Task 10967575

Name ParityModified-1639963611-2657-2-0_0
Workunit 8258347
Created 23 Jan 2022, 10:33:56 UTC
Sent 7 Feb 2022, 19:10:04 UTC
Report deadline 15 Feb 2022, 19:10:04 UTC
Received 10 Feb 2022, 16:51:09 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 1182
Run time 4 hours 59 min 21 sec
CPU time 4 hours 31 min 4 sec
Validate state Valid
Credit 4,160.00
Device peak FLOPS 4,702.10 GFLOPS
Application version Machine Learning Dataset Generator (GPU) v9.75 (cuda10200)
windows_x86_64
Peak working set size 1.62 GB
Peak swap size 3.60 GB
Peak disk usage 1.54 GB

Stderr output

<core_client_version>7.16.20</core_client_version>
<![CDATA[
<stderr_txt>
in:574]	:	INFO	:	Epoch 1599 | loss: 0.0311161 | val_loss: 0.0311547 | Time: 8809.95 ms
[2022-02-09 21:26:34	                main:574]	:	INFO	:	Epoch 1600 | loss: 0.0311156 | val_loss: 0.0311535 | Time: 8751.41 ms
[2022-02-09 21:26:43	                main:574]	:	INFO	:	Epoch 1601 | loss: 0.0311178 | val_loss: 0.0311614 | Time: 8767.12 ms
[2022-02-09 21:26:52	                main:574]	:	INFO	:	Epoch 1602 | loss: 0.0311178 | val_loss: 0.031163 | Time: 8820.07 ms
[2022-02-09 21:27:01	                main:574]	:	INFO	:	Epoch 1603 | loss: 0.0311158 | val_loss: 0.0311507 | Time: 9137.14 ms
[2022-02-09 21:27:10	                main:574]	:	INFO	:	Epoch 1604 | loss: 0.031115 | val_loss: 0.0311547 | Time: 8845.38 ms
[2022-02-09 21:27:18	                main:574]	:	INFO	:	Epoch 1605 | loss: 0.0311151 | val_loss: 0.0311589 | Time: 8705.56 ms
[2022-02-09 21:27:28	                main:574]	:	INFO	:	Epoch 1606 | loss: 0.0311127 | val_loss: 0.0311617 | Time: 9053.5 ms
[2022-02-09 21:27:36	                main:574]	:	INFO	:	Epoch 1607 | loss: 0.0311121 | val_loss: 0.0311577 | Time: 8635.85 ms
[2022-02-09 21:27:45	                main:574]	:	INFO	:	Epoch 1608 | loss: 0.0311182 | val_loss: 0.0311519 | Time: 8510.98 ms
[2022-02-09 21:27:53	                main:574]	:	INFO	:	Epoch 1609 | loss: 0.0311157 | val_loss: 0.0311603 | Time: 8186.23 ms
[2022-02-09 21:28:01	                main:574]	:	INFO	:	Epoch 1610 | loss: 0.0311119 | val_loss: 0.0311596 | Time: 7880.45 ms
[2022-02-09 21:28:09	                main:574]	:	INFO	:	Epoch 1611 | loss: 0.0311169 | val_loss: 0.031153 | Time: 8026.65 ms
[2022-02-09 21:28:17	                main:574]	:	INFO	:	Epoch 1612 | loss: 0.0311144 | val_loss: 0.0311566 | Time: 8093.08 ms
[2022-02-09 21:28:25	                main:574]	:	INFO	:	Epoch 1613 | loss: 0.0311193 | val_loss: 0.0311589 | Time: 7941.16 ms
[2022-02-09 21:28:33	                main:574]	:	INFO	:	Epoch 1614 | loss: 0.0311157 | val_loss: 0.0311576 | Time: 7858.88 ms
[2022-02-09 21:28:41	                main:574]	:	INFO	:	Epoch 1615 | loss: 0.0311154 | val_loss: 0.0311582 | Time: 7778.88 ms
[2022-02-09 21:28:49	                main:574]	:	INFO	:	Epoch 1616 | loss: 0.0311148 | val_loss: 0.0311543 | Time: 7847.15 ms
[2022-02-09 21:28:57	                main:574]	:	INFO	:	Epoch 1617 | loss: 0.0311149 | val_loss: 0.0311525 | Time: 7862.75 ms
[2022-02-09 21:29:05	                main:574]	:	INFO	:	Epoch 1618 | loss: 0.0311148 | val_loss: 0.0311534 | Time: 7931.62 ms
[2022-02-09 21:29:13	                main:574]	:	INFO	:	Epoch 1619 | loss: 0.0311159 | val_loss: 0.031152 | Time: 7793.06 ms
[2022-02-09 21:29:20	                main:574]	:	INFO	:	Epoch 1620 | loss: 0.0311121 | val_loss: 0.0311552 | Time: 7900.59 ms
[2022-02-09 21:29:28	                main:574]	:	INFO	:	Epoch 1621 | loss: 0.0311111 | val_loss: 0.0311555 | Time: 7839.63 ms
[2022-02-09 21:29:36	                main:574]	:	INFO	:	Epoch 1622 | loss: 0.03111 | val_loss: 0.0311602 | Time: 7941 ms
[2022-02-09 21:29:44	                main:574]	:	INFO	:	Epoch 1623 | loss: 0.0311121 | val_loss: 0.0311622 | Time: 7959.54 ms
[2022-02-09 21:29:52	                main:574]	:	INFO	:	Epoch 1624 | loss: 0.0311109 | val_loss: 0.0311533 | Time: 8085.36 ms
[2022-02-09 21:30:01	                main:574]	:	INFO	:	Epoch 1625 | loss: 0.0311069 | val_loss: 0.0311556 | Time: 8038.65 ms
[2022-02-09 21:30:09	                main:574]	:	INFO	:	Epoch 1626 | loss: 0.0311073 | val_loss: 0.0311554 | Time: 8337.37 ms
[2022-02-09 21:30:17	                main:574]	:	INFO	:	Epoch 1627 | loss: 0.0311074 | val_loss: 0.0311565 | Time: 8059.8 ms
[2022-02-09 21:30:25	                main:574]	:	INFO	:	Epoch 1628 | loss: 0.0311076 | val_loss: 0.031153 | Time: 7769.37 ms
[2022-02-09 21:30:33	                main:574]	:	INFO	:	Epoch 1629 | loss: 0.0311085 | val_loss: 0.0311551 | Time: 7643.71 ms
[2022-02-09 21:30:40	                main:574]	:	INFO	:	Epoch 1630 | loss: 0.0311112 | val_loss: 0.0311722 | Time: 7644.53 ms
[2022-02-09 21:30:48	                main:574]	:	INFO	:	Epoch 1631 | loss: 0.0311158 | val_loss: 0.0311549 | Time: 7489.49 ms
[2022-02-09 21:30:55	                main:574]	:	INFO	:	Epoch 1632 | loss: 0.0311063 | val_loss: 0.031154 | Time: 7478.49 ms
[2022-02-09 21:31:03	                main:574]	:	INFO	:	Epoch 1633 | loss: 0.0311052 | val_loss: 0.0311557 | Time: 7474.54 ms
[2022-02-09 21:31:10	                main:574]	:	INFO	:	Epoch 1634 | loss: 0.0311058 | val_loss: 0.0311571 | Time: 7600.09 ms
[2022-02-09 21:31:18	                main:574]	:	INFO	:	Epoch 1635 | loss: 0.0311071 | val_loss: 0.0311596 | Time: 7815.23 ms
[2022-02-09 21:31:26	                main:574]	:	INFO	:	Epoch 1636 | loss: 0.0311108 | val_loss: 0.0311514 | Time: 7988.11 ms
[2022-02-09 21:31:34	                main:574]	:	INFO	:	Epoch 1637 | loss: 0.0311109 | val_loss: 0.0311544 | Time: 7450.04 ms
[2022-02-09 21:31:41	                main:574]	:	INFO	:	Epoch 1638 | loss: 0.0311114 | val_loss: 0.0311565 | Time: 7383.03 ms
[2022-02-09 21:31:49	                main:574]	:	INFO	:	Epoch 1639 | loss: 0.0311092 | val_loss: 0.031155 | Time: 7476.38 ms
[2022-02-09 21:31:56	                main:574]	:	INFO	:	Epoch 1640 | loss: 0.0311105 | val_loss: 0.0311565 | Time: 7428.05 ms
[2022-02-09 21:32:04	                main:574]	:	INFO	:	Epoch 1641 | loss: 0.0311201 | val_loss: 0.0311499 | Time: 7354.08 ms
[2022-02-09 21:32:11	                main:574]	:	INFO	:	Epoch 1642 | loss: 0.0311161 | val_loss: 0.0311611 | Time: 7315.39 ms
[2022-02-09 21:32:19	                main:574]	:	INFO	:	Epoch 1643 | loss: 0.031116 | val_loss: 0.0311571 | Time: 7419.98 ms
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce GTX 1060 6GB)
[2022-02-09 22:24:46	                main:435]	:	INFO	:	Set logging level to 1
[2022-02-09 22:24:46	                main:441]	:	INFO	:	Running in BOINC Client mode
[2022-02-09 22:24:46	                main:444]	:	INFO	:	Resolving all filenames
[2022-02-09 22:24:46	                main:452]	:	INFO	:	Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1)
[2022-02-09 22:24:47	                main:452]	:	INFO	:	Resolved: model.cfg => model.cfg (exists = 1)
[2022-02-09 22:24:47	                main:452]	:	INFO	:	Resolved: model-final.pt => model-final.pt (exists = 0)
[2022-02-09 22:24:47	                main:452]	:	INFO	:	Resolved: model-input.pt => model-input.pt (exists = 1)
[2022-02-09 22:24:47	                main:452]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2022-02-09 22:24:47	                main:472]	:	INFO	:	Dataset filename: dataset.hdf5
[2022-02-09 22:24:47	                main:474]	:	INFO	:	Configuration: 
[2022-02-09 22:24:48	                main:475]	:	INFO	:	    Model type: GRU
[2022-02-09 22:24:48	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2022-02-09 22:24:48	                main:477]	:	INFO	:	    Max Epochs: 2048
[2022-02-09 22:24:48	                main:478]	:	INFO	:	    Batch Size: 128
[2022-02-09 22:24:48	                main:479]	:	INFO	:	    Learning Rate: 0.01
[2022-02-09 22:24:48	                main:480]	:	INFO	:	    Patience: 10
[2022-02-09 22:24:48	                main:481]	:	INFO	:	    Hidden Width: 12
[2022-02-09 22:24:49	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2022-02-09 22:24:49	                main:483]	:	INFO	:	    # Backend Layers: 4
[2022-02-09 22:24:49	                main:484]	:	INFO	:	    # Threads: 1
[2022-02-09 22:24:49	                main:486]	:	INFO	:	Preparing Dataset
[2022-02-09 22:24:49	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from dataset.hdf5 into memory
[2022-02-09 22:24:50	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from dataset.hdf5 into memory
[2022-02-09 22:24:52	                load:106]	:	INFO	:	Successfully loaded dataset of 2048 examples into memory.
[2022-02-09 22:24:52	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xv from dataset.hdf5 into memory
[2022-02-09 22:24:53	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yv from dataset.hdf5 into memory
[2022-02-09 22:24:53	                load:106]	:	INFO	:	Successfully loaded dataset of 512 examples into memory.
[2022-02-09 22:24:53	                main:494]	:	INFO	:	Creating Model
[2022-02-09 22:24:53	                main:507]	:	INFO	:	Preparing config file
[2022-02-09 22:24:53	                main:511]	:	INFO	:	Found checkpoint, attempting to load... 
[2022-02-09 22:24:53	                main:512]	:	INFO	:	Loading config
[2022-02-09 22:24:53	                main:514]	:	INFO	:	Loading state
[2022-02-09 22:24:54	                main:559]	:	INFO	:	Loading DataLoader into Memory
[2022-02-09 22:24:54	                main:562]	:	INFO	:	Starting Training
[2022-02-09 22:25:03	                main:574]	:	INFO	:	Epoch 1638 | loss: 0.0311782 | val_loss: 0.0311791 | Time: 8118.2 ms
[2022-02-09 22:25:10	                main:574]	:	INFO	:	Epoch 1639 | loss: 0.0311173 | val_loss: 0.031157 | Time: 7616.91 ms
[2022-02-09 22:25:18	                main:574]	:	INFO	:	Epoch 1640 | loss: 0.0311089 | val_loss: 0.0311561 | Time: 7651.34 ms
[2022-02-09 22:25:26	                main:574]	:	INFO	:	Epoch 1641 | loss: 0.0311082 | val_loss: 0.0311602 | Time: 7927.24 ms
[2022-02-09 22:25:34	                main:574]	:	INFO	:	Epoch 1642 | loss: 0.0311118 | val_loss: 0.0311562 | Time: 8148.47 ms
[2022-02-09 22:25:42	                main:574]	:	INFO	:	Epoch 1643 | loss: 0.0311112 | val_loss: 0.0311601 | Time: 7527.98 ms
[2022-02-09 22:25:49	                main:574]	:	INFO	:	Epoch 1644 | loss: 0.0311109 | val_loss: 0.0311548 | Time: 7730.75 ms
[2022-02-09 22:25:57	                main:574]	:	INFO	:	Epoch 1645 | loss: 0.0311104 | val_loss: 0.0311603 | Time: 7651.78 ms
[2022-02-09 22:26:05	                main:574]	:	INFO	:	Epoch 1646 | loss: 0.0311067 | val_loss: 0.0311549 | Time: 7909.1 ms
[2022-02-09 22:26:13	                main:574]	:	INFO	:	Epoch 1647 | loss: 0.0311102 | val_loss: 0.0311511 | Time: 7810.84 ms
[2022-02-09 22:26:21	                main:574]	:	INFO	:	Epoch 1648 | loss: 0.031108 | val_loss: 0.0311558 | Time: 7752.51 ms
[2022-02-09 22:26:29	                main:574]	:	INFO	:	Epoch 1649 | loss: 0.0311079 | val_loss: 0.0311541 | Time: 7928.94 ms
[2022-02-09 22:26:37	                main:574]	:	INFO	:	Epoch 1650 | loss: 0.0311066 | val_loss: 0.0311621 | Time: 7652.21 ms
[2022-02-09 22:26:44	                main:574]	:	INFO	:	Epoch 1651 | loss: 0.0311045 | val_loss: 0.0311543 | Time: 7547.87 ms
[2022-02-09 22:26:52	                main:574]	:	INFO	:	Epoch 1652 | loss: 0.0311048 | val_loss: 0.0311593 | Time: 7526.9 ms
[2022-02-09 22:27:00	                main:574]	:	INFO	:	Epoch 1653 | loss: 0.0311054 | val_loss: 0.031157 | Time: 7532.24 ms
[2022-02-09 22:27:07	                main:574]	:	INFO	:	Epoch 1654 | loss: 0.0311046 | val_loss: 0.0311615 | Time: 7565.32 ms
[2022-02-09 22:27:15	                main:574]	:	INFO	:	Epoch 1655 | loss: 0.0311061 | val_loss: 0.0311601 | Time: 7652.8 ms
[2022-02-09 22:27:23	                main:574]	:	INFO	:	Epoch 1656 | loss: 0.0311103 | val_loss: 0.0311595 | Time: 7589.52 ms
[2022-02-09 22:27:32	                main:574]	:	INFO	:	Epoch 1657 | loss: 0.0311111 | val_loss: 0.031159 | Time: 8936.15 ms
[2022-02-09 22:27:39	                main:574]	:	INFO	:	Epoch 1658 | loss: 0.0311083 | val_loss: 0.0311563 | Time: 7711.47 ms
[2022-02-09 22:27:47	                main:574]	:	INFO	:	Epoch 1659 | loss: 0.0311075 | val_loss: 0.0311645 | Time: 7583.42 ms
[2022-02-09 22:27:55	                main:574]	:	INFO	:	Epoch 1660 | loss: 0.0311136 | val_loss: 0.0311613 | Time: 7416.88 ms
[2022-02-09 22:28:02	                main:574]	:	INFO	:	Epoch 1661 | loss: 0.031112 | val_loss: 0.0311575 | Time: 7557.9 ms
[2022-02-09 22:28:10	                main:574]	:	INFO	:	Epoch 1662 | loss: 0.03111 | val_loss: 0.0311567 | Time: 7544.33 ms
[2022-02-09 22:28:17	                main:574]	:	INFO	:	Epoch 1663 | loss: 0.03111 | val_loss: 0.0311557 | Time: 7065.18 ms
[2022-02-09 22:28:25	                main:574]	:	INFO	:	Epoch 1664 | loss: 0.0311079 | val_loss: 0.0311566 | Time: 7257.46 ms
[2022-02-09 22:28:33	                main:574]	:	INFO	:	Epoch 1665 | loss: 0.0311059 | val_loss: 0.0311601 | Time: 7192.13 ms
[2022-02-09 22:28:40	                main:574]	:	INFO	:	Epoch 1666 | loss: 0.0311052 | val_loss: 0.0311554 | Time: 7136.72 ms
[2022-02-09 22:28:47	                main:574]	:	INFO	:	Epoch 1667 | loss: 0.0311031 | val_loss: 0.031158 | Time: 6959.26 ms
[2022-02-09 22:28:55	                main:574]	:	INFO	:	Epoch 1668 | loss: 0.0311047 | val_loss: 0.0311545 | Time: 6995.97 ms
[2022-02-09 22:29:02	                main:574]	:	INFO	:	Epoch 1669 | loss: 0.0311035 | val_loss: 0.0311614 | Time: 7002.62 ms
[2022-02-09 22:29:09	                main:574]	:	INFO	:	Epoch 1670 | loss: 0.0311056 | val_loss: 0.0311538 | Time: 7075.71 ms
[2022-02-09 22:29:17	                main:574]	:	INFO	:	Epoch 1671 | loss: 0.0311088 | val_loss: 0.031158 | Time: 7615.47 ms
[2022-02-09 22:29:24	                main:574]	:	INFO	:	Epoch 1672 | loss: 0.0311148 | val_loss: 0.0311594 | Time: 7100.7 ms
[2022-02-09 22:29:32	                main:574]	:	INFO	:	Epoch 1673 | loss: 0.0311103 | val_loss: 0.0311625 | Time: 7566.63 ms
[2022-02-09 22:29:39	                main:574]	:	INFO	:	Epoch 1674 | loss: 0.031104 | val_loss: 0.0311555 | Time: 7144.91 ms
[2022-02-09 22:29:46	                main:574]	:	INFO	:	Epoch 1675 | loss: 0.0311064 | val_loss: 0.0311674 | Time: 7087.08 ms
[2022-02-09 22:29:53	                main:574]	:	INFO	:	Epoch 1676 | loss: 0.0311082 | val_loss: 0.0311608 | Time: 7115.34 ms
[2022-02-09 22:30:01	                main:574]	:	INFO	:	Epoch 1677 | loss: 0.0311085 | val_loss: 0.031157 | Time: 7187.24 ms
[2022-02-09 22:30:08	                main:574]	:	INFO	:	Epoch 1678 | loss: 0.031105 | val_loss: 0.0311611 | Time: 7318.33 ms
[2022-02-09 22:30:15	                main:574]	:	INFO	:	Epoch 1679 | loss: 0.0311082 | val_loss: 0.0311556 | Time: 6988.66 ms
[2022-02-09 22:30:22	                main:574]	:	INFO	:	Epoch 1680 | loss: 0.0311057 | val_loss: 0.0311586 | Time: 7047.27 ms
[2022-02-09 22:30:29	                main:574]	:	INFO	:	Epoch 1681 | loss: 0.0311039 | val_loss: 0.0311594 | Time: 6854.1 ms
[2022-02-09 22:30:36	                main:574]	:	INFO	:	Epoch 1682 | loss: 0.031105 | val_loss: 0.031166 | Time: 6816.38 ms
[2022-02-09 22:30:43	                main:574]	:	INFO	:	Epoch 1683 | loss: 0.0311066 | val_loss: 0.0311589 | Time: 7094.19 ms
[2022-02-09 22:30:50	                main:574]	:	INFO	:	Epoch 1684 | loss: 0.0311034 | val_loss: 0.0311632 | Time: 6920.36 ms
[2022-02-09 22:30:57	                main:574]	:	INFO	:	Epoch 1685 | loss: 0.0311044 | val_loss: 0.0311644 | Time: 6921.27 ms
[2022-02-09 22:31:04	                main:574]	:	INFO	:	Epoch 1686 | loss: 0.0311031 | val_loss: 0.0311543 | Time: 6880.63 ms
[2022-02-09 22:31:11	                main:574]	:	INFO	:	Epoch 1687 | loss: 0.0311044 | val_loss: 0.0311645 | Time: 7020.6 ms
[2022-02-09 22:31:18	                main:574]	:	INFO	:	Epoch 1688 | loss: 0.0311063 | val_loss: 0.0311523 | Time: 6854.76 ms
[2022-02-09 22:31:25	                main:574]	:	INFO	:	Epoch 1689 | loss: 0.0311128 | val_loss: 0.0311651 | Time: 6924.07 ms
[2022-02-09 22:31:32	                main:574]	:	INFO	:	Epoch 1690 | loss: 0.0311125 | val_loss: 0.0311521 | Time: 6869.4 ms
[2022-02-09 22:31:39	                main:574]	:	INFO	:	Epoch 1691 | loss: 0.0311093 | val_loss: 0.0311573 | Time: 7009.93 ms
[2022-02-09 22:31:46	                main:574]	:	INFO	:	Epoch 1692 | loss: 0.0311069 | val_loss: 0.0311518 | Time: 7022.24 ms
[2022-02-09 22:31:53	                main:574]	:	INFO	:	Epoch 1693 | loss: 0.0311113 | val_loss: 0.031162 | Time: 6880.15 ms
[2022-02-09 22:32:01	                main:574]	:	INFO	:	Epoch 1694 | loss: 0.0311157 | val_loss: 0.0311596 | Time: 7462.48 ms
[2022-02-09 22:32:08	                main:574]	:	INFO	:	Epoch 1695 | loss: 0.0311115 | val_loss: 0.0311539 | Time: 7123.37 ms
[2022-02-09 22:32:15	                main:574]	:	INFO	:	Epoch 1696 | loss: 0.0311158 | val_loss: 0.0311567 | Time: 7141.48 ms
[2022-02-09 22:32:22	                main:574]	:	INFO	:	Epoch 1697 | loss: 0.031113 | val_loss: 0.0311501 | Time: 7002.62 ms
[2022-02-09 22:32:29	                main:574]	:	INFO	:	Epoch 1698 | loss: 0.0311161 | val_loss: 0.0311512 | Time: 7005.12 ms
[2022-02-09 22:32:36	                main:574]	:	INFO	:	Epoch 1699 | loss: 0.0311168 | val_loss: 0.0311578 | Time: 7133.58 ms
[2022-02-09 22:32:43	                main:574]	:	INFO	:	Epoch 1700 | loss: 0.0311098 | val_loss: 0.0311534 | Time: 7025.14 ms
[2022-02-09 22:32:51	                main:574]	:	INFO	:	Epoch 1701 | loss: 0.03111 | val_loss: 0.0311551 | Time: 7194.77 ms
[2022-02-09 22:32:58	                main:574]	:	INFO	:	Epoch 1702 | loss: 0.0311107 | val_loss: 0.0311671 | Time: 7177.45 ms
[2022-02-09 22:33:05	                main:574]	:	INFO	:	Epoch 1703 | loss: 0.031112 | val_loss: 0.0311555 | Time: 7197.58 ms
[2022-02-09 22:33:12	                main:574]	:	INFO	:	Epoch 1704 | loss: 0.0311142 | val_loss: 0.0311546 | Time: 7152.1 ms
[2022-02-09 22:33:20	                main:574]	:	INFO	:	Epoch 1705 | loss: 0.0311159 | val_loss: 0.0311546 | Time: 7342.02 ms
[2022-02-09 22:33:27	                main:574]	:	INFO	:	Epoch 1706 | loss: 0.0311153 | val_loss: 0.0311547 | Time: 7363.94 ms
[2022-02-09 22:33:35	                main:574]	:	INFO	:	Epoch 1707 | loss: 0.0311215 | val_loss: 0.0311794 | Time: 7255.67 ms
[2022-02-09 22:33:42	                main:574]	:	INFO	:	Epoch 1708 | loss: 0.0311187 | val_loss: 0.0311548 | Time: 7240.02 ms
[2022-02-09 22:33:49	                main:574]	:	INFO	:	Epoch 1709 | loss: 0.0311112 | val_loss: 0.0311547 | Time: 7295.55 ms
[2022-02-09 22:33:56	                main:574]	:	INFO	:	Epoch 1710 | loss: 0.0311102 | val_loss: 0.0311651 | Time: 7127.9 ms
[2022-02-09 22:34:04	                main:574]	:	INFO	:	Epoch 1711 | loss: 0.0311116 | val_loss: 0.0311557 | Time: 7256.91 ms
[2022-02-09 22:34:11	                main:574]	:	INFO	:	Epoch 1712 | loss: 0.0311113 | val_loss: 0.0311605 | Time: 7158.35 ms
[2022-02-09 22:34:18	                main:574]	:	INFO	:	Epoch 1713 | loss: 0.0311114 | val_loss: 0.0311614 | Time: 7219.69 ms
[2022-02-09 22:34:26	                main:574]	:	INFO	:	Epoch 1714 | loss: 0.0311105 | val_loss: 0.0311574 | Time: 7302.26 ms
[2022-02-09 22:34:33	                main:574]	:	INFO	:	Epoch 1715 | loss: 0.0311163 | val_loss: 0.0311525 | Time: 7173.63 ms
[2022-02-09 22:34:40	                main:574]	:	INFO	:	Epoch 1716 | loss: 0.0311223 | val_loss: 0.031155 | Time: 7160.73 ms
[2022-02-09 22:34:49	                main:574]	:	INFO	:	Epoch 1717 | loss: 0.0311235 | val_loss: 0.0311574 | Time: 8881.22 ms
[2022-02-09 22:34:59	                main:574]	:	INFO	:	Epoch 1718 | loss: 0.0311224 | val_loss: 0.0311758 | Time: 10072.9 ms
[2022-02-09 22:35:09	                main:574]	:	INFO	:	Epoch 1719 | loss: 0.0311292 | val_loss: 0.031156 | Time: 9582.94 ms
[2022-02-09 22:35:17	                main:574]	:	INFO	:	Epoch 1720 | loss: 0.0311244 | val_loss: 0.0311618 | Time: 7779.75 ms
[2022-02-09 22:35:24	                main:574]	:	INFO	:	Epoch 1721 | loss: 0.0311381 | val_loss: 0.0311632 | Time: 7272.14 ms
[2022-02-09 22:35:31	                main:574]	:	INFO	:	Epoch 1722 | loss: 0.0311362 | val_loss: 0.0311598 | Time: 7351.28 ms
[2022-02-09 22:35:39	                main:574]	:	INFO	:	Epoch 1723 | loss: 0.0311293 | val_loss: 0.0311613 | Time: 7309.25 ms
[2022-02-09 22:35:46	                main:574]	:	INFO	:	Epoch 1724 | loss: 0.0311283 | val_loss: 0.0311641 | Time: 7219.64 ms
[2022-02-09 22:35:53	                main:574]	:	INFO	:	Epoch 1725 | loss: 0.0311213 | val_loss: 0.031162 | Time: 7329.3 ms
[2022-02-09 22:36:01	                main:574]	:	INFO	:	Epoch 1726 | loss: 0.031123 | val_loss: 0.031164 | Time: 7253.87 ms
[2022-02-09 22:36:08	                main:574]	:	INFO	:	Epoch 1727 | loss: 0.0311212 | val_loss: 0.0311631 | Time: 7256.54 ms
[2022-02-09 22:36:16	                main:574]	:	INFO	:	Epoch 1728 | loss: 0.0311247 | val_loss: 0.0311671 | Time: 7548.43 ms
[2022-02-09 22:36:23	                main:574]	:	INFO	:	Epoch 1729 | loss: 0.0311266 | val_loss: 0.0311628 | Time: 7317.76 ms
[2022-02-09 22:36:30	                main:574]	:	INFO	:	Epoch 1730 | loss: 0.0311233 | val_loss: 0.0311662 | Time: 7216.14 ms
[2022-02-09 22:36:38	                main:574]	:	INFO	:	Epoch 1731 | loss: 0.0311213 | val_loss: 0.0311603 | Time: 7317.25 ms
[2022-02-09 22:36:45	                main:574]	:	INFO	:	Epoch 1732 | loss: 0.0311193 | val_loss: 0.0311623 | Time: 6856.48 ms
[2022-02-09 22:36:52	                main:574]	:	INFO	:	Epoch 1733 | loss: 0.0311167 | val_loss: 0.0311562 | Time: 7167.38 ms
[2022-02-09 22:36:59	                main:574]	:	INFO	:	Epoch 1734 | loss: 0.0311174 | val_loss: 0.0311646 | Time: 7212.18 ms
[2022-02-09 22:37:06	                main:574]	:	INFO	:	Epoch 1735 | loss: 0.0311194 | val_loss: 0.031156 | Time: 7165.61 ms
[2022-02-09 22:37:14	                main:574]	:	INFO	:	Epoch 1736 | loss: 0.0311145 | val_loss: 0.0311546 | Time: 7205.77 ms
[2022-02-09 22:37:21	                main:574]	:	INFO	:	Epoch 1737 | loss: 0.0311125 | val_loss: 0.0311534 | Time: 7332.56 ms
[2022-02-09 22:37:28	                main:574]	:	INFO	:	Epoch 1738 | loss: 0.0311118 | val_loss: 0.0311624 | Time: 7319.26 ms
[2022-02-09 22:37:36	                main:574]	:	INFO	:	Epoch 1739 | loss: 0.0311118 | val_loss: 0.0311572 | Time: 7259.7 ms
[2022-02-09 22:37:43	                main:574]	:	INFO	:	Epoch 1740 | loss: 0.0311112 | val_loss: 0.0311592 | Time: 7244.23 ms
[2022-02-09 22:37:50	                main:574]	:	INFO	:	Epoch 1741 | loss: 0.0311096 | val_loss: 0.0311555 | Time: 7110.05 ms
[2022-02-09 22:37:57	                main:574]	:	INFO	:	Epoch 1742 | loss: 0.0311076 | val_loss: 0.031156 | Time: 7210.17 ms
[2022-02-09 22:38:05	                main:574]	:	INFO	:	Epoch 1743 | loss: 0.0311079 | val_loss: 0.0311618 | Time: 7391.74 ms
[2022-02-09 22:38:12	                main:574]	:	INFO	:	Epoch 1744 | loss: 0.0311065 | val_loss: 0.0311532 | Time: 7102.38 ms
[2022-02-09 22:38:19	                main:574]	:	INFO	:	Epoch 1745 | loss: 0.0311066 | val_loss: 0.0311576 | Time: 7133.44 ms
[2022-02-09 22:38:26	                main:574]	:	INFO	:	Epoch 1746 | loss: 0.0311076 | val_loss: 0.031157 | Time: 7049.72 ms
[2022-02-09 22:38:33	                main:574]	:	INFO	:	Epoch 1747 | loss: 0.0311135 | val_loss: 0.0311654 | Time: 6958.55 ms
[2022-02-09 22:38:40	                main:574]	:	INFO	:	Epoch 1748 | loss: 0.031138 | val_loss: 0.0311641 | Time: 6883 ms
[2022-02-09 22:38:47	                main:574]	:	INFO	:	Epoch 1749 | loss: 0.0311343 | val_loss: 0.0311616 | Time: 6840.23 ms
[2022-02-09 22:38:54	                main:574]	:	INFO	:	Epoch 1750 | loss: 0.0311304 | val_loss: 0.0311568 | Time: 6803.26 ms
[2022-02-09 22:39:01	                main:574]	:	INFO	:	Epoch 1751 | loss: 0.0311288 | val_loss: 0.0311566 | Time: 7075.6 ms
[2022-02-09 22:39:08	                main:574]	:	INFO	:	Epoch 1752 | loss: 0.0311235 | val_loss: 0.0311551 | Time: 7073.51 ms
[2022-02-09 22:39:15	                main:574]	:	INFO	:	Epoch 1753 | loss: 0.0311203 | val_loss: 0.031158 | Time: 7027.68 ms
[2022-02-09 22:39:22	                main:574]	:	INFO	:	Epoch 1754 | loss: 0.0311192 | val_loss: 0.0311587 | Time: 7023.6 ms
[2022-02-09 22:39:30	                main:574]	:	INFO	:	Epoch 1755 | loss: 0.0311231 | val_loss: 0.0311589 | Time: 7818.75 ms
[2022-02-09 22:39:38	                main:574]	:	INFO	:	Epoch 1756 | loss: 0.0311163 | val_loss: 0.031154 | Time: 6952.35 ms
[2022-02-09 22:39:46	                main:574]	:	INFO	:	Epoch 1757 | loss: 0.0311135 | val_loss: 0.0311476 | Time: 6970.32 ms
[2022-02-09 22:39:53	                main:574]	:	INFO	:	Epoch 1758 | loss: 0.0311108 | val_loss: 0.0311553 | Time: 6993.88 ms
[2022-02-09 22:39:59	                main:574]	:	INFO	:	Epoch 1759 | loss: 0.031113 | val_loss: 0.0311553 | Time: 6641.23 ms
[2022-02-09 22:40:06	                main:574]	:	INFO	:	Epoch 1760 | loss: 0.0311095 | val_loss: 0.0311476 | Time: 6920.68 ms
[2022-02-09 22:40:13	                main:574]	:	INFO	:	Epoch 1761 | loss: 0.0311109 | val_loss: 0.0311541 | Time: 6855.76 ms
[2022-02-09 22:40:20	                main:574]	:	INFO	:	Epoch 1762 | loss: 0.03111 | val_loss: 0.0311475 | Time: 6875.21 ms
[2022-02-09 22:40:28	                main:574]	:	INFO	:	Epoch 1763 | loss: 0.0311093 | val_loss: 0.0311579 | Time: 7228.47 ms
[2022-02-09 22:40:35	                main:574]	:	INFO	:	Epoch 1764 | loss: 0.0311089 | val_loss: 0.0311511 | Time: 7020.16 ms
[2022-02-09 22:40:42	                main:574]	:	INFO	:	Epoch 1765 | loss: 0.0311119 | val_loss: 0.0311498 | Time: 7044.55 ms
[2022-02-09 22:40:49	                main:574]	:	INFO	:	Epoch 1766 | loss: 0.0311106 | val_loss: 0.0311561 | Time: 7126.48 ms
[2022-02-09 22:40:56	                main:574]	:	INFO	:	Epoch 1767 | loss: 0.0311095 | val_loss: 0.0311557 | Time: 7285.51 ms
[2022-02-09 22:41:03	                main:574]	:	INFO	:	Epoch 1768 | loss: 0.03111 | val_loss: 0.0311577 | Time: 7209.93 ms
[2022-02-09 22:41:11	                main:574]	:	INFO	:	Epoch 1769 | loss: 0.0311067 | val_loss: 0.0311628 | Time: 7028.96 ms
[2022-02-09 22:41:17	                main:574]	:	INFO	:	Epoch 1770 | loss: 0.0311088 | val_loss: 0.0311559 | Time: 6842.58 ms
[2022-02-09 22:41:24	                main:574]	:	INFO	:	Epoch 1771 | loss: 0.0311385 | val_loss: 0.0311736 | Time: 6934.66 ms
[2022-02-09 22:41:31	                main:574]	:	INFO	:	Epoch 1772 | loss: 0.0319722 | val_loss: 0.0324333 | Time: 6892.82 ms
[2022-02-09 22:41:38	                main:574]	:	INFO	:	Epoch 1773 | loss: 0.0386898 | val_loss: 0.0350044 | Time: 6852.2 ms
[2022-02-09 22:41:45	                main:574]	:	INFO	:	Epoch 1774 | loss: 0.0325908 | val_loss: 0.0315615 | Time: 7135.6 ms
[2022-02-09 22:41:52	                main:574]	:	INFO	:	Epoch 1775 | loss: 0.031407 | val_loss: 0.031291 | Time: 6984.28 ms
[2022-02-09 22:42:00	                main:574]	:	INFO	:	Epoch 1776 | loss: 0.0312802 | val_loss: 0.0312583 | Time: 7040.6 ms
[2022-02-09 22:42:07	                main:574]	:	INFO	:	Epoch 1777 | loss: 0.0312562 | val_loss: 0.0312528 | Time: 7160.35 ms
[2022-02-09 22:42:14	                main:574]	:	INFO	:	Epoch 1778 | loss: 0.0312514 | val_loss: 0.0312508 | Time: 7180.92 ms
[2022-02-09 22:42:21	                main:574]	:	INFO	:	Epoch 1779 | loss: 0.0312488 | val_loss: 0.0312489 | Time: 6843.49 ms
[2022-02-09 22:42:28	                main:574]	:	INFO	:	Epoch 1780 | loss: 0.0312471 | val_loss: 0.0312474 | Time: 7199.23 ms
[2022-02-09 22:42:35	                main:574]	:	INFO	:	Epoch 1781 | loss: 0.0312453 | val_loss: 0.0312457 | Time: 6786.48 ms
[2022-02-09 22:42:42	                main:574]	:	INFO	:	Epoch 1782 | loss: 0.0312431 | val_loss: 0.0312438 | Time: 6938.52 ms
[2022-02-09 22:42:49	                main:574]	:	INFO	:	Epoch 1783 | loss: 0.0312407 | val_loss: 0.0312414 | Time: 6855.29 ms
[2022-02-09 22:42:56	                main:574]	:	INFO	:	Epoch 1784 | loss: 0.0312377 | val_loss: 0.0312373 | Time: 6971.82 ms
[2022-02-09 22:43:03	                main:574]	:	INFO	:	Epoch 1785 | loss: 0.0312335 | val_loss: 0.0312331 | Time: 7069.89 ms
[2022-02-09 22:43:10	                main:574]	:	INFO	:	Epoch 1786 | loss: 0.0312292 | val_loss: 0.0312286 | Time: 7010.79 ms
[2022-02-09 22:43:17	                main:574]	:	INFO	:	Epoch 1787 | loss: 0.031225 | val_loss: 0.0312232 | Time: 6726.04 ms
[2022-02-09 22:43:24	                main:574]	:	INFO	:	Epoch 1788 | loss: 0.0312197 | val_loss: 0.0312175 | Time: 7055.86 ms
[2022-02-09 22:43:31	                main:574]	:	INFO	:	Epoch 1789 | loss: 0.0312148 | val_loss: 0.0312122 | Time: 7012.46 ms
[2022-02-09 22:43:38	                main:574]	:	INFO	:	Epoch 1790 | loss: 0.0312106 | val_loss: 0.0312086 | Time: 7158.5 ms
[2022-02-09 22:43:45	                main:574]	:	INFO	:	Epoch 1791 | loss: 0.0312085 | val_loss: 0.0312072 | Time: 6799.01 ms
[2022-02-09 22:43:52	                main:574]	:	INFO	:	Epoch 1792 | loss: 0.0312081 | val_loss: 0.0312076 | Time: 6725.91 ms
[2022-02-09 22:43:59	                main:574]	:	INFO	:	Epoch 1793 | loss: 0.0312064 | val_loss: 0.031207 | Time: 6910.98 ms
[2022-02-09 22:44:06	                main:574]	:	INFO	:	Epoch 1794 | loss: 0.0312053 | val_loss: 0.0312065 | Time: 6886.14 ms
[2022-02-09 22:44:13	                main:574]	:	INFO	:	Epoch 1795 | loss: 0.0312035 | val_loss: 0.0312029 | Time: 6856.94 ms
[2022-02-09 22:44:20	                main:574]	:	INFO	:	Epoch 1796 | loss: 0.0312016 | val_loss: 0.031201 | Time: 6864.12 ms
[2022-02-09 22:44:27	                main:574]	:	INFO	:	Epoch 1797 | loss: 0.0312012 | val_loss: 0.0312001 | Time: 6972.41 ms
[2022-02-09 22:44:34	                main:574]	:	INFO	:	Epoch 1798 | loss: 0.0311988 | val_loss: 0.0311978 | Time: 6911.51 ms
[2022-02-09 22:44:41	                main:574]	:	INFO	:	Epoch 1799 | loss: 0.0311969 | val_loss: 0.0311957 | Time: 7074.84 ms
[2022-02-09 22:44:48	                main:574]	:	INFO	:	Epoch 1800 | loss: 0.0311955 | val_loss: 0.0311939 | Time: 7574.1 ms
[2022-02-09 22:44:57	                main:574]	:	INFO	:	Epoch 1801 | loss: 0.0311947 | val_loss: 0.031195 | Time: 8195.21 ms
[2022-02-09 22:45:05	                main:574]	:	INFO	:	Epoch 1802 | loss: 0.0311928 | val_loss: 0.0311918 | Time: 8246.16 ms
[2022-02-09 22:45:13	                main:574]	:	INFO	:	Epoch 1803 | loss: 0.0311911 | val_loss: 0.0311891 | Time: 8428.38 ms
[2022-02-09 22:45:22	                main:574]	:	INFO	:	Epoch 1804 | loss: 0.0311895 | val_loss: 0.0311887 | Time: 8186.71 ms
[2022-02-09 22:45:30	                main:574]	:	INFO	:	Epoch 1805 | loss: 0.0311892 | val_loss: 0.0311888 | Time: 8720.02 ms
[2022-02-09 22:45:39	                main:574]	:	INFO	:	Epoch 1806 | loss: 0.0311889 | val_loss: 0.0311864 | Time: 8457.31 ms
[2022-02-09 22:45:47	                main:574]	:	INFO	:	Epoch 1807 | loss: 0.0311881 | val_loss: 0.0311871 | Time: 8078.74 ms
[2022-02-09 22:45:55	                main:574]	:	INFO	:	Epoch 1808 | loss: 0.0311881 | val_loss: 0.0311856 | Time: 8340.9 ms
[2022-02-09 22:46:04	                main:574]	:	INFO	:	Epoch 1809 | loss: 0.0311873 | val_loss: 0.0311854 | Time: 8357.95 ms
[2022-02-09 22:46:12	                main:574]	:	INFO	:	Epoch 1810 | loss: 0.0311884 | val_loss: 0.0311854 | Time: 8347.69 ms
[2022-02-09 22:46:21	                main:574]	:	INFO	:	Epoch 1811 | loss: 0.0311866 | val_loss: 0.0311845 | Time: 8308.53 ms
[2022-02-09 22:46:29	                main:574]	:	INFO	:	Epoch 1812 | loss: 0.0311871 | val_loss: 0.031185 | Time: 8388.14 ms
[2022-02-09 22:46:37	                main:574]	:	INFO	:	Epoch 1813 | loss: 0.0311874 | val_loss: 0.0311832 | Time: 8258.6 ms
[2022-02-09 22:46:46	                main:574]	:	INFO	:	Epoch 1814 | loss: 0.0311866 | val_loss: 0.0311845 | Time: 8469.06 ms
[2022-02-09 22:46:54	                main:574]	:	INFO	:	Epoch 1815 | loss: 0.0311864 | val_loss: 0.0311821 | Time: 8355.66 ms
[2022-02-09 22:47:03	                main:574]	:	INFO	:	Epoch 1816 | loss: 0.0311839 | val_loss: 0.0311821 | Time: 8322.36 ms
[2022-02-09 22:47:11	                main:574]	:	INFO	:	Epoch 1817 | loss: 0.0311838 | val_loss: 0.0311831 | Time: 8435.91 ms
[2022-02-09 22:47:20	                main:574]	:	INFO	:	Epoch 1818 | loss: 0.0311827 | val_loss: 0.0311799 | Time: 8368.33 ms
[2022-02-09 22:47:28	                main:574]	:	INFO	:	Epoch 1819 | loss: 0.0311819 | val_loss: 0.0311796 | Time: 8541.72 ms
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce GTX 1060 6GB)
[2022-02-10 17:15:59	                main:435]	:	INFO	:	Set logging level to 1
[2022-02-10 17:15:59	                main:441]	:	INFO	:	Running in BOINC Client mode
[2022-02-10 17:16:00	                main:444]	:	INFO	:	Resolving all filenames
[2022-02-10 17:16:00	                main:452]	:	INFO	:	Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1)
[2022-02-10 17:16:00	                main:452]	:	INFO	:	Resolved: model.cfg => model.cfg (exists = 1)
[2022-02-10 17:16:00	                main:452]	:	INFO	:	Resolved: model-final.pt => model-final.pt (exists = 0)
[2022-02-10 17:16:01	                main:452]	:	INFO	:	Resolved: model-input.pt => model-input.pt (exists = 1)
[2022-02-10 17:16:01	                main:452]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2022-02-10 17:16:01	                main:472]	:	INFO	:	Dataset filename: dataset.hdf5
[2022-02-10 17:16:01	                main:474]	:	INFO	:	Configuration: 
[2022-02-10 17:16:01	                main:475]	:	INFO	:	    Model type: GRU
[2022-02-10 17:16:02	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2022-02-10 17:16:02	                main:477]	:	INFO	:	    Max Epochs: 2048
[2022-02-10 17:16:02	                main:478]	:	INFO	:	    Batch Size: 128
[2022-02-10 17:16:02	                main:479]	:	INFO	:	    Learning Rate: 0.01
[2022-02-10 17:16:02	                main:480]	:	INFO	:	    Patience: 10
[2022-02-10 17:16:02	                main:481]	:	INFO	:	    Hidden Width: 12
[2022-02-10 17:16:03	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2022-02-10 17:16:03	                main:483]	:	INFO	:	    # Backend Layers: 4
[2022-02-10 17:16:03	                main:484]	:	INFO	:	    # Threads: 1
[2022-02-10 17:16:03	                main:486]	:	INFO	:	Preparing Dataset
[2022-02-10 17:16:03	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from dataset.hdf5 into memory
[2022-02-10 17:16:11	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from dataset.hdf5 into memory
[2022-02-10 17:17:56	                load:106]	:	INFO	:	Successfully loaded dataset of 2048 examples into memory.
[2022-02-10 17:17:56	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xv from dataset.hdf5 into memory
[2022-02-10 17:17:57	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yv from dataset.hdf5 into memory
[2022-02-10 17:17:57	                load:106]	:	INFO	:	Successfully loaded dataset of 512 examples into memory.
[2022-02-10 17:17:57	                main:494]	:	INFO	:	Creating Model
[2022-02-10 17:17:58	                main:507]	:	INFO	:	Preparing config file
[2022-02-10 17:17:58	                main:511]	:	INFO	:	Found checkpoint, attempting to load... 
[2022-02-10 17:17:58	                main:512]	:	INFO	:	Loading config
[2022-02-10 17:17:58	                main:514]	:	INFO	:	Loading state
[2022-02-10 17:18:25	                main:559]	:	INFO	:	Loading DataLoader into Memory
[2022-02-10 17:18:25	                main:562]	:	INFO	:	Starting Training
[2022-02-10 17:18:36	                main:574]	:	INFO	:	Epoch 1819 | loss: 0.0321139 | val_loss: 0.0314465 | Time: 11191.8 ms
[2022-02-10 17:18:44	                main:574]	:	INFO	:	Epoch 1820 | loss: 0.0313271 | val_loss: 0.031281 | Time: 8039.32 ms
[2022-02-10 17:18:53	                main:574]	:	INFO	:	Epoch 1821 | loss: 0.0312616 | val_loss: 0.0312486 | Time: 8178.24 ms
[2022-02-10 17:19:03	                main:574]	:	INFO	:	Epoch 1822 | loss: 0.0312452 | val_loss: 0.031243 | Time: 9274.66 ms
[2022-02-10 17:19:11	                main:574]	:	INFO	:	Epoch 1823 | loss: 0.0312412 | val_loss: 0.0312391 | Time: 8520.6 ms
[2022-02-10 17:19:21	                main:574]	:	INFO	:	Epoch 1824 | loss: 0.0312371 | val_loss: 0.031233 | Time: 9920.67 ms
[2022-02-10 17:19:30	                main:574]	:	INFO	:	Epoch 1825 | loss: 0.0312309 | val_loss: 0.0312263 | Time: 8902.37 ms
[2022-02-10 17:19:39	                main:574]	:	INFO	:	Epoch 1826 | loss: 0.0312209 | val_loss: 0.0312137 | Time: 8205.1 ms
[2022-02-10 17:19:47	                main:574]	:	INFO	:	Epoch 1827 | loss: 0.0312035 | val_loss: 0.0311873 | Time: 8036.08 ms
[2022-02-10 17:19:55	                main:574]	:	INFO	:	Epoch 1828 | loss: 0.0311873 | val_loss: 0.0311808 | Time: 7903.83 ms
[2022-02-10 17:20:04	                main:574]	:	INFO	:	Epoch 1829 | loss: 0.0311787 | val_loss: 0.0311742 | Time: 8803.87 ms
[2022-02-10 17:20:13	                main:574]	:	INFO	:	Epoch 1830 | loss: 0.0311745 | val_loss: 0.0311733 | Time: 9002.72 ms
[2022-02-10 17:20:21	                main:574]	:	INFO	:	Epoch 1831 | loss: 0.0311722 | val_loss: 0.0311694 | Time: 8198.65 ms
[2022-02-10 17:20:29	                main:574]	:	INFO	:	Epoch 1832 | loss: 0.0311736 | val_loss: 0.0311796 | Time: 8115.48 ms
[2022-02-10 17:20:37	                main:574]	:	INFO	:	Epoch 1833 | loss: 0.0311709 | val_loss: 0.0311724 | Time: 7937.08 ms
[2022-02-10 17:20:45	                main:574]	:	INFO	:	Epoch 1834 | loss: 0.0311683 | val_loss: 0.0311674 | Time: 7887.25 ms
[2022-02-10 17:20:53	                main:574]	:	INFO	:	Epoch 1835 | loss: 0.0311656 | val_loss: 0.0311669 | Time: 8022.38 ms
[2022-02-10 17:21:01	                main:574]	:	INFO	:	Epoch 1836 | loss: 0.0311641 | val_loss: 0.0311678 | Time: 7974.21 ms
[2022-02-10 17:21:09	                main:574]	:	INFO	:	Epoch 1837 | loss: 0.0311641 | val_loss: 0.0311708 | Time: 7734.65 ms
[2022-02-10 17:21:17	                main:574]	:	INFO	:	Epoch 1838 | loss: 0.0311625 | val_loss: 0.0311661 | Time: 7869.57 ms
[2022-02-10 17:21:25	                main:574]	:	INFO	:	Epoch 1839 | loss: 0.0311625 | val_loss: 0.0311649 | Time: 8275.64 ms
[2022-02-10 17:21:33	                main:574]	:	INFO	:	Epoch 1840 | loss: 0.0311612 | val_loss: 0.0311655 | Time: 8204.08 ms
[2022-02-10 17:21:41	                main:574]	:	INFO	:	Epoch 1841 | loss: 0.0311632 | val_loss: 0.0311653 | Time: 7902.34 ms
[2022-02-10 17:21:49	                main:574]	:	INFO	:	Epoch 1842 | loss: 0.0311636 | val_loss: 0.0311609 | Time: 7924.78 ms
[2022-02-10 17:21:58	                main:574]	:	INFO	:	Epoch 1843 | loss: 0.0311626 | val_loss: 0.0311615 | Time: 8407.29 ms
[2022-02-10 17:22:06	                main:574]	:	INFO	:	Epoch 1844 | loss: 0.0311602 | val_loss: 0.031163 | Time: 8244.08 ms
[2022-02-10 17:22:14	                main:574]	:	INFO	:	Epoch 1845 | loss: 0.0311596 | val_loss: 0.0311626 | Time: 8167.42 ms
[2022-02-10 17:22:22	                main:574]	:	INFO	:	Epoch 1846 | loss: 0.0311578 | val_loss: 0.0311722 | Time: 8055.06 ms
[2022-02-10 17:22:31	                main:574]	:	INFO	:	Epoch 1847 | loss: 0.0311586 | val_loss: 0.031179 | Time: 8516.11 ms
[2022-02-10 17:22:40	                main:574]	:	INFO	:	Epoch 1848 | loss: 0.0311655 | val_loss: 0.0311605 | Time: 8727.92 ms
[2022-02-10 17:22:48	                main:574]	:	INFO	:	Epoch 1849 | loss: 0.0311586 | val_loss: 0.0311591 | Time: 8039.59 ms
[2022-02-10 17:22:56	                main:574]	:	INFO	:	Epoch 1850 | loss: 0.0311563 | val_loss: 0.0311723 | Time: 7975.69 ms
[2022-02-10 17:23:05	                main:574]	:	INFO	:	Epoch 1851 | loss: 0.0311578 | val_loss: 0.0311632 | Time: 8596.55 ms
[2022-02-10 17:23:14	                main:574]	:	INFO	:	Epoch 1852 | loss: 0.0311555 | val_loss: 0.0311622 | Time: 9748.2 ms
[2022-02-10 17:23:25	                main:574]	:	INFO	:	Epoch 1853 | loss: 0.0311565 | val_loss: 0.0311614 | Time: 10261.4 ms
[2022-02-10 17:23:33	                main:574]	:	INFO	:	Epoch 1854 | loss: 0.0311586 | val_loss: 0.0311614 | Time: 8652.24 ms
[2022-02-10 17:23:43	                main:574]	:	INFO	:	Epoch 1855 | loss: 0.0311601 | val_loss: 0.0311577 | Time: 9564.53 ms
[2022-02-10 17:23:52	                main:574]	:	INFO	:	Epoch 1856 | loss: 0.0311556 | val_loss: 0.0311574 | Time: 8499.77 ms
[2022-02-10 17:24:00	                main:574]	:	INFO	:	Epoch 1857 | loss: 0.0311572 | val_loss: 0.0311586 | Time: 8140.14 ms
[2022-02-10 17:24:08	                main:574]	:	INFO	:	Epoch 1858 | loss: 0.0311563 | val_loss: 0.0311575 | Time: 8138.24 ms
[2022-02-10 17:24:16	                main:574]	:	INFO	:	Epoch 1859 | loss: 0.0311534 | val_loss: 0.0311598 | Time: 8109.77 ms
[2022-02-10 17:24:25	                main:574]	:	INFO	:	Epoch 1860 | loss: 0.0311553 | val_loss: 0.0311579 | Time: 8522.52 ms
[2022-02-10 17:24:33	                main:574]	:	INFO	:	Epoch 1861 | loss: 0.0311562 | val_loss: 0.0311601 | Time: 8351.44 ms
[2022-02-10 17:24:42	                main:574]	:	INFO	:	Epoch 1862 | loss: 0.031154 | val_loss: 0.0311572 | Time: 8446.6 ms
[2022-02-10 17:24:50	                main:574]	:	INFO	:	Epoch 1863 | loss: 0.0311544 | val_loss: 0.0311611 | Time: 8156.71 ms
[2022-02-10 17:24:58	                main:574]	:	INFO	:	Epoch 1864 | loss: 0.0311555 | val_loss: 0.0311573 | Time: 8209.8 ms
[2022-02-10 17:25:07	                main:574]	:	INFO	:	Epoch 1865 | loss: 0.0311516 | val_loss: 0.0311578 | Time: 9083.96 ms
[2022-02-10 17:25:16	                main:574]	:	INFO	:	Epoch 1866 | loss: 0.0311563 | val_loss: 0.0311619 | Time: 8437.13 ms
[2022-02-10 17:25:25	                main:574]	:	INFO	:	Epoch 1867 | loss: 0.0311562 | val_loss: 0.0311589 | Time: 8524.51 ms
[2022-02-10 17:25:33	                main:574]	:	INFO	:	Epoch 1868 | loss: 0.0311545 | val_loss: 0.0311591 | Time: 8476.3 ms
[2022-02-10 17:25:42	                main:574]	:	INFO	:	Epoch 1869 | loss: 0.0311551 | val_loss: 0.0311605 | Time: 9283.73 ms
[2022-02-10 17:25:51	                main:574]	:	INFO	:	Epoch 1870 | loss: 0.031156 | val_loss: 0.0311588 | Time: 8531.9 ms
[2022-02-10 17:26:00	                main:574]	:	INFO	:	Epoch 1871 | loss: 0.0311565 | val_loss: 0.0311643 | Time: 8639.96 ms
[2022-02-10 17:26:09	                main:574]	:	INFO	:	Epoch 1872 | loss: 0.0311538 | val_loss: 0.0311574 | Time: 8699.78 ms
[2022-02-10 17:26:17	                main:574]	:	INFO	:	Epoch 1873 | loss: 0.0311508 | val_loss: 0.031154 | Time: 8317.59 ms
[2022-02-10 17:26:25	                main:574]	:	INFO	:	Epoch 1874 | loss: 0.031154 | val_loss: 0.0311613 | Time: 8342.03 ms
[2022-02-10 17:26:34	                main:574]	:	INFO	:	Epoch 1875 | loss: 0.031151 | val_loss: 0.0311551 | Time: 8216.5 ms
[2022-02-10 17:26:42	                main:574]	:	INFO	:	Epoch 1876 | loss: 0.0311493 | val_loss: 0.0311557 | Time: 8703.85 ms
[2022-02-10 17:26:50	                main:574]	:	INFO	:	Epoch 1877 | loss: 0.0311488 | val_loss: 0.0311564 | Time: 8007.2 ms
[2022-02-10 17:26:59	                main:574]	:	INFO	:	Epoch 1878 | loss: 0.0311511 | val_loss: 0.0311541 | Time: 8621.49 ms
[2022-02-10 17:27:07	                main:574]	:	INFO	:	Epoch 1879 | loss: 0.0311535 | val_loss: 0.0311759 | Time: 8126.15 ms
[2022-02-10 17:27:15	                main:574]	:	INFO	:	Epoch 1880 | loss: 0.0311509 | val_loss: 0.0311563 | Time: 8084.02 ms
[2022-02-10 17:27:24	                main:574]	:	INFO	:	Epoch 1881 | loss: 0.0311461 | val_loss: 0.031155 | Time: 8252.08 ms
[2022-02-10 17:27:32	                main:574]	:	INFO	:	Epoch 1882 | loss: 0.0311464 | val_loss: 0.0311552 | Time: 8009.25 ms
[2022-02-10 17:27:40	                main:574]	:	INFO	:	Epoch 1883 | loss: 0.0311497 | val_loss: 0.0311735 | Time: 8547.76 ms
[2022-02-10 17:27:49	                main:574]	:	INFO	:	Epoch 1884 | loss: 0.0311489 | val_loss: 0.0311654 | Time: 8300.75 ms
[2022-02-10 17:27:57	                main:574]	:	INFO	:	Epoch 1885 | loss: 0.0311456 | val_loss: 0.0311556 | Time: 8265.49 ms
[2022-02-10 17:28:06	                main:574]	:	INFO	:	Epoch 1886 | loss: 0.0311468 | val_loss: 0.0311566 | Time: 8314.15 ms
[2022-02-10 17:28:14	                main:574]	:	INFO	:	Epoch 1887 | loss: 0.0311475 | val_loss: 0.0311702 | Time: 8128.78 ms
[2022-02-10 17:28:22	                main:574]	:	INFO	:	Epoch 1888 | loss: 0.0311519 | val_loss: 0.0311565 | Time: 8543.38 ms
[2022-02-10 17:28:31	                main:574]	:	INFO	:	Epoch 1889 | loss: 0.031148 | val_loss: 0.0311577 | Time: 8397.45 ms
[2022-02-10 17:28:39	                main:574]	:	INFO	:	Epoch 1890 | loss: 0.031147 | val_loss: 0.0311569 | Time: 8230.21 ms
[2022-02-10 17:28:48	                main:574]	:	INFO	:	Epoch 1891 | loss: 0.0311444 | val_loss: 0.0311575 | Time: 8914.24 ms
[2022-02-10 17:28:56	                main:574]	:	INFO	:	Epoch 1892 | loss: 0.0311461 | val_loss: 0.0311596 | Time: 8267.64 ms
[2022-02-10 17:29:05	                main:574]	:	INFO	:	Epoch 1893 | loss: 0.0311473 | val_loss: 0.0311583 | Time: 8191.84 ms
[2022-02-10 17:29:13	                main:574]	:	INFO	:	Epoch 1894 | loss: 0.0311481 | val_loss: 0.0311555 | Time: 8158.36 ms
[2022-02-10 17:29:21	                main:574]	:	INFO	:	Epoch 1895 | loss: 0.0311471 | val_loss: 0.0311596 | Time: 8139.08 ms
[2022-02-10 17:29:30	                main:574]	:	INFO	:	Epoch 1896 | loss: 0.0311521 | val_loss: 0.0311603 | Time: 8950.13 ms
[2022-02-10 17:29:38	                main:574]	:	INFO	:	Epoch 1897 | loss: 0.031148 | val_loss: 0.0311531 | Time: 8074.32 ms
[2022-02-10 17:29:46	                main:574]	:	INFO	:	Epoch 1898 | loss: 0.031147 | val_loss: 0.0311593 | Time: 7955.75 ms
[2022-02-10 17:29:54	                main:574]	:	INFO	:	Epoch 1899 | loss: 0.0311513 | val_loss: 0.0311596 | Time: 7981.26 ms
[2022-02-10 17:30:03	                main:574]	:	INFO	:	Epoch 1900 | loss: 0.0311477 | val_loss: 0.0311579 | Time: 8259.33 ms
[2022-02-10 17:30:10	                main:574]	:	INFO	:	Epoch 1901 | loss: 0.0311461 | val_loss: 0.0311555 | Time: 7835.02 ms
[2022-02-10 17:30:18	                main:574]	:	INFO	:	Epoch 1902 | loss: 0.0311475 | val_loss: 0.0311526 | Time: 7915.16 ms
[2022-02-10 17:30:26	                main:574]	:	INFO	:	Epoch 1903 | loss: 0.0311462 | val_loss: 0.0311533 | Time: 8044.05 ms
[2022-02-10 17:30:35	                main:574]	:	INFO	:	Epoch 1904 | loss: 0.0311462 | val_loss: 0.0311539 | Time: 8223.83 ms
[2022-02-10 17:30:43	                main:574]	:	INFO	:	Epoch 1905 | loss: 0.0311473 | val_loss: 0.0311596 | Time: 8125 ms
[2022-02-10 17:30:51	                main:574]	:	INFO	:	Epoch 1906 | loss: 0.0311438 | val_loss: 0.0311555 | Time: 7924.02 ms
[2022-02-10 17:30:59	                main:574]	:	INFO	:	Epoch 1907 | loss: 0.0311457 | val_loss: 0.0311598 | Time: 7724.63 ms
[2022-02-10 17:31:07	                main:574]	:	INFO	:	Epoch 1908 | loss: 0.0311432 | val_loss: 0.0311572 | Time: 8396.72 ms
[2022-02-10 17:31:15	                main:574]	:	INFO	:	Epoch 1909 | loss: 0.0311433 | val_loss: 0.0311537 | Time: 7794.36 ms
[2022-02-10 17:31:23	                main:574]	:	INFO	:	Epoch 1910 | loss: 0.0311418 | val_loss: 0.0311559 | Time: 8342.13 ms
[2022-02-10 17:31:32	                main:574]	:	INFO	:	Epoch 1911 | loss: 0.0311439 | val_loss: 0.0311696 | Time: 8414.58 ms
[2022-02-10 17:31:40	                main:574]	:	INFO	:	Epoch 1912 | loss: 0.0311494 | val_loss: 0.031157 | Time: 8278.53 ms
[2022-02-10 17:31:48	                main:574]	:	INFO	:	Epoch 1913 | loss: 0.0311458 | val_loss: 0.0311606 | Time: 8175.99 ms
[2022-02-10 17:31:57	                main:574]	:	INFO	:	Epoch 1914 | loss: 0.0311465 | val_loss: 0.0311582 | Time: 8307.84 ms
[2022-02-10 17:32:06	                main:574]	:	INFO	:	Epoch 1915 | loss: 0.0311456 | val_loss: 0.0311547 | Time: 9414.93 ms
[2022-02-10 17:32:15	                main:574]	:	INFO	:	Epoch 1916 | loss: 0.0311423 | val_loss: 0.0311575 | Time: 9028.39 ms
[2022-02-10 17:32:24	                main:574]	:	INFO	:	Epoch 1917 | loss: 0.031144 | val_loss: 0.031156 | Time: 8340.26 ms
[2022-02-10 17:32:33	                main:574]	:	INFO	:	Epoch 1918 | loss: 0.0311429 | val_loss: 0.031158 | Time: 8885.51 ms
[2022-02-10 17:32:41	                main:574]	:	INFO	:	Epoch 1919 | loss: 0.0311452 | val_loss: 0.0311559 | Time: 8605.93 ms
[2022-02-10 17:32:50	                main:574]	:	INFO	:	Epoch 1920 | loss: 0.0311431 | val_loss: 0.0311575 | Time: 8671.83 ms
[2022-02-10 17:32:59	                main:574]	:	INFO	:	Epoch 1921 | loss: 0.0311429 | val_loss: 0.0311583 | Time: 8647.91 ms
[2022-02-10 17:33:07	                main:574]	:	INFO	:	Epoch 1922 | loss: 0.0311428 | val_loss: 0.0311528 | Time: 8271.65 ms
[2022-02-10 17:33:15	                main:574]	:	INFO	:	Epoch 1923 | loss: 0.0311413 | val_loss: 0.0311569 | Time: 8143.29 ms
[2022-02-10 17:33:23	                main:574]	:	INFO	:	Epoch 1924 | loss: 0.0311417 | val_loss: 0.0311527 | Time: 7995.7 ms
[2022-02-10 17:33:31	                main:574]	:	INFO	:	Epoch 1925 | loss: 0.0311453 | val_loss: 0.0311577 | Time: 7969.15 ms
[2022-02-10 17:33:40	                main:574]	:	INFO	:	Epoch 1926 | loss: 0.031144 | val_loss: 0.0311608 | Time: 8467.29 ms
[2022-02-10 17:33:48	                main:574]	:	INFO	:	Epoch 1927 | loss: 0.0311423 | val_loss: 0.0311526 | Time: 8221.87 ms
[2022-02-10 17:33:57	                main:574]	:	INFO	:	Epoch 1928 | loss: 0.0311404 | val_loss: 0.0311559 | Time: 8579.5 ms
[2022-02-10 17:34:05	                main:574]	:	INFO	:	Epoch 1929 | loss: 0.0311415 | val_loss: 0.0311532 | Time: 8075.63 ms
[2022-02-10 17:34:14	                main:574]	:	INFO	:	Epoch 1930 | loss: 0.0311422 | val_loss: 0.0311567 | Time: 8530.75 ms
[2022-02-10 17:34:22	                main:574]	:	INFO	:	Epoch 1931 | loss: 0.0311397 | val_loss: 0.0311549 | Time: 8725.4 ms
[2022-02-10 17:34:31	                main:574]	:	INFO	:	Epoch 1932 | loss: 0.0311418 | val_loss: 0.0311567 | Time: 8478.39 ms
[2022-02-10 17:34:39	                main:574]	:	INFO	:	Epoch 1933 | loss: 0.0311484 | val_loss: 0.0311607 | Time: 8304.24 ms
[2022-02-10 17:34:47	                main:574]	:	INFO	:	Epoch 1934 | loss: 0.0311427 | val_loss: 0.0311538 | Time: 7884.25 ms
[2022-02-10 17:34:55	                main:574]	:	INFO	:	Epoch 1935 | loss: 0.0311402 | val_loss: 0.031159 | Time: 8090.86 ms
[2022-02-10 17:35:04	                main:574]	:	INFO	:	Epoch 1936 | loss: 0.0311442 | val_loss: 0.0311547 | Time: 8201.41 ms
[2022-02-10 17:35:12	                main:574]	:	INFO	:	Epoch 1937 | loss: 0.0311504 | val_loss: 0.0311696 | Time: 8414.07 ms
[2022-02-10 17:35:21	                main:574]	:	INFO	:	Epoch 1938 | loss: 0.0311473 | val_loss: 0.0311548 | Time: 8594.33 ms
[2022-02-10 17:35:30	                main:574]	:	INFO	:	Epoch 1939 | loss: 0.0311454 | val_loss: 0.0311594 | Time: 8749.44 ms
[2022-02-10 17:35:38	                main:574]	:	INFO	:	Epoch 1940 | loss: 0.0311417 | val_loss: 0.0311567 | Time: 8046.7 ms
[2022-02-10 17:35:46	                main:574]	:	INFO	:	Epoch 1941 | loss: 0.0311408 | val_loss: 0.0311543 | Time: 8599.16 ms
[2022-02-10 17:35:54	                main:574]	:	INFO	:	Epoch 1942 | loss: 0.0311398 | val_loss: 0.0311558 | Time: 7913.98 ms
[2022-02-10 17:36:03	                main:574]	:	INFO	:	Epoch 1943 | loss: 0.0311403 | val_loss: 0.0311568 | Time: 8455.25 ms
[2022-02-10 17:36:11	                main:574]	:	INFO	:	Epoch 1944 | loss: 0.031143 | val_loss: 0.0311543 | Time: 8166.31 ms
[2022-02-10 17:36:19	                main:574]	:	INFO	:	Epoch 1945 | loss: 0.031142 | val_loss: 0.0311551 | Time: 8321.38 ms
[2022-02-10 17:36:28	                main:574]	:	INFO	:	Epoch 1946 | loss: 0.0311412 | val_loss: 0.0311544 | Time: 8463.97 ms
[2022-02-10 17:36:36	                main:574]	:	INFO	:	Epoch 1947 | loss: 0.0311417 | val_loss: 0.0311544 | Time: 8365.65 ms
[2022-02-10 17:36:45	                main:574]	:	INFO	:	Epoch 1948 | loss: 0.0311407 | val_loss: 0.0311569 | Time: 8121.74 ms
[2022-02-10 17:36:53	                main:574]	:	INFO	:	Epoch 1949 | loss: 0.0311446 | val_loss: 0.0311631 | Time: 8208.78 ms
[2022-02-10 17:37:01	                main:574]	:	INFO	:	Epoch 1950 | loss: 0.0311437 | val_loss: 0.0311637 | Time: 8322.17 ms
[2022-02-10 17:37:10	                main:574]	:	INFO	:	Epoch 1951 | loss: 0.031145 | val_loss: 0.0311574 | Time: 8793.39 ms
[2022-02-10 17:37:18	                main:574]	:	INFO	:	Epoch 1952 | loss: 0.0311442 | val_loss: 0.0311627 | Time: 8147.48 ms
[2022-02-10 17:37:26	                main:574]	:	INFO	:	Epoch 1953 | loss: 0.0311426 | val_loss: 0.0311555 | Time: 8242.29 ms
[2022-02-10 17:37:35	                main:574]	:	INFO	:	Epoch 1954 | loss: 0.0311397 | val_loss: 0.0311542 | Time: 8411.99 ms
[2022-02-10 17:37:44	                main:574]	:	INFO	:	Epoch 1955 | loss: 0.0311412 | val_loss: 0.0311557 | Time: 9188.17 ms
[2022-02-10 17:37:53	                main:574]	:	INFO	:	Epoch 1956 | loss: 0.0311401 | val_loss: 0.0311542 | Time: 8575.25 ms
[2022-02-10 17:38:02	                main:574]	:	INFO	:	Epoch 1957 | loss: 0.0311414 | val_loss: 0.0311519 | Time: 8940.14 ms
[2022-02-10 17:38:10	                main:574]	:	INFO	:	Epoch 1958 | loss: 0.0311404 | val_loss: 0.0311544 | Time: 7999.36 ms
[2022-02-10 17:38:18	                main:574]	:	INFO	:	Epoch 1959 | loss: 0.0311425 | val_loss: 0.0311614 | Time: 8474.67 ms
[2022-02-10 17:38:27	                main:574]	:	INFO	:	Epoch 1960 | loss: 0.0311443 | val_loss: 0.0311542 | Time: 8676.98 ms
[2022-02-10 17:38:35	                main:574]	:	INFO	:	Epoch 1961 | loss: 0.0311415 | val_loss: 0.0311587 | Time: 8167.02 ms
[2022-02-10 17:38:44	                main:574]	:	INFO	:	Epoch 1962 | loss: 0.0311406 | val_loss: 0.0311551 | Time: 8403.33 ms
[2022-02-10 17:38:52	                main:574]	:	INFO	:	Epoch 1963 | loss: 0.0311408 | val_loss: 0.0311554 | Time: 8529.56 ms
[2022-02-10 17:39:01	                main:574]	:	INFO	:	Epoch 1964 | loss: 0.0311437 | val_loss: 0.0311539 | Time: 8818.57 ms
[2022-02-10 17:39:10	                main:574]	:	INFO	:	Epoch 1965 | loss: 0.0311407 | val_loss: 0.0311545 | Time: 8720.66 ms
[2022-02-10 17:39:19	                main:574]	:	INFO	:	Epoch 1966 | loss: 0.0311392 | val_loss: 0.0311534 | Time: 8449.28 ms
[2022-02-10 17:39:27	                main:574]	:	INFO	:	Epoch 1967 | loss: 0.0311406 | val_loss: 0.0311532 | Time: 8365.12 ms
[2022-02-10 17:39:36	                main:574]	:	INFO	:	Epoch 1968 | loss: 0.031141 | val_loss: 0.0311537 | Time: 8527.32 ms
[2022-02-10 17:39:44	                main:574]	:	INFO	:	Epoch 1969 | loss: 0.0311374 | val_loss: 0.0311522 | Time: 8055.1 ms
[2022-02-10 17:39:52	                main:574]	:	INFO	:	Epoch 1970 | loss: 0.031139 | val_loss: 0.0311565 | Time: 8138.3 ms
[2022-02-10 17:40:00	                main:574]	:	INFO	:	Epoch 1971 | loss: 0.0311377 | val_loss: 0.0311533 | Time: 8373.45 ms
[2022-02-10 17:40:09	                main:574]	:	INFO	:	Epoch 1972 | loss: 0.0311411 | val_loss: 0.0311606 | Time: 8352.97 ms
[2022-02-10 17:40:17	                main:574]	:	INFO	:	Epoch 1973 | loss: 0.0311396 | val_loss: 0.031154 | Time: 8417.18 ms
[2022-02-10 17:40:26	                main:574]	:	INFO	:	Epoch 1974 | loss: 0.0311383 | val_loss: 0.0311525 | Time: 8209.03 ms
[2022-02-10 17:40:35	                main:574]	:	INFO	:	Epoch 1975 | loss: 0.0311419 | val_loss: 0.0311618 | Time: 8849.55 ms
[2022-02-10 17:40:43	                main:574]	:	INFO	:	Epoch 1976 | loss: 0.0311444 | val_loss: 0.0311546 | Time: 8409.04 ms
[2022-02-10 17:40:52	                main:574]	:	INFO	:	Epoch 1977 | loss: 0.0311418 | val_loss: 0.0311578 | Time: 8475.06 ms
[2022-02-10 17:41:00	                main:574]	:	INFO	:	Epoch 1978 | loss: 0.0311381 | val_loss: 0.0311622 | Time: 8152.33 ms
[2022-02-10 17:41:08	                main:574]	:	INFO	:	Epoch 1979 | loss: 0.0311392 | val_loss: 0.0311559 | Time: 8462.14 ms
[2022-02-10 17:41:17	                main:574]	:	INFO	:	Epoch 1980 | loss: 0.0311379 | val_loss: 0.0311531 | Time: 8928.27 ms
[2022-02-10 17:41:26	                main:574]	:	INFO	:	Epoch 1981 | loss: 0.0311369 | val_loss: 0.031152 | Time: 8307.69 ms
[2022-02-10 17:41:35	                main:574]	:	INFO	:	Epoch 1982 | loss: 0.0311369 | val_loss: 0.0311529 | Time: 9058.54 ms
[2022-02-10 17:41:43	                main:574]	:	INFO	:	Epoch 1983 | loss: 0.0311369 | val_loss: 0.0311532 | Time: 8127.68 ms
[2022-02-10 17:41:51	                main:574]	:	INFO	:	Epoch 1984 | loss: 0.0311381 | val_loss: 0.0311619 | Time: 8222.52 ms
[2022-02-10 17:41:59	                main:574]	:	INFO	:	Epoch 1985 | loss: 0.031139 | val_loss: 0.0311577 | Time: 8265.77 ms
[2022-02-10 17:42:08	                main:574]	:	INFO	:	Epoch 1986 | loss: 0.0311348 | val_loss: 0.0311536 | Time: 8389.95 ms
[2022-02-10 17:42:16	                main:574]	:	INFO	:	Epoch 1987 | loss: 0.0311397 | val_loss: 0.0311582 | Time: 8510.62 ms
[2022-02-10 17:42:25	                main:574]	:	INFO	:	Epoch 1988 | loss: 0.0311364 | val_loss: 0.0311541 | Time: 8558.14 ms
[2022-02-10 17:42:33	                main:574]	:	INFO	:	Epoch 1989 | loss: 0.0311401 | val_loss: 0.0311599 | Time: 8198.84 ms
[2022-02-10 17:42:42	                main:574]	:	INFO	:	Epoch 1990 | loss: 0.0311388 | val_loss: 0.0311596 | Time: 8133.67 ms
[2022-02-10 17:42:50	                main:574]	:	INFO	:	Epoch 1991 | loss: 0.0311379 | val_loss: 0.0311531 | Time: 8202.62 ms
[2022-02-10 17:42:58	                main:574]	:	INFO	:	Epoch 1992 | loss: 0.0311386 | val_loss: 0.0311588 | Time: 8541.82 ms
[2022-02-10 17:43:07	                main:574]	:	INFO	:	Epoch 1993 | loss: 0.0311394 | val_loss: 0.0311558 | Time: 8353.29 ms
[2022-02-10 17:43:15	                main:574]	:	INFO	:	Epoch 1994 | loss: 0.0311377 | val_loss: 0.0311549 | Time: 8130.54 ms
[2022-02-10 17:43:23	                main:574]	:	INFO	:	Epoch 1995 | loss: 0.0311355 | val_loss: 0.0311502 | Time: 8099.96 ms
[2022-02-10 17:43:32	                main:574]	:	INFO	:	Epoch 1996 | loss: 0.0311356 | val_loss: 0.0311555 | Time: 8294.31 ms
[2022-02-10 17:43:40	                main:574]	:	INFO	:	Epoch 1997 | loss: 0.0311396 | val_loss: 0.0311619 | Time: 8397.28 ms
[2022-02-10 17:43:48	                main:574]	:	INFO	:	Epoch 1998 | loss: 0.0311439 | val_loss: 0.0311562 | Time: 8149.05 ms
[2022-02-10 17:43:57	                main:574]	:	INFO	:	Epoch 1999 | loss: 0.0311414 | val_loss: 0.0311559 | Time: 8318.51 ms
[2022-02-10 17:44:05	                main:574]	:	INFO	:	Epoch 2000 | loss: 0.0311398 | val_loss: 0.0311518 | Time: 8433.51 ms
[2022-02-10 17:44:15	                main:574]	:	INFO	:	Epoch 2001 | loss: 0.0311414 | val_loss: 0.0311609 | Time: 9432.62 ms
[2022-02-10 17:44:23	                main:574]	:	INFO	:	Epoch 2002 | loss: 0.0311416 | val_loss: 0.0311664 | Time: 8609.84 ms
[2022-02-10 17:44:32	                main:574]	:	INFO	:	Epoch 2003 | loss: 0.0311455 | val_loss: 0.0311503 | Time: 8559.72 ms
[2022-02-10 17:44:41	                main:574]	:	INFO	:	Epoch 2004 | loss: 0.0311362 | val_loss: 0.0311531 | Time: 9166.16 ms
[2022-02-10 17:44:50	                main:574]	:	INFO	:	Epoch 2005 | loss: 0.0311363 | val_loss: 0.0311535 | Time: 8975.26 ms
[2022-02-10 17:44:59	                main:574]	:	INFO	:	Epoch 2006 | loss: 0.0311364 | val_loss: 0.0311585 | Time: 8639.42 ms
[2022-02-10 17:45:08	                main:574]	:	INFO	:	Epoch 2007 | loss: 0.0311354 | val_loss: 0.0311573 | Time: 8997.37 ms
[2022-02-10 17:45:17	                main:574]	:	INFO	:	Epoch 2008 | loss: 0.0311387 | val_loss: 0.0311527 | Time: 9090.35 ms
[2022-02-10 17:45:26	                main:574]	:	INFO	:	Epoch 2009 | loss: 0.0311355 | val_loss: 0.0311523 | Time: 8815.39 ms
[2022-02-10 17:45:35	                main:574]	:	INFO	:	Epoch 2010 | loss: 0.0311395 | val_loss: 0.0311707 | Time: 8994.53 ms
[2022-02-10 17:45:44	                main:574]	:	INFO	:	Epoch 2011 | loss: 0.0311416 | val_loss: 0.0311551 | Time: 8983.83 ms
[2022-02-10 17:45:53	                main:574]	:	INFO	:	Epoch 2012 | loss: 0.0311404 | val_loss: 0.0311506 | Time: 8680.27 ms
[2022-02-10 17:46:02	                main:574]	:	INFO	:	Epoch 2013 | loss: 0.0311389 | val_loss: 0.0311569 | Time: 9617.98 ms
[2022-02-10 17:46:12	                main:574]	:	INFO	:	Epoch 2014 | loss: 0.0311395 | val_loss: 0.0311594 | Time: 9041.51 ms
[2022-02-10 17:46:20	                main:574]	:	INFO	:	Epoch 2015 | loss: 0.0311409 | val_loss: 0.031153 | Time: 8577.89 ms
[2022-02-10 17:46:28	                main:574]	:	INFO	:	Epoch 2016 | loss: 0.0311369 | val_loss: 0.0311513 | Time: 8030.27 ms
[2022-02-10 17:46:37	                main:574]	:	INFO	:	Epoch 2017 | loss: 0.0311366 | val_loss: 0.0311507 | Time: 8375.95 ms
[2022-02-10 17:46:45	                main:574]	:	INFO	:	Epoch 2018 | loss: 0.0311371 | val_loss: 0.0311587 | Time: 8417.06 ms
[2022-02-10 17:46:53	                main:574]	:	INFO	:	Epoch 2019 | loss: 0.0311377 | val_loss: 0.0311528 | Time: 8253.92 ms
[2022-02-10 17:47:02	                main:574]	:	INFO	:	Epoch 2020 | loss: 0.0311394 | val_loss: 0.0311541 | Time: 8202.03 ms
[2022-02-10 17:47:10	                main:574]	:	INFO	:	Epoch 2021 | loss: 0.0311375 | val_loss: 0.0311536 | Time: 8203.84 ms
[2022-02-10 17:47:18	                main:574]	:	INFO	:	Epoch 2022 | loss: 0.0311391 | val_loss: 0.0311593 | Time: 8508.33 ms
[2022-02-10 17:47:27	                main:574]	:	INFO	:	Epoch 2023 | loss: 0.0311414 | val_loss: 0.0311546 | Time: 8380.73 ms
[2022-02-10 17:47:35	                main:574]	:	INFO	:	Epoch 2024 | loss: 0.0311399 | val_loss: 0.0311529 | Time: 8077.76 ms
[2022-02-10 17:47:44	                main:574]	:	INFO	:	Epoch 2025 | loss: 0.0311377 | val_loss: 0.0311541 | Time: 8513.81 ms
[2022-02-10 17:47:52	                main:574]	:	INFO	:	Epoch 2026 | loss: 0.031139 | val_loss: 0.0311506 | Time: 8693.19 ms
[2022-02-10 17:48:01	                main:574]	:	INFO	:	Epoch 2027 | loss: 0.0311368 | val_loss: 0.0311514 | Time: 8252.28 ms
[2022-02-10 17:48:09	                main:574]	:	INFO	:	Epoch 2028 | loss: 0.0311371 | val_loss: 0.0311599 | Time: 8108.89 ms
[2022-02-10 17:48:17	                main:574]	:	INFO	:	Epoch 2029 | loss: 0.0311398 | val_loss: 0.0311531 | Time: 7921.38 ms
[2022-02-10 17:48:25	                main:574]	:	INFO	:	Epoch 2030 | loss: 0.0311379 | val_loss: 0.0311526 | Time: 8064.98 ms
[2022-02-10 17:48:33	                main:574]	:	INFO	:	Epoch 2031 | loss: 0.0311384 | val_loss: 0.0311539 | Time: 8258.64 ms
[2022-02-10 17:48:41	                main:574]	:	INFO	:	Epoch 2032 | loss: 0.0311441 | val_loss: 0.0311537 | Time: 8043.58 ms
[2022-02-10 17:48:50	                main:574]	:	INFO	:	Epoch 2033 | loss: 0.0311402 | val_loss: 0.0311542 | Time: 8240.14 ms
[2022-02-10 17:48:58	                main:574]	:	INFO	:	Epoch 2034 | loss: 0.0311389 | val_loss: 0.0311577 | Time: 8290.49 ms
[2022-02-10 17:49:07	                main:574]	:	INFO	:	Epoch 2035 | loss: 0.0311508 | val_loss: 0.0311561 | Time: 8947.62 ms
[2022-02-10 17:49:15	                main:574]	:	INFO	:	Epoch 2036 | loss: 0.0311511 | val_loss: 0.031155 | Time: 8451.71 ms
[2022-02-10 17:49:23	                main:574]	:	INFO	:	Epoch 2037 | loss: 0.0311547 | val_loss: 0.0311569 | Time: 7975.1 ms
[2022-02-10 17:49:32	                main:574]	:	INFO	:	Epoch 2038 | loss: 0.0311488 | val_loss: 0.031156 | Time: 8157.14 ms
[2022-02-10 17:49:40	                main:574]	:	INFO	:	Epoch 2039 | loss: 0.0311472 | val_loss: 0.0311543 | Time: 8189.72 ms
[2022-02-10 17:49:48	                main:574]	:	INFO	:	Epoch 2040 | loss: 0.0311465 | val_loss: 0.031155 | Time: 8301.89 ms
[2022-02-10 17:49:57	                main:574]	:	INFO	:	Epoch 2041 | loss: 0.0311424 | val_loss: 0.0311524 | Time: 8347.79 ms
[2022-02-10 17:50:05	                main:574]	:	INFO	:	Epoch 2042 | loss: 0.0311446 | val_loss: 0.0311516 | Time: 8427.29 ms
[2022-02-10 17:50:13	                main:574]	:	INFO	:	Epoch 2043 | loss: 0.0311396 | val_loss: 0.0311531 | Time: 8210.57 ms
[2022-02-10 17:50:22	                main:574]	:	INFO	:	Epoch 2044 | loss: 0.0311398 | val_loss: 0.0311502 | Time: 8483.16 ms
[2022-02-10 17:50:31	                main:574]	:	INFO	:	Epoch 2045 | loss: 0.0311419 | val_loss: 0.0311568 | Time: 8605 ms
[2022-02-10 17:50:39	                main:574]	:	INFO	:	Epoch 2046 | loss: 0.0311452 | val_loss: 0.0311523 | Time: 8120.45 ms
[2022-02-10 17:50:47	                main:574]	:	INFO	:	Epoch 2047 | loss: 0.0311408 | val_loss: 0.0311519 | Time: 8392.71 ms
[2022-02-10 17:50:55	                main:574]	:	INFO	:	Epoch 2048 | loss: 0.0311419 | val_loss: 0.0311512 | Time: 8026.45 ms
[2022-02-10 17:50:55	                main:597]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.0311512
[2022-02-10 17:50:55	                main:603]	:	INFO	:	Saving end state to config to file
[2022-02-10 17:50:55	                main:608]	:	INFO	:	Success, exiting..
17:50:55 (12672): 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)