Task 2806639
| Name | rand_automata_0016-1604984812-32530-0_1 |
| Workunit | 1264365 |
| Created | 10 Nov 2020, 5:46:21 UTC |
| Sent | 10 Nov 2020, 6:02:35 UTC |
| Report deadline | 11 Nov 2020, 4:32:35 UTC |
| Received | 10 Nov 2020, 19:04:26 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 563 |
| Run time | 24 min 5 sec |
| CPU time | 22 min 17 sec |
| Validate state | Valid |
| Credit | 959.40 |
| Device peak FLOPS | 5,442.60 GFLOPS |
| Application version | Machine Learning Dataset Generator (test) v9.75 (cuda10200) windows_x86_64 |
| Peak working set size | 1.95 GB |
| Peak swap size | 3.88 GB |
| Peak disk usage | 1.54 GB |
Stderr output
<core_client_version>7.16.5</core_client_version> <![CDATA[ <stderr_txt> Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: GeForce GTX 1660 Ti) [2020-11-10 19:40:17 main:435] : INFO : Set logging level to 1 [2020-11-10 19:40:17 main:441] : INFO : Running in BOINC Client mode [2020-11-10 19:40:17 main:444] : INFO : Resolving all filenames [2020-11-10 19:40:17 main:452] : INFO : Resolved: dataset.hdf5 => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0016-train-val-dataset.hdf5 (exists = 1) [2020-11-10 19:40:17 main:452] : INFO : Resolved: model.cfg => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0016-1604984812-32530-0_1_r188553448_1 (exists = 0) [2020-11-10 19:40:18 main:452] : INFO : Resolved: model-final.pt => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0016-1604984812-32530-0_1_r188553448_0 (exists = 0) [2020-11-10 19:40:18 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 0) [2020-11-10 19:40:18 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 0) [2020-11-10 19:40:18 main:472] : INFO : Dataset filename: ../../projects/www.mlcathome.org_mlcathome/rand_automata_0016-train-val-dataset.hdf5 [2020-11-10 19:40:18 main:474] : INFO : Configuration: [2020-11-10 19:40:18 main:475] : INFO : Model type: LSTM [2020-11-10 19:40:18 main:476] : INFO : Validation Loss Threshold: 0.0001 [2020-11-10 19:40:18 main:477] : INFO : Max Epochs: 192 [2020-11-10 19:40:18 main:478] : INFO : Batch Size: 32 [2020-11-10 19:40:18 main:479] : INFO : Learning Rate: 0.001 [2020-11-10 19:40:18 main:480] : INFO : Patience: 10 [2020-11-10 19:40:18 main:481] : INFO : Hidden Width: 64 [2020-11-10 19:40:18 main:482] : INFO : # Recurrent Layers: 4 [2020-11-10 19:40:18 main:483] : INFO : # Backend Layers: 2 [2020-11-10 19:40:18 main:484] : INFO : # Threads: 1 [2020-11-10 19:40:18 main:486] : INFO : Preparing Dataset [2020-11-10 19:40:18 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0016-train-val-dataset.hdf5 into memory [2020-11-10 19:40:18 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0016-train-val-dataset.hdf5 into memory [2020-11-10 19:40:20 load:106] : INFO : Successfully loaded dataset of 4096 examples into memory. [2020-11-10 19:40:20 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0016-train-val-dataset.hdf5 into memory [2020-11-10 19:40:20 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0016-train-val-dataset.hdf5 into memory [2020-11-10 19:40:20 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2020-11-10 19:40:20 main:494] : INFO : Creating Model [2020-11-10 19:40:20 main:507] : INFO : Preparing config file [2020-11-10 19:40:20 main:519] : INFO : Creating new config file [2020-11-10 19:40:22 main:559] : INFO : Loading DataLoader into Memory [2020-11-10 19:40:22 main:562] : INFO : Starting Training [2020-11-10 19:40:30 main:574] : INFO : Epoch 1 | loss: 0.0666071 | val_loss: 0.0660698 | Time: 7660.58 ms [2020-11-10 19:40:37 main:574] : INFO : Epoch 2 | loss: 0.0657185 | val_loss: 0.0649434 | Time: 7253.17 ms [2020-11-10 19:40:44 main:574] : INFO : Epoch 3 | loss: 0.0643047 | val_loss: 0.0632744 | Time: 7334.98 ms [2020-11-10 19:40:52 main:574] : INFO : Epoch 4 | loss: 0.0618618 | val_loss: 0.0605471 | Time: 7449.75 ms [2020-11-10 19:40:59 main:574] : INFO : Epoch 5 | loss: 0.0591203 | val_loss: 0.0578758 | Time: 7615.83 ms [2020-11-10 19:41:07 main:574] : INFO : Epoch 6 | loss: 0.0568947 | val_loss: 0.0561597 | Time: 7614.69 ms [2020-11-10 19:41:15 main:574] : INFO : Epoch 7 | loss: 0.055381 | val_loss: 0.0549017 | Time: 7489.5 ms [2020-11-10 19:41:22 main:574] : INFO : Epoch 8 | loss: 0.0541607 | val_loss: 0.0536168 | Time: 7573.29 ms [2020-11-10 19:41:30 main:574] : INFO : Epoch 9 | loss: 0.0530075 | val_loss: 0.0526489 | Time: 7542.51 ms [2020-11-10 19:41:37 main:574] : INFO : Epoch 10 | loss: 0.0518035 | val_loss: 0.0514258 | Time: 7226.28 ms [2020-11-10 19:41:45 main:574] : INFO : Epoch 11 | loss: 0.0505837 | val_loss: 0.0503324 | Time: 7482.68 ms [2020-11-10 19:41:52 main:574] : INFO : Epoch 12 | loss: 0.0492239 | val_loss: 0.0489706 | Time: 7542.33 ms [2020-11-10 19:42:00 main:574] : INFO : Epoch 13 | loss: 0.0477295 | val_loss: 0.04736 | Time: 7531.28 ms [2020-11-10 19:42:07 main:574] : INFO : Epoch 14 | loss: 0.0461282 | val_loss: 0.0461708 | Time: 7486.53 ms [2020-11-10 19:42:15 main:574] : INFO : Epoch 15 | loss: 0.0442757 | val_loss: 0.043967 | Time: 7538.65 ms [2020-11-10 19:42:23 main:574] : INFO : Epoch 16 | loss: 0.0421086 | val_loss: 0.0422458 | Time: 7606.62 ms [2020-11-10 19:42:30 main:574] : INFO : Epoch 17 | loss: 0.0397246 | val_loss: 0.0401757 | Time: 7568.44 ms [2020-11-10 19:42:38 main:574] : INFO : Epoch 18 | loss: 0.0370336 | val_loss: 0.0371744 | Time: 7632.19 ms [2020-11-10 19:42:46 main:574] : INFO : Epoch 19 | loss: 0.0340794 | val_loss: 0.0344238 | Time: 7580.5 ms [2020-11-10 19:42:53 main:574] : INFO : Epoch 20 | loss: 0.0315609 | val_loss: 0.03154 | Time: 7490.86 ms [2020-11-10 19:43:01 main:574] : INFO : Epoch 21 | loss: 0.0286395 | val_loss: 0.0292638 | Time: 7484.55 ms [2020-11-10 19:43:08 main:574] : INFO : Epoch 22 | loss: 0.0262829 | val_loss: 0.0298069 | Time: 7448.17 ms [2020-11-10 19:43:16 main:574] : INFO : Epoch 23 | loss: 0.0233755 | val_loss: 0.0217994 | Time: 7484.34 ms [2020-11-10 19:43:23 main:574] : INFO : Epoch 24 | loss: 0.0237424 | val_loss: 0.0222161 | Time: 7495.93 ms [2020-11-10 19:43:31 main:574] : INFO : Epoch 25 | loss: 0.0185113 | val_loss: 0.0199806 | Time: 7508.05 ms [2020-11-10 19:43:38 main:574] : INFO : Epoch 26 | loss: 0.0320844 | val_loss: 0.0291288 | Time: 7412.63 ms [2020-11-10 19:43:46 main:574] : INFO : Epoch 27 | loss: 0.0218461 | val_loss: 0.01962 | Time: 7452.13 ms [2020-11-10 19:43:53 main:574] : INFO : Epoch 28 | loss: 0.0584756 | val_loss: 0.0602717 | Time: 7278.81 ms [2020-11-10 19:44:00 main:574] : INFO : Epoch 29 | loss: 0.058969 | val_loss: 0.0577711 | Time: 7272.69 ms [2020-11-10 19:44:08 main:574] : INFO : Epoch 30 | loss: 0.0559614 | val_loss: 0.0541933 | Time: 7243.68 ms [2020-11-10 19:44:15 main:574] : INFO : Epoch 31 | loss: 0.0515828 | val_loss: 0.0489115 | Time: 7139.26 ms [2020-11-10 19:44:22 main:574] : INFO : Epoch 32 | loss: 0.0433754 | val_loss: 0.0367787 | Time: 7154.86 ms [2020-11-10 19:44:29 main:574] : INFO : Epoch 33 | loss: 0.0287685 | val_loss: 0.0233503 | Time: 7191.1 ms [2020-11-10 19:44:36 main:574] : INFO : Epoch 34 | loss: 0.0231828 | val_loss: 0.0209894 | Time: 7168.26 ms [2020-11-10 19:44:44 main:574] : INFO : Epoch 35 | loss: 0.0208595 | val_loss: 0.014978 | Time: 7140.19 ms [2020-11-10 19:44:51 main:574] : INFO : Epoch 36 | loss: 0.0139461 | val_loss: 0.0140339 | Time: 7012.02 ms [2020-11-10 19:44:58 main:574] : INFO : Epoch 37 | loss: 0.0138475 | val_loss: 0.0132601 | Time: 7376.76 ms [2020-11-10 19:45:06 main:574] : INFO : Epoch 38 | loss: 0.0111782 | val_loss: 0.010908 | Time: 7379.81 ms [2020-11-10 19:45:13 main:574] : INFO : Epoch 39 | loss: 0.0123046 | val_loss: 0.0134557 | Time: 7426.64 ms [2020-11-10 19:45:20 main:574] : INFO : Epoch 40 | loss: 0.010502 | val_loss: 0.0101235 | Time: 7416.29 ms [2020-11-10 19:45:28 main:574] : INFO : Epoch 41 | loss: 0.0094411 | val_loss: 0.00972838 | Time: 7303.21 ms [2020-11-10 19:45:35 main:574] : INFO : Epoch 42 | loss: 0.0150481 | val_loss: 0.0225884 | Time: 7548.12 ms [2020-11-10 19:45:43 main:574] : INFO : Epoch 43 | loss: 0.0146185 | val_loss: 0.0103253 | Time: 7443.6 ms [2020-11-10 19:45:51 main:574] : INFO : Epoch 44 | loss: 0.0144305 | val_loss: 0.0226098 | Time: 7483.72 ms [2020-11-10 19:45:58 main:574] : INFO : Epoch 45 | loss: 0.0110635 | val_loss: 0.0094444 | Time: 7452.22 ms [2020-11-10 19:46:06 main:574] : INFO : Epoch 46 | loss: 0.00975384 | val_loss: 0.00943334 | Time: 7471.65 ms [2020-11-10 19:46:13 main:574] : INFO : Epoch 47 | loss: 0.0147474 | val_loss: 0.0135098 | Time: 7330.47 ms [2020-11-10 19:46:20 main:574] : INFO : Epoch 48 | loss: 0.00952922 | val_loss: 0.00880011 | Time: 7378.67 ms [2020-11-10 19:46:28 main:574] : INFO : Epoch 49 | loss: 0.00821461 | val_loss: 0.00830042 | Time: 7282.04 ms [2020-11-10 19:46:35 main:574] : INFO : Epoch 50 | loss: 0.00781399 | val_loss: 0.0078258 | Time: 7458.82 ms [2020-11-10 19:46:43 main:574] : INFO : Epoch 51 | loss: 0.00753579 | val_loss: 0.00760596 | Time: 7436.84 ms [2020-11-10 19:46:50 main:574] : INFO : Epoch 52 | loss: 0.00729556 | val_loss: 0.00731837 | Time: 7222.68 ms [2020-11-10 19:46:57 main:574] : INFO : Epoch 53 | loss: 0.0070856 | val_loss: 0.00711528 | Time: 7114.92 ms [2020-11-10 19:47:04 main:574] : INFO : Epoch 54 | loss: 0.00689919 | val_loss: 0.00693149 | Time: 7121.11 ms [2020-11-10 19:47:12 main:574] : INFO : Epoch 55 | loss: 0.00672205 | val_loss: 0.00675702 | Time: 7277.14 ms [2020-11-10 19:47:19 main:574] : INFO : Epoch 56 | loss: 0.0065554 | val_loss: 0.00657409 | Time: 7257.07 ms [2020-11-10 19:47:26 main:574] : INFO : Epoch 57 | loss: 0.00639372 | val_loss: 0.00641841 | Time: 7098.76 ms [2020-11-10 19:47:33 main:574] : INFO : Epoch 58 | loss: 0.00623686 | val_loss: 0.00625443 | Time: 7102.06 ms [2020-11-10 19:47:40 main:574] : INFO : Epoch 59 | loss: 0.00608151 | val_loss: 0.00609121 | Time: 7124.77 ms [2020-11-10 19:47:48 main:574] : INFO : Epoch 60 | loss: 0.00592739 | val_loss: 0.00593673 | Time: 7125.52 ms [2020-11-10 19:47:55 main:574] : INFO : Epoch 61 | loss: 0.00577643 | val_loss: 0.00577968 | Time: 7242.28 ms [2020-11-10 19:48:02 main:574] : INFO : Epoch 62 | loss: 0.00562479 | val_loss: 0.00562693 | Time: 7197.87 ms [2020-11-10 19:48:09 main:574] : INFO : Epoch 63 | loss: 0.0054758 | val_loss: 0.00547654 | Time: 7201.3 ms [2020-11-10 19:48:17 main:574] : INFO : Epoch 64 | loss: 0.00532949 | val_loss: 0.00532299 | Time: 7215.32 ms [2020-11-10 19:48:24 main:574] : INFO : Epoch 65 | loss: 0.00518091 | val_loss: 0.00516808 | Time: 7237.24 ms [2020-11-10 19:48:31 main:574] : INFO : Epoch 66 | loss: 0.00503429 | val_loss: 0.00502487 | Time: 7316.17 ms [2020-11-10 19:48:39 main:574] : INFO : Epoch 67 | loss: 0.00489096 | val_loss: 0.00487966 | Time: 7313.91 ms [2020-11-10 19:48:46 main:574] : INFO : Epoch 68 | loss: 0.0047469 | val_loss: 0.00472697 | Time: 7304.67 ms [2020-11-10 19:48:53 main:574] : INFO : Epoch 69 | loss: 0.00460392 | val_loss: 0.00458286 | Time: 7108.41 ms [2020-11-10 19:49:01 main:574] : INFO : Epoch 70 | loss: 0.00446225 | val_loss: 0.00443772 | Time: 7236.12 ms [2020-11-10 19:49:08 main:574] : INFO : Epoch 71 | loss: 0.00432206 | val_loss: 0.00429464 | Time: 7292.31 ms [2020-11-10 19:49:15 main:574] : INFO : Epoch 72 | loss: 0.00418165 | val_loss: 0.00415591 | Time: 7120.18 ms [2020-11-10 19:49:22 main:574] : INFO : Epoch 73 | loss: 0.00404417 | val_loss: 0.00402156 | Time: 7276.93 ms [2020-11-10 19:49:30 main:574] : INFO : Epoch 74 | loss: 0.00390714 | val_loss: 0.00387963 | Time: 7300.74 ms [2020-11-10 19:49:37 main:574] : INFO : Epoch 75 | loss: 0.00377258 | val_loss: 0.00374108 | Time: 7483.94 ms [2020-11-10 19:49:45 main:574] : INFO : Epoch 76 | loss: 0.00364016 | val_loss: 0.00361682 | Time: 7263.66 ms [2020-11-10 19:49:52 main:574] : INFO : Epoch 77 | loss: 0.00350857 | val_loss: 0.00348139 | Time: 7529.55 ms [2020-11-10 19:50:00 main:574] : INFO : Epoch 78 | loss: 0.00338112 | val_loss: 0.0033558 | Time: 7407.54 ms [2020-11-10 19:50:07 main:574] : INFO : Epoch 79 | loss: 0.00325771 | val_loss: 0.00322127 | Time: 7560.21 ms [2020-11-10 19:50:15 main:574] : INFO : Epoch 80 | loss: 0.00312934 | val_loss: 0.00309752 | Time: 7458.87 ms [2020-11-10 19:50:22 main:574] : INFO : Epoch 81 | loss: 0.00300882 | val_loss: 0.00297849 | Time: 7272.71 ms [2020-11-10 19:50:29 main:574] : INFO : Epoch 82 | loss: 0.0028911 | val_loss: 0.00286338 | Time: 7160.63 ms [2020-11-10 19:50:37 main:574] : INFO : Epoch 83 | loss: 0.00277792 | val_loss: 0.00274859 | Time: 7133.34 ms [2020-11-10 19:50:44 main:574] : INFO : Epoch 84 | loss: 0.00266574 | val_loss: 0.00263649 | Time: 7128.2 ms [2020-11-10 19:50:51 main:574] : INFO : Epoch 85 | loss: 0.00255872 | val_loss: 0.0025324 | Time: 7077.73 ms [2020-11-10 19:50:58 main:574] : INFO : Epoch 86 | loss: 0.00245461 | val_loss: 0.00242726 | Time: 7136.81 ms [2020-11-10 19:51:05 main:574] : INFO : Epoch 87 | loss: 0.00235256 | val_loss: 0.00232524 | Time: 7417.83 ms [2020-11-10 19:51:13 main:574] : INFO : Epoch 88 | loss: 0.00225444 | val_loss: 0.0022297 | Time: 7109.05 ms [2020-11-10 19:51:20 main:574] : INFO : Epoch 89 | loss: 0.00215967 | val_loss: 0.00213306 | Time: 7319.04 ms [2020-11-10 19:51:28 main:574] : INFO : Epoch 90 | loss: 0.00206735 | val_loss: 0.002041 | Time: 7385.15 ms [2020-11-10 19:51:35 main:574] : INFO : Epoch 91 | loss: 0.00197868 | val_loss: 0.00195483 | Time: 7210.78 ms [2020-11-10 19:51:42 main:574] : INFO : Epoch 92 | loss: 0.0018932 | val_loss: 0.00186963 | Time: 7323.24 ms [2020-11-10 19:51:50 main:574] : INFO : Epoch 93 | loss: 0.0018108 | val_loss: 0.00178804 | Time: 7297.45 ms [2020-11-10 19:51:57 main:574] : INFO : Epoch 94 | loss: 0.00173111 | val_loss: 0.00170876 | Time: 7246.18 ms [2020-11-10 19:52:04 main:574] : INFO : Epoch 95 | loss: 0.00165442 | val_loss: 0.00163547 | Time: 7329.76 ms [2020-11-10 19:52:12 main:574] : INFO : Epoch 96 | loss: 0.00158103 | val_loss: 0.00156429 | Time: 7386.18 ms [2020-11-10 19:52:19 main:574] : INFO : Epoch 97 | loss: 0.00151023 | val_loss: 0.0014924 | Time: 7247.65 ms [2020-11-10 19:52:27 main:574] : INFO : Epoch 98 | loss: 0.00144198 | val_loss: 0.00142515 | Time: 7501.07 ms [2020-11-10 19:52:34 main:574] : INFO : Epoch 99 | loss: 0.00137624 | val_loss: 0.00136073 | Time: 7378.94 ms [2020-11-10 19:52:42 main:574] : INFO : Epoch 100 | loss: 0.00131319 | val_loss: 0.0012985 | Time: 7472.43 ms [2020-11-10 19:52:49 main:574] : INFO : Epoch 101 | loss: 0.00125307 | val_loss: 0.00123852 | Time: 7465.58 ms [2020-11-10 19:52:57 main:574] : INFO : Epoch 102 | loss: 0.0011952 | val_loss: 0.0011807 | Time: 7490.95 ms [2020-11-10 19:53:04 main:574] : INFO : Epoch 103 | loss: 0.00113936 | val_loss: 0.00112663 | Time: 7199.27 ms [2020-11-10 19:53:11 main:574] : INFO : Epoch 104 | loss: 0.00108623 | val_loss: 0.00107228 | Time: 7093.62 ms [2020-11-10 19:53:18 main:574] : INFO : Epoch 105 | loss: 0.00103546 | val_loss: 0.00102222 | Time: 7075.24 ms [2020-11-10 19:53:25 main:574] : INFO : Epoch 106 | loss: 0.000986499 | val_loss: 0.000975817 | Time: 7279.17 ms [2020-11-10 19:53:33 main:574] : INFO : Epoch 107 | loss: 0.000940521 | val_loss: 0.000929782 | Time: 7216.77 ms [2020-11-10 19:53:40 main:574] : INFO : Epoch 108 | loss: 0.00089586 | val_loss: 0.000884553 | Time: 7182.49 ms [2020-11-10 19:53:47 main:574] : INFO : Epoch 109 | loss: 0.000852526 | val_loss: 0.000842639 | Time: 7250.1 ms [2020-11-10 19:53:54 main:574] : INFO : Epoch 110 | loss: 0.000811964 | val_loss: 0.000803683 | Time: 7201.39 ms [2020-11-10 19:54:02 main:574] : INFO : Epoch 111 | loss: 0.000773139 | val_loss: 0.000764712 | Time: 7295.69 ms [2020-11-10 19:54:09 main:574] : INFO : Epoch 112 | loss: 0.000736664 | val_loss: 0.000727974 | Time: 7371.79 ms [2020-11-10 19:54:17 main:574] : INFO : Epoch 113 | loss: 0.000700861 | val_loss: 0.000693653 | Time: 7372.8 ms [2020-11-10 19:54:24 main:574] : INFO : Epoch 114 | loss: 0.000667548 | val_loss: 0.000661372 | Time: 7140.05 ms [2020-11-10 19:54:31 main:574] : INFO : Epoch 115 | loss: 0.000635219 | val_loss: 0.000630018 | Time: 7277.99 ms [2020-11-10 19:54:39 main:574] : INFO : Epoch 116 | loss: 0.000605165 | val_loss: 0.00059841 | Time: 7493.41 ms [2020-11-10 19:54:46 main:574] : INFO : Epoch 117 | loss: 0.000576194 | val_loss: 0.000570675 | Time: 7509.79 ms [2020-11-10 19:54:54 main:574] : INFO : Epoch 118 | loss: 0.000548681 | val_loss: 0.000546712 | Time: 7476.2 ms [2020-11-10 19:55:01 main:574] : INFO : Epoch 119 | loss: 0.00052299 | val_loss: 0.000517548 | Time: 7400.17 ms [2020-11-10 19:55:08 main:574] : INFO : Epoch 120 | loss: 0.000498294 | val_loss: 0.000495308 | Time: 7333.92 ms [2020-11-10 19:55:16 main:574] : INFO : Epoch 121 | loss: 0.000474747 | val_loss: 0.000470765 | Time: 7145.5 ms [2020-11-10 19:55:23 main:574] : INFO : Epoch 122 | loss: 0.000452036 | val_loss: 0.000448839 | Time: 7222.59 ms [2020-11-10 19:55:30 main:574] : INFO : Epoch 123 | loss: 0.000431128 | val_loss: 0.000426618 | Time: 7420.09 ms [2020-11-10 19:55:38 main:574] : INFO : Epoch 124 | loss: 0.000410528 | val_loss: 0.000409184 | Time: 7431.73 ms [2020-11-10 19:55:45 main:574] : INFO : Epoch 125 | loss: 0.000392396 | val_loss: 0.000390908 | Time: 7558.52 ms [2020-11-10 19:55:53 main:574] : INFO : Epoch 126 | loss: 0.000374161 | val_loss: 0.000373676 | Time: 7512.15 ms [2020-11-10 19:56:00 main:574] : INFO : Epoch 127 | loss: 0.00035778 | val_loss: 0.000354598 | Time: 7470.45 ms [2020-11-10 19:56:08 main:574] : INFO : Epoch 128 | loss: 0.000341833 | val_loss: 0.000340983 | Time: 7559.67 ms [2020-11-10 19:56:16 main:574] : INFO : Epoch 129 | loss: 0.000326594 | val_loss: 0.000326422 | Time: 7511.98 ms [2020-11-10 19:56:23 main:574] : INFO : Epoch 130 | loss: 0.000312624 | val_loss: 0.000311244 | Time: 7388.2 ms [2020-11-10 19:56:31 main:574] : INFO : Epoch 131 | loss: 0.000299247 | val_loss: 0.000297867 | Time: 7663.13 ms [2020-11-10 19:56:38 main:574] : INFO : Epoch 132 | loss: 0.000286968 | val_loss: 0.000287355 | Time: 7625.75 ms [2020-11-10 19:56:46 main:574] : INFO : Epoch 133 | loss: 0.000275307 | val_loss: 0.000278288 | Time: 7637.04 ms [2020-11-10 19:56:54 main:574] : INFO : Epoch 134 | loss: 0.000264442 | val_loss: 0.000264971 | Time: 7642.25 ms [2020-11-10 19:57:01 main:574] : INFO : Epoch 135 | loss: 0.000253845 | val_loss: 0.000254315 | Time: 7534.23 ms [2020-11-10 19:57:09 main:574] : INFO : Epoch 136 | loss: 0.000244106 | val_loss: 0.000244745 | Time: 7598.08 ms [2020-11-10 19:57:16 main:574] : INFO : Epoch 137 | loss: 0.000234698 | val_loss: 0.000232971 | Time: 7489.1 ms [2020-11-10 19:57:24 main:574] : INFO : Epoch 138 | loss: 0.000226202 | val_loss: 0.0002278 | Time: 7448.11 ms [2020-11-10 19:57:31 main:574] : INFO : Epoch 139 | loss: 0.000218035 | val_loss: 0.000220431 | Time: 7369.9 ms [2020-11-10 19:57:39 main:574] : INFO : Epoch 140 | loss: 0.000210128 | val_loss: 0.000210846 | Time: 7396.24 ms [2020-11-10 19:57:46 main:574] : INFO : Epoch 141 | loss: 0.000202558 | val_loss: 0.000204298 | Time: 7320.91 ms [2020-11-10 19:57:54 main:574] : INFO : Epoch 142 | loss: 0.000195221 | val_loss: 0.000195993 | Time: 7378.83 ms [2020-11-10 19:58:01 main:574] : INFO : Epoch 143 | loss: 0.000189157 | val_loss: 0.000190435 | Time: 7455.36 ms [2020-11-10 19:58:09 main:574] : INFO : Epoch 144 | loss: 0.00018274 | val_loss: 0.000184053 | Time: 7521.03 ms [2020-11-10 19:58:16 main:574] : INFO : Epoch 145 | loss: 0.00017705 | val_loss: 0.000178614 | Time: 7622.25 ms [2020-11-10 19:58:24 main:574] : INFO : Epoch 146 | loss: 0.000171134 | val_loss: 0.000172606 | Time: 7564.14 ms [2020-11-10 19:58:31 main:574] : INFO : Epoch 147 | loss: 0.000165189 | val_loss: 0.000166718 | Time: 7416.64 ms [2020-11-10 19:58:39 main:574] : INFO : Epoch 148 | loss: 0.000160632 | val_loss: 0.000162031 | Time: 7292.63 ms [2020-11-10 19:58:46 main:574] : INFO : Epoch 149 | loss: 0.000155864 | val_loss: 0.000157407 | Time: 7434.8 ms [2020-11-10 19:58:54 main:574] : INFO : Epoch 150 | loss: 0.000150834 | val_loss: 0.00015135 | Time: 7487.38 ms [2020-11-10 19:59:01 main:574] : INFO : Epoch 151 | loss: 0.000146188 | val_loss: 0.000148633 | Time: 7447.69 ms [2020-11-10 19:59:09 main:574] : INFO : Epoch 152 | loss: 0.000142677 | val_loss: 0.00014322 | Time: 7372.9 ms [2020-11-10 19:59:16 main:574] : INFO : Epoch 153 | loss: 0.000138461 | val_loss: 0.000141778 | Time: 7229.2 ms [2020-11-10 19:59:23 main:574] : INFO : Epoch 154 | loss: 0.000134589 | val_loss: 0.000137475 | Time: 7208.45 ms [2020-11-10 19:59:30 main:574] : INFO : Epoch 155 | loss: 0.000130752 | val_loss: 0.000132355 | Time: 7384.57 ms [2020-11-10 19:59:38 main:574] : INFO : Epoch 156 | loss: 0.000127507 | val_loss: 0.000129519 | Time: 7245.85 ms [2020-11-10 19:59:45 main:574] : INFO : Epoch 157 | loss: 0.000124133 | val_loss: 0.000126063 | Time: 7472.6 ms [2020-11-10 19:59:53 main:574] : INFO : Epoch 158 | loss: 0.000121075 | val_loss: 0.000124839 | Time: 7505.8 ms [2020-11-10 20:00:00 main:574] : INFO : Epoch 159 | loss: 0.000118169 | val_loss: 0.000119299 | Time: 7567.46 ms [2020-11-10 20:00:08 main:574] : INFO : Epoch 160 | loss: 0.000114975 | val_loss: 0.00011634 | Time: 7367.84 ms [2020-11-10 20:00:15 main:574] : INFO : Epoch 161 | loss: 0.000112405 | val_loss: 0.000116412 | Time: 7318.59 ms [2020-11-10 20:00:23 main:574] : INFO : Epoch 162 | loss: 0.000109659 | val_loss: 0.000111424 | Time: 7186.7 ms [2020-11-10 20:00:30 main:574] : INFO : Epoch 163 | loss: 0.000107262 | val_loss: 0.000108547 | Time: 7273.42 ms [2020-11-10 20:00:37 main:574] : INFO : Epoch 164 | loss: 0.000105094 | val_loss: 0.000108183 | Time: 7282.76 ms [2020-11-10 20:00:44 main:574] : INFO : Epoch 165 | loss: 0.000102496 | val_loss: 0.00010414 | Time: 7242.81 ms [2020-11-10 20:00:52 main:574] : INFO : Epoch 166 | loss: 9.99081e-05 | val_loss: 0.000101565 | Time: 7135.48 ms [2020-11-10 20:00:59 main:574] : INFO : Epoch 167 | loss: 9.78398e-05 | val_loss: 9.90501e-05 | Time: 7593.84 ms [2020-11-10 20:01:07 main:574] : INFO : Epoch 168 | loss: 9.57186e-05 | val_loss: 9.73453e-05 | Time: 7394.77 ms [2020-11-10 20:01:14 main:574] : INFO : Epoch 169 | loss: 9.41481e-05 | val_loss: 9.66136e-05 | Time: 7437.55 ms [2020-11-10 20:01:22 main:574] : INFO : Epoch 170 | loss: 9.1943e-05 | val_loss: 9.40621e-05 | Time: 7360.48 ms [2020-11-10 20:01:29 main:574] : INFO : Epoch 171 | loss: 9.00086e-05 | val_loss: 9.20457e-05 | Time: 7422.77 ms [2020-11-10 20:01:36 main:574] : INFO : Epoch 172 | loss: 8.85727e-05 | val_loss: 9.05649e-05 | Time: 7319.04 ms [2020-11-10 20:01:44 main:574] : INFO : Epoch 173 | loss: 8.66185e-05 | val_loss: 8.77553e-05 | Time: 7532.86 ms [2020-11-10 20:01:51 main:574] : INFO : Epoch 174 | loss: 8.4768e-05 | val_loss: 8.52437e-05 | Time: 7386.55 ms [2020-11-10 20:01:59 main:574] : INFO : Epoch 175 | loss: 8.3483e-05 | val_loss: 8.52981e-05 | Time: 7300.53 ms [2020-11-10 20:02:06 main:574] : INFO : Epoch 176 | loss: 8.19548e-05 | val_loss: 8.27736e-05 | Time: 7310.37 ms [2020-11-10 20:02:13 main:574] : INFO : Epoch 177 | loss: 8.05865e-05 | val_loss: 8.21083e-05 | Time: 7290.76 ms [2020-11-10 20:02:21 main:574] : INFO : Epoch 178 | loss: 7.89501e-05 | val_loss: 8.01614e-05 | Time: 7332.46 ms [2020-11-10 20:02:28 main:574] : INFO : Epoch 179 | loss: 7.72991e-05 | val_loss: 7.80713e-05 | Time: 7270.01 ms [2020-11-10 20:02:36 main:574] : INFO : Epoch 180 | loss: 7.61998e-05 | val_loss: 7.71378e-05 | Time: 7439.45 ms [2020-11-10 20:02:43 main:574] : INFO : Epoch 181 | loss: 7.48598e-05 | val_loss: 7.66127e-05 | Time: 7504.62 ms [2020-11-10 20:02:51 main:574] : INFO : Epoch 182 | loss: 7.34407e-05 | val_loss: 7.60078e-05 | Time: 7560.18 ms [2020-11-10 20:02:58 main:574] : INFO : Epoch 183 | loss: 7.2287e-05 | val_loss: 7.32295e-05 | Time: 7321.52 ms [2020-11-10 20:03:05 main:574] : INFO : Epoch 184 | loss: 7.10356e-05 | val_loss: 7.18363e-05 | Time: 7304.41 ms [2020-11-10 20:03:13 main:574] : INFO : Epoch 185 | loss: 6.9839e-05 | val_loss: 7.13505e-05 | Time: 7232.8 ms [2020-11-10 20:03:20 main:574] : INFO : Epoch 186 | loss: 6.88616e-05 | val_loss: 7.07612e-05 | Time: 7184.02 ms [2020-11-10 20:03:27 main:574] : INFO : Epoch 187 | loss: 6.77796e-05 | val_loss: 6.85039e-05 | Time: 7165.75 ms [2020-11-10 20:03:34 main:574] : INFO : Epoch 188 | loss: 6.66128e-05 | val_loss: 6.82245e-05 | Time: 7170.51 ms [2020-11-10 20:03:42 main:574] : INFO : Epoch 189 | loss: 6.55925e-05 | val_loss: 6.74881e-05 | Time: 7258.17 ms [2020-11-10 20:03:49 main:574] : INFO : Epoch 190 | loss: 6.48566e-05 | val_loss: 6.56481e-05 | Time: 7431.94 ms [2020-11-10 20:03:56 main:574] : INFO : Epoch 191 | loss: 6.36968e-05 | val_loss: 6.56389e-05 | Time: 7241.37 ms [2020-11-10 20:04:04 main:574] : INFO : Epoch 192 | loss: 6.21578e-05 | val_loss: 6.39795e-05 | Time: 7226.37 ms [2020-11-10 20:04:04 main:597] : INFO : Saving trained model to model-final.pt, val_loss 6.39795e-05 [2020-11-10 20:04:04 main:603] : INFO : Saving end state to config to file [2020-11-10 20:04:04 main:608] : INFO : Success, exiting.. 20:04:04 (5744): 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)