test7.save

高效的k-means算法实现

    <Swapping Centers>
    <stage: 513 curr: 0.003147 best: 0.001132 consecRDL: -1.776 >
    <stage: 514 curr: 0.002123 best: 0.001132 consecRDL: 0.3253 >
    <stage: 515 curr: 0.002123 best: 0.001132 consecRDL: 6.01e-05 >
    <Swapping Centers>
    <stage: 516 curr: 0.00452 best: 0.001132 consecRDL: -1.129 >
    <stage: 517 curr: 0.002578 best: 0.001132 consecRDL: 0.4296 >
    <stage: 518 curr: 0.002578 best: 0.001132 consecRDL: 7.788e-06 >
    <Swapping Centers>
    <stage: 519 curr: 0.01269 best: 0.001132 consecRDL: -3.921 >
    <stage: 520 curr: 0.0055 best: 0.001132 consecRDL: 0.5664 >
    <stage: 521 curr: 0.00368 best: 0.001132 consecRDL: 0.331 >
    <stage: 522 curr: 0.003567 best: 0.001132 consecRDL: 0.03069 >
    <Swapping Centers>
    <stage: 523 curr: 0.01572 best: 0.001132 consecRDL: -3.408 >
    <stage: 524 curr: 0.01185 best: 0.001132 consecRDL: 0.2464 >
    <stage: 525 curr: 0.01185 best: 0.001132 consecRDL: 3.567e-06 >
    <Swapping Centers>
    <stage: 526 curr: 0.02427 best: 0.001132 consecRDL: -1.049 >
    <stage: 527 curr: 0.01899 best: 0.001132 consecRDL: 0.2174 >
    <stage: 528 curr: 0.01899 best: 0.001132 consecRDL: 4.887e-06 >
    <Swapping Centers>
    <stage: 529 curr: 0.01848 best: 0.001132 consecRDL: 0.02731 >
    <stage: 530 curr: 0.01443 best: 0.001132 consecRDL: 0.2191 >
    <stage: 531 curr: 0.01366 best: 0.001132 consecRDL: 0.05348 >
    <Swapping Centers>
    <stage: 532 curr: 0.02133 best: 0.001132 consecRDL: -0.5617 >
    <stage: 533 curr: 0.01292 best: 0.001132 consecRDL: 0.3942 >
    <stage: 534 curr: 0.01185 best: 0.001132 consecRDL: 0.08264 >
    <Swapping Centers>
    <stage: 535 curr: 0.01273 best: 0.001132 consecRDL: -0.07385 >
    <stage: 536 curr: 0.01185 best: 0.001132 consecRDL: 0.06877 >
    <Swapping Centers>
    <stage: 537 curr: 0.006221 best: 0.001132 consecRDL: 0.475 >
    <stage: 538 curr: 0.003572 best: 0.001132 consecRDL: 0.4259 >
    <stage: 539 curr: 0.003572 best: 0.001132 consecRDL: 5.259e-07 >
    <Swapping Centers>
    <stage: 540 curr: 0.008466 best: 0.001132 consecRDL: -1.37 >
    <stage: 541 curr: 0.005033 best: 0.001132 consecRDL: 0.4056 >
    <stage: 542 curr: 0.003751 best: 0.001132 consecRDL: 0.2546 >
    <stage: 543 curr: 0.003751 best: 0.001132 consecRDL: 3.899e-06 >
    <Swapping Centers>
    <stage: 544 curr: 0.00375 best: 0.001132 consecRDL: 0.0002327 >
    <stage: 545 curr: 0.003749 best: 0.001132 consecRDL: 0.000421 >
    <Swapping Centers>
    <stage: 546 curr: 0.02087 best: 0.001132 consecRDL: -4.566 >
    <stage: 547 curr: 0.008108 best: 0.001132 consecRDL: 0.6114 >
    <stage: 548 curr: 0.008108 best: 0.001132 consecRDL: 8.402e-06 >
    <Swapping Centers>
    <stage: 549 curr: 0.009638 best: 0.001132 consecRDL: -0.1887 >
    <stage: 550 curr: 0.008108 best: 0.001132 consecRDL: 0.1588 >
    <stage: 551 curr: 0.008108 best: 0.001132 consecRDL: 4.365e-06 >
    <Swapping Centers>
    <stage: 552 curr: 0.007417 best: 0.001132 consecRDL: 0.08521 >
    <stage: 553 curr: 0.006664 best: 0.001132 consecRDL: 0.1016 >
    <stage: 554 curr: 0.006664 best: 0.001132 consecRDL: 9.819e-06 >
    <Swapping Centers>
    <stage: 555 curr: 0.01253 best: 0.001132 consecRDL: -0.8801 >
    <stage: 556 curr: 0.008921 best: 0.001132 consecRDL: 0.2879 >
    <stage: 557 curr: 0.008917 best: 0.001132 consecRDL: 0.0004255 >
    <Swapping Centers>
    <stage: 558 curr: 0.01977 best: 0.001132 consecRDL: -1.217 >
    <stage: 559 curr: 0.01268 best: 0.001132 consecRDL: 0.3584 >
    <stage: 560 curr: 0.01173 best: 0.001132 consecRDL: 0.075 >
    <Swapping Centers>
    <stage: 561 curr: 0.01022 best: 0.001132 consecRDL: 0.1286 >
    <stage: 562 curr: 0.006572 best: 0.001132 consecRDL: 0.3572 >
    <stage: 563 curr: 0.005442 best: 0.001132 consecRDL: 0.1719 >
    <stage: 564 curr: 0.005442 best: 0.001132 consecRDL: 3.431e-07 >
    <Swapping Centers>
    <stage: 565 curr: 0.008334 best: 0.001132 consecRDL: -0.5314 >
    <stage: 566 curr: 0.006886 best: 0.001132 consecRDL: 0.1738 >
    <stage: 567 curr: 0.006886 best: 0.001132 consecRDL: 2.074e-05 >
    <Swapping Centers>
    <stage: 568 curr: 0.02336 best: 0.001132 consecRDL: -2.392 >
    <stage: 569 curr: 0.007281 best: 0.001132 consecRDL: 0.6883 >
    <stage: 570 curr: 0.006883 best: 0.001132 consecRDL: 0.05468 >
    <Swapping Centers>
    <stage: 571 curr: 0.02273 best: 0.001132 consecRDL: -2.302 >
    <stage: 572 curr: 0.01715 best: 0.001132 consecRDL: 0.2453 >
    <stage: 573 curr: 0.01715 best: 0.001132 consecRDL: 4.475e-06 >
    <Swapping Centers>
    <stage: 574 curr: 0.01716 best: 0.001132 consecRDL: -0.0003724 >
    <stage: 575 curr: 0.01715 best: 0.001132 consecRDL: 0.0002235 >
    <Swapping Centers>
    <stage: 576 curr: 0.01693 best: 0.001132 consecRDL: 0.01318 >
    <stage: 577 curr: 0.01531 best: 0.001132 consecRDL: 0.09558 >
    <Swapping Centers>
    <stage: 578 curr: 0.0146 best: 0.001132 consecRDL: 0.04636 >
    <stage: 579 curr: 0.005259 best: 0.001132 consecRDL: 0.6398 >
    <stage: 580 curr: 0.005259 best: 0.001132 consecRDL: 3.26e-05 >
    <Swapping Centers>
    <stage: 581 curr: 0.007105 best: 0.001132 consecRDL: -0.3512 >
    <stage: 582 curr: 0.004423 best: 0.001132 consecRDL: 0.3776 >
    <stage: 583 curr: 0.004269 best: 0.001132 consecRDL: 0.03471 >
    <Swapping Centers>
    <stage: 584 curr: 0.0209 best: 0.001132 consecRDL: -3.897 >
    <stage: 585 curr: 0.004723 best: 0.001132 consecRDL: 0.7741 >
    <stage: 586 curr: 0.004269 best: 0.001132 consecRDL: 0.09616 >
    <Swapping Centers>
    <stage: 587 curr: 0.009163 best: 0.001132 consecRDL: -1.146 >
    <stage: 588 curr: 0.005727 best: 0.001132 consecRDL: 0.375 >
    <stage: 589 curr: 0.004445 best: 0.001132 consecRDL: 0.2238 >
    <stage: 590 curr: 0.004445 best: 0.001132 consecRDL: 5.419e-06 >
    <Swapping Centers>
    <stage: 591 curr: 0.02156 best: 0.001132 consecRDL: -3.85 >
    <stage: 592 curr: 0.008802 best: 0.001132 consecRDL: 0.5918 >
    <stage: 593 curr: 0.008802 best: 0.001132 consecRDL: 2.661e-05 >
    <Swapping Centers>
    <stage: 594 curr: 0.01947 best: 0.001132 consecRDL: -1.212 >
    <stage: 595 curr: 0.01004 best: 0.001132 consecRDL: 0.4841 >
    <stage: 596 curr: 0.007922 best: 0.001132 consecRDL: 0.2113 >
    <stage: 597 curr: 0.006232 best: 0.001132 consecRDL: 0.2134 >
    <stage: 598 curr: 0.006231 best: 0.001132 consecRDL: 1.759e-05 >
    <Swapping Centers>
    <stage: 599 curr: 0.004228 best: 0.001132 consecRDL: 0.3216 >
    <stage: 600 curr: 0.002299 best: 0.001132 consecRDL: 0.4561 >
    <stage: 601 curr: 0.002299 best: 0.001132 consecRDL: 4.611e-06 >
    <Swapping Centers>
    <stage: 602 curr: 0.002304 best: 0.001132 consecRDL: -0.001904 >
    <stage: 603 curr: 0.0023 best: 0.001132 consecRDL: 0.00174 >
    <Swapping Centers>
    <stage: 604 curr: 0.009685 best: 0.001132 consecRDL: -3.212 >
    <stage: 605 curr: 0.006112 best: 0.001132 consecRDL: 0.3689 >
    <stage: 606 curr: 0.006111 best: 0.001132 consecRDL: 0.000152 >
    <Swapping Centers>
    <stage: 607 curr: 0.006092 best: 0.001132 consecRDL: 0.003032 >
    <stage: 608 curr: 0.006044 best: 0.001132 consecRDL: 0.007925 >
    <Swapping Centers>
    <stage: 609 curr: 0.02391 best: 0.001132 consecRDL: -2.955 >
    <stage: 610 curr: 0.01464 best: 0.001132 consecRDL: 0.3874 >
    <stage: 611 curr: 0.01463 best: 0.001132 consecRDL: 0.001122 >
    <Swapping Centers>
    <stage: 612 curr: 0.01688 best: 0.001132 consecRDL: -0.1541 >
    <stage: 613 curr: 0.01486 best: 0.001132 consecRDL: 0.12 >
    <stage: 614 curr: 0.01463 best: 0.001132 consecRDL: 0.0153 >
    <Swapping Centers>
    <stage: 615 curr: 0.01146 best: 0.001132 consecRDL: 0.2165 >
    <stage: 616 curr: 0.005935 best: 0.001132 consecRDL: 0.4822 >
    <stage: 617 curr: 0.005934 best: 0.001132 consecRDL: 0.0001381 >
    <Swapping Centers>
    <stage: 618 curr: 0.006434 best: 0.001132 consecRDL: -0.08414 >
    <stage: 619 curr: 0.003318 best: 0.001132 consecRDL: 0.4842 >
    <stage: 620 curr: 0.003318 best: 0.001132 consecRDL: 0.0001214 >
    <Swapping Centers>
    <stage: 621 curr: 0.006211 best: 0.001132 consecRDL: -0.8721 >
    <stage: 622 curr: 0.004763 best: 0.001132 consecRDL: 0.2331 >
    <stage: 623 curr: 0.004763 best: 0.001132 consecRDL: 7.891e-05 >
    <Swapping Centers>
    <stage: 624 curr: 0.01312 best: 0.001132 consecRDL: -1.755 >
    <stage: 625 curr: 0.003887 best: 0.001132 consecRDL: 0.7038 >
    <stage: 626 curr: 0.003318 best: 0.001132 consecRDL: 0.1464 >
    <stage: 627 curr: 0.003318 best: 0.001132 consecRDL: 1.995e-05 >
    <Swapping Centers>
    <stage: 628 curr: 0.003322 best: 0.001132 consecRDL: -0.001222 >
    <stage: 629 curr: 0.003318 best: 0.001132 consecRDL: 0.001191 >
    <Swapping Centers>
    <stage: 630 curr: 0.00332 best: 0.001132 consecRDL: -0.0005697 >
    <stage: 631 curr: 0.003317 best: 0.001132 consecRDL: 0.0008699 >
    <Swapping Centers>
    <stage: 632 curr: 0.01095 best: 0.001132 consecRDL: -2.302 >
    <stage: 633 curr: 0.006368 best: 0.001132 consecRDL: 0.4185 >
    <stage: 634 curr: 0.006368 best: 0.001132 consecRDL: 2.138e-05 >
    <Swapping Centers>
    <stage: 635 curr: 0.01503 best: 0.001132 consecRDL: -1.36 >
    <stage: 636 curr: 0.006544 best: 0.001132 consecRDL: 0.5646 >
    <stage: 637 curr: 0.005379 best: 0.001132 consecRDL: 0.178 >
    <stage: 638 curr: 0.005379 best: 0.001132 consecRDL: 1.832e-05 >
    <Swapping Centers>
    <stage: 639 curr: 0.007332 best: 0.001132 consecRDL: -0.3631 >
    <stage: 640 curr: 0.006368 best: 0.001132 consecRDL: 0.1315 >
    <stage: 641 curr: 0.006368 best: 0.001132 consecRDL: 1.111e-05 >
    <Swapping Centers>
    <stage: 642 curr: 0.03965 best: 0.001132 consecRDL: -5.226 >
    <stage: 643 curr: 0.01242 best: 0.001132 consecRDL: 0.6867 >
    <stage: 644 curr: 0.007088 best: 0.001132 consecRDL: 0.4293 >
    <stage: 645 curr: 0.006368 best: 0.001132 consecRDL: 0.1015 >
    <stage: 646 curr: 0.006368 best: 0.001132 consecRDL: 1.955e-05 >
    <Swapping Centers>
    <stage: 647 curr: 0.006186 best: 0.001132 consecRDL: 0.02859 >
    <stage: 648 curr: 0.003316 best: 0.001132 consecRDL: 0.4639 >
    <stage: 649 curr: 0.003316 best: 0.001132 consecRDL: 5.184e-05 >
    <Swapping Centers>
    <stage: 650 curr: 0.00332 best: 0.001132 consecRDL: -0.001284 >
    <stage: 651 curr: 0.003316 best: 0.001132 consecRDL: 0.001228 >
    <Swapping Centers>
    <stage: 652 curr: 0.003321 best: 0.001132 consecRDL: -0.001539 >
    <stage: 653 curr: 0.003317 best: 0.001132 consecRDL: 0.001192 >
    <Swapping Centers>
    <stage: 654 curr: 0.003318 best: 0.001132 consecRDL: -0.0003232 >
    <stage: 655 curr: 0.003317 best: 0.001132 consecRDL: 0.0003764 >
    <Swapping Centers>
    <stage: 656 curr: 0.004489 best: 0.001132 consecRDL: -0.3534 >
    <stage: 657 curr: 0.003317 best: 0.001132 consecRDL: 0.2611 >
    <stage: 658 curr: 0.003317 best: 0.001132 consecRDL: 9.961e-06 >
    <Swapping Centers>
    <stage: 659 curr: 0.00621 best: 0.001132 consecRDL: -0.8722 >
    <stage: 660 curr: 0.004763 best: 0.001132 consecRDL: 0.2331 >
    <stage: 661 curr: 0.004762 best: 0.001132 consecRDL: 4.022e-05 >
    <Swapping Centers>
    <stage: 662 curr: 0.004739 best: 0.001132 consecRDL: 0.00493 >
    <stage: 663 curr: 0.00471 best: 0.001132 consecRDL: 0.006101 >
    <Swapping Centers>
    <stage: 664 curr: 0.02686 best: 0.001132 consecRDL: -4.703 >
    <stage: 665 curr: 0.01115 best: 0.001132 consecRDL: 0.585 >
    <stage: 666 curr: 0.004708 best: 0.001132 consecRDL: 0.5777 >
    <stage: 667 curr: 0.004708 best: 0.001132 consecRDL: 2.455e-05 >
    <Swapping Centers>
    <stage: 668 curr: 0.01698 best: 0.001132 consecRDL: -2.606 >
    <stage: 669 curr: 0.01068 best: 0.001132 consecRDL: 0.3709 >
    <stage: 670 curr: 0.01066 best: 0.001132 consecRDL: 0.002001 >
    <Swapping Centers>
    <stage: 671 curr: 0.01067 best: 0.001132 consecRDL: -0.000571 >
    <stage: 672 curr: 0.01066 best: 0.001132 consecRDL: 0.0003435 >
    <Swapping Centers>
    <stage: 673 curr: 0.01066 best: 0.001132 consecRDL: -0.0001274 >
    <stage: 674 curr: 0.01066 best: 0.001132 consecRDL: 0.0002084 >
    <Swapping Centers>
    <stage: 675 curr: 0.05332 best: 0.001132 consecRDL: -4.001 >
    <stage: 676 curr: 0.02747 best: 0.001132 consecRDL: 0.4847 >
    <stage: 677 curr: 0.02482 best: 0.001132 consecRDL: 0.0965 >
    <Swapping Centers>
    <stage: 678 curr: 0.04043 best: 0.001132 consecRDL: -0.6288 >
    <stage: 679 curr: 0.02521 best: 0.001132 consecRDL: 0.3763 >
    <stage: 680 curr: 0.02482 best: 0.001132 consecRDL: 0.01562 >
    <Swapping Centers>
    <stage: 681 curr: 0.02027 best: 0.001132 consecRDL: 0.1832 >
    <stage: 682 curr: 0.01159 best: 0.001132 consecRDL: 0.4281 >
    <stage: 683 curr: 0.01159 best: 0.001132 consecRDL: 1.602e-05 >
    <Swapping Centers>
    <stage: 684 curr: 0.01118 best: 0.001132 consecRDL: 0.03605 >
    <stage: 685 curr: 0.01071 best: 0.001132 consecRDL: 0.04149 >
    <Swapping Centers>
    <stage: 686 curr: 0.01071 best: 0.001132 consecRDL: -0.0001352 >
    <stage: 687 curr: 0.01071 best: 0.001132 consecRDL: 0.0002311 >
    <Swapping Centers>
    <stage: 688 curr: 0.01506 best: 0.001132 consecRDL: -0.4055 >
    <stage: 689 curr: 0.009902 best: 0.001132 consecRDL: 0.3423 >
    <stage: 690 curr: 0.007526 best: 0.001132 consecRDL: 0.2399 >
    <stage: 691 curr: 0.006961 best: 0.001132 consecRDL: 0.07511 >
    <Swapping Centers>