -0.7781 >
    <stage: 868 curr: 0.01429 best: 0.001132 consecRDL: 0.2241 >
    <stage: 869 curr: 0.01429 best: 0.001132 consec