Task 3769958
| Name | ParityMachine-1605454655-8446-15_2 |
| Workunit | 1868323 |
| Created | 22 Jan 2021, 6:49:09 UTC |
| Sent | 22 Jan 2021, 7:07:52 UTC |
| Report deadline | 29 Jan 2021, 7:07:52 UTC |
| Received | 22 Jan 2021, 11:18:51 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 2876 |
| Run time | 45 min 29 sec |
| CPU time | 40 min 32 sec |
| Validate state | Valid |
| Credit | 2,080.00 |
| Device peak FLOPS | 11,344.54 GFLOPS |
| Application version | Machine Learning Dataset Generator (GPU) v9.75 (cuda10200) windows_x86_64 |
| Peak working set size | 1.61 GB |
| Peak swap size | 3.71 GB |
| Peak disk usage | 1.54 GB |
Stderr output
<core_client_version>7.16.11</core_client_version> <![CDATA[ <stderr_txt> :574] : INFO : Epoch 514 | loss: 0.0312149 | val_loss: 0.0312177 | Time: 2528.5 ms [2021-01-22 01:56:08 main:574] : INFO : Epoch 515 | loss: 0.0312145 | val_loss: 0.03122 | Time: 2587.17 ms [2021-01-22 01:56:11 main:574] : INFO : Epoch 516 | loss: 0.0312168 | val_loss: 0.0312197 | Time: 2528.55 ms [2021-01-22 01:56:14 main:574] : INFO : Epoch 517 | loss: 0.0312158 | val_loss: 0.0312178 | Time: 2562.99 ms [2021-01-22 01:56:16 main:574] : INFO : Epoch 518 | loss: 0.0312145 | val_loss: 0.0312172 | Time: 2526.77 ms [2021-01-22 01:56:19 main:574] : INFO : Epoch 519 | loss: 0.0312143 | val_loss: 0.0312183 | Time: 2578.93 ms [2021-01-22 01:56:22 main:574] : INFO : Epoch 520 | loss: 0.0312142 | val_loss: 0.0312171 | Time: 2611.3 ms [2021-01-22 01:56:24 main:574] : INFO : Epoch 521 | loss: 0.0312156 | val_loss: 0.031219 | Time: 2546.86 ms [2021-01-22 01:56:27 main:574] : INFO : Epoch 522 | loss: 0.0312152 | val_loss: 0.0312189 | Time: 2559.68 ms [2021-01-22 01:56:30 main:574] : INFO : Epoch 523 | loss: 0.0312161 | val_loss: 0.0312191 | Time: 2652.93 ms [2021-01-22 01:56:32 main:574] : INFO : Epoch 524 | loss: 0.031216 | val_loss: 0.0312178 | Time: 2591.36 ms [2021-01-22 01:56:35 main:574] : INFO : Epoch 525 | loss: 0.031215 | val_loss: 0.0312172 | Time: 2579.54 ms [2021-01-22 01:56:37 main:574] : INFO : Epoch 526 | loss: 0.031214 | val_loss: 0.0312173 | Time: 2569.39 ms [2021-01-22 01:56:40 main:574] : INFO : Epoch 527 | loss: 0.0312144 | val_loss: 0.0312178 | Time: 2620.9 ms [2021-01-22 01:56:43 main:574] : INFO : Epoch 528 | loss: 0.031217 | val_loss: 0.0312198 | Time: 2622.67 ms [2021-01-22 01:56:45 main:574] : INFO : Epoch 529 | loss: 0.0312154 | val_loss: 0.0312185 | Time: 2543.29 ms [2021-01-22 01:56:48 main:574] : INFO : Epoch 530 | loss: 0.0312147 | val_loss: 0.0312185 | Time: 2545.78 ms [2021-01-22 01:56:51 main:574] : INFO : Epoch 531 | loss: 0.0312159 | val_loss: 0.0312173 | Time: 2556.54 ms [2021-01-22 01:56:53 main:574] : INFO : Epoch 532 | loss: 0.0312168 | val_loss: 0.0312174 | Time: 2615.41 ms [2021-01-22 01:56:56 main:574] : INFO : Epoch 533 | loss: 0.0312142 | val_loss: 0.0312177 | Time: 2528.91 ms [2021-01-22 01:56:59 main:574] : INFO : Epoch 534 | loss: 0.0312144 | val_loss: 0.0312161 | Time: 2533.86 ms [2021-01-22 01:57:01 main:574] : INFO : Epoch 535 | loss: 0.0312153 | val_loss: 0.0312236 | Time: 2531.57 ms [2021-01-22 01:57:04 main:574] : INFO : Epoch 536 | loss: 0.0312174 | val_loss: 0.0312185 | Time: 2531.12 ms [2021-01-22 01:57:06 main:574] : INFO : Epoch 537 | loss: 0.0312174 | val_loss: 0.0312204 | Time: 2530.96 ms [2021-01-22 01:57:09 main:574] : INFO : Epoch 538 | loss: 0.0312198 | val_loss: 0.0312203 | Time: 2572.95 ms [2021-01-22 01:57:11 main:574] : INFO : Epoch 539 | loss: 0.0312173 | val_loss: 0.0312194 | Time: 2554.77 ms [2021-01-22 01:57:14 main:574] : INFO : Epoch 540 | loss: 0.031217 | val_loss: 0.031218 | Time: 2566.48 ms [2021-01-22 01:57:17 main:574] : INFO : Epoch 541 | loss: 0.0312165 | val_loss: 0.0312192 | Time: 2574.45 ms [2021-01-22 01:57:19 main:574] : INFO : Epoch 542 | loss: 0.0312173 | val_loss: 0.031217 | Time: 2583.77 ms [2021-01-22 01:57:22 main:574] : INFO : Epoch 543 | loss: 0.0312174 | val_loss: 0.0312188 | Time: 2631.3 ms [2021-01-22 01:57:25 main:574] : INFO : Epoch 544 | loss: 0.0312184 | val_loss: 0.031224 | Time: 2555.79 ms [2021-01-22 01:57:27 main:574] : INFO : Epoch 545 | loss: 0.0312196 | val_loss: 0.0312198 | Time: 2611.14 ms [2021-01-22 01:57:30 main:574] : INFO : Epoch 546 | loss: 0.0312183 | val_loss: 0.0312205 | Time: 2577.45 ms [2021-01-22 01:57:33 main:574] : INFO : Epoch 547 | loss: 0.0312177 | val_loss: 0.0312176 | Time: 2556.38 ms [2021-01-22 01:57:35 main:574] : INFO : Epoch 548 | loss: 0.0312201 | val_loss: 0.0312291 | Time: 2590.95 ms [2021-01-22 01:57:38 main:574] : INFO : Epoch 549 | loss: 0.0312213 | val_loss: 0.0312235 | Time: 2581.01 ms [2021-01-22 01:57:41 main:574] : INFO : Epoch 550 | loss: 0.0312192 | val_loss: 0.0312205 | Time: 2586.83 ms [2021-01-22 01:57:43 main:574] : INFO : Epoch 551 | loss: 0.031218 | val_loss: 0.0312199 | Time: 2584.75 ms [2021-01-22 01:57:46 main:574] : INFO : Epoch 552 | loss: 0.0312171 | val_loss: 0.0312191 | Time: 2605.7 ms [2021-01-22 01:57:48 main:574] : INFO : Epoch 553 | loss: 0.0312173 | val_loss: 0.03122 | Time: 2562.6 ms [2021-01-22 01:57:51 main:574] : INFO : Epoch 554 | loss: 0.0312173 | val_loss: 0.0312194 | Time: 2626.8 ms [2021-01-22 01:57:54 main:574] : INFO : Epoch 555 | loss: 0.0312172 | val_loss: 0.0312206 | Time: 2555.69 ms [2021-01-22 01:57:56 main:574] : INFO : Epoch 556 | loss: 0.0312172 | val_loss: 0.0312217 | Time: 2542.89 ms [2021-01-22 01:57:59 main:574] : INFO : Epoch 557 | loss: 0.0312174 | val_loss: 0.0312195 | Time: 2639.67 ms [2021-01-22 01:58:02 main:574] : INFO : Epoch 558 | loss: 0.031219 | val_loss: 0.031219 | Time: 2581.48 ms [2021-01-22 01:58:04 main:574] : INFO : Epoch 559 | loss: 0.0312198 | val_loss: 0.0312189 | Time: 2565.04 ms [2021-01-22 01:58:07 main:574] : INFO : Epoch 560 | loss: 0.0312181 | val_loss: 0.0312199 | Time: 2562.64 ms [2021-01-22 01:58:09 main:574] : INFO : Epoch 561 | loss: 0.0312175 | val_loss: 0.0312214 | Time: 2592.09 ms [2021-01-22 01:58:12 main:574] : INFO : Epoch 562 | loss: 0.0312177 | val_loss: 0.0312263 | Time: 2570.55 ms [2021-01-22 01:58:15 main:574] : INFO : Epoch 563 | loss: 0.031219 | val_loss: 0.0312227 | Time: 2529.89 ms [2021-01-22 01:58:17 main:574] : INFO : Epoch 564 | loss: 0.0312197 | val_loss: 0.031222 | Time: 2585.54 ms [2021-01-22 01:58:20 main:574] : INFO : Epoch 565 | loss: 0.0312181 | val_loss: 0.0312233 | Time: 2608.73 ms [2021-01-22 01:58:23 main:574] : INFO : Epoch 566 | loss: 0.0312195 | val_loss: 0.0312204 | Time: 2547.45 ms [2021-01-22 01:58:25 main:574] : INFO : Epoch 567 | loss: 0.0312178 | val_loss: 0.0312197 | Time: 2525.6 ms [2021-01-22 01:58:28 main:574] : INFO : Epoch 568 | loss: 0.0312195 | val_loss: 0.0312201 | Time: 2530.03 ms [2021-01-22 01:58:30 main:574] : INFO : Epoch 569 | loss: 0.0312185 | val_loss: 0.031222 | Time: 2611.63 ms [2021-01-22 01:58:33 main:574] : INFO : Epoch 570 | loss: 0.0312184 | val_loss: 0.0312195 | Time: 2610.48 ms [2021-01-22 01:58:36 main:574] : INFO : Epoch 571 | loss: 0.0312182 | val_loss: 0.0312272 | Time: 2656.34 ms [2021-01-22 01:58:38 main:574] : INFO : Epoch 572 | loss: 0.0312265 | val_loss: 0.0312276 | Time: 2567.6 ms [2021-01-22 01:58:41 main:574] : INFO : Epoch 573 | loss: 0.0312256 | val_loss: 0.0312269 | Time: 2530.08 ms [2021-01-22 01:58:43 main:574] : INFO : Epoch 574 | loss: 0.0312244 | val_loss: 0.0312229 | Time: 2563.87 ms [2021-01-22 01:58:46 main:574] : INFO : Epoch 575 | loss: 0.0312227 | val_loss: 0.0312221 | Time: 2570.29 ms [2021-01-22 01:58:49 main:574] : INFO : Epoch 576 | loss: 0.0312221 | val_loss: 0.0312219 | Time: 2597.04 ms [2021-01-22 01:58:51 main:574] : INFO : Epoch 577 | loss: 0.0312219 | val_loss: 0.0312222 | Time: 2545.89 ms [2021-01-22 01:58:54 main:574] : INFO : Epoch 578 | loss: 0.0312235 | val_loss: 0.0312225 | Time: 2539.92 ms [2021-01-22 01:58:56 main:574] : INFO : Epoch 579 | loss: 0.0312235 | val_loss: 0.031222 | Time: 2581.45 ms [2021-01-22 01:58:59 main:574] : INFO : Epoch 580 | loss: 0.0312215 | val_loss: 0.0312224 | Time: 2577.26 ms [2021-01-22 01:59:02 main:574] : INFO : Epoch 581 | loss: 0.0312208 | val_loss: 0.0312218 | Time: 2586.41 ms [2021-01-22 01:59:04 main:574] : INFO : Epoch 582 | loss: 0.0312201 | val_loss: 0.0312225 | Time: 2627.09 ms [2021-01-22 01:59:07 main:574] : INFO : Epoch 583 | loss: 0.0312203 | val_loss: 0.0312247 | Time: 2630.33 ms [2021-01-22 01:59:10 main:574] : INFO : Epoch 584 | loss: 0.0312208 | val_loss: 0.0312237 | Time: 2576.3 ms [2021-01-22 01:59:12 main:574] : INFO : Epoch 585 | loss: 0.0312225 | val_loss: 0.031221 | Time: 2557.09 ms [2021-01-22 01:59:15 main:574] : INFO : Epoch 586 | loss: 0.0312222 | val_loss: 0.0312236 | Time: 2576.3 ms [2021-01-22 01:59:18 main:574] : INFO : Epoch 587 | loss: 0.0312211 | val_loss: 0.0312212 | Time: 2528.01 ms [2021-01-22 01:59:20 main:574] : INFO : Epoch 588 | loss: 0.0312189 | val_loss: 0.0312204 | Time: 2619.05 ms [2021-01-22 01:59:23 main:574] : INFO : Epoch 589 | loss: 0.0312189 | val_loss: 0.0312194 | Time: 2692.54 ms [2021-01-22 01:59:26 main:574] : INFO : Epoch 590 | loss: 0.0312185 | val_loss: 0.0312186 | Time: 2553.18 ms [2021-01-22 01:59:28 main:574] : INFO : Epoch 591 | loss: 0.0312171 | val_loss: 0.0312187 | Time: 2543.53 ms [2021-01-22 01:59:31 main:574] : INFO : Epoch 592 | loss: 0.0312181 | val_loss: 0.0312203 | Time: 2624.28 ms [2021-01-22 01:59:34 main:574] : INFO : Epoch 593 | loss: 0.0312173 | val_loss: 0.0312219 | Time: 2593.7 ms [2021-01-22 01:59:36 main:574] : INFO : Epoch 594 | loss: 0.0312173 | val_loss: 0.0312199 | Time: 2569.42 ms [2021-01-22 01:59:39 main:574] : INFO : Epoch 595 | loss: 0.0312169 | val_loss: 0.0312208 | Time: 2528.77 ms [2021-01-22 01:59:41 main:574] : INFO : Epoch 596 | loss: 0.031221 | val_loss: 0.0312223 | Time: 2606.74 ms [2021-01-22 01:59:44 main:574] : INFO : Epoch 597 | loss: 0.0312195 | val_loss: 0.0312251 | Time: 2554.47 ms [2021-01-22 01:59:47 main:574] : INFO : Epoch 598 | loss: 0.03122 | val_loss: 0.031221 | Time: 2605.71 ms [2021-01-22 01:59:49 main:574] : INFO : Epoch 599 | loss: 0.0312181 | val_loss: 0.0312204 | Time: 2576.81 ms [2021-01-22 01:59:52 main:574] : INFO : Epoch 600 | loss: 0.031218 | val_loss: 0.0312216 | Time: 2542.26 ms [2021-01-22 01:59:55 main:574] : INFO : Epoch 601 | loss: 0.0312186 | val_loss: 0.0312215 | Time: 2579.36 ms [2021-01-22 01:59:57 main:574] : INFO : Epoch 602 | loss: 0.031219 | val_loss: 0.0312207 | Time: 2628.51 ms [2021-01-22 02:00:00 main:574] : INFO : Epoch 603 | loss: 0.0312186 | val_loss: 0.0312208 | Time: 2592.07 ms [2021-01-22 02:00:02 main:574] : INFO : Epoch 604 | loss: 0.0312177 | val_loss: 0.0312224 | Time: 2534.72 ms [2021-01-22 02:00:05 main:574] : INFO : Epoch 605 | loss: 0.0312194 | val_loss: 0.0312253 | Time: 2529.08 ms [2021-01-22 02:00:08 main:574] : INFO : Epoch 606 | loss: 0.03122 | val_loss: 0.0312221 | Time: 2553.53 ms [2021-01-22 02:00:10 main:574] : INFO : Epoch 607 | loss: 0.0312193 | val_loss: 0.0312221 | Time: 2583.67 ms [2021-01-22 02:00:13 main:574] : INFO : Epoch 608 | loss: 0.0312199 | val_loss: 0.0312247 | Time: 2579.58 ms [2021-01-22 02:00:15 main:574] : INFO : Epoch 609 | loss: 0.0312187 | val_loss: 0.0312206 | Time: 2561.07 ms [2021-01-22 02:00:18 main:574] : INFO : Epoch 610 | loss: 0.031217 | val_loss: 0.0312201 | Time: 2560.08 ms [2021-01-22 02:00:21 main:574] : INFO : Epoch 611 | loss: 0.0312175 | val_loss: 0.0312213 | Time: 2592.93 ms [2021-01-22 02:00:23 main:574] : INFO : Epoch 612 | loss: 0.0312202 | val_loss: 0.0312236 | Time: 2626.54 ms [2021-01-22 02:00:26 main:574] : INFO : Epoch 613 | loss: 0.0312202 | val_loss: 0.0312234 | Time: 2570.33 ms [2021-01-22 02:00:29 main:574] : INFO : Epoch 614 | loss: 0.031223 | val_loss: 0.0312207 | Time: 2573.61 ms [2021-01-22 02:00:31 main:574] : INFO : Epoch 615 | loss: 0.0312208 | val_loss: 0.0312218 | Time: 2529.66 ms [2021-01-22 02:00:34 main:574] : INFO : Epoch 616 | loss: 0.0312233 | val_loss: 0.0312203 | Time: 2576.98 ms [2021-01-22 02:00:37 main:574] : INFO : Epoch 617 | loss: 0.0312197 | val_loss: 0.0312208 | Time: 2583.68 ms [2021-01-22 02:00:39 main:574] : INFO : Epoch 618 | loss: 0.031219 | val_loss: 0.0312245 | Time: 2553.1 ms [2021-01-22 02:00:42 main:574] : INFO : Epoch 619 | loss: 0.0312193 | val_loss: 0.0312193 | Time: 2544.65 ms [2021-01-22 02:00:44 main:574] : INFO : Epoch 620 | loss: 0.0312184 | val_loss: 0.0312196 | Time: 2526.73 ms [2021-01-22 02:00:47 main:574] : INFO : Epoch 621 | loss: 0.0312193 | val_loss: 0.0312223 | Time: 2578.29 ms [2021-01-22 02:00:50 main:574] : INFO : Epoch 622 | loss: 0.0312217 | val_loss: 0.0312222 | Time: 2580.08 ms [2021-01-22 02:00:52 main:574] : INFO : Epoch 623 | loss: 0.031222 | val_loss: 0.0312217 | Time: 2605.46 ms [2021-01-22 02:00:55 main:574] : INFO : Epoch 624 | loss: 0.0312181 | val_loss: 0.0312196 | Time: 2593.12 ms [2021-01-22 02:00:58 main:574] : INFO : Epoch 625 | loss: 0.0312195 | val_loss: 0.0312229 | Time: 2582.94 ms [2021-01-22 02:01:00 main:574] : INFO : Epoch 626 | loss: 0.0312199 | val_loss: 0.0312192 | Time: 2618.3 ms [2021-01-22 02:01:03 main:574] : INFO : Epoch 627 | loss: 0.0312195 | val_loss: 0.0312317 | Time: 2670.1 ms [2021-01-22 02:01:06 main:574] : INFO : Epoch 628 | loss: 0.0312292 | val_loss: 0.0312308 | Time: 2576.63 ms [2021-01-22 02:01:08 main:574] : INFO : Epoch 629 | loss: 0.0312275 | val_loss: 0.0312294 | Time: 2583.52 ms [2021-01-22 02:01:11 main:574] : INFO : Epoch 630 | loss: 0.0312269 | val_loss: 0.0312319 | Time: 2627.04 ms [2021-01-22 02:01:14 main:574] : INFO : Epoch 631 | loss: 0.0312261 | val_loss: 0.0312265 | Time: 2629.51 ms [2021-01-22 02:01:16 main:574] : INFO : Epoch 632 | loss: 0.0312235 | val_loss: 0.0312265 | Time: 2585.13 ms [2021-01-22 02:01:19 main:574] : INFO : Epoch 633 | loss: 0.0312234 | val_loss: 0.0312258 | Time: 2585.7 ms [2021-01-22 02:01:22 main:574] : INFO : Epoch 634 | loss: 0.0312221 | val_loss: 0.0312251 | Time: 2539.68 ms [2021-01-22 02:01:24 main:574] : INFO : Epoch 635 | loss: 0.0312222 | val_loss: 0.031224 | Time: 2528.25 ms [2021-01-22 02:01:27 main:574] : INFO : Epoch 636 | loss: 0.0312208 | val_loss: 0.0312246 | Time: 2599.05 ms [2021-01-22 02:01:30 main:574] : INFO : Epoch 637 | loss: 0.0312227 | val_loss: 0.0312232 | Time: 2582.09 ms [2021-01-22 02:01:32 main:574] : INFO : Epoch 638 | loss: 0.0312209 | val_loss: 0.0312232 | Time: 2587.46 ms [2021-01-22 02:01:35 main:574] : INFO : Epoch 639 | loss: 0.0312209 | val_loss: 0.0312234 | Time: 2556.54 ms [2021-01-22 02:01:37 main:574] : INFO : Epoch 640 | loss: 0.0312203 | val_loss: 0.0312243 | Time: 2569.62 ms [2021-01-22 02:01:40 main:574] : INFO : Epoch 641 | loss: 0.0312204 | val_loss: 0.0312239 | Time: 2550.77 ms [2021-01-22 02:01:43 main:574] : INFO : Epoch 642 | loss: 0.0312198 | val_loss: 0.0312239 | Time: 2608.34 ms [2021-01-22 02:01:45 main:574] : INFO : Epoch 643 | loss: 0.0312198 | val_loss: 0.0312253 | Time: 2575.3 ms [2021-01-22 02:01:48 main:574] : INFO : Epoch 644 | loss: 0.0312207 | val_loss: 0.0312248 | Time: 2577.76 ms [2021-01-22 02:01:51 main:574] : INFO : Epoch 645 | loss: 0.0312202 | val_loss: 0.0312227 | Time: 2649.25 ms [2021-01-22 02:01:53 main:574] : INFO : Epoch 646 | loss: 0.0312197 | val_loss: 0.0312229 | Time: 2608.21 ms [2021-01-22 02:01:56 main:574] : INFO : Epoch 647 | loss: 0.0312194 | val_loss: 0.0312237 | Time: 2602.44 ms [2021-01-22 02:01:59 main:574] : INFO : Epoch 648 | loss: 0.0312194 | val_loss: 0.0312228 | Time: 2573.29 ms [2021-01-22 02:02:01 main:574] : INFO : Epoch 649 | loss: 0.0312209 | val_loss: 0.0312238 | Time: 2576.27 ms [2021-01-22 02:02:04 main:574] : INFO : Epoch 650 | loss: 0.0312209 | val_loss: 0.0312272 | Time: 2540.89 ms [2021-01-22 02:02:07 main:574] : INFO : Epoch 651 | loss: 0.0312212 | val_loss: 0.0312242 | Time: 2640.56 ms [2021-01-22 02:02:09 main:574] : INFO : Epoch 652 | loss: 0.0312194 | val_loss: 0.0312231 | Time: 2571.98 ms [2021-01-22 02:02:12 main:574] : INFO : Epoch 653 | loss: 0.03122 | val_loss: 0.0312228 | Time: 2565.44 ms [2021-01-22 02:02:14 main:574] : INFO : Epoch 654 | loss: 0.0312217 | val_loss: 0.031224 | Time: 2625.36 ms [2021-01-22 02:02:17 main:574] : INFO : Epoch 655 | loss: 0.0312218 | val_loss: 0.0312244 | Time: 2646.43 ms [2021-01-22 02:02:20 main:574] : INFO : Epoch 656 | loss: 0.0312205 | val_loss: 0.031223 | Time: 2562.88 ms [2021-01-22 02:02:22 main:574] : INFO : Epoch 657 | loss: 0.0312201 | val_loss: 0.031226 | Time: 2594.35 ms [2021-01-22 02:02:25 main:574] : INFO : Epoch 658 | loss: 0.0312207 | val_loss: 0.0312233 | Time: 2579.64 ms [2021-01-22 02:02:28 main:574] : INFO : Epoch 659 | loss: 0.0312245 | val_loss: 0.0312248 | Time: 2590.95 ms [2021-01-22 02:02:30 main:574] : INFO : Epoch 660 | loss: 0.0312217 | val_loss: 0.0312237 | Time: 2584.7 ms [2021-01-22 02:02:33 main:574] : INFO : Epoch 661 | loss: 0.0312193 | val_loss: 0.0312231 | Time: 2607.83 ms [2021-01-22 02:02:36 main:574] : INFO : Epoch 662 | loss: 0.03122 | val_loss: 0.0312233 | Time: 2635.18 ms [2021-01-22 02:02:38 main:574] : INFO : Epoch 663 | loss: 0.0312198 | val_loss: 0.0312259 | Time: 2612.88 ms [2021-01-22 02:02:41 main:574] : INFO : Epoch 664 | loss: 0.031221 | val_loss: 0.0312254 | Time: 2578.8 ms [2021-01-22 02:02:44 main:574] : INFO : Epoch 665 | loss: 0.0312199 | val_loss: 0.0312245 | Time: 2666.93 ms [2021-01-22 02:02:47 main:574] : INFO : Epoch 666 | loss: 0.0312207 | val_loss: 0.0312246 | Time: 2554.31 ms [2021-01-22 02:02:49 main:574] : INFO : Epoch 667 | loss: 0.031222 | val_loss: 0.0312354 | Time: 2611.87 ms [2021-01-22 02:02:52 main:574] : INFO : Epoch 668 | loss: 0.0312235 | val_loss: 0.0312236 | Time: 2597.4 ms [2021-01-22 02:02:54 main:574] : INFO : Epoch 669 | loss: 0.0312219 | val_loss: 0.0312244 | Time: 2542.44 ms [2021-01-22 02:02:57 main:574] : INFO : Epoch 670 | loss: 0.0312204 | val_loss: 0.0312228 | Time: 2640.44 ms [2021-01-22 02:03:00 main:574] : INFO : Epoch 671 | loss: 0.0312194 | val_loss: 0.0312228 | Time: 2555.95 ms [2021-01-22 02:03:02 main:574] : INFO : Epoch 672 | loss: 0.0312191 | val_loss: 0.0312231 | Time: 2531.02 ms [2021-01-22 02:03:05 main:574] : INFO : Epoch 673 | loss: 0.0312201 | val_loss: 0.0312217 | Time: 2528.13 ms [2021-01-22 02:03:07 main:574] : INFO : Epoch 674 | loss: 0.0312189 | val_loss: 0.0312228 | Time: 2527.58 ms [2021-01-22 02:03:10 main:574] : INFO : Epoch 675 | loss: 0.0312185 | val_loss: 0.0312218 | Time: 2637.88 ms [2021-01-22 02:03:13 main:574] : INFO : Epoch 676 | loss: 0.0312187 | val_loss: 0.0312233 | Time: 2550.95 ms [2021-01-22 02:03:15 main:574] : INFO : Epoch 677 | loss: 0.0312196 | val_loss: 0.0312212 | Time: 2601.01 ms [2021-01-22 02:03:18 main:574] : INFO : Epoch 678 | loss: 0.0312186 | val_loss: 0.0312225 | Time: 2552.5 ms [2021-01-22 02:03:21 main:574] : INFO : Epoch 679 | loss: 0.0312195 | val_loss: 0.0312254 | Time: 2593.37 ms [2021-01-22 02:03:23 main:574] : INFO : Epoch 680 | loss: 0.0312195 | val_loss: 0.0312225 | Time: 2539.61 ms [2021-01-22 02:03:26 main:574] : INFO : Epoch 681 | loss: 0.0312193 | val_loss: 0.0312216 | Time: 2614.51 ms [2021-01-22 02:03:29 main:574] : INFO : Epoch 682 | loss: 0.0312196 | val_loss: 0.0312212 | Time: 2594.45 ms [2021-01-22 02:03:31 main:574] : INFO : Epoch 683 | loss: 0.0312188 | val_loss: 0.0312209 | Time: 2624.35 ms [2021-01-22 02:03:34 main:574] : INFO : Epoch 684 | loss: 0.0312188 | val_loss: 0.0312213 | Time: 2586.83 ms [2021-01-22 02:03:37 main:574] : INFO : Epoch 685 | loss: 0.0312178 | val_loss: 0.0312208 | Time: 2533.92 ms [2021-01-22 02:03:39 main:574] : INFO : Epoch 686 | loss: 0.0312182 | val_loss: 0.0312213 | Time: 2565.6 ms [2021-01-22 02:03:42 main:574] : INFO : Epoch 687 | loss: 0.0312194 | val_loss: 0.0312214 | Time: 2530.94 ms [2021-01-22 02:03:44 main:574] : INFO : Epoch 688 | loss: 0.0312181 | val_loss: 0.0312247 | Time: 2606.43 ms [2021-01-22 02:03:47 main:574] : INFO : Epoch 689 | loss: 0.0312195 | val_loss: 0.031227 | Time: 2561.71 ms [2021-01-22 02:03:50 main:574] : INFO : Epoch 690 | loss: 0.0312191 | val_loss: 0.0312212 | Time: 2608.43 ms [2021-01-22 02:03:52 main:574] : INFO : Epoch 691 | loss: 0.0312189 | val_loss: 0.0312207 | Time: 2577.26 ms [2021-01-22 02:03:55 main:574] : INFO : Epoch 692 | loss: 0.0312183 | val_loss: 0.0312231 | Time: 2532.72 ms [2021-01-22 02:03:58 main:574] : INFO : Epoch 693 | loss: 0.0312194 | val_loss: 0.0312207 | Time: 2577.6 ms [2021-01-22 02:04:00 main:574] : INFO : Epoch 694 | loss: 0.0312192 | val_loss: 0.0312203 | Time: 2643.5 ms [2021-01-22 02:04:03 main:574] : INFO : Epoch 695 | loss: 0.0312194 | val_loss: 0.0312246 | Time: 2607.1 ms [2021-01-22 02:04:06 main:574] : INFO : Epoch 696 | loss: 0.0312184 | val_loss: 0.0312204 | Time: 2538.11 ms [2021-01-22 02:04:08 main:574] : INFO : Epoch 697 | loss: 0.0312176 | val_loss: 0.0312212 | Time: 2592.7 ms [2021-01-22 02:04:11 main:574] : INFO : Epoch 698 | loss: 0.0312194 | val_loss: 0.0312217 | Time: 2571.39 ms [2021-01-22 02:04:14 main:574] : INFO : Epoch 699 | loss: 0.0312179 | val_loss: 0.0312228 | Time: 2640.05 ms [2021-01-22 02:04:16 main:574] : INFO : Epoch 700 | loss: 0.0312171 | val_loss: 0.0312244 | Time: 2569.83 ms [2021-01-22 02:04:19 main:574] : INFO : Epoch 701 | loss: 0.0312215 | val_loss: 0.0312226 | Time: 2560.45 ms [2021-01-22 02:04:22 main:574] : INFO : Epoch 702 | loss: 0.0312176 | val_loss: 0.0312215 | Time: 2628.81 ms [2021-01-22 02:04:25 main:574] : INFO : Epoch 703 | loss: 0.0312215 | val_loss: 0.0312197 | Time: 2625.59 ms [2021-01-22 02:04:27 main:574] : INFO : Epoch 704 | loss: 0.0312181 | val_loss: 0.0312215 | Time: 2655.86 ms [2021-01-22 02:04:30 main:574] : INFO : Epoch 705 | loss: 0.0312172 | val_loss: 0.0312196 | Time: 2537.64 ms [2021-01-22 02:04:32 main:574] : INFO : Epoch 706 | loss: 0.0312166 | val_loss: 0.0312201 | Time: 2537.49 ms [2021-01-22 02:04:35 main:574] : INFO : Epoch 707 | loss: 0.031218 | val_loss: 0.03122 | Time: 2532.39 ms [2021-01-22 02:04:38 main:574] : INFO : Epoch 708 | loss: 0.0312167 | val_loss: 0.0312198 | Time: 2647.93 ms [2021-01-22 02:04:40 main:574] : INFO : Epoch 709 | loss: 0.0312168 | val_loss: 0.0312217 | Time: 2572.58 ms [2021-01-22 02:04:43 main:574] : INFO : Epoch 710 | loss: 0.0312189 | val_loss: 0.0312202 | Time: 2531.67 ms [2021-01-22 02:04:45 main:574] : INFO : Epoch 711 | loss: 0.0312186 | val_loss: 0.031221 | Time: 2568.81 ms [2021-01-22 02:04:48 main:574] : INFO : Epoch 712 | loss: 0.0312187 | val_loss: 0.0312209 | Time: 2542.73 ms [2021-01-22 02:04:51 main:574] : INFO : Epoch 713 | loss: 0.0312174 | val_loss: 0.0312204 | Time: 2559.07 ms [2021-01-22 02:04:53 main:574] : INFO : Epoch 714 | loss: 0.0312176 | val_loss: 0.0312203 | Time: 2538.7 ms [2021-01-22 02:04:56 main:574] : INFO : Epoch 715 | loss: 0.0312173 | val_loss: 0.0312204 | Time: 2545.23 ms [2021-01-22 02:04:58 main:574] : INFO : Epoch 716 | loss: 0.0312176 | val_loss: 0.0312206 | Time: 2578.7 ms [2021-01-22 02:05:01 main:574] : INFO : Epoch 717 | loss: 0.0312216 | val_loss: 0.0312227 | Time: 2564.31 ms [2021-01-22 02:05:04 main:574] : INFO : Epoch 718 | loss: 0.031219 | val_loss: 0.0312235 | Time: 2587.05 ms [2021-01-22 02:05:06 main:574] : INFO : Epoch 719 | loss: 0.0312183 | val_loss: 0.0312206 | Time: 2618.34 ms [2021-01-22 02:05:09 main:574] : INFO : Epoch 720 | loss: 0.0312178 | val_loss: 0.0312219 | Time: 2617.19 ms [2021-01-22 02:05:12 main:574] : INFO : Epoch 721 | loss: 0.0312184 | val_loss: 0.0312207 | Time: 2591.43 ms [2021-01-22 02:05:14 main:574] : INFO : Epoch 722 | loss: 0.0312176 | val_loss: 0.0312204 | Time: 2561.57 ms [2021-01-22 02:05:17 main:574] : INFO : Epoch 723 | loss: 0.0312173 | val_loss: 0.0312216 | Time: 2624.66 ms [2021-01-22 02:05:20 main:574] : INFO : Epoch 724 | loss: 0.0312179 | val_loss: 0.0312224 | Time: 2605.61 ms [2021-01-22 02:05:22 main:574] : INFO : Epoch 725 | loss: 0.0312177 | val_loss: 0.0312221 | Time: 2567.79 ms [2021-01-22 02:05:25 main:574] : INFO : Epoch 726 | loss: 0.0312187 | val_loss: 0.0312206 | Time: 2589.43 ms [2021-01-22 02:05:28 main:574] : INFO : Epoch 727 | loss: 0.0312186 | val_loss: 0.0312213 | Time: 2605.12 ms [2021-01-22 02:05:30 main:574] : INFO : Epoch 728 | loss: 0.0312186 | val_loss: 0.0312221 | Time: 2584.78 ms [2021-01-22 02:05:33 main:574] : INFO : Epoch 729 | loss: 0.0312181 | val_loss: 0.0312207 | Time: 2615.21 ms [2021-01-22 02:05:36 main:574] : INFO : Epoch 730 | loss: 0.0312194 | val_loss: 0.0312277 | Time: 2561.83 ms [2021-01-22 02:05:38 main:574] : INFO : Epoch 731 | loss: 0.0312198 | val_loss: 0.0312197 | Time: 2560.17 ms [2021-01-22 02:05:41 main:574] : INFO : Epoch 732 | loss: 0.031219 | val_loss: 0.0312194 | Time: 2593.46 ms [2021-01-22 02:05:43 main:574] : INFO : Epoch 733 | loss: 0.0312171 | val_loss: 0.0312199 | Time: 2550.45 ms [2021-01-22 02:05:46 main:574] : INFO : Epoch 734 | loss: 0.031218 | val_loss: 0.031219 | Time: 2559.08 ms [2021-01-22 02:05:49 main:574] : INFO : Epoch 735 | loss: 0.0312172 | val_loss: 0.0312212 | Time: 2530.04 ms [2021-01-22 02:05:51 main:574] : INFO : Epoch 736 | loss: 0.0312198 | val_loss: 0.0312206 | Time: 2557.17 ms [2021-01-22 02:05:54 main:574] : INFO : Epoch 737 | loss: 0.0312182 | val_loss: 0.0312224 | Time: 2536.82 ms [2021-01-22 02:05:56 main:574] : INFO : Epoch 738 | loss: 0.0312181 | val_loss: 0.0312197 | Time: 2548.61 ms [2021-01-22 02:05:59 main:574] : INFO : Epoch 739 | loss: 0.0312184 | val_loss: 0.031224 | Time: 2582.43 ms [2021-01-22 02:06:02 main:574] : INFO : Epoch 740 | loss: 0.0312554 | val_loss: 0.0313034 | Time: 2595.93 ms [2021-01-22 02:06:04 main:574] : INFO : Epoch 741 | loss: 0.0701116 | val_loss: 0.0516438 | Time: 2574.01 ms [2021-01-22 02:06:07 main:574] : INFO : Epoch 742 | loss: 0.0396575 | val_loss: 0.0342694 | Time: 2592.99 ms [2021-01-22 02:06:09 main:574] : INFO : Epoch 743 | loss: 0.0325223 | val_loss: 0.0316567 | Time: 2533.66 ms [2021-01-22 02:06:12 main:574] : INFO : Epoch 744 | loss: 0.0314444 | val_loss: 0.0313789 | Time: 2600.82 ms [2021-01-22 02:06:15 main:574] : INFO : Epoch 745 | loss: 0.0313031 | val_loss: 0.0312708 | Time: 2573.33 ms [2021-01-22 02:06:17 main:574] : INFO : Epoch 746 | loss: 0.0312698 | val_loss: 0.0312633 | Time: 2581.2 ms [2021-01-22 02:06:20 main:574] : INFO : Epoch 747 | loss: 0.0312629 | val_loss: 0.0312594 | Time: 2574.43 ms [2021-01-22 02:06:23 main:574] : INFO : Epoch 748 | loss: 0.031259 | val_loss: 0.0312572 | Time: 2543.03 ms [2021-01-22 02:06:25 main:574] : INFO : Epoch 749 | loss: 0.0312577 | val_loss: 0.0312565 | Time: 2583.33 ms [2021-01-22 02:06:28 main:574] : INFO : Epoch 750 | loss: 0.0312568 | val_loss: 0.0312554 | Time: 2596.9 ms [2021-01-22 02:06:31 main:574] : INFO : Epoch 751 | loss: 0.031256 | val_loss: 0.031255 | Time: 2644.58 ms [2021-01-22 02:06:33 main:574] : INFO : Epoch 752 | loss: 0.0312556 | val_loss: 0.0312545 | Time: 2592.02 ms [2021-01-22 02:06:36 main:574] : INFO : Epoch 753 | loss: 0.0312549 | val_loss: 0.0312538 | Time: 2582.61 ms [2021-01-22 02:06:38 main:574] : INFO : Epoch 754 | loss: 0.0312543 | val_loss: 0.0312534 | Time: 2577.23 ms [2021-01-22 02:06:41 main:574] : INFO : Epoch 755 | loss: 0.031254 | val_loss: 0.0312532 | Time: 2561.18 ms [2021-01-22 02:06:44 main:574] : INFO : Epoch 756 | loss: 0.0312535 | val_loss: 0.0312523 | Time: 2553.2 ms [2021-01-22 02:06:46 main:574] : INFO : Epoch 757 | loss: 0.0312529 | val_loss: 0.0312522 | Time: 2554.79 ms [2021-01-22 02:06:49 main:574] : INFO : Epoch 758 | loss: 0.0312526 | val_loss: 0.0312515 | Time: 2532.48 ms [2021-01-22 02:06:52 main:574] : INFO : Epoch 759 | loss: 0.0312521 | val_loss: 0.0312511 | Time: 2552.36 ms [2021-01-22 02:06:54 main:574] : INFO : Epoch 760 | loss: 0.0312517 | val_loss: 0.0312509 | Time: 2531.66 ms [2021-01-22 02:06:57 main:574] : INFO : Epoch 761 | loss: 0.0312513 | val_loss: 0.0312505 | Time: 2587.9 ms [2021-01-22 02:06:59 main:574] : INFO : Epoch 762 | loss: 0.031251 | val_loss: 0.0312503 | Time: 2554.34 ms [2021-01-22 02:07:02 main:574] : INFO : Epoch 763 | loss: 0.0312509 | val_loss: 0.0312501 | Time: 2589.85 ms [2021-01-22 02:07:05 main:574] : INFO : Epoch 764 | loss: 0.0312504 | val_loss: 0.0312501 | Time: 2568.39 ms [2021-01-22 02:07:07 main:574] : INFO : Epoch 765 | loss: 0.0312501 | val_loss: 0.0312507 | Time: 2622.29 ms [2021-01-22 02:07:10 main:574] : INFO : Epoch 766 | loss: 0.0312499 | val_loss: 0.0312492 | Time: 2597.74 ms [2021-01-22 02:07:13 main:574] : INFO : Epoch 767 | loss: 0.0312494 | val_loss: 0.0312494 | Time: 2608.16 ms [2021-01-22 02:07:15 main:574] : INFO : Epoch 768 | loss: 0.0312493 | val_loss: 0.0312495 | Time: 2611.37 ms [2021-01-22 02:07:18 main:574] : INFO : Epoch 769 | loss: 0.0312489 | val_loss: 0.031248 | Time: 2585.14 ms [2021-01-22 02:07:21 main:574] : INFO : Epoch 770 | loss: 0.0312482 | val_loss: 0.0312477 | Time: 2561.87 ms [2021-01-22 02:07:23 main:574] : INFO : Epoch 771 | loss: 0.0312479 | val_loss: 0.0312475 | Time: 2575.21 ms [2021-01-22 02:07:26 main:574] : INFO : Epoch 772 | loss: 0.0312476 | val_loss: 0.031247 | Time: 2537.54 ms [2021-01-22 02:07:28 main:574] : INFO : Epoch 773 | loss: 0.0312474 | val_loss: 0.0312467 | Time: 2589.79 ms [2021-01-22 02:07:31 main:574] : INFO : Epoch 774 | loss: 0.0312468 | val_loss: 0.0312464 | Time: 2632.52 ms [2021-01-22 02:07:34 main:574] : INFO : Epoch 775 | loss: 0.0312466 | val_loss: 0.0312461 | Time: 2612.58 ms [2021-01-22 02:07:36 main:574] : INFO : Epoch 776 | loss: 0.0312463 | val_loss: 0.0312459 | Time: 2617.04 ms [2021-01-22 02:07:39 main:574] : INFO : Epoch 777 | loss: 0.0312459 | val_loss: 0.0312454 | Time: 2531.76 ms [2021-01-22 02:07:42 main:574] : INFO : Epoch 778 | loss: 0.0312457 | val_loss: 0.0312452 | Time: 2557.95 ms [2021-01-22 02:07:44 main:574] : INFO : Epoch 779 | loss: 0.0312454 | val_loss: 0.0312448 | Time: 2530.16 ms [2021-01-22 02:07:47 main:574] : INFO : Epoch 780 | loss: 0.0312448 | val_loss: 0.0312442 | Time: 2594.3 ms [2021-01-22 02:07:49 main:574] : INFO : Epoch 781 | loss: 0.0312443 | val_loss: 0.0312441 | Time: 2530.77 ms [2021-01-22 02:07:52 main:574] : INFO : Epoch 782 | loss: 0.0312439 | val_loss: 0.0312434 | Time: 2584.1 ms [2021-01-22 02:07:55 main:574] : INFO : Epoch 783 | loss: 0.0312437 | val_loss: 0.0312437 | Time: 2630.2 ms [2021-01-22 02:07:57 main:574] : INFO : Epoch 784 | loss: 0.0312434 | val_loss: 0.0312427 | Time: 2580.76 ms [2021-01-22 02:08:00 main:574] : INFO : Epoch 785 | loss: 0.0312426 | val_loss: 0.0312424 | Time: 2577.64 ms [2021-01-22 02:08:02 main:574] : INFO : Epoch 786 | loss: 0.0312421 | val_loss: 0.0312418 | Time: 2576.81 ms [2021-01-22 02:08:05 main:574] : INFO : Epoch 787 | loss: 0.0312418 | val_loss: 0.0312419 | Time: 2561.5 ms [2021-01-22 02:08:08 main:574] : INFO : Epoch 788 | loss: 0.0312418 | val_loss: 0.0312409 | Time: 2575.19 ms [2021-01-22 02:08:10 main:574] : INFO : Epoch 789 | loss: 0.0312417 | val_loss: 0.0312404 | Time: 2610.87 ms [2021-01-22 02:08:13 main:574] : INFO : Epoch 790 | loss: 0.0312409 | val_loss: 0.0312405 | Time: 2618.93 ms [2021-01-22 02:08:16 main:574] : INFO : Epoch 791 | loss: 0.03124 | val_loss: 0.0312397 | Time: 2574.84 ms [2021-01-22 02:08:18 main:574] : INFO : Epoch 792 | loss: 0.0312393 | val_loss: 0.0312402 | Time: 2604.16 ms [2021-01-22 02:08:21 main:574] : INFO : Epoch 793 | loss: 0.0312389 | val_loss: 0.0312386 | Time: 2564.81 ms [2021-01-22 02:08:24 main:574] : INFO : Epoch 794 | loss: 0.0312381 | val_loss: 0.0312387 | Time: 2593.83 ms [2021-01-22 02:08:26 main:574] : INFO : Epoch 795 | loss: 0.0312379 | val_loss: 0.0312382 | Time: 2548.44 ms [2021-01-22 02:08:29 main:574] : INFO : Epoch 796 | loss: 0.0312375 | val_loss: 0.0312379 | Time: 2582.54 ms [2021-01-22 02:08:31 main:574] : INFO : Epoch 797 | loss: 0.0312372 | val_loss: 0.031237 | Time: 2557.34 ms [2021-01-22 02:08:34 main:574] : INFO : Epoch 798 | loss: 0.0312369 | val_loss: 0.0312383 | Time: 2620.99 ms [2021-01-22 02:08:37 main:574] : INFO : Epoch 799 | loss: 0.031236 | val_loss: 0.0312344 | Time: 2623.84 ms [2021-01-22 02:08:39 main:574] : INFO : Epoch 800 | loss: 0.0312337 | val_loss: 0.0312343 | Time: 2538.14 ms [2021-01-22 02:08:42 main:574] : INFO : Epoch 801 | loss: 0.0312332 | val_loss: 0.0312334 | Time: 2547.98 ms [2021-01-22 02:08:45 main:574] : INFO : Epoch 802 | loss: 0.0312328 | val_loss: 0.0312331 | Time: 2631.68 ms [2021-01-22 02:08:47 main:574] : INFO : Epoch 803 | loss: 0.0312331 | val_loss: 0.0312328 | Time: 2632.73 ms [2021-01-22 02:08:50 main:574] : INFO : Epoch 804 | loss: 0.0312325 | val_loss: 0.0312327 | Time: 2526.97 ms [2021-01-22 02:08:53 main:574] : INFO : Epoch 805 | loss: 0.0312316 | val_loss: 0.0312321 | Time: 2573.6 ms [2021-01-22 02:08:55 main:574] : INFO : Epoch 806 | loss: 0.0312315 | val_loss: 0.0312319 | Time: 2552.57 ms [2021-01-22 02:08:58 main:574] : INFO : Epoch 807 | loss: 0.0312315 | val_loss: 0.0312314 | Time: 2576.97 ms [2021-01-22 02:09:00 main:574] : INFO : Epoch 808 | loss: 0.0312305 | val_loss: 0.0312313 | Time: 2609.39 ms [2021-01-22 02:09:03 main:574] : INFO : Epoch 809 | loss: 0.0312296 | val_loss: 0.03123 | Time: 2609.59 ms [2021-01-22 02:09:06 main:574] : INFO : Epoch 810 | loss: 0.0312292 | val_loss: 0.0312296 | Time: 2613.64 ms [2021-01-22 02:09:08 main:574] : INFO : Epoch 811 | loss: 0.0312288 | val_loss: 0.0312293 | Time: 2553 ms [2021-01-22 02:09:11 main:574] : INFO : Epoch 812 | loss: 0.0312286 | val_loss: 0.0312295 | Time: 2554.93 ms [2021-01-22 02:09:14 main:574] : INFO : Epoch 813 | loss: 0.0312284 | val_loss: 0.0312289 | Time: 2638.4 ms [2021-01-22 02:09:16 main:574] : INFO : Epoch 814 | loss: 0.0312283 | val_loss: 0.0312291 | Time: 2528.52 ms [2021-01-22 02:09:19 main:574] : INFO : Epoch 815 | loss: 0.0312281 | val_loss: 0.0312293 | Time: 2619.36 ms [2021-01-22 02:09:22 main:574] : INFO : Epoch 816 | loss: 0.0312279 | val_loss: 0.0312287 | Time: 2532.39 ms [2021-01-22 02:09:24 main:574] : INFO : Epoch 817 | loss: 0.0312278 | val_loss: 0.0312284 | Time: 2603.06 ms [2021-01-22 02:09:27 main:574] : INFO : Epoch 818 | loss: 0.0312278 | val_loss: 0.0312284 | Time: 2623.68 ms [2021-01-22 02:09:30 main:574] : INFO : Epoch 819 | loss: 0.0312281 | val_loss: 0.0312298 | Time: 2583.03 ms [2021-01-22 02:09:32 main:574] : INFO : Epoch 820 | loss: 0.0312276 | val_loss: 0.031228 | Time: 2662.5 ms [2021-01-22 02:09:35 main:574] : INFO : Epoch 821 | loss: 0.0312275 | val_loss: 0.0312295 | Time: 2562.05 ms [2021-01-22 02:09:38 main:574] : INFO : Epoch 822 | loss: 0.0312286 | val_loss: 0.0312308 | Time: 2592.66 ms [2021-01-22 02:09:40 main:574] : INFO : Epoch 823 | loss: 0.0312276 | val_loss: 0.0312276 | Time: 2570.58 ms [2021-01-22 02:09:43 main:574] : INFO : Epoch 824 | loss: 0.0312266 | val_loss: 0.031228 | Time: 2572.79 ms [2021-01-22 02:09:46 main:574] : INFO : Epoch 825 | loss: 0.0312266 | val_loss: 0.0312273 | Time: 2656.28 ms [2021-01-22 02:09:48 main:574] : INFO : Epoch 826 | loss: 0.0312264 | val_loss: 0.0312273 | Time: 2574.2 ms [2021-01-22 02:09:51 main:574] : INFO : Epoch 827 | loss: 0.0312263 | val_loss: 0.0312272 | Time: 2554.42 ms [2021-01-22 02:09:54 main:574] : INFO : Epoch 828 | loss: 0.0312261 | val_loss: 0.0312274 | Time: 2573.29 ms [2021-01-22 02:09:56 main:574] : INFO : Epoch 829 | loss: 0.0312274 | val_loss: 0.0312284 | Time: 2535.07 ms [2021-01-22 02:09:59 main:574] : INFO : Epoch 830 | loss: 0.0312271 | val_loss: 0.0312309 | Time: 2625.7 ms [2021-01-22 02:10:01 main:574] : INFO : Epoch 831 | loss: 0.0312268 | val_loss: 0.031227 | Time: 2562.44 ms [2021-01-22 02:10:04 main:574] : INFO : Epoch 832 | loss: 0.0312258 | val_loss: 0.0312272 | Time: 2540.61 ms [2021-01-22 02:10:07 main:574] : INFO : Epoch 833 | loss: 0.0312259 | val_loss: 0.0312272 | Time: 2548.78 ms [2021-01-22 02:10:09 main:574] : INFO : Epoch 834 | loss: 0.0312251 | val_loss: 0.0312255 | Time: 2527.95 ms [2021-01-22 02:10:12 main:574] : INFO : Epoch 835 | loss: 0.0312243 | val_loss: 0.0312256 | Time: 2573.7 ms [2021-01-22 02:10:14 main:574] : INFO : Epoch 836 | loss: 0.031224 | val_loss: 0.0312258 | Time: 2525.25 ms [2021-01-22 02:10:17 main:574] : INFO : Epoch 837 | loss: 0.031224 | val_loss: 0.0312252 | Time: 2613.49 ms [2021-01-22 02:10:20 main:574] : INFO : Epoch 838 | loss: 0.0312238 | val_loss: 0.0312266 | Time: 2524.74 ms [2021-01-22 02:10:22 main:574] : INFO : Epoch 839 | loss: 0.0312242 | val_loss: 0.0312255 | Time: 2590.18 ms [2021-01-22 02:10:25 main:574] : INFO : Epoch 840 | loss: 0.0312239 | val_loss: 0.0312244 | Time: 2600.97 ms [2021-01-22 02:10:28 main:574] : INFO : Epoch 841 | loss: 0.0312242 | val_loss: 0.0312256 | Time: 2603.76 ms [2021-01-22 02:10:30 main:574] : INFO : Epoch 842 | loss: 0.0312249 | val_loss: 0.0312331 | Time: 2549.41 ms [2021-01-22 02:10:33 main:574] : INFO : Epoch 843 | loss: 0.0312275 | val_loss: 0.031229 | Time: 2574.58 ms [2021-01-22 02:10:35 main:574] : INFO : Epoch 844 | loss: 0.0312241 | val_loss: 0.0312273 | Time: 2570.19 ms [2021-01-22 02:10:38 main:574] : INFO : Epoch 845 | loss: 0.0312235 | val_loss: 0.0312242 | Time: 2552.79 ms [2021-01-22 02:10:41 main:574] : INFO : Epoch 846 | loss: 0.0312234 | val_loss: 0.0312246 | Time: 2594.26 ms [2021-01-22 02:10:43 main:574] : INFO : Epoch 847 | loss: 0.0312233 | val_loss: 0.031225 | Time: 2573.5 ms [2021-01-22 02:10:46 main:574] : INFO : Epoch 848 | loss: 0.0312233 | val_loss: 0.0312253 | Time: 2641.6 ms [2021-01-22 02:10:49 main:574] : INFO : Epoch 849 | loss: 0.0312242 | val_loss: 0.0312242 | Time: 2562.12 ms [2021-01-22 02:10:51 main:574] : INFO : Epoch 850 | loss: 0.0312233 | val_loss: 0.0312237 | Time: 2570.43 ms [2021-01-22 02:10:54 main:574] : INFO : Epoch 851 | loss: 0.0312232 | val_loss: 0.0312238 | Time: 2576.45 ms [2021-01-22 02:10:57 main:574] : INFO : Epoch 852 | loss: 0.0312239 | val_loss: 0.0312237 | Time: 2591.79 ms [2021-01-22 02:10:59 main:574] : INFO : Epoch 853 | loss: 0.0312244 | val_loss: 0.0312254 | Time: 2588.1 ms [2021-01-22 02:11:02 main:574] : INFO : Epoch 854 | loss: 0.0312245 | val_loss: 0.0312237 | Time: 2589.83 ms [2021-01-22 02:11:05 main:574] : INFO : Epoch 855 | loss: 0.0312246 | val_loss: 0.0312258 | Time: 2603.67 ms [2021-01-22 02:11:07 main:574] : INFO : Epoch 856 | loss: 0.031225 | val_loss: 0.0312241 | Time: 2632.41 ms [2021-01-22 02:11:10 main:574] : INFO : Epoch 857 | loss: 0.0312235 | val_loss: 0.0312261 | Time: 2547.27 ms [2021-01-22 02:11:13 main:574] : INFO : Epoch 858 | loss: 0.0312247 | val_loss: 0.0312242 | Time: 2597.33 ms [2021-01-22 02:11:15 main:574] : INFO : Epoch 859 | loss: 0.0312233 | val_loss: 0.0312238 | Time: 2619.58 ms [2021-01-22 02:11:18 main:574] : INFO : Epoch 860 | loss: 0.0312225 | val_loss: 0.0312242 | Time: 2602.79 ms [2021-01-22 02:11:21 main:574] : INFO : Epoch 861 | loss: 0.0312228 | val_loss: 0.031224 | Time: 2555.59 ms [2021-01-22 02:11:23 main:574] : INFO : Epoch 862 | loss: 0.0312228 | val_loss: 0.0312238 | Time: 2599.78 ms [2021-01-22 02:11:26 main:574] : INFO : Epoch 863 | loss: 0.031223 | val_loss: 0.0312254 | Time: 2579.5 ms [2021-01-22 02:11:29 main:574] : INFO : Epoch 864 | loss: 0.0312229 | val_loss: 0.0312234 | Time: 2621.77 ms [2021-01-22 02:11:31 main:574] : INFO : Epoch 865 | loss: 0.0312232 | val_loss: 0.0312241 | Time: 2588.99 ms [2021-01-22 02:11:34 main:574] : INFO : Epoch 866 | loss: 0.0312231 | val_loss: 0.0312269 | Time: 2541.91 ms [2021-01-22 02:11:36 main:574] : INFO : Epoch 867 | loss: 0.0312238 | val_loss: 0.0312234 | Time: 2530.92 ms [2021-01-22 02:11:39 main:574] : INFO : Epoch 868 | loss: 0.0312235 | val_loss: 0.0312234 | Time: 2608 ms [2021-01-22 02:11:42 main:574] : INFO : Epoch 869 | loss: 0.0312241 | val_loss: 0.0312241 | Time: 2548.06 ms [2021-01-22 02:11:44 main:574] : INFO : Epoch 870 | loss: 0.0312244 | val_loss: 0.0312239 | Time: 2640.08 ms [2021-01-22 02:11:47 main:574] : INFO : Epoch 871 | loss: 0.0312229 | val_loss: 0.0312238 | Time: 2603.55 ms [2021-01-22 02:11:50 main:574] : INFO : Epoch 872 | loss: 0.0312231 | val_loss: 0.0312246 | Time: 2609.86 ms [2021-01-22 02:11:52 main:574] : INFO : Epoch 873 | loss: 0.0312228 | val_loss: 0.0312236 | Time: 2530.41 ms [2021-01-22 02:11:55 main:574] : INFO : Epoch 874 | loss: 0.0312225 | val_loss: 0.0312234 | Time: 2673.81 ms [2021-01-22 02:11:58 main:574] : INFO : Epoch 875 | loss: 0.0312231 | val_loss: 0.0312248 | Time: 2610.67 ms [2021-01-22 02:12:01 main:574] : INFO : Epoch 876 | loss: 0.0312239 | val_loss: 0.0312235 | Time: 2616.09 ms [2021-01-22 02:12:03 main:574] : INFO : Epoch 877 | loss: 0.031224 | val_loss: 0.0312227 | Time: 2539.65 ms [2021-01-22 02:12:06 main:574] : INFO : Epoch 878 | loss: 0.0312221 | val_loss: 0.0312229 | Time: 2678.86 ms [2021-01-22 02:12:09 main:574] : INFO : Epoch 879 | loss: 0.0312221 | val_loss: 0.031223 | Time: 2625.51 ms [2021-01-22 02:12:11 main:574] : INFO : Epoch 880 | loss: 0.031222 | val_loss: 0.0312239 | Time: 2580.15 ms [2021-01-22 02:12:14 main:574] : INFO : Epoch 881 | loss: 0.0312233 | val_loss: 0.0312242 | Time: 2553.73 ms [2021-01-22 02:12:16 main:574] : INFO : Epoch 882 | loss: 0.031223 | val_loss: 0.031225 | Time: 2581.21 ms [2021-01-22 02:12:19 main:574] : INFO : Epoch 883 | loss: 0.0312219 | val_loss: 0.031224 | Time: 2661.94 ms [2021-01-22 02:12:22 main:574] : INFO : Epoch 884 | loss: 0.031225 | val_loss: 0.0312297 | Time: 2599.04 ms [2021-01-22 02:12:25 main:574] : INFO : Epoch 885 | loss: 0.0312272 | val_loss: 0.0312273 | Time: 2624.86 ms [2021-01-22 02:12:27 main:574] : INFO : Epoch 886 | loss: 0.0312238 | val_loss: 0.0312244 | Time: 2538.03 ms [2021-01-22 02:12:30 main:574] : INFO : Epoch 887 | loss: 0.0312225 | val_loss: 0.0312231 | Time: 2626.42 ms [2021-01-22 02:12:33 main:574] : INFO : Epoch 888 | loss: 0.0312225 | val_loss: 0.0312268 | Time: 2639.97 ms [2021-01-22 02:12:35 main:574] : INFO : Epoch 889 | loss: 0.0312225 | val_loss: 0.0312242 | Time: 2635.86 ms [2021-01-22 02:12:38 main:574] : INFO : Epoch 890 | loss: 0.0312234 | val_loss: 0.0312262 | Time: 2578.06 ms [2021-01-22 02:12:41 main:574] : INFO : Epoch 891 | loss: 0.0312231 | val_loss: 0.0312233 | Time: 2651.77 ms [2021-01-22 02:12:43 main:574] : INFO : Epoch 892 | loss: 0.0312227 | val_loss: 0.0312246 | Time: 2645.8 ms [2021-01-22 02:12:46 main:574] : INFO : Epoch 893 | loss: 0.0312225 | val_loss: 0.0312238 | Time: 2620.87 ms [2021-01-22 02:12:49 main:574] : INFO : Epoch 894 | loss: 0.0312228 | val_loss: 0.0312236 | Time: 2576.09 ms [2021-01-22 02:12:51 main:574] : INFO : Epoch 895 | loss: 0.0312226 | val_loss: 0.0312223 | Time: 2625.61 ms [2021-01-22 02:12:54 main:574] : INFO : Epoch 896 | loss: 0.0312228 | val_loss: 0.0312223 | Time: 2609.25 ms [2021-01-22 02:12:57 main:574] : INFO : Epoch 897 | loss: 0.0312221 | val_loss: 0.0312229 | Time: 2577.03 ms [2021-01-22 02:12:59 main:574] : INFO : Epoch 898 | loss: 0.0312221 | val_loss: 0.0312249 | Time: 2552.03 ms [2021-01-22 02:13:02 main:574] : INFO : Epoch 899 | loss: 0.0312226 | val_loss: 0.0312239 | Time: 2530.9 ms [2021-01-22 02:13:05 main:574] : INFO : Epoch 900 | loss: 0.0312232 | val_loss: 0.0312246 | Time: 2579.56 ms [2021-01-22 02:13:07 main:574] : INFO : Epoch 901 | loss: 0.0312236 | val_loss: 0.031224 | Time: 2576.45 ms [2021-01-22 02:13:10 main:574] : INFO : Epoch 902 | loss: 0.0312219 | val_loss: 0.0312222 | Time: 2628.46 ms [2021-01-22 02:13:13 main:574] : INFO : Epoch 903 | loss: 0.0312237 | val_loss: 0.0312252 | Time: 2589.45 ms [2021-01-22 02:13:15 main:574] : INFO : Epoch 904 | loss: 0.0312235 | val_loss: 0.031224 | Time: 2561.14 ms [2021-01-22 02:13:18 main:574] : INFO : Epoch 905 | loss: 0.0312234 | val_loss: 0.0312246 | Time: 2618.22 ms [2021-01-22 02:13:20 main:574] : INFO : Epoch 906 | loss: 0.0312222 | val_loss: 0.0312229 | Time: 2600.19 ms [2021-01-22 02:13:23 main:574] : INFO : Epoch 907 | loss: 0.0312234 | val_loss: 0.0312262 | Time: 2563.05 ms [2021-01-22 02:13:26 main:574] : INFO : Epoch 908 | loss: 0.0312225 | val_loss: 0.0312238 | Time: 2650.9 ms [2021-01-22 02:13:28 main:574] : INFO : Epoch 909 | loss: 0.0312216 | val_loss: 0.0312222 | Time: 2596.8 ms [2021-01-22 02:13:31 main:574] : INFO : Epoch 910 | loss: 0.0312209 | val_loss: 0.0312217 | Time: 2553.11 ms [2021-01-22 02:13:34 main:574] : INFO : Epoch 911 | loss: 0.0312207 | val_loss: 0.0312212 | Time: 2608.24 ms [2021-01-22 02:13:36 main:574] : INFO : Epoch 912 | loss: 0.0312209 | val_loss: 0.0312208 | Time: 2543.93 ms [2021-01-22 02:13:39 main:574] : INFO : Epoch 913 | loss: 0.0312207 | val_loss: 0.0312204 | Time: 2592.32 ms [2021-01-22 02:13:42 main:574] : INFO : Epoch 914 | loss: 0.0312204 | val_loss: 0.0312214 | Time: 2559.35 ms [2021-01-22 02:13:44 main:574] : INFO : Epoch 915 | loss: 0.0312217 | val_loss: 0.0312218 | Time: 2628.28 ms [2021-01-22 02:13:47 main:574] : INFO : Epoch 916 | loss: 0.0312216 | val_loss: 0.0312211 | Time: 2639.45 ms [2021-01-22 02:13:50 main:574] : INFO : Epoch 917 | loss: 0.0312216 | val_loss: 0.0312262 | Time: 2584.26 ms [2021-01-22 02:13:52 main:574] : INFO : Epoch 918 | loss: 0.0312231 | val_loss: 0.0312278 | Time: 2545.6 ms [2021-01-22 02:13:55 main:574] : INFO : Epoch 919 | loss: 0.0312264 | val_loss: 0.0312199 | Time: 2623.83 ms [2021-01-22 02:13:57 main:574] : INFO : Epoch 920 | loss: 0.0312224 | val_loss: 0.0312224 | Time: 2533.13 ms [2021-01-22 02:14:00 main:574] : INFO : Epoch 921 | loss: 0.0312226 | val_loss: 0.0312198 | Time: 2542.68 ms [2021-01-22 02:14:03 main:574] : INFO : Epoch 922 | loss: 0.0312202 | val_loss: 0.0312208 | Time: 2530.72 ms [2021-01-22 02:14:05 main:574] : INFO : Epoch 923 | loss: 0.0312207 | val_loss: 0.031224 | Time: 2687.09 ms [2021-01-22 02:14:08 main:574] : INFO : Epoch 924 | loss: 0.031221 | val_loss: 0.0312206 | Time: 2536.15 ms [2021-01-22 02:14:11 main:574] : INFO : Epoch 925 | loss: 0.031221 | val_loss: 0.0312204 | Time: 2578.14 ms [2021-01-22 02:14:13 main:574] : INFO : Epoch 926 | loss: 0.0312251 | val_loss: 0.0312209 | Time: 2572.27 ms [2021-01-22 02:14:16 main:574] : INFO : Epoch 927 | loss: 0.0312233 | val_loss: 0.0312223 | Time: 2597.27 ms [2021-01-22 02:14:19 main:574] : INFO : Epoch 928 | loss: 0.0312228 | val_loss: 0.0312256 | Time: 2624.36 ms [2021-01-22 02:14:21 main:574] : INFO : Epoch 929 | loss: 0.0312209 | val_loss: 0.0312196 | Time: 2586.92 ms [2021-01-22 02:14:24 main:574] : INFO : Epoch 930 | loss: 0.0312194 | val_loss: 0.0312195 | Time: 2571.1 ms [2021-01-22 02:14:27 main:574] : INFO : Epoch 931 | loss: 0.0312204 | val_loss: 0.0312241 | Time: 2593.3 ms [2021-01-22 02:14:29 main:574] : INFO : Epoch 932 | loss: 0.03122 | val_loss: 0.0312199 | Time: 2571.18 ms [2021-01-22 02:14:32 main:574] : INFO : Epoch 933 | loss: 0.0312191 | val_loss: 0.0312206 | Time: 2575.7 ms [2021-01-22 02:14:34 main:574] : INFO : Epoch 934 | loss: 0.0312208 | val_loss: 0.0312228 | Time: 2572.82 ms [2021-01-22 02:14:37 main:574] : INFO : Epoch 935 | loss: 0.0312212 | val_loss: 0.0312213 | Time: 2527.93 ms [2021-01-22 02:14:40 main:574] : INFO : Epoch 936 | loss: 0.0312188 | val_loss: 0.0312199 | Time: 2631.08 ms [2021-01-22 02:14:42 main:574] : INFO : Epoch 937 | loss: 0.0312186 | val_loss: 0.03122 | Time: 2622.95 ms [2021-01-22 02:14:45 main:574] : INFO : Epoch 938 | loss: 0.0312186 | val_loss: 0.0312188 | Time: 2575.19 ms [2021-01-22 02:14:48 main:574] : INFO : Epoch 939 | loss: 0.0312193 | val_loss: 0.0312185 | Time: 2630.98 ms [2021-01-22 02:14:50 main:574] : INFO : Epoch 940 | loss: 0.0312189 | val_loss: 0.0312216 | Time: 2528.43 ms [2021-01-22 02:14:53 main:574] : INFO : Epoch 941 | loss: 0.0312219 | val_loss: 0.031234 | Time: 2539.63 ms [2021-01-22 02:14:55 main:574] : INFO : Epoch 942 | loss: 0.0312219 | val_loss: 0.0312192 | Time: 2545.53 ms [2021-01-22 02:14:58 main:574] : INFO : Epoch 943 | loss: 0.0312192 | val_loss: 0.0312186 | Time: 2543.01 ms [2021-01-22 02:15:01 main:574] : INFO : Epoch 944 | loss: 0.0312195 | val_loss: 0.0312189 | Time: 2563.91 ms [2021-01-22 02:15:03 main:574] : INFO : Epoch 945 | loss: 0.0312196 | val_loss: 0.0312199 | Time: 2549.82 ms [2021-01-22 02:15:06 main:574] : INFO : Epoch 946 | loss: 0.0312213 | val_loss: 0.0312227 | Time: 2528.87 ms [2021-01-22 02:15:08 main:574] : INFO : Epoch 947 | loss: 0.0312203 | val_loss: 0.0312182 | Time: 2583.6 ms [2021-01-22 02:15:11 main:574] : INFO : Epoch 948 | loss: 0.0312183 | val_loss: 0.0312187 | Time: 2575.96 ms [2021-01-22 02:15:14 main:574] : INFO : Epoch 949 | loss: 0.0312181 | val_loss: 0.0312183 | Time: 2603.3 ms [2021-01-22 02:15:16 main:574] : INFO : Epoch 950 | loss: 0.0312195 | val_loss: 0.0312279 | Time: 2610.63 ms [2021-01-22 02:15:19 main:574] : INFO : Epoch 951 | loss: 0.0312203 | val_loss: 0.0312184 | Time: 2606.06 ms [2021-01-22 02:15:22 main:574] : INFO : Epoch 952 | loss: 0.0312198 | val_loss: 0.0312217 | Time: 2529.72 ms [2021-01-22 02:15:24 main:574] : INFO : Epoch 953 | loss: 0.0312211 | val_loss: 0.0312195 | Time: 2545.06 ms [2021-01-22 02:15:27 main:574] : INFO : Epoch 954 | loss: 0.0312188 | val_loss: 0.0312182 | Time: 2556.6 ms [2021-01-22 02:15:29 main:574] : INFO : Epoch 955 | loss: 0.0312199 | val_loss: 0.0312183 | Time: 2620.11 ms [2021-01-22 02:15:32 main:574] : INFO : Epoch 956 | loss: 0.0312207 | val_loss: 0.0312202 | Time: 2544.3 ms [2021-01-22 02:15:35 main:574] : INFO : Epoch 957 | loss: 0.0312202 | val_loss: 0.0312195 | Time: 2550.35 ms [2021-01-22 02:15:37 main:574] : INFO : Epoch 958 | loss: 0.0312195 | val_loss: 0.0312186 | Time: 2593.09 ms [2021-01-22 02:15:40 main:574] : INFO : Epoch 959 | loss: 0.0312199 | val_loss: 0.031221 | Time: 2539.49 ms [2021-01-22 02:15:43 main:574] : INFO : Epoch 960 | loss: 0.0312194 | val_loss: 0.0312193 | Time: 2627.39 ms [2021-01-22 02:15:45 main:574] : INFO : Epoch 961 | loss: 0.0312216 | val_loss: 0.031225 | Time: 2575.92 ms [2021-01-22 02:15:48 main:574] : INFO : Epoch 962 | loss: 0.031221 | val_loss: 0.0312234 | Time: 2559.78 ms [2021-01-22 02:15:51 main:574] : INFO : Epoch 963 | loss: 0.03122 | val_loss: 0.0312204 | Time: 2605.29 ms [2021-01-22 02:15:53 main:574] : INFO : Epoch 964 | loss: 0.0312198 | val_loss: 0.0312184 | Time: 2625.46 ms [2021-01-22 02:15:56 main:574] : INFO : Epoch 965 | loss: 0.0312207 | val_loss: 0.0312225 | Time: 2634.02 ms [2021-01-22 02:15:58 main:574] : INFO : Epoch 966 | loss: 0.0312212 | val_loss: 0.031221 | Time: 2560.05 ms [2021-01-22 02:16:01 main:574] : INFO : Epoch 967 | loss: 0.03122 | val_loss: 0.0312195 | Time: 2578.52 ms [2021-01-22 02:16:04 main:574] : INFO : Epoch 968 | loss: 0.0312187 | val_loss: 0.0312196 | Time: 2607.41 ms [2021-01-22 02:16:06 main:574] : INFO : Epoch 969 | loss: 0.0312184 | val_loss: 0.0312178 | Time: 2552.75 ms [2021-01-22 02:16:09 main:574] : INFO : Epoch 970 | loss: 0.0312181 | val_loss: 0.031219 | Time: 2568.63 ms [2021-01-22 02:16:12 main:574] : INFO : Epoch 971 | loss: 0.0312224 | val_loss: 0.0312188 | Time: 2601.35 ms [2021-01-22 02:16:14 main:574] : INFO : Epoch 972 | loss: 0.031219 | val_loss: 0.0312225 | Time: 2595.83 ms [2021-01-22 02:16:17 main:574] : INFO : Epoch 973 | loss: 0.0312192 | val_loss: 0.0312211 | Time: 2617.49 ms [2021-01-22 02:16:20 main:574] : INFO : Epoch 974 | loss: 0.0312195 | val_loss: 0.0312205 | Time: 2602.14 ms [2021-01-22 02:16:22 main:574] : INFO : Epoch 975 | loss: 0.0312195 | val_loss: 0.0312289 | Time: 2624.51 ms [2021-01-22 02:16:25 main:574] : INFO : Epoch 976 | loss: 0.031221 | val_loss: 0.0312179 | Time: 2572.43 ms [2021-01-22 02:16:28 main:574] : INFO : Epoch 977 | loss: 0.0312258 | val_loss: 0.0312184 | Time: 2533.29 ms [2021-01-22 02:16:30 main:574] : INFO : Epoch 978 | loss: 0.0312215 | val_loss: 0.0312203 | Time: 2604.16 ms [2021-01-22 02:16:33 main:574] : INFO : Epoch 979 | loss: 0.0312185 | val_loss: 0.0312194 | Time: 2596.02 ms [2021-01-22 02:16:36 main:574] : INFO : Epoch 980 | loss: 0.0312201 | val_loss: 0.0312184 | Time: 2580.9 ms [2021-01-22 02:16:38 main:574] : INFO : Epoch 981 | loss: 0.0312193 | val_loss: 0.0312191 | Time: 2551.89 ms [2021-01-22 02:16:41 main:574] : INFO : Epoch 982 | loss: 0.0312192 | val_loss: 0.0312189 | Time: 2540.49 ms [2021-01-22 02:16:44 main:574] : INFO : Epoch 983 | loss: 0.0312187 | val_loss: 0.0312185 | Time: 2572.03 ms [2021-01-22 02:16:46 main:574] : INFO : Epoch 984 | loss: 0.031218 | val_loss: 0.0312189 | Time: 2589.95 ms [2021-01-22 02:16:49 main:574] : INFO : Epoch 985 | loss: 0.0312212 | val_loss: 0.0312179 | Time: 2579.3 ms [2021-01-22 02:16:52 main:574] : INFO : Epoch 986 | loss: 0.0312235 | val_loss: 0.0312219 | Time: 2592.85 ms [2021-01-22 02:16:54 main:574] : INFO : Epoch 987 | loss: 0.0312186 | val_loss: 0.0312218 | Time: 2606.86 ms [2021-01-22 02:16:57 main:574] : INFO : Epoch 988 | loss: 0.0312212 | val_loss: 0.0312197 | Time: 2578.59 ms [2021-01-22 02:16:59 main:574] : INFO : Epoch 989 | loss: 0.031218 | val_loss: 0.0312193 | Time: 2542.3 ms [2021-01-22 02:17:02 main:574] : INFO : Epoch 990 | loss: 0.0312189 | val_loss: 0.0312187 | Time: 2533.09 ms [2021-01-22 02:17:05 main:574] : INFO : Epoch 991 | loss: 0.0312215 | val_loss: 0.0312368 | Time: 2592.85 ms [2021-01-22 02:17:07 main:574] : INFO : Epoch 992 | loss: 0.0312226 | val_loss: 0.031219 | Time: 2608.71 ms [2021-01-22 02:17:10 main:574] : INFO : Epoch 993 | loss: 0.0312183 | val_loss: 0.031218 | Time: 2615.07 ms [2021-01-22 02:17:13 main:574] : INFO : Epoch 994 | loss: 0.0312204 | val_loss: 0.0312179 | Time: 2574.67 ms [2021-01-22 02:17:15 main:574] : INFO : Epoch 995 | loss: 0.0312188 | val_loss: 0.0312183 | Time: 2574.07 ms [2021-01-22 02:17:18 main:574] : INFO : Epoch 996 | loss: 0.0312207 | val_loss: 0.0312199 | Time: 2603.31 ms [2021-01-22 02:17:21 main:574] : INFO : Epoch 997 | loss: 0.0312191 | val_loss: 0.0312194 | Time: 2556.28 ms [2021-01-22 02:17:23 main:574] : INFO : Epoch 998 | loss: 0.0312198 | val_loss: 0.0312239 | Time: 2550.69 ms [2021-01-22 02:17:26 main:574] : INFO : Epoch 999 | loss: 0.0312213 | val_loss: 0.031221 | Time: 2607.57 ms [2021-01-22 02:17:29 main:574] : INFO : Epoch 1000 | loss: 0.0312195 | val_loss: 0.0312222 | Time: 2586.92 ms [2021-01-22 02:17:31 main:574] : INFO : Epoch 1001 | loss: 0.0312198 | val_loss: 0.0312199 | Time: 2537.94 ms [2021-01-22 02:17:34 main:574] : INFO : Epoch 1002 | loss: 0.0312215 | val_loss: 0.031228 | Time: 2531.76 ms [2021-01-22 02:17:36 main:574] : INFO : Epoch 1003 | loss: 0.0312256 | val_loss: 0.0312183 | Time: 2568.85 ms [2021-01-22 02:17:39 main:574] : INFO : Epoch 1004 | loss: 0.0312225 | val_loss: 0.0312242 | Time: 2615.19 ms [2021-01-22 02:17:42 main:574] : INFO : Epoch 1005 | loss: 0.0312213 | val_loss: 0.0312204 | Time: 2628.41 ms [2021-01-22 02:17:44 main:574] : INFO : Epoch 1006 | loss: 0.0312195 | val_loss: 0.0312188 | Time: 2638.91 ms [2021-01-22 02:17:47 main:574] : INFO : Epoch 1007 | loss: 0.0312187 | val_loss: 0.0312206 | Time: 2583.73 ms [2021-01-22 02:17:50 main:574] : INFO : Epoch 1008 | loss: 0.0312197 | val_loss: 0.0312184 | Time: 2590.34 ms [2021-01-22 02:17:52 main:574] : INFO : Epoch 1009 | loss: 0.0312181 | val_loss: 0.0312189 | Time: 2573.33 ms [2021-01-22 02:17:55 main:574] : INFO : Epoch 1010 | loss: 0.0312195 | val_loss: 0.0312178 | Time: 2591.28 ms [2021-01-22 02:17:58 main:574] : INFO : Epoch 1011 | loss: 0.0312181 | val_loss: 0.0312174 | Time: 2623.52 ms [2021-01-22 02:18:00 main:574] : INFO : Epoch 1012 | loss: 0.0312181 | val_loss: 0.0312191 | Time: 2620.57 ms [2021-01-22 02:18:03 main:574] : INFO : Epoch 1013 | loss: 0.0312206 | val_loss: 0.0312216 | Time: 2550.26 ms [2021-01-22 02:18:06 main:574] : INFO : Epoch 1014 | loss: 0.0312208 | val_loss: 0.0312182 | Time: 2554.01 ms [2021-01-22 02:18:08 main:574] : INFO : Epoch 1015 | loss: 0.0312198 | val_loss: 0.0312197 | Time: 2560.23 ms [2021-01-22 02:18:11 main:574] : INFO : Epoch 1016 | loss: 0.0312183 | val_loss: 0.0312176 | Time: 2610.3 ms [2021-01-22 02:18:14 main:574] : INFO : Epoch 1017 | loss: 0.0312177 | val_loss: 0.0312195 | Time: 2574.04 ms [2021-01-22 02:18:16 main:574] : INFO : Epoch 1018 | loss: 0.0312186 | val_loss: 0.0312184 | Time: 2569.71 ms [2021-01-22 02:18:19 main:574] : INFO : Epoch 1019 | loss: 0.0312179 | val_loss: 0.0312174 | Time: 2586.4 ms [2021-01-22 02:18:22 main:574] : INFO : Epoch 1020 | loss: 0.0312184 | val_loss: 0.0312196 | Time: 2665.33 ms [2021-01-22 02:18:24 main:574] : INFO : Epoch 1021 | loss: 0.03122 | val_loss: 0.0312177 | Time: 2576.98 ms [2021-01-22 02:18:27 main:574] : INFO : Epoch 1022 | loss: 0.0312181 | val_loss: 0.031219 | Time: 2641.33 ms [2021-01-22 02:18:30 main:574] : INFO : Epoch 1023 | loss: 0.0312214 | val_loss: 0.0312183 | Time: 2615.24 ms [2021-01-22 02:18:32 main:574] : INFO : Epoch 1024 | loss: 0.0312217 | val_loss: 0.0312224 | Time: 2554.9 ms [2021-01-22 02:18:32 main:597] : INFO : Saving trained model to model-final.pt, val_loss 0.0312224 [2021-01-22 02:18:32 main:603] : INFO : Saving end state to config to file [2021-01-22 02:18:32 main:608] : INFO : Success, exiting.. 02:18:32 (9252): called boinc_finish(0) </stderr_txt> 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©2022 MLC@Home Team
A project of the Cognition, Robotics, and Learning (CORAL) Lab at the University of Maryland, Baltimore County (UMBC)