Task 5747880

Name ParityMachine-1624823735-18544-3_0
Workunit 3579565
Created 10 Jul 2021, 1:23:52 UTC
Sent 16 Jul 2021, 18:44:58 UTC
Report deadline 23 Jul 2021, 18:44:58 UTC
Received 18 Jul 2021, 15:08:10 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 13546
Run time 1 hours 22 min 32 sec
CPU time 1 hours 22 min 4 sec
Validate state Valid
Credit 4,160.00
Device peak FLOPS 15,412.34 GFLOPS
Application version Machine Learning Dataset Generator (GPU) v9.80 (cuda10200)
x86_64-pc-linux-gnu
Peak working set size 2.32 GB
Peak swap size 10.56 GB
Peak disk usage 2.98 GB

Stderr output

<core_client_version>7.14.2</core_client_version>
<![CDATA[
<stderr_txt>
1609 | val_loss: 0.0311797 | Time: 2644.2 ms
[2021-07-18 15:48:23	                main:581]	:	INFO	:	Epoch 1579 | loss: 0.0311604 | val_loss: 0.0311813 | Time: 2821.06 ms
[2021-07-18 15:48:26	                main:581]	:	INFO	:	Epoch 1580 | loss: 0.0311641 | val_loss: 0.0311822 | Time: 2397.44 ms
SIGSEGV: segmentation violation
free(): corrupted unsorted chunks
SIGABRT: abort called
Stack trace (12 frames):
../../projects/www.mlcathome.org_mlcathome/mlds-gpu_9.80_x86_64-pc-linux-gnu__cuda10200(+0x37df9c)[0x5595b5ed7f9c]
/lib/x86_64-linux-gnu/libpthread.so.0(+0x12730)[0x7f545cecc730]
/lib/x86_64-linux-gnu/libc.so.6(+0x39d57)[0x7f53de7e6d57]
/lib/x86_64-linux-gnu/libc.so.6(+0x39eba)[0x7f53de7e6eba]
../../projects/www.mlcathome.org_mlcathome/mlds-gpu_9.80_x86_64-pc-linux-gnu__cuda10200(+0x379b25)[0x5595b5ed3b25]
../../projects/www.mlcathome.org_mlcathome/mlds-gpu_9.80_x86_64-pc-linux-gnu__cuda10200(+0x379bee)[0x5595b5ed3bee]
/lib/x86_64-linux-gnu/libpthread.so.0(+0x12730)[0x7f545cecc730]
/lib/x86_64-linux-gnu/libc.so.6(accept4+0x4d)[0x7f53de8a7ddd]
/lib/x86_64-linux-gnu/libcuda.so.1(+0x1e54a3)[0x7f53c0fda4a3]
/lib/x86_64-linux-gnu/libcuda.so.1(+0x287606)[0x7f53c107c606]
/lib/x86_64-linux-gnu/libpthread.so.0(+0x7fa3)[0x7f545cec1fa3]
/lib/x86_64-linux-gnu/libc.so.6(clone+0x3f)[0x7f53de8a64cf]

Exiting...
DEBUG: Args: ../../projects/www.mlcathome.org_mlcathome/mlds-gpu_9.80_x86_64-pc-linux-gnu__cuda10200 -c --maxepoch 2048 
nthreads: 1 gpudev: 0
Re-exec()-ing to set environment correctly
Machine Learning Dataset Generator v9.80 (Linux/x86_64) (libTorch: release/1.7 GPU: GeForce RTX 2080 Ti)
[2021-07-18 16:46:03	                main:442]	:	INFO	:	Set logging level to 1
[2021-07-18 16:46:03	                main:448]	:	INFO	:	Running in BOINC Client mode
[2021-07-18 16:46:03	                main:451]	:	INFO	:	Resolving all filenames
[2021-07-18 16:46:03	                main:459]	:	INFO	:	Resolved: dataset.hdf5 => ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 (exists = 1)
[2021-07-18 16:46:03	                main:459]	:	INFO	:	Resolved: model.cfg => ../../projects/www.mlcathome.org_mlcathome/ParityMachine-1624823735-18544-3_0_r983082596_1 (exists = 1)
[2021-07-18 16:46:03	                main:459]	:	INFO	:	Resolved: model-final.pt => ../../projects/www.mlcathome.org_mlcathome/ParityMachine-1624823735-18544-3_0_r983082596_0 (exists = 0)
[2021-07-18 16:46:03	                main:459]	:	INFO	:	Resolved: model-input.pt => ../../projects/www.mlcathome.org_mlcathome/ParityMachine-1624823735-18544-3 (exists = 1)
[2021-07-18 16:46:03	                main:459]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2021-07-18 16:46:03	                main:479]	:	INFO	:	Dataset filename: ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5
[2021-07-18 16:46:03	                main:481]	:	INFO	:	Configuration: 
[2021-07-18 16:46:03	                main:482]	:	INFO	:	    Model type: GRU
[2021-07-18 16:46:03	                main:483]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2021-07-18 16:46:03	                main:484]	:	INFO	:	    Max Epochs: 2048
[2021-07-18 16:46:03	                main:485]	:	INFO	:	    Batch Size: 128
[2021-07-18 16:46:03	                main:486]	:	INFO	:	    Learning Rate: 0.01
[2021-07-18 16:46:03	                main:487]	:	INFO	:	    Patience: 10
[2021-07-18 16:46:03	                main:488]	:	INFO	:	    Hidden Width: 12
[2021-07-18 16:46:03	                main:489]	:	INFO	:	    # Recurrent Layers: 4
[2021-07-18 16:46:03	                main:490]	:	INFO	:	    # Backend Layers: 4
[2021-07-18 16:46:03	                main:491]	:	INFO	:	    # Threads: 1
[2021-07-18 16:46:03	                main:493]	:	INFO	:	Preparing Dataset
[2021-07-18 16:46:03	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory
[2021-07-18 16:46:04	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory
[2021-07-18 16:46:14	                load:106]	:	INFO	:	Successfully loaded dataset of 2048 examples into memory.
[2021-07-18 16:46:14	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xv from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory
[2021-07-18 16:46:14	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yv from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory
[2021-07-18 16:46:14	                load:106]	:	INFO	:	Successfully loaded dataset of 512 examples into memory.
[2021-07-18 16:46:14	                main:501]	:	INFO	:	Creating Model
[2021-07-18 16:46:14	                main:514]	:	INFO	:	Preparing config file
[2021-07-18 16:46:14	                main:518]	:	INFO	:	Found checkpoint, attempting to load... 
[2021-07-18 16:46:14	                main:519]	:	INFO	:	Loading config
[2021-07-18 16:46:14	                main:521]	:	INFO	:	Loading state
[2021-07-18 16:46:17	                main:566]	:	INFO	:	Loading DataLoader into Memory
[2021-07-18 16:46:17	                main:569]	:	INFO	:	Starting Training
[2021-07-18 16:46:23	                main:581]	:	INFO	:	Epoch 1580 | loss: 0.0311836 | val_loss: 0.0311819 | Time: 5539.05 ms
[2021-07-18 16:46:25	                main:581]	:	INFO	:	Epoch 1581 | loss: 0.0311638 | val_loss: 0.031177 | Time: 2339.88 ms
[2021-07-18 16:46:27	                main:581]	:	INFO	:	Epoch 1582 | loss: 0.0311618 | val_loss: 0.0311806 | Time: 2428.99 ms
[2021-07-18 16:46:30	                main:581]	:	INFO	:	Epoch 1583 | loss: 0.0311619 | val_loss: 0.0311744 | Time: 2518.62 ms
[2021-07-18 16:46:32	                main:581]	:	INFO	:	Epoch 1584 | loss: 0.0311597 | val_loss: 0.0311768 | Time: 2499.97 ms
[2021-07-18 16:46:35	                main:581]	:	INFO	:	Epoch 1585 | loss: 0.0311646 | val_loss: 0.0311776 | Time: 2390.63 ms
[2021-07-18 16:46:37	                main:581]	:	INFO	:	Epoch 1586 | loss: 0.0311655 | val_loss: 0.0311772 | Time: 2301.75 ms
[2021-07-18 16:46:40	                main:581]	:	INFO	:	Epoch 1587 | loss: 0.031164 | val_loss: 0.0311773 | Time: 2464.94 ms
[2021-07-18 16:46:42	                main:581]	:	INFO	:	Epoch 1588 | loss: 0.0311635 | val_loss: 0.0311783 | Time: 2467.5 ms
[2021-07-18 16:46:44	                main:581]	:	INFO	:	Epoch 1589 | loss: 0.0311617 | val_loss: 0.0311752 | Time: 2386.85 ms
[2021-07-18 16:46:47	                main:581]	:	INFO	:	Epoch 1590 | loss: 0.0311607 | val_loss: 0.0311805 | Time: 2352.51 ms
[2021-07-18 16:46:49	                main:581]	:	INFO	:	Epoch 1591 | loss: 0.0311625 | val_loss: 0.0311756 | Time: 2391.5 ms
[2021-07-18 16:46:52	                main:581]	:	INFO	:	Epoch 1592 | loss: 0.03116 | val_loss: 0.0311741 | Time: 2380.78 ms
[2021-07-18 16:46:54	                main:581]	:	INFO	:	Epoch 1593 | loss: 0.0311587 | val_loss: 0.0311763 | Time: 2496.9 ms
[2021-07-18 16:46:57	                main:581]	:	INFO	:	Epoch 1594 | loss: 0.0311595 | val_loss: 0.0311772 | Time: 2462.52 ms
[2021-07-18 16:46:59	                main:581]	:	INFO	:	Epoch 1595 | loss: 0.03116 | val_loss: 0.0311765 | Time: 2416.93 ms
[2021-07-18 16:47:01	                main:581]	:	INFO	:	Epoch 1596 | loss: 0.0311599 | val_loss: 0.0311784 | Time: 2390.4 ms
[2021-07-18 16:47:04	                main:581]	:	INFO	:	Epoch 1597 | loss: 0.0311581 | val_loss: 0.0311755 | Time: 2427.92 ms
[2021-07-18 16:47:06	                main:581]	:	INFO	:	Epoch 1598 | loss: 0.031158 | val_loss: 0.031177 | Time: 2370.47 ms
[2021-07-18 16:47:09	                main:581]	:	INFO	:	Epoch 1599 | loss: 0.0311615 | val_loss: 0.0311805 | Time: 2443.03 ms
[2021-07-18 16:47:11	                main:581]	:	INFO	:	Epoch 1600 | loss: 0.0311647 | val_loss: 0.0311788 | Time: 2478.15 ms
[2021-07-18 16:47:13	                main:581]	:	INFO	:	Epoch 1601 | loss: 0.0311607 | val_loss: 0.0311768 | Time: 2389.32 ms
[2021-07-18 16:47:16	                main:581]	:	INFO	:	Epoch 1602 | loss: 0.0311634 | val_loss: 0.0311756 | Time: 2414.31 ms
[2021-07-18 16:47:18	                main:581]	:	INFO	:	Epoch 1603 | loss: 0.0311628 | val_loss: 0.0311739 | Time: 2343.74 ms
[2021-07-18 16:47:20	                main:581]	:	INFO	:	Epoch 1604 | loss: 0.0311608 | val_loss: 0.0311758 | Time: 2233.02 ms
[2021-07-18 16:47:23	                main:581]	:	INFO	:	Epoch 1605 | loss: 0.03116 | val_loss: 0.0311771 | Time: 2403.14 ms
[2021-07-18 16:47:25	                main:581]	:	INFO	:	Epoch 1606 | loss: 0.0311607 | val_loss: 0.0311747 | Time: 2491.32 ms
[2021-07-18 16:47:28	                main:581]	:	INFO	:	Epoch 1607 | loss: 0.0311591 | val_loss: 0.0311742 | Time: 2414.86 ms
[2021-07-18 16:47:30	                main:581]	:	INFO	:	Epoch 1608 | loss: 0.0311582 | val_loss: 0.0311743 | Time: 2399.05 ms
[2021-07-18 16:47:33	                main:581]	:	INFO	:	Epoch 1609 | loss: 0.0311601 | val_loss: 0.0311782 | Time: 2445.77 ms
[2021-07-18 16:47:35	                main:581]	:	INFO	:	Epoch 1610 | loss: 0.0311582 | val_loss: 0.0311755 | Time: 2414.01 ms
[2021-07-18 16:47:37	                main:581]	:	INFO	:	Epoch 1611 | loss: 0.0311583 | val_loss: 0.0311758 | Time: 2357.21 ms
[2021-07-18 16:47:40	                main:581]	:	INFO	:	Epoch 1612 | loss: 0.0311589 | val_loss: 0.0311765 | Time: 2389.31 ms
[2021-07-18 16:47:42	                main:581]	:	INFO	:	Epoch 1613 | loss: 0.0311598 | val_loss: 0.0311746 | Time: 2441.88 ms
[2021-07-18 16:47:45	                main:581]	:	INFO	:	Epoch 1614 | loss: 0.0311589 | val_loss: 0.0311727 | Time: 2424.22 ms
[2021-07-18 16:47:47	                main:581]	:	INFO	:	Epoch 1615 | loss: 0.0311577 | val_loss: 0.0311744 | Time: 2376.11 ms
[2021-07-18 16:47:49	                main:581]	:	INFO	:	Epoch 1616 | loss: 0.0311563 | val_loss: 0.0311732 | Time: 2415.2 ms
[2021-07-18 16:47:52	                main:581]	:	INFO	:	Epoch 1617 | loss: 0.0311562 | val_loss: 0.031176 | Time: 2423.26 ms
[2021-07-18 16:47:54	                main:581]	:	INFO	:	Epoch 1618 | loss: 0.0311589 | val_loss: 0.0311787 | Time: 2494.03 ms
[2021-07-18 16:47:56	                main:581]	:	INFO	:	Epoch 1619 | loss: 0.0311601 | val_loss: 0.0311765 | Time: 2134.09 ms
[2021-07-18 16:47:59	                main:581]	:	INFO	:	Epoch 1620 | loss: 0.0311588 | val_loss: 0.0311786 | Time: 2042.26 ms
[2021-07-18 16:48:01	                main:581]	:	INFO	:	Epoch 1621 | loss: 0.0311574 | val_loss: 0.0311761 | Time: 2341.81 ms
[2021-07-18 16:48:03	                main:581]	:	INFO	:	Epoch 1622 | loss: 0.0311566 | val_loss: 0.0311759 | Time: 2477.57 ms
[2021-07-18 16:48:06	                main:581]	:	INFO	:	Epoch 1623 | loss: 0.0311542 | val_loss: 0.0311765 | Time: 2843.85 ms
[2021-07-18 16:48:09	                main:581]	:	INFO	:	Epoch 1624 | loss: 0.0311536 | val_loss: 0.0311729 | Time: 3176.67 ms
[2021-07-18 16:48:11	                main:581]	:	INFO	:	Epoch 1625 | loss: 0.0311533 | val_loss: 0.0311744 | Time: 2080.62 ms
[2021-07-18 16:48:13	                main:581]	:	INFO	:	Epoch 1626 | loss: 0.0311547 | val_loss: 0.0311764 | Time: 1896.94 ms
[2021-07-18 16:48:15	                main:581]	:	INFO	:	Epoch 1627 | loss: 0.0311559 | val_loss: 0.0311735 | Time: 2088.88 ms
[2021-07-18 16:48:18	                main:581]	:	INFO	:	Epoch 1628 | loss: 0.0311545 | val_loss: 0.0311744 | Time: 2201.96 ms
[2021-07-18 16:48:20	                main:581]	:	INFO	:	Epoch 1629 | loss: 0.0311537 | val_loss: 0.031179 | Time: 2118.47 ms
[2021-07-18 16:48:22	                main:581]	:	INFO	:	Epoch 1630 | loss: 0.0311606 | val_loss: 0.0311789 | Time: 2140.71 ms
[2021-07-18 16:48:24	                main:581]	:	INFO	:	Epoch 1631 | loss: 0.0311642 | val_loss: 0.0311783 | Time: 2277.88 ms
[2021-07-18 16:48:26	                main:581]	:	INFO	:	Epoch 1632 | loss: 0.0311633 | val_loss: 0.0311784 | Time: 2211.54 ms
[2021-07-18 16:48:29	                main:581]	:	INFO	:	Epoch 1633 | loss: 0.031162 | val_loss: 0.0311793 | Time: 2124.54 ms
[2021-07-18 16:48:31	                main:581]	:	INFO	:	Epoch 1634 | loss: 0.0311622 | val_loss: 0.0311803 | Time: 2228.16 ms
[2021-07-18 16:48:33	                main:581]	:	INFO	:	Epoch 1635 | loss: 0.0311635 | val_loss: 0.0311807 | Time: 2179.79 ms
[2021-07-18 16:48:35	                main:581]	:	INFO	:	Epoch 1636 | loss: 0.0311641 | val_loss: 0.0311779 | Time: 2224.78 ms
[2021-07-18 16:48:37	                main:581]	:	INFO	:	Epoch 1637 | loss: 0.0311619 | val_loss: 0.0311801 | Time: 2230.3 ms
[2021-07-18 16:48:39	                main:581]	:	INFO	:	Epoch 1638 | loss: 0.0311621 | val_loss: 0.0311768 | Time: 2100.11 ms
[2021-07-18 16:48:42	                main:581]	:	INFO	:	Epoch 1639 | loss: 0.0311619 | val_loss: 0.0311808 | Time: 2184.71 ms
[2021-07-18 16:48:44	                main:581]	:	INFO	:	Epoch 1640 | loss: 0.0311616 | val_loss: 0.0311786 | Time: 2240.48 ms
[2021-07-18 16:48:46	                main:581]	:	INFO	:	Epoch 1641 | loss: 0.0311623 | val_loss: 0.0311793 | Time: 2256.65 ms
[2021-07-18 16:48:48	                main:581]	:	INFO	:	Epoch 1642 | loss: 0.0311622 | val_loss: 0.0311801 | Time: 2147.34 ms
[2021-07-18 16:48:50	                main:581]	:	INFO	:	Epoch 1643 | loss: 0.0311619 | val_loss: 0.0311816 | Time: 2130.45 ms
[2021-07-18 16:48:52	                main:581]	:	INFO	:	Epoch 1644 | loss: 0.0311633 | val_loss: 0.0311806 | Time: 1914.87 ms
[2021-07-18 16:48:54	                main:581]	:	INFO	:	Epoch 1645 | loss: 0.0311584 | val_loss: 0.0311766 | Time: 1850.49 ms
[2021-07-18 16:48:56	                main:581]	:	INFO	:	Epoch 1646 | loss: 0.0311583 | val_loss: 0.0311792 | Time: 1889.42 ms
[2021-07-18 16:48:58	                main:581]	:	INFO	:	Epoch 1647 | loss: 0.0311592 | val_loss: 0.0311787 | Time: 1828.37 ms
[2021-07-18 16:49:00	                main:581]	:	INFO	:	Epoch 1648 | loss: 0.0311585 | val_loss: 0.0311776 | Time: 2042.35 ms
[2021-07-18 16:49:02	                main:581]	:	INFO	:	Epoch 1649 | loss: 0.0311593 | val_loss: 0.0311766 | Time: 2294.33 ms
[2021-07-18 16:49:05	                main:581]	:	INFO	:	Epoch 1650 | loss: 0.0311693 | val_loss: 0.0311851 | Time: 2320.67 ms
[2021-07-18 16:49:07	                main:581]	:	INFO	:	Epoch 1651 | loss: 0.0311783 | val_loss: 0.0311861 | Time: 2375.99 ms
[2021-07-18 16:49:09	                main:581]	:	INFO	:	Epoch 1652 | loss: 0.0311779 | val_loss: 0.0311861 | Time: 2389.85 ms
[2021-07-18 16:49:12	                main:581]	:	INFO	:	Epoch 1653 | loss: 0.0311759 | val_loss: 0.0311833 | Time: 2336.42 ms
[2021-07-18 16:49:14	                main:581]	:	INFO	:	Epoch 1654 | loss: 0.0311747 | val_loss: 0.0311841 | Time: 2231.89 ms
[2021-07-18 16:49:16	                main:581]	:	INFO	:	Epoch 1655 | loss: 0.0311734 | val_loss: 0.0311844 | Time: 2251.6 ms
[2021-07-18 16:49:18	                main:581]	:	INFO	:	Epoch 1656 | loss: 0.0311726 | val_loss: 0.0311858 | Time: 2204.1 ms
[2021-07-18 16:49:21	                main:581]	:	INFO	:	Epoch 1657 | loss: 0.0311727 | val_loss: 0.0311863 | Time: 2297.28 ms
[2021-07-18 16:49:23	                main:581]	:	INFO	:	Epoch 1658 | loss: 0.0311717 | val_loss: 0.0311845 | Time: 2339.22 ms
[2021-07-18 16:49:25	                main:581]	:	INFO	:	Epoch 1659 | loss: 0.0311709 | val_loss: 0.0311848 | Time: 2352.81 ms
[2021-07-18 16:49:28	                main:581]	:	INFO	:	Epoch 1660 | loss: 0.0311712 | val_loss: 0.0311853 | Time: 2275.48 ms
[2021-07-18 16:49:30	                main:581]	:	INFO	:	Epoch 1661 | loss: 0.0311705 | val_loss: 0.0311836 | Time: 2363.13 ms
[2021-07-18 16:49:32	                main:581]	:	INFO	:	Epoch 1662 | loss: 0.0311714 | val_loss: 0.0311861 | Time: 2388.49 ms
[2021-07-18 16:49:34	                main:581]	:	INFO	:	Epoch 1663 | loss: 0.031172 | val_loss: 0.0311869 | Time: 2034.41 ms
[2021-07-18 16:49:36	                main:581]	:	INFO	:	Epoch 1664 | loss: 0.0311702 | val_loss: 0.0311852 | Time: 1926.81 ms
[2021-07-18 16:49:38	                main:581]	:	INFO	:	Epoch 1665 | loss: 0.0311685 | val_loss: 0.0311857 | Time: 1860.65 ms
[2021-07-18 16:49:40	                main:581]	:	INFO	:	Epoch 1666 | loss: 0.0311688 | val_loss: 0.0311859 | Time: 1795.21 ms
[2021-07-18 16:49:42	                main:581]	:	INFO	:	Epoch 1667 | loss: 0.0311668 | val_loss: 0.031186 | Time: 1888.95 ms
[2021-07-18 16:49:44	                main:581]	:	INFO	:	Epoch 1668 | loss: 0.0311676 | val_loss: 0.0311827 | Time: 1901.7 ms
[2021-07-18 16:49:46	                main:581]	:	INFO	:	Epoch 1669 | loss: 0.0311671 | val_loss: 0.0311866 | Time: 1843.98 ms
[2021-07-18 16:49:48	                main:581]	:	INFO	:	Epoch 1670 | loss: 0.031166 | val_loss: 0.0311844 | Time: 1841.61 ms
[2021-07-18 16:49:49	                main:581]	:	INFO	:	Epoch 1671 | loss: 0.0311651 | val_loss: 0.0311847 | Time: 1984.23 ms
[2021-07-18 16:49:52	                main:581]	:	INFO	:	Epoch 1672 | loss: 0.0311655 | val_loss: 0.0311872 | Time: 2821.3 ms
[2021-07-18 16:49:54	                main:581]	:	INFO	:	Epoch 1673 | loss: 0.0311636 | val_loss: 0.0311856 | Time: 1780.89 ms
[2021-07-18 16:49:56	                main:581]	:	INFO	:	Epoch 1674 | loss: 0.0311637 | val_loss: 0.031188 | Time: 2390.91 ms
[2021-07-18 16:49:59	                main:581]	:	INFO	:	Epoch 1675 | loss: 0.0311634 | val_loss: 0.0311831 | Time: 2493.5 ms
[2021-07-18 16:50:02	                main:581]	:	INFO	:	Epoch 1676 | loss: 0.031165 | val_loss: 0.0311844 | Time: 2868.64 ms
[2021-07-18 16:50:05	                main:581]	:	INFO	:	Epoch 1677 | loss: 0.0311646 | val_loss: 0.0311838 | Time: 3434.84 ms
[2021-07-18 16:50:08	                main:581]	:	INFO	:	Epoch 1678 | loss: 0.0311627 | val_loss: 0.0311845 | Time: 2639.24 ms
[2021-07-18 16:50:10	                main:581]	:	INFO	:	Epoch 1679 | loss: 0.0311625 | val_loss: 0.0311855 | Time: 2322.26 ms
[2021-07-18 16:50:13	                main:581]	:	INFO	:	Epoch 1680 | loss: 0.0311618 | val_loss: 0.031185 | Time: 2784.48 ms
[2021-07-18 16:50:15	                main:581]	:	INFO	:	Epoch 1681 | loss: 0.031162 | val_loss: 0.0311826 | Time: 2456.35 ms
[2021-07-18 16:50:18	                main:581]	:	INFO	:	Epoch 1682 | loss: 0.0311622 | val_loss: 0.0311832 | Time: 2710.08 ms
[2021-07-18 16:50:21	                main:581]	:	INFO	:	Epoch 1683 | loss: 0.0311637 | val_loss: 0.0311873 | Time: 2540.66 ms
[2021-07-18 16:50:24	                main:581]	:	INFO	:	Epoch 1684 | loss: 0.0311645 | val_loss: 0.0311835 | Time: 2790.75 ms
[2021-07-18 16:50:26	                main:581]	:	INFO	:	Epoch 1685 | loss: 0.0311641 | val_loss: 0.0311843 | Time: 2462.71 ms
[2021-07-18 16:50:28	                main:581]	:	INFO	:	Epoch 1686 | loss: 0.0311624 | val_loss: 0.031184 | Time: 1945.35 ms
[2021-07-18 16:50:30	                main:581]	:	INFO	:	Epoch 1687 | loss: 0.0311645 | val_loss: 0.0311826 | Time: 2366.83 ms
[2021-07-18 16:50:34	                main:581]	:	INFO	:	Epoch 1688 | loss: 0.0311626 | val_loss: 0.0311854 | Time: 3518.95 ms
[2021-07-18 16:50:37	                main:581]	:	INFO	:	Epoch 1689 | loss: 0.0311627 | val_loss: 0.0311842 | Time: 2843.93 ms
[2021-07-18 16:50:39	                main:581]	:	INFO	:	Epoch 1690 | loss: 0.0311621 | val_loss: 0.0311822 | Time: 2754.42 ms
[2021-07-18 16:50:42	                main:581]	:	INFO	:	Epoch 1691 | loss: 0.0311623 | val_loss: 0.0311807 | Time: 2529.2 ms
[2021-07-18 16:50:45	                main:581]	:	INFO	:	Epoch 1692 | loss: 0.0311619 | val_loss: 0.0311814 | Time: 2806.7 ms
[2021-07-18 16:50:47	                main:581]	:	INFO	:	Epoch 1693 | loss: 0.031162 | val_loss: 0.031185 | Time: 2088.86 ms
[2021-07-18 16:50:50	                main:581]	:	INFO	:	Epoch 1694 | loss: 0.0311632 | val_loss: 0.0311813 | Time: 2760.18 ms
[2021-07-18 16:50:53	                main:581]	:	INFO	:	Epoch 1695 | loss: 0.0311633 | val_loss: 0.0311833 | Time: 2934 ms
[2021-07-18 16:50:57	                main:581]	:	INFO	:	Epoch 1696 | loss: 0.0311659 | val_loss: 0.0311803 | Time: 4227.88 ms
[2021-07-18 16:51:00	                main:581]	:	INFO	:	Epoch 1697 | loss: 0.0311644 | val_loss: 0.0311807 | Time: 3497.08 ms
[2021-07-18 16:51:03	                main:581]	:	INFO	:	Epoch 1698 | loss: 0.0311632 | val_loss: 0.0311805 | Time: 2660.61 ms
[2021-07-18 16:51:06	                main:581]	:	INFO	:	Epoch 1699 | loss: 0.0311646 | val_loss: 0.0311843 | Time: 3435.2 ms
[2021-07-18 16:51:09	                main:581]	:	INFO	:	Epoch 1700 | loss: 0.0311646 | val_loss: 0.0311827 | Time: 3104.22 ms
[2021-07-18 16:51:13	                main:581]	:	INFO	:	Epoch 1701 | loss: 0.0311634 | val_loss: 0.0311832 | Time: 3304.46 ms
[2021-07-18 16:51:17	                main:581]	:	INFO	:	Epoch 1702 | loss: 0.0311617 | val_loss: 0.0311826 | Time: 4340.19 ms
[2021-07-18 16:51:20	                main:581]	:	INFO	:	Epoch 1703 | loss: 0.0311621 | val_loss: 0.0311808 | Time: 2440.34 ms
[2021-07-18 16:51:23	                main:581]	:	INFO	:	Epoch 1704 | loss: 0.0311619 | val_loss: 0.0311826 | Time: 3151.43 ms
[2021-07-18 16:51:27	                main:581]	:	INFO	:	Epoch 1705 | loss: 0.0311624 | val_loss: 0.0311813 | Time: 4289.68 ms
[2021-07-18 16:51:31	                main:581]	:	INFO	:	Epoch 1706 | loss: 0.0311614 | val_loss: 0.0311805 | Time: 4099.83 ms
[2021-07-18 16:51:34	                main:581]	:	INFO	:	Epoch 1707 | loss: 0.0311613 | val_loss: 0.0311825 | Time: 2693.85 ms
[2021-07-18 16:51:37	                main:581]	:	INFO	:	Epoch 1708 | loss: 0.0311616 | val_loss: 0.0311815 | Time: 3415.41 ms
[2021-07-18 16:51:41	                main:581]	:	INFO	:	Epoch 1709 | loss: 0.0311627 | val_loss: 0.0311798 | Time: 3329.84 ms
[2021-07-18 16:51:44	                main:581]	:	INFO	:	Epoch 1710 | loss: 0.0311614 | val_loss: 0.0311822 | Time: 3505.8 ms
[2021-07-18 16:51:47	                main:581]	:	INFO	:	Epoch 1711 | loss: 0.0311611 | val_loss: 0.0311819 | Time: 3108.91 ms
[2021-07-18 16:51:50	                main:581]	:	INFO	:	Epoch 1712 | loss: 0.0311597 | val_loss: 0.0311823 | Time: 2667.73 ms
[2021-07-18 16:51:52	                main:581]	:	INFO	:	Epoch 1713 | loss: 0.0311614 | val_loss: 0.0311825 | Time: 1955.95 ms
[2021-07-18 16:51:54	                main:581]	:	INFO	:	Epoch 1714 | loss: 0.0311625 | val_loss: 0.0311866 | Time: 1924.01 ms
[2021-07-18 16:51:56	                main:581]	:	INFO	:	Epoch 1715 | loss: 0.0311638 | val_loss: 0.0311846 | Time: 1954.79 ms
[2021-07-18 16:51:58	                main:581]	:	INFO	:	Epoch 1716 | loss: 0.0311611 | val_loss: 0.0311808 | Time: 1953.81 ms
[2021-07-18 16:52:00	                main:581]	:	INFO	:	Epoch 1717 | loss: 0.0311625 | val_loss: 0.0311822 | Time: 2057.51 ms
[2021-07-18 16:52:02	                main:581]	:	INFO	:	Epoch 1718 | loss: 0.0311638 | val_loss: 0.0311883 | Time: 2016.76 ms
[2021-07-18 16:52:04	                main:581]	:	INFO	:	Epoch 1719 | loss: 0.0311627 | val_loss: 0.0311819 | Time: 2035.24 ms
[2021-07-18 16:52:06	                main:581]	:	INFO	:	Epoch 1720 | loss: 0.0311681 | val_loss: 0.0311847 | Time: 2006.79 ms
[2021-07-18 16:52:08	                main:581]	:	INFO	:	Epoch 1721 | loss: 0.0311717 | val_loss: 0.031186 | Time: 2034.71 ms
[2021-07-18 16:52:10	                main:581]	:	INFO	:	Epoch 1722 | loss: 0.0311695 | val_loss: 0.0311844 | Time: 2091.25 ms
[2021-07-18 16:52:12	                main:581]	:	INFO	:	Epoch 1723 | loss: 0.0311674 | val_loss: 0.0311838 | Time: 2023.89 ms
[2021-07-18 16:52:14	                main:581]	:	INFO	:	Epoch 1724 | loss: 0.0311699 | val_loss: 0.0311845 | Time: 2066.23 ms
[2021-07-18 16:52:16	                main:581]	:	INFO	:	Epoch 1725 | loss: 0.0311646 | val_loss: 0.031184 | Time: 2066.38 ms
[2021-07-18 16:52:18	                main:581]	:	INFO	:	Epoch 1726 | loss: 0.0311641 | val_loss: 0.031186 | Time: 1949.11 ms
[2021-07-18 16:52:20	                main:581]	:	INFO	:	Epoch 1727 | loss: 0.0311647 | val_loss: 0.0311835 | Time: 1883.56 ms
[2021-07-18 16:52:22	                main:581]	:	INFO	:	Epoch 1728 | loss: 0.0311636 | val_loss: 0.0311821 | Time: 1863.65 ms
[2021-07-18 16:52:24	                main:581]	:	INFO	:	Epoch 1729 | loss: 0.0311621 | val_loss: 0.0311849 | Time: 1843.51 ms
[2021-07-18 16:52:26	                main:581]	:	INFO	:	Epoch 1730 | loss: 0.0311622 | val_loss: 0.0311838 | Time: 1924.3 ms
[2021-07-18 16:52:28	                main:581]	:	INFO	:	Epoch 1731 | loss: 0.0311602 | val_loss: 0.0311839 | Time: 2852.04 ms
[2021-07-18 16:52:33	                main:581]	:	INFO	:	Epoch 1732 | loss: 0.0311603 | val_loss: 0.0311816 | Time: 4460.9 ms
[2021-07-18 16:52:37	                main:581]	:	INFO	:	Epoch 1733 | loss: 0.0311601 | val_loss: 0.0311834 | Time: 4376.06 ms
[2021-07-18 16:52:41	                main:581]	:	INFO	:	Epoch 1734 | loss: 0.0311604 | val_loss: 0.0311844 | Time: 3452.45 ms
[2021-07-18 16:52:44	                main:581]	:	INFO	:	Epoch 1735 | loss: 0.0311594 | val_loss: 0.0311813 | Time: 3171.74 ms
[2021-07-18 16:52:47	                main:581]	:	INFO	:	Epoch 1736 | loss: 0.0311599 | val_loss: 0.0311851 | Time: 3196.63 ms
[2021-07-18 16:52:50	                main:581]	:	INFO	:	Epoch 1737 | loss: 0.031159 | val_loss: 0.0311843 | Time: 3273.05 ms
[2021-07-18 16:52:53	                main:581]	:	INFO	:	Epoch 1738 | loss: 0.0311594 | val_loss: 0.0311833 | Time: 2615.47 ms
[2021-07-18 16:52:55	                main:581]	:	INFO	:	Epoch 1739 | loss: 0.031159 | val_loss: 0.0311839 | Time: 2040.1 ms
[2021-07-18 16:52:58	                main:581]	:	INFO	:	Epoch 1740 | loss: 0.0311594 | val_loss: 0.0311843 | Time: 3040.22 ms
[2021-07-18 16:53:00	                main:581]	:	INFO	:	Epoch 1741 | loss: 0.0311598 | val_loss: 0.0311823 | Time: 1964.96 ms
[2021-07-18 16:53:02	                main:581]	:	INFO	:	Epoch 1742 | loss: 0.0311605 | val_loss: 0.0311838 | Time: 2351.7 ms
[2021-07-18 16:53:05	                main:581]	:	INFO	:	Epoch 1743 | loss: 0.0311606 | val_loss: 0.0311868 | Time: 3095.94 ms
[2021-07-18 16:53:08	                main:581]	:	INFO	:	Epoch 1744 | loss: 0.0311589 | val_loss: 0.0311816 | Time: 2680.05 ms
[2021-07-18 16:53:11	                main:581]	:	INFO	:	Epoch 1745 | loss: 0.0311592 | val_loss: 0.0311849 | Time: 2841.24 ms
[2021-07-18 16:53:14	                main:581]	:	INFO	:	Epoch 1746 | loss: 0.0311574 | val_loss: 0.0311842 | Time: 2613.26 ms
[2021-07-18 16:53:18	                main:581]	:	INFO	:	Epoch 1747 | loss: 0.0311568 | val_loss: 0.0311851 | Time: 4110.45 ms
[2021-07-18 16:53:21	                main:581]	:	INFO	:	Epoch 1748 | loss: 0.0311568 | val_loss: 0.031186 | Time: 3788.94 ms
[2021-07-18 16:53:24	                main:581]	:	INFO	:	Epoch 1749 | loss: 0.0311561 | val_loss: 0.0311832 | Time: 2453.25 ms
[2021-07-18 16:53:27	                main:581]	:	INFO	:	Epoch 1750 | loss: 0.0311559 | val_loss: 0.0311841 | Time: 2919.22 ms
[2021-07-18 16:53:29	                main:581]	:	INFO	:	Epoch 1751 | loss: 0.0311562 | val_loss: 0.0311834 | Time: 2266.16 ms
[2021-07-18 16:53:31	                main:581]	:	INFO	:	Epoch 1752 | loss: 0.0311569 | val_loss: 0.0311846 | Time: 2056.46 ms
[2021-07-18 16:53:33	                main:581]	:	INFO	:	Epoch 1753 | loss: 0.0311564 | val_loss: 0.031184 | Time: 2269.33 ms
[2021-07-18 16:53:35	                main:581]	:	INFO	:	Epoch 1754 | loss: 0.0311554 | val_loss: 0.031184 | Time: 2014.63 ms
[2021-07-18 16:53:38	                main:581]	:	INFO	:	Epoch 1755 | loss: 0.0311565 | val_loss: 0.0311844 | Time: 2146.71 ms
[2021-07-18 16:53:41	                main:581]	:	INFO	:	Epoch 1756 | loss: 0.0311569 | val_loss: 0.0311858 | Time: 3156.66 ms
[2021-07-18 16:53:44	                main:581]	:	INFO	:	Epoch 1757 | loss: 0.0311581 | val_loss: 0.0311854 | Time: 3584.57 ms
[2021-07-18 16:53:47	                main:581]	:	INFO	:	Epoch 1758 | loss: 0.031161 | val_loss: 0.0311845 | Time: 3031.86 ms
[2021-07-18 16:53:51	                main:581]	:	INFO	:	Epoch 1759 | loss: 0.0311595 | val_loss: 0.0311815 | Time: 3435.61 ms
[2021-07-18 16:53:54	                main:581]	:	INFO	:	Epoch 1760 | loss: 0.0311573 | val_loss: 0.0311831 | Time: 3648.08 ms
[2021-07-18 16:53:58	                main:581]	:	INFO	:	Epoch 1761 | loss: 0.0311577 | val_loss: 0.0311818 | Time: 3880.34 ms
[2021-07-18 16:54:01	                main:581]	:	INFO	:	Epoch 1762 | loss: 0.0311567 | val_loss: 0.0311816 | Time: 2796.11 ms
[2021-07-18 16:54:04	                main:581]	:	INFO	:	Epoch 1763 | loss: 0.0311572 | val_loss: 0.0311852 | Time: 2959.44 ms
[2021-07-18 16:54:07	                main:581]	:	INFO	:	Epoch 1764 | loss: 0.0311581 | val_loss: 0.0311854 | Time: 3280.93 ms
[2021-07-18 16:54:11	                main:581]	:	INFO	:	Epoch 1765 | loss: 0.0311563 | val_loss: 0.0311862 | Time: 3225.79 ms
[2021-07-18 16:54:15	                main:581]	:	INFO	:	Epoch 1766 | loss: 0.0311563 | val_loss: 0.0311864 | Time: 4379.19 ms
[2021-07-18 16:54:21	                main:581]	:	INFO	:	Epoch 1767 | loss: 0.0311551 | val_loss: 0.0311848 | Time: 5628.38 ms
[2021-07-18 16:54:24	                main:581]	:	INFO	:	Epoch 1768 | loss: 0.0311552 | val_loss: 0.0311834 | Time: 3164.48 ms
[2021-07-18 16:54:26	                main:581]	:	INFO	:	Epoch 1769 | loss: 0.0311557 | val_loss: 0.0311829 | Time: 2644.58 ms
[2021-07-18 16:54:30	                main:581]	:	INFO	:	Epoch 1770 | loss: 0.0311546 | val_loss: 0.0311825 | Time: 3133.26 ms
[2021-07-18 16:54:33	                main:581]	:	INFO	:	Epoch 1771 | loss: 0.0311543 | val_loss: 0.031185 | Time: 3077.24 ms
[2021-07-18 16:54:36	                main:581]	:	INFO	:	Epoch 1772 | loss: 0.0311546 | val_loss: 0.0311837 | Time: 3241.33 ms
[2021-07-18 16:54:38	                main:581]	:	INFO	:	Epoch 1773 | loss: 0.0311546 | val_loss: 0.0311831 | Time: 2566.55 ms
[2021-07-18 16:54:40	                main:581]	:	INFO	:	Epoch 1774 | loss: 0.0311554 | val_loss: 0.0311824 | Time: 2035.38 ms
[2021-07-18 16:54:43	                main:581]	:	INFO	:	Epoch 1775 | loss: 0.0311553 | val_loss: 0.0311835 | Time: 2067.01 ms
[2021-07-18 16:54:45	                main:581]	:	INFO	:	Epoch 1776 | loss: 0.0311577 | val_loss: 0.0311845 | Time: 2329.08 ms
[2021-07-18 16:54:47	                main:581]	:	INFO	:	Epoch 1777 | loss: 0.0311616 | val_loss: 0.0311837 | Time: 2014 ms
[2021-07-18 16:54:49	                main:581]	:	INFO	:	Epoch 1778 | loss: 0.0311639 | val_loss: 0.0311829 | Time: 2053.79 ms
[2021-07-18 16:54:51	                main:581]	:	INFO	:	Epoch 1779 | loss: 0.0311615 | val_loss: 0.0311864 | Time: 2164.05 ms
[2021-07-18 16:54:56	                main:581]	:	INFO	:	Epoch 1780 | loss: 0.0311617 | val_loss: 0.0311868 | Time: 4678.42 ms
[2021-07-18 16:54:58	                main:581]	:	INFO	:	Epoch 1781 | loss: 0.0311587 | val_loss: 0.0311827 | Time: 2703.44 ms
[2021-07-18 16:55:00	                main:581]	:	INFO	:	Epoch 1782 | loss: 0.0311578 | val_loss: 0.0311853 | Time: 1955.91 ms
[2021-07-18 16:55:02	                main:581]	:	INFO	:	Epoch 1783 | loss: 0.0311568 | val_loss: 0.0311821 | Time: 1924.47 ms
[2021-07-18 16:55:04	                main:581]	:	INFO	:	Epoch 1784 | loss: 0.0311564 | val_loss: 0.0311832 | Time: 2106.87 ms
[2021-07-18 16:55:08	                main:581]	:	INFO	:	Epoch 1785 | loss: 0.0311579 | val_loss: 0.031183 | Time: 3153.17 ms
[2021-07-18 16:55:12	                main:581]	:	INFO	:	Epoch 1786 | loss: 0.031157 | val_loss: 0.0311818 | Time: 4339.76 ms
[2021-07-18 16:55:17	                main:581]	:	INFO	:	Epoch 1787 | loss: 0.0311577 | val_loss: 0.0311814 | Time: 4951.9 ms
[2021-07-18 16:55:21	                main:581]	:	INFO	:	Epoch 1788 | loss: 0.0311571 | val_loss: 0.0311826 | Time: 4475.09 ms
[2021-07-18 16:55:23	                main:581]	:	INFO	:	Epoch 1789 | loss: 0.0311573 | val_loss: 0.0311834 | Time: 1809.92 ms
[2021-07-18 16:55:26	                main:581]	:	INFO	:	Epoch 1790 | loss: 0.0311571 | val_loss: 0.0311827 | Time: 2851.42 ms
[2021-07-18 16:55:28	                main:581]	:	INFO	:	Epoch 1791 | loss: 0.0311561 | val_loss: 0.0311829 | Time: 1953.8 ms
[2021-07-18 16:55:30	                main:581]	:	INFO	:	Epoch 1792 | loss: 0.0311561 | val_loss: 0.0311839 | Time: 1926.81 ms
[2021-07-18 16:55:32	                main:581]	:	INFO	:	Epoch 1793 | loss: 0.0311557 | val_loss: 0.0311838 | Time: 1849.59 ms
[2021-07-18 16:55:34	                main:581]	:	INFO	:	Epoch 1794 | loss: 0.0311538 | val_loss: 0.0311857 | Time: 1785.76 ms
[2021-07-18 16:55:36	                main:581]	:	INFO	:	Epoch 1795 | loss: 0.0311568 | val_loss: 0.0311855 | Time: 2260.79 ms
[2021-07-18 16:55:38	                main:581]	:	INFO	:	Epoch 1796 | loss: 0.0311563 | val_loss: 0.0311852 | Time: 2080.46 ms
[2021-07-18 16:55:42	                main:581]	:	INFO	:	Epoch 1797 | loss: 0.0311558 | val_loss: 0.0311866 | Time: 3994.43 ms
[2021-07-18 16:55:45	                main:581]	:	INFO	:	Epoch 1798 | loss: 0.0311567 | val_loss: 0.0311942 | Time: 2778.76 ms
[2021-07-18 16:55:48	                main:581]	:	INFO	:	Epoch 1799 | loss: 0.0311578 | val_loss: 0.0311823 | Time: 2979.6 ms
[2021-07-18 16:55:50	                main:581]	:	INFO	:	Epoch 1800 | loss: 0.0311584 | val_loss: 0.0311873 | Time: 2019.37 ms
[2021-07-18 16:55:52	                main:581]	:	INFO	:	Epoch 1801 | loss: 0.031159 | val_loss: 0.0311856 | Time: 2531.07 ms
[2021-07-18 16:55:55	                main:581]	:	INFO	:	Epoch 1802 | loss: 0.0311579 | val_loss: 0.0311836 | Time: 3205.56 ms
[2021-07-18 16:55:58	                main:581]	:	INFO	:	Epoch 1803 | loss: 0.0311587 | val_loss: 0.0311846 | Time: 2371.25 ms
[2021-07-18 16:56:01	                main:581]	:	INFO	:	Epoch 1804 | loss: 0.0311558 | val_loss: 0.0311833 | Time: 2842.39 ms
[2021-07-18 16:56:03	                main:581]	:	INFO	:	Epoch 1805 | loss: 0.0311534 | val_loss: 0.0311834 | Time: 2530.14 ms
[2021-07-18 16:56:07	                main:581]	:	INFO	:	Epoch 1806 | loss: 0.0311539 | val_loss: 0.0311871 | Time: 4035.1 ms
[2021-07-18 16:56:10	                main:581]	:	INFO	:	Epoch 1807 | loss: 0.0311585 | val_loss: 0.0311841 | Time: 2423.05 ms
[2021-07-18 16:56:12	                main:581]	:	INFO	:	Epoch 1808 | loss: 0.0311569 | val_loss: 0.0311823 | Time: 2488.99 ms
[2021-07-18 16:56:14	                main:581]	:	INFO	:	Epoch 1809 | loss: 0.0311572 | val_loss: 0.0311822 | Time: 1954.72 ms
[2021-07-18 16:56:17	                main:581]	:	INFO	:	Epoch 1810 | loss: 0.031157 | val_loss: 0.0311836 | Time: 2728.41 ms
[2021-07-18 16:56:19	                main:581]	:	INFO	:	Epoch 1811 | loss: 0.0311562 | val_loss: 0.0311813 | Time: 2491.1 ms
[2021-07-18 16:56:22	                main:581]	:	INFO	:	Epoch 1812 | loss: 0.031156 | val_loss: 0.0311837 | Time: 2926.69 ms
[2021-07-18 16:56:25	                main:581]	:	INFO	:	Epoch 1813 | loss: 0.0311533 | val_loss: 0.0311804 | Time: 2465.35 ms
[2021-07-18 16:56:28	                main:581]	:	INFO	:	Epoch 1814 | loss: 0.0311551 | val_loss: 0.0311819 | Time: 2824.76 ms
[2021-07-18 16:56:31	                main:581]	:	INFO	:	Epoch 1815 | loss: 0.0311563 | val_loss: 0.0311799 | Time: 3577.45 ms
[2021-07-18 16:56:34	                main:581]	:	INFO	:	Epoch 1816 | loss: 0.0311568 | val_loss: 0.0311783 | Time: 3011.39 ms
[2021-07-18 16:56:36	                main:581]	:	INFO	:	Epoch 1817 | loss: 0.031163 | val_loss: 0.0311931 | Time: 2101.21 ms
[2021-07-18 16:56:38	                main:581]	:	INFO	:	Epoch 1818 | loss: 0.032708 | val_loss: 0.0319541 | Time: 2058.15 ms
[2021-07-18 16:56:40	                main:581]	:	INFO	:	Epoch 1819 | loss: 0.0315118 | val_loss: 0.0312348 | Time: 2021.78 ms
[2021-07-18 16:56:43	                main:581]	:	INFO	:	Epoch 1820 | loss: 0.0312186 | val_loss: 0.0312014 | Time: 2911.71 ms
[2021-07-18 16:56:48	                main:581]	:	INFO	:	Epoch 1821 | loss: 0.0311885 | val_loss: 0.0311864 | Time: 4444.52 ms
[2021-07-18 16:56:51	                main:581]	:	INFO	:	Epoch 1822 | loss: 0.0311736 | val_loss: 0.0311827 | Time: 3295.02 ms
[2021-07-18 16:56:55	                main:581]	:	INFO	:	Epoch 1823 | loss: 0.0311664 | val_loss: 0.0311786 | Time: 4094.16 ms
[2021-07-18 16:56:59	                main:581]	:	INFO	:	Epoch 1824 | loss: 0.0311621 | val_loss: 0.0311823 | Time: 4307.8 ms
[2021-07-18 16:57:03	                main:581]	:	INFO	:	Epoch 1825 | loss: 0.0311624 | val_loss: 0.0311838 | Time: 3507.61 ms
[2021-07-18 16:57:06	                main:581]	:	INFO	:	Epoch 1826 | loss: 0.0311613 | val_loss: 0.0311829 | Time: 3151.57 ms
[2021-07-18 16:57:09	                main:581]	:	INFO	:	Epoch 1827 | loss: 0.0311598 | val_loss: 0.0311813 | Time: 2950.62 ms
[2021-07-18 16:57:12	                main:581]	:	INFO	:	Epoch 1828 | loss: 0.0311583 | val_loss: 0.0311802 | Time: 3048.64 ms
[2021-07-18 16:57:16	                main:581]	:	INFO	:	Epoch 1829 | loss: 0.0311585 | val_loss: 0.0311797 | Time: 3843.12 ms
[2021-07-18 16:57:20	                main:581]	:	INFO	:	Epoch 1830 | loss: 0.0311597 | val_loss: 0.0311841 | Time: 3669.48 ms
[2021-07-18 16:57:23	                main:581]	:	INFO	:	Epoch 1831 | loss: 0.0311605 | val_loss: 0.031182 | Time: 3588.4 ms
[2021-07-18 16:57:27	                main:581]	:	INFO	:	Epoch 1832 | loss: 0.0311582 | val_loss: 0.0311801 | Time: 3402.29 ms
[2021-07-18 16:57:30	                main:581]	:	INFO	:	Epoch 1833 | loss: 0.0311573 | val_loss: 0.0311805 | Time: 3610.17 ms
[2021-07-18 16:57:33	                main:581]	:	INFO	:	Epoch 1834 | loss: 0.0311576 | val_loss: 0.0311824 | Time: 2940.81 ms
[2021-07-18 16:57:37	                main:581]	:	INFO	:	Epoch 1835 | loss: 0.0311607 | val_loss: 0.0311802 | Time: 3458.78 ms
[2021-07-18 16:57:40	                main:581]	:	INFO	:	Epoch 1836 | loss: 0.0311608 | val_loss: 0.0311798 | Time: 3704.89 ms
[2021-07-18 16:57:44	                main:581]	:	INFO	:	Epoch 1837 | loss: 0.031159 | val_loss: 0.031179 | Time: 3569.67 ms
[2021-07-18 16:57:47	                main:581]	:	INFO	:	Epoch 1838 | loss: 0.0311592 | val_loss: 0.0311781 | Time: 3024.65 ms
[2021-07-18 16:57:49	                main:581]	:	INFO	:	Epoch 1839 | loss: 0.0311587 | val_loss: 0.0311811 | Time: 2142.56 ms
[2021-07-18 16:57:51	                main:581]	:	INFO	:	Epoch 1840 | loss: 0.0311579 | val_loss: 0.0311798 | Time: 2202.65 ms
[2021-07-18 16:57:54	                main:581]	:	INFO	:	Epoch 1841 | loss: 0.0311583 | val_loss: 0.0311813 | Time: 2708.68 ms
[2021-07-18 16:57:58	                main:581]	:	INFO	:	Epoch 1842 | loss: 0.0311576 | val_loss: 0.0311839 | Time: 4203.81 ms
[2021-07-18 16:58:03	                main:581]	:	INFO	:	Epoch 1843 | loss: 0.0311592 | val_loss: 0.0311833 | Time: 4729.63 ms
[2021-07-18 16:58:06	                main:581]	:	INFO	:	Epoch 1844 | loss: 0.0311606 | val_loss: 0.0311817 | Time: 3208.88 ms
[2021-07-18 16:58:09	                main:581]	:	INFO	:	Epoch 1845 | loss: 0.0311602 | val_loss: 0.0311828 | Time: 3204.89 ms
[2021-07-18 16:58:13	                main:581]	:	INFO	:	Epoch 1846 | loss: 0.0311589 | val_loss: 0.0311809 | Time: 3308.18 ms
[2021-07-18 16:58:16	                main:581]	:	INFO	:	Epoch 1847 | loss: 0.0311584 | val_loss: 0.0311829 | Time: 3061.58 ms
[2021-07-18 16:58:19	                main:581]	:	INFO	:	Epoch 1848 | loss: 0.0311571 | val_loss: 0.0311823 | Time: 3771.33 ms
[2021-07-18 16:58:23	                main:581]	:	INFO	:	Epoch 1849 | loss: 0.0311573 | val_loss: 0.0311842 | Time: 3663.22 ms
[2021-07-18 16:58:26	                main:581]	:	INFO	:	Epoch 1850 | loss: 0.0311594 | val_loss: 0.0311828 | Time: 3304.3 ms
[2021-07-18 16:58:30	                main:581]	:	INFO	:	Epoch 1851 | loss: 0.0311587 | val_loss: 0.0311818 | Time: 3469.03 ms
[2021-07-18 16:58:34	                main:581]	:	INFO	:	Epoch 1852 | loss: 0.0311596 | val_loss: 0.0311827 | Time: 3784.99 ms
[2021-07-18 16:58:36	                main:581]	:	INFO	:	Epoch 1853 | loss: 0.0311603 | val_loss: 0.0311831 | Time: 2754.27 ms
[2021-07-18 16:58:39	                main:581]	:	INFO	:	Epoch 1854 | loss: 0.0311583 | val_loss: 0.0311869 | Time: 3022.6 ms
[2021-07-18 16:58:43	                main:581]	:	INFO	:	Epoch 1855 | loss: 0.0311589 | val_loss: 0.0311856 | Time: 3330.31 ms
[2021-07-18 16:58:46	                main:581]	:	INFO	:	Epoch 1856 | loss: 0.0311601 | val_loss: 0.0311833 | Time: 3771.62 ms
[2021-07-18 16:58:50	                main:581]	:	INFO	:	Epoch 1857 | loss: 0.0311611 | val_loss: 0.0311863 | Time: 3773.53 ms
[2021-07-18 16:58:54	                main:581]	:	INFO	:	Epoch 1858 | loss: 0.0311672 | val_loss: 0.0311826 | Time: 3757.06 ms
[2021-07-18 16:58:57	                main:581]	:	INFO	:	Epoch 1859 | loss: 0.0311661 | val_loss: 0.031182 | Time: 2840.21 ms
[2021-07-18 16:59:00	                main:581]	:	INFO	:	Epoch 1860 | loss: 0.0311658 | val_loss: 0.0311821 | Time: 2781.77 ms
[2021-07-18 16:59:04	                main:581]	:	INFO	:	Epoch 1861 | loss: 0.031162 | val_loss: 0.0311797 | Time: 4505.53 ms
[2021-07-18 16:59:08	                main:581]	:	INFO	:	Epoch 1862 | loss: 0.0311612 | val_loss: 0.0311793 | Time: 3636.48 ms
[2021-07-18 16:59:10	                main:581]	:	INFO	:	Epoch 1863 | loss: 0.0311654 | val_loss: 0.0311838 | Time: 2706.03 ms
[2021-07-18 16:59:13	                main:581]	:	INFO	:	Epoch 1864 | loss: 0.0311631 | val_loss: 0.0311814 | Time: 2532.93 ms
[2021-07-18 16:59:16	                main:581]	:	INFO	:	Epoch 1865 | loss: 0.0311676 | val_loss: 0.0311814 | Time: 3343.39 ms
[2021-07-18 16:59:19	                main:581]	:	INFO	:	Epoch 1866 | loss: 0.0311717 | val_loss: 0.0311811 | Time: 2517.35 ms
[2021-07-18 16:59:21	                main:581]	:	INFO	:	Epoch 1867 | loss: 0.0311719 | val_loss: 0.0311832 | Time: 1986.8 ms
[2021-07-18 16:59:23	                main:581]	:	INFO	:	Epoch 1868 | loss: 0.031172 | val_loss: 0.0311839 | Time: 2116.6 ms
[2021-07-18 16:59:25	                main:581]	:	INFO	:	Epoch 1869 | loss: 0.0311691 | val_loss: 0.0311819 | Time: 2259.03 ms
[2021-07-18 16:59:28	                main:581]	:	INFO	:	Epoch 1870 | loss: 0.0311667 | val_loss: 0.0311834 | Time: 2419.44 ms
[2021-07-18 16:59:30	                main:581]	:	INFO	:	Epoch 1871 | loss: 0.0311679 | val_loss: 0.0311811 | Time: 2494.07 ms
[2021-07-18 16:59:33	                main:581]	:	INFO	:	Epoch 1872 | loss: 0.0311662 | val_loss: 0.0311818 | Time: 2497.75 ms
[2021-07-18 16:59:35	                main:581]	:	INFO	:	Epoch 1873 | loss: 0.0311652 | val_loss: 0.0311809 | Time: 2509.33 ms
[2021-07-18 16:59:38	                main:581]	:	INFO	:	Epoch 1874 | loss: 0.0311635 | val_loss: 0.0311812 | Time: 2542.58 ms
[2021-07-18 16:59:40	                main:581]	:	INFO	:	Epoch 1875 | loss: 0.0311633 | val_loss: 0.0311814 | Time: 2489.57 ms
[2021-07-18 16:59:43	                main:581]	:	INFO	:	Epoch 1876 | loss: 0.0311636 | val_loss: 0.0311807 | Time: 2442.25 ms
[2021-07-18 16:59:45	                main:581]	:	INFO	:	Epoch 1877 | loss: 0.0311628 | val_loss: 0.031182 | Time: 2271.52 ms
[2021-07-18 16:59:47	                main:581]	:	INFO	:	Epoch 1878 | loss: 0.0311626 | val_loss: 0.0311795 | Time: 2352.06 ms
[2021-07-18 16:59:50	                main:581]	:	INFO	:	Epoch 1879 | loss: 0.0311616 | val_loss: 0.0311793 | Time: 2508.16 ms
[2021-07-18 16:59:52	                main:581]	:	INFO	:	Epoch 1880 | loss: 0.0311611 | val_loss: 0.0311804 | Time: 2519.99 ms
[2021-07-18 16:59:55	                main:581]	:	INFO	:	Epoch 1881 | loss: 0.0311609 | val_loss: 0.0311795 | Time: 2478.55 ms
[2021-07-18 16:59:57	                main:581]	:	INFO	:	Epoch 1882 | loss: 0.0311607 | val_loss: 0.0311808 | Time: 2496.77 ms
[2021-07-18 17:00:00	                main:581]	:	INFO	:	Epoch 1883 | loss: 0.031161 | val_loss: 0.0311807 | Time: 2494.08 ms
[2021-07-18 17:00:02	                main:581]	:	INFO	:	Epoch 1884 | loss: 0.0311598 | val_loss: 0.0311809 | Time: 2508.75 ms
[2021-07-18 17:00:05	                main:581]	:	INFO	:	Epoch 1885 | loss: 0.0311607 | val_loss: 0.0311823 | Time: 2514 ms
[2021-07-18 17:00:07	                main:581]	:	INFO	:	Epoch 1886 | loss: 0.0311627 | val_loss: 0.0311811 | Time: 2475.93 ms
[2021-07-18 17:00:09	                main:581]	:	INFO	:	Epoch 1887 | loss: 0.0311613 | val_loss: 0.0311807 | Time: 2083.86 ms
[2021-07-18 17:00:11	                main:581]	:	INFO	:	Epoch 1888 | loss: 0.0311602 | val_loss: 0.0311808 | Time: 2015.82 ms
[2021-07-18 17:00:13	                main:581]	:	INFO	:	Epoch 1889 | loss: 0.0311592 | val_loss: 0.0311805 | Time: 1900.03 ms
[2021-07-18 17:00:16	                main:581]	:	INFO	:	Epoch 1890 | loss: 0.0311594 | val_loss: 0.0311814 | Time: 2274.72 ms
[2021-07-18 17:00:18	                main:581]	:	INFO	:	Epoch 1891 | loss: 0.0311596 | val_loss: 0.0311803 | Time: 2257.98 ms
[2021-07-18 17:00:20	                main:581]	:	INFO	:	Epoch 1892 | loss: 0.0311593 | val_loss: 0.03118 | Time: 2330.86 ms
[2021-07-18 17:00:22	                main:581]	:	INFO	:	Epoch 1893 | loss: 0.0311587 | val_loss: 0.0311797 | Time: 2267.88 ms
[2021-07-18 17:00:25	                main:581]	:	INFO	:	Epoch 1894 | loss: 0.0311609 | val_loss: 0.0311789 | Time: 2286.61 ms
[2021-07-18 17:00:27	                main:581]	:	INFO	:	Epoch 1895 | loss: 0.0311624 | val_loss: 0.0311778 | Time: 2340.06 ms
[2021-07-18 17:00:29	                main:581]	:	INFO	:	Epoch 1896 | loss: 0.0311598 | val_loss: 0.0311802 | Time: 2336.51 ms
[2021-07-18 17:00:32	                main:581]	:	INFO	:	Epoch 1897 | loss: 0.0311604 | val_loss: 0.0311801 | Time: 2385.04 ms
[2021-07-18 17:00:34	                main:581]	:	INFO	:	Epoch 1898 | loss: 0.0311601 | val_loss: 0.03118 | Time: 2352.62 ms
[2021-07-18 17:00:36	                main:581]	:	INFO	:	Epoch 1899 | loss: 0.0311596 | val_loss: 0.0311804 | Time: 2366.43 ms
[2021-07-18 17:00:39	                main:581]	:	INFO	:	Epoch 1900 | loss: 0.03116 | val_loss: 0.0311808 | Time: 2330.62 ms
[2021-07-18 17:00:41	                main:581]	:	INFO	:	Epoch 1901 | loss: 0.0311613 | val_loss: 0.0311798 | Time: 2317.61 ms
[2021-07-18 17:00:43	                main:581]	:	INFO	:	Epoch 1902 | loss: 0.0311611 | val_loss: 0.0311802 | Time: 2245.36 ms
[2021-07-18 17:00:46	                main:581]	:	INFO	:	Epoch 1903 | loss: 0.0311619 | val_loss: 0.031181 | Time: 2215.37 ms
[2021-07-18 17:00:48	                main:581]	:	INFO	:	Epoch 1904 | loss: 0.0311598 | val_loss: 0.0311824 | Time: 2236.76 ms
[2021-07-18 17:00:50	                main:581]	:	INFO	:	Epoch 1905 | loss: 0.0311614 | val_loss: 0.0311831 | Time: 2348.24 ms
[2021-07-18 17:00:53	                main:581]	:	INFO	:	Epoch 1906 | loss: 0.0311637 | val_loss: 0.0311848 | Time: 2403.29 ms
[2021-07-18 17:00:55	                main:581]	:	INFO	:	Epoch 1907 | loss: 0.0311652 | val_loss: 0.0311849 | Time: 2397.72 ms
[2021-07-18 17:00:57	                main:581]	:	INFO	:	Epoch 1908 | loss: 0.0311643 | val_loss: 0.0311804 | Time: 2318.01 ms
[2021-07-18 17:01:00	                main:581]	:	INFO	:	Epoch 1909 | loss: 0.0311621 | val_loss: 0.0311821 | Time: 2318.09 ms
[2021-07-18 17:01:02	                main:581]	:	INFO	:	Epoch 1910 | loss: 0.0311624 | val_loss: 0.0311813 | Time: 2398.38 ms
[2021-07-18 17:01:04	                main:581]	:	INFO	:	Epoch 1911 | loss: 0.0311609 | val_loss: 0.0311811 | Time: 2322 ms
[2021-07-18 17:01:07	                main:581]	:	INFO	:	Epoch 1912 | loss: 0.0311615 | val_loss: 0.0311812 | Time: 2294.07 ms
[2021-07-18 17:01:09	                main:581]	:	INFO	:	Epoch 1913 | loss: 0.0311612 | val_loss: 0.0311828 | Time: 2361.06 ms
[2021-07-18 17:01:11	                main:581]	:	INFO	:	Epoch 1914 | loss: 0.0311607 | val_loss: 0.0311816 | Time: 2351.68 ms
[2021-07-18 17:01:13	                main:581]	:	INFO	:	Epoch 1915 | loss: 0.0311597 | val_loss: 0.031182 | Time: 2011.08 ms
[2021-07-18 17:01:16	                main:581]	:	INFO	:	Epoch 1916 | loss: 0.031162 | val_loss: 0.0311834 | Time: 2428.49 ms
[2021-07-18 17:01:18	                main:581]	:	INFO	:	Epoch 1917 | loss: 0.0311636 | val_loss: 0.0311836 | Time: 2394.82 ms
[2021-07-18 17:01:21	                main:581]	:	INFO	:	Epoch 1918 | loss: 0.0311615 | val_loss: 0.0311814 | Time: 2373.68 ms
[2021-07-18 17:01:23	                main:581]	:	INFO	:	Epoch 1919 | loss: 0.03116 | val_loss: 0.0311833 | Time: 2236.31 ms
[2021-07-18 17:01:26	                main:581]	:	INFO	:	Epoch 1920 | loss: 0.0311592 | val_loss: 0.0311829 | Time: 2971.32 ms
[2021-07-18 17:01:29	                main:581]	:	INFO	:	Epoch 1921 | loss: 0.0311582 | val_loss: 0.03118 | Time: 3149.88 ms
[2021-07-18 17:01:32	                main:581]	:	INFO	:	Epoch 1922 | loss: 0.031158 | val_loss: 0.0311815 | Time: 3116.33 ms
[2021-07-18 17:01:35	                main:581]	:	INFO	:	Epoch 1923 | loss: 0.03116 | val_loss: 0.0311834 | Time: 3223.23 ms
[2021-07-18 17:01:38	                main:581]	:	INFO	:	Epoch 1924 | loss: 0.0311619 | val_loss: 0.0311818 | Time: 2765.41 ms
[2021-07-18 17:01:42	                main:581]	:	INFO	:	Epoch 1925 | loss: 0.0311597 | val_loss: 0.0311804 | Time: 3623.06 ms
[2021-07-18 17:01:45	                main:581]	:	INFO	:	Epoch 1926 | loss: 0.0311592 | val_loss: 0.0311797 | Time: 3133.16 ms
[2021-07-18 17:01:47	                main:581]	:	INFO	:	Epoch 1927 | loss: 0.0311591 | val_loss: 0.0311798 | Time: 2669.17 ms
[2021-07-18 17:01:49	                main:581]	:	INFO	:	Epoch 1928 | loss: 0.0311609 | val_loss: 0.0311785 | Time: 1942.06 ms
[2021-07-18 17:01:52	                main:581]	:	INFO	:	Epoch 1929 | loss: 0.03116 | val_loss: 0.0311811 | Time: 2904.56 ms
[2021-07-18 17:01:55	                main:581]	:	INFO	:	Epoch 1930 | loss: 0.0311587 | val_loss: 0.0311803 | Time: 2917.06 ms
[2021-07-18 17:01:57	                main:581]	:	INFO	:	Epoch 1931 | loss: 0.0311581 | val_loss: 0.0311815 | Time: 2040 ms
[2021-07-18 17:01:59	                main:581]	:	INFO	:	Epoch 1932 | loss: 0.0311582 | val_loss: 0.031181 | Time: 2022.65 ms
[2021-07-18 17:02:02	                main:581]	:	INFO	:	Epoch 1933 | loss: 0.0311573 | val_loss: 0.0311813 | Time: 2958.19 ms
[2021-07-18 17:02:05	                main:581]	:	INFO	:	Epoch 1934 | loss: 0.0311591 | val_loss: 0.031179 | Time: 2545.58 ms
[2021-07-18 17:02:07	                main:581]	:	INFO	:	Epoch 1935 | loss: 0.0311606 | val_loss: 0.031179 | Time: 2359.94 ms
[2021-07-18 17:02:10	                main:581]	:	INFO	:	Epoch 1936 | loss: 0.0311603 | val_loss: 0.0311786 | Time: 2971.61 ms
[2021-07-18 17:02:14	                main:581]	:	INFO	:	Epoch 1937 | loss: 0.031158 | val_loss: 0.0311791 | Time: 3501.59 ms
[2021-07-18 17:02:17	                main:581]	:	INFO	:	Epoch 1938 | loss: 0.0311605 | val_loss: 0.0311802 | Time: 3697.6 ms
[2021-07-18 17:02:20	                main:581]	:	INFO	:	Epoch 1939 | loss: 0.0311603 | val_loss: 0.0311789 | Time: 2590.11 ms
[2021-07-18 17:02:23	                main:581]	:	INFO	:	Epoch 1940 | loss: 0.031159 | val_loss: 0.0311805 | Time: 2898.33 ms
[2021-07-18 17:02:26	                main:581]	:	INFO	:	Epoch 1941 | loss: 0.0311579 | val_loss: 0.0311798 | Time: 3473.26 ms
[2021-07-18 17:02:29	                main:581]	:	INFO	:	Epoch 1942 | loss: 0.0311575 | val_loss: 0.0311826 | Time: 2785.1 ms
[2021-07-18 17:02:32	                main:581]	:	INFO	:	Epoch 1943 | loss: 0.0311578 | val_loss: 0.0311825 | Time: 2436.48 ms
[2021-07-18 17:02:35	                main:581]	:	INFO	:	Epoch 1944 | loss: 0.0311573 | val_loss: 0.031181 | Time: 3721.31 ms
[2021-07-18 17:02:39	                main:581]	:	INFO	:	Epoch 1945 | loss: 0.0311567 | val_loss: 0.0311801 | Time: 3517.47 ms
[2021-07-18 17:02:41	                main:581]	:	INFO	:	Epoch 1946 | loss: 0.031158 | val_loss: 0.0311806 | Time: 2047.2 ms
[2021-07-18 17:02:43	                main:581]	:	INFO	:	Epoch 1947 | loss: 0.031159 | val_loss: 0.0311801 | Time: 1863.02 ms
[2021-07-18 17:02:45	                main:581]	:	INFO	:	Epoch 1948 | loss: 0.0311575 | val_loss: 0.031179 | Time: 2219.21 ms
[2021-07-18 17:02:47	                main:581]	:	INFO	:	Epoch 1949 | loss: 0.0311564 | val_loss: 0.0311802 | Time: 2490.62 ms
[2021-07-18 17:02:50	                main:581]	:	INFO	:	Epoch 1950 | loss: 0.0311558 | val_loss: 0.0311799 | Time: 2603.57 ms
[2021-07-18 17:02:52	                main:581]	:	INFO	:	Epoch 1951 | loss: 0.0311552 | val_loss: 0.0311799 | Time: 2478.64 ms
[2021-07-18 17:02:55	                main:581]	:	INFO	:	Epoch 1952 | loss: 0.0311556 | val_loss: 0.0311827 | Time: 2565.45 ms
[2021-07-18 17:02:58	                main:581]	:	INFO	:	Epoch 1953 | loss: 0.031155 | val_loss: 0.031179 | Time: 2562.94 ms
[2021-07-18 17:03:00	                main:581]	:	INFO	:	Epoch 1954 | loss: 0.0311558 | val_loss: 0.0311815 | Time: 2561.04 ms
[2021-07-18 17:03:03	                main:581]	:	INFO	:	Epoch 1955 | loss: 0.0311578 | val_loss: 0.0311791 | Time: 2566.07 ms
[2021-07-18 17:03:05	                main:581]	:	INFO	:	Epoch 1956 | loss: 0.031158 | val_loss: 0.0311797 | Time: 2448.63 ms
[2021-07-18 17:03:08	                main:581]	:	INFO	:	Epoch 1957 | loss: 0.0311562 | val_loss: 0.0311774 | Time: 2435.95 ms
[2021-07-18 17:03:10	                main:581]	:	INFO	:	Epoch 1958 | loss: 0.0311572 | val_loss: 0.0311801 | Time: 2508.68 ms
[2021-07-18 17:03:13	                main:581]	:	INFO	:	Epoch 1959 | loss: 0.0311565 | val_loss: 0.0311804 | Time: 2507.59 ms
[2021-07-18 17:03:15	                main:581]	:	INFO	:	Epoch 1960 | loss: 0.0311568 | val_loss: 0.0311798 | Time: 2508.03 ms
[2021-07-18 17:03:18	                main:581]	:	INFO	:	Epoch 1961 | loss: 0.031157 | val_loss: 0.0311814 | Time: 2534.04 ms
[2021-07-18 17:03:20	                main:581]	:	INFO	:	Epoch 1962 | loss: 0.0311568 | val_loss: 0.0311798 | Time: 2395.66 ms
[2021-07-18 17:03:24	                main:581]	:	INFO	:	Epoch 1963 | loss: 0.0311553 | val_loss: 0.0311798 | Time: 4159.9 ms
[2021-07-18 17:03:27	                main:581]	:	INFO	:	Epoch 1964 | loss: 0.031155 | val_loss: 0.03118 | Time: 3042.48 ms
[2021-07-18 17:03:32	                main:581]	:	INFO	:	Epoch 1965 | loss: 0.031155 | val_loss: 0.0311793 | Time: 4283.32 ms
[2021-07-18 17:03:36	                main:581]	:	INFO	:	Epoch 1966 | loss: 0.031154 | val_loss: 0.0311819 | Time: 3993.94 ms
[2021-07-18 17:03:38	                main:581]	:	INFO	:	Epoch 1967 | loss: 0.0311544 | val_loss: 0.0311793 | Time: 2617.15 ms
[2021-07-18 17:03:42	                main:581]	:	INFO	:	Epoch 1968 | loss: 0.0311547 | val_loss: 0.0311814 | Time: 3706.98 ms
[2021-07-18 17:03:45	                main:581]	:	INFO	:	Epoch 1969 | loss: 0.0311554 | val_loss: 0.0311818 | Time: 3014.45 ms
[2021-07-18 17:03:48	                main:581]	:	INFO	:	Epoch 1970 | loss: 0.0311559 | val_loss: 0.0311862 | Time: 2924.93 ms
[2021-07-18 17:03:52	                main:581]	:	INFO	:	Epoch 1971 | loss: 0.0311541 | val_loss: 0.0311803 | Time: 4123.33 ms
[2021-07-18 17:03:57	                main:581]	:	INFO	:	Epoch 1972 | loss: 0.0311529 | val_loss: 0.0311816 | Time: 4781.68 ms
[2021-07-18 17:04:00	                main:581]	:	INFO	:	Epoch 1973 | loss: 0.0311527 | val_loss: 0.0311807 | Time: 3314.77 ms
[2021-07-18 17:04:03	                main:581]	:	INFO	:	Epoch 1974 | loss: 0.031153 | val_loss: 0.0311801 | Time: 3118.91 ms
[2021-07-18 17:04:06	                main:581]	:	INFO	:	Epoch 1975 | loss: 0.031154 | val_loss: 0.0311823 | Time: 2776.19 ms
[2021-07-18 17:04:09	                main:581]	:	INFO	:	Epoch 1976 | loss: 0.0311546 | val_loss: 0.0311839 | Time: 3533.36 ms
[2021-07-18 17:04:14	                main:581]	:	INFO	:	Epoch 1977 | loss: 0.0311544 | val_loss: 0.0311834 | Time: 4165.02 ms
[2021-07-18 17:04:17	                main:581]	:	INFO	:	Epoch 1978 | loss: 0.0311538 | val_loss: 0.0311819 | Time: 3497.83 ms
[2021-07-18 17:04:20	                main:581]	:	INFO	:	Epoch 1979 | loss: 0.0311526 | val_loss: 0.0311818 | Time: 3313.72 ms
[2021-07-18 17:04:23	                main:581]	:	INFO	:	Epoch 1980 | loss: 0.031153 | val_loss: 0.0311807 | Time: 3016.64 ms
[2021-07-18 17:04:26	                main:581]	:	INFO	:	Epoch 1981 | loss: 0.0311537 | val_loss: 0.031182 | Time: 2776.71 ms
[2021-07-18 17:04:30	                main:581]	:	INFO	:	Epoch 1982 | loss: 0.0311554 | val_loss: 0.0311832 | Time: 3810.11 ms
[2021-07-18 17:04:34	                main:581]	:	INFO	:	Epoch 1983 | loss: 0.0311564 | val_loss: 0.0311836 | Time: 3804.32 ms
[2021-07-18 17:04:37	                main:581]	:	INFO	:	Epoch 1984 | loss: 0.0311562 | val_loss: 0.0311811 | Time: 3073.78 ms
[2021-07-18 17:04:40	                main:581]	:	INFO	:	Epoch 1985 | loss: 0.0311559 | val_loss: 0.0311818 | Time: 3221.47 ms
[2021-07-18 17:04:43	                main:581]	:	INFO	:	Epoch 1986 | loss: 0.0311545 | val_loss: 0.0311818 | Time: 2789.13 ms
[2021-07-18 17:04:46	                main:581]	:	INFO	:	Epoch 1987 | loss: 0.0311545 | val_loss: 0.0311823 | Time: 2827.83 ms
[2021-07-18 17:04:49	                main:581]	:	INFO	:	Epoch 1988 | loss: 0.0311536 | val_loss: 0.0311817 | Time: 2820.49 ms
[2021-07-18 17:04:52	                main:581]	:	INFO	:	Epoch 1989 | loss: 0.0311557 | val_loss: 0.0311878 | Time: 3808.85 ms
[2021-07-18 17:04:56	                main:581]	:	INFO	:	Epoch 1990 | loss: 0.0311594 | val_loss: 0.0311897 | Time: 3337.94 ms
[2021-07-18 17:04:59	                main:581]	:	INFO	:	Epoch 1991 | loss: 0.0311587 | val_loss: 0.0311892 | Time: 3003.07 ms
[2021-07-18 17:05:02	                main:581]	:	INFO	:	Epoch 1992 | loss: 0.0311628 | val_loss: 0.0311941 | Time: 2944.11 ms
[2021-07-18 17:05:05	                main:581]	:	INFO	:	Epoch 1993 | loss: 0.0311609 | val_loss: 0.0311849 | Time: 3274.11 ms
[2021-07-18 17:05:09	                main:581]	:	INFO	:	Epoch 1994 | loss: 0.0311595 | val_loss: 0.0311867 | Time: 3609.89 ms
[2021-07-18 17:05:12	                main:581]	:	INFO	:	Epoch 1995 | loss: 0.0311591 | val_loss: 0.031188 | Time: 3509.72 ms
[2021-07-18 17:05:15	                main:581]	:	INFO	:	Epoch 1996 | loss: 0.0311611 | val_loss: 0.0311869 | Time: 2868.15 ms
[2021-07-18 17:05:18	                main:581]	:	INFO	:	Epoch 1997 | loss: 0.0311601 | val_loss: 0.0311852 | Time: 2572.06 ms
[2021-07-18 17:05:20	                main:581]	:	INFO	:	Epoch 1998 | loss: 0.0311584 | val_loss: 0.0311837 | Time: 2601.33 ms
[2021-07-18 17:05:23	                main:581]	:	INFO	:	Epoch 1999 | loss: 0.0311571 | val_loss: 0.0311834 | Time: 2918.74 ms
[2021-07-18 17:05:26	                main:581]	:	INFO	:	Epoch 2000 | loss: 0.0311564 | val_loss: 0.0311853 | Time: 2704.14 ms
[2021-07-18 17:05:29	                main:581]	:	INFO	:	Epoch 2001 | loss: 0.0311566 | val_loss: 0.0311887 | Time: 3176.6 ms
[2021-07-18 17:05:33	                main:581]	:	INFO	:	Epoch 2002 | loss: 0.0311555 | val_loss: 0.0311844 | Time: 4105.08 ms
[2021-07-18 17:05:36	                main:581]	:	INFO	:	Epoch 2003 | loss: 0.0311552 | val_loss: 0.0311832 | Time: 2819.73 ms
[2021-07-18 17:05:39	                main:581]	:	INFO	:	Epoch 2004 | loss: 0.0311576 | val_loss: 0.0311865 | Time: 3097.56 ms
[2021-07-18 17:05:43	                main:581]	:	INFO	:	Epoch 2005 | loss: 0.0311563 | val_loss: 0.0311868 | Time: 3752.06 ms
[2021-07-18 17:05:46	                main:581]	:	INFO	:	Epoch 2006 | loss: 0.0311547 | val_loss: 0.031187 | Time: 2847.22 ms
[2021-07-18 17:05:48	                main:581]	:	INFO	:	Epoch 2007 | loss: 0.0311535 | val_loss: 0.031186 | Time: 2370.13 ms
[2021-07-18 17:05:51	                main:581]	:	INFO	:	Epoch 2008 | loss: 0.0311533 | val_loss: 0.0311855 | Time: 3561.33 ms
[2021-07-18 17:05:54	                main:581]	:	INFO	:	Epoch 2009 | loss: 0.0311561 | val_loss: 0.0311835 | Time: 2904.89 ms
[2021-07-18 17:05:58	                main:581]	:	INFO	:	Epoch 2010 | loss: 0.0311576 | val_loss: 0.0311846 | Time: 3774.22 ms
[2021-07-18 17:06:02	                main:581]	:	INFO	:	Epoch 2011 | loss: 0.0311568 | val_loss: 0.0311851 | Time: 3610.77 ms
[2021-07-18 17:06:05	                main:581]	:	INFO	:	Epoch 2012 | loss: 0.0311564 | val_loss: 0.0311834 | Time: 2825.41 ms
[2021-07-18 17:06:07	                main:581]	:	INFO	:	Epoch 2013 | loss: 0.0311553 | val_loss: 0.0311846 | Time: 2889.18 ms
[2021-07-18 17:06:10	                main:581]	:	INFO	:	Epoch 2014 | loss: 0.0311546 | val_loss: 0.0311879 | Time: 2997.97 ms
[2021-07-18 17:06:13	                main:581]	:	INFO	:	Epoch 2015 | loss: 0.0311541 | val_loss: 0.0311828 | Time: 2995.2 ms
[2021-07-18 17:06:17	                main:581]	:	INFO	:	Epoch 2016 | loss: 0.0311544 | val_loss: 0.0311821 | Time: 3412.77 ms
[2021-07-18 17:06:20	                main:581]	:	INFO	:	Epoch 2017 | loss: 0.0311556 | val_loss: 0.0311813 | Time: 3217.12 ms
[2021-07-18 17:06:23	                main:581]	:	INFO	:	Epoch 2018 | loss: 0.0311587 | val_loss: 0.0311811 | Time: 2762.43 ms
[2021-07-18 17:06:25	                main:581]	:	INFO	:	Epoch 2019 | loss: 0.0311569 | val_loss: 0.0311859 | Time: 2415.5 ms
[2021-07-18 17:06:28	                main:581]	:	INFO	:	Epoch 2020 | loss: 0.0311558 | val_loss: 0.0311825 | Time: 2678.49 ms
[2021-07-18 17:06:31	                main:581]	:	INFO	:	Epoch 2021 | loss: 0.031153 | val_loss: 0.0311859 | Time: 2784.46 ms
[2021-07-18 17:06:35	                main:581]	:	INFO	:	Epoch 2022 | loss: 0.0311526 | val_loss: 0.0311833 | Time: 3961.79 ms
[2021-07-18 17:06:38	                main:581]	:	INFO	:	Epoch 2023 | loss: 0.0311515 | val_loss: 0.0311838 | Time: 2973.12 ms
[2021-07-18 17:06:40	                main:581]	:	INFO	:	Epoch 2024 | loss: 0.0311516 | val_loss: 0.0311842 | Time: 2417.52 ms
[2021-07-18 17:06:43	                main:581]	:	INFO	:	Epoch 2025 | loss: 0.0311529 | val_loss: 0.0311872 | Time: 2737.57 ms
[2021-07-18 17:06:46	                main:581]	:	INFO	:	Epoch 2026 | loss: 0.031153 | val_loss: 0.0311831 | Time: 3044.33 ms
[2021-07-18 17:06:49	                main:581]	:	INFO	:	Epoch 2027 | loss: 0.0311519 | val_loss: 0.0311849 | Time: 3228.06 ms
[2021-07-18 17:06:52	                main:581]	:	INFO	:	Epoch 2028 | loss: 0.0311515 | val_loss: 0.0311828 | Time: 2395.51 ms
[2021-07-18 17:06:54	                main:581]	:	INFO	:	Epoch 2029 | loss: 0.0311574 | val_loss: 0.0311857 | Time: 2341.68 ms
[2021-07-18 17:06:57	                main:581]	:	INFO	:	Epoch 2030 | loss: 0.0311641 | val_loss: 0.0311886 | Time: 2725.02 ms
[2021-07-18 17:06:59	                main:581]	:	INFO	:	Epoch 2031 | loss: 0.0311667 | val_loss: 0.0311814 | Time: 2499.89 ms
[2021-07-18 17:07:03	                main:581]	:	INFO	:	Epoch 2032 | loss: 0.0311638 | val_loss: 0.0311785 | Time: 3719.28 ms
[2021-07-18 17:07:06	                main:581]	:	INFO	:	Epoch 2033 | loss: 0.0311626 | val_loss: 0.0311797 | Time: 3432.86 ms
[2021-07-18 17:07:09	                main:581]	:	INFO	:	Epoch 2034 | loss: 0.0311613 | val_loss: 0.0311827 | Time: 2958.71 ms
[2021-07-18 17:07:12	                main:581]	:	INFO	:	Epoch 2035 | loss: 0.0311601 | val_loss: 0.031181 | Time: 2812.44 ms
[2021-07-18 17:07:14	                main:581]	:	INFO	:	Epoch 2036 | loss: 0.0311599 | val_loss: 0.0311834 | Time: 2438.19 ms
[2021-07-18 17:07:17	                main:581]	:	INFO	:	Epoch 2037 | loss: 0.0311594 | val_loss: 0.0311815 | Time: 2343.9 ms
[2021-07-18 17:07:20	                main:581]	:	INFO	:	Epoch 2038 | loss: 0.0311592 | val_loss: 0.0311806 | Time: 2846.82 ms
[2021-07-18 17:07:22	                main:581]	:	INFO	:	Epoch 2039 | loss: 0.0311583 | val_loss: 0.0311825 | Time: 2547.14 ms
[2021-07-18 17:07:25	                main:581]	:	INFO	:	Epoch 2040 | loss: 0.0311573 | val_loss: 0.031181 | Time: 2451.95 ms
[2021-07-18 17:07:27	                main:581]	:	INFO	:	Epoch 2041 | loss: 0.0311565 | val_loss: 0.0311811 | Time: 2507.55 ms
[2021-07-18 17:07:31	                main:581]	:	INFO	:	Epoch 2042 | loss: 0.031157 | val_loss: 0.0311798 | Time: 3689.31 ms
[2021-07-18 17:07:34	                main:581]	:	INFO	:	Epoch 2043 | loss: 0.0311558 | val_loss: 0.0311818 | Time: 2817.74 ms
[2021-07-18 17:07:37	                main:581]	:	INFO	:	Epoch 2044 | loss: 0.0311558 | val_loss: 0.0311797 | Time: 3627.69 ms
[2021-07-18 17:07:42	                main:581]	:	INFO	:	Epoch 2045 | loss: 0.0311544 | val_loss: 0.0311826 | Time: 4400.92 ms
[2021-07-18 17:07:45	                main:581]	:	INFO	:	Epoch 2046 | loss: 0.0311539 | val_loss: 0.03118 | Time: 3535.61 ms
[2021-07-18 17:07:48	                main:581]	:	INFO	:	Epoch 2047 | loss: 0.0311526 | val_loss: 0.0311787 | Time: 2569.02 ms
[2021-07-18 17:07:50	                main:581]	:	INFO	:	Epoch 2048 | loss: 0.0311528 | val_loss: 0.0311817 | Time: 1998.53 ms
[2021-07-18 17:07:50	                main:604]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.0311817
[2021-07-18 17:07:50	                main:610]	:	INFO	:	Saving end state to config to file
[2021-07-18 17:07:50	                main:615]	:	INFO	:	Success, exiting..
17:07:50 (26341): 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)