test7.save

高效的k-means算法实现

    <stage: 335 curr: 0.03024 best: 0.001309 consecRDL: -0.05084 >
    <stage: 336 curr: 0.02878 best: 0.001309 consecRDL: 0.04811 >
    <Swapping Centers>
    <stage: 337 curr: 0.05125 best: 0.001309 consecRDL: -0.7805 >
    <stage: 338 curr: 0.03502 best: 0.001309 consecRDL: 0.3166 >
    <stage: 339 curr: 0.02465 best: 0.001309 consecRDL: 0.2961 >
    <stage: 340 curr: 0.0192 best: 0.001309 consecRDL: 0.2211 >
    <stage: 341 curr: 0.01494 best: 0.001309 consecRDL: 0.2217 >
    <stage: 342 curr: 0.01194 best: 0.001309 consecRDL: 0.2014 >
    <stage: 343 curr: 0.01194 best: 0.001309 consecRDL: 4.701e-07 >
    <Swapping Centers>
    <stage: 344 curr: 0.01195 best: 0.001309 consecRDL: -0.001409 >
    <stage: 345 curr: 0.01194 best: 0.001309 consecRDL: 0.001383 >
    <Swapping Centers>
    <stage: 346 curr: 0.0115 best: 0.001309 consecRDL: 0.03676 >
    <stage: 347 curr: 0.01067 best: 0.001309 consecRDL: 0.07211 >
    <Swapping Centers>
    <stage: 348 curr: 0.01067 best: 0.001309 consecRDL: -0.0001731 >
    <stage: 349 curr: 0.01067 best: 0.001309 consecRDL: 0.0002838 >
    <Swapping Centers>
    <stage: 350 curr: 0.01229 best: 0.001309 consecRDL: -0.1519 >
    <stage: 351 curr: 0.01088 best: 0.001309 consecRDL: 0.1145 >
    <stage: 352 curr: 0.01067 best: 0.001309 consecRDL: 0.01952 >
    <Swapping Centers>
    <stage: 353 curr: 0.01067 best: 0.001309 consecRDL: -0.0005705 >
    <stage: 354 curr: 0.01067 best: 0.001309 consecRDL: 0.0004999 >
    <Swapping Centers>
    <stage: 355 curr: 0.01067 best: 0.001309 consecRDL: -0.0002015 >
    <stage: 356 curr: 0.01067 best: 0.001309 consecRDL: 0.0001826 >
    <Swapping Centers>
    <stage: 357 curr: 0.01007 best: 0.001309 consecRDL: 0.05612 >
    <stage: 358 curr: 0.009473 best: 0.001309 consecRDL: 0.05923 >
    <Swapping Centers>
    <stage: 359 curr: 0.01112 best: 0.001309 consecRDL: -0.1739 >
    <stage: 360 curr: 0.01022 best: 0.001309 consecRDL: 0.08129 >
    <Swapping Centers>
    <stage: 361 curr: 0.01257 best: 0.001309 consecRDL: -0.2303 >
    <stage: 362 curr: 0.01141 best: 0.001309 consecRDL: 0.09251 >
    <Swapping Centers>
    <stage: 363 curr: 0.01177 best: 0.001309 consecRDL: -0.0316 >
    <stage: 364 curr: 0.01155 best: 0.001309 consecRDL: 0.01835 >
    <Swapping Centers>
    <stage: 365 curr: 0.01096 best: 0.001309 consecRDL: 0.05128 >
    <stage: 366 curr: 0.01036 best: 0.001309 consecRDL: 0.05502 >
    <Swapping Centers>
    <stage: 367 curr: 0.01036 best: 0.001309 consecRDL: -0.0005601 >
    <stage: 368 curr: 0.01036 best: 0.001309 consecRDL: 0.0004159 >
    <Swapping Centers>
    <stage: 369 curr: 0.01036 best: 0.001309 consecRDL: -0.0003899 >
    <stage: 370 curr: 0.01036 best: 0.001309 consecRDL: 0.0004041 >
    <Swapping Centers>
    <stage: 371 curr: 0.01036 best: 0.001309 consecRDL: -3.956e-05 >
    <stage: 372 curr: 0.01036 best: 0.001309 consecRDL: 0.0001896 >
    <Swapping Centers>
    <stage: 373 curr: 0.0103 best: 0.001309 consecRDL: 0.005741 >
    <stage: 374 curr: 0.01022 best: 0.001309 consecRDL: 0.007199 >
    <Swapping Centers>
    <stage: 375 curr: 0.01019 best: 0.001309 consecRDL: 0.002691 >
    <stage: 376 curr: 0.009365 best: 0.001309 consecRDL: 0.08133 >
    <Swapping Centers>
    <stage: 377 curr: 0.01518 best: 0.001309 consecRDL: -0.6211 >
    <stage: 378 curr: 0.01303 best: 0.001309 consecRDL: 0.1418 >
    <stage: 379 curr: 0.009878 best: 0.001309 consecRDL: 0.2419 >
    <stage: 380 curr: 0.009365 best: 0.001309 consecRDL: 0.05193 >
    <Swapping Centers>
    <stage: 381 curr: 0.01136 best: 0.001309 consecRDL: -0.213 >
    <stage: 382 curr: 0.009679 best: 0.001309 consecRDL: 0.1479 >
    <stage: 383 curr: 0.009679 best: 0.001309 consecRDL: 4.716e-06 >
    <Swapping Centers>
    <stage: 384 curr: 0.01148 best: 0.001309 consecRDL: -0.1861 >
    <stage: 385 curr: 0.01056 best: 0.001309 consecRDL: 0.08017 >
    <Swapping Centers>
    <stage: 386 curr: 0.01861 best: 0.001309 consecRDL: -0.7623 >
    <stage: 387 curr: 0.01177 best: 0.001309 consecRDL: 0.3673 >
    <stage: 388 curr: 0.01056 best: 0.001309 consecRDL: 0.1032 >
    <stage: 389 curr: 0.01056 best: 0.001309 consecRDL: 1.248e-05 >
    <Swapping Centers>
    <stage: 390 curr: 0.02806 best: 0.001309 consecRDL: -1.657 >
    <stage: 391 curr: 0.01487 best: 0.001309 consecRDL: 0.47 >
    <stage: 392 curr: 0.009514 best: 0.001309 consecRDL: 0.3603 >
    <stage: 393 curr: 0.009502 best: 0.001309 consecRDL: 0.001222 >
    <Swapping Centers>
    <stage: 394 curr: 0.005729 best: 0.001309 consecRDL: 0.3971 >
    <stage: 395 curr: 0.001446 best: 0.001309 consecRDL: 0.7475 >
    <stage: 396 curr: 0.001446 best: 0.001309 consecRDL: 4.326e-05 >
    <Swapping Centers>
    <stage: 397 curr: 0.001452 best: 0.001309 consecRDL: -0.00398 >
    <stage: 398 curr: 0.001447 best: 0.001309 consecRDL: 0.003763 >
    <Swapping Centers>
    <stage: 399 curr: 0.03477 best: 0.001309 consecRDL: -23.04 >
    <stage: 400 curr: 0.01751 best: 0.001309 consecRDL: 0.4963 >
    <stage: 401 curr: 0.006979 best: 0.001309 consecRDL: 0.6015 >
    <stage: 402 curr: 0.003661 best: 0.001309 consecRDL: 0.4755 >
    <stage: 403 curr: 0.003661 best: 0.001309 consecRDL: 2.336e-05 >
    <Swapping Centers>
    <stage: 404 curr: 0.004199 best: 0.001309 consecRDL: -0.1471 >
    <stage: 405 curr: 0.003839 best: 0.001309 consecRDL: 0.08585 >
    <Swapping Centers>
    <stage: 406 curr: 0.008629 best: 0.001309 consecRDL: -1.248 >
    <stage: 407 curr: 0.005982 best: 0.001309 consecRDL: 0.3068 >
    <stage: 408 curr: 0.005981 best: 0.001309 consecRDL: 4.659e-05 >
    <Swapping Centers>
    <stage: 409 curr: 0.01218 best: 0.001309 consecRDL: -1.037 >
    <stage: 410 curr: 0.009174 best: 0.001309 consecRDL: 0.247 >
    <stage: 411 curr: 0.009119 best: 0.001309 consecRDL: 0.006036 >
    <Swapping Centers>
    <stage: 412 curr: 0.02508 best: 0.001309 consecRDL: -1.751 >
    <stage: 413 curr: 0.01949 best: 0.001309 consecRDL: 0.2231 >
    <stage: 414 curr: 0.01716 best: 0.001309 consecRDL: 0.1196 >
    <stage: 415 curr: 0.01347 best: 0.001309 consecRDL: 0.2146 >
    <stage: 416 curr: 0.0126 best: 0.001309 consecRDL: 0.0651 >
    <Swapping Centers>
    <stage: 417 curr: 0.02192 best: 0.001309 consecRDL: -0.7402 >
    <stage: 418 curr: 0.01443 best: 0.001309 consecRDL: 0.3416 >
    <stage: 419 curr: 0.01443 best: 0.001309 consecRDL: 4.968e-05 >
    <Swapping Centers>
    <stage: 420 curr: 0.01443 best: 0.001309 consecRDL: -8.076e-05 >
    <stage: 421 curr: 0.01443 best: 0.001309 consecRDL: 0.0001433 >
    <Swapping Centers>
    <stage: 422 curr: 0.0153 best: 0.001309 consecRDL: -0.06049 >
    <stage: 423 curr: 0.01096 best: 0.001309 consecRDL: 0.2841 >
    <stage: 424 curr: 0.01096 best: 0.001309 consecRDL: 0.0001198 >
    <Swapping Centers>
    <stage: 425 curr: 0.01098 best: 0.001309 consecRDL: -0.002508 >
    <stage: 426 curr: 0.01096 best: 0.001309 consecRDL: 0.002513 >
    <Swapping Centers>
    <stage: 427 curr: 0.01086 best: 0.001309 consecRDL: 0.009102 >
    <stage: 428 curr: 0.01078 best: 0.001309 consecRDL: 0.007029 >
    <Swapping Centers>
    <stage: 429 curr: 0.04048 best: 0.001309 consecRDL: -2.756 >
    <stage: 430 curr: 0.02035 best: 0.001309 consecRDL: 0.4974 >
    <stage: 431 curr: 0.01802 best: 0.001309 consecRDL: 0.1145 >
    <stage: 432 curr: 0.01426 best: 0.001309 consecRDL: 0.2084 >
    <stage: 433 curr: 0.01215 best: 0.001309 consecRDL: 0.1484 >
    <stage: 434 curr: 0.01078 best: 0.001309 consecRDL: 0.1126 >
    <stage: 435 curr: 0.01078 best: 0.001309 consecRDL: 0 >
    <Swapping Centers>
    <stage: 436 curr: 0.01586 best: 0.001309 consecRDL: -0.4711 >
    <stage: 437 curr: 0.01008 best: 0.001309 consecRDL: 0.3645 >
    <stage: 438 curr: 0.01008 best: 0.001309 consecRDL: 4.426e-05 >
    <Swapping Centers>
    <stage: 439 curr: 0.01948 best: 0.001309 consecRDL: -0.9329 >
    <stage: 440 curr: 0.01459 best: 0.001309 consecRDL: 0.2509 >
    <stage: 441 curr: 0.01459 best: 0.001309 consecRDL: 3.366e-05 >
    <Swapping Centers>
    <stage: 442 curr: 0.01265 best: 0.001309 consecRDL: 0.1328 >
    <stage: 443 curr: 0.01078 best: 0.001309 consecRDL: 0.1483 >
    <stage: 444 curr: 0.01078 best: 0.001309 consecRDL: 5.072e-05 >
    <Swapping Centers>
    <stage: 445 curr: 0.01037 best: 0.001309 consecRDL: 0.03733 >
    <stage: 446 curr: 0.009893 best: 0.001309 consecRDL: 0.04636 >
    <Swapping Centers>
    <stage: 447 curr: 0.03957 best: 0.001309 consecRDL: -3 >
    <stage: 448 curr: 0.01941 best: 0.001309 consecRDL: 0.5095 >
    <stage: 449 curr: 0.01708 best: 0.001309 consecRDL: 0.1201 >
    <stage: 450 curr: 0.01335 best: 0.001309 consecRDL: 0.2183 >
    <stage: 451 curr: 0.01152 best: 0.001309 consecRDL: 0.137 >
    <stage: 452 curr: 0.009841 best: 0.001309 consecRDL: 0.1459 >
    <stage: 453 curr: 0.009841 best: 0.001309 consecRDL: 0 >
    <Swapping Centers>
    <stage: 454 curr: 0.007873 best: 0.001309 consecRDL: 0.2 >
    <stage: 455 curr: 0.005907 best: 0.001309 consecRDL: 0.2496 >
    <stage: 456 curr: 0.005907 best: 0.001309 consecRDL: 1.668e-06 >
    <Swapping Centers>
    <stage: 457 curr: 0.005421 best: 0.001309 consecRDL: 0.08227 >
    <stage: 458 curr: 0.004767 best: 0.001309 consecRDL: 0.1207 >
    <stage: 459 curr: 0.004765 best: 0.001309 consecRDL: 0.0003788 >
    <Swapping Centers>
    <stage: 460 curr: 0.00477 best: 0.001309 consecRDL: -0.0009652 >
    <stage: 461 curr: 0.004766 best: 0.001309 consecRDL: 0.0008398 >
    <Swapping Centers>
    <stage: 462 curr: 0.004772 best: 0.001309 consecRDL: -0.001379 >
    <stage: 463 curr: 0.004766 best: 0.001309 consecRDL: 0.001299 >
    <Swapping Centers>
    <stage: 464 curr: 0.007204 best: 0.001309 consecRDL: -0.5116 >
    <stage: 465 curr: 0.005961 best: 0.001309 consecRDL: 0.1726 >
    <stage: 466 curr: 0.005961 best: 0.001309 consecRDL: 1.791e-05 >
    <Swapping Centers>
    <stage: 467 curr: 0.006499 best: 0.001309 consecRDL: -0.09025 >
    <stage: 468 curr: 0.005993 best: 0.001309 consecRDL: 0.07786 >
    <Swapping Centers>
    <stage: 469 curr: 0.005997 best: 0.001309 consecRDL: -0.0006405 >
    <stage: 470 curr: 0.005961 best: 0.001309 consecRDL: 0.005985 >
    <Swapping Centers>
    <stage: 471 curr: 0.02801 best: 0.001309 consecRDL: -3.699 >
    <stage: 472 curr: 0.01443 best: 0.001309 consecRDL: 0.4848 >
    <stage: 473 curr: 0.009435 best: 0.001309 consecRDL: 0.3461 >
    <stage: 474 curr: 0.00919 best: 0.001309 consecRDL: 0.02599 >
    <Swapping Centers>
    <stage: 475 curr: 0.009194 best: 0.001309 consecRDL: -0.0005361 >
    <stage: 476 curr: 0.00919 best: 0.001309 consecRDL: 0.000533 >
    <Swapping Centers>
    <stage: 477 curr: 0.009194 best: 0.001309 consecRDL: -0.000474 >
    <stage: 478 curr: 0.00919 best: 0.001309 consecRDL: 0.000438 >
    <Swapping Centers>
    <stage: 479 curr: 0.01208 best: 0.001309 consecRDL: -0.3148 >
    <stage: 480 curr: 0.01063 best: 0.001309 consecRDL: 0.12 >
    <stage: 481 curr: 0.01063 best: 0.001309 consecRDL: 1.673e-05 >
    <Swapping Centers>
    <stage: 482 curr: 0.02638 best: 0.001309 consecRDL: -1.481 >
    <stage: 483 curr: 0.01217 best: 0.001309 consecRDL: 0.5389 >
    <stage: 484 curr: 0.01063 best: 0.001309 consecRDL: 0.126 >
    <stage: 485 curr: 0.01063 best: 0.001309 consecRDL: 1.527e-05 >
    <Swapping Centers>
    <stage: 486 curr: 0.01061 best: 0.001309 consecRDL: 0.002061 >
    <stage: 487 curr: 0.01058 best: 0.001309 consecRDL: 0.00285 >
    <Swapping Centers>
    <stage: 488 curr: 0.01597 best: 0.001309 consecRDL: -0.5089 >
    <stage: 489 curr: 0.007037 best: 0.001309 consecRDL: 0.5592 >
    <stage: 490 curr: 0.007037 best: 0.001309 consecRDL: 9.912e-06 >
    <Swapping Centers>
    <stage: 491 curr: 0.007137 best: 0.001309 consecRDL: -0.01416 >
    <stage: 492 curr: 0.007092 best: 0.001309 consecRDL: 0.006239 >
    <Swapping Centers>
    <stage: 493 curr: 0.004929 best: 0.001309 consecRDL: 0.305 >
    <stage: 494 curr: 0.002576 best: 0.001309 consecRDL: 0.4773 >
    <stage: 495 curr: 0.002576 best: 0.001309 consecRDL: 6.29e-05 >
    <Swapping Centers>
    <stage: 496 curr: 0.001861 best: 0.001309 consecRDL: 0.2776 >
    <stage: 497 curr: 0.001132 best: 0.001309 consecRDL: 0.3916 >
    <stage: 498 curr: 0.001132 best: 0.001309 consecRDL: 1.265e-05 >
    <Swapping Centers>
    <stage: 499 curr: 0.009822 best: 0.001132 consecRDL: -7.675 >
    <stage: 500 curr: 0.005646 best: 0.001132 consecRDL: 0.4252 >
    <stage: 501 curr: 0.005646 best: 0.001132 consecRDL: 1.697e-05 >
    <Swapping Centers>
    <stage: 502 curr: 0.003311 best: 0.001132 consecRDL: 0.4135 >
    <stage: 503 curr: 0.001133 best: 0.001132 consecRDL: 0.6579 >
    <stage: 504 curr: 0.001133 best: 0.001132 consecRDL: 6.374e-06 >
    <Swapping Centers>
    <stage: 505 curr: 0.001138 best: 0.001132 consecRDL: -0.005037 >
    <stage: 506 curr: 0.001134 best: 0.001132 consecRDL: 0.003706 >
    <Swapping Centers>
    <stage: 507 curr: 0.001138 best: 0.001132 consecRDL: -0.003116 >
    <stage: 508 curr: 0.001133 best: 0.001132 consecRDL: 0.004177 >
    <Swapping Centers>
    <stage: 509 curr: 0.00114 best: 0.001132 consecRDL: -0.006026 >
    <stage: 510 curr: 0.001133 best: 0.001132 consecRDL: 0.006057 >
    <Swapping Centers>
    <stage: 511 curr: 0.001138 best: 0.001132 consecRDL: -0.005025 >
    <stage: 512 curr: 0.001133 best: 0.001132 consecRDL: 0.004368 >