Task 3195320
| Name | EightBitModified-1605930787-28774-4_0 |
| Workunit | 1485792 |
| Created | 7 Dec 2020, 20:06:13 UTC |
| Sent | 8 Dec 2020, 5:15:16 UTC |
| Report deadline | 15 Dec 2020, 5:15:16 UTC |
| Received | 8 Dec 2020, 17:48:43 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 4379 |
| Run time | 37 min 43 sec |
| CPU time | 37 min 14 sec |
| Validate state | Valid |
| Credit | 2,080.00 |
| Device peak FLOPS | 4,498.73 GFLOPS |
| Application version | Machine Learning Dataset Generator (GPU) v9.80 (cuda10200) x86_64-pc-linux-gnu |
| Peak working set size | 2.33 GB |
| Peak swap size | 10.46 GB |
| Peak disk usage | 2.98 GB |
Stderr output
<core_client_version>7.16.11</core_client_version> <![CDATA[ <stderr_txt> 0-12-08 11:29:57 main:581] : INFO : Epoch 526 | loss: 0.000425304 | val_loss: 0.000440903 | Time: 2209.07 ms [2020-12-08 11:30:00 main:581] : INFO : Epoch 527 | loss: 0.00042408 | val_loss: 0.000441137 | Time: 2229.61 ms [2020-12-08 11:30:02 main:581] : INFO : Epoch 528 | loss: 0.000425464 | val_loss: 0.000439721 | Time: 2167.65 ms [2020-12-08 11:30:04 main:581] : INFO : Epoch 529 | loss: 0.000424745 | val_loss: 0.00044217 | Time: 2199.85 ms [2020-12-08 11:30:06 main:581] : INFO : Epoch 530 | loss: 0.000427719 | val_loss: 0.000445177 | Time: 2207.25 ms [2020-12-08 11:30:08 main:581] : INFO : Epoch 531 | loss: 0.000425576 | val_loss: 0.00043948 | Time: 2187.18 ms [2020-12-08 11:30:11 main:581] : INFO : Epoch 532 | loss: 0.00042449 | val_loss: 0.00044012 | Time: 2230.67 ms [2020-12-08 11:30:13 main:581] : INFO : Epoch 533 | loss: 0.000425333 | val_loss: 0.000441161 | Time: 2178.62 ms [2020-12-08 11:30:15 main:581] : INFO : Epoch 534 | loss: 0.000426408 | val_loss: 0.000445872 | Time: 2174.38 ms [2020-12-08 11:30:17 main:581] : INFO : Epoch 535 | loss: 0.000428277 | val_loss: 0.000443802 | Time: 2177.79 ms [2020-12-08 11:30:19 main:581] : INFO : Epoch 536 | loss: 0.000427289 | val_loss: 0.000440338 | Time: 2256.79 ms [2020-12-08 11:30:22 main:581] : INFO : Epoch 537 | loss: 0.000423341 | val_loss: 0.000437743 | Time: 2182.82 ms [2020-12-08 11:30:24 main:581] : INFO : Epoch 538 | loss: 0.000423138 | val_loss: 0.000436132 | Time: 2206.08 ms [2020-12-08 11:30:26 main:581] : INFO : Epoch 539 | loss: 0.000424754 | val_loss: 0.00044444 | Time: 2153.12 ms [2020-12-08 11:30:28 main:581] : INFO : Epoch 540 | loss: 0.000425063 | val_loss: 0.000440559 | Time: 2179.9 ms [2020-12-08 11:30:30 main:581] : INFO : Epoch 541 | loss: 0.000425178 | val_loss: 0.00044122 | Time: 2211.66 ms [2020-12-08 11:30:33 main:581] : INFO : Epoch 542 | loss: 0.000426197 | val_loss: 0.000441778 | Time: 2196.73 ms [2020-12-08 11:30:35 main:581] : INFO : Epoch 543 | loss: 0.000425384 | val_loss: 0.000440811 | Time: 2192.05 ms [2020-12-08 11:30:37 main:581] : INFO : Epoch 544 | loss: 0.000423569 | val_loss: 0.000438428 | Time: 2213.87 ms [2020-12-08 11:30:39 main:581] : INFO : Epoch 545 | loss: 0.000423897 | val_loss: 0.000444397 | Time: 2192.88 ms [2020-12-08 11:30:41 main:581] : INFO : Epoch 546 | loss: 0.000430329 | val_loss: 0.000442463 | Time: 2185.29 ms [2020-12-08 11:30:44 main:581] : INFO : Epoch 547 | loss: 0.000424986 | val_loss: 0.000439396 | Time: 2212.53 ms [2020-12-08 11:30:46 main:581] : INFO : Epoch 548 | loss: 0.00042497 | val_loss: 0.000443739 | Time: 2166.34 ms [2020-12-08 11:30:48 main:581] : INFO : Epoch 549 | loss: 0.000425673 | val_loss: 0.000438487 | Time: 2197.42 ms [2020-12-08 11:30:50 main:581] : INFO : Epoch 550 | loss: 0.000424704 | val_loss: 0.000440143 | Time: 2196.36 ms [2020-12-08 11:30:52 main:581] : INFO : Epoch 551 | loss: 0.000426891 | val_loss: 0.000444411 | Time: 2200.69 ms [2020-12-08 11:30:55 main:581] : INFO : Epoch 552 | loss: 0.000424313 | val_loss: 0.000439301 | Time: 2194.11 ms [2020-12-08 11:30:57 main:581] : INFO : Epoch 553 | loss: 0.000424492 | val_loss: 0.000444926 | Time: 2185.98 ms [2020-12-08 11:30:59 main:581] : INFO : Epoch 554 | loss: 0.000425072 | val_loss: 0.000440344 | Time: 2247.49 ms [2020-12-08 11:31:01 main:581] : INFO : Epoch 555 | loss: 0.000424635 | val_loss: 0.000439223 | Time: 2206.47 ms [2020-12-08 11:31:03 main:581] : INFO : Epoch 556 | loss: 0.000424786 | val_loss: 0.000438864 | Time: 2206.62 ms [2020-12-08 11:31:06 main:581] : INFO : Epoch 557 | loss: 0.00042701 | val_loss: 0.00044402 | Time: 2168.13 ms [2020-12-08 11:31:08 main:581] : INFO : Epoch 558 | loss: 0.000428711 | val_loss: 0.000445803 | Time: 2173.49 ms [2020-12-08 11:31:10 main:581] : INFO : Epoch 559 | loss: 0.000428245 | val_loss: 0.000439379 | Time: 2202.39 ms [2020-12-08 11:31:12 main:581] : INFO : Epoch 560 | loss: 0.000423725 | val_loss: 0.000441608 | Time: 2183.97 ms [2020-12-08 11:31:14 main:581] : INFO : Epoch 561 | loss: 0.000424936 | val_loss: 0.000438726 | Time: 2184.67 ms [2020-12-08 11:31:16 main:581] : INFO : Epoch 562 | loss: 0.000425455 | val_loss: 0.000442145 | Time: 2171.82 ms [2020-12-08 11:31:19 main:581] : INFO : Epoch 563 | loss: 0.000424194 | val_loss: 0.000437838 | Time: 2204.62 ms [2020-12-08 11:31:21 main:581] : INFO : Epoch 564 | loss: 0.000425545 | val_loss: 0.000441476 | Time: 2151.84 ms [2020-12-08 11:31:23 main:581] : INFO : Epoch 565 | loss: 0.00042319 | val_loss: 0.000437235 | Time: 2202.86 ms [2020-12-08 11:31:25 main:581] : INFO : Epoch 566 | loss: 0.000422572 | val_loss: 0.000440392 | Time: 2187.86 ms [2020-12-08 11:31:27 main:581] : INFO : Epoch 567 | loss: 0.000425248 | val_loss: 0.000440335 | Time: 2224.1 ms [2020-12-08 11:31:30 main:581] : INFO : Epoch 568 | loss: 0.000426074 | val_loss: 0.000439433 | Time: 2189.61 ms [2020-12-08 11:31:32 main:581] : INFO : Epoch 569 | loss: 0.000422233 | val_loss: 0.000438092 | Time: 2198.48 ms [2020-12-08 11:31:34 main:581] : INFO : Epoch 570 | loss: 0.000424069 | val_loss: 0.000442946 | Time: 2241.35 ms [2020-12-08 11:31:36 main:581] : INFO : Epoch 571 | loss: 0.000425131 | val_loss: 0.000437525 | Time: 2194.69 ms [2020-12-08 11:31:38 main:581] : INFO : Epoch 572 | loss: 0.000427806 | val_loss: 0.000444972 | Time: 2181.6 ms [2020-12-08 11:31:41 main:581] : INFO : Epoch 573 | loss: 0.000427041 | val_loss: 0.000442439 | Time: 2201.1 ms [2020-12-08 11:31:43 main:581] : INFO : Epoch 574 | loss: 0.000424593 | val_loss: 0.000442362 | Time: 2204.37 ms [2020-12-08 11:31:45 main:581] : INFO : Epoch 575 | loss: 0.000425636 | val_loss: 0.000440397 | Time: 2209.22 ms [2020-12-08 11:31:47 main:581] : INFO : Epoch 576 | loss: 0.00042525 | val_loss: 0.000440481 | Time: 2194.04 ms [2020-12-08 11:31:49 main:581] : INFO : Epoch 577 | loss: 0.000424048 | val_loss: 0.000439318 | Time: 2165.28 ms [2020-12-08 11:31:52 main:581] : INFO : Epoch 578 | loss: 0.000426476 | val_loss: 0.000440825 | Time: 2199.37 ms [2020-12-08 11:31:54 main:581] : INFO : Epoch 579 | loss: 0.000423776 | val_loss: 0.000439988 | Time: 2193.47 ms [2020-12-08 11:31:56 main:581] : INFO : Epoch 580 | loss: 0.00042247 | val_loss: 0.000439336 | Time: 2216.12 ms [2020-12-08 11:31:58 main:581] : INFO : Epoch 581 | loss: 0.000424179 | val_loss: 0.000440598 | Time: 2208.38 ms [2020-12-08 11:32:00 main:581] : INFO : Epoch 582 | loss: 0.000424164 | val_loss: 0.000444083 | Time: 2201.83 ms [2020-12-08 11:32:03 main:581] : INFO : Epoch 583 | loss: 0.00042644 | val_loss: 0.000440461 | Time: 2201.99 ms [2020-12-08 11:32:05 main:581] : INFO : Epoch 584 | loss: 0.00042717 | val_loss: 0.000443795 | Time: 2184.23 ms [2020-12-08 11:32:07 main:581] : INFO : Epoch 585 | loss: 0.000427982 | val_loss: 0.000441932 | Time: 2172.02 ms [2020-12-08 11:32:09 main:581] : INFO : Epoch 586 | loss: 0.000423635 | val_loss: 0.000440048 | Time: 2192.53 ms [2020-12-08 11:32:11 main:581] : INFO : Epoch 587 | loss: 0.000439423 | val_loss: 0.00049064 | Time: 2191.52 ms [2020-12-08 11:32:14 main:581] : INFO : Epoch 588 | loss: 0.000459678 | val_loss: 0.000478351 | Time: 2185.98 ms [2020-12-08 11:32:16 main:581] : INFO : Epoch 589 | loss: 0.000445136 | val_loss: 0.000448199 | Time: 2182.44 ms [2020-12-08 11:32:18 main:581] : INFO : Epoch 590 | loss: 0.000435068 | val_loss: 0.000443914 | Time: 2188.24 ms [2020-12-08 11:32:20 main:581] : INFO : Epoch 591 | loss: 0.000425677 | val_loss: 0.000438952 | Time: 2218.63 ms [2020-12-08 11:32:22 main:581] : INFO : Epoch 592 | loss: 0.000424502 | val_loss: 0.000438491 | Time: 2179.74 ms [2020-12-08 11:32:25 main:581] : INFO : Epoch 593 | loss: 0.000425346 | val_loss: 0.000438118 | Time: 2224.46 ms [2020-12-08 11:32:27 main:581] : INFO : Epoch 594 | loss: 0.00042522 | val_loss: 0.00044427 | Time: 2181.07 ms [2020-12-08 11:32:29 main:581] : INFO : Epoch 595 | loss: 0.000426048 | val_loss: 0.000439975 | Time: 2166.3 ms [2020-12-08 11:32:31 main:581] : INFO : Epoch 596 | loss: 0.000426017 | val_loss: 0.000440431 | Time: 2143.44 ms [2020-12-08 11:32:33 main:581] : INFO : Epoch 597 | loss: 0.000426032 | val_loss: 0.000442456 | Time: 2118.3 ms [2020-12-08 11:32:35 main:581] : INFO : Epoch 598 | loss: 0.000423831 | val_loss: 0.000439173 | Time: 2115.06 ms [2020-12-08 11:32:37 main:581] : INFO : Epoch 599 | loss: 0.000424828 | val_loss: 0.000441006 | Time: 2103.19 ms [2020-12-08 11:32:40 main:581] : INFO : Epoch 600 | loss: 0.000426958 | val_loss: 0.000441466 | Time: 2154.1 ms [2020-12-08 11:32:42 main:581] : INFO : Epoch 601 | loss: 0.000424918 | val_loss: 0.000441814 | Time: 2149.3 ms [2020-12-08 11:32:44 main:581] : INFO : Epoch 602 | loss: 0.000429141 | val_loss: 0.000443546 | Time: 2161.67 ms [2020-12-08 11:32:46 main:581] : INFO : Epoch 603 | loss: 0.000427501 | val_loss: 0.000440667 | Time: 2143.79 ms [2020-12-08 11:32:48 main:581] : INFO : Epoch 604 | loss: 0.000423382 | val_loss: 0.000438921 | Time: 2123.12 ms [2020-12-08 11:32:50 main:581] : INFO : Epoch 605 | loss: 0.000423699 | val_loss: 0.000439443 | Time: 2193.82 ms [2020-12-08 11:32:52 main:581] : INFO : Epoch 606 | loss: 0.000425479 | val_loss: 0.000439766 | Time: 2156.61 ms [2020-12-08 11:32:55 main:581] : INFO : Epoch 607 | loss: 0.000426431 | val_loss: 0.0004407 | Time: 2172.66 ms [2020-12-08 11:32:57 main:581] : INFO : Epoch 608 | loss: 0.000426965 | val_loss: 0.000442354 | Time: 2171.53 ms [2020-12-08 11:32:59 main:581] : INFO : Epoch 609 | loss: 0.000426184 | val_loss: 0.000442708 | Time: 2159.48 ms [2020-12-08 11:33:01 main:581] : INFO : Epoch 610 | loss: 0.000424713 | val_loss: 0.000438115 | Time: 2159.13 ms [2020-12-08 11:33:03 main:581] : INFO : Epoch 611 | loss: 0.000426401 | val_loss: 0.00044465 | Time: 2152.42 ms [2020-12-08 11:33:05 main:581] : INFO : Epoch 612 | loss: 0.000425255 | val_loss: 0.000438815 | Time: 2156.19 ms [2020-12-08 11:33:08 main:581] : INFO : Epoch 613 | loss: 0.000424405 | val_loss: 0.000440819 | Time: 2144 ms [2020-12-08 11:33:10 main:581] : INFO : Epoch 614 | loss: 0.000424808 | val_loss: 0.000441592 | Time: 2152.35 ms [2020-12-08 11:33:12 main:581] : INFO : Epoch 615 | loss: 0.000429357 | val_loss: 0.000441579 | Time: 2172.25 ms [2020-12-08 11:33:14 main:581] : INFO : Epoch 616 | loss: 0.000425916 | val_loss: 0.000442868 | Time: 2132.88 ms [2020-12-08 11:33:16 main:581] : INFO : Epoch 617 | loss: 0.00042506 | val_loss: 0.000440499 | Time: 2129.45 ms [2020-12-08 11:33:18 main:581] : INFO : Epoch 618 | loss: 0.000426756 | val_loss: 0.000440072 | Time: 2147.03 ms [2020-12-08 11:33:20 main:581] : INFO : Epoch 619 | loss: 0.000427164 | val_loss: 0.000439763 | Time: 2123.71 ms [2020-12-08 11:33:23 main:581] : INFO : Epoch 620 | loss: 0.000423519 | val_loss: 0.000437606 | Time: 2115.77 ms [2020-12-08 11:33:25 main:581] : INFO : Epoch 621 | loss: 0.000422911 | val_loss: 0.000438222 | Time: 2129.78 ms [2020-12-08 11:33:27 main:581] : INFO : Epoch 622 | loss: 0.000425469 | val_loss: 0.000440107 | Time: 2125.76 ms [2020-12-08 11:33:29 main:581] : INFO : Epoch 623 | loss: 0.000429117 | val_loss: 0.000442017 | Time: 2126.34 ms [2020-12-08 11:33:31 main:581] : INFO : Epoch 624 | loss: 0.000427568 | val_loss: 0.000442109 | Time: 2126.07 ms [2020-12-08 11:33:33 main:581] : INFO : Epoch 625 | loss: 0.000425626 | val_loss: 0.000438635 | Time: 2125.26 ms [2020-12-08 11:33:35 main:581] : INFO : Epoch 626 | loss: 0.000424301 | val_loss: 0.000441316 | Time: 2109.75 ms [2020-12-08 11:33:37 main:581] : INFO : Epoch 627 | loss: 0.000425972 | val_loss: 0.000442169 | Time: 2117.25 ms [2020-12-08 11:33:40 main:581] : INFO : Epoch 628 | loss: 0.00042587 | val_loss: 0.000442798 | Time: 2150.23 ms [2020-12-08 11:33:42 main:581] : INFO : Epoch 629 | loss: 0.000426208 | val_loss: 0.00044139 | Time: 2131.17 ms [2020-12-08 11:33:44 main:581] : INFO : Epoch 630 | loss: 0.00042539 | val_loss: 0.000438326 | Time: 2120.14 ms [2020-12-08 11:33:46 main:581] : INFO : Epoch 631 | loss: 0.000424462 | val_loss: 0.00044073 | Time: 2126.45 ms [2020-12-08 11:33:48 main:581] : INFO : Epoch 632 | loss: 0.000426173 | val_loss: 0.000443386 | Time: 2127.37 ms [2020-12-08 11:33:50 main:581] : INFO : Epoch 633 | loss: 0.00042574 | val_loss: 0.000442196 | Time: 2106.06 ms [2020-12-08 11:33:52 main:581] : INFO : Epoch 634 | loss: 0.000428691 | val_loss: 0.000443311 | Time: 2130.81 ms [2020-12-08 11:33:54 main:581] : INFO : Epoch 635 | loss: 0.000424921 | val_loss: 0.000442078 | Time: 2128.31 ms [2020-12-08 11:33:57 main:581] : INFO : Epoch 636 | loss: 0.000424627 | val_loss: 0.00044146 | Time: 2131.02 ms [2020-12-08 11:33:59 main:581] : INFO : Epoch 637 | loss: 0.000416661 | val_loss: 0.000429296 | Time: 2141.29 ms [2020-12-08 11:34:01 main:581] : INFO : Epoch 638 | loss: 0.00243678 | val_loss: 0.0128742 | Time: 2124.2 ms [2020-12-08 11:34:03 main:581] : INFO : Epoch 639 | loss: 0.00492085 | val_loss: 0.0124381 | Time: 2137.11 ms [2020-12-08 11:34:05 main:581] : INFO : Epoch 640 | loss: 0.0035153 | val_loss: 0.00121399 | Time: 2139.24 ms [2020-12-08 11:34:07 main:581] : INFO : Epoch 641 | loss: 0.000677227 | val_loss: 0.000492346 | Time: 2139.78 ms [2020-12-08 11:34:09 main:581] : INFO : Epoch 642 | loss: 0.000383382 | val_loss: 0.000345438 | Time: 2142.71 ms [2020-12-08 11:34:12 main:581] : INFO : Epoch 643 | loss: 0.000326737 | val_loss: 0.000335152 | Time: 2132.29 ms [2020-12-08 11:34:14 main:581] : INFO : Epoch 644 | loss: 0.000316596 | val_loss: 0.000331078 | Time: 2215.11 ms [2020-12-08 11:34:16 main:581] : INFO : Epoch 645 | loss: 0.000314691 | val_loss: 0.000330723 | Time: 2141.7 ms [2020-12-08 11:34:18 main:581] : INFO : Epoch 646 | loss: 0.000314319 | val_loss: 0.000330413 | Time: 2139.86 ms [2020-12-08 11:34:20 main:581] : INFO : Epoch 647 | loss: 0.000314128 | val_loss: 0.000330178 | Time: 2172.62 ms [2020-12-08 11:34:22 main:581] : INFO : Epoch 648 | loss: 0.000314008 | val_loss: 0.000330288 | Time: 2174.08 ms [2020-12-08 11:34:25 main:581] : INFO : Epoch 649 | loss: 0.000313916 | val_loss: 0.000330264 | Time: 2150.79 ms [2020-12-08 11:34:27 main:581] : INFO : Epoch 650 | loss: 0.000313832 | val_loss: 0.000330392 | Time: 2153.2 ms [2020-12-08 11:34:29 main:581] : INFO : Epoch 651 | loss: 0.000313734 | val_loss: 0.0003302 | Time: 2137.99 ms [2020-12-08 11:34:31 main:581] : INFO : Epoch 652 | loss: 0.000313676 | val_loss: 0.000330242 | Time: 2159.23 ms [2020-12-08 11:34:33 main:581] : INFO : Epoch 653 | loss: 0.000313619 | val_loss: 0.000330272 | Time: 2140.11 ms [2020-12-08 11:34:35 main:581] : INFO : Epoch 654 | loss: 0.000313513 | val_loss: 0.000330228 | Time: 2166.1 ms [2020-12-08 11:34:37 main:581] : INFO : Epoch 655 | loss: 0.000313448 | val_loss: 0.000330175 | Time: 2149.45 ms [2020-12-08 11:34:40 main:581] : INFO : Epoch 656 | loss: 0.000313509 | val_loss: 0.000330332 | Time: 2175.76 ms [2020-12-08 11:34:42 main:581] : INFO : Epoch 657 | loss: 0.000313441 | val_loss: 0.000330134 | Time: 2157.94 ms [2020-12-08 11:34:44 main:581] : INFO : Epoch 658 | loss: 0.000313344 | val_loss: 0.000330123 | Time: 2145.29 ms [2020-12-08 11:34:46 main:581] : INFO : Epoch 659 | loss: 0.000313265 | val_loss: 0.000329975 | Time: 2160.26 ms [2020-12-08 11:34:48 main:581] : INFO : Epoch 660 | loss: 0.000313106 | val_loss: 0.000329843 | Time: 2144.25 ms [2020-12-08 11:34:50 main:581] : INFO : Epoch 661 | loss: 0.000312968 | val_loss: 0.000329517 | Time: 2183.15 ms [2020-12-08 11:34:53 main:581] : INFO : Epoch 662 | loss: 0.000312562 | val_loss: 0.0003293 | Time: 2163.16 ms [2020-12-08 11:34:55 main:581] : INFO : Epoch 663 | loss: 0.000312046 | val_loss: 0.000328695 | Time: 2149.1 ms [2020-12-08 11:34:57 main:581] : INFO : Epoch 664 | loss: 0.000311459 | val_loss: 0.000328118 | Time: 2164.29 ms [2020-12-08 11:34:59 main:581] : INFO : Epoch 665 | loss: 0.000310838 | val_loss: 0.000327727 | Time: 2154.29 ms [2020-12-08 11:35:01 main:581] : INFO : Epoch 666 | loss: 0.000310311 | val_loss: 0.000327485 | Time: 2160.46 ms [2020-12-08 11:35:03 main:581] : INFO : Epoch 667 | loss: 0.000309885 | val_loss: 0.00032713 | Time: 2154.88 ms [2020-12-08 11:35:05 main:581] : INFO : Epoch 668 | loss: 0.000309633 | val_loss: 0.000326694 | Time: 2153.16 ms [2020-12-08 11:35:08 main:581] : INFO : Epoch 669 | loss: 0.00030936 | val_loss: 0.000326652 | Time: 2153.78 ms [2020-12-08 11:35:10 main:581] : INFO : Epoch 670 | loss: 0.000309204 | val_loss: 0.000326594 | Time: 2144.19 ms [2020-12-08 11:35:12 main:581] : INFO : Epoch 671 | loss: 0.000308906 | val_loss: 0.000326334 | Time: 2170.16 ms [2020-12-08 11:35:14 main:581] : INFO : Epoch 672 | loss: 0.000308798 | val_loss: 0.000326284 | Time: 2139.9 ms [2020-12-08 11:35:16 main:581] : INFO : Epoch 673 | loss: 0.000308786 | val_loss: 0.000326308 | Time: 2174.34 ms [2020-12-08 11:35:18 main:581] : INFO : Epoch 674 | loss: 0.000308649 | val_loss: 0.000326411 | Time: 2166.34 ms [2020-12-08 11:35:21 main:581] : INFO : Epoch 675 | loss: 0.000308661 | val_loss: 0.000326256 | Time: 2167.1 ms [2020-12-08 11:35:23 main:581] : INFO : Epoch 676 | loss: 0.000308624 | val_loss: 0.000326119 | Time: 2191.43 ms [2020-12-08 11:35:25 main:581] : INFO : Epoch 677 | loss: 0.00030846 | val_loss: 0.000326202 | Time: 2230.25 ms [2020-12-08 11:35:27 main:581] : INFO : Epoch 678 | loss: 0.000308427 | val_loss: 0.00032594 | Time: 2201.05 ms [2020-12-08 11:35:29 main:581] : INFO : Epoch 679 | loss: 0.000308395 | val_loss: 0.000325905 | Time: 2234.66 ms [2020-12-08 11:35:32 main:581] : INFO : Epoch 680 | loss: 0.000308302 | val_loss: 0.000326086 | Time: 2151.56 ms [2020-12-08 11:35:34 main:581] : INFO : Epoch 681 | loss: 0.000308288 | val_loss: 0.000325905 | Time: 2204.71 ms [2020-12-08 11:35:36 main:581] : INFO : Epoch 682 | loss: 0.000308221 | val_loss: 0.000325838 | Time: 2198.51 ms [2020-12-08 11:35:38 main:581] : INFO : Epoch 683 | loss: 0.000308274 | val_loss: 0.000325794 | Time: 2336.05 ms [2020-12-08 11:35:41 main:581] : INFO : Epoch 684 | loss: 0.000308268 | val_loss: 0.00032615 | Time: 2184.22 ms [2020-12-08 11:35:43 main:581] : INFO : Epoch 685 | loss: 0.000308321 | val_loss: 0.000325724 | Time: 2186.14 ms [2020-12-08 11:35:45 main:581] : INFO : Epoch 686 | loss: 0.000308853 | val_loss: 0.000326749 | Time: 2189.24 ms [2020-12-08 11:35:47 main:581] : INFO : Epoch 687 | loss: 0.000308311 | val_loss: 0.000325914 | Time: 2253.96 ms [2020-12-08 11:35:49 main:581] : INFO : Epoch 688 | loss: 0.000307933 | val_loss: 0.000326924 | Time: 2212.1 ms [2020-12-08 11:35:52 main:581] : INFO : Epoch 689 | loss: 0.000318415 | val_loss: 0.000329183 | Time: 2218.13 ms [2020-12-08 11:35:54 main:581] : INFO : Epoch 690 | loss: 0.000312319 | val_loss: 0.000329599 | Time: 2220.17 ms [2020-12-08 11:35:56 main:581] : INFO : Epoch 691 | loss: 0.00030858 | val_loss: 0.00032599 | Time: 2229.94 ms [2020-12-08 11:35:58 main:581] : INFO : Epoch 692 | loss: 0.00030778 | val_loss: 0.000325407 | Time: 2248.54 ms [2020-12-08 11:36:00 main:581] : INFO : Epoch 693 | loss: 0.000307629 | val_loss: 0.00032519 | Time: 2186.89 ms [2020-12-08 11:36:03 main:581] : INFO : Epoch 694 | loss: 0.000307789 | val_loss: 0.00032559 | Time: 2247.92 ms [2020-12-08 11:36:05 main:581] : INFO : Epoch 695 | loss: 0.000307959 | val_loss: 0.000326014 | Time: 2211.11 ms [2020-12-08 11:36:07 main:581] : INFO : Epoch 696 | loss: 0.000308462 | val_loss: 0.000326017 | Time: 2232.96 ms [2020-12-08 11:36:09 main:581] : INFO : Epoch 697 | loss: 0.000307611 | val_loss: 0.000325699 | Time: 2165.22 ms [2020-12-08 11:36:12 main:581] : INFO : Epoch 698 | loss: 0.000307627 | val_loss: 0.000326314 | Time: 2235.46 ms [2020-12-08 11:36:14 main:581] : INFO : Epoch 699 | loss: 0.000317815 | val_loss: 0.00034734 | Time: 2247.54 ms [2020-12-08 11:36:16 main:581] : INFO : Epoch 700 | loss: 0.000315324 | val_loss: 0.000331664 | Time: 2237.97 ms [2020-12-08 11:36:18 main:581] : INFO : Epoch 701 | loss: 0.000309219 | val_loss: 0.000326263 | Time: 2228.41 ms [2020-12-08 11:36:21 main:581] : INFO : Epoch 702 | loss: 0.000307792 | val_loss: 0.000326467 | Time: 2244.78 ms [2020-12-08 11:36:23 main:581] : INFO : Epoch 703 | loss: 0.000307599 | val_loss: 0.000325701 | Time: 2269.29 ms [2020-12-08 11:36:25 main:581] : INFO : Epoch 704 | loss: 0.000307303 | val_loss: 0.000325869 | Time: 2240.46 ms [2020-12-08 11:36:27 main:581] : INFO : Epoch 705 | loss: 0.000307501 | val_loss: 0.000325871 | Time: 2275.24 ms [2020-12-08 11:36:30 main:581] : INFO : Epoch 706 | loss: 0.000307247 | val_loss: 0.000325541 | Time: 2265.47 ms [2020-12-08 11:36:32 main:581] : INFO : Epoch 707 | loss: 0.00030721 | val_loss: 0.000325729 | Time: 2247.83 ms [2020-12-08 11:36:34 main:581] : INFO : Epoch 708 | loss: 0.00030754 | val_loss: 0.000326901 | Time: 2278.1 ms [2020-12-08 11:36:36 main:581] : INFO : Epoch 709 | loss: 0.000309552 | val_loss: 0.000325939 | Time: 2197.03 ms [2020-12-08 11:36:39 main:581] : INFO : Epoch 710 | loss: 0.000308386 | val_loss: 0.000327978 | Time: 2210.68 ms [2020-12-08 11:36:41 main:581] : INFO : Epoch 711 | loss: 0.000311856 | val_loss: 0.00032624 | Time: 2192.49 ms [2020-12-08 11:36:43 main:581] : INFO : Epoch 712 | loss: 0.000308186 | val_loss: 0.000326081 | Time: 2255.44 ms [2020-12-08 11:36:45 main:581] : INFO : Epoch 713 | loss: 0.000308118 | val_loss: 0.000326168 | Time: 2231.64 ms [2020-12-08 11:36:48 main:581] : INFO : Epoch 714 | loss: 0.000309529 | val_loss: 0.000332898 | Time: 2328.36 ms [2020-12-08 11:36:50 main:581] : INFO : Epoch 715 | loss: 0.000313904 | val_loss: 0.000331612 | Time: 2200.77 ms [2020-12-08 11:36:52 main:581] : INFO : Epoch 716 | loss: 0.00030997 | val_loss: 0.000326422 | Time: 2219.65 ms [2020-12-08 11:36:54 main:581] : INFO : Epoch 717 | loss: 0.000308399 | val_loss: 0.000326768 | Time: 2210.84 ms [2020-12-08 11:36:56 main:581] : INFO : Epoch 718 | loss: 0.000307826 | val_loss: 0.000326029 | Time: 2245.3 ms [2020-12-08 11:36:59 main:581] : INFO : Epoch 719 | loss: 0.000307584 | val_loss: 0.000325977 | Time: 2334.13 ms [2020-12-08 11:37:01 main:581] : INFO : Epoch 720 | loss: 0.000307377 | val_loss: 0.000327182 | Time: 2272.96 ms [2020-12-08 11:37:03 main:581] : INFO : Epoch 721 | loss: 0.00030799 | val_loss: 0.000327213 | Time: 2192.19 ms [2020-12-08 11:37:05 main:581] : INFO : Epoch 722 | loss: 0.000308505 | val_loss: 0.000330015 | Time: 2211.7 ms [2020-12-08 11:37:08 main:581] : INFO : Epoch 723 | loss: 0.000314289 | val_loss: 0.000327828 | Time: 2249.2 ms [2020-12-08 11:37:10 main:581] : INFO : Epoch 724 | loss: 0.000308476 | val_loss: 0.000326813 | Time: 2256.55 ms [2020-12-08 11:37:12 main:581] : INFO : Epoch 725 | loss: 0.000307341 | val_loss: 0.00032566 | Time: 2214.2 ms [2020-12-08 11:37:14 main:581] : INFO : Epoch 726 | loss: 0.000309115 | val_loss: 0.000330842 | Time: 2221.71 ms [2020-12-08 11:37:17 main:581] : INFO : Epoch 727 | loss: 0.000312111 | val_loss: 0.000326864 | Time: 2272.77 ms [2020-12-08 11:37:19 main:581] : INFO : Epoch 728 | loss: 0.000307779 | val_loss: 0.000326808 | Time: 2198.08 ms [2020-12-08 11:37:21 main:581] : INFO : Epoch 729 | loss: 0.000307209 | val_loss: 0.000325571 | Time: 2227.03 ms [2020-12-08 11:37:23 main:581] : INFO : Epoch 730 | loss: 0.000308384 | val_loss: 0.000329682 | Time: 2201.46 ms [2020-12-08 11:37:26 main:581] : INFO : Epoch 731 | loss: 0.000322484 | val_loss: 0.000336974 | Time: 2231.12 ms [2020-12-08 11:37:28 main:581] : INFO : Epoch 732 | loss: 0.000312007 | val_loss: 0.000327883 | Time: 2221.78 ms [2020-12-08 11:37:30 main:581] : INFO : Epoch 733 | loss: 0.000308983 | val_loss: 0.000326705 | Time: 2208.6 ms [2020-12-08 11:37:32 main:581] : INFO : Epoch 734 | loss: 0.000307943 | val_loss: 0.000325651 | Time: 2213.31 ms [2020-12-08 11:37:34 main:581] : INFO : Epoch 735 | loss: 0.000307821 | val_loss: 0.000328426 | Time: 2263.37 ms [2020-12-08 11:37:37 main:581] : INFO : Epoch 736 | loss: 0.000307896 | val_loss: 0.000326176 | Time: 2234.99 ms [2020-12-08 11:37:39 main:581] : INFO : Epoch 737 | loss: 0.00030732 | val_loss: 0.000326029 | Time: 2265.31 ms [2020-12-08 11:37:41 main:581] : INFO : Epoch 738 | loss: 0.000307759 | val_loss: 0.000326145 | Time: 2210.77 ms [2020-12-08 11:37:43 main:581] : INFO : Epoch 739 | loss: 0.000307646 | val_loss: 0.000326934 | Time: 2193.45 ms [2020-12-08 11:37:46 main:581] : INFO : Epoch 740 | loss: 0.000308316 | val_loss: 0.000328037 | Time: 2217.92 ms [2020-12-08 11:37:48 main:581] : INFO : Epoch 741 | loss: 0.000315487 | val_loss: 0.000342132 | Time: 2208.83 ms [2020-12-08 11:37:50 main:581] : INFO : Epoch 742 | loss: 0.000312435 | val_loss: 0.000325886 | Time: 2201.55 ms [2020-12-08 11:37:52 main:581] : INFO : Epoch 743 | loss: 0.000308758 | val_loss: 0.000326176 | Time: 2212.92 ms [2020-12-08 11:37:54 main:581] : INFO : Epoch 744 | loss: 0.000308287 | val_loss: 0.000326518 | Time: 2206.05 ms [2020-12-08 11:37:57 main:581] : INFO : Epoch 745 | loss: 0.000307599 | val_loss: 0.000325649 | Time: 2220 ms [2020-12-08 11:37:59 main:581] : INFO : Epoch 746 | loss: 0.000307717 | val_loss: 0.000326601 | Time: 2225.14 ms [2020-12-08 11:38:01 main:581] : INFO : Epoch 747 | loss: 0.000320499 | val_loss: 0.000362285 | Time: 2203.93 ms [2020-12-08 11:38:03 main:581] : INFO : Epoch 748 | loss: 0.000317505 | val_loss: 0.000329531 | Time: 2257.63 ms [2020-12-08 11:38:06 main:581] : INFO : Epoch 749 | loss: 0.00030878 | val_loss: 0.000325887 | Time: 2229.63 ms [2020-12-08 11:38:08 main:581] : INFO : Epoch 750 | loss: 0.000307561 | val_loss: 0.000325454 | Time: 2281.24 ms [2020-12-08 11:38:10 main:581] : INFO : Epoch 751 | loss: 0.000307737 | val_loss: 0.000325627 | Time: 2215.98 ms [2020-12-08 11:38:12 main:581] : INFO : Epoch 752 | loss: 0.000307875 | val_loss: 0.00032769 | Time: 2229.79 ms [2020-12-08 11:38:14 main:581] : INFO : Epoch 753 | loss: 0.000313662 | val_loss: 0.000328087 | Time: 2241.38 ms [2020-12-08 11:38:17 main:581] : INFO : Epoch 754 | loss: 0.000308939 | val_loss: 0.00032739 | Time: 2222.59 ms [2020-12-08 11:38:19 main:581] : INFO : Epoch 755 | loss: 0.000307574 | val_loss: 0.000325247 | Time: 2243.76 ms [2020-12-08 11:38:21 main:581] : INFO : Epoch 756 | loss: 0.000307458 | val_loss: 0.000325552 | Time: 2297.63 ms [2020-12-08 11:38:23 main:581] : INFO : Epoch 757 | loss: 0.000307172 | val_loss: 0.000325993 | Time: 2249.72 ms [2020-12-08 11:38:26 main:581] : INFO : Epoch 758 | loss: 0.000308218 | val_loss: 0.000326128 | Time: 2247.31 ms [2020-12-08 11:38:28 main:581] : INFO : Epoch 759 | loss: 0.000309377 | val_loss: 0.000326337 | Time: 2224.85 ms [2020-12-08 11:38:30 main:581] : INFO : Epoch 760 | loss: 0.000307941 | val_loss: 0.000325915 | Time: 2228.84 ms [2020-12-08 11:38:32 main:581] : INFO : Epoch 761 | loss: 0.000311445 | val_loss: 0.000344824 | Time: 2200.17 ms [2020-12-08 11:38:35 main:581] : INFO : Epoch 762 | loss: 0.000321202 | val_loss: 0.000325803 | Time: 2236.85 ms [2020-12-08 11:38:37 main:581] : INFO : Epoch 763 | loss: 0.000308687 | val_loss: 0.000326931 | Time: 2291.83 ms [2020-12-08 11:38:39 main:581] : INFO : Epoch 764 | loss: 0.000307789 | val_loss: 0.000325851 | Time: 2275.86 ms [2020-12-08 11:38:41 main:581] : INFO : Epoch 765 | loss: 0.000307306 | val_loss: 0.000326116 | Time: 2211.36 ms [2020-12-08 11:38:44 main:581] : INFO : Epoch 766 | loss: 0.000309756 | val_loss: 0.000331854 | Time: 2268.72 ms [2020-12-08 11:38:46 main:581] : INFO : Epoch 767 | loss: 0.000311092 | val_loss: 0.000328413 | Time: 2201.46 ms [2020-12-08 11:38:48 main:581] : INFO : Epoch 768 | loss: 0.000308058 | val_loss: 0.000327751 | Time: 2283.04 ms [2020-12-08 11:38:50 main:581] : INFO : Epoch 769 | loss: 0.000308511 | val_loss: 0.000328584 | Time: 2245.13 ms [2020-12-08 11:38:53 main:581] : INFO : Epoch 770 | loss: 0.000311812 | val_loss: 0.000326859 | Time: 2227.65 ms [2020-12-08 11:38:55 main:581] : INFO : Epoch 771 | loss: 0.000309957 | val_loss: 0.00032606 | Time: 2217.5 ms [2020-12-08 11:38:57 main:581] : INFO : Epoch 772 | loss: 0.000308788 | val_loss: 0.000327397 | Time: 2221.61 ms [2020-12-08 11:38:59 main:581] : INFO : Epoch 773 | loss: 0.000308275 | val_loss: 0.000327675 | Time: 2230.19 ms [2020-12-08 11:39:02 main:581] : INFO : Epoch 774 | loss: 0.000308693 | val_loss: 0.000327919 | Time: 2304.91 ms [2020-12-08 11:39:04 main:581] : INFO : Epoch 775 | loss: 0.000308614 | val_loss: 0.000328484 | Time: 2230.54 ms [2020-12-08 11:39:06 main:581] : INFO : Epoch 776 | loss: 0.00030984 | val_loss: 0.000329223 | Time: 2223.06 ms [2020-12-08 11:39:08 main:581] : INFO : Epoch 777 | loss: 0.000309292 | val_loss: 0.000331972 | Time: 2206.51 ms [2020-12-08 11:39:11 main:581] : INFO : Epoch 778 | loss: 0.000315002 | val_loss: 0.000328768 | Time: 2245.94 ms [2020-12-08 11:39:13 main:581] : INFO : Epoch 779 | loss: 0.000308627 | val_loss: 0.000326833 | Time: 2263.72 ms [2020-12-08 11:39:15 main:581] : INFO : Epoch 780 | loss: 0.000311055 | val_loss: 0.000333977 | Time: 2205.88 ms [2020-12-08 11:39:17 main:581] : INFO : Epoch 781 | loss: 0.000311425 | val_loss: 0.000327168 | Time: 2301.94 ms [2020-12-08 11:39:19 main:581] : INFO : Epoch 782 | loss: 0.000308475 | val_loss: 0.000327806 | Time: 2181.75 ms [2020-12-08 11:39:22 main:581] : INFO : Epoch 783 | loss: 0.000309015 | val_loss: 0.000327374 | Time: 2198.15 ms [2020-12-08 11:39:24 main:581] : INFO : Epoch 784 | loss: 0.000312102 | val_loss: 0.000334178 | Time: 2174.96 ms [2020-12-08 11:39:26 main:581] : INFO : Epoch 785 | loss: 0.00031205 | val_loss: 0.000330571 | Time: 2232.79 ms [2020-12-08 11:39:28 main:581] : INFO : Epoch 786 | loss: 0.000309345 | val_loss: 0.000327741 | Time: 2275.57 ms [2020-12-08 11:39:31 main:581] : INFO : Epoch 787 | loss: 0.000311638 | val_loss: 0.000329155 | Time: 2190.95 ms [2020-12-08 11:39:33 main:581] : INFO : Epoch 788 | loss: 0.00030915 | val_loss: 0.000327235 | Time: 2219.93 ms [2020-12-08 11:39:35 main:581] : INFO : Epoch 789 | loss: 0.000308477 | val_loss: 0.000328987 | Time: 2232.78 ms [2020-12-08 11:39:37 main:581] : INFO : Epoch 790 | loss: 0.000312311 | val_loss: 0.000330651 | Time: 2204.27 ms [2020-12-08 11:39:39 main:581] : INFO : Epoch 791 | loss: 0.000310178 | val_loss: 0.000328499 | Time: 2280.96 ms [2020-12-08 11:39:42 main:581] : INFO : Epoch 792 | loss: 0.00031179 | val_loss: 0.000332059 | Time: 2265.6 ms [2020-12-08 11:39:44 main:581] : INFO : Epoch 793 | loss: 0.000310379 | val_loss: 0.000330307 | Time: 2238.19 ms [2020-12-08 11:39:46 main:581] : INFO : Epoch 794 | loss: 0.000310781 | val_loss: 0.000328395 | Time: 2193.52 ms [2020-12-08 11:39:48 main:581] : INFO : Epoch 795 | loss: 0.000310877 | val_loss: 0.000329862 | Time: 2212.48 ms [2020-12-08 11:39:51 main:581] : INFO : Epoch 796 | loss: 0.000311872 | val_loss: 0.000326735 | Time: 2250.9 ms [2020-12-08 11:39:53 main:581] : INFO : Epoch 797 | loss: 0.000309289 | val_loss: 0.000328143 | Time: 2253.06 ms [2020-12-08 11:39:55 main:581] : INFO : Epoch 798 | loss: 0.000308423 | val_loss: 0.000328333 | Time: 2265.21 ms [2020-12-08 11:39:57 main:581] : INFO : Epoch 799 | loss: 0.000311713 | val_loss: 0.000327065 | Time: 2232.68 ms [2020-12-08 11:40:00 main:581] : INFO : Epoch 800 | loss: 0.000315673 | val_loss: 0.000334766 | Time: 2260.71 ms [2020-12-08 11:40:02 main:581] : INFO : Epoch 801 | loss: 0.000310823 | val_loss: 0.000326666 | Time: 2246.2 ms [2020-12-08 11:40:04 main:581] : INFO : Epoch 802 | loss: 0.000308747 | val_loss: 0.000326133 | Time: 2267.19 ms [2020-12-08 11:40:06 main:581] : INFO : Epoch 803 | loss: 0.000309055 | val_loss: 0.000328823 | Time: 2236.62 ms [2020-12-08 11:40:09 main:581] : INFO : Epoch 804 | loss: 0.00031257 | val_loss: 0.000337389 | Time: 2253.83 ms [2020-12-08 11:40:11 main:581] : INFO : Epoch 805 | loss: 0.0003134 | val_loss: 0.000329143 | Time: 2272.34 ms [2020-12-08 11:40:13 main:581] : INFO : Epoch 806 | loss: 0.000310115 | val_loss: 0.000328671 | Time: 2231.25 ms [2020-12-08 11:40:15 main:581] : INFO : Epoch 807 | loss: 0.000309057 | val_loss: 0.00032821 | Time: 2195.94 ms [2020-12-08 11:40:18 main:581] : INFO : Epoch 808 | loss: 0.00031189 | val_loss: 0.000332605 | Time: 2244.37 ms [2020-12-08 11:40:20 main:581] : INFO : Epoch 809 | loss: 0.000311042 | val_loss: 0.000329418 | Time: 2206.36 ms [2020-12-08 11:40:22 main:581] : INFO : Epoch 810 | loss: 0.000310323 | val_loss: 0.000326968 | Time: 2230.37 ms [2020-12-08 11:40:24 main:581] : INFO : Epoch 811 | loss: 0.000309737 | val_loss: 0.000330016 | Time: 2224.05 ms [2020-12-08 11:40:27 main:581] : INFO : Epoch 812 | loss: 0.00031186 | val_loss: 0.000331613 | Time: 2271.81 ms [2020-12-08 11:40:29 main:581] : INFO : Epoch 813 | loss: 0.00031005 | val_loss: 0.000328246 | Time: 2248.74 ms [2020-12-08 11:40:31 main:581] : INFO : Epoch 814 | loss: 0.000314724 | val_loss: 0.000334314 | Time: 2233.49 ms [2020-12-08 11:40:33 main:581] : INFO : Epoch 815 | loss: 0.000311729 | val_loss: 0.000328564 | Time: 2252.57 ms [2020-12-08 11:40:36 main:581] : INFO : Epoch 816 | loss: 0.000310462 | val_loss: 0.000328795 | Time: 2402.97 ms [2020-12-08 11:40:38 main:581] : INFO : Epoch 817 | loss: 0.000309901 | val_loss: 0.000328518 | Time: 2284.56 ms [2020-12-08 11:40:40 main:581] : INFO : Epoch 818 | loss: 0.000309344 | val_loss: 0.000327236 | Time: 2194.65 ms [2020-12-08 11:40:42 main:581] : INFO : Epoch 819 | loss: 0.000310707 | val_loss: 0.000330065 | Time: 2224.53 ms [2020-12-08 11:40:45 main:581] : INFO : Epoch 820 | loss: 0.000310352 | val_loss: 0.000328483 | Time: 2217.55 ms [2020-12-08 11:40:47 main:581] : INFO : Epoch 821 | loss: 0.000315371 | val_loss: 0.000334904 | Time: 2207.55 ms [2020-12-08 11:40:49 main:581] : INFO : Epoch 822 | loss: 0.000315105 | val_loss: 0.000327956 | Time: 2211.53 ms [2020-12-08 11:40:51 main:581] : INFO : Epoch 823 | loss: 0.000314576 | val_loss: 0.000329152 | Time: 2197.4 ms [2020-12-08 11:40:53 main:581] : INFO : Epoch 824 | loss: 0.00030992 | val_loss: 0.000326535 | Time: 2278.39 ms [2020-12-08 11:40:56 main:581] : INFO : Epoch 825 | loss: 0.000311132 | val_loss: 0.000331994 | Time: 2245.26 ms [2020-12-08 11:40:58 main:581] : INFO : Epoch 826 | loss: 0.000310819 | val_loss: 0.000328474 | Time: 2231.74 ms [2020-12-08 11:41:00 main:581] : INFO : Epoch 827 | loss: 0.000308928 | val_loss: 0.00032646 | Time: 2228.54 ms [2020-12-08 11:41:02 main:581] : INFO : Epoch 828 | loss: 0.000308784 | val_loss: 0.00033013 | Time: 2232.09 ms [2020-12-08 11:41:05 main:581] : INFO : Epoch 829 | loss: 0.000317621 | val_loss: 0.000329628 | Time: 2249.66 ms [2020-12-08 11:41:07 main:581] : INFO : Epoch 830 | loss: 0.000311195 | val_loss: 0.000328947 | Time: 2205.19 ms [2020-12-08 11:41:09 main:581] : INFO : Epoch 831 | loss: 0.000311943 | val_loss: 0.000329792 | Time: 2207.79 ms [2020-12-08 11:41:11 main:581] : INFO : Epoch 832 | loss: 0.000309922 | val_loss: 0.000327425 | Time: 2243.37 ms [2020-12-08 11:41:14 main:581] : INFO : Epoch 833 | loss: 0.000310119 | val_loss: 0.000331322 | Time: 2238.6 ms [2020-12-08 11:41:16 main:581] : INFO : Epoch 834 | loss: 0.000313352 | val_loss: 0.000336937 | Time: 2218.83 ms [2020-12-08 11:41:18 main:581] : INFO : Epoch 835 | loss: 0.000316536 | val_loss: 0.000329238 | Time: 2236.35 ms [2020-12-08 11:41:20 main:581] : INFO : Epoch 836 | loss: 0.000309082 | val_loss: 0.000327173 | Time: 2200.89 ms [2020-12-08 11:41:22 main:581] : INFO : Epoch 837 | loss: 0.000309629 | val_loss: 0.000327567 | Time: 2209.5 ms [2020-12-08 11:41:25 main:581] : INFO : Epoch 838 | loss: 0.000311371 | val_loss: 0.000328417 | Time: 2214.9 ms [2020-12-08 11:41:27 main:581] : INFO : Epoch 839 | loss: 0.000311656 | val_loss: 0.000332266 | Time: 2227.05 ms [2020-12-08 11:41:29 main:581] : INFO : Epoch 840 | loss: 0.000312673 | val_loss: 0.00032979 | Time: 2265.6 ms [2020-12-08 11:41:31 main:581] : INFO : Epoch 841 | loss: 0.00031024 | val_loss: 0.000328301 | Time: 2302.73 ms [2020-12-08 11:41:34 main:581] : INFO : Epoch 842 | loss: 0.000310189 | val_loss: 0.000327606 | Time: 2272.34 ms [2020-12-08 11:41:36 main:581] : INFO : Epoch 843 | loss: 0.00031254 | val_loss: 0.000330543 | Time: 2191.96 ms [2020-12-08 11:41:38 main:581] : INFO : Epoch 844 | loss: 0.000310699 | val_loss: 0.000331622 | Time: 2188.8 ms [2020-12-08 11:41:40 main:581] : INFO : Epoch 845 | loss: 0.000316092 | val_loss: 0.000336256 | Time: 2222.62 ms [2020-12-08 11:41:43 main:581] : INFO : Epoch 846 | loss: 0.000313517 | val_loss: 0.00033036 | Time: 2248.5 ms [2020-12-08 11:41:45 main:581] : INFO : Epoch 847 | loss: 0.000311465 | val_loss: 0.000329122 | Time: 2185.68 ms [2020-12-08 11:41:47 main:581] : INFO : Epoch 848 | loss: 0.000311086 | val_loss: 0.000332418 | Time: 2226.15 ms [2020-12-08 11:41:49 main:581] : INFO : Epoch 849 | loss: 0.000312116 | val_loss: 0.000327862 | Time: 2207.53 ms [2020-12-08 11:41:51 main:581] : INFO : Epoch 850 | loss: 0.000309504 | val_loss: 0.000329709 | Time: 2279.69 ms [2020-12-08 11:41:54 main:581] : INFO : Epoch 851 | loss: 0.000312071 | val_loss: 0.00033025 | Time: 2226.73 ms [2020-12-08 11:41:56 main:581] : INFO : Epoch 852 | loss: 0.00031205 | val_loss: 0.000331788 | Time: 2289.48 ms [2020-12-08 11:41:58 main:581] : INFO : Epoch 853 | loss: 0.000311305 | val_loss: 0.000328707 | Time: 2219.32 ms [2020-12-08 11:42:00 main:581] : INFO : Epoch 854 | loss: 0.00031036 | val_loss: 0.000328606 | Time: 2226.1 ms [2020-12-08 11:42:03 main:581] : INFO : Epoch 855 | loss: 0.000311825 | val_loss: 0.000332943 | Time: 2226.4 ms [2020-12-08 11:42:05 main:581] : INFO : Epoch 856 | loss: 0.000314748 | val_loss: 0.000328574 | Time: 2241.94 ms [2020-12-08 11:42:07 main:581] : INFO : Epoch 857 | loss: 0.000311047 | val_loss: 0.000327342 | Time: 2233.19 ms [2020-12-08 11:42:10 main:581] : INFO : Epoch 858 | loss: 0.000310011 | val_loss: 0.000329042 | Time: 2359.38 ms [2020-12-08 11:42:12 main:581] : INFO : Epoch 859 | loss: 0.000311655 | val_loss: 0.000329564 | Time: 2205.6 ms [2020-12-08 11:42:14 main:581] : INFO : Epoch 860 | loss: 0.000312267 | val_loss: 0.000329141 | Time: 2213.08 ms [2020-12-08 11:42:16 main:581] : INFO : Epoch 861 | loss: 0.000311071 | val_loss: 0.000328708 | Time: 2232.68 ms [2020-12-08 11:42:18 main:581] : INFO : Epoch 862 | loss: 0.000308841 | val_loss: 0.000326813 | Time: 2284.2 ms [2020-12-08 11:42:21 main:581] : INFO : Epoch 863 | loss: 0.000311098 | val_loss: 0.000336814 | Time: 2251.14 ms [2020-12-08 11:42:23 main:581] : INFO : Epoch 864 | loss: 0.000324069 | val_loss: 0.000330837 | Time: 2221.17 ms [2020-12-08 11:42:25 main:581] : INFO : Epoch 865 | loss: 0.000310874 | val_loss: 0.000329447 | Time: 2236.01 ms [2020-12-08 11:42:27 main:581] : INFO : Epoch 866 | loss: 0.000318257 | val_loss: 0.0003317 | Time: 2227.24 ms [2020-12-08 11:42:30 main:581] : INFO : Epoch 867 | loss: 0.000311069 | val_loss: 0.000330069 | Time: 2290.31 ms [2020-12-08 11:42:32 main:581] : INFO : Epoch 868 | loss: 0.000310612 | val_loss: 0.00032743 | Time: 2251.6 ms [2020-12-08 11:42:34 main:581] : INFO : Epoch 869 | loss: 0.000311352 | val_loss: 0.000329097 | Time: 2227.84 ms [2020-12-08 11:42:36 main:581] : INFO : Epoch 870 | loss: 0.000309515 | val_loss: 0.000327388 | Time: 2250.66 ms [2020-12-08 11:42:39 main:581] : INFO : Epoch 871 | loss: 0.000311692 | val_loss: 0.000336948 | Time: 2239.3 ms [2020-12-08 11:42:41 main:581] : INFO : Epoch 872 | loss: 0.000316671 | val_loss: 0.000329367 | Time: 2198.3 ms [2020-12-08 11:42:43 main:581] : INFO : Epoch 873 | loss: 0.000310575 | val_loss: 0.000327877 | Time: 2222.9 ms [2020-12-08 11:42:45 main:581] : INFO : Epoch 874 | loss: 0.000311306 | val_loss: 0.000330905 | Time: 2227.99 ms [2020-12-08 11:42:48 main:581] : INFO : Epoch 875 | loss: 0.000312135 | val_loss: 0.000330329 | Time: 2277.69 ms [2020-12-08 11:42:50 main:581] : INFO : Epoch 876 | loss: 0.000312054 | val_loss: 0.000328167 | Time: 2294.54 ms [2020-12-08 11:42:52 main:581] : INFO : Epoch 877 | loss: 0.000309557 | val_loss: 0.000328401 | Time: 2251.91 ms [2020-12-08 11:42:54 main:581] : INFO : Epoch 878 | loss: 0.000311292 | val_loss: 0.000334032 | Time: 2209.93 ms [2020-12-08 11:42:57 main:581] : INFO : Epoch 879 | loss: 0.000314201 | val_loss: 0.000331464 | Time: 2212.66 ms [2020-12-08 11:42:59 main:581] : INFO : Epoch 880 | loss: 0.000312042 | val_loss: 0.000330986 | Time: 2199.58 ms [2020-12-08 11:43:01 main:581] : INFO : Epoch 881 | loss: 0.000311977 | val_loss: 0.000329516 | Time: 2255.45 ms [2020-12-08 11:43:03 main:581] : INFO : Epoch 882 | loss: 0.00031569 | val_loss: 0.000338615 | Time: 2288.25 ms [2020-12-08 11:43:06 main:581] : INFO : Epoch 883 | loss: 0.0003162 | val_loss: 0.000330155 | Time: 2229.65 ms [2020-12-08 11:43:08 main:581] : INFO : Epoch 884 | loss: 0.000313188 | val_loss: 0.000331697 | Time: 2277.98 ms [2020-12-08 11:43:10 main:581] : INFO : Epoch 885 | loss: 0.000312735 | val_loss: 0.000329496 | Time: 2260.34 ms [2020-12-08 11:43:12 main:581] : INFO : Epoch 886 | loss: 0.000311465 | val_loss: 0.000330833 | Time: 2222.3 ms [2020-12-08 11:43:15 main:581] : INFO : Epoch 887 | loss: 0.000312525 | val_loss: 0.000333032 | Time: 2290.61 ms [2020-12-08 11:43:17 main:581] : INFO : Epoch 888 | loss: 0.000313102 | val_loss: 0.000332607 | Time: 2261.98 ms [2020-12-08 11:43:19 main:581] : INFO : Epoch 889 | loss: 0.000313861 | val_loss: 0.000328212 | Time: 2311.18 ms [2020-12-08 11:43:21 main:581] : INFO : Epoch 890 | loss: 0.000310254 | val_loss: 0.00032794 | Time: 2273.1 ms [2020-12-08 11:43:24 main:581] : INFO : Epoch 891 | loss: 0.000311608 | val_loss: 0.000332975 | Time: 2283.6 ms [2020-12-08 11:43:26 main:581] : INFO : Epoch 892 | loss: 0.000315812 | val_loss: 0.000335219 | Time: 2235.56 ms [2020-12-08 11:43:28 main:581] : INFO : Epoch 893 | loss: 0.000314145 | val_loss: 0.000328546 | Time: 2214.84 ms [2020-12-08 11:43:30 main:581] : INFO : Epoch 894 | loss: 0.000312073 | val_loss: 0.000330321 | Time: 2261.56 ms [2020-12-08 11:43:33 main:581] : INFO : Epoch 895 | loss: 0.000311578 | val_loss: 0.000330618 | Time: 2271.18 ms [2020-12-08 11:43:35 main:581] : INFO : Epoch 896 | loss: 0.000314985 | val_loss: 0.000343465 | Time: 2198.49 ms [2020-12-08 11:43:37 main:581] : INFO : Epoch 897 | loss: 0.000316905 | val_loss: 0.00033018 | Time: 2225.66 ms [2020-12-08 11:43:39 main:581] : INFO : Epoch 898 | loss: 0.000312985 | val_loss: 0.000331837 | Time: 2220.7 ms [2020-12-08 11:43:42 main:581] : INFO : Epoch 899 | loss: 0.000311561 | val_loss: 0.000327857 | Time: 2235.92 ms [2020-12-08 11:43:44 main:581] : INFO : Epoch 900 | loss: 0.000310121 | val_loss: 0.00033195 | Time: 2241.66 ms [2020-12-08 11:43:46 main:581] : INFO : Epoch 901 | loss: 0.000315648 | val_loss: 0.000331769 | Time: 2234.95 ms [2020-12-08 11:43:48 main:581] : INFO : Epoch 902 | loss: 0.0003155 | val_loss: 0.00033165 | Time: 2221.15 ms [2020-12-08 11:43:50 main:581] : INFO : Epoch 903 | loss: 0.000313068 | val_loss: 0.000329577 | Time: 2191.24 ms [2020-12-08 11:43:53 main:581] : INFO : Epoch 904 | loss: 0.000313851 | val_loss: 0.000332869 | Time: 2196.9 ms [2020-12-08 11:43:55 main:581] : INFO : Epoch 905 | loss: 0.000313329 | val_loss: 0.000328197 | Time: 2186.57 ms [2020-12-08 11:43:57 main:581] : INFO : Epoch 906 | loss: 0.000311119 | val_loss: 0.00032807 | Time: 2234.82 ms [2020-12-08 11:43:59 main:581] : INFO : Epoch 907 | loss: 0.000311119 | val_loss: 0.000328572 | Time: 2181.55 ms [2020-12-08 11:44:01 main:581] : INFO : Epoch 908 | loss: 0.0003148 | val_loss: 0.000346844 | Time: 2204.73 ms [2020-12-08 11:44:04 main:581] : INFO : Epoch 909 | loss: 0.000322574 | val_loss: 0.000337745 | Time: 2251.96 ms [2020-12-08 11:44:06 main:581] : INFO : Epoch 910 | loss: 0.000315798 | val_loss: 0.000330517 | Time: 2228.69 ms [2020-12-08 11:44:08 main:581] : INFO : Epoch 911 | loss: 0.000311405 | val_loss: 0.000327399 | Time: 2203.4 ms [2020-12-08 11:44:10 main:581] : INFO : Epoch 912 | loss: 0.000310493 | val_loss: 0.000328385 | Time: 2298.3 ms [2020-12-08 11:44:13 main:581] : INFO : Epoch 913 | loss: 0.000311307 | val_loss: 0.0003278 | Time: 2350.97 ms [2020-12-08 11:44:15 main:581] : INFO : Epoch 914 | loss: 0.000313555 | val_loss: 0.000336388 | Time: 2289.63 ms [2020-12-08 11:44:17 main:581] : INFO : Epoch 915 | loss: 0.000315556 | val_loss: 0.000330679 | Time: 2241.44 ms [2020-12-08 11:44:20 main:581] : INFO : Epoch 916 | loss: 0.000313957 | val_loss: 0.000329699 | Time: 2280.87 ms [2020-12-08 11:44:22 main:581] : INFO : Epoch 917 | loss: 0.000312558 | val_loss: 0.000331086 | Time: 2244.12 ms [2020-12-08 11:44:24 main:581] : INFO : Epoch 918 | loss: 0.000313929 | val_loss: 0.00033706 | Time: 2204.15 ms [2020-12-08 11:44:26 main:581] : INFO : Epoch 919 | loss: 0.000314562 | val_loss: 0.00033331 | Time: 2224 ms [2020-12-08 11:44:29 main:581] : INFO : Epoch 920 | loss: 0.000312268 | val_loss: 0.000330131 | Time: 2235.02 ms [2020-12-08 11:44:31 main:581] : INFO : Epoch 921 | loss: 0.000313291 | val_loss: 0.000332402 | Time: 2251.19 ms [2020-12-08 11:44:33 main:581] : INFO : Epoch 922 | loss: 0.000313866 | val_loss: 0.000330348 | Time: 2199.11 ms [2020-12-08 11:44:35 main:581] : INFO : Epoch 923 | loss: 0.000313988 | val_loss: 0.00033293 | Time: 2268.29 ms [2020-12-08 11:44:37 main:581] : INFO : Epoch 924 | loss: 0.00031689 | val_loss: 0.000345411 | Time: 2204.05 ms [2020-12-08 11:44:40 main:581] : INFO : Epoch 925 | loss: 0.000323153 | val_loss: 0.000336597 | Time: 2279.26 ms [2020-12-08 11:44:42 main:581] : INFO : Epoch 926 | loss: 0.000314645 | val_loss: 0.000330889 | Time: 2207.09 ms [2020-12-08 11:44:44 main:581] : INFO : Epoch 927 | loss: 0.000317498 | val_loss: 0.000337122 | Time: 2200.62 ms [2020-12-08 11:44:46 main:581] : INFO : Epoch 928 | loss: 0.000314037 | val_loss: 0.000328715 | Time: 2249.82 ms [2020-12-08 11:44:49 main:581] : INFO : Epoch 929 | loss: 0.000310948 | val_loss: 0.000328899 | Time: 2211.06 ms [2020-12-08 11:44:51 main:581] : INFO : Epoch 930 | loss: 0.000311017 | val_loss: 0.0003292 | Time: 2236.91 ms [2020-12-08 11:44:53 main:581] : INFO : Epoch 931 | loss: 0.000314562 | val_loss: 0.000328989 | Time: 2223.07 ms [2020-12-08 11:44:55 main:581] : INFO : Epoch 932 | loss: 0.000311148 | val_loss: 0.000330641 | Time: 2231.23 ms [2020-12-08 11:44:57 main:581] : INFO : Epoch 933 | loss: 0.000314064 | val_loss: 0.000334193 | Time: 2200.18 ms [2020-12-08 11:45:00 main:581] : INFO : Epoch 934 | loss: 0.00031442 | val_loss: 0.000330057 | Time: 2232.73 ms [2020-12-08 11:45:02 main:581] : INFO : Epoch 935 | loss: 0.000314348 | val_loss: 0.00033148 | Time: 2223.12 ms [2020-12-08 11:45:04 main:581] : INFO : Epoch 936 | loss: 0.000312107 | val_loss: 0.000330593 | Time: 2208.17 ms [2020-12-08 11:45:06 main:581] : INFO : Epoch 937 | loss: 0.00031331 | val_loss: 0.000334187 | Time: 2178.56 ms [2020-12-08 11:45:09 main:581] : INFO : Epoch 938 | loss: 0.000313811 | val_loss: 0.000330353 | Time: 2260.93 ms [2020-12-08 11:45:11 main:581] : INFO : Epoch 939 | loss: 0.000314937 | val_loss: 0.000332707 | Time: 2147.94 ms [2020-12-08 11:45:13 main:581] : INFO : Epoch 940 | loss: 0.000315153 | val_loss: 0.000333487 | Time: 2133.07 ms [2020-12-08 11:45:15 main:581] : INFO : Epoch 941 | loss: 0.000314262 | val_loss: 0.000329861 | Time: 2146.41 ms [2020-12-08 11:45:17 main:581] : INFO : Epoch 942 | loss: 0.000311953 | val_loss: 0.000330546 | Time: 2145.88 ms [2020-12-08 11:45:19 main:581] : INFO : Epoch 943 | loss: 0.000312804 | val_loss: 0.000332104 | Time: 2154.54 ms [2020-12-08 11:45:21 main:581] : INFO : Epoch 944 | loss: 0.000314681 | val_loss: 0.000332571 | Time: 2198.71 ms [2020-12-08 11:45:24 main:581] : INFO : Epoch 945 | loss: 0.00031872 | val_loss: 0.000332017 | Time: 2149.12 ms [2020-12-08 11:45:26 main:581] : INFO : Epoch 946 | loss: 0.00031229 | val_loss: 0.000329489 | Time: 2166.4 ms [2020-12-08 11:45:28 main:581] : INFO : Epoch 947 | loss: 0.000312666 | val_loss: 0.000331952 | Time: 2144.29 ms [2020-12-08 11:45:30 main:581] : INFO : Epoch 948 | loss: 0.000316206 | val_loss: 0.00033311 | Time: 2175.86 ms [2020-12-08 11:45:32 main:581] : INFO : Epoch 949 | loss: 0.000312201 | val_loss: 0.000330578 | Time: 2247.66 ms [2020-12-08 11:45:35 main:581] : INFO : Epoch 950 | loss: 0.000314089 | val_loss: 0.00033086 | Time: 2240.13 ms [2020-12-08 11:45:37 main:581] : INFO : Epoch 951 | loss: 0.000314359 | val_loss: 0.000330297 | Time: 2166.12 ms [2020-12-08 11:45:39 main:581] : INFO : Epoch 952 | loss: 0.000313248 | val_loss: 0.000331655 | Time: 2228.05 ms [2020-12-08 11:45:41 main:581] : INFO : Epoch 953 | loss: 0.00031242 | val_loss: 0.000331032 | Time: 2204 ms [2020-12-08 11:45:43 main:581] : INFO : Epoch 954 | loss: 0.00031451 | val_loss: 0.000332003 | Time: 2226.62 ms [2020-12-08 11:45:46 main:581] : INFO : Epoch 955 | loss: 0.000315147 | val_loss: 0.000335851 | Time: 2488.06 ms [2020-12-08 11:45:48 main:581] : INFO : Epoch 956 | loss: 0.000319696 | val_loss: 0.000336252 | Time: 2251.45 ms [2020-12-08 11:45:50 main:581] : INFO : Epoch 957 | loss: 0.000322495 | val_loss: 0.00117842 | Time: 2163.05 ms [2020-12-08 11:45:53 main:581] : INFO : Epoch 958 | loss: 0.0114124 | val_loss: 0.00776116 | Time: 2246.95 ms [2020-12-08 11:45:55 main:581] : INFO : Epoch 959 | loss: 0.00386196 | val_loss: 0.00307901 | Time: 2196.08 ms [2020-12-08 11:45:57 main:581] : INFO : Epoch 960 | loss: 0.00160376 | val_loss: 0.000992343 | Time: 2229.29 ms [2020-12-08 11:45:59 main:581] : INFO : Epoch 961 | loss: 0.0008581 | val_loss: 0.000727607 | Time: 2212.28 ms [2020-12-08 11:46:02 main:581] : INFO : Epoch 962 | loss: 0.000679233 | val_loss: 0.000595774 | Time: 2304.48 ms [2020-12-08 11:46:04 main:581] : INFO : Epoch 963 | loss: 0.000563621 | val_loss: 0.000538278 | Time: 2238.15 ms [2020-12-08 11:46:06 main:581] : INFO : Epoch 964 | loss: 0.000536616 | val_loss: 0.000524304 | Time: 2263.25 ms [2020-12-08 11:46:08 main:581] : INFO : Epoch 965 | loss: 0.000521436 | val_loss: 0.000509899 | Time: 2257.8 ms [2020-12-08 11:46:11 main:581] : INFO : Epoch 966 | loss: 0.000506528 | val_loss: 0.000501712 | Time: 2201.25 ms [2020-12-08 11:46:13 main:581] : INFO : Epoch 967 | loss: 0.000497927 | val_loss: 0.000499093 | Time: 2208.97 ms [2020-12-08 11:46:15 main:581] : INFO : Epoch 968 | loss: 0.000489909 | val_loss: 0.000488104 | Time: 2215.35 ms [2020-12-08 11:46:17 main:581] : INFO : Epoch 969 | loss: 0.000476807 | val_loss: 0.000480342 | Time: 2244.86 ms [2020-12-08 11:46:19 main:581] : INFO : Epoch 970 | loss: 0.00047038 | val_loss: 0.000477915 | Time: 2260.15 ms [2020-12-08 11:46:22 main:581] : INFO : Epoch 971 | loss: 0.000469024 | val_loss: 0.000485028 | Time: 2235.13 ms [2020-12-08 11:46:24 main:581] : INFO : Epoch 972 | loss: 0.000467295 | val_loss: 0.000469879 | Time: 2274.59 ms [2020-12-08 11:46:26 main:581] : INFO : Epoch 973 | loss: 0.000458658 | val_loss: 0.000462056 | Time: 2292.77 ms [2020-12-08 11:46:28 main:581] : INFO : Epoch 974 | loss: 0.000456585 | val_loss: 0.000469404 | Time: 2215.3 ms [2020-12-08 11:46:31 main:581] : INFO : Epoch 975 | loss: 0.000460878 | val_loss: 0.000466343 | Time: 2276.69 ms [2020-12-08 11:46:33 main:581] : INFO : Epoch 976 | loss: 0.000452586 | val_loss: 0.000457445 | Time: 2257.23 ms [2020-12-08 11:46:35 main:581] : INFO : Epoch 977 | loss: 0.000448031 | val_loss: 0.000457996 | Time: 2218.22 ms [2020-12-08 11:46:37 main:581] : INFO : Epoch 978 | loss: 0.000447541 | val_loss: 0.000451275 | Time: 2265.32 ms [2020-12-08 11:46:40 main:581] : INFO : Epoch 979 | loss: 0.000443616 | val_loss: 0.000450712 | Time: 2263.66 ms [2020-12-08 11:46:42 main:581] : INFO : Epoch 980 | loss: 0.000440556 | val_loss: 0.000455329 | Time: 2310.61 ms [2020-12-08 11:46:44 main:581] : INFO : Epoch 981 | loss: 0.000438951 | val_loss: 0.000451512 | Time: 2239.69 ms [2020-12-08 11:46:47 main:581] : INFO : Epoch 982 | loss: 0.00043831 | val_loss: 0.000446978 | Time: 2254.25 ms [2020-12-08 11:46:49 main:581] : INFO : Epoch 983 | loss: 0.000437062 | val_loss: 0.00044432 | Time: 2280.99 ms [2020-12-08 11:46:51 main:581] : INFO : Epoch 984 | loss: 0.000435523 | val_loss: 0.000443065 | Time: 2263.68 ms [2020-12-08 11:46:53 main:581] : INFO : Epoch 985 | loss: 0.000434615 | val_loss: 0.000441979 | Time: 2245.36 ms [2020-12-08 11:46:56 main:581] : INFO : Epoch 986 | loss: 0.000435804 | val_loss: 0.000443712 | Time: 2229 ms [2020-12-08 11:46:58 main:581] : INFO : Epoch 987 | loss: 0.000431139 | val_loss: 0.000436169 | Time: 2249.56 ms [2020-12-08 11:47:00 main:581] : INFO : Epoch 988 | loss: 0.000421689 | val_loss: 0.00043715 | Time: 2310.97 ms [2020-12-08 11:47:02 main:581] : INFO : Epoch 989 | loss: 0.000418051 | val_loss: 0.000432694 | Time: 2251.18 ms [2020-12-08 11:47:05 main:581] : INFO : Epoch 990 | loss: 0.000414308 | val_loss: 0.000431078 | Time: 2282.47 ms [2020-12-08 11:47:07 main:581] : INFO : Epoch 991 | loss: 0.000411741 | val_loss: 0.00043141 | Time: 2230.59 ms [2020-12-08 11:47:09 main:581] : INFO : Epoch 992 | loss: 0.000410752 | val_loss: 0.000430548 | Time: 2265.52 ms [2020-12-08 11:47:11 main:581] : INFO : Epoch 993 | loss: 0.000410433 | val_loss: 0.000431376 | Time: 2272.34 ms [2020-12-08 11:47:14 main:581] : INFO : Epoch 994 | loss: 0.000410007 | val_loss: 0.000431004 | Time: 2295.07 ms [2020-12-08 11:47:16 main:581] : INFO : Epoch 995 | loss: 0.000409711 | val_loss: 0.0004269 | Time: 2260.65 ms [2020-12-08 11:47:18 main:581] : INFO : Epoch 996 | loss: 0.000408547 | val_loss: 0.000427789 | Time: 2337.79 ms [2020-12-08 11:47:21 main:581] : INFO : Epoch 997 | loss: 0.000407275 | val_loss: 0.000423991 | Time: 2277.97 ms [2020-12-08 11:47:23 main:581] : INFO : Epoch 998 | loss: 0.000407553 | val_loss: 0.000423632 | Time: 2254.04 ms [2020-12-08 11:47:25 main:581] : INFO : Epoch 999 | loss: 0.00040575 | val_loss: 0.000422856 | Time: 2244.55 ms [2020-12-08 11:47:27 main:581] : INFO : Epoch 1000 | loss: 0.000404639 | val_loss: 0.000423716 | Time: 2259.78 ms [2020-12-08 11:47:30 main:581] : INFO : Epoch 1001 | loss: 0.000405251 | val_loss: 0.000423232 | Time: 2249.28 ms [2020-12-08 11:47:32 main:581] : INFO : Epoch 1002 | loss: 0.000404366 | val_loss: 0.000422356 | Time: 2211.8 ms [2020-12-08 11:47:34 main:581] : INFO : Epoch 1003 | loss: 0.000403968 | val_loss: 0.000421948 | Time: 2250.55 ms [2020-12-08 11:47:36 main:581] : INFO : Epoch 1004 | loss: 0.000403588 | val_loss: 0.000421747 | Time: 2277.77 ms [2020-12-08 11:47:39 main:581] : INFO : Epoch 1005 | loss: 0.000403374 | val_loss: 0.000421624 | Time: 2265.26 ms [2020-12-08 11:47:41 main:581] : INFO : Epoch 1006 | loss: 0.000403447 | val_loss: 0.000425428 | Time: 2270.78 ms [2020-12-08 11:47:43 main:581] : INFO : Epoch 1007 | loss: 0.000404606 | val_loss: 0.000425311 | Time: 2415.12 ms [2020-12-08 11:47:46 main:581] : INFO : Epoch 1008 | loss: 0.000403455 | val_loss: 0.000424089 | Time: 2271.4 ms [2020-12-08 11:47:48 main:581] : INFO : Epoch 1009 | loss: 0.000402417 | val_loss: 0.000424018 | Time: 2229.34 ms [2020-12-08 11:47:50 main:581] : INFO : Epoch 1010 | loss: 0.000402653 | val_loss: 0.00042262 | Time: 2279.62 ms [2020-12-08 11:47:52 main:581] : INFO : Epoch 1011 | loss: 0.000404248 | val_loss: 0.000423225 | Time: 2245.71 ms [2020-12-08 11:47:55 main:581] : INFO : Epoch 1012 | loss: 0.000404595 | val_loss: 0.000421822 | Time: 2235.13 ms [2020-12-08 11:47:57 main:581] : INFO : Epoch 1013 | loss: 0.000402845 | val_loss: 0.000423676 | Time: 2211.17 ms [2020-12-08 11:47:59 main:581] : INFO : Epoch 1014 | loss: 0.000402536 | val_loss: 0.000420424 | Time: 2219.3 ms [2020-12-08 11:48:01 main:581] : INFO : Epoch 1015 | loss: 0.000403449 | val_loss: 0.000418878 | Time: 2214.15 ms [2020-12-08 11:48:03 main:581] : INFO : Epoch 1016 | loss: 0.000421792 | val_loss: 0.000427969 | Time: 2213.61 ms [2020-12-08 11:48:06 main:581] : INFO : Epoch 1017 | loss: 0.000421548 | val_loss: 0.000425283 | Time: 2252.27 ms [2020-12-08 11:48:08 main:581] : INFO : Epoch 1018 | loss: 0.00041309 | val_loss: 0.000424743 | Time: 2236.07 ms [2020-12-08 11:48:10 main:581] : INFO : Epoch 1019 | loss: 0.000406895 | val_loss: 0.000423848 | Time: 2258.19 ms [2020-12-08 11:48:12 main:581] : INFO : Epoch 1020 | loss: 0.000405742 | val_loss: 0.000422365 | Time: 2260.44 ms [2020-12-08 11:48:15 main:581] : INFO : Epoch 1021 | loss: 0.000404889 | val_loss: 0.000425288 | Time: 2197.44 ms [2020-12-08 11:48:17 main:581] : INFO : Epoch 1022 | loss: 0.0004041 | val_loss: 0.000424396 | Time: 2241.05 ms [2020-12-08 11:48:19 main:581] : INFO : Epoch 1023 | loss: 0.000405132 | val_loss: 0.000420006 | Time: 2236.62 ms [2020-12-08 11:48:21 main:581] : INFO : Epoch 1024 | loss: 0.000402504 | val_loss: 0.000421707 | Time: 2243.47 ms [2020-12-08 11:48:21 main:604] : INFO : Saving trained model to model-final.pt, val_loss 0.000421707 [2020-12-08 11:48:21 main:610] : INFO : Saving end state to config to file [2020-12-08 11:48:21 main:615] : INFO : Success, exiting.. 11:48:21 (2223239): 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)