| Name | rand_automata_0001-1605109694-16391-0_1 |
| Workunit | 1293831 |
| Created | 11 Nov 2020, 15:48:15 UTC |
| Sent | 12 Nov 2020, 8:18:06 UTC |
| Report deadline | 20 Nov 2020, 8:18:06 UTC |
| Received | 12 Nov 2020, 13:29:26 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 423 |
| Run time | 45 min 29 sec |
| CPU time | 37 min 23 sec |
| Validate state | Valid |
| Credit | 959.40 |
| Device peak FLOPS | 6,741.61 GFLOPS |
| Application version | Machine Learning Dataset Generator (GPU) v9.75 (cuda10200) windows_x86_64 |
| Peak working set size | 1.49 GB |
| Peak swap size | 3.19 GB |
| Peak disk usage | 1.54 GB |
<core_client_version>7.16.6</core_client_version> <![CDATA[ <stderr_txt> Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: GeForce GTX 1070) [2020-11-12 13:44:12 main:435] : INFO : Set logging level to 1 [2020-11-12 13:44:12 main:441] : INFO : Running in BOINC Client mode [2020-11-12 13:44:12 main:444] : INFO : Resolving all filenames [2020-11-12 13:44:12 main:452] : INFO : Resolved: dataset.hdf5 => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0001-train-val-dataset.hdf5 (exists = 1) [2020-11-12 13:44:12 main:452] : INFO : Resolved: model.cfg => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0001-1605109694-16391-0_1_r360791503_1 (exists = 0) [2020-11-12 13:44:12 main:452] : INFO : Resolved: model-final.pt => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0001-1605109694-16391-0_1_r360791503_0 (exists = 0) [2020-11-12 13:44:12 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 0) [2020-11-12 13:44:12 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 0) [2020-11-12 13:44:13 main:472] : INFO : Dataset filename: ../../projects/www.mlcathome.org_mlcathome/rand_automata_0001-train-val-dataset.hdf5 [2020-11-12 13:44:13 main:474] : INFO : Configuration: [2020-11-12 13:44:13 main:475] : INFO : Model type: LSTM [2020-11-12 13:44:13 main:476] : INFO : Validation Loss Threshold: 0.0001 [2020-11-12 13:44:13 main:477] : INFO : Max Epochs: 192 [2020-11-12 13:44:13 main:478] : INFO : Batch Size: 32 [2020-11-12 13:44:13 main:479] : INFO : Learning Rate: 0.001 [2020-11-12 13:44:13 main:480] : INFO : Patience: 10 [2020-11-12 13:44:13 main:481] : INFO : Hidden Width: 64 [2020-11-12 13:44:13 main:482] : INFO : # Recurrent Layers: 4 [2020-11-12 13:44:13 main:483] : INFO : # Backend Layers: 2 [2020-11-12 13:44:13 main:484] : INFO : # Threads: 1 [2020-11-12 13:44:13 main:486] : INFO : Preparing Dataset [2020-11-12 13:44:13 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0001-train-val-dataset.hdf5 into memory [2020-11-12 13:44:13 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0001-train-val-dataset.hdf5 into memory [2020-11-12 13:44:16 load:106] : INFO : Successfully loaded dataset of 4096 examples into memory. [2020-11-12 13:44:16 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0001-train-val-dataset.hdf5 into memory [2020-11-12 13:44:16 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0001-train-val-dataset.hdf5 into memory [2020-11-12 13:44:17 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2020-11-12 13:44:17 main:494] : INFO : Creating Model [2020-11-12 13:44:17 main:507] : INFO : Preparing config file [2020-11-12 13:44:17 main:519] : INFO : Creating new config file [2020-11-12 13:44:18 main:559] : INFO : Loading DataLoader into Memory [2020-11-12 13:44:18 main:562] : INFO : Starting Training [2020-11-12 13:44:33 main:574] : INFO : Epoch 1 | loss: 0.0661545 | val_loss: 0.0659294 | Time: 15007.8 ms [2020-11-12 13:44:47 main:574] : INFO : Epoch 2 | loss: 0.0642045 | val_loss: 0.0614343 | Time: 14008.8 ms [2020-11-12 13:45:01 main:574] : INFO : Epoch 3 | loss: 0.0601164 | val_loss: 0.0585423 | Time: 13884.5 ms [2020-11-12 13:45:15 main:574] : INFO : Epoch 4 | loss: 0.0574611 | val_loss: 0.0563497 | Time: 13927.5 ms [2020-11-12 13:45:29 main:574] : INFO : Epoch 5 | loss: 0.0556583 | val_loss: 0.0548909 | Time: 13735.8 ms [2020-11-12 13:45:43 main:574] : INFO : Epoch 6 | loss: 0.0543172 | val_loss: 0.0537096 | Time: 14009 ms [2020-11-12 13:45:57 main:574] : INFO : Epoch 7 | loss: 0.0531747 | val_loss: 0.0527496 | Time: 13695.7 ms [2020-11-12 13:46:11 main:574] : INFO : Epoch 8 | loss: 0.0520486 | val_loss: 0.0514752 | Time: 14179.1 ms [2020-11-12 13:46:25 main:574] : INFO : Epoch 9 | loss: 0.050887 | val_loss: 0.0504235 | Time: 13547.8 ms [2020-11-12 13:46:39 main:574] : INFO : Epoch 10 | loss: 0.0497167 | val_loss: 0.0492647 | Time: 13544.3 ms [2020-11-12 13:46:52 main:574] : INFO : Epoch 11 | loss: 0.0484198 | val_loss: 0.047926 | Time: 12989.5 ms [2020-11-12 13:47:06 main:574] : INFO : Epoch 12 | loss: 0.0468899 | val_loss: 0.0463963 | Time: 14120.5 ms [2020-11-12 13:47:20 main:574] : INFO : Epoch 13 | loss: 0.0451393 | val_loss: 0.0448178 | Time: 13584.9 ms [2020-11-12 13:47:33 main:574] : INFO : Epoch 14 | loss: 0.0431246 | val_loss: 0.0427078 | Time: 13638 ms [2020-11-12 13:47:46 main:574] : INFO : Epoch 15 | loss: 0.0407096 | val_loss: 0.0401718 | Time: 12996 ms [2020-11-12 13:48:00 main:574] : INFO : Epoch 16 | loss: 0.0379321 | val_loss: 0.0374854 | Time: 13563.3 ms [2020-11-12 13:48:13 main:574] : INFO : Epoch 17 | loss: 0.0348631 | val_loss: 0.0342276 | Time: 13172.2 ms [2020-11-12 13:48:26 main:574] : INFO : Epoch 18 | loss: 0.0313967 | val_loss: 0.0329251 | Time: 12864.8 ms [2020-11-12 13:48:40 main:574] : INFO : Epoch 19 | loss: 0.0285139 | val_loss: 0.0269567 | Time: 13790.8 ms [2020-11-12 13:48:54 main:574] : INFO : Epoch 20 | loss: 0.026069 | val_loss: 0.0302282 | Time: 13721.6 ms [2020-11-12 13:49:08 main:574] : INFO : Epoch 21 | loss: 0.0283938 | val_loss: 0.0263103 | Time: 13968.6 ms [2020-11-12 13:49:22 main:574] : INFO : Epoch 22 | loss: 0.0245951 | val_loss: 0.0244664 | Time: 13524 ms [2020-11-12 13:49:35 main:574] : INFO : Epoch 23 | loss: 0.0227081 | val_loss: 0.0181534 | Time: 13756.2 ms [2020-11-12 13:49:49 main:574] : INFO : Epoch 24 | loss: 0.0142904 | val_loss: 0.0134781 | Time: 13522.9 ms [2020-11-12 13:50:03 main:574] : INFO : Epoch 25 | loss: 0.0138948 | val_loss: 0.0126535 | Time: 13843.1 ms [2020-11-12 13:50:16 main:574] : INFO : Epoch 26 | loss: 0.0300006 | val_loss: 0.0383761 | Time: 13052.9 ms [2020-11-12 13:50:30 main:574] : INFO : Epoch 27 | loss: 0.020507 | val_loss: 0.0130323 | Time: 14100.1 ms [2020-11-12 13:50:44 main:574] : INFO : Epoch 28 | loss: 0.0142313 | val_loss: 0.0170335 | Time: 13778.6 ms [2020-11-12 13:50:58 main:574] : INFO : Epoch 29 | loss: 0.0187664 | val_loss: 0.0121142 | Time: 13787.9 ms [2020-11-12 13:51:12 main:574] : INFO : Epoch 30 | loss: 0.0167301 | val_loss: 0.0129669 | Time: 13651.6 ms [2020-11-12 13:51:25 main:574] : INFO : Epoch 31 | loss: 0.0105708 | val_loss: 0.00989782 | Time: 13657.2 ms [2020-11-12 13:51:39 main:574] : INFO : Epoch 32 | loss: 0.00868782 | val_loss: 0.00864553 | Time: 13404.5 ms [2020-11-12 13:51:52 main:574] : INFO : Epoch 33 | loss: 0.00807497 | val_loss: 0.00808246 | Time: 13154.4 ms [2020-11-12 13:52:06 main:574] : INFO : Epoch 34 | loss: 0.00756825 | val_loss: 0.0077182 | Time: 13426.3 ms [2020-11-12 13:52:19 main:574] : INFO : Epoch 35 | loss: 0.00721218 | val_loss: 0.00733042 | Time: 13280.8 ms [2020-11-12 13:52:32 main:574] : INFO : Epoch 36 | loss: 0.00692206 | val_loss: 0.00698913 | Time: 12853.2 ms [2020-11-12 13:52:45 main:574] : INFO : Epoch 37 | loss: 0.0067343 | val_loss: 0.00687606 | Time: 13197.6 ms [2020-11-12 13:52:59 main:574] : INFO : Epoch 38 | loss: 0.00644118 | val_loss: 0.00649635 | Time: 13455 ms [2020-11-12 13:53:12 main:574] : INFO : Epoch 39 | loss: 0.00619827 | val_loss: 0.00623688 | Time: 13541.3 ms [2020-11-12 13:53:26 main:574] : INFO : Epoch 40 | loss: 0.00598892 | val_loss: 0.0060728 | Time: 13377.9 ms [2020-11-12 13:53:39 main:574] : INFO : Epoch 41 | loss: 0.00574907 | val_loss: 0.00576078 | Time: 13377.3 ms [2020-11-12 13:53:53 main:574] : INFO : Epoch 42 | loss: 0.00554021 | val_loss: 0.00555634 | Time: 13295.1 ms [2020-11-12 13:54:07 main:574] : INFO : Epoch 43 | loss: 0.00534345 | val_loss: 0.00539534 | Time: 13933.4 ms [2020-11-12 13:54:20 main:574] : INFO : Epoch 44 | loss: 0.00514187 | val_loss: 0.00516109 | Time: 13626.8 ms [2020-11-12 13:54:35 main:574] : INFO : Epoch 45 | loss: 0.00494894 | val_loss: 0.00496948 | Time: 14362.7 ms [2020-11-12 13:54:50 main:574] : INFO : Epoch 46 | loss: 0.00476177 | val_loss: 0.00477146 | Time: 14483.7 ms [2020-11-12 13:55:04 main:574] : INFO : Epoch 47 | loss: 0.0045787 | val_loss: 0.00457452 | Time: 14303.9 ms [2020-11-12 13:55:17 main:574] : INFO : Epoch 48 | loss: 0.00440034 | val_loss: 0.00442182 | Time: 13413.2 ms [2020-11-12 13:55:31 main:574] : INFO : Epoch 49 | loss: 0.00422369 | val_loss: 0.00424805 | Time: 13911.7 ms [2020-11-12 13:55:45 main:574] : INFO : Epoch 50 | loss: 0.00405252 | val_loss: 0.00406262 | Time: 13420.5 ms [2020-11-12 13:55:59 main:574] : INFO : Epoch 51 | loss: 0.00388331 | val_loss: 0.00389345 | Time: 13524.8 ms [2020-11-12 13:56:12 main:574] : INFO : Epoch 52 | loss: 0.00371834 | val_loss: 0.00371946 | Time: 13594 ms [2020-11-12 13:56:25 main:574] : INFO : Epoch 53 | loss: 0.00355811 | val_loss: 0.00355091 | Time: 13000.6 ms [2020-11-12 13:56:39 main:574] : INFO : Epoch 54 | loss: 0.0034 | val_loss: 0.00339653 | Time: 13642.5 ms [2020-11-12 13:56:52 main:574] : INFO : Epoch 55 | loss: 0.00324826 | val_loss: 0.00324004 | Time: 13207.1 ms [2020-11-12 13:57:06 main:574] : INFO : Epoch 56 | loss: 0.00310023 | val_loss: 0.00308013 | Time: 13931 ms [2020-11-12 13:57:20 main:574] : INFO : Epoch 57 | loss: 0.00295662 | val_loss: 0.00293396 | Time: 13841.2 ms [2020-11-12 13:57:34 main:574] : INFO : Epoch 58 | loss: 0.00281639 | val_loss: 0.0028074 | Time: 13311.5 ms [2020-11-12 13:57:47 main:574] : INFO : Epoch 59 | loss: 0.00268091 | val_loss: 0.00265489 | Time: 13319 ms [2020-11-12 13:58:01 main:574] : INFO : Epoch 60 | loss: 0.0025504 | val_loss: 0.00252255 | Time: 13981 ms [2020-11-12 13:58:15 main:574] : INFO : Epoch 61 | loss: 0.00242302 | val_loss: 0.00239635 | Time: 14207.8 ms [2020-11-12 13:58:29 main:574] : INFO : Epoch 62 | loss: 0.00230156 | val_loss: 0.00227073 | Time: 13491.7 ms [2020-11-12 13:58:43 main:574] : INFO : Epoch 63 | loss: 0.00218432 | val_loss: 0.00215402 | Time: 13790.9 ms [2020-11-12 13:58:56 main:574] : INFO : Epoch 64 | loss: 0.00207298 | val_loss: 0.00203996 | Time: 13034.2 ms [2020-11-12 13:59:09 main:574] : INFO : Epoch 65 | loss: 0.0019636 | val_loss: 0.00193372 | Time: 13291.3 ms [2020-11-12 13:59:23 main:574] : INFO : Epoch 66 | loss: 0.00186149 | val_loss: 0.0018296 | Time: 13434.5 ms [2020-11-12 13:59:36 main:574] : INFO : Epoch 67 | loss: 0.00176347 | val_loss: 0.00173477 | Time: 13514 ms [2020-11-12 13:59:50 main:574] : INFO : Epoch 68 | loss: 0.00166999 | val_loss: 0.00164072 | Time: 13538.6 ms [2020-11-12 14:00:04 main:574] : INFO : Epoch 69 | loss: 0.00158058 | val_loss: 0.00155191 | Time: 13510 ms [2020-11-12 14:00:18 main:574] : INFO : Epoch 70 | loss: 0.00149664 | val_loss: 0.00147011 | Time: 13847.1 ms [2020-11-12 14:00:31 main:574] : INFO : Epoch 71 | loss: 0.00141546 | val_loss: 0.00138667 | Time: 13404.9 ms [2020-11-12 14:00:45 main:574] : INFO : Epoch 72 | loss: 0.00134075 | val_loss: 0.00131496 | Time: 13615.6 ms [2020-11-12 14:00:59 main:574] : INFO : Epoch 73 | loss: 0.00126885 | val_loss: 0.00124445 | Time: 14043.1 ms [2020-11-12 14:01:13 main:574] : INFO : Epoch 74 | loss: 0.00120031 | val_loss: 0.00117614 | Time: 14089 ms [2020-11-12 14:01:28 main:574] : INFO : Epoch 75 | loss: 0.00113578 | val_loss: 0.0011133 | Time: 14804.3 ms [2020-11-12 14:01:42 main:574] : INFO : Epoch 76 | loss: 0.00107473 | val_loss: 0.00105404 | Time: 13870 ms [2020-11-12 14:01:56 main:574] : INFO : Epoch 77 | loss: 0.00101763 | val_loss: 0.000995851 | Time: 13617.6 ms [2020-11-12 14:02:11 main:574] : INFO : Epoch 78 | loss: 0.000963414 | val_loss: 0.000944672 | Time: 14666.7 ms [2020-11-12 14:02:24 main:574] : INFO : Epoch 79 | loss: 0.000911487 | val_loss: 0.000893822 | Time: 13374.7 ms [2020-11-12 14:02:38 main:574] : INFO : Epoch 80 | loss: 0.000862998 | val_loss: 0.00084591 | Time: 13567 ms [2020-11-12 14:02:52 main:574] : INFO : Epoch 81 | loss: 0.000817208 | val_loss: 0.000800338 | Time: 13685.5 ms [2020-11-12 14:03:05 main:574] : INFO : Epoch 82 | loss: 0.000773756 | val_loss: 0.00075597 | Time: 13801.6 ms [2020-11-12 14:03:21 main:574] : INFO : Epoch 83 | loss: 0.000731803 | val_loss: 0.000716583 | Time: 15160.8 ms [2020-11-12 14:03:34 main:574] : INFO : Epoch 84 | loss: 0.000693017 | val_loss: 0.000679973 | Time: 13697.8 ms [2020-11-12 14:03:49 main:574] : INFO : Epoch 85 | loss: 0.000656026 | val_loss: 0.000641576 | Time: 14572.2 ms [2020-11-12 14:04:03 main:574] : INFO : Epoch 86 | loss: 0.000620433 | val_loss: 0.000605646 | Time: 13711.2 ms [2020-11-12 14:04:17 main:574] : INFO : Epoch 87 | loss: 0.000587382 | val_loss: 0.000572683 | Time: 13710.2 ms [2020-11-12 14:04:31 main:574] : INFO : Epoch 88 | loss: 0.0005556 | val_loss: 0.000543102 | Time: 14217.5 ms [2020-11-12 14:04:45 main:574] : INFO : Epoch 89 | loss: 0.000525851 | val_loss: 0.000514279 | Time: 13475.8 ms [2020-11-12 14:04:58 main:574] : INFO : Epoch 90 | loss: 0.000497826 | val_loss: 0.000487625 | Time: 13790.9 ms [2020-11-12 14:05:13 main:574] : INFO : Epoch 91 | loss: 0.000471363 | val_loss: 0.000460916 | Time: 14817.7 ms [2020-11-12 14:05:28 main:574] : INFO : Epoch 92 | loss: 0.000445745 | val_loss: 0.000437278 | Time: 15126.7 ms [2020-11-12 14:05:42 main:574] : INFO : Epoch 93 | loss: 0.000422242 | val_loss: 0.000411929 | Time: 13831.1 ms [2020-11-12 14:05:56 main:574] : INFO : Epoch 94 | loss: 0.000399562 | val_loss: 0.000390108 | Time: 13960.7 ms [2020-11-12 14:06:10 main:574] : INFO : Epoch 95 | loss: 0.000379094 | val_loss: 0.00037034 | Time: 13906.2 ms [2020-11-12 14:06:25 main:574] : INFO : Epoch 96 | loss: 0.000358379 | val_loss: 0.000351191 | Time: 14567.6 ms [2020-11-12 14:06:39 main:574] : INFO : Epoch 97 | loss: 0.000339496 | val_loss: 0.000333182 | Time: 14198.2 ms [2020-11-12 14:06:53 main:574] : INFO : Epoch 98 | loss: 0.000322325 | val_loss: 0.000314206 | Time: 13981 ms [2020-11-12 14:07:07 main:574] : INFO : Epoch 99 | loss: 0.000304776 | val_loss: 0.000299878 | Time: 13513.3 ms [2020-11-12 14:07:21 main:574] : INFO : Epoch 100 | loss: 0.000289862 | val_loss: 0.000284814 | Time: 14175.8 ms [2020-11-12 14:07:36 main:574] : INFO : Epoch 101 | loss: 0.000275364 | val_loss: 0.000270765 | Time: 14593.1 ms [2020-11-12 14:07:50 main:574] : INFO : Epoch 102 | loss: 0.000260678 | val_loss: 0.000256774 | Time: 13953.7 ms [2020-11-12 14:08:04 main:574] : INFO : Epoch 103 | loss: 0.0002475 | val_loss: 0.000242554 | Time: 13851.3 ms [2020-11-12 14:08:18 main:574] : INFO : Epoch 104 | loss: 0.000235368 | val_loss: 0.000230557 | Time: 13993 ms [2020-11-12 14:08:32 main:574] : INFO : Epoch 105 | loss: 0.000224059 | val_loss: 0.000220771 | Time: 14335.4 ms [2020-11-12 14:08:46 main:574] : INFO : Epoch 106 | loss: 0.000212864 | val_loss: 0.000207744 | Time: 13622.6 ms [2020-11-12 14:09:00 main:574] : INFO : Epoch 107 | loss: 0.000202283 | val_loss: 0.000199757 | Time: 13569.3 ms [2020-11-12 14:09:13 main:574] : INFO : Epoch 108 | loss: 0.000193101 | val_loss: 0.000191745 | Time: 13272.1 ms [2020-11-12 14:09:27 main:574] : INFO : Epoch 109 | loss: 0.000183701 | val_loss: 0.000181023 | Time: 13812 ms [2020-11-12 14:09:41 main:574] : INFO : Epoch 110 | loss: 0.000174897 | val_loss: 0.000174007 | Time: 13633.4 ms [2020-11-12 14:09:55 main:574] : INFO : Epoch 111 | loss: 0.00016782 | val_loss: 0.000165883 | Time: 13870.8 ms [2020-11-12 14:10:09 main:574] : INFO : Epoch 112 | loss: 0.000160019 | val_loss: 0.000157789 | Time: 13875 ms [2020-11-12 14:10:22 main:574] : INFO : Epoch 113 | loss: 0.000153114 | val_loss: 0.00015272 | Time: 13575.6 ms [2020-11-12 14:10:37 main:574] : INFO : Epoch 114 | loss: 0.000146109 | val_loss: 0.000143067 | Time: 14691 ms [2020-11-12 14:10:52 main:574] : INFO : Epoch 115 | loss: 0.000140326 | val_loss: 0.000137704 | Time: 14112.5 ms [2020-11-12 14:11:05 main:574] : INFO : Epoch 116 | loss: 0.000133491 | val_loss: 0.000130366 | Time: 13387.6 ms [2020-11-12 14:11:20 main:574] : INFO : Epoch 117 | loss: 0.000128114 | val_loss: 0.000126469 | Time: 14513 ms [2020-11-12 14:11:34 main:574] : INFO : Epoch 118 | loss: 0.000123256 | val_loss: 0.000123331 | Time: 14456.3 ms [2020-11-12 14:11:48 main:574] : INFO : Epoch 119 | loss: 0.00011855 | val_loss: 0.000116387 | Time: 13995.9 ms [2020-11-12 14:12:02 main:574] : INFO : Epoch 120 | loss: 0.000113615 | val_loss: 0.000112478 | Time: 13604.4 ms [2020-11-12 14:12:16 main:574] : INFO : Epoch 121 | loss: 0.000108847 | val_loss: 0.000107316 | Time: 13556.8 ms [2020-11-12 14:12:30 main:574] : INFO : Epoch 122 | loss: 0.000104973 | val_loss: 0.000105607 | Time: 14474.2 ms [2020-11-12 14:12:44 main:574] : INFO : Epoch 123 | loss: 0.000100849 | val_loss: 0.00010072 | Time: 13481.9 ms [2020-11-12 14:12:58 main:574] : INFO : Epoch 124 | loss: 9.78357e-05 | val_loss: 9.91091e-05 | Time: 14101.6 ms [2020-11-12 14:13:12 main:574] : INFO : Epoch 125 | loss: 9.48301e-05 | val_loss: 9.67091e-05 | Time: 14206.5 ms [2020-11-12 14:13:26 main:574] : INFO : Epoch 126 | loss: 9.13531e-05 | val_loss: 8.94684e-05 | Time: 13391.3 ms [2020-11-12 14:13:39 main:574] : INFO : Epoch 127 | loss: 8.77519e-05 | val_loss: 8.72219e-05 | Time: 13272 ms [2020-11-12 14:13:53 main:574] : INFO : Epoch 128 | loss: 8.47613e-05 | val_loss: 8.50519e-05 | Time: 14070.8 ms [2020-11-12 14:14:07 main:574] : INFO : Epoch 129 | loss: 8.25799e-05 | val_loss: 8.37932e-05 | Time: 13544.6 ms [2020-11-12 14:14:21 main:574] : INFO : Epoch 130 | loss: 7.94831e-05 | val_loss: 7.8187e-05 | Time: 13624 ms [2020-11-12 14:14:34 main:574] : INFO : Epoch 131 | loss: 7.73018e-05 | val_loss: 7.60341e-05 | Time: 13528.3 ms [2020-11-12 14:14:48 main:574] : INFO : Epoch 132 | loss: 7.49329e-05 | val_loss: 7.4294e-05 | Time: 13947 ms [2020-11-12 14:15:02 main:574] : INFO : Epoch 133 | loss: 7.29336e-05 | val_loss: 7.18556e-05 | Time: 13952 ms [2020-11-12 14:15:18 main:574] : INFO : Epoch 134 | loss: 7.02147e-05 | val_loss: 7.20746e-05 | Time: 14947.7 ms [2020-11-12 14:15:32 main:574] : INFO : Epoch 135 | loss: 6.86777e-05 | val_loss: 6.75961e-05 | Time: 14062.5 ms [2020-11-12 14:15:46 main:574] : INFO : Epoch 136 | loss: 6.62334e-05 | val_loss: 6.5124e-05 | Time: 14540.5 ms [2020-11-12 14:16:03 main:574] : INFO : Epoch 137 | loss: 6.45455e-05 | val_loss: 6.71667e-05 | Time: 16231.5 ms [2020-11-12 14:16:17 main:574] : INFO : Epoch 138 | loss: 6.26278e-05 | val_loss: 6.25904e-05 | Time: 14371.4 ms [2020-11-12 14:16:32 main:574] : INFO : Epoch 139 | loss: 6.12985e-05 | val_loss: 6.39012e-05 | Time: 15139.8 ms [2020-11-12 14:16:46 main:574] : INFO : Epoch 140 | loss: 5.95537e-05 | val_loss: 5.94118e-05 | Time: 13578.8 ms [2020-11-12 14:17:00 main:574] : INFO : Epoch 141 | loss: 5.7663e-05 | val_loss: 5.80925e-05 | Time: 13738.5 ms [2020-11-12 14:17:14 main:574] : INFO : Epoch 142 | loss: 5.72916e-05 | val_loss: 5.91442e-05 | Time: 14162.6 ms [2020-11-12 14:17:28 main:574] : INFO : Epoch 143 | loss: 5.56699e-05 | val_loss: 5.67163e-05 | Time: 14099.8 ms [2020-11-12 14:17:42 main:574] : INFO : Epoch 144 | loss: 5.38982e-05 | val_loss: 5.30479e-05 | Time: 13798.4 ms [2020-11-12 14:17:56 main:574] : INFO : Epoch 145 | loss: 5.27206e-05 | val_loss: 5.28934e-05 | Time: 13798.3 ms [2020-11-12 14:18:10 main:574] : INFO : Epoch 146 | loss: 5.1184e-05 | val_loss: 5.25838e-05 | Time: 13799.8 ms [2020-11-12 14:18:24 main:574] : INFO : Epoch 147 | loss: 5.03006e-05 | val_loss: 5.42423e-05 | Time: 14248.1 ms [2020-11-12 14:18:38 main:574] : INFO : Epoch 148 | loss: 4.9241e-05 | val_loss: 4.83779e-05 | Time: 13410.7 ms [2020-11-12 14:18:53 main:574] : INFO : Epoch 149 | loss: 4.77869e-05 | val_loss: 4.72839e-05 | Time: 14668.5 ms [2020-11-12 14:19:07 main:574] : INFO : Epoch 150 | loss: 4.69186e-05 | val_loss: 4.66076e-05 | Time: 13815.1 ms [2020-11-12 14:19:21 main:574] : INFO : Epoch 151 | loss: 4.59343e-05 | val_loss: 4.60275e-05 | Time: 14524.5 ms [2020-11-12 14:19:35 main:574] : INFO : Epoch 152 | loss: 4.48578e-05 | val_loss: 4.40632e-05 | Time: 14128.3 ms [2020-11-12 14:19:49 main:574] : INFO : Epoch 153 | loss: 4.40204e-05 | val_loss: 4.39147e-05 | Time: 13370.6 ms [2020-11-12 14:20:03 main:574] : INFO : Epoch 154 | loss: 4.29293e-05 | val_loss: 4.45904e-05 | Time: 14521.9 ms [2020-11-12 14:20:18 main:574] : INFO : Epoch 155 | loss: 4.26504e-05 | val_loss: 4.18995e-05 | Time: 14105.1 ms [2020-11-12 14:20:32 main:574] : INFO : Epoch 156 | loss: 4.14353e-05 | val_loss: 4.36676e-05 | Time: 14506.4 ms [2020-11-12 14:20:46 main:574] : INFO : Epoch 157 | loss: 4.08572e-05 | val_loss: 4.1138e-05 | Time: 13908.2 ms [2020-11-12 14:21:01 main:574] : INFO : Epoch 158 | loss: 3.93881e-05 | val_loss: 3.92251e-05 | Time: 14207.8 ms [2020-11-12 14:21:15 main:574] : INFO : Epoch 159 | loss: 3.90075e-05 | val_loss: 4.10161e-05 | Time: 13875.2 ms [2020-11-12 14:21:29 main:574] : INFO : Epoch 160 | loss: 3.81406e-05 | val_loss: 3.90631e-05 | Time: 14042.7 ms [2020-11-12 14:21:43 main:574] : INFO : Epoch 161 | loss: 3.77053e-05 | val_loss: 3.94588e-05 | Time: 13831.7 ms [2020-11-12 14:21:57 main:574] : INFO : Epoch 162 | loss: 3.78782e-05 | val_loss: 3.66226e-05 | Time: 13847.3 ms [2020-11-12 14:22:11 main:574] : INFO : Epoch 163 | loss: 3.63149e-05 | val_loss: 3.61208e-05 | Time: 14117.7 ms [2020-11-12 14:22:25 main:574] : INFO : Epoch 164 | loss: 3.559e-05 | val_loss: 3.63281e-05 | Time: 13634.9 ms [2020-11-12 14:22:39 main:574] : INFO : Epoch 165 | loss: 3.54365e-05 | val_loss: 3.47157e-05 | Time: 14085.3 ms [2020-11-12 14:22:52 main:574] : INFO : Epoch 166 | loss: 3.46705e-05 | val_loss: 3.44493e-05 | Time: 13181.8 ms [2020-11-12 14:23:07 main:574] : INFO : Epoch 167 | loss: 3.43903e-05 | val_loss: 3.44779e-05 | Time: 14507.1 ms [2020-11-12 14:23:21 main:574] : INFO : Epoch 168 | loss: 3.37086e-05 | val_loss: 3.22289e-05 | Time: 14328.9 ms [2020-11-12 14:23:36 main:574] : INFO : Epoch 169 | loss: 3.30711e-05 | val_loss: 3.25646e-05 | Time: 14337.6 ms [2020-11-12 14:23:50 main:574] : INFO : Epoch 170 | loss: 3.24028e-05 | val_loss: 3.19313e-05 | Time: 13922.7 ms [2020-11-12 14:24:04 main:574] : INFO : Epoch 171 | loss: 3.19586e-05 | val_loss: 3.15803e-05 | Time: 14148 ms [2020-11-12 14:24:18 main:574] : INFO : Epoch 172 | loss: 3.14557e-05 | val_loss: 3.08069e-05 | Time: 13679.7 ms [2020-11-12 14:24:32 main:574] : INFO : Epoch 173 | loss: 3.08479e-05 | val_loss: 3.16547e-05 | Time: 13991.4 ms [2020-11-12 14:24:46 main:574] : INFO : Epoch 174 | loss: 3.0397e-05 | val_loss: 3.14538e-05 | Time: 13554 ms [2020-11-12 14:25:00 main:574] : INFO : Epoch 175 | loss: 3.04953e-05 | val_loss: 3.16631e-05 | Time: 14232 ms [2020-11-12 14:25:15 main:574] : INFO : Epoch 176 | loss: 2.94361e-05 | val_loss: 2.95467e-05 | Time: 14617.2 ms [2020-11-12 14:25:28 main:574] : INFO : Epoch 177 | loss: 2.90426e-05 | val_loss: 2.91353e-05 | Time: 13542.2 ms [2020-11-12 14:25:42 main:574] : INFO : Epoch 178 | loss: 2.92587e-05 | val_loss: 2.896e-05 | Time: 13879.3 ms [2020-11-12 14:25:56 main:574] : INFO : Epoch 179 | loss: 2.8925e-05 | val_loss: 2.85609e-05 | Time: 13756.5 ms [2020-11-12 14:26:10 main:574] : INFO : Epoch 180 | loss: 2.80984e-05 | val_loss: 2.71612e-05 | Time: 14011.3 ms [2020-11-12 14:26:25 main:574] : INFO : Epoch 181 | loss: 2.78677e-05 | val_loss: 2.76841e-05 | Time: 14289.7 ms [2020-11-12 14:26:38 main:574] : INFO : Epoch 182 | loss: 2.72331e-05 | val_loss: 2.83197e-05 | Time: 13696.2 ms [2020-11-12 14:26:53 main:574] : INFO : Epoch 183 | loss: 2.6766e-05 | val_loss: 2.77551e-05 | Time: 14130.7 ms [2020-11-12 14:27:06 main:574] : INFO : Epoch 184 | loss: 2.673e-05 | val_loss: 2.62457e-05 | Time: 13664.9 ms [2020-11-12 14:27:20 main:574] : INFO : Epoch 185 | loss: 2.60509e-05 | val_loss: 2.57237e-05 | Time: 13737.8 ms [2020-11-12 14:27:34 main:574] : INFO : Epoch 186 | loss: 2.63572e-05 | val_loss: 2.67336e-05 | Time: 13290.5 ms [2020-11-12 14:27:47 main:574] : INFO : Epoch 187 | loss: 2.5667e-05 | val_loss: 2.71219e-05 | Time: 13384.1 ms [2020-11-12 14:28:00 main:574] : INFO : Epoch 188 | loss: 2.56602e-05 | val_loss: 2.46683e-05 | Time: 13078.5 ms [2020-11-12 14:28:14 main:574] : INFO : Epoch 189 | loss: 2.56047e-05 | val_loss: 2.54709e-05 | Time: 13665.8 ms [2020-11-12 14:28:29 main:574] : INFO : Epoch 190 | loss: 2.51023e-05 | val_loss: 2.48176e-05 | Time: 14182 ms [2020-11-12 14:28:42 main:574] : INFO : Epoch 191 | loss: 2.45199e-05 | val_loss: 2.38843e-05 | Time: 13902.1 ms [2020-11-12 14:28:56 main:574] : INFO : Epoch 192 | loss: 2.41324e-05 | val_loss: 2.60185e-05 | Time: 13543 ms [2020-11-12 14:28:56 main:597] : INFO : Saving trained model to model-final.pt, val_loss 2.60185e-05 [2020-11-12 14:28:56 main:603] : INFO : Saving end state to config to file [2020-11-12 14:28:56 main:608] : INFO : Success, exiting.. 14:28:56 (58768): 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)