Task 3320232

Name ParityModified-1605453803-26040-4_0
Workunit 1586717
Created 17 Dec 2020, 10:41:28 UTC
Sent 20 Dec 2020, 19:29:28 UTC
Report deadline 27 Dec 2020, 19:29:28 UTC
Received 22 Dec 2020, 8:51:45 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 5242
Run time 6 hours 25 min 34 sec
CPU time 40 min 3 sec
Validate state Valid
Credit 2,080.00
Device peak FLOPS 1,508.42 GFLOPS
Application version Machine Learning Dataset Generator (GPU) v9.75 (cuda10200)
windows_x86_64
Peak working set size 1.56 GB
Peak swap size 3.47 GB
Peak disk usage 1.54 GB

Stderr output

<core_client_version>7.14.2</core_client_version>
<![CDATA[
<stderr_txt>
te: 0.01
[2020-12-21 22:13:36	                main:480]	:	INFO	:	    Patience: 10
[2020-12-21 22:13:36	                main:481]	:	INFO	:	    Hidden Width: 12
[2020-12-21 22:13:36	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2020-12-21 22:13:36	                main:483]	:	INFO	:	    # Backend Layers: 4
[2020-12-21 22:13:36	                main:484]	:	INFO	:	    # Threads: 1
[2020-12-21 22:13:36	                main:486]	:	INFO	:	Preparing Dataset
[2020-12-21 22:13:36	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory
[2020-12-21 22:13:55	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: GeForce GTX 960M)
[2020-12-21 22:21:25	                main:435]	:	INFO	:	Set logging level to 1
[2020-12-21 22:21:25	                main:441]	:	INFO	:	Running in BOINC Client mode
[2020-12-21 22:21:25	                main:444]	:	INFO	:	Resolving all filenames
[2020-12-21 22:21:25	                main:452]	:	INFO	:	Resolved: dataset.hdf5 => ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 (exists = 1)
[2020-12-21 22:21:25	                main:452]	:	INFO	:	Resolved: model.cfg => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1605453803-26040-4_0_r1462974612_1 (exists = 1)
[2020-12-21 22:21:25	                main:452]	:	INFO	:	Resolved: model-final.pt => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1605453803-26040-4_0_r1462974612_0 (exists = 0)
[2020-12-21 22:21:25	                main:452]	:	INFO	:	Resolved: model-input.pt => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1605453803-26040-4 (exists = 1)
[2020-12-21 22:21:25	                main:452]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2020-12-21 22:21:25	                main:472]	:	INFO	:	Dataset filename: ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5
[2020-12-21 22:21:25	                main:474]	:	INFO	:	Configuration: 
[2020-12-21 22:21:25	                main:475]	:	INFO	:	    Model type: GRU
[2020-12-21 22:21:25	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2020-12-21 22:21:25	                main:477]	:	INFO	:	    Max Epochs: 1024
[2020-12-21 22:21:25	                main:478]	:	INFO	:	    Batch Size: 128
[2020-12-21 22:21:25	                main:479]	:	INFO	:	    Learning Rate: 0.01
[2020-12-21 22:21:25	                main:480]	:	INFO	:	    Patience: 10
[2020-12-21 22:21:25	                main:481]	:	INFO	:	    Hidden Width: 12
[2020-12-21 22:21:25	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2020-12-21 22:21:25	                main:483]	:	INFO	:	    # Backend Layers: 4
[2020-12-21 22:21:25	                main:484]	:	INFO	:	    # Threads: 1
[2020-12-21 22:21:25	                main:486]	:	INFO	:	Preparing Dataset
[2020-12-21 22:21:25	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory
[2020-12-21 22:21:49	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory
[2020-12-21 22:23:44	                load:106]	:	INFO	:	Successfully loaded dataset of 2048 examples into memory.
[2020-12-21 22:23:44	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xv from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory
[2020-12-21 22:23:45	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yv from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory
[2020-12-21 22:23:55	                load:106]	:	INFO	:	Successfully loaded dataset of 512 examples into memory.
[2020-12-21 22:23:55	                main:494]	:	INFO	:	Creating Model
[2020-12-21 22:23:55	                main:507]	:	INFO	:	Preparing config file
[2020-12-21 22:23:55	                main:511]	:	INFO	:	Found checkpoint, attempting to load... 
[2020-12-21 22:23:55	                main:512]	:	INFO	:	Loading config
[2020-12-21 22:23:55	                main:514]	:	INFO	:	Loading state
[2020-12-21 22:24:31	                main:559]	:	INFO	:	Loading DataLoader into Memory
[2020-12-21 22:24:31	                main:562]	:	INFO	:	Starting Training
[2020-12-21 22:29:10	                main:574]	:	INFO	:	Epoch 551 | loss: 0.0311983 | val_loss: 0.0311812 | Time: 278687 ms
[2020-12-21 22:33:29	                main:574]	:	INFO	:	Epoch 552 | loss: 0.0311233 | val_loss: 0.0311542 | Time: 258815 ms
[2020-12-21 22:37:27	                main:574]	:	INFO	:	Epoch 553 | loss: 0.0311145 | val_loss: 0.0311522 | Time: 238637 ms
[2020-12-21 22:42:15	                main:574]	:	INFO	:	Epoch 554 | loss: 0.0311144 | val_loss: 0.0311555 | Time: 287297 ms
[2020-12-21 22:46:50	                main:574]	:	INFO	:	Epoch 555 | loss: 0.0311114 | val_loss: 0.0311527 | Time: 275434 ms
[2020-12-21 22:51:07	                main:574]	:	INFO	:	Epoch 556 | loss: 0.0311113 | val_loss: 0.0311559 | Time: 256470 ms
[2020-12-21 22:55:21	                main:574]	:	INFO	:	Epoch 557 | loss: 0.0311102 | val_loss: 0.0311527 | Time: 254070 ms
[2020-12-21 23:00:21	                main:574]	:	INFO	:	Epoch 558 | loss: 0.0311089 | val_loss: 0.0311531 | Time: 300402 ms
[2020-12-21 23:04:50	                main:574]	:	INFO	:	Epoch 559 | loss: 0.031109 | val_loss: 0.031159 | Time: 268330 ms
[2020-12-21 23:10:46	                main:574]	:	INFO	:	Epoch 560 | loss: 0.0311108 | val_loss: 0.0311578 | Time: 356197 ms
[2020-12-21 23:15:40	                main:574]	:	INFO	:	Epoch 561 | loss: 0.0311099 | val_loss: 0.031161 | Time: 294452 ms
[2020-12-21 23:20:04	                main:574]	:	INFO	:	Epoch 562 | loss: 0.0311094 | val_loss: 0.0311572 | Time: 263553 ms
[2020-12-21 23:24:16	                main:574]	:	INFO	:	Epoch 563 | loss: 0.0311115 | val_loss: 0.0311564 | Time: 251718 ms
[2020-12-21 23:28:50	                main:574]	:	INFO	:	Epoch 564 | loss: 0.0311094 | val_loss: 0.0311522 | Time: 274250 ms
[2020-12-21 23:30:42	                main:574]	:	INFO	:	Epoch 565 | loss: 0.0311096 | val_loss: 0.0311575 | Time: 111876 ms
[2020-12-21 23:30:53	                main:574]	:	INFO	:	Epoch 566 | loss: 0.0311146 | val_loss: 0.0311643 | Time: 10623.7 ms
[2020-12-21 23:30:57	                main:574]	:	INFO	:	Epoch 567 | loss: 0.0311133 | val_loss: 0.031153 | Time: 4774.15 ms
[2020-12-21 23:31:02	                main:574]	:	INFO	:	Epoch 568 | loss: 0.0311122 | val_loss: 0.0311591 | Time: 5048.32 ms
[2020-12-21 23:31:07	                main:574]	:	INFO	:	Epoch 569 | loss: 0.0311167 | val_loss: 0.0311532 | Time: 4789.35 ms
[2020-12-21 23:31:12	                main:574]	:	INFO	:	Epoch 570 | loss: 0.031123 | val_loss: 0.0311498 | Time: 4475.24 ms
[2020-12-21 23:31:17	                main:574]	:	INFO	:	Epoch 571 | loss: 0.0311191 | val_loss: 0.0311477 | Time: 5248.49 ms
[2020-12-21 23:31:22	                main:574]	:	INFO	:	Epoch 572 | loss: 0.0311149 | val_loss: 0.0311451 | Time: 4485.93 ms
[2020-12-21 23:31:26	                main:574]	:	INFO	:	Epoch 573 | loss: 0.0311124 | val_loss: 0.0311504 | Time: 4622.24 ms
[2020-12-21 23:31:31	                main:574]	:	INFO	:	Epoch 574 | loss: 0.0311115 | val_loss: 0.0311522 | Time: 4851.44 ms
[2020-12-21 23:31:37	                main:574]	:	INFO	:	Epoch 575 | loss: 0.0311097 | val_loss: 0.0311535 | Time: 5532.96 ms
[2020-12-21 23:31:41	                main:574]	:	INFO	:	Epoch 576 | loss: 0.0311093 | val_loss: 0.0311497 | Time: 4738.89 ms
[2020-12-21 23:31:46	                main:574]	:	INFO	:	Epoch 577 | loss: 0.0311123 | val_loss: 0.0311609 | Time: 4455.96 ms
[2020-12-21 23:31:50	                main:574]	:	INFO	:	Epoch 578 | loss: 0.0311167 | val_loss: 0.0311504 | Time: 4647.89 ms
[2020-12-21 23:31:54	                main:574]	:	INFO	:	Epoch 579 | loss: 0.0311173 | val_loss: 0.0311494 | Time: 3929.22 ms
[2020-12-21 23:31:58	                main:574]	:	INFO	:	Epoch 580 | loss: 0.0311174 | val_loss: 0.0311546 | Time: 3620.37 ms
[2020-12-21 23:32:01	                main:574]	:	INFO	:	Epoch 581 | loss: 0.0311121 | val_loss: 0.0311504 | Time: 2714.41 ms
[2020-12-21 23:32:13	                main:574]	:	INFO	:	Epoch 582 | loss: 0.0311098 | val_loss: 0.0311486 | Time: 12624.7 ms
[2020-12-21 23:32:16	                main:574]	:	INFO	:	Epoch 583 | loss: 0.0311092 | val_loss: 0.0311549 | Time: 2619.27 ms
[2020-12-21 23:32:19	                main:574]	:	INFO	:	Epoch 584 | loss: 0.0311107 | val_loss: 0.0311518 | Time: 2574.15 ms
[2020-12-21 23:32:21	                main:574]	:	INFO	:	Epoch 585 | loss: 0.0311095 | val_loss: 0.0311553 | Time: 2593.98 ms
[2020-12-21 23:32:24	                main:574]	:	INFO	:	Epoch 586 | loss: 0.0311127 | val_loss: 0.0311517 | Time: 2625.65 ms
[2020-12-21 23:32:26	                main:574]	:	INFO	:	Epoch 587 | loss: 0.0311173 | val_loss: 0.031151 | Time: 2585.79 ms
[2020-12-21 23:32:29	                main:574]	:	INFO	:	Epoch 588 | loss: 0.0311138 | val_loss: 0.0311524 | Time: 2737.06 ms
[2020-12-21 23:32:32	                main:574]	:	INFO	:	Epoch 589 | loss: 0.0311132 | val_loss: 0.0311562 | Time: 2619.27 ms
[2020-12-21 23:32:34	                main:574]	:	INFO	:	Epoch 590 | loss: 0.0311141 | val_loss: 0.0311617 | Time: 2577.48 ms
[2020-12-21 23:32:37	                main:574]	:	INFO	:	Epoch 591 | loss: 0.0311149 | val_loss: 0.0311542 | Time: 2618.21 ms
[2020-12-21 23:32:40	                main:574]	:	INFO	:	Epoch 592 | loss: 0.0311072 | val_loss: 0.0311554 | Time: 2650.7 ms
[2020-12-21 23:32:42	                main:574]	:	INFO	:	Epoch 593 | loss: 0.0311054 | val_loss: 0.0311527 | Time: 2567.67 ms
[2020-12-21 23:32:45	                main:574]	:	INFO	:	Epoch 594 | loss: 0.0311042 | val_loss: 0.031153 | Time: 2605.91 ms
[2020-12-21 23:32:47	                main:574]	:	INFO	:	Epoch 595 | loss: 0.031106 | val_loss: 0.0311552 | Time: 2646.44 ms
[2020-12-21 23:32:50	                main:574]	:	INFO	:	Epoch 596 | loss: 0.0311065 | val_loss: 0.0311539 | Time: 2544.62 ms
[2020-12-21 23:32:53	                main:574]	:	INFO	:	Epoch 597 | loss: 0.0311126 | val_loss: 0.0311548 | Time: 2609.89 ms
[2020-12-21 23:32:55	                main:574]	:	INFO	:	Epoch 598 | loss: 0.0311222 | val_loss: 0.0311588 | Time: 2673.21 ms
[2020-12-21 23:32:58	                main:574]	:	INFO	:	Epoch 599 | loss: 0.0311207 | val_loss: 0.031155 | Time: 3002.79 ms
[2020-12-21 23:33:01	                main:574]	:	INFO	:	Epoch 600 | loss: 0.0311142 | val_loss: 0.031155 | Time: 2752.43 ms
[2020-12-21 23:33:04	                main:574]	:	INFO	:	Epoch 601 | loss: 0.0311128 | val_loss: 0.0311541 | Time: 2565.7 ms
[2020-12-21 23:33:06	                main:574]	:	INFO	:	Epoch 602 | loss: 0.0311105 | val_loss: 0.0311538 | Time: 2574.75 ms
[2020-12-21 23:33:09	                main:574]	:	INFO	:	Epoch 603 | loss: 0.0311088 | val_loss: 0.0311583 | Time: 2625.31 ms
[2020-12-21 23:33:12	                main:574]	:	INFO	:	Epoch 604 | loss: 0.0311079 | val_loss: 0.0311594 | Time: 2615.69 ms
[2020-12-21 23:33:14	                main:574]	:	INFO	:	Epoch 605 | loss: 0.0311107 | val_loss: 0.0311551 | Time: 2552.02 ms
[2020-12-21 23:33:17	                main:574]	:	INFO	:	Epoch 606 | loss: 0.0311079 | val_loss: 0.0311558 | Time: 2583.04 ms
[2020-12-21 23:33:19	                main:574]	:	INFO	:	Epoch 607 | loss: 0.0311058 | val_loss: 0.031158 | Time: 2592.64 ms
[2020-12-21 23:33:22	                main:574]	:	INFO	:	Epoch 608 | loss: 0.0311068 | val_loss: 0.0311546 | Time: 2603.65 ms
[2020-12-21 23:33:24	                main:574]	:	INFO	:	Epoch 609 | loss: 0.0311056 | val_loss: 0.0311556 | Time: 2557.9 ms
[2020-12-21 23:33:27	                main:574]	:	INFO	:	Epoch 610 | loss: 0.0311084 | val_loss: 0.0311527 | Time: 2620.31 ms
[2020-12-21 23:33:30	                main:574]	:	INFO	:	Epoch 611 | loss: 0.0311041 | val_loss: 0.0311597 | Time: 2566.8 ms
[2020-12-21 23:33:32	                main:574]	:	INFO	:	Epoch 612 | loss: 0.031106 | val_loss: 0.0311557 | Time: 2749.27 ms
[2020-12-21 23:33:36	                main:574]	:	INFO	:	Epoch 613 | loss: 0.0311053 | val_loss: 0.031155 | Time: 3593.61 ms
[2020-12-21 23:33:39	                main:574]	:	INFO	:	Epoch 614 | loss: 0.0311056 | val_loss: 0.0311588 | Time: 2603.45 ms
[2020-12-21 23:33:41	                main:574]	:	INFO	:	Epoch 615 | loss: 0.0311125 | val_loss: 0.0311737 | Time: 2685.42 ms
[2020-12-21 23:33:44	                main:574]	:	INFO	:	Epoch 616 | loss: 0.0311169 | val_loss: 0.0311554 | Time: 2624.35 ms
[2020-12-21 23:33:46	                main:574]	:	INFO	:	Epoch 617 | loss: 0.0311116 | val_loss: 0.0311557 | Time: 2559.21 ms
[2020-12-21 23:33:49	                main:574]	:	INFO	:	Epoch 618 | loss: 0.0311105 | val_loss: 0.0311577 | Time: 2565.29 ms
[2020-12-21 23:33:52	                main:574]	:	INFO	:	Epoch 619 | loss: 0.0311104 | val_loss: 0.0311544 | Time: 2555.9 ms
[2020-12-21 23:33:54	                main:574]	:	INFO	:	Epoch 620 | loss: 0.0311079 | val_loss: 0.0311534 | Time: 2620.08 ms
[2020-12-21 23:33:57	                main:574]	:	INFO	:	Epoch 621 | loss: 0.0311052 | val_loss: 0.0311577 | Time: 2580.43 ms
[2020-12-21 23:33:59	                main:574]	:	INFO	:	Epoch 622 | loss: 0.0311063 | val_loss: 0.0311582 | Time: 2602.12 ms
[2020-12-21 23:34:02	                main:574]	:	INFO	:	Epoch 623 | loss: 0.0311091 | val_loss: 0.0311623 | Time: 2606.16 ms
[2020-12-21 23:34:05	                main:574]	:	INFO	:	Epoch 624 | loss: 0.0311046 | val_loss: 0.0311515 | Time: 2607.95 ms
[2020-12-21 23:34:07	                main:574]	:	INFO	:	Epoch 625 | loss: 0.0311023 | val_loss: 0.0311588 | Time: 2676.06 ms
[2020-12-21 23:34:11	                main:574]	:	INFO	:	Epoch 626 | loss: 0.0311041 | val_loss: 0.0311504 | Time: 3254.22 ms
[2020-12-21 23:34:13	                main:574]	:	INFO	:	Epoch 627 | loss: 0.0311037 | val_loss: 0.0311495 | Time: 2582.64 ms
[2020-12-21 23:34:16	                main:574]	:	INFO	:	Epoch 628 | loss: 0.0311069 | val_loss: 0.031152 | Time: 2587.42 ms
[2020-12-21 23:34:18	                main:574]	:	INFO	:	Epoch 629 | loss: 0.0311059 | val_loss: 0.0311573 | Time: 2452.76 ms
[2020-12-21 23:34:21	                main:574]	:	INFO	:	Epoch 630 | loss: 0.0311036 | val_loss: 0.0311502 | Time: 2456.17 ms
[2020-12-21 23:34:23	                main:574]	:	INFO	:	Epoch 631 | loss: 0.0311038 | val_loss: 0.0311558 | Time: 2450 ms
[2020-12-21 23:34:26	                main:574]	:	INFO	:	Epoch 632 | loss: 0.0311032 | val_loss: 0.0311543 | Time: 2452.88 ms
[2020-12-21 23:34:28	                main:574]	:	INFO	:	Epoch 633 | loss: 0.0311053 | val_loss: 0.0311492 | Time: 2462.77 ms
[2020-12-21 23:34:31	                main:574]	:	INFO	:	Epoch 634 | loss: 0.0311036 | val_loss: 0.0311529 | Time: 2449.03 ms
[2020-12-21 23:34:33	                main:574]	:	INFO	:	Epoch 635 | loss: 0.031105 | val_loss: 0.0311507 | Time: 2468.32 ms
[2020-12-21 23:34:35	                main:574]	:	INFO	:	Epoch 636 | loss: 0.0311032 | val_loss: 0.0311563 | Time: 2457.39 ms
[2020-12-21 23:34:38	                main:574]	:	INFO	:	Epoch 637 | loss: 0.0311072 | val_loss: 0.0311559 | Time: 2565.27 ms
[2020-12-21 23:34:41	                main:574]	:	INFO	:	Epoch 638 | loss: 0.0311084 | val_loss: 0.0311547 | Time: 2475.59 ms
[2020-12-21 23:34:43	                main:574]	:	INFO	:	Epoch 639 | loss: 0.0311035 | val_loss: 0.031155 | Time: 2450.35 ms
[2020-12-21 23:34:45	                main:574]	:	INFO	:	Epoch 640 | loss: 0.0311028 | val_loss: 0.0311572 | Time: 2459.03 ms
[2020-12-21 23:34:48	                main:574]	:	INFO	:	Epoch 641 | loss: 0.0311033 | val_loss: 0.0311564 | Time: 2476.85 ms
[2020-12-21 23:34:50	                main:574]	:	INFO	:	Epoch 642 | loss: 0.0311029 | val_loss: 0.0311584 | Time: 2455.91 ms
[2020-12-21 23:34:53	                main:574]	:	INFO	:	Epoch 643 | loss: 0.0311029 | val_loss: 0.0311531 | Time: 2451.48 ms
[2020-12-21 23:34:55	                main:574]	:	INFO	:	Epoch 644 | loss: 0.0311019 | val_loss: 0.0311603 | Time: 2472.5 ms
[2020-12-21 23:34:58	                main:574]	:	INFO	:	Epoch 645 | loss: 0.031101 | val_loss: 0.0311557 | Time: 2453.03 ms
[2020-12-21 23:35:00	                main:574]	:	INFO	:	Epoch 646 | loss: 0.0310998 | val_loss: 0.031152 | Time: 2466.71 ms
[2020-12-21 23:35:03	                main:574]	:	INFO	:	Epoch 647 | loss: 0.0310984 | val_loss: 0.0311561 | Time: 2450.8 ms
[2020-12-21 23:35:05	                main:574]	:	INFO	:	Epoch 648 | loss: 0.0310987 | val_loss: 0.0311563 | Time: 2466.82 ms
[2020-12-21 23:35:08	                main:574]	:	INFO	:	Epoch 649 | loss: 0.0311095 | val_loss: 0.0311573 | Time: 2451.92 ms
[2020-12-21 23:35:10	                main:574]	:	INFO	:	Epoch 650 | loss: 0.0311109 | val_loss: 0.0311498 | Time: 2499.63 ms
[2020-12-21 23:35:13	                main:574]	:	INFO	:	Epoch 651 | loss: 0.031104 | val_loss: 0.0311596 | Time: 2452.75 ms
[2020-12-21 23:35:15	                main:574]	:	INFO	:	Epoch 652 | loss: 0.0311013 | val_loss: 0.0311572 | Time: 2461.13 ms
[2020-12-21 23:35:18	                main:574]	:	INFO	:	Epoch 653 | loss: 0.0311001 | val_loss: 0.0311541 | Time: 2451.73 ms
[2020-12-21 23:35:20	                main:574]	:	INFO	:	Epoch 654 | loss: 0.0311002 | val_loss: 0.0311613 | Time: 2462.29 ms
[2020-12-21 23:35:22	                main:574]	:	INFO	:	Epoch 655 | loss: 0.0311042 | val_loss: 0.0311535 | Time: 2456.03 ms
[2020-12-21 23:35:25	                main:574]	:	INFO	:	Epoch 656 | loss: 0.0311005 | val_loss: 0.0311547 | Time: 2577.34 ms
[2020-12-21 23:35:27	                main:574]	:	INFO	:	Epoch 657 | loss: 0.0311005 | val_loss: 0.0311602 | Time: 2460.35 ms
[2020-12-21 23:35:30	                main:574]	:	INFO	:	Epoch 658 | loss: 0.0311025 | val_loss: 0.0311607 | Time: 2479.66 ms
[2020-12-21 23:35:32	                main:574]	:	INFO	:	Epoch 659 | loss: 0.0311051 | val_loss: 0.0311589 | Time: 2452.56 ms
[2020-12-21 23:35:35	                main:574]	:	INFO	:	Epoch 660 | loss: 0.0310992 | val_loss: 0.0311531 | Time: 2476.07 ms
[2020-12-21 23:35:37	                main:574]	:	INFO	:	Epoch 661 | loss: 0.0310985 | val_loss: 0.0311606 | Time: 2440.93 ms
[2020-12-21 23:35:40	                main:574]	:	INFO	:	Epoch 662 | loss: 0.0310974 | val_loss: 0.0311563 | Time: 2514.19 ms
[2020-12-21 23:35:42	                main:574]	:	INFO	:	Epoch 663 | loss: 0.0310962 | val_loss: 0.0311574 | Time: 2490.34 ms
[2020-12-21 23:35:45	                main:574]	:	INFO	:	Epoch 664 | loss: 0.0310987 | val_loss: 0.0311543 | Time: 2473.11 ms
[2020-12-21 23:35:47	                main:574]	:	INFO	:	Epoch 665 | loss: 0.0311023 | val_loss: 0.0311558 | Time: 2460.13 ms
[2020-12-21 23:35:50	                main:574]	:	INFO	:	Epoch 666 | loss: 0.0311076 | val_loss: 0.0311537 | Time: 2504.53 ms
[2020-12-21 23:35:52	                main:574]	:	INFO	:	Epoch 667 | loss: 0.0311061 | val_loss: 0.0311531 | Time: 2518.8 ms
[2020-12-21 23:35:55	                main:574]	:	INFO	:	Epoch 668 | loss: 0.0311063 | val_loss: 0.0311493 | Time: 2584.14 ms
[2020-12-21 23:35:57	                main:574]	:	INFO	:	Epoch 669 | loss: 0.0311065 | val_loss: 0.0311479 | Time: 2550.63 ms
[2020-12-21 23:36:00	                main:574]	:	INFO	:	Epoch 670 | loss: 0.031108 | val_loss: 0.0311488 | Time: 2631.39 ms
[2020-12-21 23:36:03	                main:574]	:	INFO	:	Epoch 671 | loss: 0.0311069 | val_loss: 0.0311494 | Time: 2542.7 ms
[2020-12-21 23:36:05	                main:574]	:	INFO	:	Epoch 672 | loss: 0.031105 | val_loss: 0.0311529 | Time: 2548.3 ms
[2020-12-21 23:36:08	                main:574]	:	INFO	:	Epoch 673 | loss: 0.0311024 | val_loss: 0.0311592 | Time: 2537.6 ms
[2020-12-21 23:36:10	                main:574]	:	INFO	:	Epoch 674 | loss: 0.0311098 | val_loss: 0.0311506 | Time: 2572.05 ms
[2020-12-21 23:36:13	                main:574]	:	INFO	:	Epoch 675 | loss: 0.0311097 | val_loss: 0.0311516 | Time: 2535.47 ms
[2020-12-21 23:36:15	                main:574]	:	INFO	:	Epoch 676 | loss: 0.0311086 | val_loss: 0.0311522 | Time: 2566.86 ms
[2020-12-21 23:36:18	                main:574]	:	INFO	:	Epoch 677 | loss: 0.0311104 | val_loss: 0.0311565 | Time: 2511.01 ms
[2020-12-21 23:36:20	                main:574]	:	INFO	:	Epoch 678 | loss: 0.0311153 | val_loss: 0.031156 | Time: 2518.77 ms
[2020-12-21 23:36:23	                main:574]	:	INFO	:	Epoch 679 | loss: 0.0311118 | val_loss: 0.0311507 | Time: 2568.51 ms
[2020-12-21 23:36:26	                main:574]	:	INFO	:	Epoch 680 | loss: 0.0311095 | val_loss: 0.0311568 | Time: 2540.26 ms
[2020-12-21 23:36:28	                main:574]	:	INFO	:	Epoch 681 | loss: 0.0311101 | val_loss: 0.0311543 | Time: 2524.95 ms
[2020-12-21 23:36:31	                main:574]	:	INFO	:	Epoch 682 | loss: 0.0311118 | val_loss: 0.0311608 | Time: 2622.94 ms
[2020-12-21 23:36:33	                main:574]	:	INFO	:	Epoch 683 | loss: 0.0311065 | val_loss: 0.0311614 | Time: 2601.13 ms
[2020-12-21 23:36:36	                main:574]	:	INFO	:	Epoch 684 | loss: 0.0311112 | val_loss: 0.0311752 | Time: 2689.34 ms
[2020-12-21 23:36:39	                main:574]	:	INFO	:	Epoch 685 | loss: 0.0311104 | val_loss: 0.0311617 | Time: 2591.7 ms
[2020-12-21 23:36:41	                main:574]	:	INFO	:	Epoch 686 | loss: 0.0311079 | val_loss: 0.0311602 | Time: 2526.53 ms
[2020-12-21 23:36:44	                main:574]	:	INFO	:	Epoch 687 | loss: 0.0311072 | val_loss: 0.031164 | Time: 2574.99 ms
[2020-12-21 23:36:46	                main:574]	:	INFO	:	Epoch 688 | loss: 0.0311048 | val_loss: 0.0311609 | Time: 2570.9 ms
[2020-12-21 23:36:49	                main:574]	:	INFO	:	Epoch 689 | loss: 0.0311056 | val_loss: 0.0311675 | Time: 2485.04 ms
[2020-12-21 23:36:51	                main:574]	:	INFO	:	Epoch 690 | loss: 0.0311389 | val_loss: 0.0311577 | Time: 2508.64 ms
[2020-12-21 23:36:54	                main:574]	:	INFO	:	Epoch 691 | loss: 0.0311371 | val_loss: 0.0311564 | Time: 2490.83 ms
[2020-12-21 23:36:56	                main:574]	:	INFO	:	Epoch 692 | loss: 0.03113 | val_loss: 0.0311595 | Time: 2491.16 ms
[2020-12-21 23:36:59	                main:574]	:	INFO	:	Epoch 693 | loss: 0.0311254 | val_loss: 0.0311596 | Time: 2461.08 ms
[2020-12-21 23:37:01	                main:574]	:	INFO	:	Epoch 694 | loss: 0.0311194 | val_loss: 0.0311521 | Time: 2458.89 ms
[2020-12-21 23:37:04	                main:574]	:	INFO	:	Epoch 695 | loss: 0.0311165 | val_loss: 0.0311527 | Time: 2489.98 ms
[2020-12-21 23:37:06	                main:574]	:	INFO	:	Epoch 696 | loss: 0.0311138 | val_loss: 0.0311501 | Time: 2463.5 ms
[2020-12-21 23:37:09	                main:574]	:	INFO	:	Epoch 697 | loss: 0.031116 | val_loss: 0.0311515 | Time: 2445.53 ms
[2020-12-21 23:37:11	                main:574]	:	INFO	:	Epoch 698 | loss: 0.0311123 | val_loss: 0.0311519 | Time: 2457.2 ms
[2020-12-21 23:37:14	                main:574]	:	INFO	:	Epoch 699 | loss: 0.031112 | val_loss: 0.031162 | Time: 2448.35 ms
[2020-12-21 23:37:16	                main:574]	:	INFO	:	Epoch 700 | loss: 0.0311113 | val_loss: 0.031153 | Time: 2473.02 ms
[2020-12-21 23:37:19	                main:574]	:	INFO	:	Epoch 701 | loss: 0.0311091 | val_loss: 0.031154 | Time: 2502.71 ms
[2020-12-21 23:37:21	                main:574]	:	INFO	:	Epoch 702 | loss: 0.0311096 | val_loss: 0.0311508 | Time: 2475.95 ms
[2020-12-21 23:37:24	                main:574]	:	INFO	:	Epoch 703 | loss: 0.0311184 | val_loss: 0.0311534 | Time: 2446.38 ms
[2020-12-21 23:37:26	                main:574]	:	INFO	:	Epoch 704 | loss: 0.0311238 | val_loss: 0.0311572 | Time: 2478.61 ms
[2020-12-21 23:37:28	                main:574]	:	INFO	:	Epoch 705 | loss: 0.0311222 | val_loss: 0.0311518 | Time: 2445.11 ms
[2020-12-21 23:37:31	                main:574]	:	INFO	:	Epoch 706 | loss: 0.0311179 | val_loss: 0.031152 | Time: 2526.36 ms
[2020-12-21 23:37:33	                main:574]	:	INFO	:	Epoch 707 | loss: 0.0311164 | val_loss: 0.0311534 | Time: 2510.63 ms
[2020-12-21 23:37:36	                main:574]	:	INFO	:	Epoch 708 | loss: 0.0311223 | val_loss: 0.0311639 | Time: 2547.77 ms
[2020-12-21 23:37:39	                main:574]	:	INFO	:	Epoch 709 | loss: 0.0311471 | val_loss: 0.0311673 | Time: 2540.57 ms
[2020-12-21 23:37:41	                main:574]	:	INFO	:	Epoch 710 | loss: 0.0311442 | val_loss: 0.0311573 | Time: 2566.73 ms
[2020-12-21 23:37:44	                main:574]	:	INFO	:	Epoch 711 | loss: 0.0311356 | val_loss: 0.0311597 | Time: 2557.38 ms
[2020-12-21 23:37:46	                main:574]	:	INFO	:	Epoch 712 | loss: 0.0311358 | val_loss: 0.03116 | Time: 2559.58 ms
[2020-12-21 23:37:49	                main:574]	:	INFO	:	Epoch 713 | loss: 0.0311338 | val_loss: 0.0311633 | Time: 2559.85 ms
[2020-12-21 23:37:51	                main:574]	:	INFO	:	Epoch 714 | loss: 0.0311299 | val_loss: 0.0311598 | Time: 2608.14 ms
[2020-12-21 23:37:54	                main:574]	:	INFO	:	Epoch 715 | loss: 0.0311296 | val_loss: 0.0311547 | Time: 2530.19 ms
[2020-12-21 23:37:56	                main:574]	:	INFO	:	Epoch 716 | loss: 0.0311333 | val_loss: 0.0311604 | Time: 2471.89 ms
[2020-12-21 23:37:59	                main:574]	:	INFO	:	Epoch 717 | loss: 0.0311363 | val_loss: 0.0311617 | Time: 2502.85 ms
[2020-12-21 23:38:02	                main:574]	:	INFO	:	Epoch 718 | loss: 0.0311262 | val_loss: 0.0311605 | Time: 2515.72 ms
[2020-12-21 23:38:04	                main:574]	:	INFO	:	Epoch 719 | loss: 0.0311268 | val_loss: 0.0311533 | Time: 2528.09 ms
[2020-12-21 23:38:07	                main:574]	:	INFO	:	Epoch 720 | loss: 0.0311315 | val_loss: 0.0311581 | Time: 2575.59 ms
[2020-12-21 23:38:09	                main:574]	:	INFO	:	Epoch 721 | loss: 0.031128 | val_loss: 0.0311529 | Time: 2572.08 ms
[2020-12-21 23:38:12	                main:574]	:	INFO	:	Epoch 722 | loss: 0.0311245 | val_loss: 0.0311556 | Time: 2556.04 ms
[2020-12-21 23:38:14	                main:574]	:	INFO	:	Epoch 723 | loss: 0.0311221 | val_loss: 0.0311531 | Time: 2564.69 ms
[2020-12-21 23:38:17	                main:574]	:	INFO	:	Epoch 724 | loss: 0.0311191 | val_loss: 0.0311581 | Time: 2530.98 ms
[2020-12-21 23:38:19	                main:574]	:	INFO	:	Epoch 725 | loss: 0.0311182 | val_loss: 0.031153 | Time: 2536.74 ms
[2020-12-21 23:38:22	                main:574]	:	INFO	:	Epoch 726 | loss: 0.0311211 | val_loss: 0.0311531 | Time: 2514.16 ms
[2020-12-21 23:38:24	                main:574]	:	INFO	:	Epoch 727 | loss: 0.0311194 | val_loss: 0.0311535 | Time: 2492.74 ms
[2020-12-21 23:38:27	                main:574]	:	INFO	:	Epoch 728 | loss: 0.0311209 | val_loss: 0.0311566 | Time: 2533.4 ms
[2020-12-21 23:38:29	                main:574]	:	INFO	:	Epoch 729 | loss: 0.0311205 | val_loss: 0.0311612 | Time: 2510.99 ms
[2020-12-21 23:38:32	                main:574]	:	INFO	:	Epoch 730 | loss: 0.0311218 | val_loss: 0.0311554 | Time: 2549.08 ms
[2020-12-21 23:38:35	                main:574]	:	INFO	:	Epoch 731 | loss: 0.0311172 | val_loss: 0.0311538 | Time: 2562 ms
[2020-12-21 23:38:37	                main:574]	:	INFO	:	Epoch 732 | loss: 0.0311153 | val_loss: 0.0311547 | Time: 2511.2 ms
[2020-12-21 23:38:40	                main:574]	:	INFO	:	Epoch 733 | loss: 0.0311149 | val_loss: 0.0311517 | Time: 2451.79 ms
[2020-12-21 23:38:42	                main:574]	:	INFO	:	Epoch 734 | loss: 0.0311129 | val_loss: 0.0311581 | Time: 2482.9 ms
[2020-12-21 23:38:44	                main:574]	:	INFO	:	Epoch 735 | loss: 0.0311175 | val_loss: 0.0311607 | Time: 2441.51 ms
[2020-12-21 23:38:47	                main:574]	:	INFO	:	Epoch 736 | loss: 0.0311167 | val_loss: 0.0311527 | Time: 2453.35 ms
[2020-12-21 23:38:49	                main:574]	:	INFO	:	Epoch 737 | loss: 0.0311222 | val_loss: 0.0311572 | Time: 2458.74 ms
[2020-12-21 23:38:52	                main:574]	:	INFO	:	Epoch 738 | loss: 0.0311214 | val_loss: 0.0311543 | Time: 2471.14 ms
[2020-12-21 23:38:54	                main:574]	:	INFO	:	Epoch 739 | loss: 0.0311168 | val_loss: 0.0311595 | Time: 2448.3 ms
[2020-12-21 23:38:57	                main:574]	:	INFO	:	Epoch 740 | loss: 0.0311213 | val_loss: 0.0311545 | Time: 2468.53 ms
[2020-12-21 23:38:59	                main:574]	:	INFO	:	Epoch 741 | loss: 0.0311316 | val_loss: 0.031156 | Time: 2542.26 ms
[2020-12-21 23:39:02	                main:574]	:	INFO	:	Epoch 742 | loss: 0.0311388 | val_loss: 0.0311543 | Time: 2525.68 ms
[2020-12-21 23:39:04	                main:574]	:	INFO	:	Epoch 743 | loss: 0.0311349 | val_loss: 0.0311533 | Time: 2556.37 ms
[2020-12-21 23:39:07	                main:574]	:	INFO	:	Epoch 744 | loss: 0.0311275 | val_loss: 0.031152 | Time: 2534.79 ms
[2020-12-21 23:39:10	                main:574]	:	INFO	:	Epoch 745 | loss: 0.0311237 | val_loss: 0.0311532 | Time: 2554.39 ms
[2020-12-21 23:39:12	                main:574]	:	INFO	:	Epoch 746 | loss: 0.0311223 | val_loss: 0.0311542 | Time: 2540.01 ms
[2020-12-21 23:39:15	                main:574]	:	INFO	:	Epoch 747 | loss: 0.0311244 | val_loss: 0.0311566 | Time: 2522.21 ms
[2020-12-21 23:39:17	                main:574]	:	INFO	:	Epoch 748 | loss: 0.0311237 | val_loss: 0.0311509 | Time: 2521.56 ms
[2020-12-21 23:39:20	                main:574]	:	INFO	:	Epoch 749 | loss: 0.0311228 | val_loss: 0.0311549 | Time: 2555.79 ms
[2020-12-21 23:39:22	                main:574]	:	INFO	:	Epoch 750 | loss: 0.03112 | val_loss: 0.0311548 | Time: 2520.6 ms
[2020-12-21 23:39:25	                main:574]	:	INFO	:	Epoch 751 | loss: 0.0311206 | val_loss: 0.0311548 | Time: 2556.4 ms
[2020-12-21 23:39:27	                main:574]	:	INFO	:	Epoch 752 | loss: 0.0311166 | val_loss: 0.0311536 | Time: 2533.95 ms
[2020-12-21 23:39:30	                main:574]	:	INFO	:	Epoch 753 | loss: 0.0311147 | val_loss: 0.031152 | Time: 2552.8 ms
[2020-12-21 23:39:32	                main:574]	:	INFO	:	Epoch 754 | loss: 0.0311126 | val_loss: 0.0311568 | Time: 2559.42 ms
[2020-12-21 23:39:35	                main:574]	:	INFO	:	Epoch 755 | loss: 0.0311136 | val_loss: 0.0311567 | Time: 2545.82 ms
[2020-12-21 23:39:38	                main:574]	:	INFO	:	Epoch 756 | loss: 0.031114 | val_loss: 0.0311635 | Time: 2534.7 ms
[2020-12-21 23:39:40	                main:574]	:	INFO	:	Epoch 757 | loss: 0.031115 | val_loss: 0.0311543 | Time: 2551.94 ms
[2020-12-21 23:39:43	                main:574]	:	INFO	:	Epoch 758 | loss: 0.0311109 | val_loss: 0.0311563 | Time: 2545.47 ms
[2020-12-21 23:39:45	                main:574]	:	INFO	:	Epoch 759 | loss: 0.0311098 | val_loss: 0.0311557 | Time: 2547.58 ms
[2020-12-21 23:39:48	                main:574]	:	INFO	:	Epoch 760 | loss: 0.0311095 | val_loss: 0.03116 | Time: 2552.33 ms
[2020-12-21 23:39:50	                main:574]	:	INFO	:	Epoch 761 | loss: 0.0311085 | val_loss: 0.031152 | Time: 2547.26 ms
[2020-12-21 23:39:53	                main:574]	:	INFO	:	Epoch 762 | loss: 0.0311089 | val_loss: 0.0311543 | Time: 2536.1 ms
[2020-12-21 23:39:55	                main:574]	:	INFO	:	Epoch 763 | loss: 0.0311069 | val_loss: 0.0311566 | Time: 2546.83 ms
[2020-12-21 23:39:58	                main:574]	:	INFO	:	Epoch 764 | loss: 0.0311058 | val_loss: 0.0311535 | Time: 2546.6 ms
[2020-12-21 23:40:01	                main:574]	:	INFO	:	Epoch 765 | loss: 0.0311069 | val_loss: 0.0311519 | Time: 2535.42 ms
[2020-12-21 23:40:03	                main:574]	:	INFO	:	Epoch 766 | loss: 0.0311046 | val_loss: 0.0311506 | Time: 2552.65 ms
[2020-12-21 23:40:06	                main:574]	:	INFO	:	Epoch 767 | loss: 0.0311057 | val_loss: 0.0311567 | Time: 2561.97 ms
[2020-12-21 23:40:08	                main:574]	:	INFO	:	Epoch 768 | loss: 0.0311056 | val_loss: 0.0311535 | Time: 2566.68 ms
[2020-12-21 23:40:11	                main:574]	:	INFO	:	Epoch 769 | loss: 0.0311034 | val_loss: 0.0311507 | Time: 2558.59 ms
[2020-12-21 23:40:13	                main:574]	:	INFO	:	Epoch 770 | loss: 0.0311041 | val_loss: 0.0311506 | Time: 2560.87 ms
[2020-12-21 23:40:16	                main:574]	:	INFO	:	Epoch 771 | loss: 0.0311039 | val_loss: 0.0311597 | Time: 2545.34 ms
[2020-12-21 23:40:18	                main:574]	:	INFO	:	Epoch 772 | loss: 0.0311039 | val_loss: 0.0311544 | Time: 2531.19 ms
[2020-12-21 23:40:21	                main:574]	:	INFO	:	Epoch 773 | loss: 0.0311027 | val_loss: 0.0311539 | Time: 2552.4 ms
[2020-12-21 23:40:24	                main:574]	:	INFO	:	Epoch 774 | loss: 0.031106 | val_loss: 0.0311664 | Time: 2543.69 ms
[2020-12-21 23:40:26	                main:574]	:	INFO	:	Epoch 775 | loss: 0.0311024 | val_loss: 0.0311548 | Time: 2554.28 ms
[2020-12-21 23:40:29	                main:574]	:	INFO	:	Epoch 776 | loss: 0.031102 | val_loss: 0.0311533 | Time: 2565.41 ms
[2020-12-21 23:40:31	                main:574]	:	INFO	:	Epoch 777 | loss: 0.0310997 | val_loss: 0.031156 | Time: 2548.88 ms
[2020-12-21 23:40:34	                main:574]	:	INFO	:	Epoch 778 | loss: 0.0311 | val_loss: 0.0311571 | Time: 2550.89 ms
[2020-12-21 23:40:36	                main:574]	:	INFO	:	Epoch 779 | loss: 0.0311032 | val_loss: 0.0311564 | Time: 2506.35 ms
[2020-12-21 23:40:39	                main:574]	:	INFO	:	Epoch 780 | loss: 0.0311027 | val_loss: 0.0311569 | Time: 2560.9 ms
[2020-12-21 23:40:41	                main:574]	:	INFO	:	Epoch 781 | loss: 0.0311023 | val_loss: 0.0311577 | Time: 2561.58 ms
[2020-12-21 23:40:44	                main:574]	:	INFO	:	Epoch 782 | loss: 0.0311022 | val_loss: 0.0311526 | Time: 2555.87 ms
[2020-12-21 23:40:47	                main:574]	:	INFO	:	Epoch 783 | loss: 0.0311038 | val_loss: 0.0311548 | Time: 2553.18 ms
[2020-12-21 23:40:49	                main:574]	:	INFO	:	Epoch 784 | loss: 0.0311052 | val_loss: 0.0311556 | Time: 2543.44 ms
[2020-12-21 23:40:52	                main:574]	:	INFO	:	Epoch 785 | loss: 0.0311059 | val_loss: 0.0311557 | Time: 2558.05 ms
[2020-12-21 23:40:54	                main:574]	:	INFO	:	Epoch 786 | loss: 0.0311042 | val_loss: 0.0311546 | Time: 2560.89 ms
[2020-12-21 23:40:57	                main:574]	:	INFO	:	Epoch 787 | loss: 0.0311017 | val_loss: 0.0311568 | Time: 2545.39 ms
[2020-12-21 23:40:59	                main:574]	:	INFO	:	Epoch 788 | loss: 0.0311012 | val_loss: 0.0311524 | Time: 2547.61 ms
[2020-12-21 23:41:02	                main:574]	:	INFO	:	Epoch 789 | loss: 0.0311055 | val_loss: 0.0311539 | Time: 2543.79 ms
[2020-12-21 23:41:04	                main:574]	:	INFO	:	Epoch 790 | loss: 0.0311069 | val_loss: 0.0311546 | Time: 2559.18 ms
[2020-12-21 23:41:07	                main:574]	:	INFO	:	Epoch 791 | loss: 0.0311036 | val_loss: 0.0311512 | Time: 2547.79 ms
[2020-12-21 23:41:10	                main:574]	:	INFO	:	Epoch 792 | loss: 0.0311069 | val_loss: 0.0311536 | Time: 2558.02 ms
[2020-12-21 23:41:12	                main:574]	:	INFO	:	Epoch 793 | loss: 0.0311035 | val_loss: 0.0311583 | Time: 2562.01 ms
[2020-12-21 23:41:15	                main:574]	:	INFO	:	Epoch 794 | loss: 0.0311033 | val_loss: 0.0311555 | Time: 2558.34 ms
[2020-12-21 23:41:17	                main:574]	:	INFO	:	Epoch 795 | loss: 0.0311027 | val_loss: 0.031157 | Time: 2553.38 ms
[2020-12-21 23:41:20	                main:574]	:	INFO	:	Epoch 796 | loss: 0.0311024 | val_loss: 0.0311552 | Time: 2542.96 ms
[2020-12-21 23:41:22	                main:574]	:	INFO	:	Epoch 797 | loss: 0.031106 | val_loss: 0.0311617 | Time: 2566.56 ms
[2020-12-21 23:41:25	                main:574]	:	INFO	:	Epoch 798 | loss: 0.0311166 | val_loss: 0.0311563 | Time: 2561.47 ms
[2020-12-21 23:41:27	                main:574]	:	INFO	:	Epoch 799 | loss: 0.031111 | val_loss: 0.0311564 | Time: 2545.21 ms
[2020-12-21 23:41:30	                main:574]	:	INFO	:	Epoch 800 | loss: 0.0311205 | val_loss: 0.0311542 | Time: 2555.3 ms
[2020-12-21 23:41:33	                main:574]	:	INFO	:	Epoch 801 | loss: 0.03112 | val_loss: 0.0311541 | Time: 2547.3 ms
[2020-12-21 23:41:35	                main:574]	:	INFO	:	Epoch 802 | loss: 0.0311331 | val_loss: 0.0311587 | Time: 2554.61 ms
[2020-12-21 23:41:38	                main:574]	:	INFO	:	Epoch 803 | loss: 0.0311394 | val_loss: 0.0311581 | Time: 2551.9 ms
[2020-12-21 23:41:40	                main:574]	:	INFO	:	Epoch 804 | loss: 0.0311394 | val_loss: 0.0311573 | Time: 2537.91 ms
[2020-12-21 23:41:43	                main:574]	:	INFO	:	Epoch 805 | loss: 0.0311309 | val_loss: 0.0311573 | Time: 2539.61 ms
[2020-12-21 23:41:45	                main:574]	:	INFO	:	Epoch 806 | loss: 0.0311257 | val_loss: 0.0311537 | Time: 2564.41 ms
[2020-12-21 23:41:48	                main:574]	:	INFO	:	Epoch 807 | loss: 0.0311209 | val_loss: 0.0311583 | Time: 2546.1 ms
[2020-12-21 23:41:50	                main:574]	:	INFO	:	Epoch 808 | loss: 0.0311203 | val_loss: 0.0311589 | Time: 2564.34 ms
[2020-12-21 23:41:53	                main:574]	:	INFO	:	Epoch 809 | loss: 0.031118 | val_loss: 0.0311598 | Time: 2570.94 ms
[2020-12-21 23:41:56	                main:574]	:	INFO	:	Epoch 810 | loss: 0.0311155 | val_loss: 0.0311536 | Time: 2559.23 ms
[2020-12-21 23:41:58	                main:574]	:	INFO	:	Epoch 811 | loss: 0.031114 | val_loss: 0.0311568 | Time: 2554.02 ms
[2020-12-21 23:42:01	                main:574]	:	INFO	:	Epoch 812 | loss: 0.0311162 | val_loss: 0.0311566 | Time: 2560.96 ms
[2020-12-21 23:42:03	                main:574]	:	INFO	:	Epoch 813 | loss: 0.0311158 | val_loss: 0.0311556 | Time: 2547.08 ms
[2020-12-21 23:42:06	                main:574]	:	INFO	:	Epoch 814 | loss: 0.0311163 | val_loss: 0.0311531 | Time: 2556.76 ms
[2020-12-21 23:42:08	                main:574]	:	INFO	:	Epoch 815 | loss: 0.0311142 | val_loss: 0.0311547 | Time: 2538.36 ms
[2020-12-21 23:42:11	                main:574]	:	INFO	:	Epoch 816 | loss: 0.0311145 | val_loss: 0.0311582 | Time: 2521.93 ms
[2020-12-21 23:42:13	                main:574]	:	INFO	:	Epoch 817 | loss: 0.0311137 | val_loss: 0.0311573 | Time: 2477.95 ms
[2020-12-21 23:42:16	                main:574]	:	INFO	:	Epoch 818 | loss: 0.0311118 | val_loss: 0.0311518 | Time: 2540.02 ms
[2020-12-21 23:42:18	                main:574]	:	INFO	:	Epoch 819 | loss: 0.0311115 | val_loss: 0.0311567 | Time: 2559.79 ms
[2020-12-21 23:42:21	                main:574]	:	INFO	:	Epoch 820 | loss: 0.0311094 | val_loss: 0.0311586 | Time: 2557.49 ms
[2020-12-21 23:42:24	                main:574]	:	INFO	:	Epoch 821 | loss: 0.0311106 | val_loss: 0.0311607 | Time: 2545.91 ms
[2020-12-21 23:42:26	                main:574]	:	INFO	:	Epoch 822 | loss: 0.0311107 | val_loss: 0.0311587 | Time: 2551.71 ms
[2020-12-21 23:42:29	                main:574]	:	INFO	:	Epoch 823 | loss: 0.0311075 | val_loss: 0.0311581 | Time: 2529.04 ms
[2020-12-21 23:42:31	                main:574]	:	INFO	:	Epoch 824 | loss: 0.0311056 | val_loss: 0.0311593 | Time: 2546.86 ms
[2020-12-21 23:42:34	                main:574]	:	INFO	:	Epoch 825 | loss: 0.0311045 | val_loss: 0.0311571 | Time: 2534.39 ms
[2020-12-21 23:42:36	                main:574]	:	INFO	:	Epoch 826 | loss: 0.0311054 | val_loss: 0.0311591 | Time: 2554.25 ms
[2020-12-21 23:42:39	                main:574]	:	INFO	:	Epoch 827 | loss: 0.0311075 | val_loss: 0.0311524 | Time: 2545.64 ms
[2020-12-21 23:42:41	                main:574]	:	INFO	:	Epoch 828 | loss: 0.0311067 | val_loss: 0.0311596 | Time: 2536.13 ms
[2020-12-21 23:42:44	                main:574]	:	INFO	:	Epoch 829 | loss: 0.0311042 | val_loss: 0.0311578 | Time: 2529.58 ms
[2020-12-21 23:42:47	                main:574]	:	INFO	:	Epoch 830 | loss: 0.0311047 | val_loss: 0.0311621 | Time: 2571.27 ms
[2020-12-21 23:42:49	                main:574]	:	INFO	:	Epoch 831 | loss: 0.0311077 | val_loss: 0.0311619 | Time: 2546.01 ms
[2020-12-21 23:42:52	                main:574]	:	INFO	:	Epoch 832 | loss: 0.0311084 | val_loss: 0.0311578 | Time: 2513.86 ms
[2020-12-21 23:42:54	                main:574]	:	INFO	:	Epoch 833 | loss: 0.0311052 | val_loss: 0.0311607 | Time: 2552.05 ms
[2020-12-21 23:42:57	                main:574]	:	INFO	:	Epoch 834 | loss: 0.0311049 | val_loss: 0.0311624 | Time: 2527.76 ms
[2020-12-21 23:42:59	                main:574]	:	INFO	:	Epoch 835 | loss: 0.0311048 | val_loss: 0.0311548 | Time: 2527.54 ms
[2020-12-21 23:43:02	                main:574]	:	INFO	:	Epoch 836 | loss: 0.0311053 | val_loss: 0.0311623 | Time: 2545.95 ms
[2020-12-21 23:43:04	                main:574]	:	INFO	:	Epoch 837 | loss: 0.0311032 | val_loss: 0.031161 | Time: 2473.33 ms
[2020-12-21 23:43:07	                main:574]	:	INFO	:	Epoch 838 | loss: 0.0311025 | val_loss: 0.0311612 | Time: 2567.2 ms
[2020-12-21 23:43:09	                main:574]	:	INFO	:	Epoch 839 | loss: 0.0311018 | val_loss: 0.0311588 | Time: 2534.79 ms
[2020-12-21 23:43:12	                main:574]	:	INFO	:	Epoch 840 | loss: 0.0311008 | val_loss: 0.0311628 | Time: 2569.44 ms
[2020-12-21 23:43:15	                main:574]	:	INFO	:	Epoch 841 | loss: 0.0311012 | val_loss: 0.0311759 | Time: 2558.8 ms
[2020-12-21 23:43:17	                main:574]	:	INFO	:	Epoch 842 | loss: 0.0311049 | val_loss: 0.0311635 | Time: 2551.76 ms
[2020-12-21 23:43:20	                main:574]	:	INFO	:	Epoch 843 | loss: 0.0311028 | val_loss: 0.0311626 | Time: 2553.48 ms
[2020-12-21 23:43:22	                main:574]	:	INFO	:	Epoch 844 | loss: 0.0311035 | val_loss: 0.0311589 | Time: 2528.04 ms
[2020-12-21 23:43:25	                main:574]	:	INFO	:	Epoch 845 | loss: 0.0311024 | val_loss: 0.0311603 | Time: 2540.81 ms
[2020-12-21 23:43:27	                main:574]	:	INFO	:	Epoch 846 | loss: 0.0311042 | val_loss: 0.0311547 | Time: 2555.1 ms
[2020-12-21 23:43:30	                main:574]	:	INFO	:	Epoch 847 | loss: 0.0311056 | val_loss: 0.0311555 | Time: 2558.62 ms
[2020-12-21 23:43:32	                main:574]	:	INFO	:	Epoch 848 | loss: 0.0311069 | val_loss: 0.0311523 | Time: 2545.77 ms
[2020-12-21 23:43:35	                main:574]	:	INFO	:	Epoch 849 | loss: 0.0311062 | val_loss: 0.0311569 | Time: 2549.05 ms
[2020-12-21 23:43:37	                main:574]	:	INFO	:	Epoch 850 | loss: 0.0311061 | val_loss: 0.031165 | Time: 2551.89 ms
[2020-12-21 23:43:40	                main:574]	:	INFO	:	Epoch 851 | loss: 0.0311039 | val_loss: 0.0311561 | Time: 2549.28 ms
[2020-12-21 23:43:43	                main:574]	:	INFO	:	Epoch 852 | loss: 0.0311018 | val_loss: 0.0311595 | Time: 2547.33 ms
[2020-12-21 23:43:45	                main:574]	:	INFO	:	Epoch 853 | loss: 0.0311067 | val_loss: 0.0311546 | Time: 2541.7 ms
[2020-12-21 23:43:48	                main:574]	:	INFO	:	Epoch 854 | loss: 0.0311094 | val_loss: 0.0311622 | Time: 2542.29 ms
[2020-12-21 23:43:50	                main:574]	:	INFO	:	Epoch 855 | loss: 0.0311065 | val_loss: 0.0311597 | Time: 2549.63 ms
[2020-12-21 23:43:53	                main:574]	:	INFO	:	Epoch 856 | loss: 0.031106 | val_loss: 0.0311619 | Time: 2577.84 ms
[2020-12-21 23:43:55	                main:574]	:	INFO	:	Epoch 857 | loss: 0.0311128 | val_loss: 0.0311558 | Time: 2536.95 ms
[2020-12-21 23:43:58	                main:574]	:	INFO	:	Epoch 858 | loss: 0.0311113 | val_loss: 0.0311582 | Time: 2487.91 ms
[2020-12-21 23:44:00	                main:574]	:	INFO	:	Epoch 859 | loss: 0.0311092 | val_loss: 0.0311522 | Time: 2554.27 ms
[2020-12-21 23:44:03	                main:574]	:	INFO	:	Epoch 860 | loss: 0.0311086 | val_loss: 0.0311516 | Time: 2544.81 ms
[2020-12-21 23:44:06	                main:574]	:	INFO	:	Epoch 861 | loss: 0.0311054 | val_loss: 0.0311516 | Time: 2551.51 ms
[2020-12-21 23:44:08	                main:574]	:	INFO	:	Epoch 862 | loss: 0.0311051 | val_loss: 0.0311505 | Time: 2534.53 ms
[2020-12-21 23:44:11	                main:574]	:	INFO	:	Epoch 863 | loss: 0.0311089 | val_loss: 0.0311544 | Time: 2553.36 ms
[2020-12-21 23:44:13	                main:574]	:	INFO	:	Epoch 864 | loss: 0.0311038 | val_loss: 0.0311553 | Time: 2552.75 ms
[2020-12-21 23:44:16	                main:574]	:	INFO	:	Epoch 865 | loss: 0.0311024 | val_loss: 0.031151 | Time: 2553.41 ms
[2020-12-21 23:44:18	                main:574]	:	INFO	:	Epoch 866 | loss: 0.031102 | val_loss: 0.0311586 | Time: 2550.2 ms
[2020-12-21 23:44:21	                main:574]	:	INFO	:	Epoch 867 | loss: 0.0310992 | val_loss: 0.0311553 | Time: 2535.93 ms
[2020-12-21 23:44:23	                main:574]	:	INFO	:	Epoch 868 | loss: 0.0311004 | val_loss: 0.0311561 | Time: 2550.9 ms
[2020-12-21 23:44:26	                main:574]	:	INFO	:	Epoch 869 | loss: 0.0310986 | val_loss: 0.0311587 | Time: 2514.31 ms
[2020-12-21 23:44:28	                main:574]	:	INFO	:	Epoch 870 | loss: 0.0310992 | val_loss: 0.0311575 | Time: 2441.37 ms
[2020-12-21 23:44:31	                main:574]	:	INFO	:	Epoch 871 | loss: 0.0310991 | val_loss: 0.0311537 | Time: 2455.47 ms
[2020-12-21 23:44:33	                main:574]	:	INFO	:	Epoch 872 | loss: 0.0311002 | val_loss: 0.0311575 | Time: 2436.46 ms
[2020-12-21 23:44:56	                main:574]	:	INFO	:	Epoch 873 | loss: 0.0311015 | val_loss: 0.0311576 | Time: 22736 ms
[2020-12-21 23:44:59	                main:574]	:	INFO	:	Epoch 874 | loss: 0.0311052 | val_loss: 0.0311654 | Time: 2548.63 ms
[2020-12-21 23:45:01	                main:574]	:	INFO	:	Epoch 875 | loss: 0.0311026 | val_loss: 0.0311577 | Time: 2551.75 ms
[2020-12-21 23:45:04	                main:574]	:	INFO	:	Epoch 876 | loss: 0.0310998 | val_loss: 0.0311595 | Time: 2532.11 ms
[2020-12-21 23:45:06	                main:574]	:	INFO	:	Epoch 877 | loss: 0.0311018 | val_loss: 0.0311545 | Time: 2555.22 ms
[2020-12-21 23:45:09	                main:574]	:	INFO	:	Epoch 878 | loss: 0.0311105 | val_loss: 0.031154 | Time: 2550.66 ms
[2020-12-21 23:45:11	                main:574]	:	INFO	:	Epoch 879 | loss: 0.0311143 | val_loss: 0.0311537 | Time: 2552.2 ms
[2020-12-21 23:45:14	                main:574]	:	INFO	:	Epoch 880 | loss: 0.0311131 | val_loss: 0.0311551 | Time: 2559.44 ms
[2020-12-21 23:45:16	                main:574]	:	INFO	:	Epoch 881 | loss: 0.0311108 | val_loss: 0.0311586 | Time: 2549.99 ms
[2020-12-21 23:45:19	                main:574]	:	INFO	:	Epoch 882 | loss: 0.0311148 | val_loss: 0.0311556 | Time: 2538.58 ms
[2020-12-21 23:45:22	                main:574]	:	INFO	:	Epoch 883 | loss: 0.0311213 | val_loss: 0.0311586 | Time: 2574.24 ms
[2020-12-21 23:45:24	                main:574]	:	INFO	:	Epoch 884 | loss: 0.0311149 | val_loss: 0.0311565 | Time: 2565.33 ms
[2020-12-21 23:45:27	                main:574]	:	INFO	:	Epoch 885 | loss: 0.0311132 | val_loss: 0.0311528 | Time: 2581.5 ms
[2020-12-21 23:45:29	                main:574]	:	INFO	:	Epoch 886 | loss: 0.0311147 | val_loss: 0.0311539 | Time: 2493.88 ms
[2020-12-21 23:45:32	                main:574]	:	INFO	:	Epoch 887 | loss: 0.0311149 | val_loss: 0.0311529 | Time: 2548.44 ms
[2020-12-21 23:45:34	                main:574]	:	INFO	:	Epoch 888 | loss: 0.0311126 | val_loss: 0.0311541 | Time: 2511.21 ms
[2020-12-21 23:45:37	                main:574]	:	INFO	:	Epoch 889 | loss: 0.0311091 | val_loss: 0.0311497 | Time: 2555.41 ms
[2020-12-21 23:45:39	                main:574]	:	INFO	:	Epoch 890 | loss: 0.0311072 | val_loss: 0.0311494 | Time: 2553.36 ms
[2020-12-21 23:45:42	                main:574]	:	INFO	:	Epoch 891 | loss: 0.0311054 | val_loss: 0.0311483 | Time: 2551.56 ms
[2020-12-21 23:45:45	                main:574]	:	INFO	:	Epoch 892 | loss: 0.0311062 | val_loss: 0.0311453 | Time: 2535.5 ms
[2020-12-21 23:45:47	                main:574]	:	INFO	:	Epoch 893 | loss: 0.0311095 | val_loss: 0.0311534 | Time: 2557.14 ms
[2020-12-21 23:45:50	                main:574]	:	INFO	:	Epoch 894 | loss: 0.0311126 | val_loss: 0.0311506 | Time: 2554.78 ms
[2020-12-21 23:45:52	                main:574]	:	INFO	:	Epoch 895 | loss: 0.0311067 | val_loss: 0.0311575 | Time: 2540.38 ms
[2020-12-21 23:45:55	                main:574]	:	INFO	:	Epoch 896 | loss: 0.031102 | val_loss: 0.0311528 | Time: 2516.31 ms
[2020-12-21 23:45:57	                main:574]	:	INFO	:	Epoch 897 | loss: 0.0311049 | val_loss: 0.0311523 | Time: 2492.82 ms
[2020-12-21 23:46:00	                main:574]	:	INFO	:	Epoch 898 | loss: 0.0311126 | val_loss: 0.0311525 | Time: 2490.68 ms
[2020-12-21 23:46:02	                main:574]	:	INFO	:	Epoch 899 | loss: 0.0311095 | val_loss: 0.0311503 | Time: 2465.98 ms
[2020-12-21 23:46:05	                main:574]	:	INFO	:	Epoch 900 | loss: 0.0311063 | val_loss: 0.0311512 | Time: 2486.42 ms
[2020-12-21 23:46:07	                main:574]	:	INFO	:	Epoch 901 | loss: 0.0311059 | val_loss: 0.0311532 | Time: 2476.69 ms
[2020-12-21 23:46:10	                main:574]	:	INFO	:	Epoch 902 | loss: 0.0311036 | val_loss: 0.0311528 | Time: 2453.78 ms
[2020-12-21 23:46:12	                main:574]	:	INFO	:	Epoch 903 | loss: 0.0311037 | val_loss: 0.0311534 | Time: 2467.7 ms
[2020-12-21 23:46:15	                main:574]	:	INFO	:	Epoch 904 | loss: 0.0311017 | val_loss: 0.0311593 | Time: 2478.36 ms
[2020-12-21 23:46:17	                main:574]	:	INFO	:	Epoch 905 | loss: 0.0311011 | val_loss: 0.0311565 | Time: 2500.53 ms
[2020-12-21 23:46:20	                main:574]	:	INFO	:	Epoch 906 | loss: 0.0311051 | val_loss: 0.0311607 | Time: 2501.18 ms
[2020-12-21 23:46:22	                main:574]	:	INFO	:	Epoch 907 | loss: 0.0311061 | val_loss: 0.0311615 | Time: 2611.72 ms
[2020-12-21 23:46:25	                main:574]	:	INFO	:	Epoch 908 | loss: 0.0311047 | val_loss: 0.0311547 | Time: 2496.53 ms
[2020-12-21 23:46:27	                main:574]	:	INFO	:	Epoch 909 | loss: 0.0311056 | val_loss: 0.0311518 | Time: 2507.19 ms
[2020-12-21 23:46:30	                main:574]	:	INFO	:	Epoch 910 | loss: 0.0311125 | val_loss: 0.0311558 | Time: 2563.77 ms
[2020-12-21 23:46:32	                main:574]	:	INFO	:	Epoch 911 | loss: 0.0311228 | val_loss: 0.0311524 | Time: 2511.85 ms
[2020-12-21 23:46:35	                main:574]	:	INFO	:	Epoch 912 | loss: 0.0311344 | val_loss: 0.0311611 | Time: 2564.89 ms
[2020-12-21 23:46:37	                main:574]	:	INFO	:	Epoch 913 | loss: 0.0311389 | val_loss: 0.0311607 | Time: 2547.7 ms
[2020-12-21 23:46:40	                main:574]	:	INFO	:	Epoch 914 | loss: 0.0311392 | val_loss: 0.0311623 | Time: 2555.88 ms
[2020-12-21 23:46:43	                main:574]	:	INFO	:	Epoch 915 | loss: 0.0311351 | val_loss: 0.0311569 | Time: 2534.44 ms
[2020-12-21 23:46:45	                main:574]	:	INFO	:	Epoch 916 | loss: 0.0311322 | val_loss: 0.0311555 | Time: 2548.46 ms
[2020-12-21 23:46:48	                main:574]	:	INFO	:	Epoch 917 | loss: 0.031132 | val_loss: 0.031159 | Time: 2557.02 ms
[2020-12-21 23:46:50	                main:574]	:	INFO	:	Epoch 918 | loss: 0.0311289 | val_loss: 0.0311603 | Time: 2512.89 ms
[2020-12-21 23:46:53	                main:574]	:	INFO	:	Epoch 919 | loss: 0.0311258 | val_loss: 0.0311601 | Time: 2490.87 ms
[2020-12-21 23:46:55	                main:574]	:	INFO	:	Epoch 920 | loss: 0.031125 | val_loss: 0.0311559 | Time: 2533.38 ms
[2020-12-21 23:46:58	                main:574]	:	INFO	:	Epoch 921 | loss: 0.031123 | val_loss: 0.031152 | Time: 2523.08 ms
[2020-12-21 23:47:00	                main:574]	:	INFO	:	Epoch 922 | loss: 0.0311228 | val_loss: 0.0311539 | Time: 2552.16 ms
[2020-12-21 23:47:03	                main:574]	:	INFO	:	Epoch 923 | loss: 0.031125 | val_loss: 0.031156 | Time: 2557.28 ms
[2020-12-21 23:47:05	                main:574]	:	INFO	:	Epoch 924 | loss: 0.0311259 | val_loss: 0.0311614 | Time: 2567.13 ms
[2020-12-21 23:47:08	                main:574]	:	INFO	:	Epoch 925 | loss: 0.031127 | val_loss: 0.0311598 | Time: 2568.14 ms
[2020-12-21 23:47:11	                main:574]	:	INFO	:	Epoch 926 | loss: 0.0311333 | val_loss: 0.0311582 | Time: 2552.58 ms
[2020-12-21 23:47:13	                main:574]	:	INFO	:	Epoch 927 | loss: 0.0311251 | val_loss: 0.0311565 | Time: 2548.76 ms
[2020-12-21 23:47:16	                main:574]	:	INFO	:	Epoch 928 | loss: 0.031122 | val_loss: 0.0311549 | Time: 2554.21 ms
[2020-12-21 23:47:18	                main:574]	:	INFO	:	Epoch 929 | loss: 0.03112 | val_loss: 0.0311509 | Time: 2551.23 ms
[2020-12-21 23:47:21	                main:574]	:	INFO	:	Epoch 930 | loss: 0.0311204 | val_loss: 0.0311614 | Time: 2562.25 ms
[2020-12-21 23:47:23	                main:574]	:	INFO	:	Epoch 931 | loss: 0.0311174 | val_loss: 0.0311551 | Time: 2550.89 ms
[2020-12-21 23:47:26	                main:574]	:	INFO	:	Epoch 932 | loss: 0.0311159 | val_loss: 0.0311516 | Time: 2548.32 ms
[2020-12-21 23:47:29	                main:574]	:	INFO	:	Epoch 933 | loss: 0.0311172 | val_loss: 0.0311513 | Time: 2541.77 ms
[2020-12-21 23:47:31	                main:574]	:	INFO	:	Epoch 934 | loss: 0.0311157 | val_loss: 0.0311508 | Time: 2552.11 ms
[2020-12-21 23:47:34	                main:574]	:	INFO	:	Epoch 935 | loss: 0.0311148 | val_loss: 0.0311526 | Time: 2550.98 ms
[2020-12-21 23:47:36	                main:574]	:	INFO	:	Epoch 936 | loss: 0.0311219 | val_loss: 0.0311532 | Time: 2562.66 ms
[2020-12-21 23:47:39	                main:574]	:	INFO	:	Epoch 937 | loss: 0.0311221 | val_loss: 0.0311566 | Time: 2545.09 ms
[2020-12-21 23:47:41	                main:574]	:	INFO	:	Epoch 938 | loss: 0.0311192 | val_loss: 0.031153 | Time: 2567.5 ms
[2020-12-21 23:47:44	                main:574]	:	INFO	:	Epoch 939 | loss: 0.0311166 | val_loss: 0.0311481 | Time: 2562.32 ms
[2020-12-21 23:47:46	                main:574]	:	INFO	:	Epoch 940 | loss: 0.0311235 | val_loss: 0.031149 | Time: 2566.85 ms
[2020-12-21 23:47:49	                main:574]	:	INFO	:	Epoch 941 | loss: 0.0311212 | val_loss: 0.0311461 | Time: 2555.49 ms
[2020-12-21 23:47:52	                main:574]	:	INFO	:	Epoch 942 | loss: 0.0311217 | val_loss: 0.0311526 | Time: 2556.84 ms
[2020-12-21 23:47:54	                main:574]	:	INFO	:	Epoch 943 | loss: 0.0311209 | val_loss: 0.0311503 | Time: 2565.06 ms
[2020-12-21 23:47:57	                main:574]	:	INFO	:	Epoch 944 | loss: 0.0311176 | val_loss: 0.0311492 | Time: 2535.89 ms
[2020-12-21 23:47:59	                main:574]	:	INFO	:	Epoch 945 | loss: 0.031121 | val_loss: 0.0311477 | Time: 2569.88 ms
[2020-12-21 23:48:02	                main:574]	:	INFO	:	Epoch 946 | loss: 0.031122 | val_loss: 0.0311601 | Time: 2557.23 ms
[2020-12-21 23:48:04	                main:574]	:	INFO	:	Epoch 947 | loss: 0.0311629 | val_loss: 0.0311708 | Time: 2544.92 ms
[2020-12-21 23:48:07	                main:574]	:	INFO	:	Epoch 948 | loss: 0.0311653 | val_loss: 0.0311644 | Time: 2558.9 ms
[2020-12-21 23:48:09	                main:574]	:	INFO	:	Epoch 949 | loss: 0.0311637 | val_loss: 0.0311661 | Time: 2558.42 ms
[2020-12-21 23:48:12	                main:574]	:	INFO	:	Epoch 950 | loss: 0.03116 | val_loss: 0.0311635 | Time: 2554.45 ms
[2020-12-21 23:48:15	                main:574]	:	INFO	:	Epoch 951 | loss: 0.031156 | val_loss: 0.0311597 | Time: 2575.32 ms
[2020-12-21 23:48:17	                main:574]	:	INFO	:	Epoch 952 | loss: 0.031153 | val_loss: 0.0311599 | Time: 2552.84 ms
[2020-12-21 23:48:20	                main:574]	:	INFO	:	Epoch 953 | loss: 0.0311513 | val_loss: 0.0311624 | Time: 2559.01 ms
[2020-12-21 23:48:22	                main:574]	:	INFO	:	Epoch 954 | loss: 0.0311496 | val_loss: 0.0311599 | Time: 2561.84 ms
[2020-12-21 23:48:25	                main:574]	:	INFO	:	Epoch 955 | loss: 0.0311489 | val_loss: 0.0311577 | Time: 2569.12 ms
[2020-12-21 23:48:27	                main:574]	:	INFO	:	Epoch 956 | loss: 0.0311473 | val_loss: 0.031161 | Time: 2550.79 ms
[2020-12-21 23:48:30	                main:574]	:	INFO	:	Epoch 957 | loss: 0.0311448 | val_loss: 0.0311607 | Time: 2573.61 ms
[2020-12-21 23:48:33	                main:574]	:	INFO	:	Epoch 958 | loss: 0.0311446 | val_loss: 0.0311595 | Time: 2551.64 ms
[2020-12-21 23:48:35	                main:574]	:	INFO	:	Epoch 959 | loss: 0.0311419 | val_loss: 0.0311634 | Time: 2508.22 ms
[2020-12-21 23:48:38	                main:574]	:	INFO	:	Epoch 960 | loss: 0.0311461 | val_loss: 0.031161 | Time: 2554.25 ms
[2020-12-21 23:48:40	                main:574]	:	INFO	:	Epoch 961 | loss: 0.0311507 | val_loss: 0.0311632 | Time: 2546.51 ms
[2020-12-21 23:48:43	                main:574]	:	INFO	:	Epoch 962 | loss: 0.0311513 | val_loss: 0.0311656 | Time: 2564.91 ms
[2020-12-21 23:48:45	                main:574]	:	INFO	:	Epoch 963 | loss: 0.0311445 | val_loss: 0.031161 | Time: 2557.42 ms
[2020-12-21 23:48:48	                main:574]	:	INFO	:	Epoch 964 | loss: 0.0311416 | val_loss: 0.031161 | Time: 2553.35 ms
[2020-12-21 23:48:50	                main:574]	:	INFO	:	Epoch 965 | loss: 0.0311418 | val_loss: 0.0311637 | Time: 2550.84 ms
[2020-12-21 23:48:53	                main:574]	:	INFO	:	Epoch 966 | loss: 0.0311411 | val_loss: 0.0311631 | Time: 2556.22 ms
[2020-12-21 23:48:56	                main:574]	:	INFO	:	Epoch 967 | loss: 0.0311393 | val_loss: 0.031159 | Time: 2565.41 ms
[2020-12-21 23:48:58	                main:574]	:	INFO	:	Epoch 968 | loss: 0.0311382 | val_loss: 0.0311614 | Time: 2550.63 ms
[2020-12-21 23:49:01	                main:574]	:	INFO	:	Epoch 969 | loss: 0.031137 | val_loss: 0.0311618 | Time: 2554.6 ms
[2020-12-21 23:49:03	                main:574]	:	INFO	:	Epoch 970 | loss: 0.0311415 | val_loss: 0.0311606 | Time: 2556.82 ms
[2020-12-21 23:49:06	                main:574]	:	INFO	:	Epoch 971 | loss: 0.0311409 | val_loss: 0.0311613 | Time: 2569.99 ms
[2020-12-21 23:49:08	                main:574]	:	INFO	:	Epoch 972 | loss: 0.0311385 | val_loss: 0.0311612 | Time: 2554.99 ms
[2020-12-21 23:49:11	                main:574]	:	INFO	:	Epoch 973 | loss: 0.0311374 | val_loss: 0.0311612 | Time: 2570.46 ms
[2020-12-21 23:49:14	                main:574]	:	INFO	:	Epoch 974 | loss: 0.031136 | val_loss: 0.0311631 | Time: 2559.54 ms
[2020-12-21 23:49:16	                main:574]	:	INFO	:	Epoch 975 | loss: 0.0311369 | val_loss: 0.031161 | Time: 2567.58 ms
[2020-12-21 23:49:19	                main:574]	:	INFO	:	Epoch 976 | loss: 0.0311341 | val_loss: 0.0311603 | Time: 2549.74 ms
[2020-12-21 23:49:21	                main:574]	:	INFO	:	Epoch 977 | loss: 0.0311327 | val_loss: 0.0311591 | Time: 2566.97 ms
[2020-12-21 23:49:24	                main:574]	:	INFO	:	Epoch 978 | loss: 0.0311327 | val_loss: 0.031164 | Time: 2560.45 ms
[2020-12-21 23:49:26	                main:574]	:	INFO	:	Epoch 979 | loss: 0.031131 | val_loss: 0.0311659 | Time: 2572.23 ms
[2020-12-21 23:49:29	                main:574]	:	INFO	:	Epoch 980 | loss: 0.0311358 | val_loss: 0.0311595 | Time: 2545.15 ms
[2020-12-21 23:49:31	                main:574]	:	INFO	:	Epoch 981 | loss: 0.0311361 | val_loss: 0.0311596 | Time: 2561.54 ms
[2020-12-21 23:49:34	                main:574]	:	INFO	:	Epoch 982 | loss: 0.031133 | val_loss: 0.0311563 | Time: 2551.49 ms
[2020-12-21 23:49:37	                main:574]	:	INFO	:	Epoch 983 | loss: 0.0311326 | val_loss: 0.0311648 | Time: 2565.31 ms
[2020-12-21 23:49:39	                main:574]	:	INFO	:	Epoch 984 | loss: 0.0311305 | val_loss: 0.0311584 | Time: 2568.75 ms
[2020-12-21 23:49:42	                main:574]	:	INFO	:	Epoch 985 | loss: 0.031129 | val_loss: 0.0311584 | Time: 2569.42 ms
[2020-12-21 23:49:44	                main:574]	:	INFO	:	Epoch 986 | loss: 0.0311282 | val_loss: 0.0311578 | Time: 2562.11 ms
[2020-12-21 23:49:47	                main:574]	:	INFO	:	Epoch 987 | loss: 0.0311288 | val_loss: 0.0311586 | Time: 2562.02 ms
[2020-12-21 23:49:50	                main:574]	:	INFO	:	Epoch 988 | loss: 0.0311285 | val_loss: 0.0311607 | Time: 2554.22 ms
[2020-12-21 23:49:52	                main:574]	:	INFO	:	Epoch 989 | loss: 0.0311301 | val_loss: 0.0311571 | Time: 2563.12 ms
[2020-12-21 23:49:55	                main:574]	:	INFO	:	Epoch 990 | loss: 0.0311306 | val_loss: 0.0311597 | Time: 2565.01 ms
[2020-12-21 23:49:57	                main:574]	:	INFO	:	Epoch 991 | loss: 0.0311287 | val_loss: 0.0311583 | Time: 2557.07 ms
[2020-12-21 23:50:00	                main:574]	:	INFO	:	Epoch 992 | loss: 0.0311306 | val_loss: 0.0311635 | Time: 2561.44 ms
[2020-12-21 23:50:02	                main:574]	:	INFO	:	Epoch 993 | loss: 0.0311324 | val_loss: 0.0311604 | Time: 2558.25 ms
[2020-12-21 23:50:05	                main:574]	:	INFO	:	Epoch 994 | loss: 0.0311309 | val_loss: 0.0311575 | Time: 2565.31 ms
[2020-12-21 23:50:07	                main:574]	:	INFO	:	Epoch 995 | loss: 0.0311307 | val_loss: 0.0311541 | Time: 2542.01 ms
[2020-12-21 23:50:10	                main:574]	:	INFO	:	Epoch 996 | loss: 0.0311291 | val_loss: 0.0311647 | Time: 2547.21 ms
[2020-12-21 23:50:13	                main:574]	:	INFO	:	Epoch 997 | loss: 0.0311268 | val_loss: 0.0311572 | Time: 2550.78 ms
[2020-12-21 23:50:15	                main:574]	:	INFO	:	Epoch 998 | loss: 0.0311257 | val_loss: 0.0311559 | Time: 2569.85 ms
[2020-12-21 23:50:18	                main:574]	:	INFO	:	Epoch 999 | loss: 0.0311267 | val_loss: 0.031156 | Time: 2567.09 ms
[2020-12-21 23:50:20	                main:574]	:	INFO	:	Epoch 1000 | loss: 0.0311266 | val_loss: 0.0311553 | Time: 2560.76 ms
[2020-12-21 23:50:23	                main:574]	:	INFO	:	Epoch 1001 | loss: 0.0311249 | val_loss: 0.0311527 | Time: 2561.78 ms
[2020-12-21 23:50:25	                main:574]	:	INFO	:	Epoch 1002 | loss: 0.031124 | val_loss: 0.0311548 | Time: 2552.33 ms
[2020-12-21 23:50:28	                main:574]	:	INFO	:	Epoch 1003 | loss: 0.031126 | val_loss: 0.0311534 | Time: 2557.47 ms
[2020-12-21 23:50:31	                main:574]	:	INFO	:	Epoch 1004 | loss: 0.031128 | val_loss: 0.0311548 | Time: 2566.86 ms
[2020-12-21 23:50:33	                main:574]	:	INFO	:	Epoch 1005 | loss: 0.0311249 | val_loss: 0.0311557 | Time: 2549 ms
[2020-12-21 23:50:36	                main:574]	:	INFO	:	Epoch 1006 | loss: 0.0311228 | val_loss: 0.03116 | Time: 2567.89 ms
[2020-12-21 23:50:38	                main:574]	:	INFO	:	Epoch 1007 | loss: 0.0311266 | val_loss: 0.0311602 | Time: 2560.9 ms
[2020-12-21 23:50:41	                main:574]	:	INFO	:	Epoch 1008 | loss: 0.0311246 | val_loss: 0.0311534 | Time: 2564.8 ms
[2020-12-21 23:50:43	                main:574]	:	INFO	:	Epoch 1009 | loss: 0.0311246 | val_loss: 0.0311588 | Time: 2551.84 ms
[2020-12-21 23:50:46	                main:574]	:	INFO	:	Epoch 1010 | loss: 0.0311265 | val_loss: 0.0311649 | Time: 2573.88 ms
[2020-12-21 23:50:49	                main:574]	:	INFO	:	Epoch 1011 | loss: 0.0311285 | val_loss: 0.0311699 | Time: 2574.8 ms
[2020-12-21 23:50:51	                main:574]	:	INFO	:	Epoch 1012 | loss: 0.0311647 | val_loss: 0.0312055 | Time: 2563.92 ms
[2020-12-21 23:50:54	                main:574]	:	INFO	:	Epoch 1013 | loss: 0.0454262 | val_loss: 0.0466026 | Time: 2563.81 ms
[2020-12-21 23:50:56	                main:574]	:	INFO	:	Epoch 1014 | loss: 0.0484519 | val_loss: 0.0357615 | Time: 2554.04 ms
[2020-12-21 23:50:59	                main:574]	:	INFO	:	Epoch 1015 | loss: 0.0331427 | val_loss: 0.0317207 | Time: 2564.73 ms
[2020-12-21 23:51:01	                main:574]	:	INFO	:	Epoch 1016 | loss: 0.0314255 | val_loss: 0.0313467 | Time: 2563.82 ms
[2020-12-21 23:51:04	                main:574]	:	INFO	:	Epoch 1017 | loss: 0.0312831 | val_loss: 0.031249 | Time: 2569.45 ms
[2020-12-21 23:51:06	                main:574]	:	INFO	:	Epoch 1018 | loss: 0.0312484 | val_loss: 0.0312415 | Time: 2541.88 ms
[2020-12-21 23:51:09	                main:574]	:	INFO	:	Epoch 1019 | loss: 0.0312391 | val_loss: 0.0312349 | Time: 2521.65 ms
[2020-12-21 23:51:12	                main:574]	:	INFO	:	Epoch 1020 | loss: 0.0312338 | val_loss: 0.0312292 | Time: 2558.86 ms
[2020-12-21 23:51:14	                main:574]	:	INFO	:	Epoch 1021 | loss: 0.0312299 | val_loss: 0.0312256 | Time: 2571.68 ms
[2020-12-21 23:51:17	                main:574]	:	INFO	:	Epoch 1022 | loss: 0.0312272 | val_loss: 0.0312235 | Time: 2543.68 ms
[2020-12-21 23:51:19	                main:574]	:	INFO	:	Epoch 1023 | loss: 0.0312255 | val_loss: 0.0312211 | Time: 2562.69 ms
[2020-12-21 23:51:22	                main:574]	:	INFO	:	Epoch 1024 | loss: 0.0312233 | val_loss: 0.0312208 | Time: 2545.13 ms
[2020-12-21 23:51:22	                main:597]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.0312208
[2020-12-21 23:51:22	                main:603]	:	INFO	:	Saving end state to config to file
[2020-12-21 23:51:22	                main:608]	:	INFO	:	Success, exiting..
23:51:22 (19832): 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)