Task 10566585

Name ParityModified-1639964311-25410-0_1
Workunit 7408900
Created 8 Jan 2022, 12:01:02 UTC
Sent 8 Jan 2022, 13:15:16 UTC
Report deadline 16 Jan 2022, 13:15:16 UTC
Received 8 Jan 2022, 19:52:23 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 17991
Run time 1 hours 18 min 54 sec
CPU time 1 hours 15 min 28 sec
Validate state Valid
Credit 4,160.00
Device peak FLOPS 4,458.46 GFLOPS
Application version Machine Learning Dataset Generator (GPU) v9.75 (cuda10200)
windows_x86_64
Peak working set size 2.10 GB
Peak swap size 4.33 GB
Peak disk usage 1.54 GB

Stderr output

<core_client_version>7.16.20</core_client_version>
<![CDATA[
<stderr_txt>
main:477]	:	INFO	:	    Max Epochs: 2048
[2022-01-08 12:21:15	                main:478]	:	INFO	:	    Batch Size: 128
[2022-01-08 12:21:15	                main:479]	:	INFO	:	    Learning Rate: 0.01
[2022-01-08 12:21:15	                main:480]	:	INFO	:	    Patience: 10
[2022-01-08 12:21:15	                main:481]	:	INFO	:	    Hidden Width: 12
[2022-01-08 12:21:15	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2022-01-08 12:21:15	                main:483]	:	INFO	:	    # Backend Layers: 4
[2022-01-08 12:21:15	                main:484]	:	INFO	:	    # Threads: 1
[2022-01-08 12:21:15	                main:486]	:	INFO	:	Preparing Dataset
[2022-01-08 12:21:15	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from dataset.hdf5 into memory
[2022-01-08 12:21:16	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from dataset.hdf5 into memory
[2022-01-08 12:21:18	                load:106]	:	INFO	:	Successfully loaded dataset of 2048 examples into memory.
[2022-01-08 12:21:18	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xv from dataset.hdf5 into memory
[2022-01-08 12:21:18	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yv from dataset.hdf5 into memory
[2022-01-08 12:21:18	                load:106]	:	INFO	:	Successfully loaded dataset of 512 examples into memory.
[2022-01-08 12:21:19	                main:494]	:	INFO	:	Creating Model
[2022-01-08 12:21:19	                main:507]	:	INFO	:	Preparing config file
[2022-01-08 12:21:19	                main:511]	:	INFO	:	Found checkpoint, attempting to load... 
[2022-01-08 12:21:19	                main:512]	:	INFO	:	Loading config
[2022-01-08 12:21:19	                main:514]	:	INFO	:	Loading state
[2022-01-08 12:21:20	                main:559]	:	INFO	:	Loading DataLoader into Memory
[2022-01-08 12:21:20	                main:562]	:	INFO	:	Starting Training
[2022-01-08 12:21:22	                main:574]	:	INFO	:	Epoch 1557 | loss: 0.0317155 | val_loss: 0.0312861 | Time: 2028.72 ms
[2022-01-08 12:21:25	                main:574]	:	INFO	:	Epoch 1558 | loss: 0.031308 | val_loss: 0.0312485 | Time: 2509.4 ms
[2022-01-08 12:21:27	                main:574]	:	INFO	:	Epoch 1559 | loss: 0.0312511 | val_loss: 0.0312356 | Time: 2327.3 ms
[2022-01-08 12:21:29	                main:574]	:	INFO	:	Epoch 1560 | loss: 0.0312324 | val_loss: 0.0312194 | Time: 2353.47 ms
[2022-01-08 12:21:32	                main:574]	:	INFO	:	Epoch 1561 | loss: 0.0312276 | val_loss: 0.031198 | Time: 2405.18 ms
[2022-01-08 12:21:34	                main:574]	:	INFO	:	Epoch 1562 | loss: 0.0311965 | val_loss: 0.0311781 | Time: 2492.9 ms
[2022-01-08 12:21:37	                main:574]	:	INFO	:	Epoch 1563 | loss: 0.031176 | val_loss: 0.0311788 | Time: 2376.84 ms
[2022-01-08 12:21:39	                main:574]	:	INFO	:	Epoch 1564 | loss: 0.0311765 | val_loss: 0.0311795 | Time: 2429.48 ms
[2022-01-08 12:21:41	                main:574]	:	INFO	:	Epoch 1565 | loss: 0.0311709 | val_loss: 0.0311705 | Time: 2133.03 ms
[2022-01-08 12:21:43	                main:574]	:	INFO	:	Epoch 1566 | loss: 0.0311658 | val_loss: 0.0311659 | Time: 1753.75 ms
[2022-01-08 12:21:46	                main:574]	:	INFO	:	Epoch 1567 | loss: 0.0311645 | val_loss: 0.0311667 | Time: 2386.76 ms
[2022-01-08 12:21:48	                main:574]	:	INFO	:	Epoch 1568 | loss: 0.03117 | val_loss: 0.0311739 | Time: 2328.6 ms
[2022-01-08 12:21:50	                main:574]	:	INFO	:	Epoch 1569 | loss: 0.0311697 | val_loss: 0.0311644 | Time: 2338.64 ms
[2022-01-08 12:21:53	                main:574]	:	INFO	:	Epoch 1570 | loss: 0.0311633 | val_loss: 0.0311625 | Time: 2439.05 ms
[2022-01-08 12:21:55	                main:574]	:	INFO	:	Epoch 1571 | loss: 0.0311589 | val_loss: 0.0311641 | Time: 2372.17 ms
[2022-01-08 12:21:57	                main:574]	:	INFO	:	Epoch 1572 | loss: 0.0311572 | val_loss: 0.0311623 | Time: 2311.24 ms
[2022-01-08 12:22:00	                main:574]	:	INFO	:	Epoch 1573 | loss: 0.0311581 | val_loss: 0.0311651 | Time: 2361.06 ms
[2022-01-08 12:22:02	                main:574]	:	INFO	:	Epoch 1574 | loss: 0.0311535 | val_loss: 0.0311664 | Time: 1912.57 ms
[2022-01-08 12:22:04	                main:574]	:	INFO	:	Epoch 1575 | loss: 0.0311564 | val_loss: 0.0311691 | Time: 2055.92 ms
[2022-01-08 12:22:06	                main:574]	:	INFO	:	Epoch 1576 | loss: 0.0311544 | val_loss: 0.0311694 | Time: 2427.68 ms
[2022-01-08 12:22:09	                main:574]	:	INFO	:	Epoch 1577 | loss: 0.0311538 | val_loss: 0.0311664 | Time: 2374.12 ms
[2022-01-08 12:22:11	                main:574]	:	INFO	:	Epoch 1578 | loss: 0.0311532 | val_loss: 0.0311655 | Time: 2385.68 ms
[2022-01-08 12:22:13	                main:574]	:	INFO	:	Epoch 1579 | loss: 0.0311578 | val_loss: 0.0311635 | Time: 2362.12 ms
[2022-01-08 12:22:16	                main:574]	:	INFO	:	Epoch 1580 | loss: 0.0311544 | val_loss: 0.0311623 | Time: 2436.66 ms
[2022-01-08 12:22:18	                main:574]	:	INFO	:	Epoch 1581 | loss: 0.031152 | val_loss: 0.0311629 | Time: 2375.94 ms
[2022-01-08 12:22:21	                main:574]	:	INFO	:	Epoch 1582 | loss: 0.0311521 | val_loss: 0.0311632 | Time: 2313.37 ms
[2022-01-08 12:22:22	                main:574]	:	INFO	:	Epoch 1583 | loss: 0.0311484 | val_loss: 0.0311623 | Time: 1569.81 ms
[2022-01-08 12:22:24	                main:574]	:	INFO	:	Epoch 1584 | loss: 0.0311475 | val_loss: 0.0311624 | Time: 2331.89 ms
[2022-01-08 12:22:27	                main:574]	:	INFO	:	Epoch 1585 | loss: 0.0311485 | val_loss: 0.0311628 | Time: 2399.35 ms
[2022-01-08 12:22:29	                main:574]	:	INFO	:	Epoch 1586 | loss: 0.0311458 | val_loss: 0.0311606 | Time: 2415.21 ms
[2022-01-08 12:22:32	                main:574]	:	INFO	:	Epoch 1587 | loss: 0.0311484 | val_loss: 0.0311648 | Time: 2427.93 ms
[2022-01-08 12:22:34	                main:574]	:	INFO	:	Epoch 1588 | loss: 0.0311474 | val_loss: 0.0311612 | Time: 2377.28 ms
[2022-01-08 12:22:37	                main:574]	:	INFO	:	Epoch 1589 | loss: 0.0311473 | val_loss: 0.0311626 | Time: 2434.05 ms
[2022-01-08 12:22:39	                main:574]	:	INFO	:	Epoch 1590 | loss: 0.031146 | val_loss: 0.0311612 | Time: 2396.29 ms
[2022-01-08 12:22:41	                main:574]	:	INFO	:	Epoch 1591 | loss: 0.0311476 | val_loss: 0.0311638 | Time: 2285.51 ms
[2022-01-08 12:22:43	                main:574]	:	INFO	:	Epoch 1592 | loss: 0.031147 | val_loss: 0.031168 | Time: 1752.32 ms
[2022-01-08 12:22:45	                main:574]	:	INFO	:	Epoch 1593 | loss: 0.0311466 | val_loss: 0.0311575 | Time: 2397.11 ms
[2022-01-08 12:22:48	                main:574]	:	INFO	:	Epoch 1594 | loss: 0.0311458 | val_loss: 0.0311613 | Time: 2431.75 ms
[2022-01-08 12:22:50	                main:574]	:	INFO	:	Epoch 1595 | loss: 0.0311497 | val_loss: 0.0311805 | Time: 2360.34 ms
[2022-01-08 12:22:53	                main:574]	:	INFO	:	Epoch 1596 | loss: 0.0311522 | val_loss: 0.0311646 | Time: 2345.02 ms
[2022-01-08 12:22:55	                main:574]	:	INFO	:	Epoch 1597 | loss: 0.0311454 | val_loss: 0.0311682 | Time: 2369.57 ms
[2022-01-08 12:22:57	                main:574]	:	INFO	:	Epoch 1598 | loss: 0.0311484 | val_loss: 0.0311579 | Time: 2433.54 ms
[2022-01-08 12:23:00	                main:574]	:	INFO	:	Epoch 1599 | loss: 0.0311541 | val_loss: 0.0311591 | Time: 2363.11 ms
[2022-01-08 12:23:02	                main:574]	:	INFO	:	Epoch 1600 | loss: 0.0311574 | val_loss: 0.0311686 | Time: 1930.5 ms
[2022-01-08 12:23:04	                main:574]	:	INFO	:	Epoch 1601 | loss: 0.0311568 | val_loss: 0.031173 | Time: 2107.56 ms
[2022-01-08 12:23:06	                main:574]	:	INFO	:	Epoch 1602 | loss: 0.0311522 | val_loss: 0.0311629 | Time: 2381.94 ms
[2022-01-08 12:23:09	                main:574]	:	INFO	:	Epoch 1603 | loss: 0.0311468 | val_loss: 0.0311652 | Time: 2453.52 ms
[2022-01-08 12:23:11	                main:574]	:	INFO	:	Epoch 1604 | loss: 0.0311462 | val_loss: 0.0311692 | Time: 2425.31 ms
[2022-01-08 12:23:14	                main:574]	:	INFO	:	Epoch 1605 | loss: 0.0311458 | val_loss: 0.0311596 | Time: 2434.26 ms
[2022-01-08 12:23:16	                main:574]	:	INFO	:	Epoch 1606 | loss: 0.0311455 | val_loss: 0.0311626 | Time: 2386.4 ms
[2022-01-08 12:23:19	                main:574]	:	INFO	:	Epoch 1607 | loss: 0.0311458 | val_loss: 0.0311622 | Time: 2420.69 ms
[2022-01-08 12:23:21	                main:574]	:	INFO	:	Epoch 1608 | loss: 0.031146 | val_loss: 0.0311623 | Time: 2424.08 ms
[2022-01-08 12:23:23	                main:574]	:	INFO	:	Epoch 1609 | loss: 0.031151 | val_loss: 0.0311615 | Time: 1569.93 ms
[2022-01-08 12:23:25	                main:574]	:	INFO	:	Epoch 1610 | loss: 0.031145 | val_loss: 0.0311617 | Time: 2337.57 ms
[2022-01-08 12:23:27	                main:574]	:	INFO	:	Epoch 1611 | loss: 0.0311453 | val_loss: 0.0311578 | Time: 2308.45 ms
[2022-01-08 12:23:30	                main:574]	:	INFO	:	Epoch 1612 | loss: 0.0311425 | val_loss: 0.0311752 | Time: 2310.03 ms
[2022-01-08 12:23:32	                main:574]	:	INFO	:	Epoch 1613 | loss: 0.0311418 | val_loss: 0.0311597 | Time: 2414.26 ms
[2022-01-08 12:23:34	                main:574]	:	INFO	:	Epoch 1614 | loss: 0.0311383 | val_loss: 0.0311705 | Time: 2477.84 ms
[2022-01-08 12:23:37	                main:574]	:	INFO	:	Epoch 1615 | loss: 0.0311417 | val_loss: 0.0311652 | Time: 2471.72 ms
[2022-01-08 12:23:39	                main:574]	:	INFO	:	Epoch 1616 | loss: 0.0311391 | val_loss: 0.0311701 | Time: 2396.33 ms
[2022-01-08 12:23:42	                main:574]	:	INFO	:	Epoch 1617 | loss: 0.0311396 | val_loss: 0.031176 | Time: 2173.21 ms
[2022-01-08 12:23:43	                main:574]	:	INFO	:	Epoch 1618 | loss: 0.0311438 | val_loss: 0.03117 | Time: 1932.88 ms
[2022-01-08 12:23:46	                main:574]	:	INFO	:	Epoch 1619 | loss: 0.0311543 | val_loss: 0.0311729 | Time: 2436.92 ms
[2022-01-08 12:23:48	                main:574]	:	INFO	:	Epoch 1620 | loss: 0.0311572 | val_loss: 0.031166 | Time: 2408.44 ms
[2022-01-08 12:23:51	                main:574]	:	INFO	:	Epoch 1621 | loss: 0.0311485 | val_loss: 0.0311653 | Time: 2478.79 ms
[2022-01-08 12:23:53	                main:574]	:	INFO	:	Epoch 1622 | loss: 0.0311427 | val_loss: 0.0311641 | Time: 2393.94 ms
[2022-01-08 12:23:56	                main:574]	:	INFO	:	Epoch 1623 | loss: 0.031142 | val_loss: 0.0311664 | Time: 2470.34 ms
[2022-01-08 12:23:58	                main:574]	:	INFO	:	Epoch 1624 | loss: 0.0311453 | val_loss: 0.0311672 | Time: 2476.56 ms
[2022-01-08 12:24:01	                main:574]	:	INFO	:	Epoch 1625 | loss: 0.0311454 | val_loss: 0.0311742 | Time: 2345.26 ms
[2022-01-08 12:24:02	                main:574]	:	INFO	:	Epoch 1626 | loss: 0.0311422 | val_loss: 0.0311698 | Time: 1616.9 ms
[2022-01-08 12:24:05	                main:574]	:	INFO	:	Epoch 1627 | loss: 0.0311365 | val_loss: 0.0311657 | Time: 2408.01 ms
[2022-01-08 12:24:07	                main:574]	:	INFO	:	Epoch 1628 | loss: 0.0311417 | val_loss: 0.0311642 | Time: 2377.66 ms
[2022-01-08 12:24:09	                main:574]	:	INFO	:	Epoch 1629 | loss: 0.03114 | val_loss: 0.0311654 | Time: 2346.83 ms
[2022-01-08 12:24:12	                main:574]	:	INFO	:	Epoch 1630 | loss: 0.0311395 | val_loss: 0.0311708 | Time: 2464.06 ms
[2022-01-08 12:24:14	                main:574]	:	INFO	:	Epoch 1631 | loss: 0.0311383 | val_loss: 0.0311645 | Time: 2359.83 ms
[2022-01-08 12:24:17	                main:574]	:	INFO	:	Epoch 1632 | loss: 0.0311383 | val_loss: 0.0311627 | Time: 2385.93 ms
[2022-01-08 12:24:19	                main:574]	:	INFO	:	Epoch 1633 | loss: 0.0311377 | val_loss: 0.0311619 | Time: 2387.81 ms
[2022-01-08 12:24:21	                main:574]	:	INFO	:	Epoch 1634 | loss: 0.0311367 | val_loss: 0.0311694 | Time: 2342.11 ms
[2022-01-08 12:24:23	                main:574]	:	INFO	:	Epoch 1635 | loss: 0.0311386 | val_loss: 0.0311701 | Time: 1684.11 ms
[2022-01-08 12:24:25	                main:574]	:	INFO	:	Epoch 1636 | loss: 0.0311334 | val_loss: 0.0311728 | Time: 2328.48 ms
[2022-01-08 12:24:28	                main:574]	:	INFO	:	Epoch 1637 | loss: 0.0311355 | val_loss: 0.0311647 | Time: 2300.66 ms
[2022-01-08 12:24:30	                main:574]	:	INFO	:	Epoch 1638 | loss: 0.0311321 | val_loss: 0.0311653 | Time: 2398.82 ms
[2022-01-08 12:24:33	                main:574]	:	INFO	:	Epoch 1639 | loss: 0.0311369 | val_loss: 0.0311711 | Time: 2350.83 ms
[2022-01-08 12:24:35	                main:574]	:	INFO	:	Epoch 1640 | loss: 0.0311439 | val_loss: 0.0311695 | Time: 2353.99 ms
[2022-01-08 12:24:37	                main:574]	:	INFO	:	Epoch 1641 | loss: 0.0311464 | val_loss: 0.0311661 | Time: 2296.43 ms
[2022-01-08 12:24:40	                main:574]	:	INFO	:	Epoch 1642 | loss: 0.0311388 | val_loss: 0.031164 | Time: 2491.13 ms
[2022-01-08 12:24:42	                main:574]	:	INFO	:	Epoch 1643 | loss: 0.0311391 | val_loss: 0.0311595 | Time: 2023.05 ms
[2022-01-08 12:24:44	                main:574]	:	INFO	:	Epoch 1644 | loss: 0.0311422 | val_loss: 0.0311617 | Time: 1956.41 ms
[2022-01-08 12:24:46	                main:574]	:	INFO	:	Epoch 1645 | loss: 0.0311435 | val_loss: 0.031159 | Time: 2419.58 ms
[2022-01-08 12:24:49	                main:574]	:	INFO	:	Epoch 1646 | loss: 0.031141 | val_loss: 0.0311597 | Time: 2340.28 ms
[2022-01-08 12:24:51	                main:574]	:	INFO	:	Epoch 1647 | loss: 0.0311389 | val_loss: 0.0311631 | Time: 2419.77 ms
[2022-01-08 12:24:53	                main:574]	:	INFO	:	Epoch 1648 | loss: 0.0311369 | val_loss: 0.0311648 | Time: 2322.36 ms
[2022-01-08 12:24:56	                main:574]	:	INFO	:	Epoch 1649 | loss: 0.0311384 | val_loss: 0.0311626 | Time: 2358.39 ms
[2022-01-08 12:24:58	                main:574]	:	INFO	:	Epoch 1650 | loss: 0.0311372 | val_loss: 0.031166 | Time: 2375.66 ms
[2022-01-08 12:25:00	                main:574]	:	INFO	:	Epoch 1651 | loss: 0.0311333 | val_loss: 0.0311655 | Time: 2433 ms
[2022-01-08 12:25:02	                main:574]	:	INFO	:	Epoch 1652 | loss: 0.0311387 | val_loss: 0.0311679 | Time: 1672.37 ms
[2022-01-08 12:25:04	                main:574]	:	INFO	:	Epoch 1653 | loss: 0.0311359 | val_loss: 0.0311584 | Time: 2253.2 ms
[2022-01-08 12:25:07	                main:574]	:	INFO	:	Epoch 1654 | loss: 0.0311336 | val_loss: 0.0311673 | Time: 2369.72 ms
[2022-01-08 12:25:09	                main:574]	:	INFO	:	Epoch 1655 | loss: 0.0311399 | val_loss: 0.0311814 | Time: 2375.18 ms
[2022-01-08 12:25:12	                main:574]	:	INFO	:	Epoch 1656 | loss: 0.0311455 | val_loss: 0.0311638 | Time: 2444.37 ms
[2022-01-08 12:25:14	                main:574]	:	INFO	:	Epoch 1657 | loss: 0.0311414 | val_loss: 0.0311673 | Time: 2450.03 ms
[2022-01-08 12:25:17	                main:574]	:	INFO	:	Epoch 1658 | loss: 0.0311439 | val_loss: 0.0311665 | Time: 2365.89 ms
[2022-01-08 12:25:19	                main:574]	:	INFO	:	Epoch 1659 | loss: 0.0311422 | val_loss: 0.0311686 | Time: 2427.21 ms
[2022-01-08 12:25:21	                main:574]	:	INFO	:	Epoch 1660 | loss: 0.0311431 | val_loss: 0.0311693 | Time: 2408.95 ms
[2022-01-08 12:25:23	                main:574]	:	INFO	:	Epoch 1661 | loss: 0.0311431 | val_loss: 0.0311639 | Time: 1595.97 ms
[2022-01-08 12:25:25	                main:574]	:	INFO	:	Epoch 1662 | loss: 0.0311444 | val_loss: 0.0311732 | Time: 2464.46 ms
[2022-01-08 12:25:28	                main:574]	:	INFO	:	Epoch 1663 | loss: 0.0311389 | val_loss: 0.0311641 | Time: 2363.88 ms
[2022-01-08 12:25:30	                main:574]	:	INFO	:	Epoch 1664 | loss: 0.0311399 | val_loss: 0.0311685 | Time: 2382.85 ms
[2022-01-08 12:25:33	                main:574]	:	INFO	:	Epoch 1665 | loss: 0.0311356 | val_loss: 0.0311635 | Time: 2396.7 ms
[2022-01-08 12:25:35	                main:574]	:	INFO	:	Epoch 1666 | loss: 0.0311436 | val_loss: 0.031175 | Time: 2477.96 ms
[2022-01-08 12:25:38	                main:574]	:	INFO	:	Epoch 1667 | loss: 0.0311371 | val_loss: 0.0311803 | Time: 2378.19 ms
[2022-01-08 12:25:40	                main:574]	:	INFO	:	Epoch 1668 | loss: 0.0311359 | val_loss: 0.0311642 | Time: 2306.34 ms
[2022-01-08 12:25:42	                main:574]	:	INFO	:	Epoch 1669 | loss: 0.0311374 | val_loss: 0.0311659 | Time: 2011.84 ms
[2022-01-08 12:25:44	                main:574]	:	INFO	:	Epoch 1670 | loss: 0.0311338 | val_loss: 0.0311655 | Time: 1995.37 ms
[2022-01-08 12:25:46	                main:574]	:	INFO	:	Epoch 1671 | loss: 0.0311293 | val_loss: 0.0311632 | Time: 2393.15 ms
[2022-01-08 12:25:49	                main:574]	:	INFO	:	Epoch 1672 | loss: 0.0311314 | val_loss: 0.0311621 | Time: 2427.05 ms
[2022-01-08 12:25:51	                main:574]	:	INFO	:	Epoch 1673 | loss: 0.0311315 | val_loss: 0.031183 | Time: 2393.36 ms
[2022-01-08 12:25:54	                main:574]	:	INFO	:	Epoch 1674 | loss: 0.0311312 | val_loss: 0.0311594 | Time: 2407.23 ms
[2022-01-08 12:25:56	                main:574]	:	INFO	:	Epoch 1675 | loss: 0.0311281 | val_loss: 0.0311697 | Time: 2303.25 ms
[2022-01-08 12:25:58	                main:574]	:	INFO	:	Epoch 1676 | loss: 0.0311342 | val_loss: 0.0311765 | Time: 2408.67 ms
[2022-01-08 12:26:01	                main:574]	:	INFO	:	Epoch 1677 | loss: 0.0311337 | val_loss: 0.0311719 | Time: 2361.21 ms
[2022-01-08 12:26:02	                main:574]	:	INFO	:	Epoch 1678 | loss: 0.0311254 | val_loss: 0.0311695 | Time: 1605.12 ms
[2022-01-08 12:26:05	                main:574]	:	INFO	:	Epoch 1679 | loss: 0.0311272 | val_loss: 0.0311694 | Time: 2397.23 ms
[2022-01-08 12:26:07	                main:574]	:	INFO	:	Epoch 1680 | loss: 0.0311286 | val_loss: 0.0311684 | Time: 2363.11 ms
[2022-01-08 12:26:10	                main:574]	:	INFO	:	Epoch 1681 | loss: 0.0311245 | val_loss: 0.0311691 | Time: 2418.07 ms
[2022-01-08 12:26:12	                main:574]	:	INFO	:	Epoch 1682 | loss: 0.031128 | val_loss: 0.0311696 | Time: 2382.38 ms
[2022-01-08 12:26:14	                main:574]	:	INFO	:	Epoch 1683 | loss: 0.031126 | val_loss: 0.0311674 | Time: 2376.44 ms
[2022-01-08 12:26:17	                main:574]	:	INFO	:	Epoch 1684 | loss: 0.0311258 | val_loss: 0.0311681 | Time: 2428.44 ms
[2022-01-08 12:26:19	                main:574]	:	INFO	:	Epoch 1685 | loss: 0.031125 | val_loss: 0.0311698 | Time: 2402.59 ms
[2022-01-08 12:26:22	                main:574]	:	INFO	:	Epoch 1686 | loss: 0.0311281 | val_loss: 0.0311758 | Time: 2339.19 ms
[2022-01-08 12:26:23	                main:574]	:	INFO	:	Epoch 1687 | loss: 0.031135 | val_loss: 0.0311705 | Time: 1703.19 ms
[2022-01-08 12:26:26	                main:574]	:	INFO	:	Epoch 1688 | loss: 0.03113 | val_loss: 0.0311776 | Time: 2440.61 ms
[2022-01-08 12:26:28	                main:574]	:	INFO	:	Epoch 1689 | loss: 0.0311291 | val_loss: 0.0311751 | Time: 2469.04 ms
[2022-01-08 12:26:31	                main:574]	:	INFO	:	Epoch 1690 | loss: 0.0311302 | val_loss: 0.0311682 | Time: 2338.67 ms
[2022-01-08 12:26:33	                main:574]	:	INFO	:	Epoch 1691 | loss: 0.0311278 | val_loss: 0.0311674 | Time: 2312.89 ms
[2022-01-08 12:26:35	                main:574]	:	INFO	:	Epoch 1692 | loss: 0.0311265 | val_loss: 0.0311692 | Time: 2396.01 ms
[2022-01-08 12:26:38	                main:574]	:	INFO	:	Epoch 1693 | loss: 0.0311289 | val_loss: 0.0311806 | Time: 2357.73 ms
[2022-01-08 12:26:40	                main:574]	:	INFO	:	Epoch 1694 | loss: 0.0311278 | val_loss: 0.0311738 | Time: 2435.21 ms
[2022-01-08 12:26:42	                main:574]	:	INFO	:	Epoch 1695 | loss: 0.0311317 | val_loss: 0.0311707 | Time: 1927.22 ms
[2022-01-08 12:26:44	                main:574]	:	INFO	:	Epoch 1696 | loss: 0.0311373 | val_loss: 0.031169 | Time: 2100.52 ms
[2022-01-08 12:26:46	                main:574]	:	INFO	:	Epoch 1697 | loss: 0.0311392 | val_loss: 0.031164 | Time: 2334.38 ms
[2022-01-08 12:26:49	                main:574]	:	INFO	:	Epoch 1698 | loss: 0.0311348 | val_loss: 0.0311715 | Time: 2382.5 ms
[2022-01-08 12:26:51	                main:574]	:	INFO	:	Epoch 1699 | loss: 0.0311361 | val_loss: 0.0311677 | Time: 2416.89 ms
[2022-01-08 12:26:54	                main:574]	:	INFO	:	Epoch 1700 | loss: 0.0311308 | val_loss: 0.0311625 | Time: 2457.98 ms
[2022-01-08 12:26:56	                main:574]	:	INFO	:	Epoch 1701 | loss: 0.0311283 | val_loss: 0.0311626 | Time: 2359.09 ms
[2022-01-08 12:26:59	                main:574]	:	INFO	:	Epoch 1702 | loss: 0.0311242 | val_loss: 0.0311684 | Time: 2421.24 ms
[2022-01-08 12:27:01	                main:574]	:	INFO	:	Epoch 1703 | loss: 0.0311306 | val_loss: 0.0311691 | Time: 2325.19 ms
[2022-01-08 12:27:02	                main:574]	:	INFO	:	Epoch 1704 | loss: 0.0311258 | val_loss: 0.0311756 | Time: 1567.36 ms
[2022-01-08 12:27:05	                main:574]	:	INFO	:	Epoch 1705 | loss: 0.031128 | val_loss: 0.0311774 | Time: 2425.82 ms
[2022-01-08 12:27:07	                main:574]	:	INFO	:	Epoch 1706 | loss: 0.0311243 | val_loss: 0.0311674 | Time: 2448.07 ms
[2022-01-08 12:27:10	                main:574]	:	INFO	:	Epoch 1707 | loss: 0.0311216 | val_loss: 0.0311751 | Time: 2392.78 ms
[2022-01-08 12:27:12	                main:574]	:	INFO	:	Epoch 1708 | loss: 0.0311283 | val_loss: 0.0311789 | Time: 2353.42 ms
[2022-01-08 12:27:15	                main:574]	:	INFO	:	Epoch 1709 | loss: 0.0311326 | val_loss: 0.0311748 | Time: 2396.21 ms
[2022-01-08 12:27:17	                main:574]	:	INFO	:	Epoch 1710 | loss: 0.0311312 | val_loss: 0.0311719 | Time: 2319.84 ms
[2022-01-08 12:27:19	                main:574]	:	INFO	:	Epoch 1711 | loss: 0.0311281 | val_loss: 0.0311726 | Time: 2371.84 ms
[2022-01-08 12:27:22	                main:574]	:	INFO	:	Epoch 1712 | loss: 0.0311276 | val_loss: 0.0311873 | Time: 2275.44 ms
[2022-01-08 12:27:23	                main:574]	:	INFO	:	Epoch 1713 | loss: 0.0311221 | val_loss: 0.0311751 | Time: 1691.75 ms
[2022-01-08 12:27:26	                main:574]	:	INFO	:	Epoch 1714 | loss: 0.0311256 | val_loss: 0.0311657 | Time: 2309.5 ms
[2022-01-08 12:27:28	                main:574]	:	INFO	:	Epoch 1715 | loss: 0.031133 | val_loss: 0.0311642 | Time: 2373.83 ms
[2022-01-08 12:27:30	                main:574]	:	INFO	:	Epoch 1716 | loss: 0.0311275 | val_loss: 0.0311748 | Time: 2377.08 ms
[2022-01-08 12:27:33	                main:574]	:	INFO	:	Epoch 1717 | loss: 0.0311263 | val_loss: 0.0311716 | Time: 2430.41 ms
[2022-01-08 12:27:35	                main:574]	:	INFO	:	Epoch 1718 | loss: 0.031126 | val_loss: 0.0311703 | Time: 2390.39 ms
[2022-01-08 12:27:38	                main:574]	:	INFO	:	Epoch 1719 | loss: 0.0311209 | val_loss: 0.0311692 | Time: 2332.57 ms
[2022-01-08 12:27:40	                main:574]	:	INFO	:	Epoch 1720 | loss: 0.0311269 | val_loss: 0.0311763 | Time: 2456.23 ms
[2022-01-08 12:27:42	                main:574]	:	INFO	:	Epoch 1721 | loss: 0.0311259 | val_loss: 0.0311711 | Time: 1938.95 ms
[2022-01-08 12:27:44	                main:574]	:	INFO	:	Epoch 1722 | loss: 0.0311191 | val_loss: 0.0311791 | Time: 2078.64 ms
[2022-01-08 12:27:46	                main:574]	:	INFO	:	Epoch 1723 | loss: 0.0311305 | val_loss: 0.0311696 | Time: 2390.15 ms
[2022-01-08 12:27:49	                main:574]	:	INFO	:	Epoch 1724 | loss: 0.0311381 | val_loss: 0.0311686 | Time: 2293.16 ms
[2022-01-08 12:27:51	                main:574]	:	INFO	:	Epoch 1725 | loss: 0.0311346 | val_loss: 0.031169 | Time: 2358.4 ms
[2022-01-08 12:27:54	                main:574]	:	INFO	:	Epoch 1726 | loss: 0.031137 | val_loss: 0.0311672 | Time: 2383.86 ms
[2022-01-08 12:27:56	                main:574]	:	INFO	:	Epoch 1727 | loss: 0.031137 | val_loss: 0.0311676 | Time: 2393.4 ms
[2022-01-08 12:27:58	                main:574]	:	INFO	:	Epoch 1728 | loss: 0.0311347 | val_loss: 0.0311685 | Time: 2443.82 ms
[2022-01-08 12:28:01	                main:574]	:	INFO	:	Epoch 1729 | loss: 0.03114 | val_loss: 0.0311712 | Time: 2338.61 ms
[2022-01-08 12:28:02	                main:574]	:	INFO	:	Epoch 1730 | loss: 0.031135 | val_loss: 0.0311709 | Time: 1586.46 ms
[2022-01-08 12:28:05	                main:574]	:	INFO	:	Epoch 1731 | loss: 0.0311287 | val_loss: 0.0311676 | Time: 2294.33 ms
[2022-01-08 12:28:07	                main:574]	:	INFO	:	Epoch 1732 | loss: 0.0311309 | val_loss: 0.0311666 | Time: 2421.1 ms
[2022-01-08 12:28:10	                main:574]	:	INFO	:	Epoch 1733 | loss: 0.0311309 | val_loss: 0.031169 | Time: 2457.88 ms
[2022-01-08 12:28:12	                main:574]	:	INFO	:	Epoch 1734 | loss: 0.031126 | val_loss: 0.031172 | Time: 2396.36 ms
[2022-01-08 12:28:15	                main:574]	:	INFO	:	Epoch 1735 | loss: 0.0311305 | val_loss: 0.0311744 | Time: 2495.3 ms
[2022-01-08 12:28:17	                main:574]	:	INFO	:	Epoch 1736 | loss: 0.0311299 | val_loss: 0.0311721 | Time: 2407.47 ms
[2022-01-08 12:28:19	                main:574]	:	INFO	:	Epoch 1737 | loss: 0.0311249 | val_loss: 0.0311733 | Time: 2460.9 ms
[2022-01-08 12:28:22	                main:574]	:	INFO	:	Epoch 1738 | loss: 0.0311234 | val_loss: 0.0311718 | Time: 2280.75 ms
[2022-01-08 12:28:23	                main:574]	:	INFO	:	Epoch 1739 | loss: 0.031123 | val_loss: 0.0311937 | Time: 1721.06 ms
[2022-01-08 12:28:26	                main:574]	:	INFO	:	Epoch 1740 | loss: 0.0311344 | val_loss: 0.0311854 | Time: 2381.05 ms
[2022-01-08 12:28:28	                main:574]	:	INFO	:	Epoch 1741 | loss: 0.0311237 | val_loss: 0.0311919 | Time: 2382.39 ms
[2022-01-08 12:28:31	                main:574]	:	INFO	:	Epoch 1742 | loss: 0.0311318 | val_loss: 0.0311818 | Time: 2315.58 ms
[2022-01-08 12:28:33	                main:574]	:	INFO	:	Epoch 1743 | loss: 0.0311292 | val_loss: 0.0311838 | Time: 2344.39 ms
[2022-01-08 12:28:35	                main:574]	:	INFO	:	Epoch 1744 | loss: 0.0311237 | val_loss: 0.0311708 | Time: 2458.3 ms
[2022-01-08 12:28:38	                main:574]	:	INFO	:	Epoch 1745 | loss: 0.0311215 | val_loss: 0.0311725 | Time: 2527.32 ms
[2022-01-08 12:28:40	                main:574]	:	INFO	:	Epoch 1746 | loss: 0.0311243 | val_loss: 0.0311784 | Time: 2347.74 ms
[2022-01-08 12:28:42	                main:574]	:	INFO	:	Epoch 1747 | loss: 0.0311298 | val_loss: 0.0311689 | Time: 1883.67 ms
[2022-01-08 12:28:44	                main:574]	:	INFO	:	Epoch 1748 | loss: 0.0311249 | val_loss: 0.0311724 | Time: 2103.03 ms
[2022-01-08 12:28:47	                main:574]	:	INFO	:	Epoch 1749 | loss: 0.0311234 | val_loss: 0.031178 | Time: 2469.34 ms
[2022-01-08 12:28:49	                main:574]	:	INFO	:	Epoch 1750 | loss: 0.0311634 | val_loss: 0.0312006 | Time: 2316.21 ms
[2022-01-08 12:28:52	                main:574]	:	INFO	:	Epoch 1751 | loss: 0.0311981 | val_loss: 0.0311934 | Time: 2416.82 ms
[2022-01-08 12:28:54	                main:574]	:	INFO	:	Epoch 1752 | loss: 0.0311873 | val_loss: 0.0311853 | Time: 2430.46 ms
[2022-01-08 12:28:56	                main:574]	:	INFO	:	Epoch 1753 | loss: 0.0311825 | val_loss: 0.0311788 | Time: 2422.13 ms
[2022-01-08 12:28:59	                main:574]	:	INFO	:	Epoch 1754 | loss: 0.0311761 | val_loss: 0.0311809 | Time: 2383.69 ms
[2022-01-08 12:29:01	                main:574]	:	INFO	:	Epoch 1755 | loss: 0.0311718 | val_loss: 0.0311723 | Time: 2422.39 ms
[2022-01-08 12:29:03	                main:574]	:	INFO	:	Epoch 1756 | loss: 0.0311676 | val_loss: 0.0311729 | Time: 1585.5 ms
[2022-01-08 12:29:05	                main:574]	:	INFO	:	Epoch 1757 | loss: 0.0311656 | val_loss: 0.0311712 | Time: 2299.39 ms
[2022-01-08 12:29:07	                main:574]	:	INFO	:	Epoch 1758 | loss: 0.0311636 | val_loss: 0.0311744 | Time: 2288.45 ms
[2022-01-08 12:29:10	                main:574]	:	INFO	:	Epoch 1759 | loss: 0.0311629 | val_loss: 0.0311748 | Time: 2375.03 ms
[2022-01-08 12:29:12	                main:574]	:	INFO	:	Epoch 1760 | loss: 0.031166 | val_loss: 0.0311721 | Time: 2325.95 ms
[2022-01-08 12:29:15	                main:574]	:	INFO	:	Epoch 1761 | loss: 0.0311622 | val_loss: 0.0311677 | Time: 2295.15 ms
[2022-01-08 12:29:17	                main:574]	:	INFO	:	Epoch 1762 | loss: 0.0311597 | val_loss: 0.0311661 | Time: 2383 ms
[2022-01-08 12:29:19	                main:574]	:	INFO	:	Epoch 1763 | loss: 0.0311625 | val_loss: 0.0311676 | Time: 2248.04 ms
[2022-01-08 12:29:22	                main:574]	:	INFO	:	Epoch 1764 | loss: 0.0311608 | val_loss: 0.0311663 | Time: 2359.34 ms
[2022-01-08 12:29:24	                main:574]	:	INFO	:	Epoch 1765 | loss: 0.0311618 | val_loss: 0.0311746 | Time: 2067.21 ms
[2022-01-08 12:29:26	                main:574]	:	INFO	:	Epoch 1766 | loss: 0.0311591 | val_loss: 0.0311643 | Time: 2236.47 ms
[2022-01-08 12:29:28	                main:574]	:	INFO	:	Epoch 1767 | loss: 0.0311535 | val_loss: 0.0311639 | Time: 2353.71 ms
[2022-01-08 12:29:31	                main:574]	:	INFO	:	Epoch 1768 | loss: 0.0311539 | val_loss: 0.0311647 | Time: 2331.09 ms
[2022-01-08 12:29:33	                main:574]	:	INFO	:	Epoch 1769 | loss: 0.031152 | val_loss: 0.0311653 | Time: 2456.72 ms
[2022-01-08 12:29:35	                main:574]	:	INFO	:	Epoch 1770 | loss: 0.0311533 | val_loss: 0.031179 | Time: 2436.94 ms
[2022-01-08 12:29:38	                main:574]	:	INFO	:	Epoch 1771 | loss: 0.0311558 | val_loss: 0.0311716 | Time: 2321.9 ms
[2022-01-08 12:29:40	                main:574]	:	INFO	:	Epoch 1772 | loss: 0.0311493 | val_loss: 0.0311665 | Time: 2352.46 ms
[2022-01-08 12:29:42	                main:574]	:	INFO	:	Epoch 1773 | loss: 0.0311485 | val_loss: 0.0311658 | Time: 1905.09 ms
[2022-01-08 12:29:44	                main:574]	:	INFO	:	Epoch 1774 | loss: 0.0311541 | val_loss: 0.0311642 | Time: 2007.78 ms
[2022-01-08 12:29:46	                main:574]	:	INFO	:	Epoch 1775 | loss: 0.0311529 | val_loss: 0.0311649 | Time: 2306.02 ms
[2022-01-08 12:29:49	                main:574]	:	INFO	:	Epoch 1776 | loss: 0.0311504 | val_loss: 0.0311647 | Time: 2299.83 ms
[2022-01-08 12:29:51	                main:574]	:	INFO	:	Epoch 1777 | loss: 0.0311515 | val_loss: 0.0311625 | Time: 2360.87 ms
[2022-01-08 12:29:53	                main:574]	:	INFO	:	Epoch 1778 | loss: 0.0311502 | val_loss: 0.0311652 | Time: 2338.6 ms
[2022-01-08 12:29:56	                main:574]	:	INFO	:	Epoch 1779 | loss: 0.0311497 | val_loss: 0.0311664 | Time: 2377.16 ms
[2022-01-08 12:29:58	                main:574]	:	INFO	:	Epoch 1780 | loss: 0.0311469 | val_loss: 0.0311656 | Time: 2356.58 ms
[2022-01-08 12:30:01	                main:574]	:	INFO	:	Epoch 1781 | loss: 0.0311578 | val_loss: 0.0311728 | Time: 2318.5 ms
[2022-01-08 12:30:02	                main:574]	:	INFO	:	Epoch 1782 | loss: 0.0311579 | val_loss: 0.0311714 | Time: 1785.1 ms
[2022-01-08 12:30:05	                main:574]	:	INFO	:	Epoch 1783 | loss: 0.0311518 | val_loss: 0.0311653 | Time: 2120.22 ms
[2022-01-08 12:30:07	                main:574]	:	INFO	:	Epoch 1784 | loss: 0.0311465 | val_loss: 0.0311658 | Time: 2319.23 ms
[2022-01-08 12:30:09	                main:574]	:	INFO	:	Epoch 1785 | loss: 0.031147 | val_loss: 0.0311735 | Time: 2367.47 ms
[2022-01-08 12:30:12	                main:574]	:	INFO	:	Epoch 1786 | loss: 0.0311538 | val_loss: 0.0311646 | Time: 2311.69 ms
[2022-01-08 12:30:14	                main:574]	:	INFO	:	Epoch 1787 | loss: 0.0311479 | val_loss: 0.0311707 | Time: 2309.78 ms
[2022-01-08 12:30:16	                main:574]	:	INFO	:	Epoch 1788 | loss: 0.0311469 | val_loss: 0.0311734 | Time: 2306.42 ms
[2022-01-08 12:30:19	                main:574]	:	INFO	:	Epoch 1789 | loss: 0.0311496 | val_loss: 0.0311652 | Time: 2309.09 ms
[2022-01-08 12:30:21	                main:574]	:	INFO	:	Epoch 1790 | loss: 0.0311434 | val_loss: 0.0311649 | Time: 2307.26 ms
[2022-01-08 12:30:22	                main:574]	:	INFO	:	Epoch 1791 | loss: 0.0311439 | val_loss: 0.0311654 | Time: 1646.99 ms
[2022-01-08 12:30:25	                main:574]	:	INFO	:	Epoch 1792 | loss: 0.031141 | val_loss: 0.0311666 | Time: 2229.43 ms
[2022-01-08 12:30:27	                main:574]	:	INFO	:	Epoch 1793 | loss: 0.031137 | val_loss: 0.0311638 | Time: 2267.18 ms
[2022-01-08 12:30:29	                main:574]	:	INFO	:	Epoch 1794 | loss: 0.0311373 | val_loss: 0.031174 | Time: 2389.9 ms
[2022-01-08 12:30:32	                main:574]	:	INFO	:	Epoch 1795 | loss: 0.0311397 | val_loss: 0.0311687 | Time: 2255.9 ms
[2022-01-08 12:30:34	                main:574]	:	INFO	:	Epoch 1796 | loss: 0.0311399 | val_loss: 0.0311642 | Time: 2321.42 ms
[2022-01-08 12:30:36	                main:574]	:	INFO	:	Epoch 1797 | loss: 0.0311391 | val_loss: 0.0311707 | Time: 2410.29 ms
[2022-01-08 12:30:39	                main:574]	:	INFO	:	Epoch 1798 | loss: 0.0311406 | val_loss: 0.031163 | Time: 2390.61 ms
[2022-01-08 12:30:41	                main:574]	:	INFO	:	Epoch 1799 | loss: 0.0311356 | val_loss: 0.0311653 | Time: 2331.64 ms
[2022-01-08 12:30:43	                main:574]	:	INFO	:	Epoch 1800 | loss: 0.0311342 | val_loss: 0.031173 | Time: 1568.67 ms
[2022-01-08 12:30:45	                main:574]	:	INFO	:	Epoch 1801 | loss: 0.0311412 | val_loss: 0.0311719 | Time: 2296.02 ms
[2022-01-08 12:30:47	                main:574]	:	INFO	:	Epoch 1802 | loss: 0.031136 | val_loss: 0.0311683 | Time: 2340.43 ms
[2022-01-08 12:30:50	                main:574]	:	INFO	:	Epoch 1803 | loss: 0.0311329 | val_loss: 0.0311684 | Time: 2344.15 ms
[2022-01-08 12:30:52	                main:574]	:	INFO	:	Epoch 1804 | loss: 0.0311323 | val_loss: 0.0311697 | Time: 2358.85 ms
[2022-01-08 12:30:55	                main:574]	:	INFO	:	Epoch 1805 | loss: 0.0311377 | val_loss: 0.0311651 | Time: 2319.83 ms
[2022-01-08 12:30:57	                main:574]	:	INFO	:	Epoch 1806 | loss: 0.0311332 | val_loss: 0.0311723 | Time: 2309.11 ms
[2022-01-08 12:30:59	                main:574]	:	INFO	:	Epoch 1807 | loss: 0.0311362 | val_loss: 0.0311686 | Time: 2348.96 ms
[2022-01-08 12:31:02	                main:574]	:	INFO	:	Epoch 1808 | loss: 0.0311346 | val_loss: 0.0311687 | Time: 2316.53 ms
[2022-01-08 12:31:03	                main:574]	:	INFO	:	Epoch 1809 | loss: 0.0311521 | val_loss: 0.0311699 | Time: 1549.56 ms
[2022-01-08 12:31:05	                main:574]	:	INFO	:	Epoch 1810 | loss: 0.0311558 | val_loss: 0.0311647 | Time: 2367.68 ms
[2022-01-08 12:31:08	                main:574]	:	INFO	:	Epoch 1811 | loss: 0.0311468 | val_loss: 0.0311694 | Time: 2424 ms
[2022-01-08 12:31:10	                main:574]	:	INFO	:	Epoch 1812 | loss: 0.0311417 | val_loss: 0.031166 | Time: 2322.09 ms
[2022-01-08 12:31:13	                main:574]	:	INFO	:	Epoch 1813 | loss: 0.0311427 | val_loss: 0.0311668 | Time: 2356.84 ms
[2022-01-08 12:31:15	                main:574]	:	INFO	:	Epoch 1814 | loss: 0.0311448 | val_loss: 0.0311616 | Time: 2303.63 ms
[2022-01-08 12:31:17	                main:574]	:	INFO	:	Epoch 1815 | loss: 0.0311411 | val_loss: 0.0311654 | Time: 2331.33 ms
[2022-01-08 12:31:20	                main:574]	:	INFO	:	Epoch 1816 | loss: 0.031137 | val_loss: 0.0311652 | Time: 2307.48 ms
[2022-01-08 12:31:22	                main:574]	:	INFO	:	Epoch 1817 | loss: 0.0311346 | val_loss: 0.0311649 | Time: 2249.71 ms
[2022-01-08 12:31:24	                main:574]	:	INFO	:	Epoch 1818 | loss: 0.0311374 | val_loss: 0.0311677 | Time: 1734.51 ms
[2022-01-08 12:31:26	                main:574]	:	INFO	:	Epoch 1819 | loss: 0.0311384 | val_loss: 0.0311643 | Time: 2262.08 ms
[2022-01-08 12:31:28	                main:574]	:	INFO	:	Epoch 1820 | loss: 0.0311356 | val_loss: 0.0311636 | Time: 2365.91 ms
[2022-01-08 12:31:31	                main:574]	:	INFO	:	Epoch 1821 | loss: 0.0311359 | val_loss: 0.0311666 | Time: 2308.03 ms
[2022-01-08 12:31:33	                main:574]	:	INFO	:	Epoch 1822 | loss: 0.0311374 | val_loss: 0.0311675 | Time: 2287.2 ms
[2022-01-08 12:31:35	                main:574]	:	INFO	:	Epoch 1823 | loss: 0.0311365 | val_loss: 0.0311644 | Time: 2432.35 ms
[2022-01-08 12:31:38	                main:574]	:	INFO	:	Epoch 1824 | loss: 0.0311337 | val_loss: 0.0311622 | Time: 2385.41 ms
[2022-01-08 12:31:40	                main:574]	:	INFO	:	Epoch 1825 | loss: 0.031132 | val_loss: 0.0311631 | Time: 2278.1 ms
[2022-01-08 12:31:42	                main:574]	:	INFO	:	Epoch 1826 | loss: 0.0311306 | val_loss: 0.031169 | Time: 2069.34 ms
[2022-01-08 12:31:44	                main:574]	:	INFO	:	Epoch 1827 | loss: 0.03113 | val_loss: 0.0311779 | Time: 1891.26 ms
[2022-01-08 12:31:46	                main:574]	:	INFO	:	Epoch 1828 | loss: 0.0311338 | val_loss: 0.0311698 | Time: 2367 ms
[2022-01-08 12:31:49	                main:574]	:	INFO	:	Epoch 1829 | loss: 0.0311292 | val_loss: 0.0311658 | Time: 2385.93 ms
[2022-01-08 12:31:51	                main:574]	:	INFO	:	Epoch 1830 | loss: 0.0311296 | val_loss: 0.0311652 | Time: 2481.19 ms
[2022-01-08 12:31:54	                main:574]	:	INFO	:	Epoch 1831 | loss: 0.0311359 | val_loss: 0.0311684 | Time: 2368.48 ms
[2022-01-08 12:31:56	                main:574]	:	INFO	:	Epoch 1832 | loss: 0.0311326 | val_loss: 0.0311654 | Time: 2278.37 ms
[2022-01-08 12:31:58	                main:574]	:	INFO	:	Epoch 1833 | loss: 0.0311296 | val_loss: 0.0311705 | Time: 2350.89 ms
[2022-01-08 12:32:01	                main:574]	:	INFO	:	Epoch 1834 | loss: 0.0311319 | val_loss: 0.0311651 | Time: 2288.86 ms
[2022-01-08 12:32:02	                main:574]	:	INFO	:	Epoch 1835 | loss: 0.031133 | val_loss: 0.0311665 | Time: 1800.81 ms
[2022-01-08 12:32:05	                main:574]	:	INFO	:	Epoch 1836 | loss: 0.0311319 | val_loss: 0.031174 | Time: 2076.26 ms
[2022-01-08 12:32:07	                main:574]	:	INFO	:	Epoch 1837 | loss: 0.0311303 | val_loss: 0.0311662 | Time: 2327.29 ms
[2022-01-08 12:32:09	                main:574]	:	INFO	:	Epoch 1838 | loss: 0.0311318 | val_loss: 0.031169 | Time: 2362.22 ms
[2022-01-08 12:32:12	                main:574]	:	INFO	:	Epoch 1839 | loss: 0.0311322 | val_loss: 0.031169 | Time: 2315.16 ms
[2022-01-08 12:32:14	                main:574]	:	INFO	:	Epoch 1840 | loss: 0.0311322 | val_loss: 0.0311678 | Time: 2329.42 ms
[2022-01-08 12:32:16	                main:574]	:	INFO	:	Epoch 1841 | loss: 0.0311313 | val_loss: 0.031168 | Time: 2332.72 ms
[2022-01-08 12:32:19	                main:574]	:	INFO	:	Epoch 1842 | loss: 0.0311328 | val_loss: 0.0311649 | Time: 2336.78 ms
[2022-01-08 12:32:21	                main:574]	:	INFO	:	Epoch 1843 | loss: 0.0311359 | val_loss: 0.0311629 | Time: 2315.12 ms
[2022-01-08 12:32:23	                main:574]	:	INFO	:	Epoch 1844 | loss: 0.0311344 | val_loss: 0.0311597 | Time: 1672.04 ms
[2022-01-08 12:32:25	                main:574]	:	INFO	:	Epoch 1845 | loss: 0.0311308 | val_loss: 0.0311644 | Time: 2246.53 ms
[2022-01-08 12:32:27	                main:574]	:	INFO	:	Epoch 1846 | loss: 0.0311363 | val_loss: 0.0311718 | Time: 2288.21 ms
[2022-01-08 12:32:30	                main:574]	:	INFO	:	Epoch 1847 | loss: 0.0311582 | val_loss: 0.0311701 | Time: 2339.18 ms
[2022-01-08 12:32:32	                main:574]	:	INFO	:	Epoch 1848 | loss: 0.0311552 | val_loss: 0.0311684 | Time: 2320.6 ms
[2022-01-08 12:32:34	                main:574]	:	INFO	:	Epoch 1849 | loss: 0.0311495 | val_loss: 0.0311641 | Time: 2340.56 ms
[2022-01-08 12:32:37	                main:574]	:	INFO	:	Epoch 1850 | loss: 0.0311474 | val_loss: 0.031165 | Time: 2341.32 ms
[2022-01-08 12:32:39	                main:574]	:	INFO	:	Epoch 1851 | loss: 0.0311456 | val_loss: 0.031166 | Time: 2333.6 ms
[2022-01-08 12:32:41	                main:574]	:	INFO	:	Epoch 1852 | loss: 0.0311438 | val_loss: 0.0311665 | Time: 2336.42 ms
[2022-01-08 12:32:43	                main:574]	:	INFO	:	Epoch 1853 | loss: 0.0311428 | val_loss: 0.0311737 | Time: 1569.15 ms
[2022-01-08 12:32:45	                main:574]	:	INFO	:	Epoch 1854 | loss: 0.0311417 | val_loss: 0.031168 | Time: 2346.02 ms
[2022-01-08 12:32:48	                main:574]	:	INFO	:	Epoch 1855 | loss: 0.0311379 | val_loss: 0.0311641 | Time: 2399.05 ms
[2022-01-08 12:32:50	                main:574]	:	INFO	:	Epoch 1856 | loss: 0.0311378 | val_loss: 0.0311624 | Time: 2309.07 ms
[2022-01-08 12:32:52	                main:574]	:	INFO	:	Epoch 1857 | loss: 0.0311394 | val_loss: 0.0311648 | Time: 2341.64 ms
[2022-01-08 12:32:55	                main:574]	:	INFO	:	Epoch 1858 | loss: 0.0311396 | val_loss: 0.0311717 | Time: 2272.69 ms
[2022-01-08 12:32:57	                main:574]	:	INFO	:	Epoch 1859 | loss: 0.0311312 | val_loss: 0.0311689 | Time: 2362.87 ms
[2022-01-08 12:32:59	                main:574]	:	INFO	:	Epoch 1860 | loss: 0.0311279 | val_loss: 0.0311688 | Time: 2368.03 ms
[2022-01-08 12:33:02	                main:574]	:	INFO	:	Epoch 1861 | loss: 0.0311326 | val_loss: 0.0311797 | Time: 2362.51 ms
[2022-01-08 12:33:03	                main:574]	:	INFO	:	Epoch 1862 | loss: 0.0311317 | val_loss: 0.0311711 | Time: 1596.75 ms
[2022-01-08 12:33:06	                main:574]	:	INFO	:	Epoch 1863 | loss: 0.0311282 | val_loss: 0.0311691 | Time: 2361.51 ms
[2022-01-08 12:33:08	                main:574]	:	INFO	:	Epoch 1864 | loss: 0.031131 | val_loss: 0.0311678 | Time: 2307.46 ms
[2022-01-08 12:33:10	                main:574]	:	INFO	:	Epoch 1865 | loss: 0.0311301 | val_loss: 0.0311636 | Time: 2388.06 ms
[2022-01-08 12:33:13	                main:574]	:	INFO	:	Epoch 1866 | loss: 0.0311288 | val_loss: 0.0311665 | Time: 2343.03 ms
[2022-01-08 12:33:15	                main:574]	:	INFO	:	Epoch 1867 | loss: 0.0311295 | val_loss: 0.0311667 | Time: 2241.2 ms
[2022-01-08 12:33:17	                main:574]	:	INFO	:	Epoch 1868 | loss: 0.0311328 | val_loss: 0.0311707 | Time: 2307.87 ms
[2022-01-08 12:33:20	                main:574]	:	INFO	:	Epoch 1869 | loss: 0.0311371 | val_loss: 0.0311634 | Time: 2312.11 ms
[2022-01-08 12:33:22	                main:574]	:	INFO	:	Epoch 1870 | loss: 0.0311408 | val_loss: 0.0311625 | Time: 2252.1 ms
[2022-01-08 12:33:24	                main:574]	:	INFO	:	Epoch 1871 | loss: 0.0311338 | val_loss: 0.0311571 | Time: 1643.76 ms
[2022-01-08 12:33:26	                main:574]	:	INFO	:	Epoch 1872 | loss: 0.0311297 | val_loss: 0.0311639 | Time: 2357 ms
[2022-01-08 12:33:28	                main:574]	:	INFO	:	Epoch 1873 | loss: 0.0311294 | val_loss: 0.0311614 | Time: 2299.61 ms
[2022-01-08 12:33:31	                main:574]	:	INFO	:	Epoch 1874 | loss: 0.0311269 | val_loss: 0.0311576 | Time: 2379.02 ms
[2022-01-08 12:33:33	                main:574]	:	INFO	:	Epoch 1875 | loss: 0.0311379 | val_loss: 0.031167 | Time: 2348.67 ms
[2022-01-08 12:33:35	                main:574]	:	INFO	:	Epoch 1876 | loss: 0.0311351 | val_loss: 0.0311624 | Time: 2275.58 ms
[2022-01-08 12:33:38	                main:574]	:	INFO	:	Epoch 1877 | loss: 0.0311287 | val_loss: 0.0311637 | Time: 2361.58 ms
[2022-01-08 12:33:40	                main:574]	:	INFO	:	Epoch 1878 | loss: 0.0311268 | val_loss: 0.0311643 | Time: 2367.23 ms
[2022-01-08 12:33:42	                main:574]	:	INFO	:	Epoch 1879 | loss: 0.0311295 | val_loss: 0.031172 | Time: 2096.01 ms
[2022-01-08 12:33:44	                main:574]	:	INFO	:	Epoch 1880 | loss: 0.0311308 | val_loss: 0.031176 | Time: 1852.22 ms
[2022-01-08 12:33:46	                main:574]	:	INFO	:	Epoch 1881 | loss: 0.0311269 | val_loss: 0.0311606 | Time: 2297.19 ms
[2022-01-08 12:33:49	                main:574]	:	INFO	:	Epoch 1882 | loss: 0.0311235 | val_loss: 0.0311573 | Time: 2381.58 ms
[2022-01-08 12:33:51	                main:574]	:	INFO	:	Epoch 1883 | loss: 0.0311246 | val_loss: 0.0311566 | Time: 2319.34 ms
[2022-01-08 12:33:53	                main:574]	:	INFO	:	Epoch 1884 | loss: 0.0311289 | val_loss: 0.0311666 | Time: 2330.27 ms
[2022-01-08 12:33:56	                main:574]	:	INFO	:	Epoch 1885 | loss: 0.0311252 | val_loss: 0.0311688 | Time: 2357.32 ms
[2022-01-08 12:33:58	                main:574]	:	INFO	:	Epoch 1886 | loss: 0.0311307 | val_loss: 0.031164 | Time: 2351.22 ms
[2022-01-08 12:34:01	                main:574]	:	INFO	:	Epoch 1887 | loss: 0.0311311 | val_loss: 0.0311615 | Time: 2322.28 ms
[2022-01-08 12:34:02	                main:574]	:	INFO	:	Epoch 1888 | loss: 0.0311327 | val_loss: 0.0311691 | Time: 1920.9 ms
[2022-01-08 12:34:04	                main:574]	:	INFO	:	Epoch 1889 | loss: 0.0311326 | val_loss: 0.0311697 | Time: 2017.93 ms
[2022-01-08 12:34:07	                main:574]	:	INFO	:	Epoch 1890 | loss: 0.0311266 | val_loss: 0.0311628 | Time: 2383.77 ms
[2022-01-08 12:34:09	                main:574]	:	INFO	:	Epoch 1891 | loss: 0.0311242 | val_loss: 0.0311653 | Time: 2275.68 ms
[2022-01-08 12:34:11	                main:574]	:	INFO	:	Epoch 1892 | loss: 0.0311202 | val_loss: 0.0311607 | Time: 2306.27 ms
[2022-01-08 12:34:14	                main:574]	:	INFO	:	Epoch 1893 | loss: 0.0311201 | val_loss: 0.0311651 | Time: 2369.54 ms
[2022-01-08 12:34:16	                main:574]	:	INFO	:	Epoch 1894 | loss: 0.0311181 | val_loss: 0.0311639 | Time: 2388.99 ms
[2022-01-08 12:34:19	                main:574]	:	INFO	:	Epoch 1895 | loss: 0.0311165 | val_loss: 0.0311793 | Time: 2295.77 ms
[2022-01-08 12:34:21	                main:574]	:	INFO	:	Epoch 1896 | loss: 0.031163 | val_loss: 0.031168 | Time: 2339.77 ms
[2022-01-08 12:34:23	                main:574]	:	INFO	:	Epoch 1897 | loss: 0.0311616 | val_loss: 0.0311651 | Time: 1737.93 ms
[2022-01-08 12:34:25	                main:574]	:	INFO	:	Epoch 1898 | loss: 0.0311555 | val_loss: 0.0311607 | Time: 2140.01 ms
[2022-01-08 12:34:27	                main:574]	:	INFO	:	Epoch 1899 | loss: 0.0311517 | val_loss: 0.0311609 | Time: 2268.68 ms
[2022-01-08 12:34:30	                main:574]	:	INFO	:	Epoch 1900 | loss: 0.0311482 | val_loss: 0.0311629 | Time: 2440.12 ms
[2022-01-08 12:34:32	                main:574]	:	INFO	:	Epoch 1901 | loss: 0.0311459 | val_loss: 0.0311621 | Time: 2289.71 ms
[2022-01-08 12:34:34	                main:574]	:	INFO	:	Epoch 1902 | loss: 0.0311419 | val_loss: 0.0311624 | Time: 2296.31 ms
[2022-01-08 12:34:37	                main:574]	:	INFO	:	Epoch 1903 | loss: 0.0311436 | val_loss: 0.0311637 | Time: 2368.08 ms
[2022-01-08 12:34:39	                main:574]	:	INFO	:	Epoch 1904 | loss: 0.0311419 | val_loss: 0.0311622 | Time: 2375.78 ms
[2022-01-08 12:34:41	                main:574]	:	INFO	:	Epoch 1905 | loss: 0.0311396 | val_loss: 0.0311621 | Time: 2363.99 ms
[2022-01-08 12:34:43	                main:574]	:	INFO	:	Epoch 1906 | loss: 0.031139 | val_loss: 0.0311681 | Time: 1572.35 ms
[2022-01-08 12:34:45	                main:574]	:	INFO	:	Epoch 1907 | loss: 0.0311377 | val_loss: 0.0311623 | Time: 2360.72 ms
[2022-01-08 12:34:48	                main:574]	:	INFO	:	Epoch 1908 | loss: 0.0311343 | val_loss: 0.0311642 | Time: 2358.98 ms
[2022-01-08 12:34:50	                main:574]	:	INFO	:	Epoch 1909 | loss: 0.0311362 | val_loss: 0.0311666 | Time: 2323.95 ms
[2022-01-08 12:34:52	                main:574]	:	INFO	:	Epoch 1910 | loss: 0.0311363 | val_loss: 0.0311638 | Time: 2293.59 ms
[2022-01-08 12:34:55	                main:574]	:	INFO	:	Epoch 1911 | loss: 0.0311369 | val_loss: 0.0311664 | Time: 2370.97 ms
[2022-01-08 12:34:57	                main:574]	:	INFO	:	Epoch 1912 | loss: 0.0311352 | val_loss: 0.0311666 | Time: 2325.65 ms
[2022-01-08 12:34:59	                main:574]	:	INFO	:	Epoch 1913 | loss: 0.0311373 | val_loss: 0.0311655 | Time: 2403.98 ms
[2022-01-08 12:35:02	                main:574]	:	INFO	:	Epoch 1914 | loss: 0.0311359 | val_loss: 0.0311629 | Time: 2270.98 ms
[2022-01-08 12:35:03	                main:574]	:	INFO	:	Epoch 1915 | loss: 0.0311324 | val_loss: 0.031165 | Time: 1642.1 ms
[2022-01-08 12:35:06	                main:574]	:	INFO	:	Epoch 1916 | loss: 0.0311311 | val_loss: 0.0311667 | Time: 2390.73 ms
[2022-01-08 12:35:08	                main:574]	:	INFO	:	Epoch 1917 | loss: 0.0311321 | val_loss: 0.0311661 | Time: 2308.63 ms
[2022-01-08 12:35:11	                main:574]	:	INFO	:	Epoch 1918 | loss: 0.031131 | val_loss: 0.0311658 | Time: 2462.64 ms
[2022-01-08 12:35:13	                main:574]	:	INFO	:	Epoch 1919 | loss: 0.0311321 | val_loss: 0.0311644 | Time: 2357.11 ms
[2022-01-08 12:35:15	                main:574]	:	INFO	:	Epoch 1920 | loss: 0.0311331 | val_loss: 0.0311655 | Time: 2299.24 ms
[2022-01-08 12:35:18	                main:574]	:	INFO	:	Epoch 1921 | loss: 0.0311287 | val_loss: 0.0311673 | Time: 2287.95 ms
[2022-01-08 12:35:20	                main:574]	:	INFO	:	Epoch 1922 | loss: 0.031126 | val_loss: 0.031169 | Time: 2339.99 ms
[2022-01-08 12:35:22	                main:574]	:	INFO	:	Epoch 1923 | loss: 0.0311254 | val_loss: 0.031166 | Time: 2162.77 ms
[2022-01-08 12:35:24	                main:574]	:	INFO	:	Epoch 1924 | loss: 0.0311232 | val_loss: 0.0311717 | Time: 1686.22 ms
[2022-01-08 12:35:26	                main:574]	:	INFO	:	Epoch 1925 | loss: 0.0311238 | val_loss: 0.0311728 | Time: 2299.4 ms
[2022-01-08 12:35:28	                main:574]	:	INFO	:	Epoch 1926 | loss: 0.0311257 | val_loss: 0.0311677 | Time: 2318.45 ms
[2022-01-08 12:35:31	                main:574]	:	INFO	:	Epoch 1927 | loss: 0.0311334 | val_loss: 0.0311666 | Time: 2421.44 ms
[2022-01-08 12:35:33	                main:574]	:	INFO	:	Epoch 1928 | loss: 0.0311288 | val_loss: 0.0311698 | Time: 2366.3 ms
[2022-01-08 12:35:36	                main:574]	:	INFO	:	Epoch 1929 | loss: 0.0311319 | val_loss: 0.0311672 | Time: 2330.4 ms
[2022-01-08 12:35:38	                main:574]	:	INFO	:	Epoch 1930 | loss: 0.0311279 | val_loss: 0.0311644 | Time: 2418.64 ms
[2022-01-08 12:35:40	                main:574]	:	INFO	:	Epoch 1931 | loss: 0.0311302 | val_loss: 0.0311663 | Time: 2330.19 ms
[2022-01-08 12:35:42	                main:574]	:	INFO	:	Epoch 1932 | loss: 0.0311285 | val_loss: 0.0311715 | Time: 2049.55 ms
[2022-01-08 12:35:44	                main:574]	:	INFO	:	Epoch 1933 | loss: 0.0311249 | val_loss: 0.0311706 | Time: 2006.31 ms
[2022-01-08 12:35:47	                main:574]	:	INFO	:	Epoch 1934 | loss: 0.0311308 | val_loss: 0.0311712 | Time: 2382.97 ms
[2022-01-08 12:35:49	                main:574]	:	INFO	:	Epoch 1935 | loss: 0.0311279 | val_loss: 0.0311707 | Time: 2375.94 ms
[2022-01-08 12:35:52	                main:574]	:	INFO	:	Epoch 1936 | loss: 0.0311238 | val_loss: 0.0311709 | Time: 2317.38 ms
[2022-01-08 12:35:54	                main:574]	:	INFO	:	Epoch 1937 | loss: 0.031124 | val_loss: 0.0311726 | Time: 2371 ms
[2022-01-08 12:35:56	                main:574]	:	INFO	:	Epoch 1938 | loss: 0.0311257 | val_loss: 0.0311692 | Time: 2373.4 ms
[2022-01-08 12:35:59	                main:574]	:	INFO	:	Epoch 1939 | loss: 0.0311248 | val_loss: 0.0311708 | Time: 2332.8 ms
[2022-01-08 12:36:01	                main:574]	:	INFO	:	Epoch 1940 | loss: 0.0311246 | val_loss: 0.0311709 | Time: 2407.14 ms
[2022-01-08 12:36:03	                main:574]	:	INFO	:	Epoch 1941 | loss: 0.0311241 | val_loss: 0.0311733 | Time: 1719.79 ms
[2022-01-08 12:36:05	                main:574]	:	INFO	:	Epoch 1942 | loss: 0.0311221 | val_loss: 0.0311737 | Time: 2240.24 ms
[2022-01-08 12:36:08	                main:574]	:	INFO	:	Epoch 1943 | loss: 0.0311206 | val_loss: 0.031172 | Time: 2378.89 ms
[2022-01-08 12:36:10	                main:574]	:	INFO	:	Epoch 1944 | loss: 0.0311228 | val_loss: 0.0311689 | Time: 2355.49 ms
[2022-01-08 12:36:12	                main:574]	:	INFO	:	Epoch 1945 | loss: 0.0311207 | val_loss: 0.0311744 | Time: 2273.24 ms
[2022-01-08 12:36:15	                main:574]	:	INFO	:	Epoch 1946 | loss: 0.0311176 | val_loss: 0.0311681 | Time: 2325.55 ms
[2022-01-08 12:36:17	                main:574]	:	INFO	:	Epoch 1947 | loss: 0.0311179 | val_loss: 0.0311778 | Time: 2421.03 ms
[2022-01-08 12:36:19	                main:574]	:	INFO	:	Epoch 1948 | loss: 0.0311181 | val_loss: 0.031174 | Time: 2364.96 ms
[2022-01-08 12:36:22	                main:574]	:	INFO	:	Epoch 1949 | loss: 0.0311222 | val_loss: 0.0311794 | Time: 2410.13 ms
[2022-01-08 12:36:23	                main:574]	:	INFO	:	Epoch 1950 | loss: 0.0311248 | val_loss: 0.0311824 | Time: 1584 ms
[2022-01-08 12:36:26	                main:574]	:	INFO	:	Epoch 1951 | loss: 0.0311224 | val_loss: 0.0311729 | Time: 2428.37 ms
[2022-01-08 12:36:28	                main:574]	:	INFO	:	Epoch 1952 | loss: 0.0311233 | val_loss: 0.0311775 | Time: 2396.12 ms
[2022-01-08 12:36:30	                main:574]	:	INFO	:	Epoch 1953 | loss: 0.0311182 | val_loss: 0.0311767 | Time: 2295.27 ms
[2022-01-08 12:36:33	                main:574]	:	INFO	:	Epoch 1954 | loss: 0.0311187 | val_loss: 0.0311679 | Time: 2293.45 ms
[2022-01-08 12:36:35	                main:574]	:	INFO	:	Epoch 1955 | loss: 0.031126 | val_loss: 0.0311739 | Time: 2354.12 ms
[2022-01-08 12:36:37	                main:574]	:	INFO	:	Epoch 1956 | loss: 0.0311247 | val_loss: 0.0311784 | Time: 2264.69 ms
[2022-01-08 12:36:40	                main:574]	:	INFO	:	Epoch 1957 | loss: 0.0311188 | val_loss: 0.0311829 | Time: 2295.33 ms
[2022-01-08 12:36:42	                main:574]	:	INFO	:	Epoch 1958 | loss: 0.0311168 | val_loss: 0.0311707 | Time: 2291.85 ms
[2022-01-08 12:36:44	                main:574]	:	INFO	:	Epoch 1959 | loss: 0.0311183 | val_loss: 0.0311779 | Time: 1611.48 ms
[2022-01-08 12:36:46	                main:574]	:	INFO	:	Epoch 1960 | loss: 0.0311261 | val_loss: 0.0311663 | Time: 2383.03 ms
[2022-01-08 12:36:48	                main:574]	:	INFO	:	Epoch 1961 | loss: 0.0311264 | val_loss: 0.0311866 | Time: 2371.77 ms
[2022-01-08 12:36:51	                main:574]	:	INFO	:	Epoch 1962 | loss: 0.0311195 | val_loss: 0.0311679 | Time: 2365.05 ms
[2022-01-08 12:36:53	                main:574]	:	INFO	:	Epoch 1963 | loss: 0.0311201 | val_loss: 0.0311867 | Time: 2427.53 ms
[2022-01-08 12:36:56	                main:574]	:	INFO	:	Epoch 1964 | loss: 0.0311191 | val_loss: 0.0311739 | Time: 2410.48 ms
[2022-01-08 12:36:58	                main:574]	:	INFO	:	Epoch 1965 | loss: 0.0311201 | val_loss: 0.0311748 | Time: 2391.57 ms
[2022-01-08 12:37:00	                main:574]	:	INFO	:	Epoch 1966 | loss: 0.0311185 | val_loss: 0.0311753 | Time: 2340.38 ms
[2022-01-08 12:37:03	                main:574]	:	INFO	:	Epoch 1967 | loss: 0.0311197 | val_loss: 0.03118 | Time: 2027.41 ms
[2022-01-08 12:37:05	                main:574]	:	INFO	:	Epoch 1968 | loss: 0.0311228 | val_loss: 0.0311747 | Time: 1965.31 ms
[2022-01-08 12:37:07	                main:574]	:	INFO	:	Epoch 1969 | loss: 0.0311177 | val_loss: 0.0311672 | Time: 2236.4 ms
[2022-01-08 12:37:09	                main:574]	:	INFO	:	Epoch 1970 | loss: 0.0311193 | val_loss: 0.0311728 | Time: 2296.4 ms
[2022-01-08 12:37:11	                main:574]	:	INFO	:	Epoch 1971 | loss: 0.0311157 | val_loss: 0.0311764 | Time: 2335.43 ms
[2022-01-08 12:37:14	                main:574]	:	INFO	:	Epoch 1972 | loss: 0.0311152 | val_loss: 0.0311798 | Time: 2365.18 ms
[2022-01-08 12:37:16	                main:574]	:	INFO	:	Epoch 1973 | loss: 0.0311132 | val_loss: 0.031177 | Time: 2289.02 ms
[2022-01-08 12:37:18	                main:574]	:	INFO	:	Epoch 1974 | loss: 0.0311124 | val_loss: 0.0311751 | Time: 2392.64 ms
[2022-01-08 12:37:21	                main:574]	:	INFO	:	Epoch 1975 | loss: 0.0311138 | val_loss: 0.0311762 | Time: 2413.81 ms
[2022-01-08 12:37:23	                main:574]	:	INFO	:	Epoch 1976 | loss: 0.0311189 | val_loss: 0.0311677 | Time: 1839.99 ms
[2022-01-08 12:37:25	                main:574]	:	INFO	:	Epoch 1977 | loss: 0.0311249 | val_loss: 0.031173 | Time: 2059.21 ms
[2022-01-08 12:37:27	                main:574]	:	INFO	:	Epoch 1978 | loss: 0.0311277 | val_loss: 0.0311615 | Time: 2311.02 ms
[2022-01-08 12:37:30	                main:574]	:	INFO	:	Epoch 1979 | loss: 0.0311253 | val_loss: 0.0311694 | Time: 2373.67 ms
[2022-01-08 12:37:32	                main:574]	:	INFO	:	Epoch 1980 | loss: 0.0311227 | val_loss: 0.0311735 | Time: 2335.1 ms
[2022-01-08 12:37:34	                main:574]	:	INFO	:	Epoch 1981 | loss: 0.0311172 | val_loss: 0.0311704 | Time: 2356.8 ms
[2022-01-08 12:37:37	                main:574]	:	INFO	:	Epoch 1982 | loss: 0.0311168 | val_loss: 0.0311741 | Time: 2346.64 ms
[2022-01-08 12:37:39	                main:574]	:	INFO	:	Epoch 1983 | loss: 0.0311138 | val_loss: 0.0311823 | Time: 2308.62 ms
[2022-01-08 12:37:41	                main:574]	:	INFO	:	Epoch 1984 | loss: 0.031116 | val_loss: 0.0311708 | Time: 2284.8 ms
[2022-01-08 12:37:43	                main:574]	:	INFO	:	Epoch 1985 | loss: 0.0311113 | val_loss: 0.0311786 | Time: 1682.94 ms
[2022-01-08 12:37:45	                main:574]	:	INFO	:	Epoch 1986 | loss: 0.031124 | val_loss: 0.0311711 | Time: 2207.92 ms
[2022-01-08 12:37:48	                main:574]	:	INFO	:	Epoch 1987 | loss: 0.0311151 | val_loss: 0.0311821 | Time: 2388.81 ms
[2022-01-08 12:37:50	                main:574]	:	INFO	:	Epoch 1988 | loss: 0.0311198 | val_loss: 0.0311769 | Time: 2335.78 ms
[2022-01-08 12:37:52	                main:574]	:	INFO	:	Epoch 1989 | loss: 0.0311139 | val_loss: 0.0311827 | Time: 2272.84 ms
[2022-01-08 12:37:55	                main:574]	:	INFO	:	Epoch 1990 | loss: 0.0311311 | val_loss: 0.0311774 | Time: 2363.35 ms
[2022-01-08 12:37:57	                main:574]	:	INFO	:	Epoch 1991 | loss: 0.0311483 | val_loss: 0.031169 | Time: 2362.69 ms
[2022-01-08 12:37:59	                main:574]	:	INFO	:	Epoch 1992 | loss: 0.031142 | val_loss: 0.0311651 | Time: 2340.7 ms
[2022-01-08 12:38:02	                main:574]	:	INFO	:	Epoch 1993 | loss: 0.0311358 | val_loss: 0.0311675 | Time: 2333.66 ms
[2022-01-08 12:38:03	                main:574]	:	INFO	:	Epoch 1994 | loss: 0.0311389 | val_loss: 0.0311737 | Time: 1556.35 ms
[2022-01-08 12:38:06	                main:574]	:	INFO	:	Epoch 1995 | loss: 0.0311442 | val_loss: 0.031176 | Time: 2314.79 ms
[2022-01-08 12:38:08	                main:574]	:	INFO	:	Epoch 1996 | loss: 0.0311351 | val_loss: 0.0311709 | Time: 2261.57 ms
[2022-01-08 12:38:10	                main:574]	:	INFO	:	Epoch 1997 | loss: 0.0311309 | val_loss: 0.031162 | Time: 2391.6 ms
[2022-01-08 12:38:13	                main:574]	:	INFO	:	Epoch 1998 | loss: 0.031125 | val_loss: 0.031165 | Time: 2325.66 ms
[2022-01-08 12:38:15	                main:574]	:	INFO	:	Epoch 1999 | loss: 0.0311228 | val_loss: 0.0311706 | Time: 2242.1 ms
[2022-01-08 12:38:17	                main:574]	:	INFO	:	Epoch 2000 | loss: 0.0311218 | val_loss: 0.0311711 | Time: 2289.35 ms
[2022-01-08 12:38:19	                main:574]	:	INFO	:	Epoch 2001 | loss: 0.0311263 | val_loss: 0.0311721 | Time: 2347.76 ms
[2022-01-08 12:38:22	                main:574]	:	INFO	:	Epoch 2002 | loss: 0.0311276 | val_loss: 0.0311655 | Time: 2297.55 ms
[2022-01-08 12:38:23	                main:574]	:	INFO	:	Epoch 2003 | loss: 0.0311291 | val_loss: 0.031166 | Time: 1605.38 ms
[2022-01-08 12:38:26	                main:574]	:	INFO	:	Epoch 2004 | loss: 0.0311365 | val_loss: 0.0311614 | Time: 2256.89 ms
[2022-01-08 12:38:28	                main:574]	:	INFO	:	Epoch 2005 | loss: 0.0311286 | val_loss: 0.0311636 | Time: 2336.32 ms
[2022-01-08 12:38:30	                main:574]	:	INFO	:	Epoch 2006 | loss: 0.0311268 | val_loss: 0.0311674 | Time: 2360.88 ms
[2022-01-08 12:38:33	                main:574]	:	INFO	:	Epoch 2007 | loss: 0.0311306 | val_loss: 0.0311667 | Time: 2372.43 ms
[2022-01-08 12:38:35	                main:574]	:	INFO	:	Epoch 2008 | loss: 0.0311239 | val_loss: 0.031169 | Time: 2436.21 ms
[2022-01-08 12:38:38	                main:574]	:	INFO	:	Epoch 2009 | loss: 0.031125 | val_loss: 0.0311689 | Time: 2250.15 ms
[2022-01-08 12:38:40	                main:574]	:	INFO	:	Epoch 2010 | loss: 0.0311214 | val_loss: 0.0311678 | Time: 2321.42 ms
[2022-01-08 12:38:42	                main:574]	:	INFO	:	Epoch 2011 | loss: 0.0311221 | val_loss: 0.0311759 | Time: 2279.38 ms
[2022-01-08 12:38:44	                main:574]	:	INFO	:	Epoch 2012 | loss: 0.0311216 | val_loss: 0.0311715 | Time: 1551.99 ms
[2022-01-08 12:38:46	                main:574]	:	INFO	:	Epoch 2013 | loss: 0.0311225 | val_loss: 0.0311676 | Time: 2399.02 ms
[2022-01-08 12:38:48	                main:574]	:	INFO	:	Epoch 2014 | loss: 0.031123 | val_loss: 0.0311653 | Time: 2311.1 ms
[2022-01-08 12:38:51	                main:574]	:	INFO	:	Epoch 2015 | loss: 0.0311193 | val_loss: 0.031172 | Time: 2346.67 ms
[2022-01-08 12:38:53	                main:574]	:	INFO	:	Epoch 2016 | loss: 0.0311213 | val_loss: 0.031172 | Time: 2298.01 ms
[2022-01-08 12:38:55	                main:574]	:	INFO	:	Epoch 2017 | loss: 0.0311252 | val_loss: 0.0311663 | Time: 2329.99 ms
[2022-01-08 12:38:58	                main:574]	:	INFO	:	Epoch 2018 | loss: 0.0311195 | val_loss: 0.0311685 | Time: 2341.68 ms
[2022-01-08 12:39:00	                main:574]	:	INFO	:	Epoch 2019 | loss: 0.0311161 | val_loss: 0.0311784 | Time: 2357.9 ms
[2022-01-08 12:39:02	                main:574]	:	INFO	:	Epoch 2020 | loss: 0.0311232 | val_loss: 0.0311764 | Time: 2174.15 ms
[2022-01-08 12:39:04	                main:574]	:	INFO	:	Epoch 2021 | loss: 0.0311152 | val_loss: 0.0311797 | Time: 1706.58 ms
[2022-01-08 12:39:06	                main:574]	:	INFO	:	Epoch 2022 | loss: 0.0311151 | val_loss: 0.0311767 | Time: 2340.9 ms
[2022-01-08 12:39:09	                main:574]	:	INFO	:	Epoch 2023 | loss: 0.0311168 | val_loss: 0.0311722 | Time: 2314.52 ms
[2022-01-08 12:39:11	                main:574]	:	INFO	:	Epoch 2024 | loss: 0.0311143 | val_loss: 0.0311744 | Time: 2282.78 ms
[2022-01-08 12:39:13	                main:574]	:	INFO	:	Epoch 2025 | loss: 0.0311184 | val_loss: 0.0311723 | Time: 2256.27 ms
[2022-01-08 12:39:16	                main:574]	:	INFO	:	Epoch 2026 | loss: 0.0311155 | val_loss: 0.0311726 | Time: 2241.84 ms
[2022-01-08 12:39:18	                main:574]	:	INFO	:	Epoch 2027 | loss: 0.0311169 | val_loss: 0.031174 | Time: 2283.81 ms
[2022-01-08 12:39:20	                main:574]	:	INFO	:	Epoch 2028 | loss: 0.031122 | val_loss: 0.03118 | Time: 2284.57 ms
[2022-01-08 12:39:22	                main:574]	:	INFO	:	Epoch 2029 | loss: 0.0311199 | val_loss: 0.0311743 | Time: 2186.59 ms
[2022-01-08 12:39:24	                main:574]	:	INFO	:	Epoch 2030 | loss: 0.0311166 | val_loss: 0.031171 | Time: 1727.02 ms
[2022-01-08 12:39:26	                main:574]	:	INFO	:	Epoch 2031 | loss: 0.0311164 | val_loss: 0.0311709 | Time: 2325.19 ms
[2022-01-08 12:39:29	                main:574]	:	INFO	:	Epoch 2032 | loss: 0.0311126 | val_loss: 0.0311709 | Time: 2359.68 ms
[2022-01-08 12:39:31	                main:574]	:	INFO	:	Epoch 2033 | loss: 0.0311194 | val_loss: 0.0311719 | Time: 2277.6 ms
[2022-01-08 12:39:34	                main:574]	:	INFO	:	Epoch 2034 | loss: 0.0311188 | val_loss: 0.0311716 | Time: 2352.21 ms
[2022-01-08 12:39:36	                main:574]	:	INFO	:	Epoch 2035 | loss: 0.0311152 | val_loss: 0.0311771 | Time: 2291.62 ms
[2022-01-08 12:39:38	                main:574]	:	INFO	:	Epoch 2036 | loss: 0.0311164 | val_loss: 0.0311735 | Time: 2252.56 ms
[2022-01-08 12:39:40	                main:574]	:	INFO	:	Epoch 2037 | loss: 0.0311179 | val_loss: 0.0311739 | Time: 2346.09 ms
[2022-01-08 12:39:43	                main:574]	:	INFO	:	Epoch 2038 | loss: 0.0311177 | val_loss: 0.0311829 | Time: 2064.2 ms
[2022-01-08 12:39:44	                main:574]	:	INFO	:	Epoch 2039 | loss: 0.0311151 | val_loss: 0.0311864 | Time: 1793.46 ms
[2022-01-08 12:39:47	                main:574]	:	INFO	:	Epoch 2040 | loss: 0.0311162 | val_loss: 0.0311903 | Time: 2266.55 ms
[2022-01-08 12:39:49	                main:574]	:	INFO	:	Epoch 2041 | loss: 0.0311187 | val_loss: 0.0311701 | Time: 2327.33 ms
[2022-01-08 12:39:51	                main:574]	:	INFO	:	Epoch 2042 | loss: 0.0311142 | val_loss: 0.031182 | Time: 2300.13 ms
[2022-01-08 12:39:54	                main:574]	:	INFO	:	Epoch 2043 | loss: 0.0311123 | val_loss: 0.0311688 | Time: 2270.39 ms
[2022-01-08 12:39:56	                main:574]	:	INFO	:	Epoch 2044 | loss: 0.0311185 | val_loss: 0.0311778 | Time: 2241.62 ms
[2022-01-08 12:39:58	                main:574]	:	INFO	:	Epoch 2045 | loss: 0.0311155 | val_loss: 0.0311745 | Time: 2307.25 ms
[2022-01-08 12:40:00	                main:574]	:	INFO	:	Epoch 2046 | loss: 0.0311162 | val_loss: 0.0311759 | Time: 2315.93 ms
[2022-01-08 12:40:03	                main:574]	:	INFO	:	Epoch 2047 | loss: 0.0311156 | val_loss: 0.0311774 | Time: 2073.85 ms
[2022-01-08 12:40:04	                main:574]	:	INFO	:	Epoch 2048 | loss: 0.0311118 | val_loss: 0.0311789 | Time: 1707.4 ms
[2022-01-08 12:40:04	                main:597]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.0311789
[2022-01-08 12:40:04	                main:603]	:	INFO	:	Saving end state to config to file
[2022-01-08 12:40:04	                main:608]	:	INFO	:	Success, exiting..
12:40:04 (7788): 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)