test3.save

高效的k-means算法实现

    <Generating new random centers>
	<stage: 487 curr: 0.01993 best: 0.002524 accumRDL: 13.05% >
	<stage: 488 curr: 0.01993 best: 0.002524 accumRDL: 13.05% >
	<stage: 489 curr: 0.01993 best: 0.002524 accumRDL: 13.06% >
    <Generating new random centers>
	<stage: 490 curr: 0.1277 best: 0.002524 accumRDL: -457% >
	<stage: 491 curr: 0.03736 best: 0.002524 accumRDL: 70.74% >
    <Generating new random centers>
	<stage: 492 curr: 0.03282 best: 0.002524 accumRDL: 12.15% >
	<stage: 493 curr: 0.03268 best: 0.002524 accumRDL: 12.53% >
	<stage: 494 curr: 0.03268 best: 0.002524 accumRDL: 12.54% >
    <Generating new random centers>
	<stage: 495 curr: 0.03427 best: 0.002524 accumRDL: 8.279% >
	<stage: 496 curr: 0.01617 best: 0.002524 accumRDL: 52.81% >
    <Generating new random centers>
	<stage: 497 curr: 0.0146 best: 0.002524 accumRDL: 9.707% >
	<stage: 498 curr: 0.01426 best: 0.002524 accumRDL: 11.86% >
	<stage: 499 curr: 0.01272 best: 0.002524 accumRDL: 21.37% >
    <Generating new random centers>
	<stage: 500 curr: 0.01112 best: 0.002524 accumRDL: 12.57% >
	<stage: 501 curr: 0.01112 best: 0.002524 accumRDL: 12.57% >
	<stage: 502 curr: 0.01112 best: 0.002524 accumRDL: 12.57% >
    <Generating new random centers>
	<stage: 503 curr: 0.04304 best: 0.002524 accumRDL: -238.4% >
	<stage: 504 curr: 0.0119 best: 0.002524 accumRDL: 72.36% >
    <Generating new random centers>
	<stage: 505 curr: 0.01018 best: 0.002524 accumRDL: 14.44% >
	<stage: 506 curr: 0.01017 best: 0.002524 accumRDL: 14.48% >
	<stage: 507 curr: 0.01017 best: 0.002524 accumRDL: 14.55% >
    <Generating new random centers>
	<stage: 508 curr: 0.03021 best: 0.002524 accumRDL: -153.9% >
	<stage: 509 curr: 0.01399 best: 0.002524 accumRDL: 53.69% >
    <Generating new random centers>
	<stage: 510 curr: 0.01386 best: 0.002524 accumRDL: 0.9224% >
	<stage: 511 curr: 0.0111 best: 0.002524 accumRDL: 20.65% >
    <Generating new random centers>
	<stage: 512 curr: 0.01018 best: 0.002524 accumRDL: 8.299% >
	<stage: 513 curr: 0.01018 best: 0.002524 accumRDL: 8.3% >
	<stage: 514 curr: 0.01018 best: 0.002524 accumRDL: 8.3% >
    <Generating new random centers>
	<stage: 515 curr: 0.06352 best: 0.002524 accumRDL: -472.3% >
	<stage: 516 curr: 0.0177 best: 0.002524 accumRDL: 72.13% >
    <Generating new random centers>
	<stage: 517 curr: 0.007389 best: 0.002524 accumRDL: 58.26% >
    <Generating new random centers>
	<stage: 518 curr: 0.007352 best: 0.002524 accumRDL: 0.4993% >
	<stage: 519 curr: 0.007352 best: 0.002524 accumRDL: 0.5031% >
	<stage: 520 curr: 0.007352 best: 0.002524 accumRDL: 0.5033% >
    <Generating new random centers>
	<stage: 521 curr: 0.07043 best: 0.002524 accumRDL: -853.1% >
	<stage: 522 curr: 0.01844 best: 0.002524 accumRDL: 73.81% >
    <Generating new random centers>
	<stage: 523 curr: 0.01578 best: 0.002524 accumRDL: 14.42% >
	<stage: 524 curr: 0.01458 best: 0.002524 accumRDL: 20.94% >
    <Generating new random centers>
	<stage: 525 curr: 0.01399 best: 0.002524 accumRDL: 4.09% >
	<stage: 526 curr: 0.01399 best: 0.002524 accumRDL: 4.096% >
	<stage: 527 curr: 0.01398 best: 0.002524 accumRDL: 4.1% >
    <Generating new random centers>
	<stage: 528 curr: 0.07103 best: 0.002524 accumRDL: -387.1% >
	<stage: 529 curr: 0.0276 best: 0.002524 accumRDL: 61.14% >
    <Generating new random centers>
	<stage: 530 curr: 0.01502 best: 0.002524 accumRDL: 45.58% >
    <Generating new random centers>
	<stage: 531 curr: 0.01501 best: 0.002524 accumRDL: 0.04271% >
	<stage: 532 curr: 0.01501 best: 0.002524 accumRDL: 0.09105% >
	<stage: 533 curr: 0.015 best: 0.002524 accumRDL: 0.1672% >
    <Generating new random centers>
	<stage: 534 curr: 0.0617 best: 0.002524 accumRDL: -310.8% >
	<stage: 535 curr: 0.02052 best: 0.002524 accumRDL: 66.74% >
    <Generating new random centers>
	<stage: 536 curr: 0.006089 best: 0.002524 accumRDL: 70.33% >
    <Generating new random centers>
	<stage: 537 curr: 0.005687 best: 0.002524 accumRDL: 6.607% >
	<stage: 538 curr: 0.005659 best: 0.002524 accumRDL: 7.062% >
	<stage: 539 curr: 0.005658 best: 0.002524 accumRDL: 7.076% >
    <Generating new random centers>
	<stage: 540 curr: 0.06655 best: 0.002524 accumRDL: -992.9% >
	<stage: 541 curr: 0.00906 best: 0.002524 accumRDL: 86.39% >
    <Generating new random centers>
	<stage: 542 curr: 0.005418 best: 0.002524 accumRDL: 40.19% >
    <Generating new random centers>
	<stage: 543 curr: 0.005413 best: 0.002524 accumRDL: 0.09342% >
	<stage: 544 curr: 0.005406 best: 0.002524 accumRDL: 0.2313% >
	<stage: 545 curr: 0.005394 best: 0.002524 accumRDL: 0.4468% >
    <Generating new random centers>
	<stage: 546 curr: 0.0613 best: 0.002524 accumRDL: -1031% >
	<stage: 547 curr: 0.02223 best: 0.002524 accumRDL: 63.74% >
    <Generating new random centers>
	<stage: 548 curr: 0.01886 best: 0.002524 accumRDL: 15.15% >
	<stage: 549 curr: 0.01886 best: 0.002524 accumRDL: 15.15% >
	<stage: 550 curr: 0.01886 best: 0.002524 accumRDL: 15.15% >
    <Generating new random centers>
	<stage: 551 curr: 0.0279 best: 0.002524 accumRDL: -25.51% >
	<stage: 552 curr: 0.01387 best: 0.002524 accumRDL: 50.28% >
    <Generating new random centers>
	<stage: 553 curr: 0.01379 best: 0.002524 accumRDL: 0.6061% >
	<stage: 554 curr: 0.01377 best: 0.002524 accumRDL: 0.7116% >
	<stage: 555 curr: 0.01377 best: 0.002524 accumRDL: 0.7458% >
    <Generating new random centers>
	<stage: 556 curr: 0.02962 best: 0.002524 accumRDL: -113.5% >
	<stage: 557 curr: 0.01532 best: 0.002524 accumRDL: 48.27% >
    <Generating new random centers>
	<stage: 558 curr: 0.01514 best: 0.002524 accumRDL: 1.172% >
	<stage: 559 curr: 0.01514 best: 0.002524 accumRDL: 1.209% >
	<stage: 560 curr: 0.01513 best: 0.002524 accumRDL: 1.267% >
    <Generating new random centers>
	<stage: 561 curr: 0.04622 best: 0.002524 accumRDL: -201.7% >
	<stage: 562 curr: 0.01839 best: 0.002524 accumRDL: 60.22% >
    <Generating new random centers>
	<stage: 563 curr: 0.01528 best: 0.002524 accumRDL: 16.88% >
	<stage: 564 curr: 0.01528 best: 0.002524 accumRDL: 16.88% >
	<stage: 565 curr: 0.01528 best: 0.002524 accumRDL: 16.88% >
    <Generating new random centers>
	<stage: 566 curr: 0.05707 best: 0.002524 accumRDL: -210.4% >
	<stage: 567 curr: 0.01394 best: 0.002524 accumRDL: 75.57% >
    <Generating new random centers>
	<stage: 568 curr: 0.01172 best: 0.002524 accumRDL: 15.94% >
	<stage: 569 curr: 0.01172 best: 0.002524 accumRDL: 15.94% >
	<stage: 570 curr: 0.01172 best: 0.002524 accumRDL: 15.94% >
    <Generating new random centers>
	<stage: 571 curr: 0.02976 best: 0.002524 accumRDL: -113.4% >
	<stage: 572 curr: 0.01459 best: 0.002524 accumRDL: 50.97% >
    <Generating new random centers>
	<stage: 573 curr: 0.011 best: 0.002524 accumRDL: 24.61% >
    <Generating new random centers>
	<stage: 574 curr: 0.01099 best: 0.002524 accumRDL: 0.05736% >
	<stage: 575 curr: 0.01098 best: 0.002524 accumRDL: 0.1496% >
	<stage: 576 curr: 0.01097 best: 0.002524 accumRDL: 0.27% >
    <Generating new random centers>
	<stage: 577 curr: 0.03658 best: 0.002524 accumRDL: -232.5% >
	<stage: 578 curr: 0.003813 best: 0.002524 accumRDL: 89.58% >
    <Generating new random centers>
	<stage: 579 curr: 0.002345 best: 0.002345 accumRDL: 38.5% >
    <Generating new random centers>
	<stage: 580 curr: 0.002329 best: 0.002329 accumRDL: 0.6823% >
	<stage: 581 curr: 0.002329 best: 0.002329 accumRDL: 0.6884% >
	<stage: 582 curr: 0.002329 best: 0.002329 accumRDL: 0.6911% >
    <Generating new random centers>
	<stage: 583 curr: 0.04945 best: 0.002329 accumRDL: -2009% >
	<stage: 584 curr: 0.02318 best: 0.002329 accumRDL: 53.13% >
    <Generating new random centers>
	<stage: 585 curr: 0.02072 best: 0.002329 accumRDL: 10.61% >
	<stage: 586 curr: 0.02072 best: 0.002329 accumRDL: 10.62% >
	<stage: 587 curr: 0.02072 best: 0.002329 accumRDL: 10.62% >
    <Generating new random centers>
	<stage: 588 curr: 0.0572 best: 0.002329 accumRDL: -146.8% >
	<stage: 589 curr: 0.01652 best: 0.002329 accumRDL: 71.12% >
    <Generating new random centers>
	<stage: 590 curr: 0.01192 best: 0.002329 accumRDL: 27.87% >
    <Generating new random centers>
	<stage: 591 curr: 0.009848 best: 0.002329 accumRDL: 17.37% >
	<stage: 592 curr: 0.009367 best: 0.002329 accumRDL: 21.41% >
    <Generating new random centers>
	<stage: 593 curr: 0.009366 best: 0.002329 accumRDL: 0.005454% >
	<stage: 594 curr: 0.009366 best: 0.002329 accumRDL: 0.008577% >
	<stage: 595 curr: 0.009366 best: 0.002329 accumRDL: 0.01013% >
    <Generating new random centers>
	<stage: 596 curr: 0.06814 best: 0.002329 accumRDL: -627.5% >
	<stage: 597 curr: 0.0235 best: 0.002329 accumRDL: 65.52% >
    <Generating new random centers>
	<stage: 598 curr: 0.02115 best: 0.002329 accumRDL: 10.01% >
	<stage: 599 curr: 0.02115 best: 0.002329 accumRDL: 10.01% >
	<stage: 600 curr: 0.02114 best: 0.002329 accumRDL: 10.01% >
    <Generating new random centers>
	<stage: 601 curr: 0.08115 best: 0.002329 accumRDL: -245.3% >
	<stage: 602 curr: 0.03117 best: 0.002329 accumRDL: 61.59% >
    <Generating new random centers>
	<stage: 603 curr: 0.009069 best: 0.002329 accumRDL: 70.9% >
    <Generating new random centers>
	<stage: 604 curr: 0.009069 best: 0.002329 accumRDL: 0.007324% >
	<stage: 605 curr: 0.009068 best: 0.002329 accumRDL: 0.01189% >
	<stage: 606 curr: 0.009068 best: 0.002329 accumRDL: 0.01356% >
    <Generating new random centers>
	<stage: 607 curr: 0.0595 best: 0.002329 accumRDL: -556% >
	<stage: 608 curr: 0.02074 best: 0.002329 accumRDL: 65.14% >
    <Generating new random centers>
	<stage: 609 curr: 0.01125 best: 0.002329 accumRDL: 45.77% >
    <Generating new random centers>
	<stage: 610 curr: 0.00942 best: 0.002329 accumRDL: 16.25% >
	<stage: 611 curr: 0.009298 best: 0.002329 accumRDL: 17.34% >
	<stage: 612 curr: 0.009298 best: 0.002329 accumRDL: 17.34% >
    <Generating new random centers>
	<stage: 613 curr: 0.1257 best: 0.002329 accumRDL: -1017% >
	<stage: 614 curr: 0.04325 best: 0.002329 accumRDL: 65.58% >
    <Generating new random centers>
	<stage: 615 curr: 0.03287 best: 0.002329 accumRDL: 24% >
    <Generating new random centers>
	<stage: 616 curr: 0.02499 best: 0.002329 accumRDL: 23.96% >
    <Generating new random centers>
	<stage: 617 curr: 0.02499 best: 0.002329 accumRDL: 0.001157% >
	<stage: 618 curr: 0.02499 best: 0.002329 accumRDL: 0.001448% >
	<stage: 619 curr: 0.02499 best: 0.002329 accumRDL: 0.001628% >
    <Generating new random centers>
	<stage: 620 curr: 0.06238 best: 0.002329 accumRDL: -149.6% >
	<stage: 621 curr: 0.01248 best: 0.002329 accumRDL: 80% >
    <Generating new random centers>
	<stage: 622 curr: 0.006961 best: 0.002329 accumRDL: 44.21% >
    <Generating new random centers>
	<stage: 623 curr: 0.006961 best: 0.002329 accumRDL: 0.00526% >
	<stage: 624 curr: 0.006961 best: 0.002329 accumRDL: 0.007819% >
	<stage: 625 curr: 0.00696 best: 0.002329 accumRDL: 0.009063% >
    <Generating new random centers>
	<stage: 626 curr: 0.2301 best: 0.002329 accumRDL: -3205% >
	<stage: 627 curr: 0.05284 best: 0.002329 accumRDL: 77.03% >
    <Generating new random centers>
	<stage: 628 curr: 0.03657 best: 0.002329 accumRDL: 30.79% >
    <Generating new random centers>
	<stage: 629 curr: 0.02293 best: 0.002329 accumRDL: 37.3% >
    <Generating new random centers>
	<stage: 630 curr: 0.01837 best: 0.002329 accumRDL: 19.86% >
	<stage: 631 curr: 0.01338 best: 0.002329 accumRDL: 41.65% >
    <Generating new random centers>
	<stage: 632 curr: 0.01338 best: 0.002329 accumRDL: 0.0004612% >
	<stage: 633 curr: 0.01338 best: 0.002329 accumRDL: 0.0006181% >
	<stage: 634 curr: 0.01338 best: 0.002329 accumRDL: 0.0006951% >
    <Generating new random centers>
	<stage: 635 curr: 0.03763 best: 0.002329 accumRDL: -181.3% >
	<stage: 636 curr: 0.007398 best: 0.002329 accumRDL: 80.34% >
    <Generating new random centers>
	<stage: 637 curr: 0.002838 best: 0.002329 accumRDL: 61.63% >
    <Generating new random centers>
	<stage: 638 curr: 0.002837 best: 0.002329 accumRDL: 0.02832% >
	<stage: 639 curr: 0.002837 best: 0.002329 accumRDL: 0.02976% >
	<stage: 640 curr: 0.002837 best: 0.002329 accumRDL: 0.03047% >
    <Generating new random centers>
	<stage: 641 curr: 0.02029 best: 0.002329 accumRDL: -614.8% >
	<stage: 642 curr: 0.003401 best: 0.002329 accumRDL: 83.24% >
    <Generating new random centers>
	<stage: 643 curr: 0.001571 best: 0.001571 accumRDL: 53.81% >
    <Generating new random centers>
	<stage: 644 curr: 0.001493 best: 0.001493 accumRDL: 4.932% >
	<stage: 645 curr: 0.001446 best: 0.001446 accumRDL: 7.929% >
	<stage: 646 curr: 0.001446 best: 0.001446 accumRDL: 7.937% >
    <Generating new random centers>
	<stage: 647 curr: 0.05131 best: 0.001446 accumRDL: -3167% >
	<stage: 648 curr: 0.02025 best: 0.001446 accumRDL: 60.53% >
    <Generating new random centers>
	<stage: 649 curr: 0.006881 best: 0.001446 accumRDL: 66.03% >
    <Generating new random centers>
	<stage: 650 curr: 0.006855 best: 0.001446 accumRDL: 0.3784% >
	<stage: 651 curr: 0.006854 best: 0.001446 accumRDL: 0.39% >
	<stage: 652 curr: 0.006854 best: 0.001446 accumRDL: 0.3916% >
    <Generating new random centers>
	<stage: 653 curr: 0.07501 best: 0.001446 accumRDL: -990.2% >
	<stage: 654 curr: 0.02275 best: 0.001446 accumRDL: 69.67% >
    <Generating new random centers>
	<stage: 655 curr: 0.01413 best: 0.001446 accumRDL: 37.9% >
    <Generating new random centers>