Task 14211269
| Name | ParityModified-1647045468-10825-3-0_0 |
| Workunit | 11270934 |
| Created | 1 Apr 2022, 21:00:16 UTC |
| Sent | 7 Apr 2022, 21:02:16 UTC |
| Report deadline | 15 Apr 2022, 21:02:16 UTC |
| Received | 8 Apr 2022, 6:31:23 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 28641 |
| Run time | 1 hours 27 min 24 sec |
| CPU time | 1 hours 25 min 28 sec |
| Validate state | Valid |
| Credit | 4,160.00 |
| Device peak FLOPS | 4,459.60 GFLOPS |
| Application version | Machine Learning Dataset Generator (GPU) v9.75 (cuda10200) windows_x86_64 |
| Peak working set size | 2.10 GB |
| Peak swap size | 4.32 GB |
| Peak disk usage | 1.54 GB |
Stderr output
<core_client_version>7.16.20</core_client_version> <![CDATA[ <stderr_txt> 37 | Time: 2623.17 ms [2022-04-07 19:29:37 main:574] : INFO : Epoch 1555 | loss: 0.000337503 | val_loss: 0.000322822 | Time: 2671.33 ms [2022-04-07 19:29:40 main:574] : INFO : Epoch 1556 | loss: 0.000337865 | val_loss: 0.000329239 | Time: 2546.26 ms [2022-04-07 19:29:42 main:574] : INFO : Epoch 1557 | loss: 0.000356414 | val_loss: 0.000420493 | Time: 2586.98 ms [2022-04-07 19:29:45 main:574] : INFO : Epoch 1558 | loss: 0.000390968 | val_loss: 0.000348388 | Time: 2607.46 ms [2022-04-07 19:29:48 main:574] : INFO : Epoch 1559 | loss: 0.000352314 | val_loss: 0.000651584 | Time: 2642.22 ms [2022-04-07 19:29:50 main:574] : INFO : Epoch 1560 | loss: 0.00206935 | val_loss: 0.001575 | Time: 2635.82 ms [2022-04-07 19:29:53 main:574] : INFO : Epoch 1561 | loss: 0.00208679 | val_loss: 0.00105007 | Time: 2672.29 ms [2022-04-07 19:29:56 main:574] : INFO : Epoch 1562 | loss: 0.000784777 | val_loss: 0.000569367 | Time: 2622.95 ms [2022-04-07 19:29:58 main:574] : INFO : Epoch 1563 | loss: 0.000503029 | val_loss: 0.000444783 | Time: 2631.14 ms [2022-04-07 19:30:01 main:574] : INFO : Epoch 1564 | loss: 0.000435309 | val_loss: 0.000411824 | Time: 2673.44 ms [2022-04-07 19:30:04 main:574] : INFO : Epoch 1565 | loss: 0.000413524 | val_loss: 0.000398477 | Time: 2567.25 ms [2022-04-07 19:30:06 main:574] : INFO : Epoch 1566 | loss: 0.000402257 | val_loss: 0.000390011 | Time: 2612.44 ms [2022-04-07 19:30:09 main:574] : INFO : Epoch 1567 | loss: 0.000393709 | val_loss: 0.000382503 | Time: 2633.45 ms [2022-04-07 19:30:11 main:574] : INFO : Epoch 1568 | loss: 0.000385962 | val_loss: 0.000373056 | Time: 2607.35 ms [2022-04-07 19:30:14 main:574] : INFO : Epoch 1569 | loss: 0.000348216 | val_loss: 0.000328699 | Time: 2611.58 ms [2022-04-07 19:30:17 main:574] : INFO : Epoch 1570 | loss: 0.000327667 | val_loss: 0.000316746 | Time: 2655.37 ms [2022-04-07 19:30:19 main:574] : INFO : Epoch 1571 | loss: 0.000318652 | val_loss: 0.000308906 | Time: 2594.71 ms [2022-04-07 19:30:22 main:574] : INFO : Epoch 1572 | loss: 0.000311275 | val_loss: 0.000302306 | Time: 2723.28 ms [2022-04-07 19:30:25 main:574] : INFO : Epoch 1573 | loss: 0.000305709 | val_loss: 0.000297714 | Time: 2637.63 ms [2022-04-07 19:30:27 main:574] : INFO : Epoch 1574 | loss: 0.000301821 | val_loss: 0.000294311 | Time: 2634.89 ms [2022-04-07 19:30:30 main:574] : INFO : Epoch 1575 | loss: 0.000298583 | val_loss: 0.00029201 | Time: 2681.64 ms [2022-04-07 19:30:33 main:574] : INFO : Epoch 1576 | loss: 0.000295891 | val_loss: 0.000289861 | Time: 2627.42 ms [2022-04-07 19:30:35 main:574] : INFO : Epoch 1577 | loss: 0.000292778 | val_loss: 0.000286393 | Time: 2583.24 ms [2022-04-07 19:30:38 main:574] : INFO : Epoch 1578 | loss: 0.000289232 | val_loss: 0.000283406 | Time: 2607.18 ms [2022-04-07 19:30:40 main:574] : INFO : Epoch 1579 | loss: 0.000286099 | val_loss: 0.000279311 | Time: 2584.49 ms [2022-04-07 19:30:43 main:574] : INFO : Epoch 1580 | loss: 0.000283814 | val_loss: 0.000276319 | Time: 2637.29 ms [2022-04-07 19:30:46 main:574] : INFO : Epoch 1581 | loss: 0.000280407 | val_loss: 0.000274681 | Time: 2587.24 ms [2022-04-07 19:30:48 main:574] : INFO : Epoch 1582 | loss: 0.000280863 | val_loss: 0.00027696 | Time: 2622.02 ms [2022-04-07 19:30:51 main:574] : INFO : Epoch 1583 | loss: 0.000279739 | val_loss: 0.000272201 | Time: 2590.12 ms [2022-04-07 19:30:53 main:574] : INFO : Epoch 1584 | loss: 0.000277207 | val_loss: 0.000271821 | Time: 2635 ms [2022-04-07 19:30:56 main:574] : INFO : Epoch 1585 | loss: 0.000314674 | val_loss: 0.00030168 | Time: 2698.22 ms [2022-04-07 19:30:59 main:574] : INFO : Epoch 1586 | loss: 0.000310545 | val_loss: 0.000301936 | Time: 2635.4 ms [2022-04-07 19:31:01 main:574] : INFO : Epoch 1587 | loss: 0.000288924 | val_loss: 0.000273288 | Time: 2636.57 ms [2022-04-07 19:31:04 main:574] : INFO : Epoch 1588 | loss: 0.000275953 | val_loss: 0.000267814 | Time: 2589.27 ms [2022-04-07 19:31:07 main:574] : INFO : Epoch 1589 | loss: 0.000272101 | val_loss: 0.000266651 | Time: 2639.14 ms [2022-04-07 19:31:09 main:574] : INFO : Epoch 1590 | loss: 0.000270373 | val_loss: 0.000265651 | Time: 2629.12 ms [2022-04-07 19:31:12 main:574] : INFO : Epoch 1591 | loss: 0.000269397 | val_loss: 0.000265277 | Time: 2613.83 ms [2022-04-07 19:31:14 main:574] : INFO : Epoch 1592 | loss: 0.000268974 | val_loss: 0.000265032 | Time: 2577.85 ms [2022-04-07 19:31:17 main:574] : INFO : Epoch 1593 | loss: 0.000268314 | val_loss: 0.000263643 | Time: 2617.52 ms [2022-04-07 19:31:20 main:574] : INFO : Epoch 1594 | loss: 0.000267603 | val_loss: 0.000263345 | Time: 2585.66 ms [2022-04-07 19:31:22 main:574] : INFO : Epoch 1595 | loss: 0.000267464 | val_loss: 0.000263552 | Time: 2651.25 ms [2022-04-07 19:31:25 main:574] : INFO : Epoch 1596 | loss: 0.000267178 | val_loss: 0.000263205 | Time: 2582.19 ms [2022-04-07 19:31:28 main:574] : INFO : Epoch 1597 | loss: 0.000266697 | val_loss: 0.000263227 | Time: 2636.31 ms [2022-04-07 19:31:30 main:574] : INFO : Epoch 1598 | loss: 0.000266514 | val_loss: 0.000262595 | Time: 2599.08 ms [2022-04-07 19:31:33 main:574] : INFO : Epoch 1599 | loss: 0.000266255 | val_loss: 0.000262242 | Time: 2645.53 ms [2022-04-07 19:31:36 main:574] : INFO : Epoch 1600 | loss: 0.000265855 | val_loss: 0.000261961 | Time: 2692.51 ms [2022-04-07 19:31:38 main:574] : INFO : Epoch 1601 | loss: 0.000265729 | val_loss: 0.000262077 | Time: 2685.11 ms [2022-04-07 19:31:41 main:574] : INFO : Epoch 1602 | loss: 0.000265432 | val_loss: 0.000261774 | Time: 2617.26 ms [2022-04-07 19:31:43 main:574] : INFO : Epoch 1603 | loss: 0.000265252 | val_loss: 0.000261332 | Time: 2620.31 ms [2022-04-07 19:31:46 main:574] : INFO : Epoch 1604 | loss: 0.000265134 | val_loss: 0.000261527 | Time: 2703.18 ms [2022-04-07 19:31:49 main:574] : INFO : Epoch 1605 | loss: 0.000264946 | val_loss: 0.000261068 | Time: 2675.78 ms [2022-04-07 19:31:51 main:574] : INFO : Epoch 1606 | loss: 0.000264675 | val_loss: 0.000261139 | Time: 2642.95 ms [2022-04-07 19:31:54 main:574] : INFO : Epoch 1607 | loss: 0.000264557 | val_loss: 0.000261857 | Time: 2595.77 ms [2022-04-07 19:31:57 main:574] : INFO : Epoch 1608 | loss: 0.00026458 | val_loss: 0.000260749 | Time: 2670.88 ms [2022-04-07 19:31:59 main:574] : INFO : Epoch 1609 | loss: 0.000264425 | val_loss: 0.000260866 | Time: 2612.66 ms [2022-04-07 19:32:02 main:574] : INFO : Epoch 1610 | loss: 0.000264156 | val_loss: 0.000260747 | Time: 2628.9 ms [2022-04-07 19:32:05 main:574] : INFO : Epoch 1611 | loss: 0.000263856 | val_loss: 0.000260614 | Time: 2649.81 ms [2022-04-07 19:32:07 main:574] : INFO : Epoch 1612 | loss: 0.000264361 | val_loss: 0.000260724 | Time: 2624.75 ms [2022-04-07 19:32:10 main:574] : INFO : Epoch 1613 | loss: 0.000263807 | val_loss: 0.000260206 | Time: 2644.35 ms [2022-04-07 19:32:13 main:574] : INFO : Epoch 1614 | loss: 0.000263399 | val_loss: 0.000260284 | Time: 2606.99 ms [2022-04-07 19:32:15 main:574] : INFO : Epoch 1615 | loss: 0.000263219 | val_loss: 0.000260038 | Time: 2643.27 ms [2022-04-07 19:32:18 main:574] : INFO : Epoch 1616 | loss: 0.000263084 | val_loss: 0.000260135 | Time: 2604.69 ms [2022-04-07 19:32:20 main:574] : INFO : Epoch 1617 | loss: 0.000263041 | val_loss: 0.000259488 | Time: 2638.37 ms [2022-04-07 19:32:23 main:574] : INFO : Epoch 1618 | loss: 0.000262931 | val_loss: 0.000259607 | Time: 2631.33 ms [2022-04-07 19:32:26 main:574] : INFO : Epoch 1619 | loss: 0.000263046 | val_loss: 0.000259487 | Time: 2580.64 ms [2022-04-07 19:32:28 main:574] : INFO : Epoch 1620 | loss: 0.000262993 | val_loss: 0.000259426 | Time: 2657.23 ms [2022-04-07 19:32:31 main:574] : INFO : Epoch 1621 | loss: 0.000262953 | val_loss: 0.000259221 | Time: 2639.47 ms [2022-04-07 19:32:33 main:574] : INFO : Epoch 1622 | loss: 0.000262561 | val_loss: 0.000259092 | Time: 2563.24 ms [2022-04-07 19:32:36 main:574] : INFO : Epoch 1623 | loss: 0.00026233 | val_loss: 0.000259676 | Time: 2580.66 ms [2022-04-07 19:32:39 main:574] : INFO : Epoch 1624 | loss: 0.000262427 | val_loss: 0.000258886 | Time: 2718.29 ms [2022-04-07 19:32:41 main:574] : INFO : Epoch 1625 | loss: 0.000262431 | val_loss: 0.000259265 | Time: 2593.87 ms [2022-04-07 19:32:44 main:574] : INFO : Epoch 1626 | loss: 0.000262181 | val_loss: 0.000258726 | Time: 2674.54 ms [2022-04-07 19:32:47 main:574] : INFO : Epoch 1627 | loss: 0.000261959 | val_loss: 0.000258453 | Time: 2648.01 ms [2022-04-07 19:32:49 main:574] : INFO : Epoch 1628 | loss: 0.000262006 | val_loss: 0.000258433 | Time: 2594.64 ms [2022-04-07 19:32:52 main:574] : INFO : Epoch 1629 | loss: 0.000262516 | val_loss: 0.0002587 | Time: 2615.29 ms [2022-04-07 19:32:55 main:574] : INFO : Epoch 1630 | loss: 0.000262971 | val_loss: 0.000258438 | Time: 2584.92 ms [2022-04-07 19:32:57 main:574] : INFO : Epoch 1631 | loss: 0.000262382 | val_loss: 0.000259858 | Time: 2649.37 ms [2022-04-07 19:33:00 main:574] : INFO : Epoch 1632 | loss: 0.0002621 | val_loss: 0.000259224 | Time: 2644.2 ms [2022-04-07 19:33:02 main:574] : INFO : Epoch 1633 | loss: 0.000261754 | val_loss: 0.000257832 | Time: 2598.23 ms [2022-04-07 19:33:05 main:574] : INFO : Epoch 1634 | loss: 0.00026145 | val_loss: 0.000258581 | Time: 2676.94 ms [2022-04-07 19:33:08 main:574] : INFO : Epoch 1635 | loss: 0.000261513 | val_loss: 0.000258242 | Time: 2663.22 ms [2022-04-07 19:33:10 main:574] : INFO : Epoch 1636 | loss: 0.000261272 | val_loss: 0.000258113 | Time: 2604.66 ms [2022-04-07 19:33:13 main:574] : INFO : Epoch 1637 | loss: 0.000261326 | val_loss: 0.000258296 | Time: 2659.78 ms [2022-04-07 19:33:16 main:574] : INFO : Epoch 1638 | loss: 0.000263283 | val_loss: 0.00025888 | Time: 2601.01 ms [2022-04-07 19:33:18 main:574] : INFO : Epoch 1639 | loss: 0.000262141 | val_loss: 0.00025806 | Time: 2620.99 ms [2022-04-07 19:33:21 main:574] : INFO : Epoch 1640 | loss: 0.000261525 | val_loss: 0.000257882 | Time: 2673.41 ms [2022-04-07 19:33:24 main:574] : INFO : Epoch 1641 | loss: 0.000261678 | val_loss: 0.000257707 | Time: 2700.37 ms [2022-04-07 19:33:26 main:574] : INFO : Epoch 1642 | loss: 0.000261307 | val_loss: 0.000257844 | Time: 2614.54 ms [2022-04-07 19:33:29 main:574] : INFO : Epoch 1643 | loss: 0.000261109 | val_loss: 0.000257643 | Time: 2620.58 ms [2022-04-07 19:33:32 main:574] : INFO : Epoch 1644 | loss: 0.000261002 | val_loss: 0.000258123 | Time: 2685.67 ms [2022-04-07 19:33:34 main:574] : INFO : Epoch 1645 | loss: 0.000261017 | val_loss: 0.000257602 | Time: 2563.92 ms [2022-04-07 19:33:37 main:574] : INFO : Epoch 1646 | loss: 0.000260876 | val_loss: 0.000257296 | Time: 2602.15 ms [2022-04-07 19:33:39 main:574] : INFO : Epoch 1647 | loss: 0.000260781 | val_loss: 0.000256938 | Time: 2583.49 ms [2022-04-07 19:33:42 main:574] : INFO : Epoch 1648 | loss: 0.000260925 | val_loss: 0.000257189 | Time: 2675.5 ms [2022-04-07 19:33:45 main:574] : INFO : Epoch 1649 | loss: 0.000260772 | val_loss: 0.00025779 | Time: 2616.45 ms [2022-04-07 19:33:47 main:574] : INFO : Epoch 1650 | loss: 0.000260625 | val_loss: 0.000257398 | Time: 2603.72 ms [2022-04-07 19:33:50 main:574] : INFO : Epoch 1651 | loss: 0.00026049 | val_loss: 0.000256852 | Time: 2643.87 ms [2022-04-07 19:33:53 main:574] : INFO : Epoch 1652 | loss: 0.000260534 | val_loss: 0.000257181 | Time: 2651.17 ms [2022-04-07 19:33:55 main:574] : INFO : Epoch 1653 | loss: 0.000260531 | val_loss: 0.000256777 | Time: 2581.88 ms [2022-04-07 19:33:58 main:574] : INFO : Epoch 1654 | loss: 0.000260314 | val_loss: 0.000257144 | Time: 2616.27 ms [2022-04-07 19:34:00 main:574] : INFO : Epoch 1655 | loss: 0.000260343 | val_loss: 0.000256866 | Time: 2656.4 ms [2022-04-07 19:34:03 main:574] : INFO : Epoch 1656 | loss: 0.000261061 | val_loss: 0.000258302 | Time: 2629.89 ms [2022-04-07 19:34:06 main:574] : INFO : Epoch 1657 | loss: 0.00026143 | val_loss: 0.000258433 | Time: 2652.06 ms [2022-04-07 19:34:08 main:574] : INFO : Epoch 1658 | loss: 0.000261199 | val_loss: 0.000256922 | Time: 2641.4 ms [2022-04-07 19:34:11 main:574] : INFO : Epoch 1659 | loss: 0.000260458 | val_loss: 0.000256814 | Time: 2681.45 ms [2022-04-07 19:34:14 main:574] : INFO : Epoch 1660 | loss: 0.000260065 | val_loss: 0.000256807 | Time: 2607.46 ms [2022-04-07 19:34:16 main:574] : INFO : Epoch 1661 | loss: 0.000259972 | val_loss: 0.000256898 | Time: 2678.45 ms [2022-04-07 19:34:19 main:574] : INFO : Epoch 1662 | loss: 0.000259892 | val_loss: 0.000257065 | Time: 2595.93 ms [2022-04-07 19:34:21 main:574] : INFO : Epoch 1663 | loss: 0.000259898 | val_loss: 0.000256533 | Time: 2583.65 ms [2022-04-07 19:34:24 main:574] : INFO : Epoch 1664 | loss: 0.000259813 | val_loss: 0.000256556 | Time: 2582.47 ms [2022-04-07 19:34:27 main:574] : INFO : Epoch 1665 | loss: 0.000259979 | val_loss: 0.000256907 | Time: 2628.85 ms [2022-04-07 19:34:29 main:574] : INFO : Epoch 1666 | loss: 0.000259769 | val_loss: 0.000257226 | Time: 2653.35 ms [2022-04-07 19:34:32 main:574] : INFO : Epoch 1667 | loss: 0.000259585 | val_loss: 0.000256304 | Time: 2624.83 ms [2022-04-07 19:34:35 main:574] : INFO : Epoch 1668 | loss: 0.000259349 | val_loss: 0.000256226 | Time: 2626.14 ms [2022-04-07 19:34:37 main:574] : INFO : Epoch 1669 | loss: 0.000259365 | val_loss: 0.000256106 | Time: 2617.98 ms [2022-04-07 19:34:40 main:574] : INFO : Epoch 1670 | loss: 0.000259417 | val_loss: 0.000256201 | Time: 2575.64 ms [2022-04-07 19:34:42 main:574] : INFO : Epoch 1671 | loss: 0.000259576 | val_loss: 0.00025638 | Time: 2646.38 ms [2022-04-07 19:34:45 main:574] : INFO : Epoch 1672 | loss: 0.000259189 | val_loss: 0.000256473 | Time: 2703.85 ms [2022-04-07 19:34:48 main:574] : INFO : Epoch 1673 | loss: 0.000259043 | val_loss: 0.000256084 | Time: 2579.77 ms [2022-04-07 19:34:50 main:574] : INFO : Epoch 1674 | loss: 0.00025915 | val_loss: 0.000256103 | Time: 2633.65 ms [2022-04-07 19:34:53 main:574] : INFO : Epoch 1675 | loss: 0.000259872 | val_loss: 0.000258472 | Time: 2653.92 ms [2022-04-07 19:34:56 main:574] : INFO : Epoch 1676 | loss: 0.00026087 | val_loss: 0.00025701 | Time: 2553.35 ms [2022-04-07 19:34:58 main:574] : INFO : Epoch 1677 | loss: 0.000260311 | val_loss: 0.000256361 | Time: 2628.42 ms [2022-04-07 19:35:01 main:574] : INFO : Epoch 1678 | loss: 0.000260127 | val_loss: 0.000257208 | Time: 2749.18 ms [2022-04-07 19:35:04 main:574] : INFO : Epoch 1679 | loss: 0.000259898 | val_loss: 0.000257075 | Time: 2645.51 ms [2022-04-07 19:35:06 main:574] : INFO : Epoch 1680 | loss: 0.000259113 | val_loss: 0.000256295 | Time: 2648.19 ms [2022-04-07 19:35:09 main:574] : INFO : Epoch 1681 | loss: 0.000258151 | val_loss: 0.00025388 | Time: 2597.52 ms [2022-04-07 19:35:12 main:574] : INFO : Epoch 1682 | loss: 0.00025422 | val_loss: 0.000237079 | Time: 2697.04 ms [2022-04-07 19:35:14 main:574] : INFO : Epoch 1683 | loss: 0.000533389 | val_loss: 0.00242039 | Time: 2674.45 ms [2022-04-07 19:35:17 main:574] : INFO : Epoch 1684 | loss: 0.0174728 | val_loss: 0.0190341 | Time: 2608.35 ms [2022-04-07 19:35:19 main:574] : INFO : Epoch 1685 | loss: 0.0159325 | val_loss: 0.0133878 | Time: 2639.96 ms [2022-04-07 19:35:22 main:574] : INFO : Epoch 1686 | loss: 0.0127766 | val_loss: 0.0124065 | Time: 2664.83 ms [2022-04-07 19:35:25 main:574] : INFO : Epoch 1687 | loss: 0.0120104 | val_loss: 0.0107055 | Time: 2591.39 ms [2022-04-07 19:35:27 main:574] : INFO : Epoch 1688 | loss: 0.00862287 | val_loss: 0.0078462 | Time: 2647.03 ms [2022-04-07 19:35:30 main:574] : INFO : Epoch 1689 | loss: 0.00753139 | val_loss: 0.00741475 | Time: 2624.62 ms [2022-04-07 19:35:33 main:574] : INFO : Epoch 1690 | loss: 0.00736096 | val_loss: 0.00734208 | Time: 2643.09 ms [2022-04-07 19:35:35 main:574] : INFO : Epoch 1691 | loss: 0.00732177 | val_loss: 0.00731874 | Time: 2635.62 ms [2022-04-07 19:35:38 main:574] : INFO : Epoch 1692 | loss: 0.00730157 | val_loss: 0.00730337 | Time: 2624.76 ms [2022-04-07 19:35:41 main:574] : INFO : Epoch 1693 | loss: 0.00729105 | val_loss: 0.00729596 | Time: 2623.51 ms [2022-04-07 19:35:43 main:574] : INFO : Epoch 1694 | loss: 0.00728203 | val_loss: 0.00729011 | Time: 2579.65 ms [2022-04-07 19:35:46 main:574] : INFO : Epoch 1695 | loss: 0.00727344 | val_loss: 0.00727655 | Time: 2622.72 ms [2022-04-07 19:35:48 main:574] : INFO : Epoch 1696 | loss: 0.00725576 | val_loss: 0.00724124 | Time: 2641.3 ms [2022-04-07 19:35:51 main:574] : INFO : Epoch 1697 | loss: 0.0072419 | val_loss: 0.0072414 | Time: 2653.85 ms [2022-04-07 19:35:54 main:574] : INFO : Epoch 1698 | loss: 0.0072373 | val_loss: 0.00724014 | Time: 2596.18 ms [2022-04-07 19:35:56 main:574] : INFO : Epoch 1699 | loss: 0.00722358 | val_loss: 0.00722392 | Time: 2658.7 ms [2022-04-07 19:35:59 main:574] : INFO : Epoch 1700 | loss: 0.00720992 | val_loss: 0.00720996 | Time: 2653.6 ms [2022-04-07 19:36:02 main:574] : INFO : Epoch 1701 | loss: 0.00719833 | val_loss: 0.0071993 | Time: 2589.72 ms [2022-04-07 19:36:04 main:574] : INFO : Epoch 1702 | loss: 0.00719049 | val_loss: 0.00719376 | Time: 2517.13 ms [2022-04-07 19:36:07 main:574] : INFO : Epoch 1703 | loss: 0.00718485 | val_loss: 0.00718818 | Time: 2640.5 ms [2022-04-07 19:36:09 main:574] : INFO : Epoch 1704 | loss: 0.00717982 | val_loss: 0.0071849 | Time: 2612.32 ms [2022-04-07 19:36:12 main:574] : INFO : Epoch 1705 | loss: 0.00717451 | val_loss: 0.00717684 | Time: 2722.13 ms [2022-04-07 19:36:15 main:574] : INFO : Epoch 1706 | loss: 0.00717041 | val_loss: 0.00717411 | Time: 2638.68 ms [2022-04-07 19:36:17 main:574] : INFO : Epoch 1707 | loss: 0.00716786 | val_loss: 0.0071703 | Time: 2695.16 ms [2022-04-07 19:36:20 main:574] : INFO : Epoch 1708 | loss: 0.00716456 | val_loss: 0.00716794 | Time: 2715.9 ms [2022-04-07 19:36:23 main:574] : INFO : Epoch 1709 | loss: 0.00716283 | val_loss: 0.00716518 | Time: 2599.26 ms [2022-04-07 19:36:25 main:574] : INFO : Epoch 1710 | loss: 0.00715967 | val_loss: 0.00716095 | Time: 2625.68 ms [2022-04-07 19:36:28 main:574] : INFO : Epoch 1711 | loss: 0.00715763 | val_loss: 0.00715812 | Time: 2729.43 ms [2022-04-07 19:36:31 main:574] : INFO : Epoch 1712 | loss: 0.00777175 | val_loss: 0.00808316 | Time: 2615.81 ms [2022-04-07 19:36:33 main:574] : INFO : Epoch 1713 | loss: 0.00814379 | val_loss: 0.00782269 | Time: 2624.37 ms [2022-04-07 19:36:36 main:574] : INFO : Epoch 1714 | loss: 0.00773691 | val_loss: 0.00765513 | Time: 2630.62 ms [2022-04-07 19:36:39 main:574] : INFO : Epoch 1715 | loss: 0.00746952 | val_loss: 0.00730454 | Time: 2603.64 ms [2022-04-07 19:36:41 main:574] : INFO : Epoch 1716 | loss: 0.00721946 | val_loss: 0.00721093 | Time: 2604.11 ms [2022-04-07 19:36:44 main:574] : INFO : Epoch 1717 | loss: 0.00720463 | val_loss: 0.00719444 | Time: 2606.34 ms [2022-04-07 19:36:46 main:574] : INFO : Epoch 1718 | loss: 0.0071838 | val_loss: 0.00718022 | Time: 2580.31 ms [2022-04-07 19:36:49 main:574] : INFO : Epoch 1719 | loss: 0.00716779 | val_loss: 0.0071602 | Time: 2635.92 ms [2022-04-07 19:36:52 main:574] : INFO : Epoch 1720 | loss: 0.00715569 | val_loss: 0.00715165 | Time: 2614.53 ms [2022-04-07 19:36:54 main:574] : INFO : Epoch 1721 | loss: 0.00714877 | val_loss: 0.00714647 | Time: 2609.4 ms [2022-04-07 19:36:57 main:574] : INFO : Epoch 1722 | loss: 0.00714255 | val_loss: 0.00713991 | Time: 2633.34 ms [2022-04-07 19:36:59 main:574] : INFO : Epoch 1723 | loss: 0.00713492 | val_loss: 0.00713282 | Time: 2636.4 ms [2022-04-07 19:37:02 main:574] : INFO : Epoch 1724 | loss: 0.00712228 | val_loss: 0.00711416 | Time: 2738.53 ms [2022-04-07 19:37:05 main:574] : INFO : Epoch 1725 | loss: 0.0071045 | val_loss: 0.00710229 | Time: 2607.5 ms [2022-04-07 19:37:07 main:574] : INFO : Epoch 1726 | loss: 0.00709412 | val_loss: 0.00709395 | Time: 2581.32 ms [2022-04-07 19:37:10 main:574] : INFO : Epoch 1727 | loss: 0.00708771 | val_loss: 0.00708897 | Time: 2611.08 ms [2022-04-07 19:37:13 main:574] : INFO : Epoch 1728 | loss: 0.00708391 | val_loss: 0.00708713 | Time: 2607.98 ms [2022-04-07 19:37:15 main:574] : INFO : Epoch 1729 | loss: 0.00707188 | val_loss: 0.00705881 | Time: 2668.64 ms [2022-04-07 19:37:18 main:574] : INFO : Epoch 1730 | loss: 0.00704794 | val_loss: 0.00704699 | Time: 2628 ms [2022-04-07 19:37:21 main:574] : INFO : Epoch 1731 | loss: 0.0070395 | val_loss: 0.00704134 | Time: 2576.93 ms [2022-04-07 19:37:23 main:574] : INFO : Epoch 1732 | loss: 0.00703599 | val_loss: 0.00703719 | Time: 2598.86 ms [2022-04-07 19:37:26 main:574] : INFO : Epoch 1733 | loss: 0.00703339 | val_loss: 0.0070336 | Time: 2659.04 ms [2022-04-07 19:37:28 main:574] : INFO : Epoch 1734 | loss: 0.00703045 | val_loss: 0.00703273 | Time: 2571.32 ms [2022-04-07 19:37:31 main:574] : INFO : Epoch 1735 | loss: 0.00702896 | val_loss: 0.00703 | Time: 2678.54 ms [2022-04-07 19:37:34 main:574] : INFO : Epoch 1736 | loss: 0.00702364 | val_loss: 0.00702311 | Time: 2600.89 ms [2022-04-07 19:37:36 main:574] : INFO : Epoch 1737 | loss: 0.00701094 | val_loss: 0.00700512 | Time: 2597.1 ms [2022-04-07 19:37:39 main:574] : INFO : Epoch 1738 | loss: 0.00699733 | val_loss: 0.00699615 | Time: 2615.73 ms [2022-04-07 19:37:41 main:574] : INFO : Epoch 1739 | loss: 0.00698932 | val_loss: 0.00698902 | Time: 2618.13 ms [2022-04-07 19:37:44 main:574] : INFO : Epoch 1740 | loss: 0.00698689 | val_loss: 0.00698739 | Time: 2616.86 ms [2022-04-07 19:37:47 main:574] : INFO : Epoch 1741 | loss: 0.00698956 | val_loss: 0.00699176 | Time: 2597.88 ms [2022-04-07 19:37:49 main:574] : INFO : Epoch 1742 | loss: 0.00698708 | val_loss: 0.0069876 | Time: 2627.04 ms [2022-04-07 19:37:52 main:574] : INFO : Epoch 1743 | loss: 0.00698408 | val_loss: 0.00698626 | Time: 2666.37 ms [2022-04-07 19:37:55 main:574] : INFO : Epoch 1744 | loss: 0.00698246 | val_loss: 0.00698496 | Time: 2648.03 ms [2022-04-07 19:37:57 main:574] : INFO : Epoch 1745 | loss: 0.00698066 | val_loss: 0.00698523 | Time: 2619.39 ms [2022-04-07 19:38:00 main:574] : INFO : Epoch 1746 | loss: 0.00698014 | val_loss: 0.00698272 | Time: 2660.07 ms [2022-04-07 19:38:03 main:574] : INFO : Epoch 1747 | loss: 0.00697778 | val_loss: 0.00698487 | Time: 2662.83 ms [2022-04-07 19:38:05 main:574] : INFO : Epoch 1748 | loss: 0.00697777 | val_loss: 0.0069815 | Time: 2628.05 ms [2022-04-07 19:38:08 main:574] : INFO : Epoch 1749 | loss: 0.00697589 | val_loss: 0.00697936 | Time: 2633.93 ms [2022-04-07 19:38:10 main:574] : INFO : Epoch 1750 | loss: 0.00697527 | val_loss: 0.00697961 | Time: 2599.6 ms [2022-04-07 19:38:13 main:574] : INFO : Epoch 1751 | loss: 0.00697593 | val_loss: 0.00697999 | Time: 2586.42 ms [2022-04-07 19:38:16 main:574] : INFO : Epoch 1752 | loss: 0.00697469 | val_loss: 0.00698023 | Time: 2620.66 ms [2022-04-07 19:38:18 main:574] : INFO : Epoch 1753 | loss: 0.0069745 | val_loss: 0.00697887 | Time: 2577.2 ms [2022-04-07 19:38:21 main:574] : INFO : Epoch 1754 | loss: 0.0069743 | val_loss: 0.00697817 | Time: 2674.71 ms [2022-04-07 19:38:24 main:574] : INFO : Epoch 1755 | loss: 0.00697239 | val_loss: 0.00697715 | Time: 2621.72 ms [2022-04-07 19:38:26 main:574] : INFO : Epoch 1756 | loss: 0.00697059 | val_loss: 0.00697537 | Time: 2596.43 ms [2022-04-07 19:38:29 main:574] : INFO : Epoch 1757 | loss: 0.00697044 | val_loss: 0.00697431 | Time: 2622.47 ms [2022-04-07 19:38:31 main:574] : INFO : Epoch 1758 | loss: 0.00697001 | val_loss: 0.00697578 | Time: 2583.4 ms [2022-04-07 19:38:34 main:574] : INFO : Epoch 1759 | loss: 0.00696755 | val_loss: 0.00697058 | Time: 2597.27 ms [2022-04-07 19:38:37 main:574] : INFO : Epoch 1760 | loss: 0.00696257 | val_loss: 0.00696242 | Time: 2611.17 ms [2022-04-07 19:38:39 main:574] : INFO : Epoch 1761 | loss: 0.00695442 | val_loss: 0.0069565 | Time: 2651.65 ms [2022-04-07 19:38:42 main:574] : INFO : Epoch 1762 | loss: 0.0069514 | val_loss: 0.00695374 | Time: 2624.63 ms [2022-04-07 19:38:44 main:574] : INFO : Epoch 1763 | loss: 0.00695022 | val_loss: 0.00695595 | Time: 2602.17 ms [2022-04-07 19:38:47 main:574] : INFO : Epoch 1764 | loss: 0.00694828 | val_loss: 0.00695337 | Time: 2597.18 ms [2022-04-07 19:38:50 main:574] : INFO : Epoch 1765 | loss: 0.00694642 | val_loss: 0.00695025 | Time: 2611.41 ms [2022-04-07 19:38:52 main:574] : INFO : Epoch 1766 | loss: 0.00694262 | val_loss: 0.00694867 | Time: 2627.85 ms [2022-04-07 19:38:55 main:574] : INFO : Epoch 1767 | loss: 0.00694153 | val_loss: 0.00694589 | Time: 2663.63 ms [2022-04-07 19:38:58 main:574] : INFO : Epoch 1768 | loss: 0.00694039 | val_loss: 0.0069477 | Time: 2606.11 ms [2022-04-07 19:39:00 main:574] : INFO : Epoch 1769 | loss: 0.00694305 | val_loss: 0.00695 | Time: 2662.18 ms [2022-04-07 19:39:03 main:574] : INFO : Epoch 1770 | loss: 0.00694061 | val_loss: 0.00694536 | Time: 2713.86 ms [2022-04-07 19:39:06 main:574] : INFO : Epoch 1771 | loss: 0.00694099 | val_loss: 0.00694401 | Time: 2644.47 ms [2022-04-07 19:39:08 main:574] : INFO : Epoch 1772 | loss: 0.0069404 | val_loss: 0.00694252 | Time: 2649.34 ms [2022-04-07 19:39:11 main:574] : INFO : Epoch 1773 | loss: 0.00693876 | val_loss: 0.00694291 | Time: 2645.82 ms [2022-04-07 19:39:14 main:574] : INFO : Epoch 1774 | loss: 0.0069394 | val_loss: 0.00694592 | Time: 2698.64 ms [2022-04-07 19:39:16 main:574] : INFO : Epoch 1775 | loss: 0.00694071 | val_loss: 0.00694238 | Time: 2632.57 ms [2022-04-07 19:39:19 main:574] : INFO : Epoch 1776 | loss: 0.00693833 | val_loss: 0.00694181 | Time: 2607.64 ms [2022-04-07 19:39:21 main:574] : INFO : Epoch 1777 | loss: 0.00693851 | val_loss: 0.00694521 | Time: 2647.71 ms [2022-04-07 19:39:24 main:574] : INFO : Epoch 1778 | loss: 0.00693904 | val_loss: 0.00694415 | Time: 2643.12 ms [2022-04-07 19:39:27 main:574] : INFO : Epoch 1779 | loss: 0.00693815 | val_loss: 0.00694492 | Time: 2636.34 ms [2022-04-07 19:39:29 main:574] : INFO : Epoch 1780 | loss: 0.00693911 | val_loss: 0.00694171 | Time: 2655.1 ms [2022-04-07 19:39:32 main:574] : INFO : Epoch 1781 | loss: 0.00693842 | val_loss: 0.00694589 | Time: 2644.81 ms [2022-04-07 19:39:35 main:574] : INFO : Epoch 1782 | loss: 0.00693784 | val_loss: 0.00694052 | Time: 2590.22 ms [2022-04-07 19:39:37 main:574] : INFO : Epoch 1783 | loss: 0.00693682 | val_loss: 0.00694269 | Time: 2593.63 ms [2022-04-07 19:39:40 main:574] : INFO : Epoch 1784 | loss: 0.00693689 | val_loss: 0.00694102 | Time: 2598.35 ms [2022-04-07 19:39:42 main:574] : INFO : Epoch 1785 | loss: 0.0069365 | val_loss: 0.00694196 | Time: 2619.75 ms [2022-04-07 19:39:45 main:574] : INFO : Epoch 1786 | loss: 0.0069363 | val_loss: 0.00694048 | Time: 2638.05 ms [2022-04-07 19:39:48 main:574] : INFO : Epoch 1787 | loss: 0.00693607 | val_loss: 0.00694225 | Time: 2654.26 ms [2022-04-07 19:39:50 main:574] : INFO : Epoch 1788 | loss: 0.00693609 | val_loss: 0.00694138 | Time: 2590.19 ms [2022-04-07 19:39:53 main:574] : INFO : Epoch 1789 | loss: 0.00671014 | val_loss: 0.00668263 | Time: 2680.44 ms [2022-04-07 19:39:56 main:574] : INFO : Epoch 1790 | loss: 0.00655615 | val_loss: 0.00648708 | Time: 2635.18 ms [2022-04-07 19:39:58 main:574] : INFO : Epoch 1791 | loss: 0.0064777 | val_loss: 0.00643183 | Time: 2590.78 ms [2022-04-07 19:40:01 main:574] : INFO : Epoch 1792 | loss: 0.00641616 | val_loss: 0.00639604 | Time: 2658.61 ms [2022-04-07 19:40:04 main:574] : INFO : Epoch 1793 | loss: 0.00638045 | val_loss: 0.00634775 | Time: 2656.88 ms [2022-04-07 19:40:06 main:574] : INFO : Epoch 1794 | loss: 0.00632172 | val_loss: 0.00627068 | Time: 2588.9 ms [2022-04-07 19:40:09 main:574] : INFO : Epoch 1795 | loss: 0.00623625 | val_loss: 0.00617606 | Time: 2677.95 ms [2022-04-07 19:40:12 main:574] : INFO : Epoch 1796 | loss: 0.00612522 | val_loss: 0.00604204 | Time: 2641.83 ms [2022-04-07 19:40:14 main:574] : INFO : Epoch 1797 | loss: 0.0059735 | val_loss: 0.00589361 | Time: 2563.37 ms [2022-04-07 19:40:17 main:574] : INFO : Epoch 1798 | loss: 0.00582442 | val_loss: 0.005714 | Time: 2621.55 ms [2022-04-07 19:40:19 main:574] : INFO : Epoch 1799 | loss: 0.00559727 | val_loss: 0.00546537 | Time: 2599.08 ms [2022-04-07 19:40:22 main:574] : INFO : Epoch 1800 | loss: 0.00543042 | val_loss: 0.00538716 | Time: 2621.7 ms [2022-04-07 19:40:25 main:574] : INFO : Epoch 1801 | loss: 0.00538002 | val_loss: 0.00535307 | Time: 2712.6 ms [2022-04-07 19:40:27 main:574] : INFO : Epoch 1802 | loss: 0.00535525 | val_loss: 0.00533581 | Time: 2651.47 ms [2022-04-07 19:40:30 main:574] : INFO : Epoch 1803 | loss: 0.00533983 | val_loss: 0.00532356 | Time: 2653.27 ms [2022-04-07 19:40:33 main:574] : INFO : Epoch 1804 | loss: 0.00532959 | val_loss: 0.00531679 | Time: 2668.38 ms [2022-04-07 19:40:35 main:574] : INFO : Epoch 1805 | loss: 0.00532445 | val_loss: 0.00531257 | Time: 2679.9 ms [2022-04-07 19:40:38 main:574] : INFO : Epoch 1806 | loss: 0.00531977 | val_loss: 0.00530592 | Time: 2650.96 ms [2022-04-07 19:40:41 main:574] : INFO : Epoch 1807 | loss: 0.00531219 | val_loss: 0.00529965 | Time: 2627.12 ms [2022-04-07 19:40:43 main:574] : INFO : Epoch 1808 | loss: 0.00530138 | val_loss: 0.0052726 | Time: 2567.14 ms [2022-04-07 19:40:46 main:574] : INFO : Epoch 1809 | loss: 0.00540517 | val_loss: 0.00573624 | Time: 2612.96 ms [2022-04-07 19:40:48 main:574] : INFO : Epoch 1810 | loss: 0.00567921 | val_loss: 0.0054902 | Time: 2644.67 ms [2022-04-07 19:40:51 main:574] : INFO : Epoch 1811 | loss: 0.0053782 | val_loss: 0.00532604 | Time: 2639.18 ms [2022-04-07 19:40:54 main:574] : INFO : Epoch 1812 | loss: 0.00526611 | val_loss: 0.00494102 | Time: 2607.53 ms [2022-04-07 19:40:56 main:574] : INFO : Epoch 1813 | loss: 0.00472766 | val_loss: 0.00456905 | Time: 2580.84 ms [2022-04-07 19:40:59 main:574] : INFO : Epoch 1814 | loss: 0.00445667 | val_loss: 0.00436067 | Time: 2585.39 ms [2022-04-07 19:41:02 main:574] : INFO : Epoch 1815 | loss: 0.00430192 | val_loss: 0.00423836 | Time: 2691.32 ms [2022-04-07 19:41:04 main:574] : INFO : Epoch 1816 | loss: 0.00418821 | val_loss: 0.00412956 | Time: 2620.92 ms [2022-04-07 19:41:07 main:574] : INFO : Epoch 1817 | loss: 0.00418807 | val_loss: 0.00410124 | Time: 2605.06 ms [2022-04-07 19:41:09 main:574] : INFO : Epoch 1818 | loss: 0.00403734 | val_loss: 0.00401877 | Time: 2689.18 ms [2022-04-07 19:41:12 main:574] : INFO : Epoch 1819 | loss: 0.00398064 | val_loss: 0.00393408 | Time: 2610.38 ms [2022-04-07 19:41:15 main:574] : INFO : Epoch 1820 | loss: 0.00393691 | val_loss: 0.00389442 | Time: 2635.74 ms [2022-04-07 19:41:17 main:574] : INFO : Epoch 1821 | loss: 0.00390102 | val_loss: 0.00386301 | Time: 2598.95 ms [2022-04-07 19:41:20 main:574] : INFO : Epoch 1822 | loss: 0.00391976 | val_loss: 0.00389055 | Time: 2634.95 ms [2022-04-07 19:41:23 main:574] : INFO : Epoch 1823 | loss: 0.00390034 | val_loss: 0.00385716 | Time: 2650.47 ms [2022-04-07 19:41:25 main:574] : INFO : Epoch 1824 | loss: 0.00381745 | val_loss: 0.00373592 | Time: 2590.65 ms [2022-04-07 19:41:28 main:574] : INFO : Epoch 1825 | loss: 0.0037468 | val_loss: 0.00385278 | Time: 2647.93 ms [2022-04-07 19:41:30 main:574] : INFO : Epoch 1826 | loss: 0.00403798 | val_loss: 0.0039162 | Time: 2641.9 ms [2022-04-07 19:41:33 main:574] : INFO : Epoch 1827 | loss: 0.00383652 | val_loss: 0.00375647 | Time: 2645.47 ms [2022-04-07 19:41:36 main:574] : INFO : Epoch 1828 | loss: 0.00371703 | val_loss: 0.00367527 | Time: 2638.04 ms [2022-04-07 19:41:38 main:574] : INFO : Epoch 1829 | loss: 0.00367413 | val_loss: 0.00368648 | Time: 2582.53 ms [2022-04-07 19:41:41 main:574] : INFO : Epoch 1830 | loss: 0.00370287 | val_loss: 0.00365469 | Time: 2628.9 ms [2022-04-07 19:41:44 main:574] : INFO : Epoch 1831 | loss: 0.00366906 | val_loss: 0.00364809 | Time: 2565.27 ms [2022-04-07 19:41:46 main:574] : INFO : Epoch 1832 | loss: 0.00364949 | val_loss: 0.0036283 | Time: 2620.7 ms [2022-04-07 19:41:49 main:574] : INFO : Epoch 1833 | loss: 0.00364252 | val_loss: 0.00362439 | Time: 2654.87 ms [2022-04-07 19:41:51 main:574] : INFO : Epoch 1834 | loss: 0.00366157 | val_loss: 0.00364684 | Time: 2603.89 ms [2022-04-07 19:41:54 main:574] : INFO : Epoch 1835 | loss: 0.00364345 | val_loss: 0.00361357 | Time: 2603 ms [2022-04-07 19:41:57 main:574] : INFO : Epoch 1836 | loss: 0.00362348 | val_loss: 0.00360701 | Time: 2595.95 ms [2022-04-07 19:41:59 main:574] : INFO : Epoch 1837 | loss: 0.00361469 | val_loss: 0.00360041 | Time: 2641.11 ms [2022-04-07 19:42:02 main:574] : INFO : Epoch 1838 | loss: 0.00360806 | val_loss: 0.0035963 | Time: 2531.43 ms [2022-04-07 19:42:04 main:574] : INFO : Epoch 1839 | loss: 0.0036025 | val_loss: 0.00359704 | Time: 2572.76 ms [2022-04-07 19:42:07 main:574] : INFO : Epoch 1840 | loss: 0.00360758 | val_loss: 0.00365756 | Time: 2658.48 ms [2022-04-07 19:42:10 main:574] : INFO : Epoch 1841 | loss: 0.00362595 | val_loss: 0.00358949 | Time: 2649.18 ms [2022-04-07 19:42:12 main:574] : INFO : Epoch 1842 | loss: 0.0035703 | val_loss: 0.00351458 | Time: 2607.87 ms [2022-04-07 19:42:15 main:574] : INFO : Epoch 1843 | loss: 0.00322874 | val_loss: 0.00246596 | Time: 2616.59 ms [2022-04-07 19:42:18 main:574] : INFO : Epoch 1844 | loss: 0.00862593 | val_loss: 0.0141578 | Time: 2621.72 ms [2022-04-07 19:42:20 main:574] : INFO : Epoch 1845 | loss: 0.00907161 | val_loss: 0.0060224 | Time: 2609.32 ms [2022-04-07 19:42:23 main:574] : INFO : Epoch 1846 | loss: 0.00431943 | val_loss: 0.00266673 | Time: 2573.63 ms [2022-04-07 19:42:25 main:574] : INFO : Epoch 1847 | loss: 0.00230885 | val_loss: 0.0020865 | Time: 2578.27 ms [2022-04-07 19:42:28 main:574] : INFO : Epoch 1848 | loss: 0.0019483 | val_loss: 0.0018287 | Time: 2594.88 ms [2022-04-07 19:42:31 main:574] : INFO : Epoch 1849 | loss: 0.00177639 | val_loss: 0.00171595 | Time: 2625.85 ms [2022-04-07 19:42:33 main:574] : INFO : Epoch 1850 | loss: 0.00168495 | val_loss: 0.00164873 | Time: 2582.19 ms [2022-04-07 19:42:36 main:574] : INFO : Epoch 1851 | loss: 0.00162911 | val_loss: 0.00160617 | Time: 2629.64 ms [2022-04-07 19:42:38 main:574] : INFO : Epoch 1852 | loss: 0.00158986 | val_loss: 0.00156957 | Time: 2611.74 ms [2022-04-07 19:42:41 main:574] : INFO : Epoch 1853 | loss: 0.00155448 | val_loss: 0.00153346 | Time: 2607.79 ms [2022-04-07 19:42:44 main:574] : INFO : Epoch 1854 | loss: 0.00151366 | val_loss: 0.00148955 | Time: 2584.33 ms [2022-04-07 19:42:46 main:574] : INFO : Epoch 1855 | loss: 0.0014647 | val_loss: 0.00143404 | Time: 2663.55 ms [2022-04-07 19:42:49 main:574] : INFO : Epoch 1856 | loss: 0.00141216 | val_loss: 0.00138249 | Time: 2607.67 ms [2022-04-07 19:42:52 main:574] : INFO : Epoch 1857 | loss: 0.00136562 | val_loss: 0.00133615 | Time: 2658.63 ms [2022-04-07 19:42:54 main:574] : INFO : Epoch 1858 | loss: 0.00133165 | val_loss: 0.00130395 | Time: 2610.46 ms [2022-04-07 19:42:57 main:574] : INFO : Epoch 1859 | loss: 0.00129595 | val_loss: 0.00126693 | Time: 2664.25 ms [2022-04-07 19:42:59 main:574] : INFO : Epoch 1860 | loss: 0.00126074 | val_loss: 0.00123232 | Time: 2674.08 ms [2022-04-07 19:43:02 main:574] : INFO : Epoch 1861 | loss: 0.00124493 | val_loss: 0.00131817 | Time: 2574.74 ms [2022-04-07 19:43:05 main:574] : INFO : Epoch 1862 | loss: 0.00125812 | val_loss: 0.00119414 | Time: 2629.89 ms [2022-04-07 19:43:07 main:574] : INFO : Epoch 1863 | loss: 0.00117803 | val_loss: 0.00114823 | Time: 2619.32 ms [2022-04-07 19:43:10 main:574] : INFO : Epoch 1864 | loss: 0.00114534 | val_loss: 0.00112391 | Time: 2588.77 ms [2022-04-07 19:43:13 main:574] : INFO : Epoch 1865 | loss: 0.00112643 | val_loss: 0.00110836 | Time: 2646.82 ms [2022-04-07 19:43:15 main:574] : INFO : Epoch 1866 | loss: 0.00111235 | val_loss: 0.00109065 | Time: 2656.71 ms [2022-04-07 19:43:18 main:574] : INFO : Epoch 1867 | loss: 0.00107585 | val_loss: 0.00104542 | Time: 2575.4 ms [2022-04-07 19:43:20 main:574] : INFO : Epoch 1868 | loss: 0.00103803 | val_loss: 0.00101124 | Time: 2615.79 ms [2022-04-07 19:43:23 main:574] : INFO : Epoch 1869 | loss: 0.00100441 | val_loss: 0.00097945 | Time: 2614.86 ms [2022-04-07 19:43:26 main:574] : INFO : Epoch 1870 | loss: 0.000978872 | val_loss: 0.000954631 | Time: 2756.41 ms [2022-04-07 19:43:28 main:574] : INFO : Epoch 1871 | loss: 0.000952726 | val_loss: 0.0009346 | Time: 2638.52 ms [2022-04-07 19:43:31 main:574] : INFO : Epoch 1872 | loss: 0.000938154 | val_loss: 0.00094518 | Time: 2641.4 ms [2022-04-07 19:43:34 main:574] : INFO : Epoch 1873 | loss: 0.000991467 | val_loss: 0.000914651 | Time: 2622.68 ms [2022-04-07 19:43:36 main:574] : INFO : Epoch 1874 | loss: 0.000927117 | val_loss: 0.000905995 | Time: 2679.57 ms [2022-04-07 19:43:39 main:574] : INFO : Epoch 1875 | loss: 0.000913782 | val_loss: 0.000902888 | Time: 2607.16 ms [2022-04-07 19:43:42 main:574] : INFO : Epoch 1876 | loss: 0.000906635 | val_loss: 0.000894209 | Time: 2558.74 ms [2022-04-07 19:43:44 main:574] : INFO : Epoch 1877 | loss: 0.000901564 | val_loss: 0.000891646 | Time: 2599.15 ms [2022-04-07 19:43:47 main:574] : INFO : Epoch 1878 | loss: 0.000896485 | val_loss: 0.000885762 | Time: 2632.61 ms [2022-04-07 19:43:49 main:574] : INFO : Epoch 1879 | loss: 0.000893258 | val_loss: 0.000881941 | Time: 2650.45 ms [2022-04-07 19:43:52 main:574] : INFO : Epoch 1880 | loss: 0.000887488 | val_loss: 0.000874891 | Time: 2693.92 ms [2022-04-07 19:43:55 main:574] : INFO : Epoch 1881 | loss: 0.000883563 | val_loss: 0.00087074 | Time: 2611.6 ms [2022-04-07 19:43:57 main:574] : INFO : Epoch 1882 | loss: 0.000878163 | val_loss: 0.000868414 | Time: 2605.23 ms [2022-04-07 19:44:00 main:574] : INFO : Epoch 1883 | loss: 0.000875286 | val_loss: 0.000864511 | Time: 2628.05 ms [2022-04-07 19:44:03 main:574] : INFO : Epoch 1884 | loss: 0.000873047 | val_loss: 0.000861241 | Time: 2591.43 ms [2022-04-07 19:44:05 main:574] : INFO : Epoch 1885 | loss: 0.000870442 | val_loss: 0.000858131 | Time: 2674.75 ms [2022-04-07 19:44:08 main:574] : INFO : Epoch 1886 | loss: 0.000868381 | val_loss: 0.000856767 | Time: 2592.99 ms [2022-04-07 19:44:11 main:574] : INFO : Epoch 1887 | loss: 0.000865947 | val_loss: 0.000853762 | Time: 2664.91 ms [2022-04-07 19:44:13 main:574] : INFO : Epoch 1888 | loss: 0.000863982 | val_loss: 0.000857642 | Time: 2616.73 ms [2022-04-07 19:44:16 main:574] : INFO : Epoch 1889 | loss: 0.000864412 | val_loss: 0.000850422 | Time: 2572.24 ms [2022-04-07 19:44:18 main:574] : INFO : Epoch 1890 | loss: 0.0008659 | val_loss: 0.000849677 | Time: 2583.85 ms [2022-04-07 19:44:21 main:574] : INFO : Epoch 1891 | loss: 0.000860747 | val_loss: 0.000852977 | Time: 2660.99 ms [2022-04-07 19:44:24 main:574] : INFO : Epoch 1892 | loss: 0.000860551 | val_loss: 0.00084854 | Time: 2594.46 ms [2022-04-07 19:44:26 main:574] : INFO : Epoch 1893 | loss: 0.000855621 | val_loss: 0.000847156 | Time: 2636.18 ms [2022-04-07 19:44:29 main:574] : INFO : Epoch 1894 | loss: 0.00085345 | val_loss: 0.000843561 | Time: 2592.68 ms [2022-04-07 19:44:31 main:574] : INFO : Epoch 1895 | loss: 0.000850189 | val_loss: 0.000839343 | Time: 2604.59 ms [2022-04-07 19:44:34 main:574] : INFO : Epoch 1896 | loss: 0.000847779 | val_loss: 0.000838002 | Time: 2657.47 ms [2022-04-07 19:44:37 main:574] : INFO : Epoch 1897 | loss: 0.000847259 | val_loss: 0.000838722 | Time: 2627.73 ms [2022-04-07 19:44:39 main:574] : INFO : Epoch 1898 | loss: 0.000846586 | val_loss: 0.000836672 | Time: 2651.19 ms [2022-04-07 19:44:42 main:574] : INFO : Epoch 1899 | loss: 0.000845824 | val_loss: 0.000837352 | Time: 2654.83 ms [2022-04-07 19:44:45 main:574] : INFO : Epoch 1900 | loss: 0.000844436 | val_loss: 0.00083655 | Time: 2588.8 ms [2022-04-07 19:44:47 main:574] : INFO : Epoch 1901 | loss: 0.000845891 | val_loss: 0.000835904 | Time: 2630.51 ms [2022-04-07 19:44:50 main:574] : INFO : Epoch 1902 | loss: 0.000843422 | val_loss: 0.000833365 | Time: 2624.58 ms [2022-04-07 19:44:53 main:574] : INFO : Epoch 1903 | loss: 0.000842925 | val_loss: 0.000831475 | Time: 2677.58 ms [2022-04-07 19:44:55 main:574] : INFO : Epoch 1904 | loss: 0.000840453 | val_loss: 0.000830382 | Time: 2613.27 ms [2022-04-07 19:44:58 main:574] : INFO : Epoch 1905 | loss: 0.000840605 | val_loss: 0.000831013 | Time: 2590.53 ms [2022-04-07 19:45:00 main:574] : INFO : Epoch 1906 | loss: 0.000840523 | val_loss: 0.000833514 | Time: 2576.05 ms [2022-04-07 19:45:03 main:574] : INFO : Epoch 1907 | loss: 0.000838583 | val_loss: 0.00083365 | Time: 2691.44 ms [2022-04-07 19:45:06 main:574] : INFO : Epoch 1908 | loss: 0.000838108 | val_loss: 0.000826675 | Time: 2604.15 ms [2022-04-07 19:45:08 main:574] : INFO : Epoch 1909 | loss: 0.000836908 | val_loss: 0.000825168 | Time: 2573.3 ms [2022-04-07 19:45:11 main:574] : INFO : Epoch 1910 | loss: 0.000835486 | val_loss: 0.000828418 | Time: 2620.09 ms [2022-04-07 19:45:14 main:574] : INFO : Epoch 1911 | loss: 0.00083452 | val_loss: 0.000824415 | Time: 2700.76 ms [2022-04-07 19:45:16 main:574] : INFO : Epoch 1912 | loss: 0.000835947 | val_loss: 0.000828496 | Time: 2598.95 ms [2022-04-07 19:45:19 main:574] : INFO : Epoch 1913 | loss: 0.000834927 | val_loss: 0.000827027 | Time: 2590.97 ms [2022-04-07 19:45:21 main:574] : INFO : Epoch 1914 | loss: 0.000835604 | val_loss: 0.000824619 | Time: 2622.57 ms [2022-04-07 19:45:24 main:574] : INFO : Epoch 1915 | loss: 0.000832697 | val_loss: 0.000823631 | Time: 2603.76 ms [2022-04-07 19:45:27 main:574] : INFO : Epoch 1916 | loss: 0.00083151 | val_loss: 0.000825226 | Time: 2677.49 ms [2022-04-07 19:45:29 main:574] : INFO : Epoch 1917 | loss: 0.000833565 | val_loss: 0.000830259 | Time: 2677.34 ms [2022-04-07 19:45:32 main:574] : INFO : Epoch 1918 | loss: 0.000833271 | val_loss: 0.000827775 | Time: 2601.29 ms [2022-04-07 19:45:35 main:574] : INFO : Epoch 1919 | loss: 0.00083191 | val_loss: 0.00081849 | Time: 2589.83 ms [2022-04-07 19:45:37 main:574] : INFO : Epoch 1920 | loss: 0.000827132 | val_loss: 0.000822239 | Time: 2602.53 ms [2022-04-07 19:45:40 main:574] : INFO : Epoch 1921 | loss: 0.000825951 | val_loss: 0.000815928 | Time: 2632.92 ms [2022-04-07 19:45:42 main:574] : INFO : Epoch 1922 | loss: 0.000828158 | val_loss: 0.000821659 | Time: 2637.53 ms [2022-04-07 19:45:45 main:574] : INFO : Epoch 1923 | loss: 0.00082278 | val_loss: 0.000812747 | Time: 2624.18 ms [2022-04-07 19:45:48 main:574] : INFO : Epoch 1924 | loss: 0.000821491 | val_loss: 0.000812724 | Time: 2675.5 ms [2022-04-07 19:45:50 main:574] : INFO : Epoch 1925 | loss: 0.000819648 | val_loss: 0.000811534 | Time: 2639.36 ms [2022-04-07 19:45:53 main:574] : INFO : Epoch 1926 | loss: 0.000819363 | val_loss: 0.000813202 | Time: 2630.36 ms [2022-04-07 19:45:56 main:574] : INFO : Epoch 1927 | loss: 0.000819987 | val_loss: 0.000820435 | Time: 2680.13 ms [2022-04-07 19:45:58 main:574] : INFO : Epoch 1928 | loss: 0.000823659 | val_loss: 0.000812517 | Time: 2618.24 ms [2022-04-07 19:46:01 main:574] : INFO : Epoch 1929 | loss: 0.000818978 | val_loss: 0.00081342 | Time: 2595.92 ms [2022-04-07 19:46:03 main:574] : INFO : Epoch 1930 | loss: 0.000817438 | val_loss: 0.000808534 | Time: 2632.33 ms [2022-04-07 19:46:06 main:574] : INFO : Epoch 1931 | loss: 0.000815931 | val_loss: 0.000805481 | Time: 2602.04 ms [2022-04-07 19:46:09 main:574] : INFO : Epoch 1932 | loss: 0.000814415 | val_loss: 0.000804259 | Time: 2578.88 ms [2022-04-07 19:46:11 main:574] : INFO : Epoch 1933 | loss: 0.000816671 | val_loss: 0.00080944 | Time: 2670.45 ms [2022-04-07 19:46:14 main:574] : INFO : Epoch 1934 | loss: 0.000814529 | val_loss: 0.000805634 | Time: 2607.16 ms [2022-04-07 19:46:17 main:574] : INFO : Epoch 1935 | loss: 0.000812523 | val_loss: 0.000802477 | Time: 2617.82 ms [2022-04-07 19:46:19 main:574] : INFO : Epoch 1936 | loss: 0.000812941 | val_loss: 0.000804257 | Time: 2636.86 ms [2022-04-07 19:46:22 main:574] : INFO : Epoch 1937 | loss: 0.000812895 | val_loss: 0.000806963 | Time: 2571.93 ms [2022-04-07 19:46:24 main:574] : INFO : Epoch 1938 | loss: 0.000813737 | val_loss: 0.000806729 | Time: 2638.13 ms [2022-04-07 19:46:27 main:574] : INFO : Epoch 1939 | loss: 0.000816117 | val_loss: 0.000805228 | Time: 2656.04 ms [2022-04-07 19:46:30 main:574] : INFO : Epoch 1940 | loss: 0.000815468 | val_loss: 0.000807881 | Time: 2664.77 ms [2022-04-07 19:46:32 main:574] : INFO : Epoch 1941 | loss: 0.000811882 | val_loss: 0.000804046 | Time: 2642.93 ms [2022-04-07 19:46:35 main:574] : INFO : Epoch 1942 | loss: 0.000812125 | val_loss: 0.000800299 | Time: 2610.84 ms [2022-04-07 19:46:38 main:574] : INFO : Epoch 1943 | loss: 0.00081003 | val_loss: 0.000802439 | Time: 2598.58 ms [2022-04-07 19:46:40 main:574] : INFO : Epoch 1944 | loss: 0.000810796 | val_loss: 0.000801235 | Time: 2609.69 ms [2022-04-07 19:46:43 main:574] : INFO : Epoch 1945 | loss: 0.000814431 | val_loss: 0.000802347 | Time: 2550.37 ms [2022-04-07 19:46:45 main:574] : INFO : Epoch 1946 | loss: 0.000812861 | val_loss: 0.000802728 | Time: 2641.01 ms [2022-04-07 19:46:48 main:574] : INFO : Epoch 1947 | loss: 0.000811452 | val_loss: 0.00080112 | Time: 2664.97 ms [2022-04-07 19:46:51 main:574] : INFO : Epoch 1948 | loss: 0.000810041 | val_loss: 0.000801514 | Time: 2615.87 ms [2022-04-07 19:46:53 main:574] : INFO : Epoch 1949 | loss: 0.000809467 | val_loss: 0.00079965 | Time: 2650.18 ms [2022-04-07 19:46:56 main:574] : INFO : Epoch 1950 | loss: 0.000811331 | val_loss: 0.000802389 | Time: 2626.83 ms [2022-04-07 19:46:59 main:574] : INFO : Epoch 1951 | loss: 0.000812692 | val_loss: 0.000800662 | Time: 2638.18 ms [2022-04-07 19:47:01 main:574] : INFO : Epoch 1952 | loss: 0.000810413 | val_loss: 0.000797856 | Time: 2619.91 ms [2022-04-07 19:47:04 main:574] : INFO : Epoch 1953 | loss: 0.000806852 | val_loss: 0.000800608 | Time: 2635.23 ms [2022-04-07 19:47:07 main:574] : INFO : Epoch 1954 | loss: 0.000808492 | val_loss: 0.000799012 | Time: 2689.04 ms [2022-04-07 19:47:09 main:574] : INFO : Epoch 1955 | loss: 0.000808714 | val_loss: 0.00080496 | Time: 2663.45 ms [2022-04-07 19:47:12 main:574] : INFO : Epoch 1956 | loss: 0.000811618 | val_loss: 0.000797696 | Time: 2587.6 ms [2022-04-07 19:47:14 main:574] : INFO : Epoch 1957 | loss: 0.000808209 | val_loss: 0.000798298 | Time: 2264.72 ms [2022-04-07 19:47:16 main:574] : INFO : Epoch 1958 | loss: 0.000808553 | val_loss: 0.000801732 | Time: 2263.28 ms [2022-04-07 19:47:19 main:574] : INFO : Epoch 1959 | loss: 0.000810531 | val_loss: 0.00079824 | Time: 2306.92 ms [2022-04-07 19:47:21 main:574] : INFO : Epoch 1960 | loss: 0.000808871 | val_loss: 0.00081188 | Time: 2319.98 ms [2022-04-07 19:47:23 main:574] : INFO : Epoch 1961 | loss: 0.000817321 | val_loss: 0.000801562 | Time: 2276.13 ms [2022-04-07 19:47:26 main:574] : INFO : Epoch 1962 | loss: 0.000814097 | val_loss: 0.000796843 | Time: 2311.29 ms [2022-04-07 19:47:28 main:574] : INFO : Epoch 1963 | loss: 0.000811557 | val_loss: 0.000803424 | Time: 2273.78 ms [2022-04-07 19:47:30 main:574] : INFO : Epoch 1964 | loss: 0.000807484 | val_loss: 0.000798621 | Time: 2310.47 ms [2022-04-07 19:47:32 main:574] : INFO : Epoch 1965 | loss: 0.000806917 | val_loss: 0.000799091 | Time: 2264.21 ms [2022-04-07 19:47:35 main:574] : INFO : Epoch 1966 | loss: 0.000806512 | val_loss: 0.000798856 | Time: 2287.2 ms [2022-04-07 19:47:37 main:574] : INFO : Epoch 1967 | loss: 0.000806062 | val_loss: 0.000797776 | Time: 2269.91 ms [2022-04-07 19:47:39 main:574] : INFO : Epoch 1968 | loss: 0.000810017 | val_loss: 0.000803152 | Time: 2307.71 ms [2022-04-07 19:47:42 main:574] : INFO : Epoch 1969 | loss: 0.000807599 | val_loss: 0.000800998 | Time: 2291.74 ms [2022-04-07 19:47:44 main:574] : INFO : Epoch 1970 | loss: 0.000806711 | val_loss: 0.000799099 | Time: 2268.96 ms [2022-04-07 19:47:46 main:574] : INFO : Epoch 1971 | loss: 0.000806574 | val_loss: 0.000801999 | Time: 2325.93 ms [2022-04-07 19:47:48 main:574] : INFO : Epoch 1972 | loss: 0.000808623 | val_loss: 0.000796289 | Time: 2259.22 ms [2022-04-07 19:47:51 main:574] : INFO : Epoch 1973 | loss: 0.000806266 | val_loss: 0.000798784 | Time: 2302.72 ms [2022-04-07 19:47:53 main:574] : INFO : Epoch 1974 | loss: 0.000805012 | val_loss: 0.000798443 | Time: 2334.43 ms [2022-04-07 19:47:55 main:574] : INFO : Epoch 1975 | loss: 0.000805954 | val_loss: 0.000799714 | Time: 2353.49 ms [2022-04-07 19:47:58 main:574] : INFO : Epoch 1976 | loss: 0.000806573 | val_loss: 0.000797898 | Time: 2294.6 ms [2022-04-07 19:48:00 main:574] : INFO : Epoch 1977 | loss: 0.000806329 | val_loss: 0.0007943 | Time: 2286.67 ms [2022-04-07 19:48:02 main:574] : INFO : Epoch 1978 | loss: 0.000805961 | val_loss: 0.000797385 | Time: 2322.92 ms [2022-04-07 19:48:05 main:574] : INFO : Epoch 1979 | loss: 0.000803758 | val_loss: 0.000797394 | Time: 2268.23 ms [2022-04-07 19:48:07 main:574] : INFO : Epoch 1980 | loss: 0.000806307 | val_loss: 0.000797892 | Time: 2259.7 ms [2022-04-07 19:48:09 main:574] : INFO : Epoch 1981 | loss: 0.00081112 | val_loss: 0.000794592 | Time: 2306.97 ms [2022-04-07 19:48:12 main:574] : INFO : Epoch 1982 | loss: 0.000806317 | val_loss: 0.00079553 | Time: 2354.42 ms [2022-04-07 19:48:14 main:574] : INFO : Epoch 1983 | loss: 0.000805258 | val_loss: 0.000799816 | Time: 2308.71 ms [2022-04-07 19:48:16 main:574] : INFO : Epoch 1984 | loss: 0.00081026 | val_loss: 0.000795507 | Time: 2310.74 ms [2022-04-07 19:48:18 main:574] : INFO : Epoch 1985 | loss: 0.000807706 | val_loss: 0.000804122 | Time: 2260.11 ms [2022-04-07 19:48:21 main:574] : INFO : Epoch 1986 | loss: 0.000805836 | val_loss: 0.000796581 | Time: 2398.16 ms [2022-04-07 19:48:23 main:574] : INFO : Epoch 1987 | loss: 0.000802667 | val_loss: 0.000799341 | Time: 2366.42 ms [2022-04-07 19:48:26 main:574] : INFO : Epoch 1988 | loss: 0.000804655 | val_loss: 0.000795676 | Time: 2296.94 ms [2022-04-07 19:48:28 main:574] : INFO : Epoch 1989 | loss: 0.000803278 | val_loss: 0.000794896 | Time: 2330.07 ms [2022-04-07 19:48:30 main:574] : INFO : Epoch 1990 | loss: 0.000798811 | val_loss: 0.000789828 | Time: 2287.31 ms [2022-04-07 19:48:32 main:574] : INFO : Epoch 1991 | loss: 0.000797004 | val_loss: 0.000789422 | Time: 2222.25 ms [2022-04-07 19:48:35 main:574] : INFO : Epoch 1992 | loss: 0.000799226 | val_loss: 0.000790447 | Time: 2329.79 ms [2022-04-07 19:48:37 main:574] : INFO : Epoch 1993 | loss: 0.0007995 | val_loss: 0.000791338 | Time: 2274.64 ms [2022-04-07 19:48:39 main:574] : INFO : Epoch 1994 | loss: 0.000802854 | val_loss: 0.000798967 | Time: 2289.99 ms [2022-04-07 19:48:42 main:574] : INFO : Epoch 1995 | loss: 0.000807807 | val_loss: 0.00079552 | Time: 2303.47 ms [2022-04-07 19:48:44 main:574] : INFO : Epoch 1996 | loss: 0.000805745 | val_loss: 0.000790143 | Time: 2267.13 ms [2022-04-07 19:48:46 main:574] : INFO : Epoch 1997 | loss: 0.000796867 | val_loss: 0.000791401 | Time: 2289.87 ms [2022-04-07 19:48:48 main:574] : INFO : Epoch 1998 | loss: 0.000799352 | val_loss: 0.000786437 | Time: 2250.65 ms [2022-04-07 19:48:51 main:574] : INFO : Epoch 1999 | loss: 0.000797494 | val_loss: 0.000797213 | Time: 2273.55 ms [2022-04-07 19:48:53 main:574] : INFO : Epoch 2000 | loss: 0.000800375 | val_loss: 0.000793647 | Time: 2282.55 ms [2022-04-07 19:48:55 main:574] : INFO : Epoch 2001 | loss: 0.000793847 | val_loss: 0.000784415 | Time: 2277.18 ms [2022-04-07 19:48:58 main:574] : INFO : Epoch 2002 | loss: 0.000793019 | val_loss: 0.000789765 | Time: 2299.96 ms [2022-04-07 19:49:00 main:574] : INFO : Epoch 2003 | loss: 0.000793167 | val_loss: 0.000795009 | Time: 2316.81 ms [2022-04-07 19:49:02 main:574] : INFO : Epoch 2004 | loss: 0.000805206 | val_loss: 0.00078433 | Time: 2286.87 ms [2022-04-07 19:49:04 main:574] : INFO : Epoch 2005 | loss: 0.000794708 | val_loss: 0.000784481 | Time: 2288.94 ms [2022-04-07 19:49:07 main:574] : INFO : Epoch 2006 | loss: 0.000790263 | val_loss: 0.000778869 | Time: 2270.62 ms [2022-04-07 19:49:09 main:574] : INFO : Epoch 2007 | loss: 0.000806323 | val_loss: 0.000781969 | Time: 2285.95 ms [2022-04-07 19:49:11 main:574] : INFO : Epoch 2008 | loss: 0.000809934 | val_loss: 0.000789889 | Time: 2325.61 ms [2022-04-07 19:49:14 main:574] : INFO : Epoch 2009 | loss: 0.000793615 | val_loss: 0.000784693 | Time: 2260.03 ms [2022-04-07 19:49:16 main:574] : INFO : Epoch 2010 | loss: 0.000783844 | val_loss: 0.000771435 | Time: 2304.66 ms [2022-04-07 19:49:18 main:574] : INFO : Epoch 2011 | loss: 0.000781932 | val_loss: 0.00077222 | Time: 2261.74 ms [2022-04-07 19:49:20 main:574] : INFO : Epoch 2012 | loss: 0.000778428 | val_loss: 0.000767795 | Time: 2333.84 ms [2022-04-07 19:49:23 main:574] : INFO : Epoch 2013 | loss: 0.00077461 | val_loss: 0.000761974 | Time: 2348.36 ms [2022-04-07 19:49:25 main:574] : INFO : Epoch 2014 | loss: 0.000771052 | val_loss: 0.000760141 | Time: 2303.61 ms [2022-04-07 19:49:27 main:574] : INFO : Epoch 2015 | loss: 0.000774157 | val_loss: 0.000764249 | Time: 2264.43 ms [2022-04-07 19:49:30 main:574] : INFO : Epoch 2016 | loss: 0.000773412 | val_loss: 0.000758801 | Time: 2276.13 ms [2022-04-07 19:49:32 main:574] : INFO : Epoch 2017 | loss: 0.000768513 | val_loss: 0.00075999 | Time: 2301.09 ms [2022-04-07 19:49:34 main:574] : INFO : Epoch 2018 | loss: 0.000767279 | val_loss: 0.000773013 | Time: 2296.93 ms [2022-04-07 19:49:37 main:574] : INFO : Epoch 2019 | loss: 0.0007721 | val_loss: 0.000762605 | Time: 2257.06 ms [2022-04-07 19:49:39 main:574] : INFO : Epoch 2020 | loss: 0.000766375 | val_loss: 0.000756364 | Time: 2276.87 ms [2022-04-07 19:49:41 main:574] : INFO : Epoch 2021 | loss: 0.00076285 | val_loss: 0.000752155 | Time: 2260.64 ms [2022-04-07 19:49:43 main:574] : INFO : Epoch 2022 | loss: 0.000761167 | val_loss: 0.000756944 | Time: 2288.38 ms [2022-04-07 19:49:46 main:574] : INFO : Epoch 2023 | loss: 0.000766419 | val_loss: 0.000755009 | Time: 2309.08 ms [2022-04-07 19:49:48 main:574] : INFO : Epoch 2024 | loss: 0.000766942 | val_loss: 0.000766507 | Time: 2288.77 ms [2022-04-07 19:49:50 main:574] : INFO : Epoch 2025 | loss: 0.000765262 | val_loss: 0.00075953 | Time: 2267.91 ms [2022-04-07 19:49:53 main:574] : INFO : Epoch 2026 | loss: 0.000766477 | val_loss: 0.000752287 | Time: 2307.29 ms [2022-04-07 19:49:55 main:574] : INFO : Epoch 2027 | loss: 0.000763696 | val_loss: 0.00075853 | Time: 2306.1 ms [2022-04-07 19:49:57 main:574] : INFO : Epoch 2028 | loss: 0.000767982 | val_loss: 0.000753432 | Time: 2271.07 ms [2022-04-07 19:49:59 main:574] : INFO : Epoch 2029 | loss: 0.000763344 | val_loss: 0.000751789 | Time: 2289.56 ms [2022-04-07 19:50:02 main:574] : INFO : Epoch 2030 | loss: 0.000760727 | val_loss: 0.000753971 | Time: 2245.52 ms [2022-04-07 19:50:04 main:574] : INFO : Epoch 2031 | loss: 0.000763781 | val_loss: 0.000758742 | Time: 2297.66 ms [2022-04-07 19:50:06 main:574] : INFO : Epoch 2032 | loss: 0.000766897 | val_loss: 0.000751555 | Time: 2324.59 ms [2022-04-07 19:50:09 main:574] : INFO : Epoch 2033 | loss: 0.000755502 | val_loss: 0.000754545 | Time: 2341.55 ms [2022-04-07 19:50:11 main:574] : INFO : Epoch 2034 | loss: 0.00076076 | val_loss: 0.000746793 | Time: 2277.17 ms [2022-04-07 19:50:13 main:574] : INFO : Epoch 2035 | loss: 0.000762776 | val_loss: 0.00076661 | Time: 2313.89 ms [2022-04-07 19:50:15 main:574] : INFO : Epoch 2036 | loss: 0.000760919 | val_loss: 0.000745188 | Time: 2267.35 ms [2022-04-07 19:50:18 main:574] : INFO : Epoch 2037 | loss: 0.000766596 | val_loss: 0.000755757 | Time: 2279.98 ms [2022-04-07 19:50:20 main:574] : INFO : Epoch 2038 | loss: 0.000752645 | val_loss: 0.000741277 | Time: 2289.25 ms [2022-04-07 19:50:22 main:574] : INFO : Epoch 2039 | loss: 0.000742966 | val_loss: 0.000729467 | Time: 2296.13 ms [2022-04-07 19:50:25 main:574] : INFO : Epoch 2040 | loss: 0.000740609 | val_loss: 0.000724989 | Time: 2272.5 ms [2022-04-07 19:50:27 main:574] : INFO : Epoch 2041 | loss: 0.000734011 | val_loss: 0.000729839 | Time: 2275.67 ms [2022-04-07 19:50:29 main:574] : INFO : Epoch 2042 | loss: 0.000731539 | val_loss: 0.000733997 | Time: 2275.96 ms [2022-04-07 19:50:32 main:574] : INFO : Epoch 2043 | loss: 0.00141461 | val_loss: 0.00195751 | Time: 2369.2 ms [2022-04-07 19:50:34 main:574] : INFO : Epoch 2044 | loss: 0.00176389 | val_loss: 0.00157974 | Time: 2297.5 ms [2022-04-07 19:50:36 main:574] : INFO : Epoch 2045 | loss: 0.00120288 | val_loss: 0.00101646 | Time: 2277.75 ms [2022-04-07 19:50:38 main:574] : INFO : Epoch 2046 | loss: 0.000960269 | val_loss: 0.000885156 | Time: 2351.59 ms [2022-04-07 19:50:41 main:574] : INFO : Epoch 2047 | loss: 0.000964434 | val_loss: 0.000940781 | Time: 2318.57 ms [2022-04-07 19:50:43 main:574] : INFO : Epoch 2048 | loss: 0.000947346 | val_loss: 0.000899173 | Time: 2301.16 ms [2022-04-07 19:50:43 main:597] : INFO : Saving trained model to model-final.pt, val_loss 0.000899173 [2022-04-07 19:50:43 main:603] : INFO : Saving end state to config to file [2022-04-07 19:50:43 main:608] : INFO : Success, exiting.. 19:50:43 (13256): 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)