File size: 21,965 Bytes
26f9a55 |
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341 342 343 344 345 346 347 348 349 350 351 352 353 354 355 356 357 358 359 360 361 362 363 364 365 366 367 368 369 370 371 372 373 374 375 376 377 378 379 380 381 382 383 384 385 386 387 388 389 390 391 392 393 394 395 396 397 398 399 400 401 402 403 404 405 406 407 408 409 410 411 412 413 414 415 416 417 418 419 420 421 422 423 424 425 426 427 428 429 430 431 432 433 434 435 436 437 438 439 440 441 442 443 444 445 446 447 448 449 450 451 452 453 454 455 456 457 458 459 460 461 462 463 464 465 466 467 468 469 470 471 472 473 474 475 476 477 478 479 480 481 482 483 484 485 486 487 488 489 490 491 492 493 494 495 496 497 498 499 500 501 502 503 504 505 506 507 508 509 510 511 512 513 514 515 516 517 518 519 520 521 522 523 524 525 526 527 528 529 530 531 532 533 534 535 536 537 538 539 540 541 542 543 544 545 546 547 548 549 550 551 552 553 554 555 556 557 558 559 560 561 562 563 564 565 566 567 568 569 570 571 572 573 574 575 576 577 578 579 580 581 582 583 584 585 586 587 588 589 590 591 592 593 594 595 596 597 598 599 600 601 602 603 604 605 606 607 608 609 610 611 612 613 614 615 616 617 618 619 620 621 622 623 624 625 626 627 628 629 630 631 632 633 634 635 636 637 638 639 640 641 642 643 644 645 646 647 648 649 650 651 652 653 654 655 656 657 658 659 660 661 662 663 664 665 666 667 668 669 670 671 672 673 674 675 676 677 678 679 680 681 682 683 684 685 686 687 688 689 690 691 692 693 694 695 696 697 698 699 700 701 702 703 704 705 706 707 708 709 710 711 712 713 714 715 716 717 718 719 720 721 722 723 724 725 726 727 728 729 730 731 732 733 734 735 736 737 738 739 740 741 742 743 744 745 746 747 748 749 750 751 752 753 754 755 756 757 758 759 760 761 762 763 764 765 766 767 768 769 770 771 |
Use bfloat16 for core module.
Use parallel attention and MLP in ViViT.
Epoch 001/400
Train loss: 108875712.00 correlation: 0.0142
Validation loss: 200009632.00 correlation: 0.0280
Elapse: 536.31s
Checkpoint saved to /home/storage/runs/vivit_ensemble/015/ckpt/model_state.pt.
Epoch 002/400
Train loss: 97286888.00 correlation: 0.0397
Validation loss: 199179056.00 correlation: 0.0389
Elapse: 540.45s
Checkpoint saved to /home/storage/runs/vivit_ensemble/015/ckpt/model_state.pt.
Epoch 003/400
Train loss: 96065840.00 correlation: 0.0525
Validation loss: 198705632.00 correlation: 0.0414
Elapse: 548.06s
Checkpoint saved to /home/storage/runs/vivit_ensemble/015/ckpt/model_state.pt.
Epoch 004/400
Train loss: 95196720.00 correlation: 0.0616
Validation loss: 197267888.00 correlation: 0.0520
Elapse: 550.50s
Checkpoint saved to /home/storage/runs/vivit_ensemble/015/ckpt/model_state.pt.
Epoch 005/400
Train loss: 94175976.00 correlation: 0.0728
Validation loss: 195531712.00 correlation: 0.0637
Elapse: 549.52s
Checkpoint saved to /home/storage/runs/vivit_ensemble/015/ckpt/model_state.pt.
Epoch 006/400
Train loss: 92696320.00 correlation: 0.0883
Validation loss: 193088208.00 correlation: 0.0800
Elapse: 547.83s
Checkpoint saved to /home/storage/runs/vivit_ensemble/015/ckpt/model_state.pt.
Epoch 007/400
Train loss: 91328912.00 correlation: 0.1027
Validation loss: 190954368.00 correlation: 0.0931
Elapse: 546.41s
Checkpoint saved to /home/storage/runs/vivit_ensemble/015/ckpt/model_state.pt.
Epoch 008/400
Train loss: 90154608.00 correlation: 0.1149
Validation loss: 189186224.00 correlation: 0.1027
Elapse: 544.21s
Checkpoint saved to /home/storage/runs/vivit_ensemble/015/ckpt/model_state.pt.
Epoch 009/400
Train loss: 88984904.00 correlation: 0.1267
Validation loss: 187096768.00 correlation: 0.1152
Elapse: 542.67s
Checkpoint saved to /home/storage/runs/vivit_ensemble/015/ckpt/model_state.pt.
Epoch 010/400
Train loss: 87719928.00 correlation: 0.1389
Validation loss: 185224656.00 correlation: 0.1287
Elapse: 541.24s
Checkpoint saved to /home/storage/runs/vivit_ensemble/015/ckpt/model_state.pt.
Epoch 011/400
Train loss: 86455896.00 correlation: 0.1522
Validation loss: 183495936.00 correlation: 0.1386
Elapse: 540.40s
Checkpoint saved to /home/storage/runs/vivit_ensemble/015/ckpt/model_state.pt.
Epoch 012/400
Train loss: 85286208.00 correlation: 0.1638
Validation loss: 181750576.00 correlation: 0.1502
Elapse: 539.78s
Checkpoint saved to /home/storage/runs/vivit_ensemble/015/ckpt/model_state.pt.
Epoch 013/400
Train loss: 84359632.00 correlation: 0.1728
Validation loss: 180806192.00 correlation: 0.1570
Elapse: 540.59s
Checkpoint saved to /home/storage/runs/vivit_ensemble/015/ckpt/model_state.pt.
Epoch 014/400
Train loss: 83654496.00 correlation: 0.1800
Validation loss: 179662112.00 correlation: 0.1648
Elapse: 539.99s
Checkpoint saved to /home/storage/runs/vivit_ensemble/015/ckpt/model_state.pt.
Epoch 015/400
Train loss: 82936160.00 correlation: 0.1870
Validation loss: 178832416.00 correlation: 0.1697
Elapse: 540.96s
Checkpoint saved to /home/storage/runs/vivit_ensemble/015/ckpt/model_state.pt.
Epoch 016/400
Train loss: 82256432.00 correlation: 0.1933
Validation loss: 177940560.00 correlation: 0.1755
Elapse: 541.08s
Checkpoint saved to /home/storage/runs/vivit_ensemble/015/ckpt/model_state.pt.
Epoch 017/400
Train loss: 81816704.00 correlation: 0.1974
Validation loss: 177331792.00 correlation: 0.1789
Elapse: 541.24s
Checkpoint saved to /home/storage/runs/vivit_ensemble/015/ckpt/model_state.pt.
Epoch 018/400
Train loss: 81317624.00 correlation: 0.2024
Validation loss: 176620096.00 correlation: 0.1839
Elapse: 541.38s
Checkpoint saved to /home/storage/runs/vivit_ensemble/015/ckpt/model_state.pt.
Epoch 019/400
Train loss: 80761904.00 correlation: 0.2073
Validation loss: 175956080.00 correlation: 0.1882
Elapse: 540.85s
Checkpoint saved to /home/storage/runs/vivit_ensemble/015/ckpt/model_state.pt.
Epoch 020/400
Train loss: 80425104.00 correlation: 0.2111
Validation loss: 175399376.00 correlation: 0.1923
Elapse: 541.23s
Checkpoint saved to /home/storage/runs/vivit_ensemble/015/ckpt/model_state.pt.
Epoch 021/400
Train loss: 80006704.00 correlation: 0.2149
Validation loss: 174810944.00 correlation: 0.1963
Elapse: 540.64s
Checkpoint saved to /home/storage/runs/vivit_ensemble/015/ckpt/model_state.pt.
Epoch 022/400
Train loss: 79605576.00 correlation: 0.2188
Validation loss: 174441312.00 correlation: 0.1990
Elapse: 541.29s
Checkpoint saved to /home/storage/runs/vivit_ensemble/015/ckpt/model_state.pt.
Epoch 023/400
Train loss: 79238384.00 correlation: 0.2225
Validation loss: 173628144.00 correlation: 0.2041
Elapse: 541.23s
Checkpoint saved to /home/storage/runs/vivit_ensemble/015/ckpt/model_state.pt.
Epoch 024/400
Train loss: 78942312.00 correlation: 0.2253
Validation loss: 173239408.00 correlation: 0.2069
Elapse: 541.38s
Checkpoint saved to /home/storage/runs/vivit_ensemble/015/ckpt/model_state.pt.
Epoch 025/400
Train loss: 78635512.00 correlation: 0.2284
Validation loss: 172979872.00 correlation: 0.2084
Elapse: 541.43s
Checkpoint saved to /home/storage/runs/vivit_ensemble/015/ckpt/model_state.pt.
Epoch 026/400
Train loss: 78411792.00 correlation: 0.2303
Validation loss: 172513792.00 correlation: 0.2110
Elapse: 541.42s
Checkpoint saved to /home/storage/runs/vivit_ensemble/015/ckpt/model_state.pt.
Epoch 027/400
Train loss: 78185872.00 correlation: 0.2329
Validation loss: 172230208.00 correlation: 0.2128
Elapse: 540.87s
Checkpoint saved to /home/storage/runs/vivit_ensemble/015/ckpt/model_state.pt.
Epoch 028/400
Train loss: 77904656.00 correlation: 0.2353
Validation loss: 172162992.00 correlation: 0.2139
Elapse: 541.44s
Checkpoint saved to /home/storage/runs/vivit_ensemble/015/ckpt/model_state.pt.
Epoch 029/400
Train loss: 77741728.00 correlation: 0.2368
Validation loss: 171699152.00 correlation: 0.2166
Elapse: 542.05s
Checkpoint saved to /home/storage/runs/vivit_ensemble/015/ckpt/model_state.pt.
Epoch 030/400
Train loss: 77624216.00 correlation: 0.2381
Validation loss: 171523792.00 correlation: 0.2179
Elapse: 541.70s
Checkpoint saved to /home/storage/runs/vivit_ensemble/015/ckpt/model_state.pt.
Epoch 031/400
Train loss: 77405640.00 correlation: 0.2398
Validation loss: 171512912.00 correlation: 0.2182
Elapse: 541.80s
Checkpoint saved to /home/storage/runs/vivit_ensemble/015/ckpt/model_state.pt.
Epoch 032/400
Train loss: 77315544.00 correlation: 0.2411
Validation loss: 171059296.00 correlation: 0.2209
Elapse: 541.92s
Checkpoint saved to /home/storage/runs/vivit_ensemble/015/ckpt/model_state.pt.
Epoch 033/400
Train loss: 77214704.00 correlation: 0.2420
Validation loss: 171228784.00 correlation: 0.2201
Elapse: 541.77s
Epoch 034/400
Train loss: 77108704.00 correlation: 0.2433
Validation loss: 170971952.00 correlation: 0.2219
Elapse: 541.81s
Checkpoint saved to /home/storage/runs/vivit_ensemble/015/ckpt/model_state.pt.
Epoch 035/400
Train loss: 76970384.00 correlation: 0.2445
Validation loss: 170653312.00 correlation: 0.2236
Elapse: 542.50s
Checkpoint saved to /home/storage/runs/vivit_ensemble/015/ckpt/model_state.pt.
Epoch 036/400
Train loss: 76829184.00 correlation: 0.2459
Validation loss: 170723072.00 correlation: 0.2228
Elapse: 542.11s
Epoch 037/400
Train loss: 76814728.00 correlation: 0.2461
Validation loss: 170317536.00 correlation: 0.2260
Elapse: 542.26s
Checkpoint saved to /home/storage/runs/vivit_ensemble/015/ckpt/model_state.pt.
Epoch 038/400
Train loss: 76648232.00 correlation: 0.2476
Validation loss: 170352096.00 correlation: 0.2263
Elapse: 542.30s
Checkpoint saved to /home/storage/runs/vivit_ensemble/015/ckpt/model_state.pt.
Epoch 039/400
Train loss: 76570480.00 correlation: 0.2485
Validation loss: 170048544.00 correlation: 0.2276
Elapse: 542.30s
Checkpoint saved to /home/storage/runs/vivit_ensemble/015/ckpt/model_state.pt.
Epoch 040/400
Train loss: 76481936.00 correlation: 0.2492
Validation loss: 170178064.00 correlation: 0.2271
Elapse: 542.72s
Epoch 041/400
Train loss: 76392648.00 correlation: 0.2501
Validation loss: 169916672.00 correlation: 0.2292
Elapse: 542.22s
Checkpoint saved to /home/storage/runs/vivit_ensemble/015/ckpt/model_state.pt.
Epoch 042/400
Train loss: 76277856.00 correlation: 0.2512
Validation loss: 169939984.00 correlation: 0.2288
Elapse: 542.30s
Epoch 043/400
Train loss: 76200912.00 correlation: 0.2518
Validation loss: 169966848.00 correlation: 0.2293
Elapse: 543.01s
Checkpoint saved to /home/storage/runs/vivit_ensemble/015/ckpt/model_state.pt.
Epoch 044/400
Train loss: 76180752.00 correlation: 0.2520
Validation loss: 169804672.00 correlation: 0.2301
Elapse: 541.51s
Checkpoint saved to /home/storage/runs/vivit_ensemble/015/ckpt/model_state.pt.
Epoch 045/400
Train loss: 76124944.00 correlation: 0.2529
Validation loss: 169699056.00 correlation: 0.2297
Elapse: 541.18s
Epoch 046/400
Train loss: 75982544.00 correlation: 0.2542
Validation loss: 169554976.00 correlation: 0.2308
Elapse: 541.59s
Checkpoint saved to /home/storage/runs/vivit_ensemble/015/ckpt/model_state.pt.
Epoch 047/400
Train loss: 75966320.00 correlation: 0.2542
Validation loss: 169422160.00 correlation: 0.2317
Elapse: 540.36s
Checkpoint saved to /home/storage/runs/vivit_ensemble/015/ckpt/model_state.pt.
Epoch 048/400
Train loss: 75923248.00 correlation: 0.2547
Validation loss: 169780352.00 correlation: 0.2287
Elapse: 540.75s
Epoch 049/400
Train loss: 75947968.00 correlation: 0.2547
Validation loss: 169837856.00 correlation: 0.2298
Elapse: 541.57s
Epoch 050/400
Train loss: 75809040.00 correlation: 0.2556
Validation loss: 169605200.00 correlation: 0.2306
Elapse: 541.98s
Epoch 051/400
Train loss: 75789808.00 correlation: 0.2558
Validation loss: 169401440.00 correlation: 0.2307
Elapse: 542.15s
Epoch 052/400
Train loss: 75764560.00 correlation: 0.2561
Validation loss: 169899840.00 correlation: 0.2291
Elapse: 541.98s
Loaded checkpoint from epoch 47 (correlation: 0.2317).
Reduce learning rate of core to 1.4400e-03 (num. reduce: 1).
Reduce learning rate of readouts to 1.0800e-03 (num. reduce: 1).
Reduce learning rate of shifters to 1.0800e-03 (num. reduce: 1).
Epoch 053/400
Train loss: 73947496.00 correlation: 0.2716
Validation loss: 167854176.00 correlation: 0.2423
Elapse: 542.40s
Checkpoint saved to /home/storage/runs/vivit_ensemble/015/ckpt/model_state.pt.
Epoch 054/400
Train loss: 73334280.00 correlation: 0.2771
Validation loss: 167810464.00 correlation: 0.2430
Elapse: 543.06s
Checkpoint saved to /home/storage/runs/vivit_ensemble/015/ckpt/model_state.pt.
Epoch 055/400
Train loss: 73178416.00 correlation: 0.2788
Validation loss: 167610272.00 correlation: 0.2431
Elapse: 543.11s
Checkpoint saved to /home/storage/runs/vivit_ensemble/015/ckpt/model_state.pt.
Epoch 056/400
Train loss: 73106944.00 correlation: 0.2793
Validation loss: 167676960.00 correlation: 0.2432
Elapse: 543.44s
Checkpoint saved to /home/storage/runs/vivit_ensemble/015/ckpt/model_state.pt.
Epoch 057/400
Train loss: 73098200.00 correlation: 0.2798
Validation loss: 167731616.00 correlation: 0.2427
Elapse: 543.05s
Epoch 058/400
Train loss: 73030688.00 correlation: 0.2803
Validation loss: 167715872.00 correlation: 0.2427
Elapse: 543.72s
Epoch 059/400
Train loss: 72944768.00 correlation: 0.2814
Validation loss: 167514192.00 correlation: 0.2440
Elapse: 543.63s
Checkpoint saved to /home/storage/runs/vivit_ensemble/015/ckpt/model_state.pt.
Epoch 060/400
Train loss: 72929872.00 correlation: 0.2815
Validation loss: 167771024.00 correlation: 0.2423
Elapse: 543.29s
Epoch 061/400
Train loss: 72848184.00 correlation: 0.2822
Validation loss: 167556976.00 correlation: 0.2437
Elapse: 543.81s
Epoch 062/400
Train loss: 72894440.00 correlation: 0.2819
Validation loss: 167687056.00 correlation: 0.2429
Elapse: 543.05s
Epoch 063/400
Train loss: 72843624.00 correlation: 0.2824
Validation loss: 167582688.00 correlation: 0.2431
Elapse: 544.00s
Epoch 064/400
Train loss: 72864712.00 correlation: 0.2818
Validation loss: 167485088.00 correlation: 0.2435
Elapse: 543.20s
Loaded checkpoint from epoch 59 (correlation: 0.2440).
Reduce learning rate of core to 4.3200e-04 (num. reduce: 1).
Reduce learning rate of readouts to 3.2400e-04 (num. reduce: 1).
Reduce learning rate of shifters to 3.2400e-04 (num. reduce: 1).
Epoch 065/400
Train loss: 72100880.00 correlation: 0.2884
Validation loss: 167043168.00 correlation: 0.2470
Elapse: 543.83s
Checkpoint saved to /home/storage/runs/vivit_ensemble/015/ckpt/model_state.pt.
Epoch 066/400
Train loss: 71817264.00 correlation: 0.2907
Validation loss: 166928480.00 correlation: 0.2480
Elapse: 543.10s
Checkpoint saved to /home/storage/runs/vivit_ensemble/015/ckpt/model_state.pt.
Epoch 067/400
Train loss: 71765488.00 correlation: 0.2914
Validation loss: 166935472.00 correlation: 0.2473
Elapse: 543.05s
Epoch 068/400
Train loss: 71709384.00 correlation: 0.2919
Validation loss: 166836192.00 correlation: 0.2479
Elapse: 544.05s
Epoch 069/400
Train loss: 71609624.00 correlation: 0.2931
Validation loss: 166932704.00 correlation: 0.2478
Elapse: 544.51s
Epoch 070/400
Train loss: 71532048.00 correlation: 0.2937
Validation loss: 166911168.00 correlation: 0.2475
Elapse: 543.81s
Epoch 071/400
Train loss: 71531912.00 correlation: 0.2938
Validation loss: 166931488.00 correlation: 0.2474
Elapse: 543.44s
Loaded checkpoint from epoch 66 (correlation: 0.2480).
Reduce learning rate of core to 1.2960e-04 (num. reduce: 1).
Reduce learning rate of readouts to 9.7200e-05 (num. reduce: 1).
Reduce learning rate of shifters to 9.7200e-05 (num. reduce: 1).
Epoch 072/400
Train loss: 71521936.00 correlation: 0.2938
Validation loss: 166835152.00 correlation: 0.2481
Elapse: 544.28s
Checkpoint saved to /home/storage/runs/vivit_ensemble/015/ckpt/model_state.pt.
Epoch 073/400
Train loss: 71422952.00 correlation: 0.2945
Validation loss: 166809568.00 correlation: 0.2486
Elapse: 542.98s
Checkpoint saved to /home/storage/runs/vivit_ensemble/015/ckpt/model_state.pt.
Epoch 074/400
Train loss: 71402352.00 correlation: 0.2945
Validation loss: 166765920.00 correlation: 0.2487
Elapse: 544.22s
Checkpoint saved to /home/storage/runs/vivit_ensemble/015/ckpt/model_state.pt.
Epoch 075/400
Train loss: 71357648.00 correlation: 0.2949
Validation loss: 166766240.00 correlation: 0.2487
Elapse: 544.05s
Checkpoint saved to /home/storage/runs/vivit_ensemble/015/ckpt/model_state.pt.
Epoch 076/400
Train loss: 71315664.00 correlation: 0.2955
Validation loss: 166761216.00 correlation: 0.2489
Elapse: 544.69s
Checkpoint saved to /home/storage/runs/vivit_ensemble/015/ckpt/model_state.pt.
Epoch 077/400
Train loss: 71363472.00 correlation: 0.2948
Validation loss: 166736352.00 correlation: 0.2489
Elapse: 544.27s
Epoch 078/400
Train loss: 71227736.00 correlation: 0.2964
Validation loss: 166733360.00 correlation: 0.2489
Elapse: 544.22s
Checkpoint saved to /home/storage/runs/vivit_ensemble/015/ckpt/model_state.pt.
Epoch 079/400
Train loss: 71277464.00 correlation: 0.2955
Validation loss: 166735664.00 correlation: 0.2488
Elapse: 543.94s
Epoch 080/400
Train loss: 71206488.00 correlation: 0.2965
Validation loss: 166742432.00 correlation: 0.2489
Elapse: 544.10s
Epoch 081/400
Train loss: 71163264.00 correlation: 0.2968
Validation loss: 166738592.00 correlation: 0.2489
Elapse: 544.08s
Checkpoint saved to /home/storage/runs/vivit_ensemble/015/ckpt/model_state.pt.
Epoch 082/400
Train loss: 71186960.00 correlation: 0.2968
Validation loss: 166722656.00 correlation: 0.2489
Elapse: 544.32s
Checkpoint saved to /home/storage/runs/vivit_ensemble/015/ckpt/model_state.pt.
Epoch 083/400
Train loss: 71185200.00 correlation: 0.2968
Validation loss: 166706704.00 correlation: 0.2489
Elapse: 543.20s
Epoch 084/400
Train loss: 71172336.00 correlation: 0.2970
Validation loss: 166667952.00 correlation: 0.2490
Elapse: 544.33s
Checkpoint saved to /home/storage/runs/vivit_ensemble/015/ckpt/model_state.pt.
Epoch 085/400
Train loss: 71094784.00 correlation: 0.2977
Validation loss: 166736224.00 correlation: 0.2490
Elapse: 544.02s
Epoch 086/400
Train loss: 71121680.00 correlation: 0.2972
Validation loss: 166702080.00 correlation: 0.2491
Elapse: 544.15s
Checkpoint saved to /home/storage/runs/vivit_ensemble/015/ckpt/model_state.pt.
Epoch 087/400
Train loss: 71068680.00 correlation: 0.2980
Validation loss: 166759776.00 correlation: 0.2488
Elapse: 544.35s
Epoch 088/400
Train loss: 71037376.00 correlation: 0.2982
Validation loss: 166717840.00 correlation: 0.2488
Elapse: 544.48s
Epoch 089/400
Train loss: 71044336.00 correlation: 0.2979
Validation loss: 166688608.00 correlation: 0.2491
Elapse: 543.63s
Checkpoint saved to /home/storage/runs/vivit_ensemble/015/ckpt/model_state.pt.
Epoch 090/400
Train loss: 71028720.00 correlation: 0.2984
Validation loss: 166697808.00 correlation: 0.2488
Elapse: 544.01s
Epoch 091/400
Train loss: 70956424.00 correlation: 0.2991
Validation loss: 166683104.00 correlation: 0.2491
Elapse: 544.36s
Epoch 092/400
Train loss: 71034488.00 correlation: 0.2982
Validation loss: 166691024.00 correlation: 0.2491
Elapse: 544.53s
Epoch 093/400
Train loss: 71008336.00 correlation: 0.2981
Validation loss: 166667472.00 correlation: 0.2493
Elapse: 544.24s
Checkpoint saved to /home/storage/runs/vivit_ensemble/015/ckpt/model_state.pt.
Epoch 094/400
Train loss: 70955584.00 correlation: 0.2990
Validation loss: 166707392.00 correlation: 0.2487
Elapse: 543.78s
Epoch 095/400
Train loss: 70927976.00 correlation: 0.2993
Validation loss: 166647504.00 correlation: 0.2491
Elapse: 543.94s
Epoch 096/400
Train loss: 70877440.00 correlation: 0.2996
Validation loss: 166701728.00 correlation: 0.2486
Elapse: 543.45s
Epoch 097/400
Train loss: 70917616.00 correlation: 0.2991
Validation loss: 166641920.00 correlation: 0.2492
Elapse: 544.10s
Epoch 098/400
Train loss: 70867216.00 correlation: 0.2999
Validation loss: 166664160.00 correlation: 0.2492
Elapse: 544.30s
Loaded checkpoint from epoch 93 (correlation: 0.2493).
Reduce learning rate of core to 3.8880e-05 (num. reduce: 1).
Reduce learning rate of readouts to 2.9160e-05 (num. reduce: 1).
Reduce learning rate of shifters to 2.9160e-05 (num. reduce: 1).
Epoch 099/400
Train loss: 70901904.00 correlation: 0.2993
Validation loss: 166624560.00 correlation: 0.2493
Elapse: 544.44s
Epoch 100/400
Train loss: 70815976.00 correlation: 0.3000
Validation loss: 166631168.00 correlation: 0.2494
Elapse: 544.02s
Checkpoint saved to /home/storage/runs/vivit_ensemble/015/ckpt/model_state.pt.
Epoch 101/400
Train loss: 70876152.00 correlation: 0.2993
Validation loss: 166642400.00 correlation: 0.2492
Elapse: 544.50s
Epoch 102/400
Train loss: 70783744.00 correlation: 0.3006
Validation loss: 166643056.00 correlation: 0.2492
Elapse: 544.34s
Epoch 103/400
Train loss: 70822832.00 correlation: 0.3002
Validation loss: 166621408.00 correlation: 0.2494
Elapse: 544.59s
Checkpoint saved to /home/storage/runs/vivit_ensemble/015/ckpt/model_state.pt.
Epoch 104/400
Train loss: 70795760.00 correlation: 0.3005
Validation loss: 166626384.00 correlation: 0.2494
Elapse: 544.65s
Checkpoint saved to /home/storage/runs/vivit_ensemble/015/ckpt/model_state.pt.
Epoch 105/400
Train loss: 70758416.00 correlation: 0.3004
Validation loss: 166603600.00 correlation: 0.2494
Elapse: 544.30s
Epoch 106/400
Train loss: 70836856.00 correlation: 0.2999
Validation loss: 166631360.00 correlation: 0.2493
Elapse: 544.28s
Epoch 107/400
Train loss: 70783560.00 correlation: 0.3006
Validation loss: 166638304.00 correlation: 0.2493
Elapse: 544.44s
Epoch 108/400
Train loss: 70793304.00 correlation: 0.3004
Validation loss: 166632480.00 correlation: 0.2492
Elapse: 544.19s
Epoch 109/400
Train loss: 70730064.00 correlation: 0.3012
Validation loss: 166617632.00 correlation: 0.2493
Elapse: 543.89s
Loaded checkpoint from epoch 104 (correlation: 0.2494).
Reduce learning rate of core to 1.1664e-05 (num. reduce: 1).
Reduce learning rate of readouts to 8.7480e-06 (num. reduce: 1).
Reduce learning rate of shifters to 8.7480e-06 (num. reduce: 1).
Epoch 110/400
Train loss: 70741584.00 correlation: 0.3007
Validation loss: 166614400.00 correlation: 0.2493
Elapse: 544.26s
Epoch 111/400
Train loss: 70763320.00 correlation: 0.3005
Validation loss: 166633072.00 correlation: 0.2493
Elapse: 544.57s
Epoch 112/400
Train loss: 70721984.00 correlation: 0.3011
Validation loss: 166633552.00 correlation: 0.2493
Elapse: 544.64s
Epoch 113/400
Train loss: 70737856.00 correlation: 0.3009
Validation loss: 166608208.00 correlation: 0.2494
Elapse: 544.39s
Epoch 114/400
Train loss: 70798224.00 correlation: 0.3000
Validation loss: 166619792.00 correlation: 0.2494
Elapse: 543.95s
Loaded checkpoint from epoch 104 (correlation: 0.2494).
Reduce learning rate of core to 3.4992e-06 (num. reduce: 2).
Reduce learning rate of readouts to 2.6244e-06 (num. reduce: 2).
Reduce learning rate of shifters to 2.6244e-06 (num. reduce: 2).
Epoch 115/400
Train loss: 70736776.00 correlation: 0.3008
Validation loss: 166615600.00 correlation: 0.2494
Elapse: 544.31s
Epoch 116/400
Train loss: 70760608.00 correlation: 0.3006
Validation loss: 166622592.00 correlation: 0.2493
Elapse: 544.61s
Epoch 117/400
Train loss: 70707912.00 correlation: 0.3011
Validation loss: 166622416.00 correlation: 0.2494
Elapse: 544.73s
Epoch 118/400
Train loss: 70797264.00 correlation: 0.3002
Validation loss: 166620240.00 correlation: 0.2493
Elapse: 545.29s
Epoch 119/400
Train loss: 70782240.00 correlation: 0.3003
Validation loss: 166620000.00 correlation: 0.2493
Elapse: 544.33s
Model has not improved after 2 LR reductions.
Loaded checkpoint from epoch 104 (correlation: 0.2494).
ValidationA: 0.2428 B: 0.2746 C: 0.2716 D: 0.2360 E: 0.2351 F: 0.2335 G: 0.2531 H: 0.2331 I: 0.2568 J: 0.2576 average: 0.2494
Results saved to /home/storage/runs/vivit_ensemble/015.
|