Task 3752616
| Name | ParityModified-1605453749-24398-10_1 |
| Workunit | 1927840 |
| Created | 21 Jan 2021, 22:17:30 UTC |
| Sent | 21 Jan 2021, 22:21:51 UTC |
| Report deadline | 28 Jan 2021, 22:21:51 UTC |
| Received | 22 Jan 2021, 6:19:08 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 2880 |
| Run time | 38 min 19 sec |
| CPU time | 36 min 2 sec |
| Validate state | Valid |
| Credit | 2,080.00 |
| Device peak FLOPS | 6,467.44 GFLOPS |
| Application version | Machine Learning Dataset Generator (GPU) v9.75 (cuda10200) windows_x86_64 |
| Peak working set size | 1.64 GB |
| Peak swap size | 3.65 GB |
| Peak disk usage | 1.54 GB |
Stderr output
<core_client_version>7.16.11</core_client_version> <![CDATA[ <stderr_txt> 0.0311255 | val_loss: 0.0311356 | Time: 2167.05 ms [2021-01-21 14:58:18 main:574] : INFO : Epoch 768 | loss: 0.0311254 | val_loss: 0.031139 | Time: 2235.84 ms [2021-01-21 14:58:20 main:574] : INFO : Epoch 769 | loss: 0.0311269 | val_loss: 0.0311342 | Time: 2268.22 ms [2021-01-21 14:58:22 main:574] : INFO : Epoch 770 | loss: 0.0311281 | val_loss: 0.0311409 | Time: 2238.74 ms [2021-01-21 14:58:24 main:574] : INFO : Epoch 771 | loss: 0.0311289 | val_loss: 0.0311356 | Time: 2195.88 ms [2021-01-21 14:58:27 main:574] : INFO : Epoch 772 | loss: 0.0311295 | val_loss: 0.0311365 | Time: 2131.38 ms [2021-01-21 14:58:29 main:574] : INFO : Epoch 773 | loss: 0.0311355 | val_loss: 0.0311417 | Time: 2107.35 ms [2021-01-21 14:58:31 main:574] : INFO : Epoch 774 | loss: 0.0311345 | val_loss: 0.0311396 | Time: 2157.66 ms [2021-01-21 14:58:33 main:574] : INFO : Epoch 775 | loss: 0.0311313 | val_loss: 0.0311376 | Time: 2123.39 ms [2021-01-21 14:58:35 main:574] : INFO : Epoch 776 | loss: 0.0311309 | val_loss: 0.0311372 | Time: 2160.46 ms [2021-01-21 14:58:37 main:574] : INFO : Epoch 777 | loss: 0.0311317 | val_loss: 0.0311388 | Time: 2185.19 ms [2021-01-21 14:58:40 main:574] : INFO : Epoch 778 | loss: 0.0311337 | val_loss: 0.0311359 | Time: 2172.41 ms [2021-01-21 14:58:42 main:574] : INFO : Epoch 779 | loss: 0.0311308 | val_loss: 0.0311347 | Time: 2276.91 ms [2021-01-21 14:58:44 main:574] : INFO : Epoch 780 | loss: 0.0311295 | val_loss: 0.031137 | Time: 2152.54 ms [2021-01-21 14:58:46 main:574] : INFO : Epoch 781 | loss: 0.0311309 | val_loss: 0.0311371 | Time: 2187.52 ms [2021-01-21 14:58:49 main:574] : INFO : Epoch 782 | loss: 0.0311297 | val_loss: 0.0311373 | Time: 2213.63 ms [2021-01-21 14:58:51 main:574] : INFO : Epoch 783 | loss: 0.0311316 | val_loss: 0.0311353 | Time: 2299.47 ms [2021-01-21 14:58:53 main:574] : INFO : Epoch 784 | loss: 0.0311293 | val_loss: 0.0311368 | Time: 2263.09 ms [2021-01-21 14:58:55 main:574] : INFO : Epoch 785 | loss: 0.0311288 | val_loss: 0.0311426 | Time: 2248.27 ms [2021-01-21 14:58:58 main:574] : INFO : Epoch 786 | loss: 0.0311278 | val_loss: 0.031141 | Time: 2195.28 ms [2021-01-21 14:59:00 main:574] : INFO : Epoch 787 | loss: 0.0311287 | val_loss: 0.0311405 | Time: 2267.58 ms [2021-01-21 14:59:02 main:574] : INFO : Epoch 788 | loss: 0.0311281 | val_loss: 0.0311361 | Time: 2151.39 ms [2021-01-21 14:59:04 main:574] : INFO : Epoch 789 | loss: 0.0311269 | val_loss: 0.0311364 | Time: 2214.16 ms [2021-01-21 14:59:07 main:574] : INFO : Epoch 790 | loss: 0.0311277 | val_loss: 0.0311429 | Time: 2268.17 ms [2021-01-21 14:59:09 main:574] : INFO : Epoch 791 | loss: 0.0311331 | val_loss: 0.0311411 | Time: 2176.45 ms [2021-01-21 14:59:11 main:574] : INFO : Epoch 792 | loss: 0.0311381 | val_loss: 0.031152 | Time: 2190.14 ms [2021-01-21 14:59:13 main:574] : INFO : Epoch 793 | loss: 0.0311344 | val_loss: 0.0311476 | Time: 2127.08 ms [2021-01-21 14:59:15 main:574] : INFO : Epoch 794 | loss: 0.0311318 | val_loss: 0.0311449 | Time: 2265.59 ms [2021-01-21 14:59:18 main:574] : INFO : Epoch 795 | loss: 0.0311293 | val_loss: 0.0311401 | Time: 2197.25 ms [2021-01-21 14:59:20 main:574] : INFO : Epoch 796 | loss: 0.0311274 | val_loss: 0.0311364 | Time: 2266.5 ms [2021-01-21 14:59:22 main:574] : INFO : Epoch 797 | loss: 0.0311265 | val_loss: 0.0311376 | Time: 2245.57 ms [2021-01-21 14:59:24 main:574] : INFO : Epoch 798 | loss: 0.031128 | val_loss: 0.0311373 | Time: 2215.32 ms [2021-01-21 14:59:27 main:574] : INFO : Epoch 799 | loss: 0.0311301 | val_loss: 0.0311489 | Time: 2138.44 ms [2021-01-21 14:59:29 main:574] : INFO : Epoch 800 | loss: 0.0311328 | val_loss: 0.0311411 | Time: 2297.32 ms [2021-01-21 14:59:31 main:574] : INFO : Epoch 801 | loss: 0.0311305 | val_loss: 0.031137 | Time: 2176.43 ms [2021-01-21 14:59:33 main:574] : INFO : Epoch 802 | loss: 0.0311277 | val_loss: 0.0311412 | Time: 2179.21 ms [2021-01-21 14:59:36 main:574] : INFO : Epoch 803 | loss: 0.0311278 | val_loss: 0.0311386 | Time: 2262.93 ms [2021-01-21 14:59:38 main:574] : INFO : Epoch 804 | loss: 0.0311273 | val_loss: 0.0311366 | Time: 2237.52 ms [2021-01-21 14:59:40 main:574] : INFO : Epoch 805 | loss: 0.0311266 | val_loss: 0.0311364 | Time: 2191.39 ms [2021-01-21 14:59:42 main:574] : INFO : Epoch 806 | loss: 0.0311276 | val_loss: 0.0311355 | Time: 2156.49 ms [2021-01-21 14:59:44 main:574] : INFO : Epoch 807 | loss: 0.0311262 | val_loss: 0.0311377 | Time: 2123.24 ms [2021-01-21 14:59:47 main:574] : INFO : Epoch 808 | loss: 0.0311273 | val_loss: 0.0311367 | Time: 2162.03 ms [2021-01-21 14:59:49 main:574] : INFO : Epoch 809 | loss: 0.0311276 | val_loss: 0.0311391 | Time: 2225.7 ms [2021-01-21 14:59:51 main:574] : INFO : Epoch 810 | loss: 0.0311277 | val_loss: 0.0311376 | Time: 2170.15 ms [2021-01-21 14:59:53 main:574] : INFO : Epoch 811 | loss: 0.031126 | val_loss: 0.031141 | Time: 2180.05 ms [2021-01-21 14:59:55 main:574] : INFO : Epoch 812 | loss: 0.031127 | val_loss: 0.0311379 | Time: 2213.12 ms [2021-01-21 14:59:58 main:574] : INFO : Epoch 813 | loss: 0.0311294 | val_loss: 0.0311434 | Time: 2222.09 ms [2021-01-21 15:00:00 main:574] : INFO : Epoch 814 | loss: 0.0311273 | val_loss: 0.0311455 | Time: 2148.59 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: GeForce GTX 1070) [2021-01-21 21:02:01 main:435] : INFO : Set logging level to 1 [2021-01-21 21:02:01 main:441] : INFO : Running in BOINC Client mode [2021-01-21 21:02:01 main:444] : INFO : Resolving all filenames [2021-01-21 21:02:01 main:452] : INFO : Resolved: dataset.hdf5 => ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 (exists = 1) [2021-01-21 21:02:01 main:452] : INFO : Resolved: model.cfg => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1605453749-24398-10_1_r1151644230_1 (exists = 1) [2021-01-21 21:02:01 main:452] : INFO : Resolved: model-final.pt => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1605453749-24398-10_1_r1151644230_0 (exists = 0) [2021-01-21 21:02:01 main:452] : INFO : Resolved: model-input.pt => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1605453749-24398-10 (exists = 1) [2021-01-21 21:02:01 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2021-01-21 21:02:01 main:472] : INFO : Dataset filename: ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 [2021-01-21 21:02:01 main:474] : INFO : Configuration: [2021-01-21 21:02:01 main:475] : INFO : Model type: GRU [2021-01-21 21:02:01 main:476] : INFO : Validation Loss Threshold: 0.0001 [2021-01-21 21:02:01 main:477] : INFO : Max Epochs: 1024 [2021-01-21 21:02:01 main:478] : INFO : Batch Size: 128 [2021-01-21 21:02:01 main:479] : INFO : Learning Rate: 0.01 [2021-01-21 21:02:01 main:480] : INFO : Patience: 10 [2021-01-21 21:02:01 main:481] : INFO : Hidden Width: 12 [2021-01-21 21:02:01 main:482] : INFO : # Recurrent Layers: 4 [2021-01-21 21:02:02 main:483] : INFO : # Backend Layers: 4 [2021-01-21 21:02:02 main:484] : INFO : # Threads: 1 [2021-01-21 21:02:02 main:486] : INFO : Preparing Dataset [2021-01-21 21:02:02 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory [2021-01-21 21:02:02 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory [2021-01-21 21:02:04 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2021-01-21 21:02:04 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory [2021-01-21 21:02:04 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory [2021-01-21 21:02:05 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2021-01-21 21:02:05 main:494] : INFO : Creating Model [2021-01-21 21:02:05 main:507] : INFO : Preparing config file [2021-01-21 21:02:05 main:511] : INFO : Found checkpoint, attempting to load... [2021-01-21 21:02:05 main:512] : INFO : Loading config [2021-01-21 21:02:05 main:514] : INFO : Loading state [2021-01-21 21:02:06 main:559] : INFO : Loading DataLoader into Memory [2021-01-21 21:02:06 main:562] : INFO : Starting Training [2021-01-21 21:02:08 main:574] : INFO : Epoch 592 | loss: 0.0311684 | val_loss: 0.0311428 | Time: 2503.91 ms [2021-01-21 21:02:10 main:574] : INFO : Epoch 593 | loss: 0.0311292 | val_loss: 0.0311385 | Time: 2338.43 ms [2021-01-21 21:02:13 main:574] : INFO : Epoch 594 | loss: 0.0311249 | val_loss: 0.0311377 | Time: 2210.43 ms [2021-01-21 21:02:15 main:574] : INFO : Epoch 595 | loss: 0.0311234 | val_loss: 0.0311413 | Time: 2213.43 ms [2021-01-21 21:02:17 main:574] : INFO : Epoch 596 | loss: 0.0311243 | val_loss: 0.0311409 | Time: 2120.67 ms [2021-01-21 21:02:19 main:574] : INFO : Epoch 597 | loss: 0.0311238 | val_loss: 0.0311414 | Time: 2143.7 ms [2021-01-21 21:02:21 main:574] : INFO : Epoch 598 | loss: 0.0311228 | val_loss: 0.0311452 | Time: 2143.79 ms [2021-01-21 21:02:24 main:574] : INFO : Epoch 599 | loss: 0.031124 | val_loss: 0.0311423 | Time: 2185.4 ms [2021-01-21 21:02:26 main:574] : INFO : Epoch 600 | loss: 0.0311247 | val_loss: 0.0311506 | Time: 2240.07 ms [2021-01-21 21:02:28 main:574] : INFO : Epoch 601 | loss: 0.0311246 | val_loss: 0.0311417 | Time: 2214.95 ms [2021-01-21 21:02:30 main:574] : INFO : Epoch 602 | loss: 0.0311227 | val_loss: 0.0311411 | Time: 2230.09 ms [2021-01-21 21:02:32 main:574] : INFO : Epoch 603 | loss: 0.0311238 | val_loss: 0.0311475 | Time: 2150.87 ms [2021-01-21 21:02:35 main:574] : INFO : Epoch 604 | loss: 0.0311279 | val_loss: 0.031147 | Time: 2157.57 ms [2021-01-21 21:02:37 main:574] : INFO : Epoch 605 | loss: 0.0311245 | val_loss: 0.0311444 | Time: 2174.37 ms [2021-01-21 21:02:39 main:574] : INFO : Epoch 606 | loss: 0.031123 | val_loss: 0.0311415 | Time: 2146.34 ms [2021-01-21 21:02:41 main:574] : INFO : Epoch 607 | loss: 0.0311242 | val_loss: 0.0311499 | Time: 2144.63 ms [2021-01-21 21:02:43 main:574] : INFO : Epoch 608 | loss: 0.0311234 | val_loss: 0.0311403 | Time: 2119.81 ms [2021-01-21 21:02:46 main:574] : INFO : Epoch 609 | loss: 0.0311245 | val_loss: 0.0311459 | Time: 2155.37 ms [2021-01-21 21:02:48 main:574] : INFO : Epoch 610 | loss: 0.031124 | val_loss: 0.0311406 | Time: 2209.16 ms [2021-01-21 21:02:50 main:574] : INFO : Epoch 611 | loss: 0.0311233 | val_loss: 0.0311445 | Time: 2168.09 ms [2021-01-21 21:02:52 main:574] : INFO : Epoch 612 | loss: 0.031124 | val_loss: 0.0311409 | Time: 2215.89 ms [2021-01-21 21:02:55 main:574] : INFO : Epoch 613 | loss: 0.0311231 | val_loss: 0.0311397 | Time: 2269.33 ms [2021-01-21 21:02:57 main:574] : INFO : Epoch 614 | loss: 0.0311249 | val_loss: 0.0311449 | Time: 2188.92 ms [2021-01-21 21:02:59 main:574] : INFO : Epoch 615 | loss: 0.0311253 | val_loss: 0.0311481 | Time: 2254.78 ms [2021-01-21 21:03:01 main:574] : INFO : Epoch 616 | loss: 0.0311272 | val_loss: 0.0311415 | Time: 2164.01 ms [2021-01-21 21:03:03 main:574] : INFO : Epoch 617 | loss: 0.0311288 | val_loss: 0.0311414 | Time: 2181.21 ms [2021-01-21 21:03:06 main:574] : INFO : Epoch 618 | loss: 0.031128 | val_loss: 0.0311433 | Time: 2155.05 ms [2021-01-21 21:03:08 main:574] : INFO : Epoch 619 | loss: 0.0311293 | val_loss: 0.0311431 | Time: 2180.53 ms [2021-01-21 21:03:10 main:574] : INFO : Epoch 620 | loss: 0.031128 | val_loss: 0.0311436 | Time: 2152.39 ms [2021-01-21 21:03:12 main:574] : INFO : Epoch 621 | loss: 0.0311278 | val_loss: 0.0311417 | Time: 2253.41 ms [2021-01-21 21:03:14 main:574] : INFO : Epoch 622 | loss: 0.031127 | val_loss: 0.0311494 | Time: 2101.87 ms [2021-01-21 21:03:17 main:574] : INFO : Epoch 623 | loss: 0.0311295 | val_loss: 0.0311436 | Time: 2146.39 ms [2021-01-21 21:03:19 main:574] : INFO : Epoch 624 | loss: 0.0311245 | val_loss: 0.0311414 | Time: 2128.19 ms [2021-01-21 21:03:21 main:574] : INFO : Epoch 625 | loss: 0.0311236 | val_loss: 0.0311395 | Time: 2099.95 ms [2021-01-21 21:03:23 main:574] : INFO : Epoch 626 | loss: 0.0311256 | val_loss: 0.0311403 | Time: 2248.86 ms [2021-01-21 21:03:25 main:574] : INFO : Epoch 627 | loss: 0.0311245 | val_loss: 0.0311429 | Time: 2198.41 ms [2021-01-21 21:03:28 main:574] : INFO : Epoch 628 | loss: 0.0311231 | val_loss: 0.0311432 | Time: 2230.87 ms [2021-01-21 21:03:30 main:574] : INFO : Epoch 629 | loss: 0.0311231 | val_loss: 0.0311385 | Time: 2207.47 ms [2021-01-21 21:03:32 main:574] : INFO : Epoch 630 | loss: 0.0311245 | val_loss: 0.0311453 | Time: 2156.57 ms [2021-01-21 21:03:34 main:574] : INFO : Epoch 631 | loss: 0.0311269 | val_loss: 0.0311451 | Time: 2262.33 ms [2021-01-21 21:03:37 main:574] : INFO : Epoch 632 | loss: 0.0311255 | val_loss: 0.0311451 | Time: 2218.32 ms [2021-01-21 21:03:39 main:574] : INFO : Epoch 633 | loss: 0.031127 | val_loss: 0.0311512 | Time: 2226.49 ms [2021-01-21 21:03:41 main:574] : INFO : Epoch 634 | loss: 0.0311244 | val_loss: 0.0311407 | Time: 2174.16 ms [2021-01-21 21:03:43 main:574] : INFO : Epoch 635 | loss: 0.0311256 | val_loss: 0.0311391 | Time: 2137.63 ms [2021-01-21 21:03:45 main:574] : INFO : Epoch 636 | loss: 0.0311254 | val_loss: 0.0311439 | Time: 2188.99 ms [2021-01-21 21:03:47 main:574] : INFO : Epoch 637 | loss: 0.0311259 | val_loss: 0.0311367 | Time: 2100.16 ms [2021-01-21 21:03:50 main:574] : INFO : Epoch 638 | loss: 0.0311262 | val_loss: 0.0311436 | Time: 2156.31 ms [2021-01-21 21:03:52 main:574] : INFO : Epoch 639 | loss: 0.031129 | val_loss: 0.0311384 | Time: 2191.05 ms [2021-01-21 21:03:54 main:574] : INFO : Epoch 640 | loss: 0.0311245 | val_loss: 0.0311377 | Time: 2180.32 ms [2021-01-21 21:03:56 main:574] : INFO : Epoch 641 | loss: 0.0311257 | val_loss: 0.0311404 | Time: 2230.43 ms [2021-01-21 21:03:59 main:574] : INFO : Epoch 642 | loss: 0.0311263 | val_loss: 0.0311382 | Time: 2233.43 ms [2021-01-21 21:04:01 main:574] : INFO : Epoch 643 | loss: 0.0311246 | val_loss: 0.0311446 | Time: 2226.3 ms [2021-01-21 21:04:03 main:574] : INFO : Epoch 644 | loss: 0.0311264 | val_loss: 0.0311421 | Time: 2229.05 ms [2021-01-21 21:04:05 main:574] : INFO : Epoch 645 | loss: 0.0311292 | val_loss: 0.0311496 | Time: 2311.29 ms [2021-01-21 21:04:08 main:574] : INFO : Epoch 646 | loss: 0.0311306 | val_loss: 0.0311417 | Time: 2214.11 ms [2021-01-21 21:04:10 main:574] : INFO : Epoch 647 | loss: 0.0311273 | val_loss: 0.0311399 | Time: 2218.88 ms [2021-01-21 21:04:12 main:574] : INFO : Epoch 648 | loss: 0.0311254 | val_loss: 0.0311377 | Time: 2242.03 ms [2021-01-21 21:04:14 main:574] : INFO : Epoch 649 | loss: 0.0311227 | val_loss: 0.0311426 | Time: 2111.8 ms [2021-01-21 21:04:17 main:574] : INFO : Epoch 650 | loss: 0.0311241 | val_loss: 0.0311397 | Time: 2244.74 ms [2021-01-21 21:04:19 main:574] : INFO : Epoch 651 | loss: 0.0311241 | val_loss: 0.0311397 | Time: 2168.19 ms [2021-01-21 21:04:21 main:574] : INFO : Epoch 652 | loss: 0.0311219 | val_loss: 0.0311404 | Time: 2186.6 ms [2021-01-21 21:04:23 main:574] : INFO : Epoch 653 | loss: 0.0311204 | val_loss: 0.0311388 | Time: 2145.44 ms [2021-01-21 21:04:25 main:574] : INFO : Epoch 654 | loss: 0.0311205 | val_loss: 0.0311386 | Time: 2200.57 ms [2021-01-21 21:04:27 main:574] : INFO : Epoch 655 | loss: 0.0311208 | val_loss: 0.0311457 | Time: 2139.56 ms [2021-01-21 21:04:30 main:574] : INFO : Epoch 656 | loss: 0.0311208 | val_loss: 0.0311415 | Time: 2168.47 ms [2021-01-21 21:04:32 main:574] : INFO : Epoch 657 | loss: 0.0311219 | val_loss: 0.0311464 | Time: 2155.42 ms [2021-01-21 21:04:34 main:574] : INFO : Epoch 658 | loss: 0.0311234 | val_loss: 0.0311395 | Time: 2224.94 ms [2021-01-21 21:04:36 main:574] : INFO : Epoch 659 | loss: 0.0311202 | val_loss: 0.0311387 | Time: 2231.29 ms [2021-01-21 21:04:38 main:574] : INFO : Epoch 660 | loss: 0.0311194 | val_loss: 0.0311397 | Time: 2104.39 ms [2021-01-21 21:04:41 main:574] : INFO : Epoch 661 | loss: 0.0311217 | val_loss: 0.0311425 | Time: 2224.48 ms [2021-01-21 21:04:43 main:574] : INFO : Epoch 662 | loss: 0.0311264 | val_loss: 0.0311503 | Time: 2161.93 ms [2021-01-21 21:04:45 main:574] : INFO : Epoch 663 | loss: 0.0311308 | val_loss: 0.0311429 | Time: 2169.72 ms [2021-01-21 21:04:47 main:574] : INFO : Epoch 664 | loss: 0.0311303 | val_loss: 0.0311522 | Time: 2194.71 ms [2021-01-21 21:04:49 main:574] : INFO : Epoch 665 | loss: 0.0311337 | val_loss: 0.0311452 | Time: 2140.37 ms [2021-01-21 21:04:52 main:574] : INFO : Epoch 666 | loss: 0.0311308 | val_loss: 0.0311474 | Time: 2175.1 ms [2021-01-21 21:04:54 main:574] : INFO : Epoch 667 | loss: 0.031132 | val_loss: 0.0311466 | Time: 2062.88 ms [2021-01-21 21:04:56 main:574] : INFO : Epoch 668 | loss: 0.031134 | val_loss: 0.0311583 | Time: 2294.2 ms [2021-01-21 21:04:58 main:574] : INFO : Epoch 669 | loss: 0.0311336 | val_loss: 0.031148 | Time: 2146.58 ms [2021-01-21 21:05:00 main:574] : INFO : Epoch 670 | loss: 0.0311313 | val_loss: 0.0311412 | Time: 2191.08 ms [2021-01-21 21:05:03 main:574] : INFO : Epoch 671 | loss: 0.0311292 | val_loss: 0.03115 | Time: 2168.02 ms [2021-01-21 21:05:05 main:574] : INFO : Epoch 672 | loss: 0.0311307 | val_loss: 0.0311487 | Time: 2166.92 ms [2021-01-21 21:05:07 main:574] : INFO : Epoch 673 | loss: 0.0311283 | val_loss: 0.0311455 | Time: 2193.76 ms [2021-01-21 21:05:09 main:574] : INFO : Epoch 674 | loss: 0.0311294 | val_loss: 0.0311466 | Time: 2190.14 ms [2021-01-21 21:05:12 main:574] : INFO : Epoch 675 | loss: 0.0311298 | val_loss: 0.0311434 | Time: 2216.26 ms [2021-01-21 21:05:14 main:574] : INFO : Epoch 676 | loss: 0.0311268 | val_loss: 0.0311441 | Time: 2125.04 ms [2021-01-21 21:05:16 main:574] : INFO : Epoch 677 | loss: 0.031126 | val_loss: 0.0311418 | Time: 2221.1 ms [2021-01-21 21:05:18 main:574] : INFO : Epoch 678 | loss: 0.0311255 | val_loss: 0.0311422 | Time: 2194.78 ms [2021-01-21 21:05:20 main:574] : INFO : Epoch 679 | loss: 0.0311251 | val_loss: 0.0311419 | Time: 2147.19 ms [2021-01-21 21:05:23 main:574] : INFO : Epoch 680 | loss: 0.0311241 | val_loss: 0.0311448 | Time: 2223.4 ms [2021-01-21 21:05:25 main:574] : INFO : Epoch 681 | loss: 0.0311245 | val_loss: 0.0311411 | Time: 2198.17 ms [2021-01-21 21:05:27 main:574] : INFO : Epoch 682 | loss: 0.0311262 | val_loss: 0.0311416 | Time: 2233.62 ms [2021-01-21 21:05:29 main:574] : INFO : Epoch 683 | loss: 0.0311252 | val_loss: 0.031138 | Time: 2282.95 ms [2021-01-21 21:05:32 main:574] : INFO : Epoch 684 | loss: 0.0311251 | val_loss: 0.0311441 | Time: 2196.37 ms [2021-01-21 21:05:34 main:574] : INFO : Epoch 685 | loss: 0.0311278 | val_loss: 0.0311385 | Time: 2246.13 ms [2021-01-21 21:05:36 main:574] : INFO : Epoch 686 | loss: 0.0311274 | val_loss: 0.0311423 | Time: 2151.03 ms [2021-01-21 21:05:38 main:574] : INFO : Epoch 687 | loss: 0.0311288 | val_loss: 0.031141 | Time: 2190.21 ms [2021-01-21 21:05:41 main:574] : INFO : Epoch 688 | loss: 0.0311256 | val_loss: 0.0311413 | Time: 2218.99 ms [2021-01-21 21:05:43 main:574] : INFO : Epoch 689 | loss: 0.0311247 | val_loss: 0.0311409 | Time: 2164.92 ms [2021-01-21 21:05:45 main:574] : INFO : Epoch 690 | loss: 0.0311237 | val_loss: 0.0311414 | Time: 2228.84 ms [2021-01-21 21:05:47 main:574] : INFO : Epoch 691 | loss: 0.0311269 | val_loss: 0.031144 | Time: 2130.36 ms [2021-01-21 21:05:49 main:574] : INFO : Epoch 692 | loss: 0.031131 | val_loss: 0.0311476 | Time: 2141.06 ms [2021-01-21 21:05:51 main:574] : INFO : Epoch 693 | loss: 0.0311321 | val_loss: 0.0311521 | Time: 2188.4 ms [2021-01-21 21:05:54 main:574] : INFO : Epoch 694 | loss: 0.0311339 | val_loss: 0.0311459 | Time: 2197.04 ms [2021-01-21 21:05:56 main:574] : INFO : Epoch 695 | loss: 0.0311353 | val_loss: 0.0311458 | Time: 2195.28 ms [2021-01-21 21:05:58 main:574] : INFO : Epoch 696 | loss: 0.0311346 | val_loss: 0.0311447 | Time: 2226.28 ms [2021-01-21 21:06:00 main:574] : INFO : Epoch 697 | loss: 0.031133 | val_loss: 0.0311455 | Time: 2204.96 ms [2021-01-21 21:06:03 main:574] : INFO : Epoch 698 | loss: 0.0311337 | val_loss: 0.0311426 | Time: 2217.77 ms [2021-01-21 21:06:05 main:574] : INFO : Epoch 699 | loss: 0.031135 | val_loss: 0.0311426 | Time: 2188.64 ms [2021-01-21 21:06:07 main:574] : INFO : Epoch 700 | loss: 0.0311365 | val_loss: 0.0311422 | Time: 2116.06 ms [2021-01-21 21:06:09 main:574] : INFO : Epoch 701 | loss: 0.0311347 | val_loss: 0.0311452 | Time: 2163.74 ms [2021-01-21 21:06:12 main:574] : INFO : Epoch 702 | loss: 0.0311347 | val_loss: 0.0311496 | Time: 2285.18 ms [2021-01-21 21:06:14 main:574] : INFO : Epoch 703 | loss: 0.0311366 | val_loss: 0.0311447 | Time: 2200.11 ms [2021-01-21 21:06:16 main:574] : INFO : Epoch 704 | loss: 0.0311367 | val_loss: 0.0311438 | Time: 2204.48 ms [2021-01-21 21:06:18 main:574] : INFO : Epoch 705 | loss: 0.0311357 | val_loss: 0.0311461 | Time: 2103.55 ms [2021-01-21 21:06:20 main:574] : INFO : Epoch 706 | loss: 0.0311337 | val_loss: 0.0311445 | Time: 2156.68 ms [2021-01-21 21:06:22 main:574] : INFO : Epoch 707 | loss: 0.0311328 | val_loss: 0.0311466 | Time: 2192.06 ms [2021-01-21 21:06:25 main:574] : INFO : Epoch 708 | loss: 0.0311347 | val_loss: 0.0311465 | Time: 2228.83 ms [2021-01-21 21:06:27 main:574] : INFO : Epoch 709 | loss: 0.031133 | val_loss: 0.0311472 | Time: 2164.37 ms [2021-01-21 21:06:29 main:574] : INFO : Epoch 710 | loss: 0.031135 | val_loss: 0.0311473 | Time: 2238.17 ms [2021-01-21 21:06:31 main:574] : INFO : Epoch 711 | loss: 0.0311333 | val_loss: 0.0311486 | Time: 2096.18 ms [2021-01-21 21:06:33 main:574] : INFO : Epoch 712 | loss: 0.0311313 | val_loss: 0.0311475 | Time: 2116.52 ms [2021-01-21 21:06:36 main:574] : INFO : Epoch 713 | loss: 0.031131 | val_loss: 0.0311503 | Time: 2174.1 ms [2021-01-21 21:06:38 main:574] : INFO : Epoch 714 | loss: 0.0311315 | val_loss: 0.0311488 | Time: 2163.33 ms [2021-01-21 21:06:40 main:574] : INFO : Epoch 715 | loss: 0.0311305 | val_loss: 0.0311463 | Time: 2129.48 ms [2021-01-21 21:06:42 main:574] : INFO : Epoch 716 | loss: 0.0311289 | val_loss: 0.0311473 | Time: 2209.48 ms [2021-01-21 21:06:44 main:574] : INFO : Epoch 717 | loss: 0.0311349 | val_loss: 0.0311418 | Time: 2171.24 ms [2021-01-21 21:06:47 main:574] : INFO : Epoch 718 | loss: 0.0311344 | val_loss: 0.0311474 | Time: 2196.41 ms [2021-01-21 21:06:49 main:574] : INFO : Epoch 719 | loss: 0.0311381 | val_loss: 0.0311475 | Time: 2223.77 ms [2021-01-21 21:06:51 main:574] : INFO : Epoch 720 | loss: 0.031222 | val_loss: 0.0318903 | Time: 2210.37 ms [2021-01-21 21:06:53 main:574] : INFO : Epoch 721 | loss: 0.0335764 | val_loss: 0.0327759 | Time: 2165.49 ms [2021-01-21 21:06:55 main:574] : INFO : Epoch 722 | loss: 0.0316147 | val_loss: 0.031837 | Time: 2194.59 ms [2021-01-21 21:06:58 main:574] : INFO : Epoch 723 | loss: 0.0316325 | val_loss: 0.0312771 | Time: 2256.86 ms [2021-01-21 21:07:00 main:574] : INFO : Epoch 724 | loss: 0.0312142 | val_loss: 0.0311695 | Time: 2150.03 ms [2021-01-21 21:07:02 main:574] : INFO : Epoch 725 | loss: 0.0311597 | val_loss: 0.0311552 | Time: 2187.28 ms [2021-01-21 21:07:04 main:574] : INFO : Epoch 726 | loss: 0.0311479 | val_loss: 0.0311485 | Time: 2202.54 ms [2021-01-21 21:07:07 main:574] : INFO : Epoch 727 | loss: 0.0311447 | val_loss: 0.0311433 | Time: 2189.61 ms [2021-01-21 21:07:09 main:574] : INFO : Epoch 728 | loss: 0.0311424 | val_loss: 0.0311437 | Time: 2279.47 ms [2021-01-21 21:07:11 main:574] : INFO : Epoch 729 | loss: 0.031141 | val_loss: 0.0311447 | Time: 2174.1 ms [2021-01-21 21:07:13 main:574] : INFO : Epoch 730 | loss: 0.0311393 | val_loss: 0.0311413 | Time: 2108.05 ms [2021-01-21 21:07:15 main:574] : INFO : Epoch 731 | loss: 0.0311371 | val_loss: 0.0311405 | Time: 2128.18 ms [2021-01-21 21:07:18 main:574] : INFO : Epoch 732 | loss: 0.0311363 | val_loss: 0.0311418 | Time: 2155.16 ms [2021-01-21 21:07:20 main:574] : INFO : Epoch 733 | loss: 0.0311371 | val_loss: 0.0311443 | Time: 2215.42 ms [2021-01-21 21:07:22 main:574] : INFO : Epoch 734 | loss: 0.0311376 | val_loss: 0.0311423 | Time: 2197.32 ms [2021-01-21 21:07:24 main:574] : INFO : Epoch 735 | loss: 0.0311349 | val_loss: 0.0311443 | Time: 2216.6 ms [2021-01-21 21:07:26 main:574] : INFO : Epoch 736 | loss: 0.0311346 | val_loss: 0.0311417 | Time: 2166.25 ms [2021-01-21 21:07:29 main:574] : INFO : Epoch 737 | loss: 0.031134 | val_loss: 0.0311395 | Time: 2143.28 ms [2021-01-21 21:07:31 main:574] : INFO : Epoch 738 | loss: 0.0311325 | val_loss: 0.0311397 | Time: 2255.39 ms [2021-01-21 21:07:33 main:574] : INFO : Epoch 739 | loss: 0.0311323 | val_loss: 0.0311455 | Time: 2105.24 ms [2021-01-21 21:07:35 main:574] : INFO : Epoch 740 | loss: 0.0311324 | val_loss: 0.0311412 | Time: 2223.37 ms [2021-01-21 21:07:38 main:574] : INFO : Epoch 741 | loss: 0.0311324 | val_loss: 0.031141 | Time: 2140.9 ms [2021-01-21 21:07:40 main:574] : INFO : Epoch 742 | loss: 0.0311314 | val_loss: 0.0311402 | Time: 2165.12 ms [2021-01-21 21:07:42 main:574] : INFO : Epoch 743 | loss: 0.0311317 | val_loss: 0.0311404 | Time: 2220.95 ms [2021-01-21 21:07:44 main:574] : INFO : Epoch 744 | loss: 0.031131 | val_loss: 0.0311394 | Time: 2187.42 ms [2021-01-21 21:07:46 main:574] : INFO : Epoch 745 | loss: 0.0311302 | val_loss: 0.0311396 | Time: 2183.96 ms [2021-01-21 21:07:49 main:574] : INFO : Epoch 746 | loss: 0.0311292 | val_loss: 0.0311397 | Time: 2195.45 ms [2021-01-21 21:07:51 main:574] : INFO : Epoch 747 | loss: 0.03113 | val_loss: 0.0311392 | Time: 2167.41 ms [2021-01-21 21:07:53 main:574] : INFO : Epoch 748 | loss: 0.0311295 | val_loss: 0.0311404 | Time: 2131.96 ms [2021-01-21 21:07:55 main:574] : INFO : Epoch 749 | loss: 0.0311284 | val_loss: 0.0311436 | Time: 2191.1 ms [2021-01-21 21:07:57 main:574] : INFO : Epoch 750 | loss: 0.0311305 | val_loss: 0.0311415 | Time: 2189.08 ms [2021-01-21 21:08:00 main:574] : INFO : Epoch 751 | loss: 0.0311303 | val_loss: 0.031142 | Time: 2133.98 ms [2021-01-21 21:08:02 main:574] : INFO : Epoch 752 | loss: 0.0311302 | val_loss: 0.031145 | Time: 2296.88 ms [2021-01-21 21:08:04 main:574] : INFO : Epoch 753 | loss: 0.0311307 | val_loss: 0.0311429 | Time: 2200.9 ms [2021-01-21 21:08:06 main:574] : INFO : Epoch 754 | loss: 0.0311292 | val_loss: 0.0311441 | Time: 2196.57 ms [2021-01-21 21:08:09 main:574] : INFO : Epoch 755 | loss: 0.0311284 | val_loss: 0.0311427 | Time: 2190.26 ms [2021-01-21 21:08:11 main:574] : INFO : Epoch 756 | loss: 0.0311304 | val_loss: 0.0311441 | Time: 2199.2 ms [2021-01-21 21:08:13 main:574] : INFO : Epoch 757 | loss: 0.0311297 | val_loss: 0.0311444 | Time: 2221.58 ms [2021-01-21 21:08:15 main:574] : INFO : Epoch 758 | loss: 0.0311314 | val_loss: 0.0311446 | Time: 2387.26 ms [2021-01-21 21:08:18 main:574] : INFO : Epoch 759 | loss: 0.0311302 | val_loss: 0.0311452 | Time: 2291.67 ms [2021-01-21 21:08:20 main:574] : INFO : Epoch 760 | loss: 0.0311269 | val_loss: 0.0311421 | Time: 2189.02 ms [2021-01-21 21:08:22 main:574] : INFO : Epoch 761 | loss: 0.0311281 | val_loss: 0.0311427 | Time: 2270.49 ms [2021-01-21 21:08:25 main:574] : INFO : Epoch 762 | loss: 0.0311263 | val_loss: 0.0311394 | Time: 2209.22 ms [2021-01-21 21:08:27 main:574] : INFO : Epoch 763 | loss: 0.0311264 | val_loss: 0.0311407 | Time: 2392.12 ms [2021-01-21 21:08:29 main:574] : INFO : Epoch 764 | loss: 0.0311265 | val_loss: 0.0311387 | Time: 2198.4 ms [2021-01-21 21:08:32 main:574] : INFO : Epoch 765 | loss: 0.0311281 | val_loss: 0.0311409 | Time: 2363.5 ms [2021-01-21 21:08:34 main:574] : INFO : Epoch 766 | loss: 0.0311328 | val_loss: 0.03114 | Time: 2251.11 ms [2021-01-21 21:08:36 main:574] : INFO : Epoch 767 | loss: 0.031139 | val_loss: 0.031147 | Time: 2332.32 ms [2021-01-21 21:08:39 main:574] : INFO : Epoch 768 | loss: 0.0311406 | val_loss: 0.0311425 | Time: 2188.19 ms [2021-01-21 21:08:41 main:574] : INFO : Epoch 769 | loss: 0.0311406 | val_loss: 0.0311432 | Time: 2240.91 ms [2021-01-21 21:08:43 main:574] : INFO : Epoch 770 | loss: 0.0311401 | val_loss: 0.0311461 | Time: 2241.16 ms [2021-01-21 21:08:45 main:574] : INFO : Epoch 771 | loss: 0.0311378 | val_loss: 0.031149 | Time: 2192.59 ms [2021-01-21 21:08:48 main:574] : INFO : Epoch 772 | loss: 0.0311364 | val_loss: 0.0311451 | Time: 2202.88 ms [2021-01-21 21:08:50 main:574] : INFO : Epoch 773 | loss: 0.0311407 | val_loss: 0.0311491 | Time: 2190.41 ms [2021-01-21 21:08:52 main:574] : INFO : Epoch 774 | loss: 0.0311418 | val_loss: 0.0311492 | Time: 2274.54 ms [2021-01-21 21:08:54 main:574] : INFO : Epoch 775 | loss: 0.0311417 | val_loss: 0.0311508 | Time: 2216.59 ms [2021-01-21 21:08:57 main:574] : INFO : Epoch 776 | loss: 0.0311403 | val_loss: 0.0311494 | Time: 2214.82 ms [2021-01-21 21:08:59 main:574] : INFO : Epoch 777 | loss: 0.0311395 | val_loss: 0.0311493 | Time: 2236.29 ms [2021-01-21 21:09:01 main:574] : INFO : Epoch 778 | loss: 0.0311409 | val_loss: 0.03115 | Time: 2287.35 ms [2021-01-21 21:09:04 main:574] : INFO : Epoch 779 | loss: 0.0311395 | val_loss: 0.0311473 | Time: 2307.83 ms [2021-01-21 21:09:06 main:574] : INFO : Epoch 780 | loss: 0.0311373 | val_loss: 0.0311453 | Time: 2219.99 ms [2021-01-21 21:09:08 main:574] : INFO : Epoch 781 | loss: 0.0311358 | val_loss: 0.0311478 | Time: 2225.22 ms [2021-01-21 21:09:10 main:574] : INFO : Epoch 782 | loss: 0.0311352 | val_loss: 0.0311452 | Time: 2290.41 ms [2021-01-21 21:09:13 main:574] : INFO : Epoch 783 | loss: 0.0311364 | val_loss: 0.0311468 | Time: 2285 ms [2021-01-21 21:09:15 main:574] : INFO : Epoch 784 | loss: 0.0311347 | val_loss: 0.0311465 | Time: 2202.1 ms [2021-01-21 21:09:17 main:574] : INFO : Epoch 785 | loss: 0.0311329 | val_loss: 0.0311467 | Time: 2225.3 ms [2021-01-21 21:09:20 main:574] : INFO : Epoch 786 | loss: 0.0311336 | val_loss: 0.0311418 | Time: 2322.93 ms [2021-01-21 21:09:22 main:574] : INFO : Epoch 787 | loss: 0.0311343 | val_loss: 0.0311421 | Time: 2297.12 ms [2021-01-21 21:09:24 main:574] : INFO : Epoch 788 | loss: 0.0311362 | val_loss: 0.0311417 | Time: 2287.07 ms [2021-01-21 21:09:26 main:574] : INFO : Epoch 789 | loss: 0.0311373 | val_loss: 0.0311453 | Time: 2238.8 ms [2021-01-21 21:09:29 main:574] : INFO : Epoch 790 | loss: 0.0311349 | val_loss: 0.0311458 | Time: 2204.94 ms [2021-01-21 21:09:31 main:574] : INFO : Epoch 791 | loss: 0.0311477 | val_loss: 0.0311633 | Time: 2221.89 ms [2021-01-21 21:09:33 main:574] : INFO : Epoch 792 | loss: 0.0311551 | val_loss: 0.0311633 | Time: 2270.12 ms [2021-01-21 21:09:35 main:574] : INFO : Epoch 793 | loss: 0.0311483 | val_loss: 0.0311569 | Time: 2255.64 ms [2021-01-21 21:09:38 main:574] : INFO : Epoch 794 | loss: 0.0311471 | val_loss: 0.031152 | Time: 2195.68 ms [2021-01-21 21:09:40 main:574] : INFO : Epoch 795 | loss: 0.0311477 | val_loss: 0.0311532 | Time: 2267.74 ms [2021-01-21 21:09:42 main:574] : INFO : Epoch 796 | loss: 0.0311439 | val_loss: 0.0311543 | Time: 2287.28 ms [2021-01-21 21:09:45 main:574] : INFO : Epoch 797 | loss: 0.0311425 | val_loss: 0.031155 | Time: 2240.75 ms [2021-01-21 21:09:47 main:574] : INFO : Epoch 798 | loss: 0.031144 | val_loss: 0.0311547 | Time: 2214.27 ms [2021-01-21 21:09:49 main:574] : INFO : Epoch 799 | loss: 0.0311422 | val_loss: 0.0311558 | Time: 2198.61 ms [2021-01-21 21:09:51 main:574] : INFO : Epoch 800 | loss: 0.0311409 | val_loss: 0.0311579 | Time: 2340.94 ms [2021-01-21 21:09:54 main:574] : INFO : Epoch 801 | loss: 0.0311405 | val_loss: 0.0311526 | Time: 2195.05 ms [2021-01-21 21:09:56 main:574] : INFO : Epoch 802 | loss: 0.0311402 | val_loss: 0.0311573 | Time: 2226.11 ms [2021-01-21 21:09:58 main:574] : INFO : Epoch 803 | loss: 0.0311392 | val_loss: 0.0311502 | Time: 2189.58 ms [2021-01-21 21:10:00 main:574] : INFO : Epoch 804 | loss: 0.0311368 | val_loss: 0.0311478 | Time: 2196.03 ms [2021-01-21 21:10:03 main:574] : INFO : Epoch 805 | loss: 0.0311342 | val_loss: 0.0311482 | Time: 2254.01 ms [2021-01-21 21:10:05 main:574] : INFO : Epoch 806 | loss: 0.0311332 | val_loss: 0.0311473 | Time: 2249.65 ms [2021-01-21 21:10:07 main:574] : INFO : Epoch 807 | loss: 0.0311325 | val_loss: 0.0311444 | Time: 2248.04 ms [2021-01-21 21:10:10 main:574] : INFO : Epoch 808 | loss: 0.031134 | val_loss: 0.0311469 | Time: 2313.53 ms [2021-01-21 21:10:12 main:574] : INFO : Epoch 809 | loss: 0.0311336 | val_loss: 0.0311466 | Time: 2268.98 ms [2021-01-21 21:10:14 main:574] : INFO : Epoch 810 | loss: 0.0311333 | val_loss: 0.0311497 | Time: 2352.56 ms [2021-01-21 21:10:16 main:574] : INFO : Epoch 811 | loss: 0.0311328 | val_loss: 0.0311476 | Time: 2182.85 ms [2021-01-21 21:10:19 main:574] : INFO : Epoch 812 | loss: 0.031134 | val_loss: 0.0311468 | Time: 2192.62 ms [2021-01-21 21:10:21 main:574] : INFO : Epoch 813 | loss: 0.0311324 | val_loss: 0.0311466 | Time: 2239.57 ms [2021-01-21 21:10:23 main:574] : INFO : Epoch 814 | loss: 0.0311328 | val_loss: 0.0311471 | Time: 2137.46 ms [2021-01-21 21:10:25 main:574] : INFO : Epoch 815 | loss: 0.0311325 | val_loss: 0.0311469 | Time: 2149.65 ms [2021-01-21 21:10:28 main:574] : INFO : Epoch 816 | loss: 0.0311329 | val_loss: 0.0311482 | Time: 2279.28 ms [2021-01-21 21:10:30 main:574] : INFO : Epoch 817 | loss: 0.0311312 | val_loss: 0.0311452 | Time: 2205.65 ms [2021-01-21 21:10:32 main:574] : INFO : Epoch 818 | loss: 0.0311309 | val_loss: 0.0311451 | Time: 2221.34 ms [2021-01-21 21:10:34 main:574] : INFO : Epoch 819 | loss: 0.0311302 | val_loss: 0.0311465 | Time: 2197.12 ms [2021-01-21 21:10:36 main:574] : INFO : Epoch 820 | loss: 0.0311294 | val_loss: 0.0311436 | Time: 2237.07 ms [2021-01-21 21:10:39 main:574] : INFO : Epoch 821 | loss: 0.0311288 | val_loss: 0.0311442 | Time: 2172.19 ms [2021-01-21 21:10:41 main:574] : INFO : Epoch 822 | loss: 0.0311285 | val_loss: 0.0311468 | Time: 2173.88 ms [2021-01-21 21:10:43 main:574] : INFO : Epoch 823 | loss: 0.0311301 | val_loss: 0.0311452 | Time: 2226.12 ms [2021-01-21 21:10:45 main:574] : INFO : Epoch 824 | loss: 0.0311293 | val_loss: 0.0311501 | Time: 2172.2 ms [2021-01-21 21:10:48 main:574] : INFO : Epoch 825 | loss: 0.0311346 | val_loss: 0.031148 | Time: 2199.74 ms [2021-01-21 21:10:50 main:574] : INFO : Epoch 826 | loss: 0.0311353 | val_loss: 0.0311586 | Time: 2169.73 ms [2021-01-21 21:10:52 main:574] : INFO : Epoch 827 | loss: 0.0311344 | val_loss: 0.0311488 | Time: 2206.24 ms [2021-01-21 21:10:54 main:574] : INFO : Epoch 828 | loss: 0.0311318 | val_loss: 0.0311482 | Time: 2227.17 ms [2021-01-21 21:10:56 main:574] : INFO : Epoch 829 | loss: 0.0311307 | val_loss: 0.0311463 | Time: 2192.06 ms [2021-01-21 21:10:59 main:574] : INFO : Epoch 830 | loss: 0.0311298 | val_loss: 0.0311448 | Time: 2257.43 ms [2021-01-21 21:11:01 main:574] : INFO : Epoch 831 | loss: 0.0311323 | val_loss: 0.0311533 | Time: 2164.61 ms [2021-01-21 21:11:03 main:574] : INFO : Epoch 832 | loss: 0.0311315 | val_loss: 0.0311506 | Time: 2257.04 ms [2021-01-21 21:11:05 main:574] : INFO : Epoch 833 | loss: 0.0311325 | val_loss: 0.0311453 | Time: 2170.25 ms [2021-01-21 21:11:08 main:574] : INFO : Epoch 834 | loss: 0.0311339 | val_loss: 0.031145 | Time: 2166.69 ms [2021-01-21 21:11:10 main:574] : INFO : Epoch 835 | loss: 0.0311302 | val_loss: 0.0311464 | Time: 2109.66 ms [2021-01-21 21:11:12 main:574] : INFO : Epoch 836 | loss: 0.0311293 | val_loss: 0.0311456 | Time: 2188.32 ms [2021-01-21 21:11:14 main:574] : INFO : Epoch 837 | loss: 0.0311293 | val_loss: 0.0311436 | Time: 2178.09 ms [2021-01-21 21:11:16 main:574] : INFO : Epoch 838 | loss: 0.0311323 | val_loss: 0.0311485 | Time: 2173.94 ms [2021-01-21 21:11:19 main:574] : INFO : Epoch 839 | loss: 0.0311312 | val_loss: 0.0311441 | Time: 2190.35 ms [2021-01-21 21:11:21 main:574] : INFO : Epoch 840 | loss: 0.0311315 | val_loss: 0.0311435 | Time: 2172.02 ms [2021-01-21 21:11:23 main:574] : INFO : Epoch 841 | loss: 0.0311286 | val_loss: 0.031145 | Time: 2210.87 ms [2021-01-21 21:11:25 main:574] : INFO : Epoch 842 | loss: 0.0311292 | val_loss: 0.0311416 | Time: 2163.35 ms [2021-01-21 21:11:27 main:574] : INFO : Epoch 843 | loss: 0.0311274 | val_loss: 0.0311417 | Time: 2254.19 ms [2021-01-21 21:11:30 main:574] : INFO : Epoch 844 | loss: 0.0311267 | val_loss: 0.0311406 | Time: 2226.73 ms [2021-01-21 21:11:32 main:574] : INFO : Epoch 845 | loss: 0.0311265 | val_loss: 0.0311404 | Time: 2145.56 ms [2021-01-21 21:11:34 main:574] : INFO : Epoch 846 | loss: 0.0311299 | val_loss: 0.0311415 | Time: 2204.61 ms [2021-01-21 21:11:36 main:574] : INFO : Epoch 847 | loss: 0.0311285 | val_loss: 0.0311443 | Time: 2171.82 ms [2021-01-21 21:11:38 main:574] : INFO : Epoch 848 | loss: 0.0311278 | val_loss: 0.0311465 | Time: 2215.92 ms [2021-01-21 21:11:41 main:574] : INFO : Epoch 849 | loss: 0.0311268 | val_loss: 0.0311451 | Time: 2221.03 ms [2021-01-21 21:11:43 main:574] : INFO : Epoch 850 | loss: 0.0311272 | val_loss: 0.031142 | Time: 2139.67 ms [2021-01-21 21:11:45 main:574] : INFO : Epoch 851 | loss: 0.0311267 | val_loss: 0.0311412 | Time: 2187.85 ms [2021-01-21 21:11:47 main:574] : INFO : Epoch 852 | loss: 0.031126 | val_loss: 0.0311426 | Time: 2214.53 ms [2021-01-21 21:11:50 main:574] : INFO : Epoch 853 | loss: 0.0311262 | val_loss: 0.0311476 | Time: 2185.04 ms [2021-01-21 21:11:52 main:574] : INFO : Epoch 854 | loss: 0.03113 | val_loss: 0.0311443 | Time: 2142.41 ms [2021-01-21 21:11:54 main:574] : INFO : Epoch 855 | loss: 0.03113 | val_loss: 0.0311427 | Time: 2106.88 ms [2021-01-21 21:11:56 main:574] : INFO : Epoch 856 | loss: 0.0311303 | val_loss: 0.0311423 | Time: 2158.61 ms [2021-01-21 21:11:58 main:574] : INFO : Epoch 857 | loss: 0.0311296 | val_loss: 0.0311409 | Time: 2281.98 ms [2021-01-21 21:12:01 main:574] : INFO : Epoch 858 | loss: 0.0311281 | val_loss: 0.0311424 | Time: 2280.44 ms [2021-01-21 21:12:03 main:574] : INFO : Epoch 859 | loss: 0.0311292 | val_loss: 0.0311453 | Time: 2148.92 ms [2021-01-21 21:12:05 main:574] : INFO : Epoch 860 | loss: 0.0311303 | val_loss: 0.0311437 | Time: 2136.1 ms [2021-01-21 21:12:07 main:574] : INFO : Epoch 861 | loss: 0.0311301 | val_loss: 0.0311445 | Time: 2286.77 ms [2021-01-21 21:12:10 main:574] : INFO : Epoch 862 | loss: 0.031128 | val_loss: 0.0311454 | Time: 2202.71 ms [2021-01-21 21:12:12 main:574] : INFO : Epoch 863 | loss: 0.0311273 | val_loss: 0.0311451 | Time: 2247.72 ms [2021-01-21 21:12:14 main:574] : INFO : Epoch 864 | loss: 0.0311306 | val_loss: 0.0311468 | Time: 2309.17 ms [2021-01-21 21:12:16 main:574] : INFO : Epoch 865 | loss: 0.0311293 | val_loss: 0.0311418 | Time: 2245.19 ms [2021-01-21 21:12:19 main:574] : INFO : Epoch 866 | loss: 0.03113 | val_loss: 0.0311413 | Time: 2155.6 ms [2021-01-21 21:12:21 main:574] : INFO : Epoch 867 | loss: 0.0311296 | val_loss: 0.0311437 | Time: 2209.39 ms [2021-01-21 21:12:23 main:574] : INFO : Epoch 868 | loss: 0.0311345 | val_loss: 0.031144 | Time: 2206.85 ms [2021-01-21 21:12:25 main:574] : INFO : Epoch 869 | loss: 0.0311329 | val_loss: 0.0311421 | Time: 2191.87 ms [2021-01-21 21:12:27 main:574] : INFO : Epoch 870 | loss: 0.0311321 | val_loss: 0.0311518 | Time: 2160.45 ms [2021-01-21 21:12:30 main:574] : INFO : Epoch 871 | loss: 0.0311336 | val_loss: 0.0311432 | Time: 2161.13 ms [2021-01-21 21:12:32 main:574] : INFO : Epoch 872 | loss: 0.031133 | val_loss: 0.0311423 | Time: 2166.4 ms [2021-01-21 21:12:34 main:574] : INFO : Epoch 873 | loss: 0.0311309 | val_loss: 0.0311426 | Time: 2173.13 ms [2021-01-21 21:12:36 main:574] : INFO : Epoch 874 | loss: 0.0311287 | val_loss: 0.0311426 | Time: 2157.17 ms [2021-01-21 21:12:38 main:574] : INFO : Epoch 875 | loss: 0.0311285 | val_loss: 0.0311437 | Time: 2176.63 ms [2021-01-21 21:12:41 main:574] : INFO : Epoch 876 | loss: 0.0311292 | val_loss: 0.0311526 | Time: 2198.97 ms [2021-01-21 21:12:43 main:574] : INFO : Epoch 877 | loss: 0.0311313 | val_loss: 0.0311508 | Time: 2180.25 ms [2021-01-21 21:12:45 main:574] : INFO : Epoch 878 | loss: 0.0311333 | val_loss: 0.0311459 | Time: 2279.98 ms [2021-01-21 21:12:47 main:574] : INFO : Epoch 879 | loss: 0.031133 | val_loss: 0.0311471 | Time: 2279.11 ms [2021-01-21 21:12:50 main:574] : INFO : Epoch 880 | loss: 0.0311311 | val_loss: 0.031148 | Time: 2152.04 ms [2021-01-21 21:12:52 main:574] : INFO : Epoch 881 | loss: 0.0311321 | val_loss: 0.0311466 | Time: 2140.68 ms [2021-01-21 21:12:54 main:574] : INFO : Epoch 882 | loss: 0.0311284 | val_loss: 0.0311437 | Time: 2240.78 ms [2021-01-21 21:12:56 main:574] : INFO : Epoch 883 | loss: 0.0311279 | val_loss: 0.0311434 | Time: 2240.88 ms [2021-01-21 21:12:59 main:574] : INFO : Epoch 884 | loss: 0.0311284 | val_loss: 0.0311446 | Time: 2172.09 ms [2021-01-21 21:13:01 main:574] : INFO : Epoch 885 | loss: 0.0311274 | val_loss: 0.0311436 | Time: 2139.93 ms [2021-01-21 21:13:03 main:574] : INFO : Epoch 886 | loss: 0.0311288 | val_loss: 0.0311462 | Time: 2179.82 ms [2021-01-21 21:13:05 main:574] : INFO : Epoch 887 | loss: 0.0311312 | val_loss: 0.0311539 | Time: 2209.18 ms [2021-01-21 21:13:07 main:574] : INFO : Epoch 888 | loss: 0.0311313 | val_loss: 0.0311492 | Time: 2183.13 ms [2021-01-21 21:13:10 main:574] : INFO : Epoch 889 | loss: 0.0311318 | val_loss: 0.031147 | Time: 2148.61 ms [2021-01-21 21:13:12 main:574] : INFO : Epoch 890 | loss: 0.0311318 | val_loss: 0.031153 | Time: 2209.25 ms [2021-01-21 21:13:14 main:574] : INFO : Epoch 891 | loss: 0.0311293 | val_loss: 0.0311472 | Time: 2158.4 ms [2021-01-21 21:13:16 main:574] : INFO : Epoch 892 | loss: 0.0311293 | val_loss: 0.031145 | Time: 2190.71 ms [2021-01-21 21:13:18 main:574] : INFO : Epoch 893 | loss: 0.031131 | val_loss: 0.0311507 | Time: 2200.74 ms [2021-01-21 21:13:21 main:574] : INFO : Epoch 894 | loss: 0.0311295 | val_loss: 0.0311439 | Time: 2155.66 ms [2021-01-21 21:13:23 main:574] : INFO : Epoch 895 | loss: 0.0311304 | val_loss: 0.0311541 | Time: 2162.98 ms [2021-01-21 21:13:25 main:574] : INFO : Epoch 896 | loss: 0.0311336 | val_loss: 0.0311439 | Time: 2257.75 ms [2021-01-21 21:13:27 main:574] : INFO : Epoch 897 | loss: 0.0311298 | val_loss: 0.0311443 | Time: 2166.07 ms [2021-01-21 21:13:30 main:574] : INFO : Epoch 898 | loss: 0.031129 | val_loss: 0.0311463 | Time: 2284.92 ms [2021-01-21 21:13:32 main:574] : INFO : Epoch 899 | loss: 0.0311284 | val_loss: 0.0311443 | Time: 2148.61 ms [2021-01-21 21:13:34 main:574] : INFO : Epoch 900 | loss: 0.0311284 | val_loss: 0.0311446 | Time: 2150.83 ms [2021-01-21 21:13:36 main:574] : INFO : Epoch 901 | loss: 0.0311292 | val_loss: 0.0311458 | Time: 2267.56 ms [2021-01-21 21:13:38 main:574] : INFO : Epoch 902 | loss: 0.0311281 | val_loss: 0.0311471 | Time: 2268.91 ms [2021-01-21 21:13:41 main:574] : INFO : Epoch 903 | loss: 0.0311275 | val_loss: 0.0311484 | Time: 2163.62 ms [2021-01-21 21:13:43 main:574] : INFO : Epoch 904 | loss: 0.0311257 | val_loss: 0.0311461 | Time: 2165.92 ms [2021-01-21 21:13:45 main:574] : INFO : Epoch 905 | loss: 0.0311264 | val_loss: 0.0311414 | Time: 2234.51 ms [2021-01-21 21:13:47 main:574] : INFO : Epoch 906 | loss: 0.0311242 | val_loss: 0.0311412 | Time: 2167.89 ms [2021-01-21 21:13:50 main:574] : INFO : Epoch 907 | loss: 0.0311251 | val_loss: 0.031147 | Time: 2168.84 ms [2021-01-21 21:13:52 main:574] : INFO : Epoch 908 | loss: 0.0311242 | val_loss: 0.0311437 | Time: 2286.59 ms [2021-01-21 21:13:54 main:574] : INFO : Epoch 909 | loss: 0.0311246 | val_loss: 0.0311447 | Time: 2141.34 ms [2021-01-21 21:13:56 main:574] : INFO : Epoch 910 | loss: 0.0311282 | val_loss: 0.0311473 | Time: 2225.02 ms [2021-01-21 21:13:58 main:574] : INFO : Epoch 911 | loss: 0.0311266 | val_loss: 0.0311448 | Time: 2173.13 ms [2021-01-21 21:14:01 main:574] : INFO : Epoch 912 | loss: 0.0311275 | val_loss: 0.0311483 | Time: 2202.96 ms [2021-01-21 21:14:03 main:574] : INFO : Epoch 913 | loss: 0.0311298 | val_loss: 0.031153 | Time: 2185.25 ms [2021-01-21 21:14:05 main:574] : INFO : Epoch 914 | loss: 0.0311279 | val_loss: 0.031147 | Time: 2238.04 ms [2021-01-21 21:14:08 main:574] : INFO : Epoch 915 | loss: 0.0311271 | val_loss: 0.0311511 | Time: 2356.32 ms [2021-01-21 21:14:10 main:574] : INFO : Epoch 916 | loss: 0.0311244 | val_loss: 0.0311442 | Time: 2173.69 ms [2021-01-21 21:14:12 main:574] : INFO : Epoch 917 | loss: 0.0311233 | val_loss: 0.031141 | Time: 2115.67 ms [2021-01-21 21:14:14 main:574] : INFO : Epoch 918 | loss: 0.0311228 | val_loss: 0.0311499 | Time: 2196.16 ms [2021-01-21 21:14:16 main:574] : INFO : Epoch 919 | loss: 0.0311232 | val_loss: 0.0311453 | Time: 2145.21 ms [2021-01-21 21:14:18 main:574] : INFO : Epoch 920 | loss: 0.0311241 | val_loss: 0.0311472 | Time: 2139.24 ms [2021-01-21 21:14:21 main:574] : INFO : Epoch 921 | loss: 0.0311243 | val_loss: 0.0311447 | Time: 2222.02 ms [2021-01-21 21:14:23 main:574] : INFO : Epoch 922 | loss: 0.0311238 | val_loss: 0.0311428 | Time: 2208.88 ms [2021-01-21 21:14:25 main:574] : INFO : Epoch 923 | loss: 0.0311224 | val_loss: 0.031143 | Time: 2163.46 ms [2021-01-21 21:14:27 main:574] : INFO : Epoch 924 | loss: 0.0311225 | val_loss: 0.0311454 | Time: 2150.5 ms [2021-01-21 21:14:30 main:574] : INFO : Epoch 925 | loss: 0.0311247 | val_loss: 0.0311412 | Time: 2209.83 ms [2021-01-21 21:14:32 main:574] : INFO : Epoch 926 | loss: 0.031124 | val_loss: 0.0311444 | Time: 2185.64 ms [2021-01-21 21:14:34 main:574] : INFO : Epoch 927 | loss: 0.0311255 | val_loss: 0.0311425 | Time: 2180.52 ms [2021-01-21 21:14:36 main:574] : INFO : Epoch 928 | loss: 0.0311306 | val_loss: 0.0311412 | Time: 2224.32 ms [2021-01-21 21:14:38 main:574] : INFO : Epoch 929 | loss: 0.0311299 | val_loss: 0.0311418 | Time: 2133.38 ms [2021-01-21 21:14:41 main:574] : INFO : Epoch 930 | loss: 0.0311283 | val_loss: 0.0311392 | Time: 2193.62 ms [2021-01-21 21:14:43 main:574] : INFO : Epoch 931 | loss: 0.0311263 | val_loss: 0.0311393 | Time: 2257.21 ms [2021-01-21 21:14:45 main:574] : INFO : Epoch 932 | loss: 0.0311242 | val_loss: 0.0311405 | Time: 2219.13 ms [2021-01-21 21:14:47 main:574] : INFO : Epoch 933 | loss: 0.0311259 | val_loss: 0.0311423 | Time: 2215.92 ms [2021-01-21 21:14:49 main:574] : INFO : Epoch 934 | loss: 0.0311259 | val_loss: 0.031148 | Time: 2183.67 ms [2021-01-21 21:14:52 main:574] : INFO : Epoch 935 | loss: 0.031129 | val_loss: 0.0311379 | Time: 2326.01 ms [2021-01-21 21:14:54 main:574] : INFO : Epoch 936 | loss: 0.0311329 | val_loss: 0.0311413 | Time: 2180.3 ms [2021-01-21 21:14:56 main:574] : INFO : Epoch 937 | loss: 0.0311308 | val_loss: 0.0311398 | Time: 2195.19 ms [2021-01-21 21:14:58 main:574] : INFO : Epoch 938 | loss: 0.0311299 | val_loss: 0.0311411 | Time: 2139.37 ms [2021-01-21 21:15:01 main:574] : INFO : Epoch 939 | loss: 0.0311302 | val_loss: 0.0311401 | Time: 2157.66 ms [2021-01-21 21:15:03 main:574] : INFO : Epoch 940 | loss: 0.0311282 | val_loss: 0.0311381 | Time: 2124.69 ms [2021-01-21 21:15:05 main:574] : INFO : Epoch 941 | loss: 0.0311306 | val_loss: 0.0311433 | Time: 2148.12 ms [2021-01-21 21:15:07 main:574] : INFO : Epoch 942 | loss: 0.0311302 | val_loss: 0.031142 | Time: 2229.16 ms [2021-01-21 21:15:09 main:574] : INFO : Epoch 943 | loss: 0.0311283 | val_loss: 0.031146 | Time: 2166.13 ms [2021-01-21 21:15:12 main:574] : INFO : Epoch 944 | loss: 0.0311291 | val_loss: 0.0311423 | Time: 2182.17 ms [2021-01-21 21:15:14 main:574] : INFO : Epoch 945 | loss: 0.031129 | val_loss: 0.0311443 | Time: 2272.8 ms [2021-01-21 21:15:16 main:574] : INFO : Epoch 946 | loss: 0.0311299 | val_loss: 0.0311464 | Time: 2130.74 ms [2021-01-21 21:15:18 main:574] : INFO : Epoch 947 | loss: 0.0311337 | val_loss: 0.0311513 | Time: 2177.21 ms [2021-01-21 21:15:20 main:574] : INFO : Epoch 948 | loss: 0.0311343 | val_loss: 0.0311495 | Time: 2155.52 ms [2021-01-21 21:15:22 main:574] : INFO : Epoch 949 | loss: 0.031132 | val_loss: 0.0311475 | Time: 2098.59 ms [2021-01-21 21:15:25 main:574] : INFO : Epoch 950 | loss: 0.0311327 | val_loss: 0.0311465 | Time: 2150.03 ms [2021-01-21 21:15:27 main:574] : INFO : Epoch 951 | loss: 0.0311287 | val_loss: 0.0311452 | Time: 2144.8 ms [2021-01-21 21:15:29 main:574] : INFO : Epoch 952 | loss: 0.0311269 | val_loss: 0.031148 | Time: 2149.01 ms [2021-01-21 21:15:31 main:574] : INFO : Epoch 953 | loss: 0.0311327 | val_loss: 0.0311535 | Time: 2235.45 ms [2021-01-21 21:15:33 main:574] : INFO : Epoch 954 | loss: 0.0311295 | val_loss: 0.0311458 | Time: 2136.4 ms [2021-01-21 21:15:36 main:574] : INFO : Epoch 955 | loss: 0.0311272 | val_loss: 0.031149 | Time: 2159.62 ms [2021-01-21 21:15:38 main:574] : INFO : Epoch 956 | loss: 0.0311278 | val_loss: 0.0311454 | Time: 2160.65 ms [2021-01-21 21:15:40 main:574] : INFO : Epoch 957 | loss: 0.0311268 | val_loss: 0.0311434 | Time: 2136.73 ms [2021-01-21 21:15:42 main:574] : INFO : Epoch 958 | loss: 0.031127 | val_loss: 0.0311424 | Time: 2182.71 ms [2021-01-21 21:15:44 main:574] : INFO : Epoch 959 | loss: 0.0311296 | val_loss: 0.0311438 | Time: 2205.7 ms [2021-01-21 21:15:47 main:574] : INFO : Epoch 960 | loss: 0.031131 | val_loss: 0.0311475 | Time: 2187 ms [2021-01-21 21:15:49 main:574] : INFO : Epoch 961 | loss: 0.0311269 | val_loss: 0.0311408 | Time: 2242.23 ms [2021-01-21 21:15:51 main:574] : INFO : Epoch 962 | loss: 0.0311316 | val_loss: 0.0311438 | Time: 2149.75 ms [2021-01-21 21:15:53 main:574] : INFO : Epoch 963 | loss: 0.0311347 | val_loss: 0.0311445 | Time: 2110.73 ms [2021-01-21 21:15:55 main:574] : INFO : Epoch 964 | loss: 0.0311344 | val_loss: 0.0311441 | Time: 2133.24 ms [2021-01-21 21:15:58 main:574] : INFO : Epoch 965 | loss: 0.0311324 | val_loss: 0.0311448 | Time: 2195.69 ms [2021-01-21 21:16:00 main:574] : INFO : Epoch 966 | loss: 0.0311319 | val_loss: 0.0311492 | Time: 2277.98 ms [2021-01-21 21:16:02 main:574] : INFO : Epoch 967 | loss: 0.0311319 | val_loss: 0.0311459 | Time: 2277.11 ms [2021-01-21 21:16:04 main:574] : INFO : Epoch 968 | loss: 0.0311292 | val_loss: 0.0311443 | Time: 2153.21 ms [2021-01-21 21:16:07 main:574] : INFO : Epoch 969 | loss: 0.031132 | val_loss: 0.0311431 | Time: 2239.29 ms [2021-01-21 21:16:09 main:574] : INFO : Epoch 970 | loss: 0.0311325 | val_loss: 0.0311443 | Time: 2125.73 ms [2021-01-21 21:16:11 main:574] : INFO : Epoch 971 | loss: 0.0311315 | val_loss: 0.0311418 | Time: 2175.88 ms [2021-01-21 21:16:13 main:574] : INFO : Epoch 972 | loss: 0.0311287 | val_loss: 0.0311383 | Time: 2267.45 ms [2021-01-21 21:16:15 main:574] : INFO : Epoch 973 | loss: 0.0311276 | val_loss: 0.031138 | Time: 2139.8 ms [2021-01-21 21:16:18 main:574] : INFO : Epoch 974 | loss: 0.031127 | val_loss: 0.0311411 | Time: 2255.03 ms [2021-01-21 21:16:20 main:574] : INFO : Epoch 975 | loss: 0.0311293 | val_loss: 0.0311384 | Time: 2141.17 ms [2021-01-21 21:16:22 main:574] : INFO : Epoch 976 | loss: 0.0311265 | val_loss: 0.0311387 | Time: 2107.44 ms [2021-01-21 21:16:24 main:574] : INFO : Epoch 977 | loss: 0.0311279 | val_loss: 0.0311421 | Time: 2219.35 ms [2021-01-21 21:16:27 main:574] : INFO : Epoch 978 | loss: 0.0311273 | val_loss: 0.0311401 | Time: 2182.42 ms [2021-01-21 21:16:29 main:574] : INFO : Epoch 979 | loss: 0.0311267 | val_loss: 0.031138 | Time: 2179.6 ms [2021-01-21 21:16:31 main:574] : INFO : Epoch 980 | loss: 0.0311256 | val_loss: 0.0311368 | Time: 2136.66 ms [2021-01-21 21:16:33 main:574] : INFO : Epoch 981 | loss: 0.0311247 | val_loss: 0.0311377 | Time: 2220.78 ms [2021-01-21 21:16:35 main:574] : INFO : Epoch 982 | loss: 0.0311236 | val_loss: 0.03114 | Time: 2251.38 ms [2021-01-21 21:16:38 main:574] : INFO : Epoch 983 | loss: 0.0311235 | val_loss: 0.0311381 | Time: 2187.71 ms [2021-01-21 21:16:40 main:574] : INFO : Epoch 984 | loss: 0.0311255 | val_loss: 0.0311392 | Time: 2269.67 ms [2021-01-21 21:16:42 main:574] : INFO : Epoch 985 | loss: 0.0311255 | val_loss: 0.031136 | Time: 2115.9 ms [2021-01-21 21:16:44 main:574] : INFO : Epoch 986 | loss: 0.0311234 | val_loss: 0.0311364 | Time: 2217.67 ms [2021-01-21 21:16:46 main:574] : INFO : Epoch 987 | loss: 0.0311244 | val_loss: 0.031141 | Time: 2164.94 ms [2021-01-21 21:16:49 main:574] : INFO : Epoch 988 | loss: 0.0311252 | val_loss: 0.0311378 | Time: 2298.32 ms [2021-01-21 21:16:51 main:574] : INFO : Epoch 989 | loss: 0.0311263 | val_loss: 0.0311392 | Time: 2229.63 ms [2021-01-21 21:16:53 main:574] : INFO : Epoch 990 | loss: 0.0311266 | val_loss: 0.0311402 | Time: 2238.12 ms [2021-01-21 21:16:56 main:574] : INFO : Epoch 991 | loss: 0.0311242 | val_loss: 0.0311413 | Time: 2241.74 ms [2021-01-21 21:16:58 main:574] : INFO : Epoch 992 | loss: 0.0311277 | val_loss: 0.0311404 | Time: 2198.23 ms [2021-01-21 21:17:00 main:574] : INFO : Epoch 993 | loss: 0.0311287 | val_loss: 0.03114 | Time: 2145.9 ms [2021-01-21 21:17:02 main:574] : INFO : Epoch 994 | loss: 0.0311283 | val_loss: 0.031138 | Time: 2203.36 ms [2021-01-21 21:17:04 main:574] : INFO : Epoch 995 | loss: 0.0311268 | val_loss: 0.031137 | Time: 2192.68 ms [2021-01-21 21:17:07 main:574] : INFO : Epoch 996 | loss: 0.0311282 | val_loss: 0.0311378 | Time: 2207.85 ms [2021-01-21 21:17:09 main:574] : INFO : Epoch 997 | loss: 0.0311247 | val_loss: 0.0311369 | Time: 2211.43 ms [2021-01-21 21:17:11 main:574] : INFO : Epoch 998 | loss: 0.0311253 | val_loss: 0.0311398 | Time: 2251.64 ms [2021-01-21 21:17:13 main:574] : INFO : Epoch 999 | loss: 0.0311275 | val_loss: 0.0311374 | Time: 2174.72 ms [2021-01-21 21:17:16 main:574] : INFO : Epoch 1000 | loss: 0.031126 | val_loss: 0.0311351 | Time: 2182.09 ms [2021-01-21 21:17:18 main:574] : INFO : Epoch 1001 | loss: 0.0311255 | val_loss: 0.0311355 | Time: 2152.47 ms [2021-01-21 21:17:20 main:574] : INFO : Epoch 1002 | loss: 0.0311249 | val_loss: 0.0311365 | Time: 2164.96 ms [2021-01-21 21:17:22 main:574] : INFO : Epoch 1003 | loss: 0.0311252 | val_loss: 0.031142 | Time: 2093.39 ms [2021-01-21 21:17:24 main:574] : INFO : Epoch 1004 | loss: 0.0311274 | val_loss: 0.0311388 | Time: 2148.75 ms [2021-01-21 21:17:26 main:574] : INFO : Epoch 1005 | loss: 0.0311254 | val_loss: 0.0311371 | Time: 2184.58 ms [2021-01-21 21:17:29 main:574] : INFO : Epoch 1006 | loss: 0.0311253 | val_loss: 0.0311356 | Time: 2205.54 ms [2021-01-21 21:17:31 main:574] : INFO : Epoch 1007 | loss: 0.031123 | val_loss: 0.0311368 | Time: 2275.75 ms [2021-01-21 21:17:33 main:574] : INFO : Epoch 1008 | loss: 0.0311227 | val_loss: 0.0311428 | Time: 2185.53 ms [2021-01-21 21:17:35 main:574] : INFO : Epoch 1009 | loss: 0.0311229 | val_loss: 0.0311378 | Time: 2139.28 ms [2021-01-21 21:17:38 main:574] : INFO : Epoch 1010 | loss: 0.0311203 | val_loss: 0.0311366 | Time: 2142.14 ms [2021-01-21 21:17:40 main:574] : INFO : Epoch 1011 | loss: 0.0311224 | val_loss: 0.0311419 | Time: 2253.52 ms [2021-01-21 21:17:42 main:574] : INFO : Epoch 1012 | loss: 0.0311218 | val_loss: 0.0311402 | Time: 2162.7 ms [2021-01-21 21:17:44 main:574] : INFO : Epoch 1013 | loss: 0.0311245 | val_loss: 0.0311378 | Time: 2153.81 ms [2021-01-21 21:17:46 main:574] : INFO : Epoch 1014 | loss: 0.0311233 | val_loss: 0.0311377 | Time: 2184.37 ms [2021-01-21 21:17:49 main:574] : INFO : Epoch 1015 | loss: 0.0311203 | val_loss: 0.0311396 | Time: 2226.97 ms [2021-01-21 21:17:51 main:574] : INFO : Epoch 1016 | loss: 0.0311195 | val_loss: 0.0311395 | Time: 2180.59 ms [2021-01-21 21:17:53 main:574] : INFO : Epoch 1017 | loss: 0.0311191 | val_loss: 0.0311355 | Time: 2203.92 ms [2021-01-21 21:17:55 main:574] : INFO : Epoch 1018 | loss: 0.0311191 | val_loss: 0.0311346 | Time: 2214.76 ms [2021-01-21 21:17:58 main:574] : INFO : Epoch 1019 | loss: 0.0311209 | val_loss: 0.0311365 | Time: 2231.79 ms [2021-01-21 21:18:00 main:574] : INFO : Epoch 1020 | loss: 0.0311212 | val_loss: 0.0311362 | Time: 2210.61 ms [2021-01-21 21:18:02 main:574] : INFO : Epoch 1021 | loss: 0.03112 | val_loss: 0.031135 | Time: 2196.03 ms [2021-01-21 21:18:04 main:574] : INFO : Epoch 1022 | loss: 0.0311193 | val_loss: 0.0311376 | Time: 2226.21 ms [2021-01-21 21:18:06 main:574] : INFO : Epoch 1023 | loss: 0.0311199 | val_loss: 0.0311362 | Time: 2155.46 ms [2021-01-21 21:18:09 main:574] : INFO : Epoch 1024 | loss: 0.0311199 | val_loss: 0.0311425 | Time: 2162.88 ms [2021-01-21 21:18:09 main:597] : INFO : Saving trained model to model-final.pt, val_loss 0.0311425 [2021-01-21 21:18:09 main:603] : INFO : Saving end state to config to file [2021-01-21 21:18:09 main:608] : INFO : Success, exiting.. 21:18:09 (1596): 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)