Task 12534732
| Name | ParityModified-1645996906-30153-1-0_0 |
| Workunit | 9698540 |
| Created | 4 Mar 2022, 11:48:36 UTC |
| Sent | 8 Mar 2022, 13:46:06 UTC |
| Report deadline | 16 Mar 2022, 13:46:06 UTC |
| Received | 9 Mar 2022, 12:14:55 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 571 |
| Run time | 1 hours 45 min 46 sec |
| CPU time | 1 hours 43 min 34 sec |
| Validate state | Valid |
| Credit | 4,160.00 |
| Device peak FLOPS | 5,441.63 GFLOPS |
| Application version | Machine Learning Dataset Generator (GPU) v9.75 (cuda10200) windows_x86_64 |
| Peak working set size | 2.10 GB |
| Peak swap size | 4.34 GB |
| Peak disk usage | 1.54 GB |
Stderr output
<core_client_version>7.14.2</core_client_version>
<![CDATA[
<stderr_txt>
main:574] : INFO : Epoch 1542 | loss: 0.0312451 | val_loss: 0.0312471 | Time: 3068.22 ms
[2022-03-09 11:59:47 main:574] : INFO : Epoch 1543 | loss: 0.0312465 | val_loss: 0.0312459 | Time: 2999.07 ms
[2022-03-09 11:59:50 main:574] : INFO : Epoch 1544 | loss: 0.0312442 | val_loss: 0.031245 | Time: 3376.57 ms
[2022-03-09 11:59:53 main:574] : INFO : Epoch 1545 | loss: 0.0312449 | val_loss: 0.0312453 | Time: 3134.63 ms
[2022-03-09 11:59:56 main:574] : INFO : Epoch 1546 | loss: 0.0312452 | val_loss: 0.0312453 | Time: 2933.37 ms
[2022-03-09 11:59:59 main:574] : INFO : Epoch 1547 | loss: 0.0312447 | val_loss: 0.0312526 | Time: 3163.93 ms
[2022-03-09 12:00:02 main:574] : INFO : Epoch 1548 | loss: 0.0312454 | val_loss: 0.0312448 | Time: 2939.93 ms
[2022-03-09 12:00:05 main:574] : INFO : Epoch 1549 | loss: 0.0312435 | val_loss: 0.0312444 | Time: 2939.18 ms
[2022-03-09 12:00:08 main:574] : INFO : Epoch 1550 | loss: 0.031243 | val_loss: 0.0312488 | Time: 2415.25 ms
[2022-03-09 12:00:10 main:574] : INFO : Epoch 1551 | loss: 0.0312436 | val_loss: 0.0312474 | Time: 2447.34 ms
[2022-03-09 12:00:13 main:574] : INFO : Epoch 1552 | loss: 0.0312461 | val_loss: 0.031247 | Time: 2552.25 ms
[2022-03-09 12:00:16 main:574] : INFO : Epoch 1553 | loss: 0.0312456 | val_loss: 0.031245 | Time: 2679.98 ms
[2022-03-09 12:00:18 main:574] : INFO : Epoch 1554 | loss: 0.0312427 | val_loss: 0.0312447 | Time: 2480.6 ms
[2022-03-09 12:00:21 main:574] : INFO : Epoch 1555 | loss: 0.0312427 | val_loss: 0.031246 | Time: 2412.37 ms
[2022-03-09 12:00:23 main:574] : INFO : Epoch 1556 | loss: 0.0312432 | val_loss: 0.0312448 | Time: 2459.63 ms
[2022-03-09 12:00:26 main:574] : INFO : Epoch 1557 | loss: 0.0312418 | val_loss: 0.031249 | Time: 2483.56 ms
[2022-03-09 12:00:28 main:574] : INFO : Epoch 1558 | loss: 0.0312422 | val_loss: 0.0312458 | Time: 2643.17 ms
[2022-03-09 12:00:31 main:574] : INFO : Epoch 1559 | loss: 0.0312425 | val_loss: 0.0312446 | Time: 2508.85 ms
[2022-03-09 12:00:34 main:574] : INFO : Epoch 1560 | loss: 0.0312441 | val_loss: 0.0312445 | Time: 2792.08 ms
[2022-03-09 12:00:36 main:574] : INFO : Epoch 1561 | loss: 0.0312421 | val_loss: 0.031247 | Time: 2435.38 ms
[2022-03-09 12:00:39 main:574] : INFO : Epoch 1562 | loss: 0.0312427 | val_loss: 0.0312446 | Time: 2417.09 ms
[2022-03-09 12:00:41 main:574] : INFO : Epoch 1563 | loss: 0.0312426 | val_loss: 0.0312444 | Time: 2514.06 ms
[2022-03-09 12:00:44 main:574] : INFO : Epoch 1564 | loss: 0.0312454 | val_loss: 0.0312482 | Time: 2528.05 ms
[2022-03-09 12:00:46 main:574] : INFO : Epoch 1565 | loss: 0.0312467 | val_loss: 0.0312518 | Time: 2522.07 ms
[2022-03-09 12:00:49 main:574] : INFO : Epoch 1566 | loss: 0.0312454 | val_loss: 0.0312441 | Time: 2490.17 ms
[2022-03-09 12:00:51 main:574] : INFO : Epoch 1567 | loss: 0.0312441 | val_loss: 0.0312453 | Time: 2485.54 ms
[2022-03-09 12:00:54 main:574] : INFO : Epoch 1568 | loss: 0.0312421 | val_loss: 0.0312449 | Time: 2442.57 ms
[2022-03-09 12:00:57 main:574] : INFO : Epoch 1569 | loss: 0.0312427 | val_loss: 0.0312462 | Time: 2577.64 ms
[2022-03-09 12:00:59 main:574] : INFO : Epoch 1570 | loss: 0.0312432 | val_loss: 0.0312443 | Time: 2714.24 ms
[2022-03-09 12:01:02 main:574] : INFO : Epoch 1571 | loss: 0.0312461 | val_loss: 0.0312472 | Time: 2436.15 ms
[2022-03-09 12:01:04 main:574] : INFO : Epoch 1572 | loss: 0.0312457 | val_loss: 0.0312444 | Time: 2485.9 ms
[2022-03-09 12:01:07 main:574] : INFO : Epoch 1573 | loss: 0.0312424 | val_loss: 0.0312441 | Time: 2484.39 ms
[2022-03-09 12:01:10 main:574] : INFO : Epoch 1574 | loss: 0.0312434 | val_loss: 0.0312468 | Time: 2509.64 ms
[2022-03-09 12:01:12 main:574] : INFO : Epoch 1575 | loss: 0.0312432 | val_loss: 0.03125 | Time: 2468.99 ms
[2022-03-09 12:01:15 main:574] : INFO : Epoch 1576 | loss: 0.0312455 | val_loss: 0.0312447 | Time: 2575.4 ms
[2022-03-09 12:01:17 main:574] : INFO : Epoch 1577 | loss: 0.0312428 | val_loss: 0.0312436 | Time: 2360.52 ms
[2022-03-09 12:01:20 main:574] : INFO : Epoch 1578 | loss: 0.0312435 | val_loss: 0.0312437 | Time: 2561.63 ms
[2022-03-09 12:01:22 main:574] : INFO : Epoch 1579 | loss: 0.0312461 | val_loss: 0.0312454 | Time: 2406.59 ms
[2022-03-09 12:01:25 main:574] : INFO : Epoch 1580 | loss: 0.0312424 | val_loss: 0.0312456 | Time: 2408.63 ms
[2022-03-09 12:01:27 main:574] : INFO : Epoch 1581 | loss: 0.0312409 | val_loss: 0.031244 | Time: 2406.02 ms
[2022-03-09 12:01:30 main:574] : INFO : Epoch 1582 | loss: 0.0312425 | val_loss: 0.0312442 | Time: 2438.72 ms
[2022-03-09 12:01:32 main:574] : INFO : Epoch 1583 | loss: 0.0312431 | val_loss: 0.0312518 | Time: 2344.81 ms
[2022-03-09 12:01:35 main:574] : INFO : Epoch 1584 | loss: 0.0312444 | val_loss: 0.0312448 | Time: 2545.35 ms
[2022-03-09 12:01:37 main:574] : INFO : Epoch 1585 | loss: 0.0312411 | val_loss: 0.0312453 | Time: 2564.96 ms
[2022-03-09 12:01:40 main:574] : INFO : Epoch 1586 | loss: 0.031243 | val_loss: 0.0312442 | Time: 2540.63 ms
[2022-03-09 12:01:43 main:574] : INFO : Epoch 1587 | loss: 0.0312428 | val_loss: 0.0312446 | Time: 2515 ms
[2022-03-09 12:01:45 main:574] : INFO : Epoch 1588 | loss: 0.0312417 | val_loss: 0.0312493 | Time: 2487.8 ms
[2022-03-09 12:01:48 main:574] : INFO : Epoch 1589 | loss: 0.0312427 | val_loss: 0.0312459 | Time: 2523.07 ms
[2022-03-09 12:01:50 main:574] : INFO : Epoch 1590 | loss: 0.0312419 | val_loss: 0.031247 | Time: 2478.52 ms
[2022-03-09 12:01:53 main:574] : INFO : Epoch 1591 | loss: 0.0312436 | val_loss: 0.0312435 | Time: 2669.35 ms
[2022-03-09 12:01:55 main:574] : INFO : Epoch 1592 | loss: 0.0312406 | val_loss: 0.0312442 | Time: 2580.59 ms
[2022-03-09 12:01:58 main:574] : INFO : Epoch 1593 | loss: 0.031242 | val_loss: 0.031243 | Time: 2419.65 ms
[2022-03-09 12:02:01 main:574] : INFO : Epoch 1594 | loss: 0.0312416 | val_loss: 0.0312434 | Time: 2763.76 ms
[2022-03-09 12:02:03 main:574] : INFO : Epoch 1595 | loss: 0.0312397 | val_loss: 0.031243 | Time: 2423.08 ms
[2022-03-09 12:02:06 main:574] : INFO : Epoch 1596 | loss: 0.0312397 | val_loss: 0.0312442 | Time: 2473.17 ms
[2022-03-09 12:02:08 main:574] : INFO : Epoch 1597 | loss: 0.0312417 | val_loss: 0.0312438 | Time: 2402.96 ms
[2022-03-09 12:02:11 main:574] : INFO : Epoch 1598 | loss: 0.0312405 | val_loss: 0.031241 | Time: 2383.92 ms
[2022-03-09 12:02:13 main:574] : INFO : Epoch 1599 | loss: 0.03124 | val_loss: 0.0312425 | Time: 2436.82 ms
[2022-03-09 12:02:16 main:574] : INFO : Epoch 1600 | loss: 0.031241 | val_loss: 0.0312414 | Time: 2480.42 ms
[2022-03-09 12:02:18 main:574] : INFO : Epoch 1601 | loss: 0.0312399 | val_loss: 0.0312418 | Time: 2481.66 ms
[2022-03-09 12:02:21 main:574] : INFO : Epoch 1602 | loss: 0.0312385 | val_loss: 0.0312436 | Time: 2494.02 ms
[2022-03-09 12:02:23 main:574] : INFO : Epoch 1603 | loss: 0.0312384 | val_loss: 0.0312425 | Time: 2365.48 ms
[2022-03-09 12:02:26 main:574] : INFO : Epoch 1604 | loss: 0.0312415 | val_loss: 0.0312426 | Time: 2371.31 ms
[2022-03-09 12:02:28 main:574] : INFO : Epoch 1605 | loss: 0.0312429 | val_loss: 0.031241 | Time: 2442.34 ms
[2022-03-09 12:02:31 main:574] : INFO : Epoch 1606 | loss: 0.0312379 | val_loss: 0.0312411 | Time: 2619.86 ms
[2022-03-09 12:02:33 main:574] : INFO : Epoch 1607 | loss: 0.0312405 | val_loss: 0.031249 | Time: 2368.61 ms
[2022-03-09 12:02:36 main:574] : INFO : Epoch 1608 | loss: 0.0312407 | val_loss: 0.0312432 | Time: 2355.58 ms
[2022-03-09 12:02:38 main:574] : INFO : Epoch 1609 | loss: 0.0312391 | val_loss: 0.0312406 | Time: 2525.82 ms
[2022-03-09 12:02:41 main:574] : INFO : Epoch 1610 | loss: 0.0312375 | val_loss: 0.0312459 | Time: 2396.2 ms
[2022-03-09 12:02:43 main:574] : INFO : Epoch 1611 | loss: 0.031238 | val_loss: 0.0312474 | Time: 2337.8 ms
[2022-03-09 12:02:46 main:574] : INFO : Epoch 1612 | loss: 0.0312448 | val_loss: 0.031243 | Time: 2475.49 ms
[2022-03-09 12:02:48 main:574] : INFO : Epoch 1613 | loss: 0.0312394 | val_loss: 0.031243 | Time: 2390.13 ms
[2022-03-09 12:02:51 main:574] : INFO : Epoch 1614 | loss: 0.0312398 | val_loss: 0.0312401 | Time: 2357.45 ms
[2022-03-09 12:02:53 main:574] : INFO : Epoch 1615 | loss: 0.0312383 | val_loss: 0.0312407 | Time: 2441.71 ms
[2022-03-09 12:02:56 main:574] : INFO : Epoch 1616 | loss: 0.0312385 | val_loss: 0.0312393 | Time: 2597.06 ms
[2022-03-09 12:02:58 main:574] : INFO : Epoch 1617 | loss: 0.031237 | val_loss: 0.0312395 | Time: 2641.39 ms
[2022-03-09 12:03:01 main:574] : INFO : Epoch 1618 | loss: 0.0312391 | val_loss: 0.031244 | Time: 2533.17 ms
[2022-03-09 12:03:03 main:574] : INFO : Epoch 1619 | loss: 0.0312416 | val_loss: 0.0312398 | Time: 2391.82 ms
[2022-03-09 12:03:06 main:574] : INFO : Epoch 1620 | loss: 0.0312364 | val_loss: 0.0312407 | Time: 2414.79 ms
[2022-03-09 12:03:08 main:574] : INFO : Epoch 1621 | loss: 0.0312361 | val_loss: 0.0312389 | Time: 2378.69 ms
[2022-03-09 12:03:11 main:574] : INFO : Epoch 1622 | loss: 0.031239 | val_loss: 0.0312405 | Time: 2393.66 ms
[2022-03-09 12:03:13 main:574] : INFO : Epoch 1623 | loss: 0.0312384 | val_loss: 0.0312389 | Time: 2337.8 ms
[2022-03-09 12:03:15 main:574] : INFO : Epoch 1624 | loss: 0.031235 | val_loss: 0.0312415 | Time: 2381.61 ms
[2022-03-09 12:03:18 main:574] : INFO : Epoch 1625 | loss: 0.0312355 | val_loss: 0.0312397 | Time: 2374.74 ms
[2022-03-09 12:03:20 main:574] : INFO : Epoch 1626 | loss: 0.0312352 | val_loss: 0.0312389 | Time: 2348.47 ms
[2022-03-09 12:03:23 main:574] : INFO : Epoch 1627 | loss: 0.0312366 | val_loss: 0.0312423 | Time: 2404.64 ms
[2022-03-09 12:03:25 main:574] : INFO : Epoch 1628 | loss: 0.0312361 | val_loss: 0.0312382 | Time: 2504.25 ms
[2022-03-09 12:03:28 main:574] : INFO : Epoch 1629 | loss: 0.0312353 | val_loss: 0.0312469 | Time: 2770.95 ms
[2022-03-09 12:03:31 main:574] : INFO : Epoch 1630 | loss: 0.0312359 | val_loss: 0.0312376 | Time: 2882.56 ms
[2022-03-09 12:03:34 main:574] : INFO : Epoch 1631 | loss: 0.0312363 | val_loss: 0.0312414 | Time: 2691.99 ms
[2022-03-09 12:03:37 main:574] : INFO : Epoch 1632 | loss: 0.0312349 | val_loss: 0.0312376 | Time: 2790.94 ms
[2022-03-09 12:03:40 main:574] : INFO : Epoch 1633 | loss: 0.0312361 | val_loss: 0.0312413 | Time: 3052.26 ms
[2022-03-09 12:03:43 main:574] : INFO : Epoch 1634 | loss: 0.0312353 | val_loss: 0.0312436 | Time: 3473.76 ms
[2022-03-09 12:03:46 main:574] : INFO : Epoch 1635 | loss: 0.0312356 | val_loss: 0.0312398 | Time: 3171.93 ms
[2022-03-09 12:03:49 main:574] : INFO : Epoch 1636 | loss: 0.0312348 | val_loss: 0.0312371 | Time: 2867.64 ms
[2022-03-09 12:03:52 main:574] : INFO : Epoch 1637 | loss: 0.0312324 | val_loss: 0.0312405 | Time: 2904.1 ms
[2022-03-09 12:03:55 main:574] : INFO : Epoch 1638 | loss: 0.0312335 | val_loss: 0.0312369 | Time: 2960.03 ms
[2022-03-09 12:03:58 main:574] : INFO : Epoch 1639 | loss: 0.0312346 | val_loss: 0.031237 | Time: 2937.83 ms
[2022-03-09 12:04:01 main:574] : INFO : Epoch 1640 | loss: 0.0312323 | val_loss: 0.0312411 | Time: 3060.58 ms
[2022-03-09 12:04:05 main:574] : INFO : Epoch 1641 | loss: 0.0312327 | val_loss: 0.0312363 | Time: 3235.33 ms
[2022-03-09 12:04:08 main:574] : INFO : Epoch 1642 | loss: 0.0312337 | val_loss: 0.0312363 | Time: 3085.04 ms
[2022-03-09 12:04:11 main:574] : INFO : Epoch 1643 | loss: 0.0312396 | val_loss: 0.0312395 | Time: 2885.37 ms
[2022-03-09 12:04:13 main:574] : INFO : Epoch 1644 | loss: 0.0312374 | val_loss: 0.0312429 | Time: 2746.52 ms
[2022-03-09 12:04:17 main:574] : INFO : Epoch 1645 | loss: 0.0312367 | val_loss: 0.031244 | Time: 3425.05 ms
[2022-03-09 12:04:20 main:574] : INFO : Epoch 1646 | loss: 0.031236 | val_loss: 0.0312357 | Time: 3176.42 ms
[2022-03-09 12:04:23 main:574] : INFO : Epoch 1647 | loss: 0.0312331 | val_loss: 0.0312357 | Time: 2915.82 ms
[2022-03-09 12:04:26 main:574] : INFO : Epoch 1648 | loss: 0.0312339 | val_loss: 0.0312368 | Time: 2789.15 ms
[2022-03-09 12:04:29 main:574] : INFO : Epoch 1649 | loss: 0.0312328 | val_loss: 0.0312354 | Time: 3196.39 ms
[2022-03-09 12:04:32 main:574] : INFO : Epoch 1650 | loss: 0.0312358 | val_loss: 0.0312409 | Time: 2570.78 ms
[2022-03-09 12:04:34 main:574] : INFO : Epoch 1651 | loss: 0.0312344 | val_loss: 0.0312399 | Time: 2419.21 ms
[2022-03-09 12:04:37 main:574] : INFO : Epoch 1652 | loss: 0.0312339 | val_loss: 0.0312537 | Time: 2434.75 ms
[2022-03-09 12:04:39 main:574] : INFO : Epoch 1653 | loss: 0.0312405 | val_loss: 0.0312373 | Time: 2431.6 ms
[2022-03-09 12:04:42 main:574] : INFO : Epoch 1654 | loss: 0.0312322 | val_loss: 0.0312458 | Time: 2424.83 ms
[2022-03-09 12:04:44 main:574] : INFO : Epoch 1655 | loss: 0.0312322 | val_loss: 0.0312367 | Time: 2443.29 ms
[2022-03-09 12:04:47 main:574] : INFO : Epoch 1656 | loss: 0.0312322 | val_loss: 0.0312365 | Time: 2430.06 ms
[2022-03-09 12:04:49 main:574] : INFO : Epoch 1657 | loss: 0.0312346 | val_loss: 0.0312352 | Time: 2474.22 ms
[2022-03-09 12:04:52 main:574] : INFO : Epoch 1658 | loss: 0.0312346 | val_loss: 0.0312404 | Time: 2436.95 ms
[2022-03-09 12:04:54 main:574] : INFO : Epoch 1659 | loss: 0.0312369 | val_loss: 0.0312352 | Time: 2376.21 ms
[2022-03-09 12:04:57 main:574] : INFO : Epoch 1660 | loss: 0.0312354 | val_loss: 0.0312433 | Time: 2634.33 ms
[2022-03-09 12:04:59 main:574] : INFO : Epoch 1661 | loss: 0.0312421 | val_loss: 0.0312426 | Time: 2451.92 ms
[2022-03-09 12:05:02 main:574] : INFO : Epoch 1662 | loss: 0.0312396 | val_loss: 0.0312352 | Time: 2672.46 ms
[2022-03-09 12:05:04 main:574] : INFO : Epoch 1663 | loss: 0.0312376 | val_loss: 0.0312366 | Time: 2415.69 ms
[2022-03-09 12:05:07 main:574] : INFO : Epoch 1664 | loss: 0.0312335 | val_loss: 0.0312348 | Time: 2428.48 ms
[2022-03-09 12:05:09 main:574] : INFO : Epoch 1665 | loss: 0.0312344 | val_loss: 0.0312356 | Time: 2351.41 ms
[2022-03-09 12:05:12 main:574] : INFO : Epoch 1666 | loss: 0.0312354 | val_loss: 0.0312344 | Time: 2331.75 ms
[2022-03-09 12:05:14 main:574] : INFO : Epoch 1667 | loss: 0.0312351 | val_loss: 0.0312377 | Time: 2457.77 ms
[2022-03-09 12:05:17 main:574] : INFO : Epoch 1668 | loss: 0.0312363 | val_loss: 0.0312341 | Time: 2394.71 ms
[2022-03-09 12:05:19 main:574] : INFO : Epoch 1669 | loss: 0.0312321 | val_loss: 0.0312338 | Time: 2507.56 ms
[2022-03-09 12:05:22 main:574] : INFO : Epoch 1670 | loss: 0.0312308 | val_loss: 0.0312343 | Time: 2443.67 ms
[2022-03-09 12:05:24 main:574] : INFO : Epoch 1671 | loss: 0.0312348 | val_loss: 0.0312435 | Time: 2379.39 ms
[2022-03-09 12:05:26 main:574] : INFO : Epoch 1672 | loss: 0.0312328 | val_loss: 0.0312323 | Time: 2348.02 ms
[2022-03-09 12:05:29 main:574] : INFO : Epoch 1673 | loss: 0.0312339 | val_loss: 0.0312401 | Time: 2416.81 ms
[2022-03-09 12:05:31 main:574] : INFO : Epoch 1674 | loss: 0.0312315 | val_loss: 0.0312351 | Time: 2466.36 ms
[2022-03-09 12:05:34 main:574] : INFO : Epoch 1675 | loss: 0.0312296 | val_loss: 0.0312327 | Time: 2914.63 ms
[2022-03-09 12:05:37 main:574] : INFO : Epoch 1676 | loss: 0.0312312 | val_loss: 0.0312328 | Time: 3081.68 ms
[2022-03-09 12:05:41 main:574] : INFO : Epoch 1677 | loss: 0.0312325 | val_loss: 0.0312344 | Time: 3097.97 ms
[2022-03-09 12:05:44 main:574] : INFO : Epoch 1678 | loss: 0.0312309 | val_loss: 0.0312395 | Time: 3456.62 ms
[2022-03-09 12:05:47 main:574] : INFO : Epoch 1679 | loss: 0.0312315 | val_loss: 0.0312329 | Time: 2889.32 ms
[2022-03-09 12:05:50 main:574] : INFO : Epoch 1680 | loss: 0.0312344 | val_loss: 0.0312347 | Time: 3053.15 ms
[2022-03-09 12:05:53 main:574] : INFO : Epoch 1681 | loss: 0.0312297 | val_loss: 0.0312387 | Time: 2813.6 ms
[2022-03-09 12:05:56 main:574] : INFO : Epoch 1682 | loss: 0.0312282 | val_loss: 0.0312311 | Time: 2489.2 ms
[2022-03-09 12:05:58 main:574] : INFO : Epoch 1683 | loss: 0.0312284 | val_loss: 0.0312336 | Time: 2462.3 ms
[2022-03-09 12:06:01 main:574] : INFO : Epoch 1684 | loss: 0.0312346 | val_loss: 0.0312357 | Time: 2422.36 ms
[2022-03-09 12:06:03 main:574] : INFO : Epoch 1685 | loss: 0.0312302 | val_loss: 0.0312308 | Time: 2385.94 ms
[2022-03-09 12:06:06 main:574] : INFO : Epoch 1686 | loss: 0.0312281 | val_loss: 0.031233 | Time: 2706.69 ms
[2022-03-09 12:06:09 main:574] : INFO : Epoch 1687 | loss: 0.0312292 | val_loss: 0.0312377 | Time: 2604.84 ms
[2022-03-09 12:06:11 main:574] : INFO : Epoch 1688 | loss: 0.0312302 | val_loss: 0.031239 | Time: 2382.88 ms
[2022-03-09 12:06:13 main:574] : INFO : Epoch 1689 | loss: 0.0312344 | val_loss: 0.0312388 | Time: 2383.47 ms
[2022-03-09 12:06:16 main:574] : INFO : Epoch 1690 | loss: 0.0312278 | val_loss: 0.0312331 | Time: 2991.74 ms
[2022-03-09 12:06:19 main:574] : INFO : Epoch 1691 | loss: 0.0312268 | val_loss: 0.0312311 | Time: 2408.77 ms
[2022-03-09 12:06:21 main:574] : INFO : Epoch 1692 | loss: 0.0312294 | val_loss: 0.0312306 | Time: 2494.61 ms
[2022-03-09 12:06:24 main:574] : INFO : Epoch 1693 | loss: 0.0312293 | val_loss: 0.0312298 | Time: 2345.24 ms
[2022-03-09 12:06:26 main:574] : INFO : Epoch 1694 | loss: 0.0312258 | val_loss: 0.0312307 | Time: 2401.13 ms
[2022-03-09 12:06:29 main:574] : INFO : Epoch 1695 | loss: 0.0312266 | val_loss: 0.0312301 | Time: 2342.69 ms
[2022-03-09 12:06:31 main:574] : INFO : Epoch 1696 | loss: 0.0312287 | val_loss: 0.0312317 | Time: 2393.95 ms
[2022-03-09 12:06:34 main:574] : INFO : Epoch 1697 | loss: 0.0312272 | val_loss: 0.031229 | Time: 2464.32 ms
[2022-03-09 12:06:36 main:574] : INFO : Epoch 1698 | loss: 0.0312266 | val_loss: 0.0312285 | Time: 2496.11 ms
[2022-03-09 12:06:39 main:574] : INFO : Epoch 1699 | loss: 0.0312272 | val_loss: 0.0312394 | Time: 2473.76 ms
[2022-03-09 12:06:41 main:574] : INFO : Epoch 1700 | loss: 0.0312319 | val_loss: 0.0312338 | Time: 2623.93 ms
[2022-03-09 12:06:44 main:574] : INFO : Epoch 1701 | loss: 0.0312283 | val_loss: 0.0312308 | Time: 2484.4 ms
[2022-03-09 12:06:46 main:574] : INFO : Epoch 1702 | loss: 0.031227 | val_loss: 0.0312284 | Time: 2451.43 ms
[2022-03-09 12:06:49 main:574] : INFO : Epoch 1703 | loss: 0.031229 | val_loss: 0.0312292 | Time: 2462.6 ms
[2022-03-09 12:06:52 main:574] : INFO : Epoch 1704 | loss: 0.0312311 | val_loss: 0.0312303 | Time: 2683.2 ms
[2022-03-09 12:06:54 main:574] : INFO : Epoch 1705 | loss: 0.0312277 | val_loss: 0.0312401 | Time: 2310.3 ms
[2022-03-09 12:06:57 main:574] : INFO : Epoch 1706 | loss: 0.0312315 | val_loss: 0.0312354 | Time: 2475.77 ms
[2022-03-09 12:06:59 main:574] : INFO : Epoch 1707 | loss: 0.0312272 | val_loss: 0.0312276 | Time: 2751.23 ms
[2022-03-09 12:07:02 main:574] : INFO : Epoch 1708 | loss: 0.031226 | val_loss: 0.0312353 | Time: 2464.59 ms
[2022-03-09 12:07:04 main:574] : INFO : Epoch 1709 | loss: 0.0312288 | val_loss: 0.0312275 | Time: 2435.37 ms
[2022-03-09 12:07:07 main:574] : INFO : Epoch 1710 | loss: 0.0312269 | val_loss: 0.031229 | Time: 2441.14 ms
[2022-03-09 12:07:09 main:574] : INFO : Epoch 1711 | loss: 0.0312279 | val_loss: 0.0312309 | Time: 2447.54 ms
[2022-03-09 12:07:12 main:574] : INFO : Epoch 1712 | loss: 0.0312252 | val_loss: 0.0312259 | Time: 2864.49 ms
[2022-03-09 12:07:15 main:574] : INFO : Epoch 1713 | loss: 0.0312227 | val_loss: 0.0312261 | Time: 2937.9 ms
[2022-03-09 12:07:18 main:574] : INFO : Epoch 1714 | loss: 0.0312266 | val_loss: 0.0312397 | Time: 3001.9 ms
[2022-03-09 12:07:21 main:574] : INFO : Epoch 1715 | loss: 0.0312313 | val_loss: 0.0312302 | Time: 2998.36 ms
[2022-03-09 12:07:24 main:574] : INFO : Epoch 1716 | loss: 0.0312272 | val_loss: 0.0312298 | Time: 2957.53 ms
[2022-03-09 12:07:27 main:574] : INFO : Epoch 1717 | loss: 0.0312278 | val_loss: 0.0312369 | Time: 3088.5 ms
[2022-03-09 12:07:30 main:574] : INFO : Epoch 1718 | loss: 0.0312234 | val_loss: 0.031226 | Time: 3102.8 ms
[2022-03-09 12:07:33 main:574] : INFO : Epoch 1719 | loss: 0.0312262 | val_loss: 0.0312267 | Time: 2817.96 ms
[2022-03-09 12:07:36 main:574] : INFO : Epoch 1720 | loss: 0.0312218 | val_loss: 0.0312256 | Time: 2880.13 ms
[2022-03-09 12:07:39 main:574] : INFO : Epoch 1721 | loss: 0.0312225 | val_loss: 0.0312288 | Time: 2508.45 ms
[2022-03-09 12:07:41 main:574] : INFO : Epoch 1722 | loss: 0.0312256 | val_loss: 0.0312324 | Time: 2465.75 ms
[2022-03-09 12:07:44 main:574] : INFO : Epoch 1723 | loss: 0.0312282 | val_loss: 0.0312313 | Time: 3053.01 ms
[2022-03-09 12:07:48 main:574] : INFO : Epoch 1724 | loss: 0.0312238 | val_loss: 0.0312279 | Time: 3197.54 ms
[2022-03-09 12:07:51 main:574] : INFO : Epoch 1725 | loss: 0.0312225 | val_loss: 0.0312245 | Time: 3380.01 ms
[2022-03-09 12:07:54 main:574] : INFO : Epoch 1726 | loss: 0.0312242 | val_loss: 0.0312303 | Time: 3033.12 ms
[2022-03-09 12:07:57 main:574] : INFO : Epoch 1727 | loss: 0.0312276 | val_loss: 0.0312321 | Time: 3162.07 ms
[2022-03-09 12:08:00 main:574] : INFO : Epoch 1728 | loss: 0.0312243 | val_loss: 0.0312277 | Time: 2940.09 ms
[2022-03-09 12:08:03 main:574] : INFO : Epoch 1729 | loss: 0.0312234 | val_loss: 0.0312242 | Time: 2827.82 ms
[2022-03-09 12:08:06 main:574] : INFO : Epoch 1730 | loss: 0.0312223 | val_loss: 0.0312247 | Time: 2819.55 ms
[2022-03-09 12:08:09 main:574] : INFO : Epoch 1731 | loss: 0.0312229 | val_loss: 0.0312249 | Time: 2699.28 ms
[2022-03-09 12:08:11 main:574] : INFO : Epoch 1732 | loss: 0.0312252 | val_loss: 0.0312287 | Time: 2445.4 ms
[2022-03-09 12:08:14 main:574] : INFO : Epoch 1733 | loss: 0.0312237 | val_loss: 0.0312245 | Time: 2718.69 ms
[2022-03-09 12:08:17 main:574] : INFO : Epoch 1734 | loss: 0.0312226 | val_loss: 0.0312239 | Time: 2772.43 ms
[2022-03-09 12:08:20 main:574] : INFO : Epoch 1735 | loss: 0.0312249 | val_loss: 0.0312253 | Time: 2842.54 ms
[2022-03-09 12:08:23 main:574] : INFO : Epoch 1736 | loss: 0.0312219 | val_loss: 0.0312256 | Time: 3337.2 ms
[2022-03-09 12:08:26 main:574] : INFO : Epoch 1737 | loss: 0.0312214 | val_loss: 0.0312247 | Time: 3100.27 ms
[2022-03-09 12:08:30 main:574] : INFO : Epoch 1738 | loss: 0.0312222 | val_loss: 0.0312239 | Time: 3628.45 ms
[2022-03-09 12:08:33 main:574] : INFO : Epoch 1739 | loss: 0.0312206 | val_loss: 0.0312247 | Time: 2792.08 ms
[2022-03-09 12:08:35 main:574] : INFO : Epoch 1740 | loss: 0.0312279 | val_loss: 0.0312444 | Time: 2663.47 ms
[2022-03-09 12:08:38 main:574] : INFO : Epoch 1741 | loss: 0.0312288 | val_loss: 0.0312253 | Time: 2842.21 ms
[2022-03-09 12:08:41 main:574] : INFO : Epoch 1742 | loss: 0.0312239 | val_loss: 0.0312276 | Time: 2806.63 ms
[2022-03-09 12:08:44 main:574] : INFO : Epoch 1743 | loss: 0.0312236 | val_loss: 0.031227 | Time: 2570.11 ms
[2022-03-09 12:08:47 main:574] : INFO : Epoch 1744 | loss: 0.031223 | val_loss: 0.0312263 | Time: 3434.51 ms
[2022-03-09 12:08:50 main:574] : INFO : Epoch 1745 | loss: 0.0312248 | val_loss: 0.0312297 | Time: 3144.65 ms
[2022-03-09 12:08:54 main:574] : INFO : Epoch 1746 | loss: 0.0312229 | val_loss: 0.0312269 | Time: 3247.96 ms
[2022-03-09 12:08:57 main:574] : INFO : Epoch 1747 | loss: 0.031221 | val_loss: 0.0312254 | Time: 3017.95 ms
[2022-03-09 12:09:00 main:574] : INFO : Epoch 1748 | loss: 0.031221 | val_loss: 0.0312287 | Time: 2875.68 ms
[2022-03-09 12:09:03 main:574] : INFO : Epoch 1749 | loss: 0.0312222 | val_loss: 0.0312252 | Time: 2981.9 ms
[2022-03-09 12:09:06 main:574] : INFO : Epoch 1750 | loss: 0.0312248 | val_loss: 0.0312252 | Time: 3514.89 ms
[2022-03-09 12:09:09 main:574] : INFO : Epoch 1751 | loss: 0.0312225 | val_loss: 0.0312271 | Time: 2975.1 ms
[2022-03-09 12:09:12 main:574] : INFO : Epoch 1752 | loss: 0.031224 | val_loss: 0.0312271 | Time: 2955.67 ms
[2022-03-09 12:09:16 main:574] : INFO : Epoch 1753 | loss: 0.0312232 | val_loss: 0.0312357 | Time: 3227.03 ms
[2022-03-09 12:09:19 main:574] : INFO : Epoch 1754 | loss: 0.0312244 | val_loss: 0.0312263 | Time: 3266.7 ms
[2022-03-09 12:09:22 main:574] : INFO : Epoch 1755 | loss: 0.0312235 | val_loss: 0.0312304 | Time: 2625.69 ms
[2022-03-09 12:09:24 main:574] : INFO : Epoch 1756 | loss: 0.0312237 | val_loss: 0.031223 | Time: 2611.63 ms
[2022-03-09 12:09:27 main:574] : INFO : Epoch 1757 | loss: 0.0312201 | val_loss: 0.0312228 | Time: 2873.31 ms
[2022-03-09 12:09:30 main:574] : INFO : Epoch 1758 | loss: 0.0312203 | val_loss: 0.0312225 | Time: 3133.55 ms
[2022-03-09 12:09:33 main:574] : INFO : Epoch 1759 | loss: 0.0312193 | val_loss: 0.0312225 | Time: 2820.3 ms
[2022-03-09 12:09:36 main:574] : INFO : Epoch 1760 | loss: 0.0312191 | val_loss: 0.031232 | Time: 2513.03 ms
[2022-03-09 12:09:38 main:574] : INFO : Epoch 1761 | loss: 0.0312217 | val_loss: 0.0312254 | Time: 2543.43 ms
[2022-03-09 12:09:41 main:574] : INFO : Epoch 1762 | loss: 0.0312217 | val_loss: 0.0312236 | Time: 2648.94 ms
[2022-03-09 12:09:44 main:574] : INFO : Epoch 1763 | loss: 0.0312215 | val_loss: 0.0312248 | Time: 2786.02 ms
[2022-03-09 12:09:47 main:574] : INFO : Epoch 1764 | loss: 0.0312185 | val_loss: 0.0312272 | Time: 2824.39 ms
[2022-03-09 12:09:50 main:574] : INFO : Epoch 1765 | loss: 0.0312215 | val_loss: 0.0312259 | Time: 3181.53 ms
[2022-03-09 12:09:53 main:574] : INFO : Epoch 1766 | loss: 0.0312197 | val_loss: 0.0312269 | Time: 2809.43 ms
[2022-03-09 12:09:56 main:574] : INFO : Epoch 1767 | loss: 0.0312196 | val_loss: 0.0312263 | Time: 2986.15 ms
[2022-03-09 12:09:59 main:574] : INFO : Epoch 1768 | loss: 0.0312206 | val_loss: 0.0312228 | Time: 2825.02 ms
[2022-03-09 12:10:02 main:574] : INFO : Epoch 1769 | loss: 0.0312208 | val_loss: 0.031223 | Time: 3323.19 ms
[2022-03-09 12:10:05 main:574] : INFO : Epoch 1770 | loss: 0.0312219 | val_loss: 0.031224 | Time: 2914.17 ms
[2022-03-09 12:10:08 main:574] : INFO : Epoch 1771 | loss: 0.0312185 | val_loss: 0.0312229 | Time: 2812.86 ms
[2022-03-09 12:10:11 main:574] : INFO : Epoch 1772 | loss: 0.0312183 | val_loss: 0.031225 | Time: 3414.71 ms
[2022-03-09 12:10:14 main:574] : INFO : Epoch 1773 | loss: 0.0312238 | val_loss: 0.0312237 | Time: 2554.86 ms
[2022-03-09 12:10:17 main:574] : INFO : Epoch 1774 | loss: 0.0312206 | val_loss: 0.0312223 | Time: 2667.11 ms
[2022-03-09 12:10:20 main:574] : INFO : Epoch 1775 | loss: 0.0312192 | val_loss: 0.031223 | Time: 3092.19 ms
[2022-03-09 12:10:23 main:574] : INFO : Epoch 1776 | loss: 0.031219 | val_loss: 0.0312221 | Time: 3161.34 ms
[2022-03-09 12:10:26 main:574] : INFO : Epoch 1777 | loss: 0.0312192 | val_loss: 0.0312223 | Time: 2982.77 ms
[2022-03-09 12:10:30 main:574] : INFO : Epoch 1778 | loss: 0.0312197 | val_loss: 0.0312233 | Time: 3564.3 ms
[2022-03-09 12:10:32 main:574] : INFO : Epoch 1779 | loss: 0.0312202 | val_loss: 0.0312234 | Time: 2699.96 ms
[2022-03-09 12:10:35 main:574] : INFO : Epoch 1780 | loss: 0.0312189 | val_loss: 0.0312252 | Time: 2931.71 ms
[2022-03-09 12:10:39 main:574] : INFO : Epoch 1781 | loss: 0.0312174 | val_loss: 0.0312225 | Time: 3211.79 ms
[2022-03-09 12:10:41 main:574] : INFO : Epoch 1782 | loss: 0.031217 | val_loss: 0.0312234 | Time: 2600.8 ms
[2022-03-09 12:10:44 main:574] : INFO : Epoch 1783 | loss: 0.0312194 | val_loss: 0.0312349 | Time: 2684.98 ms
[2022-03-09 12:10:47 main:574] : INFO : Epoch 1784 | loss: 0.0312259 | val_loss: 0.0312264 | Time: 3124.85 ms
[2022-03-09 12:10:51 main:574] : INFO : Epoch 1785 | loss: 0.0312236 | val_loss: 0.0312287 | Time: 3541.12 ms
[2022-03-09 12:10:54 main:574] : INFO : Epoch 1786 | loss: 0.0312216 | val_loss: 0.0312244 | Time: 3330.97 ms
[2022-03-09 12:10:57 main:574] : INFO : Epoch 1787 | loss: 0.0312171 | val_loss: 0.0312221 | Time: 3014.18 ms
[2022-03-09 12:11:00 main:574] : INFO : Epoch 1788 | loss: 0.031217 | val_loss: 0.0312248 | Time: 2499.71 ms
[2022-03-09 12:11:03 main:574] : INFO : Epoch 1789 | loss: 0.0312186 | val_loss: 0.0312216 | Time: 2925.73 ms
[2022-03-09 12:11:06 main:574] : INFO : Epoch 1790 | loss: 0.0312194 | val_loss: 0.0312219 | Time: 3597.56 ms
[2022-03-09 12:11:09 main:574] : INFO : Epoch 1791 | loss: 0.0312175 | val_loss: 0.0312237 | Time: 2930.69 ms
[2022-03-09 12:11:12 main:574] : INFO : Epoch 1792 | loss: 0.0312192 | val_loss: 0.0312218 | Time: 2987.6 ms
[2022-03-09 12:11:15 main:574] : INFO : Epoch 1793 | loss: 0.031217 | val_loss: 0.031223 | Time: 2791.42 ms
[2022-03-09 12:11:18 main:574] : INFO : Epoch 1794 | loss: 0.0312167 | val_loss: 0.0312221 | Time: 2862.53 ms
[2022-03-09 12:11:21 main:574] : INFO : Epoch 1795 | loss: 0.0312225 | val_loss: 0.0312287 | Time: 3145.21 ms
[2022-03-09 12:11:24 main:574] : INFO : Epoch 1796 | loss: 0.0312199 | val_loss: 0.0312233 | Time: 2944.85 ms
[2022-03-09 12:11:27 main:574] : INFO : Epoch 1797 | loss: 0.0312204 | val_loss: 0.0312223 | Time: 3138.14 ms
[2022-03-09 12:11:31 main:574] : INFO : Epoch 1798 | loss: 0.0312214 | val_loss: 0.0312309 | Time: 3204.81 ms
[2022-03-09 12:11:34 main:574] : INFO : Epoch 1799 | loss: 0.0312176 | val_loss: 0.031223 | Time: 3135.29 ms
[2022-03-09 12:11:37 main:574] : INFO : Epoch 1800 | loss: 0.0312166 | val_loss: 0.0312228 | Time: 2909.25 ms
[2022-03-09 12:11:40 main:574] : INFO : Epoch 1801 | loss: 0.031217 | val_loss: 0.0312224 | Time: 3301.55 ms
[2022-03-09 12:11:44 main:574] : INFO : Epoch 1802 | loss: 0.0312157 | val_loss: 0.0312223 | Time: 3482.27 ms
[2022-03-09 12:11:47 main:574] : INFO : Epoch 1803 | loss: 0.0312184 | val_loss: 0.0312287 | Time: 3326.3 ms
[2022-03-09 12:11:50 main:574] : INFO : Epoch 1804 | loss: 0.0312227 | val_loss: 0.0312268 | Time: 3020.47 ms
[2022-03-09 12:11:54 main:574] : INFO : Epoch 1805 | loss: 0.0312176 | val_loss: 0.0312234 | Time: 3086.71 ms
[2022-03-09 12:11:57 main:574] : INFO : Epoch 1806 | loss: 0.0312171 | val_loss: 0.0312234 | Time: 2908.72 ms
[2022-03-09 12:12:00 main:574] : INFO : Epoch 1807 | loss: 0.0312182 | val_loss: 0.0312234 | Time: 3210.84 ms
[2022-03-09 12:12:02 main:574] : INFO : Epoch 1808 | loss: 0.0312168 | val_loss: 0.031225 | Time: 2540.56 ms
[2022-03-09 12:12:05 main:574] : INFO : Epoch 1809 | loss: 0.0312171 | val_loss: 0.0312248 | Time: 2801.22 ms
[2022-03-09 12:12:08 main:574] : INFO : Epoch 1810 | loss: 0.0312166 | val_loss: 0.031224 | Time: 2782.43 ms
[2022-03-09 12:12:11 main:574] : INFO : Epoch 1811 | loss: 0.0312163 | val_loss: 0.0312217 | Time: 2739.3 ms
[2022-03-09 12:12:14 main:574] : INFO : Epoch 1812 | loss: 0.0312154 | val_loss: 0.031222 | Time: 2842.93 ms
[2022-03-09 12:12:17 main:574] : INFO : Epoch 1813 | loss: 0.0312154 | val_loss: 0.0312233 | Time: 2711.2 ms
[2022-03-09 12:12:20 main:574] : INFO : Epoch 1814 | loss: 0.0312156 | val_loss: 0.0312263 | Time: 3034.74 ms
[2022-03-09 12:12:23 main:574] : INFO : Epoch 1815 | loss: 0.0312153 | val_loss: 0.0312267 | Time: 3195.45 ms
[2022-03-09 12:12:26 main:574] : INFO : Epoch 1816 | loss: 0.0312196 | val_loss: 0.031222 | Time: 3457 ms
[2022-03-09 12:12:30 main:574] : INFO : Epoch 1817 | loss: 0.0312177 | val_loss: 0.0312264 | Time: 3173.08 ms
[2022-03-09 12:12:32 main:574] : INFO : Epoch 1818 | loss: 0.0312175 | val_loss: 0.0312209 | Time: 2665.92 ms
[2022-03-09 12:12:36 main:574] : INFO : Epoch 1819 | loss: 0.0312163 | val_loss: 0.031221 | Time: 3043.35 ms
[2022-03-09 12:12:39 main:574] : INFO : Epoch 1820 | loss: 0.031218 | val_loss: 0.031221 | Time: 3613.47 ms
[2022-03-09 12:12:42 main:574] : INFO : Epoch 1821 | loss: 0.0312164 | val_loss: 0.0312216 | Time: 3214.66 ms
[2022-03-09 12:12:46 main:574] : INFO : Epoch 1822 | loss: 0.0312205 | val_loss: 0.031226 | Time: 3117 ms
[2022-03-09 12:12:49 main:574] : INFO : Epoch 1823 | loss: 0.0312194 | val_loss: 0.0312219 | Time: 2938.47 ms
[2022-03-09 12:12:51 main:574] : INFO : Epoch 1824 | loss: 0.0312172 | val_loss: 0.0312308 | Time: 2734.59 ms
[2022-03-09 12:12:54 main:574] : INFO : Epoch 1825 | loss: 0.0312188 | val_loss: 0.0312195 | Time: 2869.31 ms
[2022-03-09 12:12:57 main:574] : INFO : Epoch 1826 | loss: 0.0312159 | val_loss: 0.0312193 | Time: 2633.96 ms
[2022-03-09 12:13:00 main:574] : INFO : Epoch 1827 | loss: 0.0312158 | val_loss: 0.0312194 | Time: 2890.4 ms
[2022-03-09 12:13:03 main:574] : INFO : Epoch 1828 | loss: 0.0312166 | val_loss: 0.0312188 | Time: 3032.98 ms
[2022-03-09 12:13:05 main:574] : INFO : Epoch 1829 | loss: 0.0312176 | val_loss: 0.0312187 | Time: 2571.47 ms
[2022-03-09 12:13:08 main:574] : INFO : Epoch 1830 | loss: 0.0312269 | val_loss: 0.0312252 | Time: 2573.87 ms
[2022-03-09 12:13:11 main:574] : INFO : Epoch 1831 | loss: 0.0312172 | val_loss: 0.0312189 | Time: 3135.77 ms
[2022-03-09 12:13:14 main:574] : INFO : Epoch 1832 | loss: 0.0312186 | val_loss: 0.0312227 | Time: 2952.15 ms
[2022-03-09 12:13:17 main:574] : INFO : Epoch 1833 | loss: 0.0312163 | val_loss: 0.03122 | Time: 2765.92 ms
[2022-03-09 12:13:20 main:574] : INFO : Epoch 1834 | loss: 0.0312166 | val_loss: 0.0312254 | Time: 2728.99 ms
[2022-03-09 12:13:22 main:574] : INFO : Epoch 1835 | loss: 0.0312161 | val_loss: 0.0312187 | Time: 2551.66 ms
[2022-03-09 12:13:25 main:574] : INFO : Epoch 1836 | loss: 0.0312143 | val_loss: 0.0312187 | Time: 2899.5 ms
[2022-03-09 12:13:28 main:574] : INFO : Epoch 1837 | loss: 0.0312146 | val_loss: 0.0312184 | Time: 2711.26 ms
[2022-03-09 12:13:31 main:574] : INFO : Epoch 1838 | loss: 0.0312145 | val_loss: 0.0312206 | Time: 3245.17 ms
[2022-03-09 12:13:34 main:574] : INFO : Epoch 1839 | loss: 0.0312158 | val_loss: 0.0312209 | Time: 2903.99 ms
[2022-03-09 12:13:37 main:574] : INFO : Epoch 1840 | loss: 0.0312147 | val_loss: 0.0312194 | Time: 2966.56 ms
[2022-03-09 12:13:40 main:574] : INFO : Epoch 1841 | loss: 0.0312143 | val_loss: 0.0312193 | Time: 2810.19 ms
[2022-03-09 12:13:43 main:574] : INFO : Epoch 1842 | loss: 0.0312134 | val_loss: 0.0312223 | Time: 2573.86 ms
[2022-03-09 12:13:46 main:574] : INFO : Epoch 1843 | loss: 0.031214 | val_loss: 0.031222 | Time: 3026.63 ms
[2022-03-09 12:13:49 main:574] : INFO : Epoch 1844 | loss: 0.0312167 | val_loss: 0.0312228 | Time: 3199.04 ms
[2022-03-09 12:13:52 main:574] : INFO : Epoch 1845 | loss: 0.0312148 | val_loss: 0.031225 | Time: 2896.56 ms
[2022-03-09 12:13:55 main:574] : INFO : Epoch 1846 | loss: 0.0312177 | val_loss: 0.0312227 | Time: 3079.02 ms
[2022-03-09 12:13:58 main:574] : INFO : Epoch 1847 | loss: 0.0312191 | val_loss: 0.0312191 | Time: 3115.48 ms
[2022-03-09 12:14:01 main:574] : INFO : Epoch 1848 | loss: 0.0312163 | val_loss: 0.0312198 | Time: 3046.19 ms
[2022-03-09 12:14:05 main:574] : INFO : Epoch 1849 | loss: 0.0312163 | val_loss: 0.0312194 | Time: 3229.73 ms
[2022-03-09 12:14:08 main:574] : INFO : Epoch 1850 | loss: 0.0312162 | val_loss: 0.0312202 | Time: 2944.75 ms
[2022-03-09 12:14:10 main:574] : INFO : Epoch 1851 | loss: 0.0312151 | val_loss: 0.0312224 | Time: 2637.14 ms
[2022-03-09 12:14:13 main:574] : INFO : Epoch 1852 | loss: 0.0312183 | val_loss: 0.0312196 | Time: 2882.57 ms
[2022-03-09 12:14:16 main:574] : INFO : Epoch 1853 | loss: 0.0312191 | val_loss: 0.031219 | Time: 3091.51 ms
[2022-03-09 12:14:19 main:574] : INFO : Epoch 1854 | loss: 0.0312186 | val_loss: 0.031221 | Time: 2718.19 ms
[2022-03-09 12:14:22 main:574] : INFO : Epoch 1855 | loss: 0.0312147 | val_loss: 0.0312204 | Time: 2853.21 ms
[2022-03-09 12:14:25 main:574] : INFO : Epoch 1856 | loss: 0.0312144 | val_loss: 0.0312286 | Time: 3133.47 ms
[2022-03-09 12:14:28 main:574] : INFO : Epoch 1857 | loss: 0.0312181 | val_loss: 0.0312321 | Time: 3057.45 ms
[2022-03-09 12:14:31 main:574] : INFO : Epoch 1858 | loss: 0.0312205 | val_loss: 0.0312261 | Time: 3046.13 ms
[2022-03-09 12:14:35 main:574] : INFO : Epoch 1859 | loss: 0.0312152 | val_loss: 0.0312249 | Time: 3675.94 ms
[2022-03-09 12:14:38 main:574] : INFO : Epoch 1860 | loss: 0.0312161 | val_loss: 0.0312232 | Time: 2764.98 ms
[2022-03-09 12:14:41 main:574] : INFO : Epoch 1861 | loss: 0.0312145 | val_loss: 0.0312182 | Time: 3185.85 ms
[2022-03-09 12:14:44 main:574] : INFO : Epoch 1862 | loss: 0.0312139 | val_loss: 0.0312176 | Time: 3202.88 ms
[2022-03-09 12:14:48 main:574] : INFO : Epoch 1863 | loss: 0.0312159 | val_loss: 0.0312249 | Time: 3366.34 ms
[2022-03-09 12:14:51 main:574] : INFO : Epoch 1864 | loss: 0.0312165 | val_loss: 0.0312201 | Time: 3055.05 ms
[2022-03-09 12:14:54 main:574] : INFO : Epoch 1865 | loss: 0.0312128 | val_loss: 0.0312231 | Time: 3326.87 ms
[2022-03-09 12:14:57 main:574] : INFO : Epoch 1866 | loss: 0.0312159 | val_loss: 0.0312204 | Time: 3070.63 ms
[2022-03-09 12:15:00 main:574] : INFO : Epoch 1867 | loss: 0.0312129 | val_loss: 0.0312175 | Time: 3043.72 ms
[2022-03-09 12:15:03 main:574] : INFO : Epoch 1868 | loss: 0.0312131 | val_loss: 0.0312214 | Time: 3018.99 ms
[2022-03-09 12:15:06 main:574] : INFO : Epoch 1869 | loss: 0.0312133 | val_loss: 0.0312172 | Time: 2654.13 ms
[2022-03-09 12:15:09 main:574] : INFO : Epoch 1870 | loss: 0.0312122 | val_loss: 0.0312171 | Time: 2670.08 ms
[2022-03-09 12:15:12 main:574] : INFO : Epoch 1871 | loss: 0.0312121 | val_loss: 0.0312179 | Time: 2966.72 ms
[2022-03-09 12:15:15 main:574] : INFO : Epoch 1872 | loss: 0.0312131 | val_loss: 0.0312194 | Time: 3206.38 ms
[2022-03-09 12:15:18 main:574] : INFO : Epoch 1873 | loss: 0.0312127 | val_loss: 0.0312178 | Time: 2853.42 ms
[2022-03-09 12:15:21 main:574] : INFO : Epoch 1874 | loss: 0.0312134 | val_loss: 0.0312202 | Time: 2664.31 ms
[2022-03-09 12:15:23 main:574] : INFO : Epoch 1875 | loss: 0.0312145 | val_loss: 0.0312173 | Time: 2501.2 ms
[2022-03-09 12:15:26 main:574] : INFO : Epoch 1876 | loss: 0.0312156 | val_loss: 0.0312212 | Time: 2482.07 ms
[2022-03-09 12:15:28 main:574] : INFO : Epoch 1877 | loss: 0.0312205 | val_loss: 0.0312243 | Time: 2506.67 ms
[2022-03-09 12:15:31 main:574] : INFO : Epoch 1878 | loss: 0.0312201 | val_loss: 0.0312194 | Time: 2987.83 ms
[2022-03-09 12:15:35 main:574] : INFO : Epoch 1879 | loss: 0.0312252 | val_loss: 0.0312423 | Time: 3204.02 ms
[2022-03-09 12:15:38 main:574] : INFO : Epoch 1880 | loss: 0.0312353 | val_loss: 0.0312217 | Time: 3691.02 ms
[2022-03-09 12:15:41 main:574] : INFO : Epoch 1881 | loss: 0.0312291 | val_loss: 0.0312375 | Time: 2798.51 ms
[2022-03-09 12:15:44 main:574] : INFO : Epoch 1882 | loss: 0.0312266 | val_loss: 0.0312201 | Time: 2651.42 ms
[2022-03-09 12:15:46 main:574] : INFO : Epoch 1883 | loss: 0.0312166 | val_loss: 0.031218 | Time: 2560.74 ms
[2022-03-09 12:15:49 main:574] : INFO : Epoch 1884 | loss: 0.0312143 | val_loss: 0.0312177 | Time: 2912.95 ms
[2022-03-09 12:15:52 main:574] : INFO : Epoch 1885 | loss: 0.031214 | val_loss: 0.0312191 | Time: 2842.28 ms
[2022-03-09 12:15:56 main:574] : INFO : Epoch 1886 | loss: 0.0312175 | val_loss: 0.0312255 | Time: 3202.26 ms
[2022-03-09 12:15:59 main:574] : INFO : Epoch 1887 | loss: 0.0312155 | val_loss: 0.0312176 | Time: 2958.05 ms
[2022-03-09 12:16:01 main:574] : INFO : Epoch 1888 | loss: 0.031213 | val_loss: 0.0312175 | Time: 2887.95 ms
[2022-03-09 12:16:04 main:574] : INFO : Epoch 1889 | loss: 0.0312156 | val_loss: 0.0312174 | Time: 2927.92 ms
[2022-03-09 12:16:07 main:574] : INFO : Epoch 1890 | loss: 0.0312164 | val_loss: 0.0312236 | Time: 2909.61 ms
[2022-03-09 12:16:11 main:574] : INFO : Epoch 1891 | loss: 0.0312139 | val_loss: 0.031222 | Time: 3382.82 ms
[2022-03-09 12:16:14 main:574] : INFO : Epoch 1892 | loss: 0.031214 | val_loss: 0.0312234 | Time: 3244.88 ms
[2022-03-09 12:16:18 main:574] : INFO : Epoch 1893 | loss: 0.0312145 | val_loss: 0.0312176 | Time: 3411.07 ms
[2022-03-09 12:16:21 main:574] : INFO : Epoch 1894 | loss: 0.0312141 | val_loss: 0.0312168 | Time: 3013.35 ms
[2022-03-09 12:16:23 main:574] : INFO : Epoch 1895 | loss: 0.0312156 | val_loss: 0.0312173 | Time: 2720.19 ms
[2022-03-09 12:16:26 main:574] : INFO : Epoch 1896 | loss: 0.0312149 | val_loss: 0.0312185 | Time: 2608.05 ms
[2022-03-09 12:16:29 main:574] : INFO : Epoch 1897 | loss: 0.0312123 | val_loss: 0.031217 | Time: 2531.72 ms
[2022-03-09 12:16:31 main:574] : INFO : Epoch 1898 | loss: 0.0312129 | val_loss: 0.0312176 | Time: 2823.58 ms
[2022-03-09 12:16:34 main:574] : INFO : Epoch 1899 | loss: 0.0312116 | val_loss: 0.0312174 | Time: 3009.93 ms
[2022-03-09 12:16:38 main:574] : INFO : Epoch 1900 | loss: 0.0312113 | val_loss: 0.0312171 | Time: 3128.31 ms
[2022-03-09 12:16:40 main:574] : INFO : Epoch 1901 | loss: 0.0312129 | val_loss: 0.0312172 | Time: 2818.03 ms
[2022-03-09 12:16:44 main:574] : INFO : Epoch 1902 | loss: 0.0312122 | val_loss: 0.031219 | Time: 3733.91 ms
[2022-03-09 12:16:48 main:574] : INFO : Epoch 1903 | loss: 0.0312111 | val_loss: 0.0312201 | Time: 3227.1 ms
[2022-03-09 12:16:51 main:574] : INFO : Epoch 1904 | loss: 0.031211 | val_loss: 0.0312183 | Time: 3446.42 ms
[2022-03-09 12:16:54 main:574] : INFO : Epoch 1905 | loss: 0.0312118 | val_loss: 0.0312161 | Time: 3101.93 ms
[2022-03-09 12:16:57 main:574] : INFO : Epoch 1906 | loss: 0.031211 | val_loss: 0.0312205 | Time: 3171.71 ms
[2022-03-09 12:17:01 main:574] : INFO : Epoch 1907 | loss: 0.031216 | val_loss: 0.031217 | Time: 3163.28 ms
[2022-03-09 12:17:04 main:574] : INFO : Epoch 1908 | loss: 0.0312126 | val_loss: 0.0312167 | Time: 3534.95 ms
[2022-03-09 12:17:07 main:574] : INFO : Epoch 1909 | loss: 0.0312105 | val_loss: 0.0312172 | Time: 2659.63 ms
[2022-03-09 12:17:10 main:574] : INFO : Epoch 1910 | loss: 0.0312097 | val_loss: 0.0312167 | Time: 2946.19 ms
[2022-03-09 12:17:13 main:574] : INFO : Epoch 1911 | loss: 0.0312099 | val_loss: 0.031216 | Time: 3455.85 ms
[2022-03-09 12:17:17 main:574] : INFO : Epoch 1912 | loss: 0.0312123 | val_loss: 0.0312206 | Time: 3173.23 ms
[2022-03-09 12:17:19 main:574] : INFO : Epoch 1913 | loss: 0.0312172 | val_loss: 0.0312295 | Time: 2879.85 ms
[2022-03-09 12:17:22 main:574] : INFO : Epoch 1914 | loss: 0.0312197 | val_loss: 0.0312175 | Time: 2752.84 ms
[2022-03-09 12:17:25 main:574] : INFO : Epoch 1915 | loss: 0.0312131 | val_loss: 0.0312164 | Time: 2763.49 ms
[2022-03-09 12:17:28 main:574] : INFO : Epoch 1916 | loss: 0.0312091 | val_loss: 0.031216 | Time: 2490.19 ms
[2022-03-09 12:17:30 main:574] : INFO : Epoch 1917 | loss: 0.0312107 | val_loss: 0.0312172 | Time: 2565.43 ms
[2022-03-09 12:17:33 main:574] : INFO : Epoch 1918 | loss: 0.0312133 | val_loss: 0.0312175 | Time: 2976.43 ms
[2022-03-09 12:17:36 main:574] : INFO : Epoch 1919 | loss: 0.031218 | val_loss: 0.0312227 | Time: 2916.14 ms
[2022-03-09 12:17:39 main:574] : INFO : Epoch 1920 | loss: 0.0312106 | val_loss: 0.0312159 | Time: 3242.25 ms
[2022-03-09 12:17:43 main:574] : INFO : Epoch 1921 | loss: 0.0312104 | val_loss: 0.0312171 | Time: 3782.64 ms
[2022-03-09 12:17:47 main:574] : INFO : Epoch 1922 | loss: 0.0312102 | val_loss: 0.0312185 | Time: 3621.79 ms
[2022-03-09 12:17:50 main:574] : INFO : Epoch 1923 | loss: 0.0312096 | val_loss: 0.0312288 | Time: 3107.05 ms
[2022-03-09 12:17:53 main:574] : INFO : Epoch 1924 | loss: 0.0312146 | val_loss: 0.0312219 | Time: 2781.71 ms
[2022-03-09 12:17:56 main:574] : INFO : Epoch 1925 | loss: 0.0312107 | val_loss: 0.0312157 | Time: 2964.76 ms
[2022-03-09 12:17:59 main:574] : INFO : Epoch 1926 | loss: 0.0312099 | val_loss: 0.0312203 | Time: 2874.25 ms
[2022-03-09 12:18:02 main:574] : INFO : Epoch 1927 | loss: 0.0312105 | val_loss: 0.0312235 | Time: 2970.38 ms
[2022-03-09 12:18:05 main:574] : INFO : Epoch 1928 | loss: 0.0312085 | val_loss: 0.0312191 | Time: 3086.33 ms
[2022-03-09 12:18:08 main:574] : INFO : Epoch 1929 | loss: 0.0312078 | val_loss: 0.0312157 | Time: 3415.13 ms
[2022-03-09 12:18:12 main:574] : INFO : Epoch 1930 | loss: 0.0312096 | val_loss: 0.0312189 | Time: 3337.37 ms
[2022-03-09 12:18:15 main:574] : INFO : Epoch 1931 | loss: 0.0312088 | val_loss: 0.0312171 | Time: 3121.29 ms
[2022-03-09 12:18:18 main:574] : INFO : Epoch 1932 | loss: 0.0312083 | val_loss: 0.0312177 | Time: 2852.03 ms
[2022-03-09 12:18:21 main:574] : INFO : Epoch 1933 | loss: 0.0312094 | val_loss: 0.0312162 | Time: 3014.8 ms
[2022-03-09 12:18:24 main:574] : INFO : Epoch 1934 | loss: 0.0312081 | val_loss: 0.0312152 | Time: 3443.84 ms
[2022-03-09 12:18:28 main:574] : INFO : Epoch 1935 | loss: 0.0312076 | val_loss: 0.0312154 | Time: 3870.15 ms
[2022-03-09 12:18:32 main:574] : INFO : Epoch 1936 | loss: 0.0312072 | val_loss: 0.0312207 | Time: 3090.44 ms
[2022-03-09 12:18:35 main:574] : INFO : Epoch 1937 | loss: 0.0312082 | val_loss: 0.0312152 | Time: 3108.55 ms
[2022-03-09 12:18:38 main:574] : INFO : Epoch 1938 | loss: 0.0312106 | val_loss: 0.0312229 | Time: 3030 ms
[2022-03-09 12:18:40 main:574] : INFO : Epoch 1939 | loss: 0.0312079 | val_loss: 0.0312239 | Time: 2714.4 ms
[2022-03-09 12:18:44 main:574] : INFO : Epoch 1940 | loss: 0.0312106 | val_loss: 0.0312203 | Time: 3208.73 ms
[2022-03-09 12:18:47 main:574] : INFO : Epoch 1941 | loss: 0.0312079 | val_loss: 0.0312169 | Time: 3078.07 ms
[2022-03-09 12:18:50 main:574] : INFO : Epoch 1942 | loss: 0.0312087 | val_loss: 0.0312156 | Time: 3343 ms
[2022-03-09 12:18:54 main:574] : INFO : Epoch 1943 | loss: 0.0312064 | val_loss: 0.0312176 | Time: 3541.71 ms
[2022-03-09 12:18:57 main:574] : INFO : Epoch 1944 | loss: 0.031208 | val_loss: 0.0312257 | Time: 3189.35 ms
[2022-03-09 12:19:00 main:574] : INFO : Epoch 1945 | loss: 0.0312077 | val_loss: 0.0312175 | Time: 3368.42 ms
[2022-03-09 12:19:04 main:574] : INFO : Epoch 1946 | loss: 0.0312071 | val_loss: 0.0312169 | Time: 3250.9 ms
[2022-03-09 12:19:07 main:574] : INFO : Epoch 1947 | loss: 0.0312051 | val_loss: 0.0312162 | Time: 3202.77 ms
[2022-03-09 12:19:10 main:574] : INFO : Epoch 1948 | loss: 0.0312053 | val_loss: 0.0312171 | Time: 2901.14 ms
[2022-03-09 12:19:13 main:574] : INFO : Epoch 1949 | loss: 0.0312055 | val_loss: 0.031218 | Time: 3447.4 ms
[2022-03-09 12:19:16 main:574] : INFO : Epoch 1950 | loss: 0.0312084 | val_loss: 0.0312175 | Time: 3006.18 ms
[2022-03-09 12:19:19 main:574] : INFO : Epoch 1951 | loss: 0.0312053 | val_loss: 0.0312177 | Time: 3030.42 ms
[2022-03-09 12:19:23 main:574] : INFO : Epoch 1952 | loss: 0.0312064 | val_loss: 0.0312159 | Time: 3041.98 ms
[2022-03-09 12:19:25 main:574] : INFO : Epoch 1953 | loss: 0.031206 | val_loss: 0.0312289 | Time: 2763.33 ms
[2022-03-09 12:19:28 main:574] : INFO : Epoch 1954 | loss: 0.0312111 | val_loss: 0.0312205 | Time: 3015.28 ms
[2022-03-09 12:19:31 main:574] : INFO : Epoch 1955 | loss: 0.0312071 | val_loss: 0.0312193 | Time: 3050.57 ms
[2022-03-09 12:19:34 main:574] : INFO : Epoch 1956 | loss: 0.0312054 | val_loss: 0.0312177 | Time: 2784.04 ms
[2022-03-09 12:19:38 main:574] : INFO : Epoch 1957 | loss: 0.0312066 | val_loss: 0.031216 | Time: 3187.71 ms
[2022-03-09 12:19:40 main:574] : INFO : Epoch 1958 | loss: 0.0312061 | val_loss: 0.0312171 | Time: 2835.06 ms
[2022-03-09 12:19:44 main:574] : INFO : Epoch 1959 | loss: 0.0312075 | val_loss: 0.0312167 | Time: 3139.05 ms
[2022-03-09 12:19:47 main:574] : INFO : Epoch 1960 | loss: 0.031206 | val_loss: 0.0312182 | Time: 2974.87 ms
[2022-03-09 12:19:49 main:574] : INFO : Epoch 1961 | loss: 0.0312068 | val_loss: 0.0312168 | Time: 2604.56 ms
[2022-03-09 12:19:52 main:574] : INFO : Epoch 1962 | loss: 0.0312049 | val_loss: 0.0312169 | Time: 2854.66 ms
[2022-03-09 12:19:55 main:574] : INFO : Epoch 1963 | loss: 0.0312062 | val_loss: 0.0312224 | Time: 3173.27 ms
[2022-03-09 12:19:59 main:574] : INFO : Epoch 1964 | loss: 0.0312065 | val_loss: 0.0312191 | Time: 3276.04 ms
[2022-03-09 12:20:02 main:574] : INFO : Epoch 1965 | loss: 0.0312073 | val_loss: 0.0312181 | Time: 3090.91 ms
[2022-03-09 12:20:05 main:574] : INFO : Epoch 1966 | loss: 0.0312063 | val_loss: 0.0312167 | Time: 2648.42 ms
[2022-03-09 12:20:07 main:574] : INFO : Epoch 1967 | loss: 0.03121 | val_loss: 0.0312162 | Time: 2435.2 ms
[2022-03-09 12:20:10 main:574] : INFO : Epoch 1968 | loss: 0.0312075 | val_loss: 0.0312201 | Time: 2716.27 ms
[2022-03-09 12:20:13 main:574] : INFO : Epoch 1969 | loss: 0.0312083 | val_loss: 0.031218 | Time: 3160.31 ms
[2022-03-09 12:20:16 main:574] : INFO : Epoch 1970 | loss: 0.0312068 | val_loss: 0.031222 | Time: 3009.9 ms
[2022-03-09 12:20:19 main:574] : INFO : Epoch 1971 | loss: 0.0312073 | val_loss: 0.0312208 | Time: 2693.97 ms
[2022-03-09 12:20:22 main:574] : INFO : Epoch 1972 | loss: 0.0312052 | val_loss: 0.0312163 | Time: 2860.33 ms
[2022-03-09 12:20:25 main:574] : INFO : Epoch 1973 | loss: 0.0312079 | val_loss: 0.0312226 | Time: 3067.77 ms
[2022-03-09 12:20:28 main:574] : INFO : Epoch 1974 | loss: 0.0312086 | val_loss: 0.0312216 | Time: 2890.49 ms
[2022-03-09 12:20:31 main:574] : INFO : Epoch 1975 | loss: 0.0312075 | val_loss: 0.0312163 | Time: 3015.49 ms
[2022-03-09 12:20:34 main:574] : INFO : Epoch 1976 | loss: 0.0312066 | val_loss: 0.0312186 | Time: 3339.65 ms
[2022-03-09 12:20:37 main:574] : INFO : Epoch 1977 | loss: 0.0312048 | val_loss: 0.0312176 | Time: 3134.33 ms
[2022-03-09 12:20:41 main:574] : INFO : Epoch 1978 | loss: 0.0312043 | val_loss: 0.0312179 | Time: 3195.06 ms
[2022-03-09 12:20:44 main:574] : INFO : Epoch 1979 | loss: 0.0312042 | val_loss: 0.0312166 | Time: 3013.89 ms
[2022-03-09 12:20:47 main:574] : INFO : Epoch 1980 | loss: 0.0312069 | val_loss: 0.0312154 | Time: 3718.28 ms
[2022-03-09 12:20:51 main:574] : INFO : Epoch 1981 | loss: 0.0312051 | val_loss: 0.0312162 | Time: 3248.38 ms
[2022-03-09 12:20:53 main:574] : INFO : Epoch 1982 | loss: 0.0312074 | val_loss: 0.0312306 | Time: 2511.86 ms
[2022-03-09 12:20:56 main:574] : INFO : Epoch 1983 | loss: 0.0312119 | val_loss: 0.0312228 | Time: 2928.6 ms
[2022-03-09 12:21:00 main:574] : INFO : Epoch 1984 | loss: 0.031206 | val_loss: 0.0312163 | Time: 3461.1 ms
[2022-03-09 12:21:02 main:574] : INFO : Epoch 1985 | loss: 0.0312062 | val_loss: 0.0312175 | Time: 2740.24 ms
[2022-03-09 12:21:05 main:574] : INFO : Epoch 1986 | loss: 0.0312057 | val_loss: 0.0312252 | Time: 2803.61 ms
[2022-03-09 12:21:08 main:574] : INFO : Epoch 1987 | loss: 0.0312043 | val_loss: 0.031216 | Time: 2677.47 ms
[2022-03-09 12:21:11 main:574] : INFO : Epoch 1988 | loss: 0.0312041 | val_loss: 0.0312169 | Time: 3323.01 ms
[2022-03-09 12:21:15 main:574] : INFO : Epoch 1989 | loss: 0.0312044 | val_loss: 0.0312183 | Time: 3581.32 ms
[2022-03-09 12:21:19 main:574] : INFO : Epoch 1990 | loss: 0.0312074 | val_loss: 0.0312163 | Time: 3555.8 ms
[2022-03-09 12:21:22 main:574] : INFO : Epoch 1991 | loss: 0.0312047 | val_loss: 0.0312151 | Time: 3298.48 ms
[2022-03-09 12:21:25 main:574] : INFO : Epoch 1992 | loss: 0.0312039 | val_loss: 0.0312192 | Time: 3165.65 ms
[2022-03-09 12:21:28 main:574] : INFO : Epoch 1993 | loss: 0.0312054 | val_loss: 0.0312169 | Time: 3049.78 ms
[2022-03-09 12:21:32 main:574] : INFO : Epoch 1994 | loss: 0.031206 | val_loss: 0.0312194 | Time: 3604.35 ms
[2022-03-09 12:21:35 main:574] : INFO : Epoch 1995 | loss: 0.0312084 | val_loss: 0.0312166 | Time: 3276.96 ms
[2022-03-09 12:21:38 main:574] : INFO : Epoch 1996 | loss: 0.0312061 | val_loss: 0.0312163 | Time: 2825.81 ms
[2022-03-09 12:21:41 main:574] : INFO : Epoch 1997 | loss: 0.0312045 | val_loss: 0.0312204 | Time: 3133.62 ms
[2022-03-09 12:21:44 main:574] : INFO : Epoch 1998 | loss: 0.0312061 | val_loss: 0.0312206 | Time: 3099.72 ms
[2022-03-09 12:21:47 main:574] : INFO : Epoch 1999 | loss: 0.0312056 | val_loss: 0.0312196 | Time: 2808.92 ms
[2022-03-09 12:21:50 main:574] : INFO : Epoch 2000 | loss: 0.0312116 | val_loss: 0.0312176 | Time: 2811.66 ms
[2022-03-09 12:21:53 main:574] : INFO : Epoch 2001 | loss: 0.0312091 | val_loss: 0.0312159 | Time: 2978.75 ms
[2022-03-09 12:21:56 main:574] : INFO : Epoch 2002 | loss: 0.0312096 | val_loss: 0.031216 | Time: 2901.61 ms
[2022-03-09 12:21:59 main:574] : INFO : Epoch 2003 | loss: 0.0312089 | val_loss: 0.0312155 | Time: 3066.09 ms
[2022-03-09 12:22:02 main:574] : INFO : Epoch 2004 | loss: 0.0312072 | val_loss: 0.0312144 | Time: 2628.46 ms
[2022-03-09 12:22:05 main:574] : INFO : Epoch 2005 | loss: 0.0312073 | val_loss: 0.0312219 | Time: 2589.43 ms
[2022-03-09 12:22:07 main:574] : INFO : Epoch 2006 | loss: 0.0312084 | val_loss: 0.0312156 | Time: 2657.29 ms
[2022-03-09 12:22:10 main:574] : INFO : Epoch 2007 | loss: 0.0312078 | val_loss: 0.0312177 | Time: 2596.26 ms
[2022-03-09 12:22:13 main:574] : INFO : Epoch 2008 | loss: 0.03121 | val_loss: 0.0312187 | Time: 2927.8 ms
[2022-03-09 12:22:16 main:574] : INFO : Epoch 2009 | loss: 0.0312076 | val_loss: 0.0312147 | Time: 3434.09 ms
[2022-03-09 12:22:19 main:574] : INFO : Epoch 2010 | loss: 0.0312064 | val_loss: 0.0312147 | Time: 3001.55 ms
[2022-03-09 12:22:22 main:574] : INFO : Epoch 2011 | loss: 0.0312059 | val_loss: 0.0312142 | Time: 2963.24 ms
[2022-03-09 12:22:26 main:574] : INFO : Epoch 2012 | loss: 0.0312053 | val_loss: 0.0312145 | Time: 3116.89 ms
[2022-03-09 12:22:28 main:574] : INFO : Epoch 2013 | loss: 0.0312059 | val_loss: 0.0312135 | Time: 2760.73 ms
[2022-03-09 12:22:31 main:574] : INFO : Epoch 2014 | loss: 0.0312056 | val_loss: 0.0312131 | Time: 2914.6 ms
[2022-03-09 12:22:34 main:574] : INFO : Epoch 2015 | loss: 0.0312049 | val_loss: 0.0312159 | Time: 2814.21 ms
[2022-03-09 12:22:38 main:574] : INFO : Epoch 2016 | loss: 0.0312044 | val_loss: 0.0312135 | Time: 3244.54 ms
[2022-03-09 12:22:40 main:574] : INFO : Epoch 2017 | loss: 0.0312032 | val_loss: 0.0312151 | Time: 2709.69 ms
[2022-03-09 12:22:43 main:574] : INFO : Epoch 2018 | loss: 0.0312048 | val_loss: 0.0312121 | Time: 3008.6 ms
[2022-03-09 12:22:47 main:574] : INFO : Epoch 2019 | loss: 0.0312041 | val_loss: 0.0312124 | Time: 3331.03 ms
[2022-03-09 12:22:50 main:574] : INFO : Epoch 2020 | loss: 0.0312032 | val_loss: 0.0312127 | Time: 3047.47 ms
[2022-03-09 12:22:53 main:574] : INFO : Epoch 2021 | loss: 0.0312045 | val_loss: 0.031212 | Time: 3216.85 ms
[2022-03-09 12:22:56 main:574] : INFO : Epoch 2022 | loss: 0.0312045 | val_loss: 0.0312137 | Time: 3203.58 ms
[2022-03-09 12:22:59 main:574] : INFO : Epoch 2023 | loss: 0.0312042 | val_loss: 0.0312121 | Time: 3102.56 ms
[2022-03-09 12:23:02 main:574] : INFO : Epoch 2024 | loss: 0.0312042 | val_loss: 0.031213 | Time: 2808.56 ms
[2022-03-09 12:23:05 main:574] : INFO : Epoch 2025 | loss: 0.0312067 | val_loss: 0.0312119 | Time: 2771.36 ms
[2022-03-09 12:23:08 main:574] : INFO : Epoch 2026 | loss: 0.0312038 | val_loss: 0.0312132 | Time: 3086.96 ms
[2022-03-09 12:23:12 main:574] : INFO : Epoch 2027 | loss: 0.0312048 | val_loss: 0.0312122 | Time: 3390.14 ms
[2022-03-09 12:23:15 main:574] : INFO : Epoch 2028 | loss: 0.0312056 | val_loss: 0.0312145 | Time: 3072.57 ms
[2022-03-09 12:23:18 main:574] : INFO : Epoch 2029 | loss: 0.031206 | val_loss: 0.0312184 | Time: 2866.68 ms
[2022-03-09 12:23:20 main:574] : INFO : Epoch 2030 | loss: 0.031204 | val_loss: 0.0312123 | Time: 2691.99 ms
[2022-03-09 12:23:23 main:574] : INFO : Epoch 2031 | loss: 0.0312026 | val_loss: 0.0312116 | Time: 2753.81 ms
[2022-03-09 12:23:26 main:574] : INFO : Epoch 2032 | loss: 0.0312036 | val_loss: 0.0312116 | Time: 2659.76 ms
[2022-03-09 12:23:29 main:574] : INFO : Epoch 2033 | loss: 0.0312076 | val_loss: 0.0312133 | Time: 3067.38 ms
[2022-03-09 12:23:32 main:574] : INFO : Epoch 2034 | loss: 0.0312043 | val_loss: 0.0312133 | Time: 2771.34 ms
[2022-03-09 12:23:35 main:574] : INFO : Epoch 2035 | loss: 0.0312033 | val_loss: 0.0312145 | Time: 2992.16 ms
[2022-03-09 12:23:38 main:574] : INFO : Epoch 2036 | loss: 0.0312034 | val_loss: 0.0312168 | Time: 3021.9 ms
[2022-03-09 12:23:41 main:574] : INFO : Epoch 2037 | loss: 0.0312085 | val_loss: 0.0312203 | Time: 3063.77 ms
[2022-03-09 12:23:44 main:574] : INFO : Epoch 2038 | loss: 0.031203 | val_loss: 0.031213 | Time: 3091.94 ms
[2022-03-09 12:23:48 main:574] : INFO : Epoch 2039 | loss: 0.0312027 | val_loss: 0.0312124 | Time: 3293.01 ms
[2022-03-09 12:23:51 main:574] : INFO : Epoch 2040 | loss: 0.031204 | val_loss: 0.031214 | Time: 3320.79 ms
[2022-03-09 12:23:54 main:574] : INFO : Epoch 2041 | loss: 0.0312018 | val_loss: 0.0312128 | Time: 3186.11 ms
[2022-03-09 12:23:57 main:574] : INFO : Epoch 2042 | loss: 0.0312027 | val_loss: 0.0312119 | Time: 2879.14 ms
[2022-03-09 12:24:00 main:574] : INFO : Epoch 2043 | loss: 0.0312037 | val_loss: 0.031212 | Time: 2408.51 ms
[2022-03-09 12:24:02 main:574] : INFO : Epoch 2044 | loss: 0.0312008 | val_loss: 0.0312126 | Time: 2706.12 ms
[2022-03-09 12:24:05 main:574] : INFO : Epoch 2045 | loss: 0.0312027 | val_loss: 0.0312135 | Time: 3123.19 ms
[2022-03-09 12:24:08 main:574] : INFO : Epoch 2046 | loss: 0.0312117 | val_loss: 0.0312195 | Time: 2928.94 ms
[2022-03-09 12:24:11 main:574] : INFO : Epoch 2047 | loss: 0.0312592 | val_loss: 0.0319966 | Time: 2420.95 ms
[2022-03-09 12:24:14 main:574] : INFO : Epoch 2048 | loss: 0.0342138 | val_loss: 0.0316743 | Time: 2650.85 ms
[2022-03-09 12:24:14 main:597] : INFO : Saving trained model to model-final.pt, val_loss 0.0316743
[2022-03-09 12:24:14 main:603] : INFO : Saving end state to config to file
[2022-03-09 12:24:14 main:608] : INFO : Success, exiting..
12:24:14 (26400): called boinc_finish(0)
</stderr_txt>
]]>
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A project of the Cognition, Robotics, and Learning (CORAL) Lab at the University of Maryland, Baltimore County (UMBC)