| Name | EightBitModified-1605930872-31336-0_0 |
| Workunit | 1361603 |
| Created | 21 Nov 2020, 3:54:34 UTC |
| Sent | 24 Nov 2020, 23:12:49 UTC |
| Report deadline | 2 Dec 2020, 23:12:49 UTC |
| Received | 25 Nov 2020, 5:52:43 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 4379 |
| Run time | 38 min 30 sec |
| CPU time | 37 min 51 sec |
| Validate state | Valid |
| Credit | 2,080.00 |
| Device peak FLOPS | 4,493.80 GFLOPS |
| Application version | Machine Learning Dataset Generator (GPU) v9.80 (cuda10200) x86_64-pc-linux-gnu |
| Peak working set size | 2.33 GB |
| Peak swap size | 10.47 GB |
| Peak disk usage | 2.98 GB |
<core_client_version>7.16.11</core_client_version> <![CDATA[ <stderr_txt> INFO : Epoch 526 | loss: 0.000233756 | val_loss: 0.000247514 | Time: 2420.99 ms [2020-11-24 23:34:30 main:581] : INFO : Epoch 527 | loss: 0.00022945 | val_loss: 0.000243435 | Time: 2414.44 ms [2020-11-24 23:34:32 main:581] : INFO : Epoch 528 | loss: 0.000225623 | val_loss: 0.000239532 | Time: 2308.13 ms [2020-11-24 23:34:34 main:581] : INFO : Epoch 529 | loss: 0.000222069 | val_loss: 0.000235749 | Time: 2312.92 ms [2020-11-24 23:34:37 main:581] : INFO : Epoch 530 | loss: 0.000218762 | val_loss: 0.000232346 | Time: 2289.26 ms [2020-11-24 23:34:39 main:581] : INFO : Epoch 531 | loss: 0.000215684 | val_loss: 0.00022918 | Time: 2392.03 ms [2020-11-24 23:34:41 main:581] : INFO : Epoch 532 | loss: 0.00021215 | val_loss: 0.000226612 | Time: 2331.94 ms [2020-11-24 23:34:44 main:581] : INFO : Epoch 533 | loss: 0.000210165 | val_loss: 0.000225801 | Time: 2296.96 ms [2020-11-24 23:34:46 main:581] : INFO : Epoch 534 | loss: 0.000207993 | val_loss: 0.000228558 | Time: 2336.86 ms [2020-11-24 23:34:48 main:581] : INFO : Epoch 535 | loss: 0.000261668 | val_loss: 0.000222966 | Time: 2345.24 ms [2020-11-24 23:34:51 main:581] : INFO : Epoch 536 | loss: 0.000213322 | val_loss: 0.00022335 | Time: 2304.11 ms [2020-11-24 23:34:53 main:581] : INFO : Epoch 537 | loss: 0.000201273 | val_loss: 0.000213313 | Time: 2279.8 ms [2020-11-24 23:34:56 main:581] : INFO : Epoch 538 | loss: 0.000197129 | val_loss: 0.000211413 | Time: 2708.47 ms [2020-11-24 23:34:58 main:581] : INFO : Epoch 539 | loss: 0.000194317 | val_loss: 0.000208788 | Time: 2406.65 ms [2020-11-24 23:35:00 main:581] : INFO : Epoch 540 | loss: 0.00019513 | val_loss: 0.000214049 | Time: 2350.64 ms [2020-11-24 23:35:03 main:581] : INFO : Epoch 541 | loss: 0.000245023 | val_loss: 0.0002059 | Time: 2366.31 ms [2020-11-24 23:35:05 main:581] : INFO : Epoch 542 | loss: 0.000200478 | val_loss: 0.000222403 | Time: 2346.57 ms [2020-11-24 23:35:08 main:581] : INFO : Epoch 543 | loss: 0.000223783 | val_loss: 0.000228336 | Time: 2371.96 ms [2020-11-24 23:35:10 main:581] : INFO : Epoch 544 | loss: 0.000193215 | val_loss: 0.000203269 | Time: 2342.29 ms [2020-11-24 23:35:12 main:581] : INFO : Epoch 545 | loss: 0.000184209 | val_loss: 0.000196554 | Time: 2333.09 ms [2020-11-24 23:35:15 main:581] : INFO : Epoch 546 | loss: 0.000181162 | val_loss: 0.000194839 | Time: 2298.05 ms [2020-11-24 23:35:17 main:581] : INFO : Epoch 547 | loss: 0.000187739 | val_loss: 0.000268747 | Time: 2290.76 ms [2020-11-24 23:35:19 main:581] : INFO : Epoch 548 | loss: 0.000280992 | val_loss: 0.000235978 | Time: 2366.57 ms [2020-11-24 23:35:22 main:581] : INFO : Epoch 549 | loss: 0.000190504 | val_loss: 0.000192023 | Time: 2417.37 ms [2020-11-24 23:35:24 main:581] : INFO : Epoch 550 | loss: 0.000177659 | val_loss: 0.000190743 | Time: 2408.49 ms [2020-11-24 23:35:26 main:581] : INFO : Epoch 551 | loss: 0.000173972 | val_loss: 0.000187552 | Time: 2286.04 ms [2020-11-24 23:35:29 main:581] : INFO : Epoch 552 | loss: 0.000171995 | val_loss: 0.000186242 | Time: 2293.88 ms [2020-11-24 23:35:31 main:581] : INFO : Epoch 553 | loss: 0.000170696 | val_loss: 0.000186279 | Time: 2341.18 ms [2020-11-24 23:35:33 main:581] : INFO : Epoch 554 | loss: 0.000169135 | val_loss: 0.000182536 | Time: 2334.59 ms [2020-11-24 23:35:36 main:581] : INFO : Epoch 555 | loss: 0.000168783 | val_loss: 0.000182641 | Time: 2365.18 ms [2020-11-24 23:35:38 main:581] : INFO : Epoch 556 | loss: 0.0001667 | val_loss: 0.000179584 | Time: 2408.58 ms [2020-11-24 23:35:40 main:581] : INFO : Epoch 557 | loss: 0.000229676 | val_loss: 0.000347881 | Time: 2339.7 ms [2020-11-24 23:35:43 main:581] : INFO : Epoch 558 | loss: 0.000202834 | val_loss: 0.000200244 | Time: 2289.64 ms [2020-11-24 23:35:45 main:581] : INFO : Epoch 559 | loss: 0.000174349 | val_loss: 0.000181816 | Time: 2375.1 ms [2020-11-24 23:35:47 main:581] : INFO : Epoch 560 | loss: 0.000163394 | val_loss: 0.000176161 | Time: 2328.82 ms [2020-11-24 23:35:50 main:581] : INFO : Epoch 561 | loss: 0.00016139 | val_loss: 0.000175644 | Time: 2369.36 ms [2020-11-24 23:35:52 main:581] : INFO : Epoch 562 | loss: 0.000164592 | val_loss: 0.000185326 | Time: 2394.56 ms [2020-11-24 23:35:54 main:581] : INFO : Epoch 563 | loss: 0.000167468 | val_loss: 0.000173706 | Time: 2348.99 ms [2020-11-24 23:35:57 main:581] : INFO : Epoch 564 | loss: 0.000159726 | val_loss: 0.000174944 | Time: 2313.11 ms [2020-11-24 23:35:59 main:581] : INFO : Epoch 565 | loss: 0.000169048 | val_loss: 0.000214551 | Time: 2361.13 ms [2020-11-24 23:36:01 main:581] : INFO : Epoch 566 | loss: 0.000174214 | val_loss: 0.000179741 | Time: 2349.92 ms [2020-11-24 23:36:04 main:581] : INFO : Epoch 567 | loss: 0.000158929 | val_loss: 0.000173311 | Time: 2295.39 ms [2020-11-24 23:36:06 main:581] : INFO : Epoch 568 | loss: 0.000155295 | val_loss: 0.00017251 | Time: 2343.82 ms [2020-11-24 23:36:08 main:581] : INFO : Epoch 569 | loss: 0.000199137 | val_loss: 0.000316337 | Time: 2296.59 ms [2020-11-24 23:36:11 main:581] : INFO : Epoch 570 | loss: 0.000229468 | val_loss: 0.00018406 | Time: 2384.61 ms [2020-11-24 23:36:13 main:581] : INFO : Epoch 571 | loss: 0.000162868 | val_loss: 0.000169491 | Time: 2360.68 ms [2020-11-24 23:36:16 main:581] : INFO : Epoch 572 | loss: 0.000152341 | val_loss: 0.000166497 | Time: 2356.28 ms [2020-11-24 23:36:18 main:581] : INFO : Epoch 573 | loss: 0.000149402 | val_loss: 0.0001626 | Time: 2268.39 ms [2020-11-24 23:36:20 main:581] : INFO : Epoch 574 | loss: 0.000148096 | val_loss: 0.00016179 | Time: 2345.3 ms [2020-11-24 23:36:22 main:581] : INFO : Epoch 575 | loss: 0.000146877 | val_loss: 0.0001621 | Time: 2306.99 ms [2020-11-24 23:36:25 main:581] : INFO : Epoch 576 | loss: 0.000170251 | val_loss: 0.000304771 | Time: 2297.85 ms [2020-11-24 23:36:27 main:581] : INFO : Epoch 577 | loss: 0.000208965 | val_loss: 0.000178554 | Time: 2478.24 ms [2020-11-24 23:36:30 main:581] : INFO : Epoch 578 | loss: 0.000152742 | val_loss: 0.000162724 | Time: 2367.99 ms [2020-11-24 23:36:32 main:581] : INFO : Epoch 579 | loss: 0.000145795 | val_loss: 0.000160574 | Time: 2307.84 ms [2020-11-24 23:36:34 main:581] : INFO : Epoch 580 | loss: 0.000145008 | val_loss: 0.000157362 | Time: 2366.26 ms [2020-11-24 23:36:37 main:581] : INFO : Epoch 581 | loss: 0.00014589 | val_loss: 0.000162029 | Time: 2476.32 ms [2020-11-24 23:36:39 main:581] : INFO : Epoch 582 | loss: 0.000145198 | val_loss: 0.000159717 | Time: 2312.87 ms [2020-11-24 23:36:41 main:581] : INFO : Epoch 583 | loss: 0.000143972 | val_loss: 0.000159883 | Time: 2370.27 ms [2020-11-24 23:36:44 main:581] : INFO : Epoch 584 | loss: 0.00016032 | val_loss: 0.000224391 | Time: 2328.82 ms [2020-11-24 23:36:46 main:581] : INFO : Epoch 585 | loss: 0.000207911 | val_loss: 0.000166539 | Time: 2355.02 ms [2020-11-24 23:36:49 main:581] : INFO : Epoch 586 | loss: 0.000151114 | val_loss: 0.000157614 | Time: 2425.01 ms [2020-11-24 23:36:51 main:581] : INFO : Epoch 587 | loss: 0.000140295 | val_loss: 0.000152736 | Time: 2419.86 ms [2020-11-24 23:36:53 main:581] : INFO : Epoch 588 | loss: 0.00013927 | val_loss: 0.000152344 | Time: 2354.61 ms [2020-11-24 23:36:56 main:581] : INFO : Epoch 589 | loss: 0.000145281 | val_loss: 0.000169017 | Time: 2359.25 ms [2020-11-24 23:36:58 main:581] : INFO : Epoch 590 | loss: 0.000171805 | val_loss: 0.000156017 | Time: 2321.16 ms [2020-11-24 23:37:00 main:581] : INFO : Epoch 591 | loss: 0.000145462 | val_loss: 0.000151007 | Time: 2275.94 ms [2020-11-24 23:37:03 main:581] : INFO : Epoch 592 | loss: 0.000142482 | val_loss: 0.000152753 | Time: 2319.15 ms [2020-11-24 23:37:05 main:581] : INFO : Epoch 593 | loss: 0.000140317 | val_loss: 0.000157156 | Time: 2360.4 ms [2020-11-24 23:37:07 main:581] : INFO : Epoch 594 | loss: 0.000139106 | val_loss: 0.000160423 | Time: 2340.34 ms [2020-11-24 23:37:10 main:581] : INFO : Epoch 595 | loss: 0.000193672 | val_loss: 0.000166404 | Time: 2308.01 ms [2020-11-24 23:37:12 main:581] : INFO : Epoch 596 | loss: 0.000151758 | val_loss: 0.000158716 | Time: 2355.8 ms [2020-11-24 23:37:14 main:581] : INFO : Epoch 597 | loss: 0.000137739 | val_loss: 0.000151564 | Time: 2358.51 ms [2020-11-24 23:37:17 main:581] : INFO : Epoch 598 | loss: 0.000141509 | val_loss: 0.000161568 | Time: 2435.77 ms [2020-11-24 23:37:19 main:581] : INFO : Epoch 599 | loss: 0.000143738 | val_loss: 0.000154031 | Time: 2276.18 ms [2020-11-24 23:37:21 main:581] : INFO : Epoch 600 | loss: 0.000133985 | val_loss: 0.000146032 | Time: 2330.77 ms [2020-11-24 23:37:24 main:581] : INFO : Epoch 601 | loss: 0.000134978 | val_loss: 0.00015859 | Time: 2297.6 ms [2020-11-24 23:37:26 main:581] : INFO : Epoch 602 | loss: 0.000235608 | val_loss: 0.00050899 | Time: 2357.7 ms [2020-11-24 23:37:28 main:581] : INFO : Epoch 603 | loss: 0.000234469 | val_loss: 0.000185664 | Time: 2353.89 ms [2020-11-24 23:37:31 main:581] : INFO : Epoch 604 | loss: 0.000149001 | val_loss: 0.000151314 | Time: 2426.13 ms [2020-11-24 23:37:33 main:581] : INFO : Epoch 605 | loss: 0.000133539 | val_loss: 0.00014497 | Time: 2365.69 ms [2020-11-24 23:37:36 main:581] : INFO : Epoch 606 | loss: 0.000130097 | val_loss: 0.000143536 | Time: 2349.61 ms [2020-11-24 23:37:38 main:581] : INFO : Epoch 607 | loss: 0.000129047 | val_loss: 0.000143083 | Time: 2371.69 ms [2020-11-24 23:37:40 main:581] : INFO : Epoch 608 | loss: 0.000129495 | val_loss: 0.000143301 | Time: 2440.41 ms [2020-11-24 23:37:43 main:581] : INFO : Epoch 609 | loss: 0.000133302 | val_loss: 0.000161339 | Time: 2348.89 ms [2020-11-24 23:37:45 main:581] : INFO : Epoch 610 | loss: 0.000132598 | val_loss: 0.000144416 | Time: 2365.28 ms [2020-11-24 23:37:47 main:581] : INFO : Epoch 611 | loss: 0.00012875 | val_loss: 0.000142429 | Time: 2343.91 ms [2020-11-24 23:37:50 main:581] : INFO : Epoch 612 | loss: 0.000130703 | val_loss: 0.000148025 | Time: 2329.34 ms [2020-11-24 23:37:52 main:581] : INFO : Epoch 613 | loss: 0.000137161 | val_loss: 0.000145318 | Time: 2316.8 ms [2020-11-24 23:37:54 main:581] : INFO : Epoch 614 | loss: 0.000129685 | val_loss: 0.00014117 | Time: 2345.53 ms [2020-11-24 23:37:57 main:581] : INFO : Epoch 615 | loss: 0.000127089 | val_loss: 0.000147208 | Time: 2341.98 ms [2020-11-24 23:37:59 main:581] : INFO : Epoch 616 | loss: 0.000200763 | val_loss: 0.000427315 | Time: 2420.48 ms [2020-11-24 23:38:02 main:581] : INFO : Epoch 617 | loss: 0.000203862 | val_loss: 0.000176324 | Time: 2448.11 ms [2020-11-24 23:38:04 main:581] : INFO : Epoch 618 | loss: 0.000137816 | val_loss: 0.00014135 | Time: 2438.57 ms [2020-11-24 23:38:06 main:581] : INFO : Epoch 619 | loss: 0.000126358 | val_loss: 0.000139267 | Time: 2366.77 ms [2020-11-24 23:38:09 main:581] : INFO : Epoch 620 | loss: 0.000124581 | val_loss: 0.000138436 | Time: 2317.63 ms [2020-11-24 23:38:11 main:581] : INFO : Epoch 621 | loss: 0.000123973 | val_loss: 0.00013827 | Time: 2447.86 ms [2020-11-24 23:38:14 main:581] : INFO : Epoch 622 | loss: 0.000123718 | val_loss: 0.00013959 | Time: 2368.62 ms [2020-11-24 23:38:16 main:581] : INFO : Epoch 623 | loss: 0.000123599 | val_loss: 0.000138337 | Time: 2377.62 ms [2020-11-24 23:38:18 main:581] : INFO : Epoch 624 | loss: 0.000125507 | val_loss: 0.000152259 | Time: 2310.45 ms [2020-11-24 23:38:21 main:581] : INFO : Epoch 625 | loss: 0.000149247 | val_loss: 0.000217161 | Time: 2407.65 ms [2020-11-24 23:38:23 main:581] : INFO : Epoch 626 | loss: 0.000168629 | val_loss: 0.00015385 | Time: 2323.01 ms [2020-11-24 23:38:25 main:581] : INFO : Epoch 627 | loss: 0.000129765 | val_loss: 0.000140151 | Time: 2433.6 ms [2020-11-24 23:38:28 main:581] : INFO : Epoch 628 | loss: 0.000122609 | val_loss: 0.00013804 | Time: 2391.6 ms [2020-11-24 23:38:30 main:581] : INFO : Epoch 629 | loss: 0.000122704 | val_loss: 0.000135644 | Time: 2389.36 ms [2020-11-24 23:38:32 main:581] : INFO : Epoch 630 | loss: 0.000123512 | val_loss: 0.000139387 | Time: 2325.44 ms [2020-11-24 23:38:35 main:581] : INFO : Epoch 631 | loss: 0.000156548 | val_loss: 0.000223502 | Time: 2351.48 ms [2020-11-24 23:38:37 main:581] : INFO : Epoch 632 | loss: 0.000148847 | val_loss: 0.0001435 | Time: 2343.41 ms [2020-11-24 23:38:40 main:581] : INFO : Epoch 633 | loss: 0.000129078 | val_loss: 0.000143658 | Time: 2441.47 ms [2020-11-24 23:38:42 main:581] : INFO : Epoch 634 | loss: 0.000133672 | val_loss: 0.000142065 | Time: 2351.02 ms [2020-11-24 23:38:44 main:581] : INFO : Epoch 635 | loss: 0.000122073 | val_loss: 0.000133839 | Time: 2358.34 ms [2020-11-24 23:38:47 main:581] : INFO : Epoch 636 | loss: 0.000119191 | val_loss: 0.000136504 | Time: 2297.04 ms [2020-11-24 23:38:49 main:581] : INFO : Epoch 637 | loss: 0.000136909 | val_loss: 0.000157345 | Time: 2330.28 ms [2020-11-24 23:38:51 main:581] : INFO : Epoch 638 | loss: 0.000153991 | val_loss: 0.00027524 | Time: 2375.58 ms [2020-11-24 23:38:54 main:581] : INFO : Epoch 639 | loss: 0.000168175 | val_loss: 0.000141877 | Time: 2360.87 ms [2020-11-24 23:38:56 main:581] : INFO : Epoch 640 | loss: 0.000126834 | val_loss: 0.000134223 | Time: 2301.82 ms [2020-11-24 23:38:58 main:581] : INFO : Epoch 641 | loss: 0.000119963 | val_loss: 0.000135195 | Time: 2336.74 ms [2020-11-24 23:39:01 main:581] : INFO : Epoch 642 | loss: 0.000118582 | val_loss: 0.000132362 | Time: 2324.87 ms [2020-11-24 23:39:03 main:581] : INFO : Epoch 643 | loss: 0.000120038 | val_loss: 0.000135343 | Time: 2354.59 ms [2020-11-24 23:39:05 main:581] : INFO : Epoch 644 | loss: 0.00013217 | val_loss: 0.000149871 | Time: 2353.14 ms [2020-11-24 23:39:08 main:581] : INFO : Epoch 645 | loss: 0.000128359 | val_loss: 0.000146006 | Time: 2381.63 ms [2020-11-24 23:39:10 main:581] : INFO : Epoch 646 | loss: 0.000127855 | val_loss: 0.000132636 | Time: 2282.63 ms [2020-11-24 23:39:12 main:581] : INFO : Epoch 647 | loss: 0.000116616 | val_loss: 0.000132148 | Time: 2338.02 ms [2020-11-24 23:39:15 main:581] : INFO : Epoch 648 | loss: 0.000147892 | val_loss: 0.000289324 | Time: 2386.14 ms [2020-11-24 23:39:17 main:581] : INFO : Epoch 649 | loss: 0.00018274 | val_loss: 0.000146458 | Time: 2421.16 ms [2020-11-24 23:39:19 main:581] : INFO : Epoch 650 | loss: 0.000125562 | val_loss: 0.000133133 | Time: 2290.78 ms [2020-11-24 23:39:22 main:581] : INFO : Epoch 651 | loss: 0.000117122 | val_loss: 0.000131572 | Time: 2314.8 ms [2020-11-24 23:39:24 main:581] : INFO : Epoch 652 | loss: 0.000116653 | val_loss: 0.000133176 | Time: 2267.95 ms [2020-11-24 23:39:26 main:581] : INFO : Epoch 653 | loss: 0.000116249 | val_loss: 0.000130832 | Time: 2334.41 ms [2020-11-24 23:39:29 main:581] : INFO : Epoch 654 | loss: 0.000128112 | val_loss: 0.000188715 | Time: 2379.78 ms [2020-11-24 23:39:31 main:581] : INFO : Epoch 655 | loss: 0.000142766 | val_loss: 0.000135859 | Time: 2432.29 ms [2020-11-24 23:39:34 main:581] : INFO : Epoch 656 | loss: 0.000117389 | val_loss: 0.000128554 | Time: 2388.72 ms [2020-11-24 23:39:36 main:581] : INFO : Epoch 657 | loss: 0.000114921 | val_loss: 0.000138046 | Time: 2360.45 ms [2020-11-24 23:39:38 main:581] : INFO : Epoch 658 | loss: 0.000237994 | val_loss: 0.00014872 | Time: 2385.45 ms [2020-11-24 23:39:41 main:581] : INFO : Epoch 659 | loss: 0.000145289 | val_loss: 0.00014552 | Time: 2337.15 ms [2020-11-24 23:39:43 main:581] : INFO : Epoch 660 | loss: 0.000122508 | val_loss: 0.000132748 | Time: 2358.58 ms [2020-11-24 23:39:45 main:581] : INFO : Epoch 661 | loss: 0.00012141 | val_loss: 0.000156267 | Time: 2318.92 ms [2020-11-24 23:39:48 main:581] : INFO : Epoch 662 | loss: 0.000124684 | val_loss: 0.000130658 | Time: 2296.27 ms [2020-11-24 23:39:50 main:581] : INFO : Epoch 663 | loss: 0.000114761 | val_loss: 0.000127796 | Time: 2372.4 ms [2020-11-24 23:39:52 main:581] : INFO : Epoch 664 | loss: 0.00011242 | val_loss: 0.000126253 | Time: 2272.85 ms [2020-11-24 23:39:55 main:581] : INFO : Epoch 665 | loss: 0.000112647 | val_loss: 0.000130127 | Time: 2318.87 ms [2020-11-24 23:39:57 main:581] : INFO : Epoch 666 | loss: 0.000123931 | val_loss: 0.000151825 | Time: 2275.2 ms [2020-11-24 23:39:59 main:581] : INFO : Epoch 667 | loss: 0.000120161 | val_loss: 0.000127294 | Time: 2329.07 ms [2020-11-24 23:40:02 main:581] : INFO : Epoch 668 | loss: 0.000112174 | val_loss: 0.000125002 | Time: 2368.08 ms [2020-11-24 23:40:04 main:581] : INFO : Epoch 669 | loss: 0.000111505 | val_loss: 0.000127215 | Time: 2367.81 ms [2020-11-24 23:40:06 main:581] : INFO : Epoch 670 | loss: 0.000112049 | val_loss: 0.000129181 | Time: 2336.1 ms [2020-11-24 23:40:09 main:581] : INFO : Epoch 671 | loss: 0.000156883 | val_loss: 0.000240816 | Time: 2311.22 ms [2020-11-24 23:40:11 main:581] : INFO : Epoch 672 | loss: 0.000152765 | val_loss: 0.00016696 | Time: 2411.37 ms [2020-11-24 23:40:13 main:581] : INFO : Epoch 673 | loss: 0.000128518 | val_loss: 0.000128479 | Time: 2401.09 ms [2020-11-24 23:40:16 main:581] : INFO : Epoch 674 | loss: 0.000112894 | val_loss: 0.000129875 | Time: 2335.01 ms [2020-11-24 23:40:18 main:581] : INFO : Epoch 675 | loss: 0.000112229 | val_loss: 0.000124498 | Time: 2388.07 ms [2020-11-24 23:40:20 main:581] : INFO : Epoch 676 | loss: 0.000113475 | val_loss: 0.00013545 | Time: 2365.18 ms [2020-11-24 23:40:23 main:581] : INFO : Epoch 677 | loss: 0.000133856 | val_loss: 0.000130851 | Time: 2260.13 ms [2020-11-24 23:40:25 main:581] : INFO : Epoch 678 | loss: 0.00011318 | val_loss: 0.000127373 | Time: 2313.93 ms [2020-11-24 23:40:27 main:581] : INFO : Epoch 679 | loss: 0.000121115 | val_loss: 0.000175158 | Time: 2314.1 ms [2020-11-24 23:40:30 main:581] : INFO : Epoch 680 | loss: 0.000142137 | val_loss: 0.000136088 | Time: 2338.07 ms [2020-11-24 23:40:32 main:581] : INFO : Epoch 681 | loss: 0.000116494 | val_loss: 0.000124924 | Time: 2325.65 ms [2020-11-24 23:40:34 main:581] : INFO : Epoch 682 | loss: 0.000109937 | val_loss: 0.00012271 | Time: 2362.85 ms [2020-11-24 23:40:37 main:581] : INFO : Epoch 683 | loss: 0.000122471 | val_loss: 0.000145215 | Time: 2304.49 ms [2020-11-24 23:40:39 main:581] : INFO : Epoch 684 | loss: 0.000116098 | val_loss: 0.000124597 | Time: 2377.57 ms [2020-11-24 23:40:41 main:581] : INFO : Epoch 685 | loss: 0.000115655 | val_loss: 0.000154731 | Time: 2325.94 ms [2020-11-24 23:40:44 main:581] : INFO : Epoch 686 | loss: 0.000170069 | val_loss: 0.000151459 | Time: 2393.59 ms [2020-11-24 23:40:46 main:581] : INFO : Epoch 687 | loss: 0.000128415 | val_loss: 0.000125632 | Time: 2430.11 ms [2020-11-24 23:40:49 main:581] : INFO : Epoch 688 | loss: 0.000112127 | val_loss: 0.000123771 | Time: 2282.92 ms [2020-11-24 23:40:51 main:581] : INFO : Epoch 689 | loss: 0.000109395 | val_loss: 0.000122792 | Time: 2350.71 ms [2020-11-24 23:40:53 main:581] : INFO : Epoch 690 | loss: 0.00010842 | val_loss: 0.00012491 | Time: 2406.2 ms [2020-11-24 23:40:56 main:581] : INFO : Epoch 691 | loss: 0.000119895 | val_loss: 0.000137094 | Time: 2395.36 ms [2020-11-24 23:40:58 main:581] : INFO : Epoch 692 | loss: 0.000115478 | val_loss: 0.000127624 | Time: 2322.34 ms [2020-11-24 23:41:00 main:581] : INFO : Epoch 693 | loss: 0.000110031 | val_loss: 0.000127002 | Time: 2388.41 ms [2020-11-24 23:41:03 main:581] : INFO : Epoch 694 | loss: 0.000149275 | val_loss: 0.000137394 | Time: 2305.75 ms [2020-11-24 23:41:05 main:581] : INFO : Epoch 695 | loss: 0.000119829 | val_loss: 0.000129368 | Time: 2302.76 ms [2020-11-24 23:41:07 main:581] : INFO : Epoch 696 | loss: 0.000113916 | val_loss: 0.000124945 | Time: 2343.82 ms [2020-11-24 23:41:10 main:581] : INFO : Epoch 697 | loss: 0.000112599 | val_loss: 0.000139017 | Time: 2388.91 ms [2020-11-24 23:41:12 main:581] : INFO : Epoch 698 | loss: 0.000131987 | val_loss: 0.000131987 | Time: 2414.61 ms [2020-11-24 23:41:14 main:581] : INFO : Epoch 699 | loss: 0.000113413 | val_loss: 0.000135927 | Time: 2304.24 ms [2020-11-24 23:41:17 main:581] : INFO : Epoch 700 | loss: 0.000117419 | val_loss: 0.000128418 | Time: 2262.1 ms [2020-11-24 23:41:19 main:581] : INFO : Epoch 701 | loss: 0.000111901 | val_loss: 0.000128565 | Time: 2351.31 ms [2020-11-24 23:41:21 main:581] : INFO : Epoch 702 | loss: 0.000150895 | val_loss: 0.000151489 | Time: 2397.56 ms [2020-11-24 23:41:24 main:581] : INFO : Epoch 703 | loss: 0.000134747 | val_loss: 0.000135234 | Time: 2300.88 ms [2020-11-24 23:41:26 main:581] : INFO : Epoch 704 | loss: 0.000111188 | val_loss: 0.000121597 | Time: 2439.95 ms [2020-11-24 23:41:29 main:581] : INFO : Epoch 705 | loss: 0.000109752 | val_loss: 0.00012975 | Time: 2346.37 ms [2020-11-24 23:41:31 main:581] : INFO : Epoch 706 | loss: 0.000112405 | val_loss: 0.000123617 | Time: 2376.18 ms [2020-11-24 23:41:33 main:581] : INFO : Epoch 707 | loss: 0.000106086 | val_loss: 0.000119264 | Time: 2411.48 ms [2020-11-24 23:41:36 main:581] : INFO : Epoch 708 | loss: 0.000107603 | val_loss: 0.000125667 | Time: 2370.5 ms [2020-11-24 23:41:38 main:581] : INFO : Epoch 709 | loss: 0.000146332 | val_loss: 0.000147549 | Time: 2402.28 ms [2020-11-24 23:41:40 main:581] : INFO : Epoch 710 | loss: 0.000132403 | val_loss: 0.000132985 | Time: 2379.04 ms [2020-11-24 23:41:43 main:581] : INFO : Epoch 711 | loss: 0.000112584 | val_loss: 0.00012449 | Time: 2338.86 ms [2020-11-24 23:41:45 main:581] : INFO : Epoch 712 | loss: 0.000113021 | val_loss: 0.000126916 | Time: 2493.3 ms [2020-11-24 23:41:48 main:581] : INFO : Epoch 713 | loss: 0.000109721 | val_loss: 0.000119814 | Time: 2347.57 ms [2020-11-24 23:41:50 main:581] : INFO : Epoch 714 | loss: 0.00011911 | val_loss: 0.000166341 | Time: 2378.63 ms [2020-11-24 23:41:52 main:581] : INFO : Epoch 715 | loss: 0.000129892 | val_loss: 0.000139536 | Time: 2324.93 ms [2020-11-24 23:41:55 main:581] : INFO : Epoch 716 | loss: 0.000115517 | val_loss: 0.000122645 | Time: 2434.28 ms [2020-11-24 23:41:57 main:581] : INFO : Epoch 717 | loss: 0.00010754 | val_loss: 0.000121832 | Time: 2349.73 ms [2020-11-24 23:42:00 main:581] : INFO : Epoch 718 | loss: 0.000114199 | val_loss: 0.000153386 | Time: 2360.78 ms [2020-11-24 23:42:02 main:581] : INFO : Epoch 719 | loss: 0.000165174 | val_loss: 0.000165122 | Time: 2390.79 ms [2020-11-24 23:42:04 main:581] : INFO : Epoch 720 | loss: 0.000120588 | val_loss: 0.000127993 | Time: 2491.85 ms [2020-11-24 23:42:07 main:581] : INFO : Epoch 721 | loss: 0.000116215 | val_loss: 0.000127729 | Time: 2436.74 ms [2020-11-24 23:42:09 main:581] : INFO : Epoch 722 | loss: 0.000110102 | val_loss: 0.000128299 | Time: 2326.68 ms [2020-11-24 23:42:11 main:581] : INFO : Epoch 723 | loss: 0.000110419 | val_loss: 0.000125192 | Time: 2287.72 ms [2020-11-24 23:42:14 main:581] : INFO : Epoch 724 | loss: 0.000118612 | val_loss: 0.000129304 | Time: 2320.99 ms [2020-11-24 23:42:16 main:581] : INFO : Epoch 725 | loss: 0.000107715 | val_loss: 0.000119976 | Time: 2399.42 ms [2020-11-24 23:42:18 main:581] : INFO : Epoch 726 | loss: 0.000104936 | val_loss: 0.000125072 | Time: 2317.76 ms [2020-11-24 23:42:21 main:581] : INFO : Epoch 727 | loss: 0.000152778 | val_loss: 0.000134958 | Time: 2309.68 ms [2020-11-24 23:42:23 main:581] : INFO : Epoch 728 | loss: 0.000119583 | val_loss: 0.000127136 | Time: 2340.39 ms [2020-11-24 23:42:25 main:581] : INFO : Epoch 729 | loss: 0.000105656 | val_loss: 0.000118333 | Time: 2315.61 ms [2020-11-24 23:42:28 main:581] : INFO : Epoch 730 | loss: 0.000110803 | val_loss: 0.000126639 | Time: 2316.28 ms [2020-11-24 23:42:30 main:581] : INFO : Epoch 731 | loss: 0.000107036 | val_loss: 0.000117238 | Time: 2422.87 ms [2020-11-24 23:42:33 main:581] : INFO : Epoch 732 | loss: 0.000103068 | val_loss: 0.000121488 | Time: 2326.14 ms [2020-11-24 23:42:35 main:581] : INFO : Epoch 733 | loss: 0.000120689 | val_loss: 0.000129811 | Time: 2366.17 ms [2020-11-24 23:42:37 main:581] : INFO : Epoch 734 | loss: 0.000154361 | val_loss: 0.000135637 | Time: 2452.85 ms [2020-11-24 23:42:40 main:581] : INFO : Epoch 735 | loss: 0.000116603 | val_loss: 0.00011864 | Time: 2357.9 ms [2020-11-24 23:42:42 main:581] : INFO : Epoch 736 | loss: 0.000112156 | val_loss: 0.000142121 | Time: 2369.95 ms [2020-11-24 23:42:44 main:581] : INFO : Epoch 737 | loss: 0.000113324 | val_loss: 0.000116562 | Time: 2324.47 ms [2020-11-24 23:42:47 main:581] : INFO : Epoch 738 | loss: 0.000103245 | val_loss: 0.000115662 | Time: 2302.96 ms [2020-11-24 23:42:49 main:581] : INFO : Epoch 739 | loss: 0.000106844 | val_loss: 0.000148629 | Time: 2309.67 ms [2020-11-24 23:42:51 main:581] : INFO : Epoch 740 | loss: 0.000150627 | val_loss: 0.000126241 | Time: 2323.19 ms [2020-11-24 23:42:54 main:581] : INFO : Epoch 741 | loss: 0.000116545 | val_loss: 0.000130796 | Time: 2326.25 ms [2020-11-24 23:42:56 main:581] : INFO : Epoch 742 | loss: 0.000114541 | val_loss: 0.000130312 | Time: 2321.29 ms [2020-11-24 23:42:58 main:581] : INFO : Epoch 743 | loss: 0.000107611 | val_loss: 0.000119919 | Time: 2311.32 ms [2020-11-24 23:43:01 main:581] : INFO : Epoch 744 | loss: 0.000101838 | val_loss: 0.000115456 | Time: 2320.32 ms [2020-11-24 23:43:03 main:581] : INFO : Epoch 745 | loss: 0.000103621 | val_loss: 0.000124836 | Time: 2387.98 ms [2020-11-24 23:43:05 main:581] : INFO : Epoch 746 | loss: 0.000141127 | val_loss: 0.000146851 | Time: 2267.33 ms [2020-11-24 23:43:08 main:581] : INFO : Epoch 747 | loss: 0.000117638 | val_loss: 0.000118459 | Time: 2313.6 ms [2020-11-24 23:43:10 main:581] : INFO : Epoch 748 | loss: 0.000105781 | val_loss: 0.00012001 | Time: 2325.91 ms [2020-11-24 23:43:12 main:581] : INFO : Epoch 749 | loss: 0.000107509 | val_loss: 0.000120032 | Time: 2376.88 ms [2020-11-24 23:43:15 main:581] : INFO : Epoch 750 | loss: 0.000105116 | val_loss: 0.00011692 | Time: 2329.45 ms [2020-11-24 23:43:17 main:581] : INFO : Epoch 751 | loss: 0.000110134 | val_loss: 0.000151029 | Time: 2562.38 ms [2020-11-24 23:43:20 main:581] : INFO : Epoch 752 | loss: 0.000159141 | val_loss: 0.000159199 | Time: 2463.47 ms [2020-11-24 23:43:22 main:581] : INFO : Epoch 753 | loss: 0.000122625 | val_loss: 0.000124414 | Time: 2353.16 ms [2020-11-24 23:43:24 main:581] : INFO : Epoch 754 | loss: 0.000105883 | val_loss: 0.000117786 | Time: 2319.64 ms [2020-11-24 23:43:27 main:581] : INFO : Epoch 755 | loss: 0.000102817 | val_loss: 0.000116993 | Time: 2359.15 ms [2020-11-24 23:43:29 main:581] : INFO : Epoch 756 | loss: 0.000103021 | val_loss: 0.00012786 | Time: 2352.67 ms [2020-11-24 23:43:31 main:581] : INFO : Epoch 757 | loss: 0.000134835 | val_loss: 0.000140073 | Time: 2328.68 ms [2020-11-24 23:43:34 main:581] : INFO : Epoch 758 | loss: 0.000110387 | val_loss: 0.000116635 | Time: 2359.27 ms [2020-11-24 23:43:36 main:581] : INFO : Epoch 759 | loss: 0.000103666 | val_loss: 0.000118245 | Time: 2349.21 ms [2020-11-24 23:43:38 main:581] : INFO : Epoch 760 | loss: 0.000117002 | val_loss: 0.000185546 | Time: 2384.69 ms [2020-11-24 23:43:41 main:581] : INFO : Epoch 761 | loss: 0.000137204 | val_loss: 0.000134731 | Time: 2421.46 ms [2020-11-24 23:43:43 main:581] : INFO : Epoch 762 | loss: 0.000114504 | val_loss: 0.000116785 | Time: 2377.96 ms [2020-11-24 23:43:45 main:581] : INFO : Epoch 763 | loss: 0.000105491 | val_loss: 0.00012638 | Time: 2244.66 ms [2020-11-24 23:43:48 main:581] : INFO : Epoch 764 | loss: 0.000111476 | val_loss: 0.000118314 | Time: 2273.38 ms [2020-11-24 23:43:50 main:581] : INFO : Epoch 765 | loss: 0.00010228 | val_loss: 0.000117767 | Time: 2255.83 ms [2020-11-24 23:43:52 main:581] : INFO : Epoch 766 | loss: 0.000111848 | val_loss: 0.000124732 | Time: 2267.77 ms [2020-11-24 23:43:55 main:581] : INFO : Epoch 767 | loss: 0.000110973 | val_loss: 0.000125404 | Time: 2323.41 ms [2020-11-24 23:43:57 main:581] : INFO : Epoch 768 | loss: 0.000110709 | val_loss: 0.000129514 | Time: 2275.04 ms [2020-11-24 23:43:59 main:581] : INFO : Epoch 769 | loss: 0.000113975 | val_loss: 0.00013718 | Time: 2269.23 ms [2020-11-24 23:44:01 main:581] : INFO : Epoch 770 | loss: 0.000163884 | val_loss: 0.000144326 | Time: 2204.08 ms [2020-11-24 23:44:04 main:581] : INFO : Epoch 771 | loss: 0.0001439 | val_loss: 0.00012589 | Time: 2264.07 ms [2020-11-24 23:44:06 main:581] : INFO : Epoch 772 | loss: 0.000108472 | val_loss: 0.000115119 | Time: 2319.67 ms [2020-11-24 23:44:08 main:581] : INFO : Epoch 773 | loss: 9.99344e-05 | val_loss: 0.000116872 | Time: 2292.94 ms [2020-11-24 23:44:10 main:581] : INFO : Epoch 774 | loss: 0.00010604 | val_loss: 0.000114609 | Time: 2143.19 ms [2020-11-24 23:44:13 main:581] : INFO : Epoch 775 | loss: 9.9776e-05 | val_loss: 0.000112927 | Time: 2246.97 ms [2020-11-24 23:44:15 main:581] : INFO : Epoch 776 | loss: 0.000100399 | val_loss: 0.00011702 | Time: 2097.18 ms [2020-11-24 23:44:17 main:581] : INFO : Epoch 777 | loss: 0.000129592 | val_loss: 0.000132314 | Time: 2350.33 ms [2020-11-24 23:44:19 main:581] : INFO : Epoch 778 | loss: 0.00011672 | val_loss: 0.000139499 | Time: 2107.83 ms [2020-11-24 23:44:22 main:581] : INFO : Epoch 779 | loss: 0.000113775 | val_loss: 0.00013692 | Time: 2367.06 ms [2020-11-24 23:44:24 main:581] : INFO : Epoch 780 | loss: 0.000111533 | val_loss: 0.000115595 | Time: 2278.65 ms [2020-11-24 23:44:26 main:581] : INFO : Epoch 781 | loss: 0.00011413 | val_loss: 0.00018636 | Time: 2269.07 ms [2020-11-24 23:44:28 main:581] : INFO : Epoch 782 | loss: 0.000124171 | val_loss: 0.000123434 | Time: 2023.93 ms [2020-11-24 23:44:30 main:581] : INFO : Epoch 783 | loss: 0.000113395 | val_loss: 0.000131021 | Time: 1996.42 ms [2020-11-24 23:44:32 main:581] : INFO : Epoch 784 | loss: 0.000108212 | val_loss: 0.000128933 | Time: 2263.85 ms [2020-11-24 23:44:35 main:581] : INFO : Epoch 785 | loss: 0.000105474 | val_loss: 0.000115464 | Time: 2317.58 ms [2020-11-24 23:44:37 main:581] : INFO : Epoch 786 | loss: 0.000108125 | val_loss: 0.000135548 | Time: 2281.95 ms [2020-11-24 23:44:39 main:581] : INFO : Epoch 787 | loss: 0.000106097 | val_loss: 0.000119571 | Time: 2295.67 ms [2020-11-24 23:44:42 main:581] : INFO : Epoch 788 | loss: 0.000136298 | val_loss: 0.000133294 | Time: 2332.22 ms [2020-11-24 23:44:44 main:581] : INFO : Epoch 789 | loss: 0.000116433 | val_loss: 0.000121148 | Time: 2112.53 ms [2020-11-24 23:44:46 main:581] : INFO : Epoch 790 | loss: 0.000104474 | val_loss: 0.000120087 | Time: 2197.11 ms [2020-11-24 23:44:48 main:581] : INFO : Epoch 791 | loss: 0.000105623 | val_loss: 0.00011728 | Time: 2203.98 ms [2020-11-24 23:44:50 main:581] : INFO : Epoch 792 | loss: 0.000100644 | val_loss: 0.000115397 | Time: 1930.9 ms [2020-11-24 23:44:52 main:581] : INFO : Epoch 793 | loss: 0.000107664 | val_loss: 0.000122292 | Time: 2006.18 ms [2020-11-24 23:44:54 main:581] : INFO : Epoch 794 | loss: 0.000118533 | val_loss: 0.000140047 | Time: 1881.79 ms [2020-11-24 23:44:56 main:581] : INFO : Epoch 795 | loss: 0.000138875 | val_loss: 0.000127498 | Time: 2280.79 ms [2020-11-24 23:44:59 main:581] : INFO : Epoch 796 | loss: 0.000112933 | val_loss: 0.000119344 | Time: 2286.03 ms [2020-11-24 23:45:01 main:581] : INFO : Epoch 797 | loss: 0.000101413 | val_loss: 0.00011368 | Time: 2007.91 ms [2020-11-24 23:45:03 main:581] : INFO : Epoch 798 | loss: 9.8259e-05 | val_loss: 0.000111417 | Time: 2305.97 ms [2020-11-24 23:45:05 main:581] : INFO : Epoch 799 | loss: 0.000107489 | val_loss: 0.000130586 | Time: 2143.71 ms [2020-11-24 23:45:07 main:581] : INFO : Epoch 800 | loss: 0.000128131 | val_loss: 0.000134059 | Time: 2277.98 ms [2020-11-24 23:45:09 main:581] : INFO : Epoch 801 | loss: 0.000120408 | val_loss: 0.000119774 | Time: 2065.41 ms [2020-11-24 23:45:11 main:581] : INFO : Epoch 802 | loss: 0.00010397 | val_loss: 0.000117182 | Time: 1898.29 ms [2020-11-24 23:45:13 main:581] : INFO : Epoch 803 | loss: 0.000101486 | val_loss: 0.00011266 | Time: 1959.8 ms [2020-11-24 23:45:15 main:581] : INFO : Epoch 804 | loss: 0.000101794 | val_loss: 0.000115003 | Time: 1947.4 ms [2020-11-24 23:45:17 main:581] : INFO : Epoch 805 | loss: 0.000103319 | val_loss: 0.000136905 | Time: 1789.17 ms [2020-11-24 23:45:19 main:581] : INFO : Epoch 806 | loss: 0.000201642 | val_loss: 0.000231558 | Time: 1794.97 ms [2020-11-24 23:45:21 main:581] : INFO : Epoch 807 | loss: 0.000162755 | val_loss: 0.00014534 | Time: 1857.72 ms [2020-11-24 23:45:23 main:581] : INFO : Epoch 808 | loss: 0.000113385 | val_loss: 0.000118345 | Time: 2010.6 ms [2020-11-24 23:45:25 main:581] : INFO : Epoch 809 | loss: 9.84471e-05 | val_loss: 0.000110696 | Time: 2234.16 ms [2020-11-24 23:45:27 main:581] : INFO : Epoch 810 | loss: 9.62117e-05 | val_loss: 0.000109746 | Time: 2002.42 ms [2020-11-24 23:45:29 main:581] : INFO : Epoch 811 | loss: 9.53003e-05 | val_loss: 0.000108405 | Time: 1957.71 ms [2020-11-24 23:45:31 main:581] : INFO : Epoch 812 | loss: 9.43864e-05 | val_loss: 0.000108945 | Time: 1729.44 ms [2020-11-24 23:45:32 main:581] : INFO : Epoch 813 | loss: 9.5566e-05 | val_loss: 0.000113184 | Time: 1914.04 ms [2020-11-24 23:45:34 main:581] : INFO : Epoch 814 | loss: 0.0001226 | val_loss: 0.000127017 | Time: 1828.67 ms [2020-11-24 23:45:36 main:581] : INFO : Epoch 815 | loss: 0.000105969 | val_loss: 0.000112105 | Time: 1753.83 ms [2020-11-24 23:45:38 main:581] : INFO : Epoch 816 | loss: 0.000100196 | val_loss: 0.000120453 | Time: 1713.38 ms [2020-11-24 23:45:40 main:581] : INFO : Epoch 817 | loss: 0.000122133 | val_loss: 0.000113485 | Time: 1926.6 ms [2020-11-24 23:45:41 main:581] : INFO : Epoch 818 | loss: 0.00010178 | val_loss: 0.000116022 | Time: 1699.24 ms [2020-11-24 23:45:43 main:581] : INFO : Epoch 819 | loss: 0.00012274 | val_loss: 0.000131344 | Time: 1868.89 ms [2020-11-24 23:45:45 main:581] : INFO : Epoch 820 | loss: 0.000109048 | val_loss: 0.000118163 | Time: 1708.89 ms [2020-11-24 23:45:47 main:581] : INFO : Epoch 821 | loss: 0.000111601 | val_loss: 0.000122401 | Time: 1972.71 ms [2020-11-24 23:45:49 main:581] : INFO : Epoch 822 | loss: 0.000101002 | val_loss: 0.000112875 | Time: 1692.86 ms [2020-11-24 23:45:50 main:581] : INFO : Epoch 823 | loss: 9.6733e-05 | val_loss: 0.000111312 | Time: 1702.18 ms [2020-11-24 23:45:52 main:581] : INFO : Epoch 824 | loss: 0.000104946 | val_loss: 0.000157924 | Time: 1782.28 ms [2020-11-24 23:45:54 main:581] : INFO : Epoch 825 | loss: 0.000142982 | val_loss: 0.000161888 | Time: 1757.92 ms [2020-11-24 23:45:56 main:581] : INFO : Epoch 826 | loss: 0.000130767 | val_loss: 0.00012404 | Time: 1774.5 ms [2020-11-24 23:45:57 main:581] : INFO : Epoch 827 | loss: 0.000104072 | val_loss: 0.000110494 | Time: 1699.43 ms [2020-11-24 23:45:59 main:581] : INFO : Epoch 828 | loss: 0.000100298 | val_loss: 0.000112751 | Time: 2034.13 ms [2020-11-24 23:46:01 main:581] : INFO : Epoch 829 | loss: 9.74552e-05 | val_loss: 0.000111503 | Time: 1931.79 ms [2020-11-24 23:46:03 main:581] : INFO : Epoch 830 | loss: 0.000101417 | val_loss: 0.0001229 | Time: 1833.93 ms [2020-11-24 23:46:05 main:581] : INFO : Epoch 831 | loss: 0.000118922 | val_loss: 0.000116855 | Time: 1979.26 ms [2020-11-24 23:46:07 main:581] : INFO : Epoch 832 | loss: 0.000103591 | val_loss: 0.000115478 | Time: 1878.61 ms [2020-11-24 23:46:09 main:581] : INFO : Epoch 833 | loss: 9.94682e-05 | val_loss: 0.000118277 | Time: 1802.29 ms [2020-11-24 23:46:11 main:581] : INFO : Epoch 834 | loss: 0.000112401 | val_loss: 0.000142546 | Time: 1885.93 ms [2020-11-24 23:46:13 main:581] : INFO : Epoch 835 | loss: 0.000123452 | val_loss: 0.000116791 | Time: 2034.85 ms [2020-11-24 23:46:15 main:581] : INFO : Epoch 836 | loss: 0.000104118 | val_loss: 0.00011614 | Time: 2102.87 ms [2020-11-24 23:46:17 main:581] : INFO : Epoch 837 | loss: 0.000107878 | val_loss: 0.000118809 | Time: 1776.7 ms [2020-11-24 23:46:18 main:581] : INFO : Epoch 838 | loss: 0.000106709 | val_loss: 0.000117392 | Time: 1762.64 ms [2020-11-24 23:46:20 main:581] : INFO : Epoch 839 | loss: 0.000100996 | val_loss: 0.000112746 | Time: 2121.32 ms [2020-11-24 23:46:22 main:581] : INFO : Epoch 840 | loss: 0.000110329 | val_loss: 0.000186313 | Time: 1856.07 ms [2020-11-24 23:46:24 main:581] : INFO : Epoch 841 | loss: 0.000154862 | val_loss: 0.000144742 | Time: 1781.57 ms [2020-11-24 23:46:26 main:581] : INFO : Epoch 842 | loss: 0.000134181 | val_loss: 0.000120392 | Time: 1703.43 ms [2020-11-24 23:46:28 main:581] : INFO : Epoch 843 | loss: 0.000102003 | val_loss: 0.000113542 | Time: 1723.08 ms [2020-11-24 23:46:29 main:581] : INFO : Epoch 844 | loss: 0.000109606 | val_loss: 0.000126306 | Time: 1915.96 ms [2020-11-24 23:46:31 main:581] : INFO : Epoch 845 | loss: 0.000101459 | val_loss: 0.000108315 | Time: 1902.31 ms [2020-11-24 23:46:33 main:581] : INFO : Epoch 846 | loss: 9.49094e-05 | val_loss: 0.000109175 | Time: 1745.45 ms [2020-11-24 23:46:35 main:581] : INFO : Epoch 847 | loss: 0.000109358 | val_loss: 0.000185931 | Time: 1545.94 ms [2020-11-24 23:46:36 main:581] : INFO : Epoch 848 | loss: 0.000128765 | val_loss: 0.000130591 | Time: 1586.51 ms [2020-11-24 23:46:38 main:581] : INFO : Epoch 849 | loss: 0.000103801 | val_loss: 0.000114987 | Time: 1544.37 ms [2020-11-24 23:46:39 main:581] : INFO : Epoch 850 | loss: 0.000101241 | val_loss: 0.000112899 | Time: 1568.92 ms [2020-11-24 23:46:41 main:581] : INFO : Epoch 851 | loss: 9.77571e-05 | val_loss: 0.000112285 | Time: 1532.37 ms [2020-11-24 23:46:42 main:581] : INFO : Epoch 852 | loss: 0.000101346 | val_loss: 0.000113918 | Time: 1567.21 ms [2020-11-24 23:46:44 main:581] : INFO : Epoch 853 | loss: 0.000106156 | val_loss: 0.000131446 | Time: 1498.8 ms [2020-11-24 23:46:45 main:581] : INFO : Epoch 854 | loss: 0.00012292 | val_loss: 0.000127128 | Time: 1534.34 ms [2020-11-24 23:46:47 main:581] : INFO : Epoch 855 | loss: 0.000111943 | val_loss: 0.000123009 | Time: 1536.19 ms [2020-11-24 23:46:49 main:581] : INFO : Epoch 856 | loss: 0.000105706 | val_loss: 0.000115404 | Time: 1586.3 ms [2020-11-24 23:46:50 main:581] : INFO : Epoch 857 | loss: 0.000109783 | val_loss: 0.000118471 | Time: 1565.92 ms [2020-11-24 23:46:52 main:581] : INFO : Epoch 858 | loss: 0.000105357 | val_loss: 0.00011108 | Time: 1645.33 ms [2020-11-24 23:46:54 main:581] : INFO : Epoch 859 | loss: 0.000100862 | val_loss: 0.00013359 | Time: 2110.48 ms [2020-11-24 23:46:56 main:581] : INFO : Epoch 860 | loss: 0.000125742 | val_loss: 0.000128344 | Time: 2243.65 ms [2020-11-24 23:46:58 main:581] : INFO : Epoch 861 | loss: 0.000106069 | val_loss: 0.000113318 | Time: 2218.82 ms [2020-11-24 23:47:00 main:581] : INFO : Epoch 862 | loss: 0.000101333 | val_loss: 0.000121191 | Time: 1514.2 ms [2020-11-24 23:47:02 main:581] : INFO : Epoch 863 | loss: 0.000101213 | val_loss: 0.000116646 | Time: 2254.38 ms [2020-11-24 23:47:04 main:581] : INFO : Epoch 864 | loss: 0.000114201 | val_loss: 0.000126634 | Time: 1867.74 ms [2020-11-24 23:47:06 main:581] : INFO : Epoch 865 | loss: 0.000103282 | val_loss: 0.000115207 | Time: 1771.99 ms [2020-11-24 23:47:08 main:581] : INFO : Epoch 866 | loss: 0.000107175 | val_loss: 0.000117897 | Time: 2097.3 ms [2020-11-24 23:47:10 main:581] : INFO : Epoch 867 | loss: 0.000100361 | val_loss: 0.000114319 | Time: 1754.01 ms [2020-11-24 23:47:12 main:581] : INFO : Epoch 868 | loss: 0.000140972 | val_loss: 0.000163023 | Time: 1876.94 ms [2020-11-24 23:47:13 main:581] : INFO : Epoch 869 | loss: 0.000146525 | val_loss: 0.000147366 | Time: 1918.73 ms [2020-11-24 23:47:15 main:581] : INFO : Epoch 870 | loss: 0.000127666 | val_loss: 0.000119055 | Time: 1825.82 ms [2020-11-24 23:47:17 main:581] : INFO : Epoch 871 | loss: 0.000100696 | val_loss: 0.000109322 | Time: 2168.22 ms [2020-11-24 23:47:20 main:581] : INFO : Epoch 872 | loss: 9.46191e-05 | val_loss: 0.000108453 | Time: 2356.69 ms [2020-11-24 23:47:22 main:581] : INFO : Epoch 873 | loss: 0.00011243 | val_loss: 0.000139497 | Time: 2235.99 ms [2020-11-24 23:47:24 main:581] : INFO : Epoch 874 | loss: 0.000105149 | val_loss: 0.000110774 | Time: 1789.42 ms [2020-11-24 23:47:26 main:581] : INFO : Epoch 875 | loss: 9.62002e-05 | val_loss: 0.000112733 | Time: 1830.06 ms [2020-11-24 23:47:27 main:581] : INFO : Epoch 876 | loss: 9.95534e-05 | val_loss: 0.000117789 | Time: 1786.33 ms [2020-11-24 23:47:29 main:581] : INFO : Epoch 877 | loss: 0.00010986 | val_loss: 0.000134481 | Time: 1747.63 ms [2020-11-24 23:47:31 main:581] : INFO : Epoch 878 | loss: 0.000108091 | val_loss: 0.000113094 | Time: 1999.51 ms [2020-11-24 23:47:33 main:581] : INFO : Epoch 879 | loss: 0.000104381 | val_loss: 0.000114263 | Time: 1995.92 ms [2020-11-24 23:47:35 main:581] : INFO : Epoch 880 | loss: 0.000103579 | val_loss: 0.000130461 | Time: 1947.49 ms [2020-11-24 23:47:37 main:581] : INFO : Epoch 881 | loss: 0.000116872 | val_loss: 0.000120154 | Time: 2210.45 ms [2020-11-24 23:47:39 main:581] : INFO : Epoch 882 | loss: 0.000101849 | val_loss: 0.000114983 | Time: 2034.53 ms [2020-11-24 23:47:41 main:581] : INFO : Epoch 883 | loss: 9.78423e-05 | val_loss: 0.000109666 | Time: 2035.03 ms [2020-11-24 23:47:43 main:581] : INFO : Epoch 884 | loss: 9.71479e-05 | val_loss: 0.000115117 | Time: 2020.73 ms [2020-11-24 23:47:45 main:581] : INFO : Epoch 885 | loss: 0.000102964 | val_loss: 0.00011616 | Time: 1977.22 ms [2020-11-24 23:47:47 main:581] : INFO : Epoch 886 | loss: 0.000103164 | val_loss: 0.000125434 | Time: 2085.7 ms [2020-11-24 23:47:49 main:581] : INFO : Epoch 887 | loss: 0.000144388 | val_loss: 0.000169095 | Time: 2014.65 ms [2020-11-24 23:47:51 main:581] : INFO : Epoch 888 | loss: 0.000129199 | val_loss: 0.000128339 | Time: 1740.35 ms [2020-11-24 23:47:53 main:581] : INFO : Epoch 889 | loss: 0.000108121 | val_loss: 0.000116342 | Time: 1783.66 ms [2020-11-24 23:47:55 main:581] : INFO : Epoch 890 | loss: 9.68234e-05 | val_loss: 0.000108071 | Time: 1721.43 ms [2020-11-24 23:47:57 main:581] : INFO : Epoch 891 | loss: 9.44128e-05 | val_loss: 0.000112721 | Time: 1803.47 ms [2020-11-24 23:47:58 main:581] : INFO : Epoch 892 | loss: 0.000108635 | val_loss: 0.000129889 | Time: 1708.45 ms [2020-11-24 23:48:00 main:581] : INFO : Epoch 893 | loss: 0.000105673 | val_loss: 0.000117921 | Time: 2209.29 ms [2020-11-24 23:48:02 main:581] : INFO : Epoch 894 | loss: 0.000108559 | val_loss: 0.000120075 | Time: 2014.8 ms [2020-11-24 23:48:05 main:581] : INFO : Epoch 895 | loss: 0.000100209 | val_loss: 0.000113061 | Time: 2361 ms [2020-11-24 23:48:07 main:581] : INFO : Epoch 896 | loss: 0.000100356 | val_loss: 0.000116468 | Time: 2237 ms [2020-11-24 23:48:09 main:581] : INFO : Epoch 897 | loss: 0.000119073 | val_loss: 0.000122623 | Time: 1870.52 ms [2020-11-24 23:48:11 main:581] : INFO : Epoch 898 | loss: 0.000136982 | val_loss: 0.000140833 | Time: 1982.77 ms [2020-11-24 23:48:13 main:581] : INFO : Epoch 899 | loss: 0.000126284 | val_loss: 0.000124904 | Time: 2029.79 ms [2020-11-24 23:48:15 main:581] : INFO : Epoch 900 | loss: 0.000102062 | val_loss: 0.000110806 | Time: 1987.41 ms [2020-11-24 23:48:17 main:581] : INFO : Epoch 901 | loss: 9.60924e-05 | val_loss: 0.000116917 | Time: 1911.92 ms [2020-11-24 23:48:19 main:581] : INFO : Epoch 902 | loss: 0.000120363 | val_loss: 0.000124066 | Time: 2156.05 ms [2020-11-24 23:48:21 main:581] : INFO : Epoch 903 | loss: 0.000101495 | val_loss: 0.000113134 | Time: 2072.63 ms [2020-11-24 23:48:23 main:581] : INFO : Epoch 904 | loss: 9.53644e-05 | val_loss: 0.000109273 | Time: 2141.27 ms [2020-11-24 23:48:25 main:581] : INFO : Epoch 905 | loss: 9.53845e-05 | val_loss: 0.000112163 | Time: 2045.93 ms [2020-11-24 23:48:27 main:581] : INFO : Epoch 906 | loss: 0.00010629 | val_loss: 0.000121665 | Time: 2097.37 ms [2020-11-24 23:48:29 main:581] : INFO : Epoch 907 | loss: 0.000105053 | val_loss: 0.000113363 | Time: 2047.83 ms [2020-11-24 23:48:31 main:581] : INFO : Epoch 908 | loss: 9.93245e-05 | val_loss: 0.000115722 | Time: 2048.39 ms [2020-11-24 23:48:34 main:581] : INFO : Epoch 909 | loss: 0.000104168 | val_loss: 0.000120026 | Time: 2135.36 ms [2020-11-24 23:48:36 main:581] : INFO : Epoch 910 | loss: 0.000111797 | val_loss: 0.000147945 | Time: 2011.97 ms [2020-11-24 23:48:38 main:581] : INFO : Epoch 911 | loss: 0.000116349 | val_loss: 0.000134423 | Time: 2015.01 ms [2020-11-24 23:48:40 main:581] : INFO : Epoch 912 | loss: 0.000110363 | val_loss: 0.000113133 | Time: 2244.54 ms [2020-11-24 23:48:42 main:581] : INFO : Epoch 913 | loss: 9.60886e-05 | val_loss: 0.000108393 | Time: 2045.02 ms [2020-11-24 23:48:44 main:581] : INFO : Epoch 914 | loss: 9.93498e-05 | val_loss: 0.000137394 | Time: 2112.03 ms [2020-11-24 23:48:46 main:581] : INFO : Epoch 915 | loss: 0.000147247 | val_loss: 0.000127913 | Time: 2003.49 ms [2020-11-24 23:48:48 main:581] : INFO : Epoch 916 | loss: 0.000128511 | val_loss: 0.000121406 | Time: 2015.75 ms [2020-11-24 23:48:50 main:581] : INFO : Epoch 917 | loss: 0.000114985 | val_loss: 0.000148285 | Time: 2279.72 ms [2020-11-24 23:48:53 main:581] : INFO : Epoch 918 | loss: 0.000115827 | val_loss: 0.000118407 | Time: 2298.53 ms [2020-11-24 23:48:55 main:581] : INFO : Epoch 919 | loss: 0.000100177 | val_loss: 0.00011139 | Time: 2293.13 ms [2020-11-24 23:48:57 main:581] : INFO : Epoch 920 | loss: 9.48514e-05 | val_loss: 0.000107765 | Time: 2261.63 ms [2020-11-24 23:48:59 main:581] : INFO : Epoch 921 | loss: 9.54523e-05 | val_loss: 0.000113058 | Time: 1836.69 ms [2020-11-24 23:49:01 main:581] : INFO : Epoch 922 | loss: 9.83812e-05 | val_loss: 0.000112783 | Time: 2067.45 ms [2020-11-24 23:49:03 main:581] : INFO : Epoch 923 | loss: 9.68943e-05 | val_loss: 0.000111524 | Time: 1818.91 ms [2020-11-24 23:49:05 main:581] : INFO : Epoch 924 | loss: 0.000116839 | val_loss: 0.000139564 | Time: 1729.43 ms [2020-11-24 23:49:07 main:581] : INFO : Epoch 925 | loss: 0.000108306 | val_loss: 0.000113503 | Time: 2284.12 ms [2020-11-24 23:49:09 main:581] : INFO : Epoch 926 | loss: 0.000104361 | val_loss: 0.000122247 | Time: 2282.62 ms [2020-11-24 23:49:11 main:581] : INFO : Epoch 927 | loss: 0.000107716 | val_loss: 0.000119765 | Time: 1598.75 ms [2020-11-24 23:49:12 main:581] : INFO : Epoch 928 | loss: 9.97949e-05 | val_loss: 0.000109831 | Time: 1673.99 ms [2020-11-24 23:49:14 main:581] : INFO : Epoch 929 | loss: 9.38956e-05 | val_loss: 0.000107616 | Time: 1710.47 ms [2020-11-24 23:49:16 main:581] : INFO : Epoch 930 | loss: 0.000104179 | val_loss: 0.00014818 | Time: 1540.28 ms [2020-11-24 23:49:17 main:581] : INFO : Epoch 931 | loss: 0.000140025 | val_loss: 0.000129472 | Time: 1758.39 ms [2020-11-24 23:49:19 main:581] : INFO : Epoch 932 | loss: 0.000115296 | val_loss: 0.00012145 | Time: 1850.24 ms [2020-11-24 23:49:21 main:581] : INFO : Epoch 933 | loss: 0.000103467 | val_loss: 0.000122149 | Time: 1677.22 ms [2020-11-24 23:49:23 main:581] : INFO : Epoch 934 | loss: 0.000116168 | val_loss: 0.000114741 | Time: 1563.74 ms [2020-11-24 23:49:24 main:581] : INFO : Epoch 935 | loss: 9.63884e-05 | val_loss: 0.000108109 | Time: 1693.37 ms [2020-11-24 23:49:26 main:581] : INFO : Epoch 936 | loss: 9.28706e-05 | val_loss: 0.000106587 | Time: 1735.32 ms [2020-11-24 23:49:28 main:581] : INFO : Epoch 937 | loss: 9.41995e-05 | val_loss: 0.000111485 | Time: 1629.94 ms [2020-11-24 23:49:29 main:581] : INFO : Epoch 938 | loss: 9.75493e-05 | val_loss: 0.00011808 | Time: 1861.92 ms [2020-11-24 23:49:31 main:581] : INFO : Epoch 939 | loss: 0.000111147 | val_loss: 0.000135406 | Time: 1794.12 ms [2020-11-24 23:49:33 main:581] : INFO : Epoch 940 | loss: 0.000117272 | val_loss: 0.000128501 | Time: 1867.01 ms [2020-11-24 23:49:35 main:581] : INFO : Epoch 941 | loss: 0.000101611 | val_loss: 0.000113346 | Time: 1716.13 ms [2020-11-24 23:49:37 main:581] : INFO : Epoch 942 | loss: 9.82134e-05 | val_loss: 0.000111677 | Time: 1814.43 ms [2020-11-24 23:49:39 main:581] : INFO : Epoch 943 | loss: 9.54772e-05 | val_loss: 0.000112117 | Time: 1834.31 ms [2020-11-24 23:49:41 main:581] : INFO : Epoch 944 | loss: 0.000111952 | val_loss: 0.000130538 | Time: 1989.8 ms [2020-11-24 23:49:43 main:581] : INFO : Epoch 945 | loss: 0.000111743 | val_loss: 0.000121354 | Time: 2039.83 ms [2020-11-24 23:49:44 main:581] : INFO : Epoch 946 | loss: 0.000108189 | val_loss: 0.00011946 | Time: 1879.89 ms [2020-11-24 23:49:46 main:581] : INFO : Epoch 947 | loss: 0.00010143 | val_loss: 0.000110293 | Time: 1791.66 ms [2020-11-24 23:49:48 main:581] : INFO : Epoch 948 | loss: 9.57686e-05 | val_loss: 0.000113814 | Time: 1990.19 ms [2020-11-24 23:49:50 main:581] : INFO : Epoch 949 | loss: 0.000113564 | val_loss: 0.000161592 | Time: 2018.9 ms [2020-11-24 23:49:52 main:581] : INFO : Epoch 950 | loss: 0.000132929 | val_loss: 0.000124991 | Time: 1701.95 ms [2020-11-24 23:49:54 main:581] : INFO : Epoch 951 | loss: 0.000102635 | val_loss: 0.000113795 | Time: 1811.47 ms [2020-11-24 23:49:55 main:581] : INFO : Epoch 952 | loss: 9.50031e-05 | val_loss: 0.00010824 | Time: 1525.24 ms [2020-11-24 23:49:57 main:581] : INFO : Epoch 953 | loss: 9.41022e-05 | val_loss: 0.000111499 | Time: 1511.2 ms [2020-11-24 23:49:58 main:581] : INFO : Epoch 954 | loss: 0.000121003 | val_loss: 0.000135403 | Time: 1660.35 ms [2020-11-24 23:50:00 main:581] : INFO : Epoch 955 | loss: 0.000143709 | val_loss: 0.00015757 | Time: 1653.95 ms [2020-11-24 23:50:02 main:581] : INFO : Epoch 956 | loss: 0.000110908 | val_loss: 0.000113216 | Time: 1726.17 ms [2020-11-24 23:50:04 main:581] : INFO : Epoch 957 | loss: 9.80441e-05 | val_loss: 0.000110295 | Time: 1786.37 ms [2020-11-24 23:50:05 main:581] : INFO : Epoch 958 | loss: 0.000101666 | val_loss: 0.000114672 | Time: 1742.67 ms [2020-11-24 23:50:07 main:581] : INFO : Epoch 959 | loss: 0.000100596 | val_loss: 0.000120298 | Time: 1910.95 ms [2020-11-24 23:50:09 main:581] : INFO : Epoch 960 | loss: 0.00010043 | val_loss: 0.000112761 | Time: 1835.72 ms [2020-11-24 23:50:11 main:581] : INFO : Epoch 961 | loss: 9.46838e-05 | val_loss: 0.000108681 | Time: 1639.36 ms [2020-11-24 23:50:13 main:581] : INFO : Epoch 962 | loss: 9.64621e-05 | val_loss: 0.000127493 | Time: 2170.24 ms [2020-11-24 23:50:15 main:581] : INFO : Epoch 963 | loss: 0.000121618 | val_loss: 0.000122383 | Time: 2288.42 ms [2020-11-24 23:50:17 main:581] : INFO : Epoch 964 | loss: 0.000106563 | val_loss: 0.00011922 | Time: 1764.84 ms [2020-11-24 23:50:19 main:581] : INFO : Epoch 965 | loss: 0.000109365 | val_loss: 0.000128069 | Time: 1718.15 ms [2020-11-24 23:50:21 main:581] : INFO : Epoch 966 | loss: 9.96374e-05 | val_loss: 0.000112572 | Time: 1864.93 ms [2020-11-24 23:50:22 main:581] : INFO : Epoch 967 | loss: 9.66311e-05 | val_loss: 0.000110082 | Time: 1734.63 ms [2020-11-24 23:50:25 main:581] : INFO : Epoch 968 | loss: 9.39917e-05 | val_loss: 0.000109666 | Time: 2288.2 ms [2020-11-24 23:50:27 main:581] : INFO : Epoch 969 | loss: 0.000108739 | val_loss: 0.000128522 | Time: 2202.46 ms [2020-11-24 23:50:29 main:581] : INFO : Epoch 970 | loss: 0.000120132 | val_loss: 0.000116984 | Time: 2230.78 ms [2020-11-24 23:50:31 main:581] : INFO : Epoch 971 | loss: 0.000101125 | val_loss: 0.0001148 | Time: 2306.79 ms [2020-11-24 23:50:33 main:581] : INFO : Epoch 972 | loss: 0.000102707 | val_loss: 0.000114346 | Time: 2116.98 ms [2020-11-24 23:50:35 main:581] : INFO : Epoch 973 | loss: 0.00010265 | val_loss: 0.000122854 | Time: 2056.84 ms [2020-11-24 23:50:37 main:581] : INFO : Epoch 974 | loss: 0.000105612 | val_loss: 0.000125533 | Time: 1817.53 ms [2020-11-24 23:50:39 main:581] : INFO : Epoch 975 | loss: 0.000117535 | val_loss: 0.000145987 | Time: 1782.87 ms [2020-11-24 23:50:41 main:581] : INFO : Epoch 976 | loss: 0.000108819 | val_loss: 0.000116712 | Time: 1712.11 ms [2020-11-24 23:50:43 main:581] : INFO : Epoch 977 | loss: 9.77076e-05 | val_loss: 0.000113549 | Time: 1796.53 ms [2020-11-24 23:50:45 main:581] : INFO : Epoch 978 | loss: 9.88643e-05 | val_loss: 0.000111556 | Time: 1924.53 ms [2020-11-24 23:50:46 main:581] : INFO : Epoch 979 | loss: 0.000102132 | val_loss: 0.000128434 | Time: 1796.03 ms [2020-11-24 23:50:48 main:581] : INFO : Epoch 980 | loss: 0.000112916 | val_loss: 0.000130688 | Time: 1884.47 ms [2020-11-24 23:50:50 main:581] : INFO : Epoch 981 | loss: 0.000111805 | val_loss: 0.0001206 | Time: 1845.42 ms [2020-11-24 23:50:52 main:581] : INFO : Epoch 982 | loss: 0.000104881 | val_loss: 0.000159496 | Time: 1914.95 ms [2020-11-24 23:50:54 main:581] : INFO : Epoch 983 | loss: 0.000125306 | val_loss: 0.000122409 | Time: 1868.26 ms [2020-11-24 23:50:56 main:581] : INFO : Epoch 984 | loss: 0.000163637 | val_loss: 0.000156591 | Time: 1823.83 ms [2020-11-24 23:50:57 main:581] : INFO : Epoch 985 | loss: 0.000114863 | val_loss: 0.000126359 | Time: 1780.51 ms [2020-11-24 23:50:59 main:581] : INFO : Epoch 986 | loss: 0.000120662 | val_loss: 0.000113848 | Time: 1691.43 ms [2020-11-24 23:51:01 main:581] : INFO : Epoch 987 | loss: 9.80485e-05 | val_loss: 0.000108985 | Time: 1932.91 ms [2020-11-24 23:51:03 main:581] : INFO : Epoch 988 | loss: 9.48084e-05 | val_loss: 0.000107916 | Time: 1982.59 ms [2020-11-24 23:51:05 main:581] : INFO : Epoch 989 | loss: 9.17364e-05 | val_loss: 0.000106171 | Time: 2071.8 ms [2020-11-24 23:51:07 main:581] : INFO : Epoch 990 | loss: 9.06569e-05 | val_loss: 0.000106855 | Time: 2082.81 ms [2020-11-24 23:51:09 main:581] : INFO : Epoch 991 | loss: 9.81787e-05 | val_loss: 0.000142688 | Time: 2138.26 ms [2020-11-24 23:51:12 main:581] : INFO : Epoch 992 | loss: 0.000111681 | val_loss: 0.000119782 | Time: 2199.78 ms [2020-11-24 23:51:14 main:581] : INFO : Epoch 993 | loss: 9.8314e-05 | val_loss: 0.000109184 | Time: 2335.47 ms [2020-11-24 23:51:16 main:581] : INFO : Epoch 994 | loss: 9.47542e-05 | val_loss: 0.00011506 | Time: 2070.12 ms [2020-11-24 23:51:18 main:581] : INFO : Epoch 995 | loss: 0.000106381 | val_loss: 0.000144981 | Time: 2330.57 ms [2020-11-24 23:51:21 main:581] : INFO : Epoch 996 | loss: 0.000118289 | val_loss: 0.000116873 | Time: 2326.22 ms [2020-11-24 23:51:23 main:581] : INFO : Epoch 997 | loss: 9.61757e-05 | val_loss: 0.000109022 | Time: 2299.12 ms [2020-11-24 23:51:25 main:581] : INFO : Epoch 998 | loss: 0.000109524 | val_loss: 0.000126722 | Time: 1942.16 ms [2020-11-24 23:51:26 main:581] : INFO : Epoch 999 | loss: 0.000102644 | val_loss: 0.000112931 | Time: 1654.05 ms [2020-11-24 23:51:28 main:581] : INFO : Epoch 1000 | loss: 9.45777e-05 | val_loss: 0.000108032 | Time: 1740.67 ms [2020-11-24 23:51:30 main:581] : INFO : Epoch 1001 | loss: 9.40146e-05 | val_loss: 0.000113254 | Time: 1872.45 ms [2020-11-24 23:51:32 main:581] : INFO : Epoch 1002 | loss: 9.97193e-05 | val_loss: 0.000121712 | Time: 1740.12 ms [2020-11-24 23:51:34 main:581] : INFO : Epoch 1003 | loss: 0.00010971 | val_loss: 0.000122359 | Time: 1827.34 ms [2020-11-24 23:51:35 main:581] : INFO : Epoch 1004 | loss: 0.000105123 | val_loss: 0.00011179 | Time: 1799.07 ms [2020-11-24 23:51:37 main:581] : INFO : Epoch 1005 | loss: 9.56678e-05 | val_loss: 0.000117366 | Time: 1726.43 ms [2020-11-24 23:51:39 main:581] : INFO : Epoch 1006 | loss: 0.000108373 | val_loss: 0.0001139 | Time: 1723.36 ms [2020-11-24 23:51:41 main:581] : INFO : Epoch 1007 | loss: 0.000101044 | val_loss: 0.000117069 | Time: 1655.78 ms [2020-11-24 23:51:42 main:581] : INFO : Epoch 1008 | loss: 0.000105884 | val_loss: 0.000125601 | Time: 1750.27 ms [2020-11-24 23:51:44 main:581] : INFO : Epoch 1009 | loss: 0.000103459 | val_loss: 0.000111803 | Time: 1773.03 ms [2020-11-24 23:51:46 main:581] : INFO : Epoch 1010 | loss: 0.000100347 | val_loss: 0.000119925 | Time: 1759.82 ms [2020-11-24 23:51:48 main:581] : INFO : Epoch 1011 | loss: 0.000102166 | val_loss: 0.000113706 | Time: 1798.85 ms [2020-11-24 23:51:50 main:581] : INFO : Epoch 1012 | loss: 0.000105115 | val_loss: 0.000120578 | Time: 2270.29 ms [2020-11-24 23:51:52 main:581] : INFO : Epoch 1013 | loss: 0.000111666 | val_loss: 0.000129439 | Time: 2292.61 ms [2020-11-24 23:51:54 main:581] : INFO : Epoch 1014 | loss: 0.000102095 | val_loss: 0.000111849 | Time: 1718.61 ms [2020-11-24 23:51:56 main:581] : INFO : Epoch 1015 | loss: 0.000101652 | val_loss: 0.000157131 | Time: 1949.15 ms [2020-11-24 23:51:58 main:581] : INFO : Epoch 1016 | loss: 0.000137982 | val_loss: 0.000149291 | Time: 1686.81 ms [2020-11-24 23:51:59 main:581] : INFO : Epoch 1017 | loss: 0.000138396 | val_loss: 0.000123552 | Time: 1884 ms [2020-11-24 23:52:01 main:581] : INFO : Epoch 1018 | loss: 0.00010495 | val_loss: 0.000127973 | Time: 1962.47 ms [2020-11-24 23:52:03 main:581] : INFO : Epoch 1019 | loss: 0.000123723 | val_loss: 0.000121408 | Time: 1998.33 ms [2020-11-24 23:52:05 main:581] : INFO : Epoch 1020 | loss: 9.8876e-05 | val_loss: 0.000111754 | Time: 1849.33 ms [2020-11-24 23:52:07 main:581] : INFO : Epoch 1021 | loss: 9.95546e-05 | val_loss: 0.000112967 | Time: 1863.78 ms [2020-11-24 23:52:09 main:581] : INFO : Epoch 1022 | loss: 9.23902e-05 | val_loss: 0.000106185 | Time: 1943.77 ms [2020-11-24 23:52:11 main:581] : INFO : Epoch 1023 | loss: 9.10466e-05 | val_loss: 0.000107377 | Time: 1820.95 ms [2020-11-24 23:52:13 main:581] : INFO : Epoch 1024 | loss: 9.52396e-05 | val_loss: 0.000123648 | Time: 1886.02 ms [2020-11-24 23:52:13 main:604] : INFO : Saving trained model to model-final.pt, val_loss 0.000123648 [2020-11-24 23:52:13 main:610] : INFO : Saving end state to config to file [2020-11-24 23:52:13 main:615] : INFO : Success, exiting.. 23:52:13 (704190): called boinc_finish(0) </stderr_txt> ]]>
©2022 MLC@Home Team
A project of the Cognition, Robotics, and Learning (CORAL) Lab at the University of Maryland, Baltimore County (UMBC)