Task 3322064

Name ParityModified-1605151281-4967-10_0
Workunit 1587643
Created 17 Dec 2020, 19:31:45 UTC
Sent 21 Dec 2020, 8:14:37 UTC
Report deadline 28 Dec 2020, 8:14:37 UTC
Received 21 Dec 2020, 22:12:11 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 4379
Run time 34 min 9 sec
CPU time 34 min 5 sec
Validate state Valid
Credit 2,080.00
Device peak FLOPS 4,498.72 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>7.16.14</core_client_version>
<![CDATA[
<stderr_txt>
               main:581]	:	INFO	:	Epoch 510 | loss: 0.0311921 | val_loss: 0.0311936 | Time: 1974.7 ms
[2020-12-21 16:54:58	                main:581]	:	INFO	:	Epoch 511 | loss: 0.0311923 | val_loss: 0.0311903 | Time: 1907.78 ms
[2020-12-21 16:55:00	                main:581]	:	INFO	:	Epoch 512 | loss: 0.0311932 | val_loss: 0.0311896 | Time: 1958.48 ms
[2020-12-21 16:55:02	                main:581]	:	INFO	:	Epoch 513 | loss: 0.0311919 | val_loss: 0.0311943 | Time: 1976.87 ms
[2020-12-21 16:55:04	                main:581]	:	INFO	:	Epoch 514 | loss: 0.0311944 | val_loss: 0.0311895 | Time: 1924.34 ms
[2020-12-21 16:55:05	                main:581]	:	INFO	:	Epoch 515 | loss: 0.0311946 | val_loss: 0.031193 | Time: 1925.31 ms
[2020-12-21 16:55:07	                main:581]	:	INFO	:	Epoch 516 | loss: 0.0311917 | val_loss: 0.0311892 | Time: 1924.71 ms
[2020-12-21 16:55:09	                main:581]	:	INFO	:	Epoch 517 | loss: 0.0311918 | val_loss: 0.0311928 | Time: 1931.33 ms
[2020-12-21 16:55:11	                main:581]	:	INFO	:	Epoch 518 | loss: 0.0311935 | val_loss: 0.0311918 | Time: 1923.31 ms
[2020-12-21 16:55:13	                main:581]	:	INFO	:	Epoch 519 | loss: 0.0311956 | val_loss: 0.0312034 | Time: 1926.6 ms
[2020-12-21 16:55:15	                main:581]	:	INFO	:	Epoch 520 | loss: 0.0312 | val_loss: 0.0311946 | Time: 1968.81 ms
[2020-12-21 16:55:17	                main:581]	:	INFO	:	Epoch 521 | loss: 0.0311963 | val_loss: 0.0311945 | Time: 1956.3 ms
[2020-12-21 16:55:19	                main:581]	:	INFO	:	Epoch 522 | loss: 0.0311957 | val_loss: 0.0311935 | Time: 1993.63 ms
[2020-12-21 16:55:21	                main:581]	:	INFO	:	Epoch 523 | loss: 0.0311954 | val_loss: 0.0311947 | Time: 1986.57 ms
[2020-12-21 16:55:23	                main:581]	:	INFO	:	Epoch 524 | loss: 0.0311966 | val_loss: 0.0311936 | Time: 1998.31 ms
[2020-12-21 16:55:25	                main:581]	:	INFO	:	Epoch 525 | loss: 0.0311957 | val_loss: 0.0311935 | Time: 1988.56 ms
[2020-12-21 16:55:27	                main:581]	:	INFO	:	Epoch 526 | loss: 0.031195 | val_loss: 0.0311939 | Time: 1961.17 ms
[2020-12-21 16:55:29	                main:581]	:	INFO	:	Epoch 527 | loss: 0.0311961 | val_loss: 0.0311946 | Time: 1997.95 ms
[2020-12-21 16:55:31	                main:581]	:	INFO	:	Epoch 528 | loss: 0.0312003 | val_loss: 0.0311967 | Time: 2000.54 ms
[2020-12-21 16:55:33	                main:581]	:	INFO	:	Epoch 529 | loss: 0.0311989 | val_loss: 0.0311939 | Time: 1982.72 ms
[2020-12-21 16:55:35	                main:581]	:	INFO	:	Epoch 530 | loss: 0.0311957 | val_loss: 0.0311921 | Time: 1935.65 ms
[2020-12-21 16:55:37	                main:581]	:	INFO	:	Epoch 531 | loss: 0.0311949 | val_loss: 0.0311916 | Time: 1767.11 ms
[2020-12-21 16:55:39	                main:581]	:	INFO	:	Epoch 532 | loss: 0.0311939 | val_loss: 0.0311929 | Time: 1915.51 ms
[2020-12-21 16:55:41	                main:581]	:	INFO	:	Epoch 533 | loss: 0.0311949 | val_loss: 0.0311918 | Time: 1988.34 ms
[2020-12-21 16:55:43	                main:581]	:	INFO	:	Epoch 534 | loss: 0.0311937 | val_loss: 0.0311921 | Time: 1989.85 ms
[2020-12-21 16:55:45	                main:581]	:	INFO	:	Epoch 535 | loss: 0.0311935 | val_loss: 0.0311908 | Time: 1995.95 ms
[2020-12-21 16:55:47	                main:581]	:	INFO	:	Epoch 536 | loss: 0.0311938 | val_loss: 0.0311913 | Time: 1989.41 ms
[2020-12-21 16:55:49	                main:581]	:	INFO	:	Epoch 537 | loss: 0.0311933 | val_loss: 0.03119 | Time: 1984.34 ms
[2020-12-21 16:55:51	                main:581]	:	INFO	:	Epoch 538 | loss: 0.0311934 | val_loss: 0.0311903 | Time: 1990.01 ms
[2020-12-21 16:55:53	                main:581]	:	INFO	:	Epoch 539 | loss: 0.0311931 | val_loss: 0.0311908 | Time: 1987.58 ms
[2020-12-21 16:55:55	                main:581]	:	INFO	:	Epoch 540 | loss: 0.0311949 | val_loss: 0.0311921 | Time: 1965.82 ms
[2020-12-21 16:55:57	                main:581]	:	INFO	:	Epoch 541 | loss: 0.0311949 | val_loss: 0.0311901 | Time: 1983.51 ms
[2020-12-21 16:55:59	                main:581]	:	INFO	:	Epoch 542 | loss: 0.0311934 | val_loss: 0.0311901 | Time: 1992.71 ms
[2020-12-21 16:56:01	                main:581]	:	INFO	:	Epoch 543 | loss: 0.0311936 | val_loss: 0.0311902 | Time: 1995.31 ms
[2020-12-21 16:56:02	                main:581]	:	INFO	:	Epoch 544 | loss: 0.0311936 | val_loss: 0.031192 | Time: 1984.04 ms
[2020-12-21 16:56:04	                main:581]	:	INFO	:	Epoch 545 | loss: 0.0311971 | val_loss: 0.0311933 | Time: 1991.05 ms
[2020-12-21 16:56:06	                main:581]	:	INFO	:	Epoch 546 | loss: 0.0311979 | val_loss: 0.0312012 | Time: 1960.38 ms
[2020-12-21 16:56:08	                main:581]	:	INFO	:	Epoch 547 | loss: 0.0311959 | val_loss: 0.0311911 | Time: 1983.41 ms
[2020-12-21 16:56:10	                main:581]	:	INFO	:	Epoch 548 | loss: 0.0311937 | val_loss: 0.0311935 | Time: 1992.59 ms
[2020-12-21 16:56:12	                main:581]	:	INFO	:	Epoch 549 | loss: 0.0311949 | val_loss: 0.0311906 | Time: 1995.39 ms
[2020-12-21 16:56:14	                main:581]	:	INFO	:	Epoch 550 | loss: 0.0311929 | val_loss: 0.0311919 | Time: 1998.65 ms
[2020-12-21 16:56:16	                main:581]	:	INFO	:	Epoch 551 | loss: 0.0311939 | val_loss: 0.0311923 | Time: 1994.86 ms
[2020-12-21 16:56:18	                main:581]	:	INFO	:	Epoch 552 | loss: 0.0311938 | val_loss: 0.0311943 | Time: 1986.9 ms
[2020-12-21 16:56:20	                main:581]	:	INFO	:	Epoch 553 | loss: 0.031193 | val_loss: 0.0311908 | Time: 1992.34 ms
[2020-12-21 16:56:22	                main:581]	:	INFO	:	Epoch 554 | loss: 0.0311925 | val_loss: 0.0311914 | Time: 1985.69 ms
[2020-12-21 16:56:24	                main:581]	:	INFO	:	Epoch 555 | loss: 0.0311927 | val_loss: 0.0311903 | Time: 1981.67 ms
[2020-12-21 16:56:26	                main:581]	:	INFO	:	Epoch 556 | loss: 0.0311929 | val_loss: 0.0311905 | Time: 2002.92 ms
[2020-12-21 16:56:28	                main:581]	:	INFO	:	Epoch 557 | loss: 0.031194 | val_loss: 0.0311912 | Time: 1748.14 ms
[2020-12-21 16:56:30	                main:581]	:	INFO	:	Epoch 558 | loss: 0.0311957 | val_loss: 0.0311913 | Time: 1934.39 ms
[2020-12-21 16:56:32	                main:581]	:	INFO	:	Epoch 559 | loss: 0.0311926 | val_loss: 0.0311911 | Time: 1996.06 ms
[2020-12-21 16:56:34	                main:581]	:	INFO	:	Epoch 560 | loss: 0.0311925 | val_loss: 0.031192 | Time: 1972.21 ms
[2020-12-21 16:56:36	                main:581]	:	INFO	:	Epoch 561 | loss: 0.0311926 | val_loss: 0.0311936 | Time: 1989.37 ms
[2020-12-21 16:56:38	                main:581]	:	INFO	:	Epoch 562 | loss: 0.0311929 | val_loss: 0.0311923 | Time: 1957.77 ms
[2020-12-21 16:56:40	                main:581]	:	INFO	:	Epoch 563 | loss: 0.0311941 | val_loss: 0.0311916 | Time: 1917.59 ms
[2020-12-21 16:56:42	                main:581]	:	INFO	:	Epoch 564 | loss: 0.0311935 | val_loss: 0.0311942 | Time: 1915.59 ms
[2020-12-21 16:56:44	                main:581]	:	INFO	:	Epoch 565 | loss: 0.0311947 | val_loss: 0.0311906 | Time: 1966.92 ms
[2020-12-21 16:56:46	                main:581]	:	INFO	:	Epoch 566 | loss: 0.0311924 | val_loss: 0.0311938 | Time: 1986.2 ms
[2020-12-21 16:56:48	                main:581]	:	INFO	:	Epoch 567 | loss: 0.0311937 | val_loss: 0.0311923 | Time: 1985.61 ms
[2020-12-21 16:56:50	                main:581]	:	INFO	:	Epoch 568 | loss: 0.0311922 | val_loss: 0.0311937 | Time: 1982.03 ms
[2020-12-21 16:56:52	                main:581]	:	INFO	:	Epoch 569 | loss: 0.0311933 | val_loss: 0.0311931 | Time: 1956.18 ms
[2020-12-21 16:56:54	                main:581]	:	INFO	:	Epoch 570 | loss: 0.0311974 | val_loss: 0.031195 | Time: 1980.25 ms
[2020-12-21 16:56:56	                main:581]	:	INFO	:	Epoch 571 | loss: 0.0312037 | val_loss: 0.0311953 | Time: 1992.27 ms
[2020-12-21 16:56:58	                main:581]	:	INFO	:	Epoch 572 | loss: 0.0311993 | val_loss: 0.0311941 | Time: 1982.82 ms
[2020-12-21 16:57:00	                main:581]	:	INFO	:	Epoch 573 | loss: 0.0311968 | val_loss: 0.0311927 | Time: 1958.07 ms
[2020-12-21 16:57:02	                main:581]	:	INFO	:	Epoch 574 | loss: 0.0312003 | val_loss: 0.0311971 | Time: 1964.61 ms
[2020-12-21 16:57:04	                main:581]	:	INFO	:	Epoch 575 | loss: 0.031198 | val_loss: 0.0311973 | Time: 1982.9 ms
[2020-12-21 16:57:06	                main:581]	:	INFO	:	Epoch 576 | loss: 0.0312004 | val_loss: 0.0312014 | Time: 1993.01 ms
[2020-12-21 16:57:08	                main:581]	:	INFO	:	Epoch 577 | loss: 0.031203 | val_loss: 0.0312021 | Time: 1993.16 ms
[2020-12-21 16:57:10	                main:581]	:	INFO	:	Epoch 578 | loss: 0.0312003 | val_loss: 0.0311975 | Time: 1990.2 ms
[2020-12-21 16:57:12	                main:581]	:	INFO	:	Epoch 579 | loss: 0.0312004 | val_loss: 0.0311989 | Time: 1999.99 ms
[2020-12-21 16:57:14	                main:581]	:	INFO	:	Epoch 580 | loss: 0.0311989 | val_loss: 0.0311955 | Time: 2000.59 ms
[2020-12-21 16:57:16	                main:581]	:	INFO	:	Epoch 581 | loss: 0.0311978 | val_loss: 0.0311955 | Time: 1996.58 ms
[2020-12-21 16:57:17	                main:581]	:	INFO	:	Epoch 582 | loss: 0.0311982 | val_loss: 0.0311951 | Time: 1988.69 ms
[2020-12-21 16:57:19	                main:581]	:	INFO	:	Epoch 583 | loss: 0.0311971 | val_loss: 0.0311944 | Time: 1987.24 ms
[2020-12-21 16:57:21	                main:581]	:	INFO	:	Epoch 584 | loss: 0.0311983 | val_loss: 0.0311947 | Time: 1984.84 ms
[2020-12-21 16:57:23	                main:581]	:	INFO	:	Epoch 585 | loss: 0.0311995 | val_loss: 0.0311987 | Time: 1997.21 ms
[2020-12-21 16:57:25	                main:581]	:	INFO	:	Epoch 586 | loss: 0.0311996 | val_loss: 0.0311954 | Time: 1993.24 ms
[2020-12-21 16:57:27	                main:581]	:	INFO	:	Epoch 587 | loss: 0.0311986 | val_loss: 0.0311942 | Time: 1994.4 ms
[2020-12-21 16:57:29	                main:581]	:	INFO	:	Epoch 588 | loss: 0.0312019 | val_loss: 0.0312035 | Time: 1992.3 ms
[2020-12-21 16:57:31	                main:581]	:	INFO	:	Epoch 589 | loss: 0.0312071 | val_loss: 0.0311985 | Time: 1996.61 ms
[2020-12-21 16:57:33	                main:581]	:	INFO	:	Epoch 590 | loss: 0.0312032 | val_loss: 0.0312009 | Time: 1993.71 ms
[2020-12-21 16:57:35	                main:581]	:	INFO	:	Epoch 591 | loss: 0.0312061 | val_loss: 0.0312107 | Time: 1995.75 ms
[2020-12-21 16:57:37	                main:581]	:	INFO	:	Epoch 592 | loss: 0.0312075 | val_loss: 0.031204 | Time: 1988.1 ms
[2020-12-21 16:57:39	                main:581]	:	INFO	:	Epoch 593 | loss: 0.0312069 | val_loss: 0.0312021 | Time: 1997.33 ms
[2020-12-21 16:57:41	                main:581]	:	INFO	:	Epoch 594 | loss: 0.0312038 | val_loss: 0.0312043 | Time: 1997.28 ms
[2020-12-21 16:57:43	                main:581]	:	INFO	:	Epoch 595 | loss: 0.0312063 | val_loss: 0.0312068 | Time: 1996.77 ms
[2020-12-21 16:57:45	                main:581]	:	INFO	:	Epoch 596 | loss: 0.0312046 | val_loss: 0.0311996 | Time: 1989.2 ms
[2020-12-21 16:57:47	                main:581]	:	INFO	:	Epoch 597 | loss: 0.031203 | val_loss: 0.0311974 | Time: 2001.8 ms
[2020-12-21 16:57:49	                main:581]	:	INFO	:	Epoch 598 | loss: 0.0312051 | val_loss: 0.0312011 | Time: 1998.57 ms
[2020-12-21 16:57:51	                main:581]	:	INFO	:	Epoch 599 | loss: 0.0312027 | val_loss: 0.0311974 | Time: 1996.19 ms
[2020-12-21 16:57:53	                main:581]	:	INFO	:	Epoch 600 | loss: 0.0312032 | val_loss: 0.0311971 | Time: 1989.96 ms
[2020-12-21 16:57:55	                main:581]	:	INFO	:	Epoch 601 | loss: 0.0312045 | val_loss: 0.0311994 | Time: 1990.32 ms
[2020-12-21 16:57:57	                main:581]	:	INFO	:	Epoch 602 | loss: 0.0312048 | val_loss: 0.0311985 | Time: 1993.89 ms
[2020-12-21 16:57:59	                main:581]	:	INFO	:	Epoch 603 | loss: 0.0312037 | val_loss: 0.031199 | Time: 1995.97 ms
[2020-12-21 16:58:01	                main:581]	:	INFO	:	Epoch 604 | loss: 0.0312069 | val_loss: 0.0312 | Time: 2000.07 ms
[2020-12-21 16:58:03	                main:581]	:	INFO	:	Epoch 605 | loss: 0.0312069 | val_loss: 0.0312067 | Time: 1997.3 ms
[2020-12-21 16:58:05	                main:581]	:	INFO	:	Epoch 606 | loss: 0.0312049 | val_loss: 0.031199 | Time: 1997.18 ms
[2020-12-21 16:58:07	                main:581]	:	INFO	:	Epoch 607 | loss: 0.0312033 | val_loss: 0.0312033 | Time: 1993.63 ms
[2020-12-21 16:58:09	                main:581]	:	INFO	:	Epoch 608 | loss: 0.0312047 | val_loss: 0.0311972 | Time: 2005.16 ms
[2020-12-21 16:58:11	                main:581]	:	INFO	:	Epoch 609 | loss: 0.0312027 | val_loss: 0.0311968 | Time: 1984.88 ms
[2020-12-21 16:58:13	                main:581]	:	INFO	:	Epoch 610 | loss: 0.0312016 | val_loss: 0.0311991 | Time: 1997.42 ms
[2020-12-21 16:58:15	                main:581]	:	INFO	:	Epoch 611 | loss: 0.0312041 | val_loss: 0.0311971 | Time: 1991.42 ms
[2020-12-21 16:58:17	                main:581]	:	INFO	:	Epoch 612 | loss: 0.0312019 | val_loss: 0.0312077 | Time: 2003.78 ms
[2020-12-21 16:58:19	                main:581]	:	INFO	:	Epoch 613 | loss: 0.0312109 | val_loss: 0.0312038 | Time: 2002.47 ms
[2020-12-21 16:58:21	                main:581]	:	INFO	:	Epoch 614 | loss: 0.0312213 | val_loss: 0.0312025 | Time: 1998.24 ms
[2020-12-21 16:58:23	                main:581]	:	INFO	:	Epoch 615 | loss: 0.0312061 | val_loss: 0.0312102 | Time: 1996.8 ms
[2020-12-21 16:58:25	                main:581]	:	INFO	:	Epoch 616 | loss: 0.0312055 | val_loss: 0.0311956 | Time: 1997.58 ms
[2020-12-21 16:58:27	                main:581]	:	INFO	:	Epoch 617 | loss: 0.0311999 | val_loss: 0.031196 | Time: 1989.17 ms
[2020-12-21 16:58:29	                main:581]	:	INFO	:	Epoch 618 | loss: 0.0312003 | val_loss: 0.031196 | Time: 1994.6 ms
[2020-12-21 16:58:31	                main:581]	:	INFO	:	Epoch 619 | loss: 0.0312027 | val_loss: 0.0311964 | Time: 1992.36 ms
[2020-12-21 16:58:33	                main:581]	:	INFO	:	Epoch 620 | loss: 0.0312038 | val_loss: 0.0311957 | Time: 1999.85 ms
[2020-12-21 16:58:35	                main:581]	:	INFO	:	Epoch 621 | loss: 0.0312029 | val_loss: 0.0311985 | Time: 1994.69 ms
[2020-12-21 16:58:37	                main:581]	:	INFO	:	Epoch 622 | loss: 0.031202 | val_loss: 0.0311965 | Time: 1994.34 ms
[2020-12-21 16:58:39	                main:581]	:	INFO	:	Epoch 623 | loss: 0.0312008 | val_loss: 0.0311953 | Time: 1996.92 ms
[2020-12-21 16:58:41	                main:581]	:	INFO	:	Epoch 624 | loss: 0.0312001 | val_loss: 0.031195 | Time: 1990.66 ms
[2020-12-21 16:58:43	                main:581]	:	INFO	:	Epoch 625 | loss: 0.0311996 | val_loss: 0.0311952 | Time: 1999.78 ms
[2020-12-21 16:58:45	                main:581]	:	INFO	:	Epoch 626 | loss: 0.0312006 | val_loss: 0.0312004 | Time: 2002.56 ms
[2020-12-21 16:58:47	                main:581]	:	INFO	:	Epoch 627 | loss: 0.0312017 | val_loss: 0.0311949 | Time: 1991.52 ms
[2020-12-21 16:58:49	                main:581]	:	INFO	:	Epoch 628 | loss: 0.0311998 | val_loss: 0.0311958 | Time: 1984.2 ms
[2020-12-21 16:58:51	                main:581]	:	INFO	:	Epoch 629 | loss: 0.0312027 | val_loss: 0.0311987 | Time: 1995.77 ms
[2020-12-21 16:58:53	                main:581]	:	INFO	:	Epoch 630 | loss: 0.031203 | val_loss: 0.0311988 | Time: 1998.37 ms
[2020-12-21 16:58:55	                main:581]	:	INFO	:	Epoch 631 | loss: 0.0312016 | val_loss: 0.0312005 | Time: 2002.44 ms
[2020-12-21 16:58:57	                main:581]	:	INFO	:	Epoch 632 | loss: 0.0312047 | val_loss: 0.0312005 | Time: 1991.07 ms
[2020-12-21 16:58:59	                main:581]	:	INFO	:	Epoch 633 | loss: 0.0312084 | val_loss: 0.0312039 | Time: 1998.68 ms
[2020-12-21 16:59:01	                main:581]	:	INFO	:	Epoch 634 | loss: 0.0312091 | val_loss: 0.0312028 | Time: 1999.03 ms
[2020-12-21 16:59:03	                main:581]	:	INFO	:	Epoch 635 | loss: 0.03121 | val_loss: 0.0312025 | Time: 1998.79 ms
[2020-12-21 16:59:05	                main:581]	:	INFO	:	Epoch 636 | loss: 0.0312076 | val_loss: 0.0312012 | Time: 1995.56 ms
[2020-12-21 16:59:07	                main:581]	:	INFO	:	Epoch 637 | loss: 0.0312079 | val_loss: 0.0312047 | Time: 1992.27 ms
[2020-12-21 16:59:09	                main:581]	:	INFO	:	Epoch 638 | loss: 0.0312083 | val_loss: 0.0312015 | Time: 1993.06 ms
[2020-12-21 16:59:11	                main:581]	:	INFO	:	Epoch 639 | loss: 0.0312077 | val_loss: 0.0312023 | Time: 1996.93 ms
[2020-12-21 16:59:13	                main:581]	:	INFO	:	Epoch 640 | loss: 0.0312077 | val_loss: 0.0312 | Time: 1990.71 ms
[2020-12-21 16:59:15	                main:581]	:	INFO	:	Epoch 641 | loss: 0.031205 | val_loss: 0.0312035 | Time: 1989.54 ms
[2020-12-21 16:59:17	                main:581]	:	INFO	:	Epoch 642 | loss: 0.0312067 | val_loss: 0.0312013 | Time: 1995.9 ms
[2020-12-21 16:59:19	                main:581]	:	INFO	:	Epoch 643 | loss: 0.0312105 | val_loss: 0.0312049 | Time: 1998.68 ms
[2020-12-21 16:59:21	                main:581]	:	INFO	:	Epoch 644 | loss: 0.0312111 | val_loss: 0.0312041 | Time: 1999.3 ms
[2020-12-21 16:59:23	                main:581]	:	INFO	:	Epoch 645 | loss: 0.0312102 | val_loss: 0.0312033 | Time: 1989.5 ms
[2020-12-21 16:59:25	                main:581]	:	INFO	:	Epoch 646 | loss: 0.0312095 | val_loss: 0.0312054 | Time: 1986.14 ms
[2020-12-21 16:59:27	                main:581]	:	INFO	:	Epoch 647 | loss: 0.0312083 | val_loss: 0.0312102 | Time: 1997.49 ms
[2020-12-21 16:59:29	                main:581]	:	INFO	:	Epoch 648 | loss: 0.0312121 | val_loss: 0.0312046 | Time: 1990.13 ms
[2020-12-21 16:59:31	                main:581]	:	INFO	:	Epoch 649 | loss: 0.0312096 | val_loss: 0.0312062 | Time: 1993.43 ms
[2020-12-21 16:59:33	                main:581]	:	INFO	:	Epoch 650 | loss: 0.0312076 | val_loss: 0.0312026 | Time: 1994.76 ms
[2020-12-21 16:59:35	                main:581]	:	INFO	:	Epoch 651 | loss: 0.0312071 | val_loss: 0.0312058 | Time: 1986.72 ms
[2020-12-21 16:59:37	                main:581]	:	INFO	:	Epoch 652 | loss: 0.0312084 | val_loss: 0.0312044 | Time: 1994.05 ms
[2020-12-21 16:59:39	                main:581]	:	INFO	:	Epoch 653 | loss: 0.0312075 | val_loss: 0.0312023 | Time: 1993.01 ms
[2020-12-21 16:59:41	                main:581]	:	INFO	:	Epoch 654 | loss: 0.031206 | val_loss: 0.0312056 | Time: 1998.91 ms
[2020-12-21 16:59:43	                main:581]	:	INFO	:	Epoch 655 | loss: 0.0312068 | val_loss: 0.0312019 | Time: 1998.03 ms
[2020-12-21 16:59:45	                main:581]	:	INFO	:	Epoch 656 | loss: 0.0312061 | val_loss: 0.0312022 | Time: 1991.86 ms
[2020-12-21 16:59:47	                main:581]	:	INFO	:	Epoch 657 | loss: 0.0312066 | val_loss: 0.0312056 | Time: 2006 ms
[2020-12-21 16:59:49	                main:581]	:	INFO	:	Epoch 658 | loss: 0.0312074 | val_loss: 0.0312062 | Time: 1991.41 ms
[2020-12-21 16:59:51	                main:581]	:	INFO	:	Epoch 659 | loss: 0.0312064 | val_loss: 0.0312026 | Time: 2000.43 ms
[2020-12-21 16:59:53	                main:581]	:	INFO	:	Epoch 660 | loss: 0.031207 | val_loss: 0.0312042 | Time: 1999.52 ms
[2020-12-21 16:59:55	                main:581]	:	INFO	:	Epoch 661 | loss: 0.0312076 | val_loss: 0.0312064 | Time: 1995.73 ms
[2020-12-21 16:59:57	                main:581]	:	INFO	:	Epoch 662 | loss: 0.0312068 | val_loss: 0.0312023 | Time: 2002.1 ms
[2020-12-21 16:59:59	                main:581]	:	INFO	:	Epoch 663 | loss: 0.0312062 | val_loss: 0.0312011 | Time: 1999.37 ms
[2020-12-21 17:00:01	                main:581]	:	INFO	:	Epoch 664 | loss: 0.0312045 | val_loss: 0.0312019 | Time: 1999.16 ms
[2020-12-21 17:00:03	                main:581]	:	INFO	:	Epoch 665 | loss: 0.0312058 | val_loss: 0.031209 | Time: 1987.59 ms
[2020-12-21 17:00:05	                main:581]	:	INFO	:	Epoch 666 | loss: 0.0312059 | val_loss: 0.0312032 | Time: 1996.48 ms
[2020-12-21 17:00:07	                main:581]	:	INFO	:	Epoch 667 | loss: 0.0312055 | val_loss: 0.0312008 | Time: 1993.02 ms
[2020-12-21 17:00:09	                main:581]	:	INFO	:	Epoch 668 | loss: 0.0312042 | val_loss: 0.0312013 | Time: 1992.24 ms
[2020-12-21 17:00:11	                main:581]	:	INFO	:	Epoch 669 | loss: 0.0312045 | val_loss: 0.0312007 | Time: 2003.35 ms
[2020-12-21 17:00:13	                main:581]	:	INFO	:	Epoch 670 | loss: 0.0312048 | val_loss: 0.0312016 | Time: 1996.75 ms
[2020-12-21 17:00:15	                main:581]	:	INFO	:	Epoch 671 | loss: 0.031205 | val_loss: 0.0312006 | Time: 1990.04 ms
[2020-12-21 17:00:17	                main:581]	:	INFO	:	Epoch 672 | loss: 0.0312054 | val_loss: 0.0312026 | Time: 1996.69 ms
[2020-12-21 17:00:19	                main:581]	:	INFO	:	Epoch 673 | loss: 0.0312057 | val_loss: 0.031202 | Time: 1992.36 ms
[2020-12-21 17:00:21	                main:581]	:	INFO	:	Epoch 674 | loss: 0.0312044 | val_loss: 0.0312025 | Time: 1993.68 ms
[2020-12-21 17:00:23	                main:581]	:	INFO	:	Epoch 675 | loss: 0.0312077 | val_loss: 0.0312009 | Time: 1992.64 ms
[2020-12-21 17:00:25	                main:581]	:	INFO	:	Epoch 676 | loss: 0.0312056 | val_loss: 0.0312055 | Time: 1986.51 ms
[2020-12-21 17:00:27	                main:581]	:	INFO	:	Epoch 677 | loss: 0.031209 | val_loss: 0.0312023 | Time: 1994.81 ms
[2020-12-21 17:00:29	                main:581]	:	INFO	:	Epoch 678 | loss: 0.0312046 | val_loss: 0.0312015 | Time: 1999.01 ms
[2020-12-21 17:00:31	                main:581]	:	INFO	:	Epoch 679 | loss: 0.0312045 | val_loss: 0.0312003 | Time: 1994.07 ms
[2020-12-21 17:00:33	                main:581]	:	INFO	:	Epoch 680 | loss: 0.0312047 | val_loss: 0.0312005 | Time: 2004.48 ms
[2020-12-21 17:00:35	                main:581]	:	INFO	:	Epoch 681 | loss: 0.0312044 | val_loss: 0.0312 | Time: 2001.1 ms
[2020-12-21 17:00:37	                main:581]	:	INFO	:	Epoch 682 | loss: 0.0312047 | val_loss: 0.0312016 | Time: 1986.94 ms
[2020-12-21 17:00:39	                main:581]	:	INFO	:	Epoch 683 | loss: 0.0312044 | val_loss: 0.0311998 | Time: 2006.35 ms
[2020-12-21 17:00:41	                main:581]	:	INFO	:	Epoch 684 | loss: 0.0312042 | val_loss: 0.0312003 | Time: 1995.84 ms
[2020-12-21 17:00:43	                main:581]	:	INFO	:	Epoch 685 | loss: 0.0312047 | val_loss: 0.0312018 | Time: 1994.03 ms
[2020-12-21 17:00:45	                main:581]	:	INFO	:	Epoch 686 | loss: 0.0312056 | val_loss: 0.0312002 | Time: 1985.13 ms
[2020-12-21 17:00:47	                main:581]	:	INFO	:	Epoch 687 | loss: 0.031204 | val_loss: 0.0312001 | Time: 1991.36 ms
[2020-12-21 17:00:49	                main:581]	:	INFO	:	Epoch 688 | loss: 0.0312041 | val_loss: 0.0312007 | Time: 1994.41 ms
[2020-12-21 17:00:51	                main:581]	:	INFO	:	Epoch 689 | loss: 0.0312059 | val_loss: 0.0312044 | Time: 1996.35 ms
[2020-12-21 17:00:53	                main:581]	:	INFO	:	Epoch 690 | loss: 0.031205 | val_loss: 0.0311998 | Time: 1986.73 ms
[2020-12-21 17:00:55	                main:581]	:	INFO	:	Epoch 691 | loss: 0.0312042 | val_loss: 0.0312012 | Time: 2003.14 ms
[2020-12-21 17:00:57	                main:581]	:	INFO	:	Epoch 692 | loss: 0.031205 | val_loss: 0.0312011 | Time: 1995.29 ms
[2020-12-21 17:00:59	                main:581]	:	INFO	:	Epoch 693 | loss: 0.0312044 | val_loss: 0.0312001 | Time: 1987.45 ms
[2020-12-21 17:01:01	                main:581]	:	INFO	:	Epoch 694 | loss: 0.0312038 | val_loss: 0.0311996 | Time: 1994.31 ms
[2020-12-21 17:01:03	                main:581]	:	INFO	:	Epoch 695 | loss: 0.0312041 | val_loss: 0.0312005 | Time: 1993.57 ms
[2020-12-21 17:01:05	                main:581]	:	INFO	:	Epoch 696 | loss: 0.0312041 | val_loss: 0.0312034 | Time: 1996.39 ms
[2020-12-21 17:01:07	                main:581]	:	INFO	:	Epoch 697 | loss: 0.0312044 | val_loss: 0.0312009 | Time: 1985.27 ms
[2020-12-21 17:01:09	                main:581]	:	INFO	:	Epoch 698 | loss: 0.0312054 | val_loss: 0.0312041 | Time: 1990.83 ms
[2020-12-21 17:01:11	                main:581]	:	INFO	:	Epoch 699 | loss: 0.0312054 | val_loss: 0.0312007 | Time: 1986.16 ms
[2020-12-21 17:01:13	                main:581]	:	INFO	:	Epoch 700 | loss: 0.0312061 | val_loss: 0.0312011 | Time: 1994.75 ms
[2020-12-21 17:01:15	                main:581]	:	INFO	:	Epoch 701 | loss: 0.031206 | val_loss: 0.0312006 | Time: 1995.67 ms
[2020-12-21 17:01:17	                main:581]	:	INFO	:	Epoch 702 | loss: 0.0312083 | val_loss: 0.0312039 | Time: 1987.49 ms
[2020-12-21 17:01:19	                main:581]	:	INFO	:	Epoch 703 | loss: 0.0312108 | val_loss: 0.0312015 | Time: 1996.53 ms
[2020-12-21 17:01:21	                main:581]	:	INFO	:	Epoch 704 | loss: 0.0312072 | val_loss: 0.0312005 | Time: 1995.05 ms
[2020-12-21 17:01:23	                main:581]	:	INFO	:	Epoch 705 | loss: 0.0312085 | val_loss: 0.0312012 | Time: 2003.8 ms
[2020-12-21 17:01:25	                main:581]	:	INFO	:	Epoch 706 | loss: 0.0312141 | val_loss: 0.0312068 | Time: 1991.93 ms
[2020-12-21 17:01:27	                main:581]	:	INFO	:	Epoch 707 | loss: 0.0312086 | val_loss: 0.031204 | Time: 1994.31 ms
[2020-12-21 17:01:29	                main:581]	:	INFO	:	Epoch 708 | loss: 0.031205 | val_loss: 0.031201 | Time: 1991.78 ms
[2020-12-21 17:01:31	                main:581]	:	INFO	:	Epoch 709 | loss: 0.031204 | val_loss: 0.0311994 | Time: 1993.47 ms
[2020-12-21 17:01:33	                main:581]	:	INFO	:	Epoch 710 | loss: 0.0312046 | val_loss: 0.0312021 | Time: 1988 ms
[2020-12-21 17:01:35	                main:581]	:	INFO	:	Epoch 711 | loss: 0.0312055 | val_loss: 0.0312027 | Time: 1992.74 ms
[2020-12-21 17:01:37	                main:581]	:	INFO	:	Epoch 712 | loss: 0.031204 | val_loss: 0.0312003 | Time: 1993.77 ms
[2020-12-21 17:01:39	                main:581]	:	INFO	:	Epoch 713 | loss: 0.0312047 | val_loss: 0.0312001 | Time: 1993.42 ms
[2020-12-21 17:01:41	                main:581]	:	INFO	:	Epoch 714 | loss: 0.0312028 | val_loss: 0.0312 | Time: 1994.36 ms
[2020-12-21 17:01:43	                main:581]	:	INFO	:	Epoch 715 | loss: 0.0312049 | val_loss: 0.0311992 | Time: 1991.35 ms
[2020-12-21 17:01:45	                main:581]	:	INFO	:	Epoch 716 | loss: 0.0312056 | val_loss: 0.0311993 | Time: 1987.05 ms
[2020-12-21 17:01:47	                main:581]	:	INFO	:	Epoch 717 | loss: 0.0312027 | val_loss: 0.031199 | Time: 1996.98 ms
[2020-12-21 17:01:49	                main:581]	:	INFO	:	Epoch 718 | loss: 0.031205 | val_loss: 0.0312037 | Time: 1987.77 ms
[2020-12-21 17:01:51	                main:581]	:	INFO	:	Epoch 719 | loss: 0.0312051 | val_loss: 0.0312061 | Time: 1988.97 ms
[2020-12-21 17:01:53	                main:581]	:	INFO	:	Epoch 720 | loss: 0.0312056 | val_loss: 0.0312041 | Time: 1999.27 ms
[2020-12-21 17:01:55	                main:581]	:	INFO	:	Epoch 721 | loss: 0.0312045 | val_loss: 0.0311985 | Time: 1988.49 ms
[2020-12-21 17:01:57	                main:581]	:	INFO	:	Epoch 722 | loss: 0.0312021 | val_loss: 0.0311998 | Time: 1996.3 ms
[2020-12-21 17:01:59	                main:581]	:	INFO	:	Epoch 723 | loss: 0.0312033 | val_loss: 0.0311996 | Time: 1985.06 ms
[2020-12-21 17:02:01	                main:581]	:	INFO	:	Epoch 724 | loss: 0.0312026 | val_loss: 0.0312 | Time: 1990.86 ms
[2020-12-21 17:02:03	                main:581]	:	INFO	:	Epoch 725 | loss: 0.0312022 | val_loss: 0.0311993 | Time: 1985.75 ms
[2020-12-21 17:02:05	                main:581]	:	INFO	:	Epoch 726 | loss: 0.031202 | val_loss: 0.0311997 | Time: 1995.17 ms
[2020-12-21 17:02:07	                main:581]	:	INFO	:	Epoch 727 | loss: 0.0312024 | val_loss: 0.0311994 | Time: 1987.44 ms
[2020-12-21 17:02:09	                main:581]	:	INFO	:	Epoch 728 | loss: 0.0312042 | val_loss: 0.0312009 | Time: 1996.31 ms
[2020-12-21 17:02:11	                main:581]	:	INFO	:	Epoch 729 | loss: 0.0312044 | val_loss: 0.0311994 | Time: 1995.6 ms
[2020-12-21 17:02:13	                main:581]	:	INFO	:	Epoch 730 | loss: 0.0312056 | val_loss: 0.0312038 | Time: 1985.58 ms
[2020-12-21 17:02:15	                main:581]	:	INFO	:	Epoch 731 | loss: 0.0312083 | val_loss: 0.0312019 | Time: 1991.51 ms
[2020-12-21 17:02:17	                main:581]	:	INFO	:	Epoch 732 | loss: 0.0312053 | val_loss: 0.0312003 | Time: 1994.13 ms
[2020-12-21 17:02:19	                main:581]	:	INFO	:	Epoch 733 | loss: 0.0312033 | val_loss: 0.0312021 | Time: 1993.19 ms
[2020-12-21 17:02:21	                main:581]	:	INFO	:	Epoch 734 | loss: 0.0312025 | val_loss: 0.0311995 | Time: 1995.39 ms
[2020-12-21 17:02:23	                main:581]	:	INFO	:	Epoch 735 | loss: 0.0312034 | val_loss: 0.0312048 | Time: 1998.96 ms
[2020-12-21 17:02:25	                main:581]	:	INFO	:	Epoch 736 | loss: 0.0312034 | val_loss: 0.0312008 | Time: 1998.3 ms
[2020-12-21 17:02:27	                main:581]	:	INFO	:	Epoch 737 | loss: 0.0312027 | val_loss: 0.0312014 | Time: 1992.43 ms
[2020-12-21 17:02:29	                main:581]	:	INFO	:	Epoch 738 | loss: 0.0312024 | val_loss: 0.0312001 | Time: 2000.19 ms
[2020-12-21 17:02:31	                main:581]	:	INFO	:	Epoch 739 | loss: 0.0312052 | val_loss: 0.0312068 | Time: 1998.58 ms
[2020-12-21 17:02:33	                main:581]	:	INFO	:	Epoch 740 | loss: 0.0312052 | val_loss: 0.0312027 | Time: 1999.78 ms
[2020-12-21 17:02:35	                main:581]	:	INFO	:	Epoch 741 | loss: 0.0312046 | val_loss: 0.0312021 | Time: 1999.04 ms
[2020-12-21 17:02:37	                main:581]	:	INFO	:	Epoch 742 | loss: 0.0312021 | val_loss: 0.031199 | Time: 1993.23 ms
[2020-12-21 17:02:39	                main:581]	:	INFO	:	Epoch 743 | loss: 0.0312015 | val_loss: 0.0311999 | Time: 1998.98 ms
[2020-12-21 17:02:41	                main:581]	:	INFO	:	Epoch 744 | loss: 0.0312023 | val_loss: 0.0312031 | Time: 2007.06 ms
[2020-12-21 17:02:43	                main:581]	:	INFO	:	Epoch 745 | loss: 0.0312044 | val_loss: 0.0311996 | Time: 1988.36 ms
[2020-12-21 17:02:45	                main:581]	:	INFO	:	Epoch 746 | loss: 0.0312034 | val_loss: 0.0311995 | Time: 1997.01 ms
[2020-12-21 17:02:47	                main:581]	:	INFO	:	Epoch 747 | loss: 0.0312013 | val_loss: 0.0311998 | Time: 1998.54 ms
[2020-12-21 17:02:49	                main:581]	:	INFO	:	Epoch 748 | loss: 0.031202 | val_loss: 0.0311993 | Time: 1999.26 ms
[2020-12-21 17:02:51	                main:581]	:	INFO	:	Epoch 749 | loss: 0.0312034 | val_loss: 0.031206 | Time: 1990.41 ms
[2020-12-21 17:02:53	                main:581]	:	INFO	:	Epoch 750 | loss: 0.031203 | val_loss: 0.031199 | Time: 1990.97 ms
[2020-12-21 17:02:55	                main:581]	:	INFO	:	Epoch 751 | loss: 0.0312012 | val_loss: 0.0311999 | Time: 1993.74 ms
[2020-12-21 17:02:57	                main:581]	:	INFO	:	Epoch 752 | loss: 0.0312011 | val_loss: 0.0311991 | Time: 1987.84 ms
[2020-12-21 17:02:59	                main:581]	:	INFO	:	Epoch 753 | loss: 0.0312005 | val_loss: 0.0311998 | Time: 1985.06 ms
[2020-12-21 17:03:01	                main:581]	:	INFO	:	Epoch 754 | loss: 0.031201 | val_loss: 0.0312003 | Time: 1989.17 ms
[2020-12-21 17:03:03	                main:581]	:	INFO	:	Epoch 755 | loss: 0.0312007 | val_loss: 0.0312036 | Time: 1989.87 ms
[2020-12-21 17:03:05	                main:581]	:	INFO	:	Epoch 756 | loss: 0.0312027 | val_loss: 0.0311995 | Time: 1996.6 ms
[2020-12-21 17:03:07	                main:581]	:	INFO	:	Epoch 757 | loss: 0.0312013 | val_loss: 0.0311995 | Time: 1991.83 ms
[2020-12-21 17:03:09	                main:581]	:	INFO	:	Epoch 758 | loss: 0.0312012 | val_loss: 0.0312 | Time: 1982.95 ms
[2020-12-21 17:03:11	                main:581]	:	INFO	:	Epoch 759 | loss: 0.0312004 | val_loss: 0.0311997 | Time: 1996.66 ms
[2020-12-21 17:03:13	                main:581]	:	INFO	:	Epoch 760 | loss: 0.0312003 | val_loss: 0.0312071 | Time: 1988.71 ms
[2020-12-21 17:03:15	                main:581]	:	INFO	:	Epoch 761 | loss: 0.0312036 | val_loss: 0.0312018 | Time: 1980.56 ms
[2020-12-21 17:03:17	                main:581]	:	INFO	:	Epoch 762 | loss: 0.0312061 | val_loss: 0.0312039 | Time: 2001.23 ms
[2020-12-21 17:03:19	                main:581]	:	INFO	:	Epoch 763 | loss: 0.0312041 | val_loss: 0.0312001 | Time: 1995.98 ms
[2020-12-21 17:03:21	                main:581]	:	INFO	:	Epoch 764 | loss: 0.0312026 | val_loss: 0.0311987 | Time: 1998.99 ms
[2020-12-21 17:03:22	                main:581]	:	INFO	:	Epoch 765 | loss: 0.0312036 | val_loss: 0.0312012 | Time: 1987.26 ms
[2020-12-21 17:03:24	                main:581]	:	INFO	:	Epoch 766 | loss: 0.0312033 | val_loss: 0.0311992 | Time: 1994.66 ms
[2020-12-21 17:03:26	                main:581]	:	INFO	:	Epoch 767 | loss: 0.0312031 | val_loss: 0.0312013 | Time: 1995.91 ms
[2020-12-21 17:03:28	                main:581]	:	INFO	:	Epoch 768 | loss: 0.0312042 | val_loss: 0.0311996 | Time: 1994.63 ms
[2020-12-21 17:03:30	                main:581]	:	INFO	:	Epoch 769 | loss: 0.0312027 | val_loss: 0.0312041 | Time: 1987.65 ms
[2020-12-21 17:03:32	                main:581]	:	INFO	:	Epoch 770 | loss: 0.0312041 | val_loss: 0.0312013 | Time: 1995.69 ms
[2020-12-21 17:03:34	                main:581]	:	INFO	:	Epoch 771 | loss: 0.0312052 | val_loss: 0.0312002 | Time: 1993.04 ms
[2020-12-21 17:03:36	                main:581]	:	INFO	:	Epoch 772 | loss: 0.0312036 | val_loss: 0.0311991 | Time: 1987.86 ms
[2020-12-21 17:03:38	                main:581]	:	INFO	:	Epoch 773 | loss: 0.0312022 | val_loss: 0.0311996 | Time: 1995.74 ms
[2020-12-21 17:03:40	                main:581]	:	INFO	:	Epoch 774 | loss: 0.031202 | val_loss: 0.0312008 | Time: 1989.03 ms
[2020-12-21 17:03:42	                main:581]	:	INFO	:	Epoch 775 | loss: 0.0312023 | val_loss: 0.0311989 | Time: 2000.16 ms
[2020-12-21 17:03:44	                main:581]	:	INFO	:	Epoch 776 | loss: 0.0312025 | val_loss: 0.0311986 | Time: 1989.5 ms
[2020-12-21 17:03:46	                main:581]	:	INFO	:	Epoch 777 | loss: 0.031202 | val_loss: 0.0311999 | Time: 1988.82 ms
[2020-12-21 17:03:48	                main:581]	:	INFO	:	Epoch 778 | loss: 0.0312026 | val_loss: 0.0312001 | Time: 1993.26 ms
[2020-12-21 17:03:50	                main:581]	:	INFO	:	Epoch 779 | loss: 0.0312042 | val_loss: 0.0312046 | Time: 1989.52 ms
[2020-12-21 17:03:52	                main:581]	:	INFO	:	Epoch 780 | loss: 0.031203 | val_loss: 0.0311991 | Time: 1997.09 ms
[2020-12-21 17:03:54	                main:581]	:	INFO	:	Epoch 781 | loss: 0.0312017 | val_loss: 0.0312031 | Time: 1991.11 ms
[2020-12-21 17:03:56	                main:581]	:	INFO	:	Epoch 782 | loss: 0.0312056 | val_loss: 0.0311993 | Time: 1991.84 ms
[2020-12-21 17:03:58	                main:581]	:	INFO	:	Epoch 783 | loss: 0.0312025 | val_loss: 0.0312001 | Time: 1987.8 ms
[2020-12-21 17:04:00	                main:581]	:	INFO	:	Epoch 784 | loss: 0.0312023 | val_loss: 0.0312014 | Time: 1990.06 ms
[2020-12-21 17:04:02	                main:581]	:	INFO	:	Epoch 785 | loss: 0.031204 | val_loss: 0.0312023 | Time: 1994.51 ms
[2020-12-21 17:04:04	                main:581]	:	INFO	:	Epoch 786 | loss: 0.0312018 | val_loss: 0.0311991 | Time: 1989.35 ms
[2020-12-21 17:04:06	                main:581]	:	INFO	:	Epoch 787 | loss: 0.0312036 | val_loss: 0.0312014 | Time: 1988.65 ms
[2020-12-21 17:04:08	                main:581]	:	INFO	:	Epoch 788 | loss: 0.0312043 | val_loss: 0.0312001 | Time: 1992.13 ms
[2020-12-21 17:04:10	                main:581]	:	INFO	:	Epoch 789 | loss: 0.0312016 | val_loss: 0.031199 | Time: 1994.9 ms
[2020-12-21 17:04:12	                main:581]	:	INFO	:	Epoch 790 | loss: 0.0312045 | val_loss: 0.0312026 | Time: 1991.14 ms
[2020-12-21 17:04:14	                main:581]	:	INFO	:	Epoch 791 | loss: 0.0312072 | val_loss: 0.031205 | Time: 1996.23 ms
[2020-12-21 17:04:16	                main:581]	:	INFO	:	Epoch 792 | loss: 0.0312088 | val_loss: 0.0312049 | Time: 1996.39 ms
[2020-12-21 17:04:18	                main:581]	:	INFO	:	Epoch 793 | loss: 0.0312082 | val_loss: 0.0312024 | Time: 1986.16 ms
[2020-12-21 17:04:20	                main:581]	:	INFO	:	Epoch 794 | loss: 0.0312057 | val_loss: 0.0312014 | Time: 1999.69 ms
[2020-12-21 17:04:22	                main:581]	:	INFO	:	Epoch 795 | loss: 0.0312078 | val_loss: 0.0312107 | Time: 1992.32 ms
[2020-12-21 17:04:24	                main:581]	:	INFO	:	Epoch 796 | loss: 0.0312214 | val_loss: 0.0314591 | Time: 1995.49 ms
[2020-12-21 17:04:26	                main:581]	:	INFO	:	Epoch 797 | loss: 0.0780967 | val_loss: 0.145301 | Time: 1986.24 ms
[2020-12-21 17:04:28	                main:581]	:	INFO	:	Epoch 798 | loss: 0.0563884 | val_loss: 0.037587 | Time: 1993.04 ms
[2020-12-21 17:04:30	                main:581]	:	INFO	:	Epoch 799 | loss: 0.0343059 | val_loss: 0.0316368 | Time: 1996.62 ms
[2020-12-21 17:04:32	                main:581]	:	INFO	:	Epoch 800 | loss: 0.0317012 | val_loss: 0.031433 | Time: 1994.46 ms
[2020-12-21 17:04:34	                main:581]	:	INFO	:	Epoch 801 | loss: 0.0313348 | val_loss: 0.0312626 | Time: 2000.68 ms
[2020-12-21 17:04:36	                main:581]	:	INFO	:	Epoch 802 | loss: 0.0312621 | val_loss: 0.0312565 | Time: 1990.38 ms
[2020-12-21 17:04:38	                main:581]	:	INFO	:	Epoch 803 | loss: 0.0312533 | val_loss: 0.0312509 | Time: 1987.6 ms
[2020-12-21 17:04:40	                main:581]	:	INFO	:	Epoch 804 | loss: 0.0312501 | val_loss: 0.0312488 | Time: 1987.67 ms
[2020-12-21 17:04:42	                main:581]	:	INFO	:	Epoch 805 | loss: 0.031249 | val_loss: 0.0312478 | Time: 1994.2 ms
[2020-12-21 17:04:44	                main:581]	:	INFO	:	Epoch 806 | loss: 0.0312482 | val_loss: 0.0312473 | Time: 1986.71 ms
[2020-12-21 17:04:46	                main:581]	:	INFO	:	Epoch 807 | loss: 0.0312477 | val_loss: 0.0312467 | Time: 1993.83 ms
[2020-12-21 17:04:48	                main:581]	:	INFO	:	Epoch 808 | loss: 0.0312472 | val_loss: 0.0312464 | Time: 1987.81 ms
[2020-12-21 17:04:50	                main:581]	:	INFO	:	Epoch 809 | loss: 0.0312464 | val_loss: 0.0312455 | Time: 1995.13 ms
[2020-12-21 17:04:52	                main:581]	:	INFO	:	Epoch 810 | loss: 0.0312457 | val_loss: 0.0312452 | Time: 1992.26 ms
[2020-12-21 17:04:54	                main:581]	:	INFO	:	Epoch 811 | loss: 0.0312452 | val_loss: 0.031244 | Time: 1985.71 ms
[2020-12-21 17:04:56	                main:581]	:	INFO	:	Epoch 812 | loss: 0.031244 | val_loss: 0.0312429 | Time: 1992.11 ms
[2020-12-21 17:04:58	                main:581]	:	INFO	:	Epoch 813 | loss: 0.031243 | val_loss: 0.0312418 | Time: 1987.37 ms
[2020-12-21 17:05:00	                main:581]	:	INFO	:	Epoch 814 | loss: 0.0312418 | val_loss: 0.0312407 | Time: 2002.56 ms
[2020-12-21 17:05:02	                main:581]	:	INFO	:	Epoch 815 | loss: 0.0312407 | val_loss: 0.0312399 | Time: 1983.13 ms
[2020-12-21 17:05:04	                main:581]	:	INFO	:	Epoch 816 | loss: 0.0312399 | val_loss: 0.0312388 | Time: 1988.79 ms
[2020-12-21 17:05:06	                main:581]	:	INFO	:	Epoch 817 | loss: 0.0312396 | val_loss: 0.0312395 | Time: 1992.36 ms
[2020-12-21 17:05:08	                main:581]	:	INFO	:	Epoch 818 | loss: 0.0312381 | val_loss: 0.0312373 | Time: 1993.98 ms
[2020-12-21 17:05:10	                main:581]	:	INFO	:	Epoch 819 | loss: 0.0312367 | val_loss: 0.0312351 | Time: 1995.19 ms
[2020-12-21 17:05:12	                main:581]	:	INFO	:	Epoch 820 | loss: 0.0312348 | val_loss: 0.0312335 | Time: 1995.05 ms
[2020-12-21 17:05:14	                main:581]	:	INFO	:	Epoch 821 | loss: 0.0312335 | val_loss: 0.0312315 | Time: 1995.95 ms
[2020-12-21 17:05:16	                main:581]	:	INFO	:	Epoch 822 | loss: 0.0312306 | val_loss: 0.0312269 | Time: 1989.44 ms
[2020-12-21 17:05:18	                main:581]	:	INFO	:	Epoch 823 | loss: 0.0312279 | val_loss: 0.031225 | Time: 1984.86 ms
[2020-12-21 17:05:20	                main:581]	:	INFO	:	Epoch 824 | loss: 0.0312271 | val_loss: 0.031224 | Time: 1995.12 ms
[2020-12-21 17:05:22	                main:581]	:	INFO	:	Epoch 825 | loss: 0.0312258 | val_loss: 0.0312233 | Time: 1996.95 ms
[2020-12-21 17:05:24	                main:581]	:	INFO	:	Epoch 826 | loss: 0.0312249 | val_loss: 0.0312225 | Time: 1988.48 ms
[2020-12-21 17:05:26	                main:581]	:	INFO	:	Epoch 827 | loss: 0.0312242 | val_loss: 0.0312196 | Time: 1996.67 ms
[2020-12-21 17:05:28	                main:581]	:	INFO	:	Epoch 828 | loss: 0.0312184 | val_loss: 0.0312149 | Time: 1985.13 ms
[2020-12-21 17:05:30	                main:581]	:	INFO	:	Epoch 829 | loss: 0.031217 | val_loss: 0.0312136 | Time: 1997.5 ms
[2020-12-21 17:05:32	                main:581]	:	INFO	:	Epoch 830 | loss: 0.031216 | val_loss: 0.0312121 | Time: 1991.12 ms
[2020-12-21 17:05:34	                main:581]	:	INFO	:	Epoch 831 | loss: 0.031215 | val_loss: 0.0312123 | Time: 1994.78 ms
[2020-12-21 17:05:36	                main:581]	:	INFO	:	Epoch 832 | loss: 0.0312141 | val_loss: 0.0312111 | Time: 1987.16 ms
[2020-12-21 17:05:38	                main:581]	:	INFO	:	Epoch 833 | loss: 0.0312134 | val_loss: 0.0312117 | Time: 1988.93 ms
[2020-12-21 17:05:40	                main:581]	:	INFO	:	Epoch 834 | loss: 0.0312136 | val_loss: 0.0312119 | Time: 1989.05 ms
[2020-12-21 17:05:42	                main:581]	:	INFO	:	Epoch 835 | loss: 0.0312142 | val_loss: 0.0312113 | Time: 1996.23 ms
[2020-12-21 17:05:44	                main:581]	:	INFO	:	Epoch 836 | loss: 0.0312128 | val_loss: 0.0312105 | Time: 1985.61 ms
[2020-12-21 17:05:46	                main:581]	:	INFO	:	Epoch 837 | loss: 0.0312121 | val_loss: 0.0312101 | Time: 1985.98 ms
[2020-12-21 17:05:48	                main:581]	:	INFO	:	Epoch 838 | loss: 0.0312125 | val_loss: 0.0312097 | Time: 1996.91 ms
[2020-12-21 17:05:50	                main:581]	:	INFO	:	Epoch 839 | loss: 0.0312123 | val_loss: 0.03121 | Time: 1996.64 ms
[2020-12-21 17:05:52	                main:581]	:	INFO	:	Epoch 840 | loss: 0.0312115 | val_loss: 0.0312085 | Time: 2000.93 ms
[2020-12-21 17:05:54	                main:581]	:	INFO	:	Epoch 841 | loss: 0.031211 | val_loss: 0.0312089 | Time: 2001.51 ms
[2020-12-21 17:05:56	                main:581]	:	INFO	:	Epoch 842 | loss: 0.0312105 | val_loss: 0.0312084 | Time: 1999.71 ms
[2020-12-21 17:05:58	                main:581]	:	INFO	:	Epoch 843 | loss: 0.0312106 | val_loss: 0.0312092 | Time: 1988.55 ms
[2020-12-21 17:06:00	                main:581]	:	INFO	:	Epoch 844 | loss: 0.0312101 | val_loss: 0.0312079 | Time: 1996.21 ms
[2020-12-21 17:06:02	                main:581]	:	INFO	:	Epoch 845 | loss: 0.0312101 | val_loss: 0.0312081 | Time: 1990.06 ms
[2020-12-21 17:06:04	                main:581]	:	INFO	:	Epoch 846 | loss: 0.03121 | val_loss: 0.0312077 | Time: 1996.97 ms
[2020-12-21 17:06:06	                main:581]	:	INFO	:	Epoch 847 | loss: 0.0312094 | val_loss: 0.0312068 | Time: 1996.41 ms
[2020-12-21 17:06:08	                main:581]	:	INFO	:	Epoch 848 | loss: 0.0312096 | val_loss: 0.0312066 | Time: 1992.74 ms
[2020-12-21 17:06:10	                main:581]	:	INFO	:	Epoch 849 | loss: 0.0312096 | val_loss: 0.0312074 | Time: 1996.9 ms
[2020-12-21 17:06:12	                main:581]	:	INFO	:	Epoch 850 | loss: 0.0312096 | val_loss: 0.0312072 | Time: 1998.41 ms
[2020-12-21 17:06:14	                main:581]	:	INFO	:	Epoch 851 | loss: 0.0312096 | val_loss: 0.0312083 | Time: 1982.82 ms
[2020-12-21 17:06:16	                main:581]	:	INFO	:	Epoch 852 | loss: 0.0312099 | val_loss: 0.0312067 | Time: 2001.83 ms
[2020-12-21 17:06:18	                main:581]	:	INFO	:	Epoch 853 | loss: 0.0312091 | val_loss: 0.0312064 | Time: 2000.2 ms
[2020-12-21 17:06:20	                main:581]	:	INFO	:	Epoch 854 | loss: 0.0312093 | val_loss: 0.0312077 | Time: 1999.77 ms
[2020-12-21 17:06:22	                main:581]	:	INFO	:	Epoch 855 | loss: 0.0312097 | val_loss: 0.0312107 | Time: 1996.59 ms
[2020-12-21 17:06:24	                main:581]	:	INFO	:	Epoch 856 | loss: 0.0312092 | val_loss: 0.0312072 | Time: 2001.25 ms
[2020-12-21 17:06:26	                main:581]	:	INFO	:	Epoch 857 | loss: 0.0312092 | val_loss: 0.031206 | Time: 1999.72 ms
[2020-12-21 17:06:28	                main:581]	:	INFO	:	Epoch 858 | loss: 0.0312084 | val_loss: 0.0312062 | Time: 1992.42 ms
[2020-12-21 17:06:30	                main:581]	:	INFO	:	Epoch 859 | loss: 0.0312091 | val_loss: 0.0312063 | Time: 2005.16 ms
[2020-12-21 17:06:32	                main:581]	:	INFO	:	Epoch 860 | loss: 0.0312087 | val_loss: 0.0312059 | Time: 1993.27 ms
[2020-12-21 17:06:34	                main:581]	:	INFO	:	Epoch 861 | loss: 0.0312083 | val_loss: 0.0312064 | Time: 1993.19 ms
[2020-12-21 17:06:36	                main:581]	:	INFO	:	Epoch 862 | loss: 0.0312086 | val_loss: 0.0312059 | Time: 2000.98 ms
[2020-12-21 17:06:38	                main:581]	:	INFO	:	Epoch 863 | loss: 0.0312087 | val_loss: 0.0312058 | Time: 1997.28 ms
[2020-12-21 17:06:40	                main:581]	:	INFO	:	Epoch 864 | loss: 0.0312088 | val_loss: 0.0312068 | Time: 1987.06 ms
[2020-12-21 17:06:42	                main:581]	:	INFO	:	Epoch 865 | loss: 0.031209 | val_loss: 0.0312062 | Time: 2001.5 ms
[2020-12-21 17:06:44	                main:581]	:	INFO	:	Epoch 866 | loss: 0.0312083 | val_loss: 0.0312088 | Time: 1998.03 ms
[2020-12-21 17:06:46	                main:581]	:	INFO	:	Epoch 867 | loss: 0.0312092 | val_loss: 0.0312058 | Time: 2002.79 ms
[2020-12-21 17:06:48	                main:581]	:	INFO	:	Epoch 868 | loss: 0.0312087 | val_loss: 0.0312065 | Time: 2000.9 ms
[2020-12-21 17:06:50	                main:581]	:	INFO	:	Epoch 869 | loss: 0.031209 | val_loss: 0.0312059 | Time: 2000.23 ms
[2020-12-21 17:06:52	                main:581]	:	INFO	:	Epoch 870 | loss: 0.0312086 | val_loss: 0.0312059 | Time: 1988.04 ms
[2020-12-21 17:06:54	                main:581]	:	INFO	:	Epoch 871 | loss: 0.0312087 | val_loss: 0.0312075 | Time: 1996.8 ms
[2020-12-21 17:06:56	                main:581]	:	INFO	:	Epoch 872 | loss: 0.0312099 | val_loss: 0.0312059 | Time: 1996.32 ms
[2020-12-21 17:06:58	                main:581]	:	INFO	:	Epoch 873 | loss: 0.0312082 | val_loss: 0.0312062 | Time: 1998.53 ms
[2020-12-21 17:07:00	                main:581]	:	INFO	:	Epoch 874 | loss: 0.031208 | val_loss: 0.0312065 | Time: 1996.25 ms
[2020-12-21 17:07:02	                main:581]	:	INFO	:	Epoch 875 | loss: 0.031209 | val_loss: 0.0312101 | Time: 1995.49 ms
[2020-12-21 17:07:04	                main:581]	:	INFO	:	Epoch 876 | loss: 0.0312092 | val_loss: 0.0312087 | Time: 1976.76 ms
[2020-12-21 17:07:06	                main:581]	:	INFO	:	Epoch 877 | loss: 0.0312081 | val_loss: 0.0312059 | Time: 1996.85 ms
[2020-12-21 17:07:08	                main:581]	:	INFO	:	Epoch 878 | loss: 0.0312076 | val_loss: 0.0312065 | Time: 1994.4 ms
[2020-12-21 17:07:10	                main:581]	:	INFO	:	Epoch 879 | loss: 0.0312083 | val_loss: 0.0312063 | Time: 1990.44 ms
[2020-12-21 17:07:12	                main:581]	:	INFO	:	Epoch 880 | loss: 0.0312081 | val_loss: 0.0312058 | Time: 2001.67 ms
[2020-12-21 17:07:14	                main:581]	:	INFO	:	Epoch 881 | loss: 0.0312085 | val_loss: 0.0312071 | Time: 1997.98 ms
[2020-12-21 17:07:16	                main:581]	:	INFO	:	Epoch 882 | loss: 0.0312087 | val_loss: 0.0312052 | Time: 1990.42 ms
[2020-12-21 17:07:18	                main:581]	:	INFO	:	Epoch 883 | loss: 0.0312082 | val_loss: 0.0312056 | Time: 1997.47 ms
[2020-12-21 17:07:20	                main:581]	:	INFO	:	Epoch 884 | loss: 0.0312082 | val_loss: 0.0312053 | Time: 1992.11 ms
[2020-12-21 17:07:22	                main:581]	:	INFO	:	Epoch 885 | loss: 0.031208 | val_loss: 0.0312052 | Time: 1988.24 ms
[2020-12-21 17:07:24	                main:581]	:	INFO	:	Epoch 886 | loss: 0.0312082 | val_loss: 0.0312053 | Time: 1996.56 ms
[2020-12-21 17:07:26	                main:581]	:	INFO	:	Epoch 887 | loss: 0.0312089 | val_loss: 0.0312079 | Time: 1987.13 ms
[2020-12-21 17:07:28	                main:581]	:	INFO	:	Epoch 888 | loss: 0.0312084 | val_loss: 0.031205 | Time: 1996.15 ms
[2020-12-21 17:07:30	                main:581]	:	INFO	:	Epoch 889 | loss: 0.0312077 | val_loss: 0.0312049 | Time: 1991.58 ms
[2020-12-21 17:07:32	                main:581]	:	INFO	:	Epoch 890 | loss: 0.0312077 | val_loss: 0.0312051 | Time: 2008.88 ms
[2020-12-21 17:07:34	                main:581]	:	INFO	:	Epoch 891 | loss: 0.0312074 | val_loss: 0.0312054 | Time: 1995.32 ms
[2020-12-21 17:07:36	                main:581]	:	INFO	:	Epoch 892 | loss: 0.0312084 | val_loss: 0.0312057 | Time: 1993.6 ms
[2020-12-21 17:07:38	                main:581]	:	INFO	:	Epoch 893 | loss: 0.0312084 | val_loss: 0.0312071 | Time: 1988.52 ms
[2020-12-21 17:07:40	                main:581]	:	INFO	:	Epoch 894 | loss: 0.0312082 | val_loss: 0.0312055 | Time: 1995.95 ms
[2020-12-21 17:07:42	                main:581]	:	INFO	:	Epoch 895 | loss: 0.0312082 | val_loss: 0.031205 | Time: 1987.66 ms
[2020-12-21 17:07:44	                main:581]	:	INFO	:	Epoch 896 | loss: 0.0312083 | val_loss: 0.0312054 | Time: 2002.99 ms
[2020-12-21 17:07:46	                main:581]	:	INFO	:	Epoch 897 | loss: 0.0312081 | val_loss: 0.0312052 | Time: 1996.65 ms
[2020-12-21 17:07:48	                main:581]	:	INFO	:	Epoch 898 | loss: 0.0312101 | val_loss: 0.0312092 | Time: 1996.47 ms
[2020-12-21 17:07:50	                main:581]	:	INFO	:	Epoch 899 | loss: 0.0312092 | val_loss: 0.0312068 | Time: 1991.37 ms
[2020-12-21 17:07:52	                main:581]	:	INFO	:	Epoch 900 | loss: 0.0312084 | val_loss: 0.0312055 | Time: 1996.7 ms
[2020-12-21 17:07:54	                main:581]	:	INFO	:	Epoch 901 | loss: 0.0312076 | val_loss: 0.0312064 | Time: 1993.61 ms
[2020-12-21 17:07:56	                main:581]	:	INFO	:	Epoch 902 | loss: 0.0312081 | val_loss: 0.0312053 | Time: 1988.63 ms
[2020-12-21 17:07:58	                main:581]	:	INFO	:	Epoch 903 | loss: 0.0312079 | val_loss: 0.0312079 | Time: 1988.22 ms
[2020-12-21 17:08:00	                main:581]	:	INFO	:	Epoch 904 | loss: 0.0312094 | val_loss: 0.031208 | Time: 1994.95 ms
[2020-12-21 17:08:02	                main:581]	:	INFO	:	Epoch 905 | loss: 0.031208 | val_loss: 0.0312051 | Time: 1996.07 ms
[2020-12-21 17:08:04	                main:581]	:	INFO	:	Epoch 906 | loss: 0.0312073 | val_loss: 0.0312051 | Time: 1990.3 ms
[2020-12-21 17:08:06	                main:581]	:	INFO	:	Epoch 907 | loss: 0.0312079 | val_loss: 0.0312066 | Time: 1998.63 ms
[2020-12-21 17:08:08	                main:581]	:	INFO	:	Epoch 908 | loss: 0.0312084 | val_loss: 0.0312055 | Time: 1988.38 ms
[2020-12-21 17:08:10	                main:581]	:	INFO	:	Epoch 909 | loss: 0.0312085 | val_loss: 0.0312052 | Time: 1991.25 ms
[2020-12-21 17:08:12	                main:581]	:	INFO	:	Epoch 910 | loss: 0.0312075 | val_loss: 0.0312052 | Time: 2000.17 ms
[2020-12-21 17:08:14	                main:581]	:	INFO	:	Epoch 911 | loss: 0.0312074 | val_loss: 0.0312051 | Time: 1990.06 ms
[2020-12-21 17:08:16	                main:581]	:	INFO	:	Epoch 912 | loss: 0.0312079 | val_loss: 0.0312088 | Time: 2003.34 ms
[2020-12-21 17:08:18	                main:581]	:	INFO	:	Epoch 913 | loss: 0.0312088 | val_loss: 0.0312066 | Time: 1993.53 ms
[2020-12-21 17:08:20	                main:581]	:	INFO	:	Epoch 914 | loss: 0.031208 | val_loss: 0.0312082 | Time: 2003.54 ms
[2020-12-21 17:08:22	                main:581]	:	INFO	:	Epoch 915 | loss: 0.031208 | val_loss: 0.031205 | Time: 1994.76 ms
[2020-12-21 17:08:24	                main:581]	:	INFO	:	Epoch 916 | loss: 0.0312073 | val_loss: 0.0312048 | Time: 1989.9 ms
[2020-12-21 17:08:26	                main:581]	:	INFO	:	Epoch 917 | loss: 0.0312076 | val_loss: 0.031206 | Time: 1999 ms
[2020-12-21 17:08:28	                main:581]	:	INFO	:	Epoch 918 | loss: 0.031208 | val_loss: 0.0312054 | Time: 1990.47 ms
[2020-12-21 17:08:30	                main:581]	:	INFO	:	Epoch 919 | loss: 0.0312075 | val_loss: 0.0312049 | Time: 1998.72 ms
[2020-12-21 17:08:32	                main:581]	:	INFO	:	Epoch 920 | loss: 0.0312081 | val_loss: 0.0312056 | Time: 1983.2 ms
[2020-12-21 17:08:34	                main:581]	:	INFO	:	Epoch 921 | loss: 0.0312073 | val_loss: 0.0312049 | Time: 1995.44 ms
[2020-12-21 17:08:36	                main:581]	:	INFO	:	Epoch 922 | loss: 0.0312072 | val_loss: 0.0312049 | Time: 1989.51 ms
[2020-12-21 17:08:38	                main:581]	:	INFO	:	Epoch 923 | loss: 0.0312073 | val_loss: 0.031205 | Time: 1999.76 ms
[2020-12-21 17:08:40	                main:581]	:	INFO	:	Epoch 924 | loss: 0.0312077 | val_loss: 0.0312054 | Time: 1988.02 ms
[2020-12-21 17:08:42	                main:581]	:	INFO	:	Epoch 925 | loss: 0.0312076 | val_loss: 0.031205 | Time: 1994.31 ms
[2020-12-21 17:08:44	                main:581]	:	INFO	:	Epoch 926 | loss: 0.0312077 | val_loss: 0.0312055 | Time: 2000.43 ms
[2020-12-21 17:08:46	                main:581]	:	INFO	:	Epoch 927 | loss: 0.0312075 | val_loss: 0.0312069 | Time: 1993.33 ms
[2020-12-21 17:08:48	                main:581]	:	INFO	:	Epoch 928 | loss: 0.0312074 | val_loss: 0.0312047 | Time: 2000.21 ms
[2020-12-21 17:08:50	                main:581]	:	INFO	:	Epoch 929 | loss: 0.0312077 | val_loss: 0.0312075 | Time: 1997.55 ms
[2020-12-21 17:08:52	                main:581]	:	INFO	:	Epoch 930 | loss: 0.0312087 | val_loss: 0.0312046 | Time: 1996.93 ms
[2020-12-21 17:08:54	                main:581]	:	INFO	:	Epoch 931 | loss: 0.0312079 | val_loss: 0.0312068 | Time: 2001.77 ms
[2020-12-21 17:08:56	                main:581]	:	INFO	:	Epoch 932 | loss: 0.0312089 | val_loss: 0.0312046 | Time: 1992.1 ms
[2020-12-21 17:08:57	                main:581]	:	INFO	:	Epoch 933 | loss: 0.0312084 | val_loss: 0.0312062 | Time: 1992.85 ms
[2020-12-21 17:08:59	                main:581]	:	INFO	:	Epoch 934 | loss: 0.0312073 | val_loss: 0.0312051 | Time: 1999.5 ms
[2020-12-21 17:09:01	                main:581]	:	INFO	:	Epoch 935 | loss: 0.0312085 | val_loss: 0.0312084 | Time: 1992.2 ms
[2020-12-21 17:09:03	                main:581]	:	INFO	:	Epoch 936 | loss: 0.0312088 | val_loss: 0.0312054 | Time: 2003.08 ms
[2020-12-21 17:09:05	                main:581]	:	INFO	:	Epoch 937 | loss: 0.0312095 | val_loss: 0.0312064 | Time: 2001.59 ms
[2020-12-21 17:09:08	                main:581]	:	INFO	:	Epoch 938 | loss: 0.0312074 | val_loss: 0.0312057 | Time: 2003.64 ms
[2020-12-21 17:09:09	                main:581]	:	INFO	:	Epoch 939 | loss: 0.0312073 | val_loss: 0.0312071 | Time: 1995.46 ms
[2020-12-21 17:09:12	                main:581]	:	INFO	:	Epoch 940 | loss: 0.031207 | val_loss: 0.0312054 | Time: 2003.69 ms
[2020-12-21 17:09:14	                main:581]	:	INFO	:	Epoch 941 | loss: 0.031209 | val_loss: 0.031208 | Time: 2003.29 ms
[2020-12-21 17:09:16	                main:581]	:	INFO	:	Epoch 942 | loss: 0.0312085 | val_loss: 0.0312065 | Time: 1997.97 ms
[2020-12-21 17:09:18	                main:581]	:	INFO	:	Epoch 943 | loss: 0.0312074 | val_loss: 0.0312047 | Time: 2010.32 ms
[2020-12-21 17:09:20	                main:581]	:	INFO	:	Epoch 944 | loss: 0.0312069 | val_loss: 0.0312049 | Time: 1994.97 ms
[2020-12-21 17:09:22	                main:581]	:	INFO	:	Epoch 945 | loss: 0.0312074 | val_loss: 0.0312052 | Time: 2000.09 ms
[2020-12-21 17:09:24	                main:581]	:	INFO	:	Epoch 946 | loss: 0.0312075 | val_loss: 0.0312044 | Time: 1991.95 ms
[2020-12-21 17:09:26	                main:581]	:	INFO	:	Epoch 947 | loss: 0.031207 | val_loss: 0.031205 | Time: 2001.44 ms
[2020-12-21 17:09:28	                main:581]	:	INFO	:	Epoch 948 | loss: 0.0312077 | val_loss: 0.0312074 | Time: 2000.6 ms
[2020-12-21 17:09:29	                main:581]	:	INFO	:	Epoch 949 | loss: 0.0312088 | val_loss: 0.0312083 | Time: 1990.9 ms
[2020-12-21 17:09:31	                main:581]	:	INFO	:	Epoch 950 | loss: 0.0312078 | val_loss: 0.031205 | Time: 1989.33 ms
[2020-12-21 17:09:33	                main:581]	:	INFO	:	Epoch 951 | loss: 0.0312082 | val_loss: 0.0312052 | Time: 1998.65 ms
[2020-12-21 17:09:35	                main:581]	:	INFO	:	Epoch 952 | loss: 0.0312075 | val_loss: 0.0312054 | Time: 1991.4 ms
[2020-12-21 17:09:37	                main:581]	:	INFO	:	Epoch 953 | loss: 0.0312088 | val_loss: 0.0312063 | Time: 1999.32 ms
[2020-12-21 17:09:39	                main:581]	:	INFO	:	Epoch 954 | loss: 0.0312071 | val_loss: 0.0312048 | Time: 1988.22 ms
[2020-12-21 17:09:41	                main:581]	:	INFO	:	Epoch 955 | loss: 0.0312073 | val_loss: 0.0312072 | Time: 2000.1 ms
[2020-12-21 17:09:43	                main:581]	:	INFO	:	Epoch 956 | loss: 0.0312107 | val_loss: 0.0312064 | Time: 2003.88 ms
[2020-12-21 17:09:45	                main:581]	:	INFO	:	Epoch 957 | loss: 0.0312086 | val_loss: 0.031207 | Time: 1994.81 ms
[2020-12-21 17:09:47	                main:581]	:	INFO	:	Epoch 958 | loss: 0.0312079 | val_loss: 0.0312067 | Time: 2003.53 ms
[2020-12-21 17:09:49	                main:581]	:	INFO	:	Epoch 959 | loss: 0.0312089 | val_loss: 0.031207 | Time: 1998.74 ms
[2020-12-21 17:09:51	                main:581]	:	INFO	:	Epoch 960 | loss: 0.031211 | val_loss: 0.0312055 | Time: 1986.24 ms
[2020-12-21 17:09:53	                main:581]	:	INFO	:	Epoch 961 | loss: 0.0312073 | val_loss: 0.0312048 | Time: 1998.97 ms
[2020-12-21 17:09:55	                main:581]	:	INFO	:	Epoch 962 | loss: 0.0312078 | val_loss: 0.0312051 | Time: 1992.35 ms
[2020-12-21 17:09:57	                main:581]	:	INFO	:	Epoch 963 | loss: 0.0312069 | val_loss: 0.0312055 | Time: 2000.48 ms
[2020-12-21 17:09:59	                main:581]	:	INFO	:	Epoch 964 | loss: 0.0312075 | val_loss: 0.0312088 | Time: 1993.47 ms
[2020-12-21 17:10:01	                main:581]	:	INFO	:	Epoch 965 | loss: 0.0312086 | val_loss: 0.0312059 | Time: 2000.7 ms
[2020-12-21 17:10:03	                main:581]	:	INFO	:	Epoch 966 | loss: 0.0312081 | val_loss: 0.0312053 | Time: 2001.3 ms
[2020-12-21 17:10:05	                main:581]	:	INFO	:	Epoch 967 | loss: 0.0312097 | val_loss: 0.0312113 | Time: 1991.78 ms
[2020-12-21 17:10:07	                main:581]	:	INFO	:	Epoch 968 | loss: 0.0312093 | val_loss: 0.0312049 | Time: 2000.5 ms
[2020-12-21 17:10:09	                main:581]	:	INFO	:	Epoch 969 | loss: 0.031207 | val_loss: 0.0312052 | Time: 1991.51 ms
[2020-12-21 17:10:11	                main:581]	:	INFO	:	Epoch 970 | loss: 0.0312068 | val_loss: 0.0312047 | Time: 1982.89 ms
[2020-12-21 17:10:13	                main:581]	:	INFO	:	Epoch 971 | loss: 0.0312073 | val_loss: 0.0312053 | Time: 1997.15 ms
[2020-12-21 17:10:15	                main:581]	:	INFO	:	Epoch 972 | loss: 0.0312101 | val_loss: 0.0312054 | Time: 1990.81 ms
[2020-12-21 17:10:17	                main:581]	:	INFO	:	Epoch 973 | loss: 0.0312068 | val_loss: 0.031205 | Time: 2000.63 ms
[2020-12-21 17:10:19	                main:581]	:	INFO	:	Epoch 974 | loss: 0.0312065 | val_loss: 0.0312047 | Time: 1998.19 ms
[2020-12-21 17:10:21	                main:581]	:	INFO	:	Epoch 975 | loss: 0.0312073 | val_loss: 0.0312113 | Time: 2001.31 ms
[2020-12-21 17:10:23	                main:581]	:	INFO	:	Epoch 976 | loss: 0.0312078 | val_loss: 0.0312072 | Time: 1990.66 ms
[2020-12-21 17:10:25	                main:581]	:	INFO	:	Epoch 977 | loss: 0.0312073 | val_loss: 0.0312047 | Time: 2000.44 ms
[2020-12-21 17:10:27	                main:581]	:	INFO	:	Epoch 978 | loss: 0.0312064 | val_loss: 0.0312054 | Time: 1988.85 ms
[2020-12-21 17:10:29	                main:581]	:	INFO	:	Epoch 979 | loss: 0.0312082 | val_loss: 0.0312063 | Time: 1999.89 ms
[2020-12-21 17:10:31	                main:581]	:	INFO	:	Epoch 980 | loss: 0.0312087 | val_loss: 0.0312069 | Time: 2009.27 ms
[2020-12-21 17:10:33	                main:581]	:	INFO	:	Epoch 981 | loss: 0.0312069 | val_loss: 0.0312046 | Time: 1995.86 ms
[2020-12-21 17:10:35	                main:581]	:	INFO	:	Epoch 982 | loss: 0.0312067 | val_loss: 0.0312045 | Time: 1997.31 ms
[2020-12-21 17:10:37	                main:581]	:	INFO	:	Epoch 983 | loss: 0.0312064 | val_loss: 0.0312055 | Time: 2010.55 ms
[2020-12-21 17:10:39	                main:581]	:	INFO	:	Epoch 984 | loss: 0.0312076 | val_loss: 0.031208 | Time: 2000.31 ms
[2020-12-21 17:10:41	                main:581]	:	INFO	:	Epoch 985 | loss: 0.0312064 | val_loss: 0.0312051 | Time: 2009.12 ms
[2020-12-21 17:10:43	                main:581]	:	INFO	:	Epoch 986 | loss: 0.0312068 | val_loss: 0.0312047 | Time: 2004.85 ms
[2020-12-21 17:10:45	                main:581]	:	INFO	:	Epoch 987 | loss: 0.0312063 | val_loss: 0.0312045 | Time: 1991.7 ms
[2020-12-21 17:10:47	                main:581]	:	INFO	:	Epoch 988 | loss: 0.0312066 | val_loss: 0.0312049 | Time: 1992.95 ms
[2020-12-21 17:10:49	                main:581]	:	INFO	:	Epoch 989 | loss: 0.0312068 | val_loss: 0.0312061 | Time: 1998.92 ms
[2020-12-21 17:10:51	                main:581]	:	INFO	:	Epoch 990 | loss: 0.0312066 | val_loss: 0.0312061 | Time: 1990.67 ms
[2020-12-21 17:10:53	                main:581]	:	INFO	:	Epoch 991 | loss: 0.0312066 | val_loss: 0.0312047 | Time: 1988.18 ms
[2020-12-21 17:10:55	                main:581]	:	INFO	:	Epoch 992 | loss: 0.0312066 | val_loss: 0.0312057 | Time: 2001.35 ms
[2020-12-21 17:10:57	                main:581]	:	INFO	:	Epoch 993 | loss: 0.031208 | val_loss: 0.0312081 | Time: 1993.06 ms
[2020-12-21 17:10:59	                main:581]	:	INFO	:	Epoch 994 | loss: 0.0312085 | val_loss: 0.0312047 | Time: 2004.27 ms
[2020-12-21 17:11:01	                main:581]	:	INFO	:	Epoch 995 | loss: 0.0312068 | val_loss: 0.0312082 | Time: 1994.29 ms
[2020-12-21 17:11:03	                main:581]	:	INFO	:	Epoch 996 | loss: 0.0312082 | val_loss: 0.0312044 | Time: 2002.53 ms
[2020-12-21 17:11:05	                main:581]	:	INFO	:	Epoch 997 | loss: 0.0312066 | val_loss: 0.0312042 | Time: 2000.64 ms
[2020-12-21 17:11:07	                main:581]	:	INFO	:	Epoch 998 | loss: 0.0312071 | val_loss: 0.0312051 | Time: 1981.89 ms
[2020-12-21 17:11:09	                main:581]	:	INFO	:	Epoch 999 | loss: 0.0312079 | val_loss: 0.0312048 | Time: 1983.09 ms
[2020-12-21 17:11:11	                main:581]	:	INFO	:	Epoch 1000 | loss: 0.0312079 | val_loss: 0.0312045 | Time: 1991.77 ms
[2020-12-21 17:11:13	                main:581]	:	INFO	:	Epoch 1001 | loss: 0.0312069 | val_loss: 0.0312046 | Time: 2001.82 ms
[2020-12-21 17:11:15	                main:581]	:	INFO	:	Epoch 1002 | loss: 0.0312068 | val_loss: 0.0312064 | Time: 1991.73 ms
[2020-12-21 17:11:17	                main:581]	:	INFO	:	Epoch 1003 | loss: 0.0312093 | val_loss: 0.0312076 | Time: 2001.19 ms
[2020-12-21 17:11:19	                main:581]	:	INFO	:	Epoch 1004 | loss: 0.0312089 | val_loss: 0.031208 | Time: 1990.59 ms
[2020-12-21 17:11:21	                main:581]	:	INFO	:	Epoch 1005 | loss: 0.031208 | val_loss: 0.0312096 | Time: 1998.82 ms
[2020-12-21 17:11:23	                main:581]	:	INFO	:	Epoch 1006 | loss: 0.0312086 | val_loss: 0.0312048 | Time: 1993.29 ms
[2020-12-21 17:11:25	                main:581]	:	INFO	:	Epoch 1007 | loss: 0.0312073 | val_loss: 0.0312101 | Time: 2001.17 ms
[2020-12-21 17:11:27	                main:581]	:	INFO	:	Epoch 1008 | loss: 0.0312083 | val_loss: 0.0312053 | Time: 1994.81 ms
[2020-12-21 17:11:29	                main:581]	:	INFO	:	Epoch 1009 | loss: 0.0312065 | val_loss: 0.031205 | Time: 1999.44 ms
[2020-12-21 17:11:31	                main:581]	:	INFO	:	Epoch 1010 | loss: 0.0312064 | val_loss: 0.0312052 | Time: 1987.59 ms
[2020-12-21 17:11:33	                main:581]	:	INFO	:	Epoch 1011 | loss: 0.0312073 | val_loss: 0.0312065 | Time: 1998.44 ms
[2020-12-21 17:11:35	                main:581]	:	INFO	:	Epoch 1012 | loss: 0.0312073 | val_loss: 0.0312044 | Time: 1996.64 ms
[2020-12-21 17:11:37	                main:581]	:	INFO	:	Epoch 1013 | loss: 0.0312069 | val_loss: 0.031209 | Time: 1991.39 ms
[2020-12-21 17:11:39	                main:581]	:	INFO	:	Epoch 1014 | loss: 0.0312088 | val_loss: 0.0312055 | Time: 1992.79 ms
[2020-12-21 17:11:41	                main:581]	:	INFO	:	Epoch 1015 | loss: 0.0312073 | val_loss: 0.0312055 | Time: 1992.55 ms
[2020-12-21 17:11:43	                main:581]	:	INFO	:	Epoch 1016 | loss: 0.0312072 | val_loss: 0.031206 | Time: 2000.66 ms
[2020-12-21 17:11:45	                main:581]	:	INFO	:	Epoch 1017 | loss: 0.0312077 | val_loss: 0.0312118 | Time: 1992.36 ms
[2020-12-21 17:11:47	                main:581]	:	INFO	:	Epoch 1018 | loss: 0.0312066 | val_loss: 0.0312064 | Time: 1993.76 ms
[2020-12-21 17:11:49	                main:581]	:	INFO	:	Epoch 1019 | loss: 0.0312073 | val_loss: 0.0312045 | Time: 1991.68 ms
[2020-12-21 17:11:51	                main:581]	:	INFO	:	Epoch 1020 | loss: 0.0312067 | val_loss: 0.0312056 | Time: 1995.76 ms
[2020-12-21 17:11:53	                main:581]	:	INFO	:	Epoch 1021 | loss: 0.0312093 | val_loss: 0.031205 | Time: 1988.04 ms
[2020-12-21 17:11:55	                main:581]	:	INFO	:	Epoch 1022 | loss: 0.0312115 | val_loss: 0.0312053 | Time: 1993.24 ms
[2020-12-21 17:11:57	                main:581]	:	INFO	:	Epoch 1023 | loss: 0.0312069 | val_loss: 0.0312046 | Time: 1992.68 ms
[2020-12-21 17:11:59	                main:581]	:	INFO	:	Epoch 1024 | loss: 0.0312062 | val_loss: 0.0312086 | Time: 1994.54 ms
[2020-12-21 17:11:59	                main:604]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.0312086
[2020-12-21 17:11:59	                main:610]	:	INFO	:	Saving end state to config to file
[2020-12-21 17:11:59	                main:615]	:	INFO	:	Success, exiting..
17:11:59 (1336182): called boinc_finish(0)

</stderr_txt>
]]>


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A project of the Cognition, Robotics, and Learning (CORAL) Lab at the University of Maryland, Baltimore County (UMBC)