Task 2944645
| Name | rand_automata_0021-1605425913-3038-0_0 |
| Workunit | 1328106 |
| Created | 15 Nov 2020, 7:38:35 UTC |
| Sent | 18 Nov 2020, 10:12:13 UTC |
| Report deadline | 26 Nov 2020, 10:12:13 UTC |
| Received | 18 Nov 2020, 10:41:54 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 3682 |
| Run time | 14 min 53 sec |
| CPU time | 13 min 23 sec |
| Validate state | Valid |
| Credit | 959.40 |
| Device peak FLOPS | 11,978.66 GFLOPS |
| Application version | Machine Learning Dataset Generator (GPU) v9.75 (cuda10200) windows_x86_64 |
| Peak working set size | 1.49 GB |
| Peak swap size | 3.25 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 1080 Ti) [2020-11-18 05:15:40 main:435] : INFO : Set logging level to 1 [2020-11-18 05:15:40 main:441] : INFO : Running in BOINC Client mode [2020-11-18 05:15:40 main:444] : INFO : Resolving all filenames [2020-11-18 05:15:40 main:452] : INFO : Resolved: dataset.hdf5 => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0021-train-val-dataset.hdf5 (exists = 1) [2020-11-18 05:15:40 main:452] : INFO : Resolved: model.cfg => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0021-1605425913-3038-0_0_r1692181224_1 (exists = 0) [2020-11-18 05:15:40 main:452] : INFO : Resolved: model-final.pt => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0021-1605425913-3038-0_0_r1692181224_0 (exists = 0) [2020-11-18 05:15:40 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 0) [2020-11-18 05:15:40 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 0) [2020-11-18 05:15:40 main:472] : INFO : Dataset filename: ../../projects/www.mlcathome.org_mlcathome/rand_automata_0021-train-val-dataset.hdf5 [2020-11-18 05:15:40 main:474] : INFO : Configuration: [2020-11-18 05:15:40 main:475] : INFO : Model type: LSTM [2020-11-18 05:15:40 main:476] : INFO : Validation Loss Threshold: 0.0001 [2020-11-18 05:15:40 main:477] : INFO : Max Epochs: 192 [2020-11-18 05:15:40 main:478] : INFO : Batch Size: 32 [2020-11-18 05:15:40 main:479] : INFO : Learning Rate: 0.001 [2020-11-18 05:15:40 main:480] : INFO : Patience: 10 [2020-11-18 05:15:41 main:481] : INFO : Hidden Width: 64 [2020-11-18 05:15:41 main:482] : INFO : # Recurrent Layers: 4 [2020-11-18 05:15:41 main:483] : INFO : # Backend Layers: 2 [2020-11-18 05:15:41 main:484] : INFO : # Threads: 1 [2020-11-18 05:15:41 main:486] : INFO : Preparing Dataset [2020-11-18 05:15:41 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0021-train-val-dataset.hdf5 into memory [2020-11-18 05:15:41 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0021-train-val-dataset.hdf5 into memory [2020-11-18 05:15:43 load:106] : INFO : Successfully loaded dataset of 4096 examples into memory. [2020-11-18 05:15:43 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0021-train-val-dataset.hdf5 into memory [2020-11-18 05:15:43 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0021-train-val-dataset.hdf5 into memory [2020-11-18 05:15:43 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2020-11-18 05:15:43 main:494] : INFO : Creating Model [2020-11-18 05:15:43 main:507] : INFO : Preparing config file [2020-11-18 05:15:43 main:519] : INFO : Creating new config file [2020-11-18 05:15:44 main:559] : INFO : Loading DataLoader into Memory [2020-11-18 05:15:44 main:562] : INFO : Starting Training [2020-11-18 05:15:49 main:574] : INFO : Epoch 1 | loss: 0.0664868 | val_loss: 0.0659334 | Time: 4629.03 ms [2020-11-18 05:15:53 main:574] : INFO : Epoch 2 | loss: 0.065818 | val_loss: 0.0649721 | Time: 4269.23 ms [2020-11-18 05:15:57 main:574] : INFO : Epoch 3 | loss: 0.0642063 | val_loss: 0.0629984 | Time: 4205.78 ms [2020-11-18 05:16:02 main:574] : INFO : Epoch 4 | loss: 0.0613535 | val_loss: 0.0598612 | Time: 4222.74 ms [2020-11-18 05:16:06 main:574] : INFO : Epoch 5 | loss: 0.0587102 | val_loss: 0.0578027 | Time: 4191.11 ms [2020-11-18 05:16:10 main:574] : INFO : Epoch 6 | loss: 0.0570374 | val_loss: 0.0564099 | Time: 4296.44 ms [2020-11-18 05:16:15 main:574] : INFO : Epoch 7 | loss: 0.055725 | val_loss: 0.0551457 | Time: 4246.6 ms [2020-11-18 05:16:19 main:574] : INFO : Epoch 8 | loss: 0.0544112 | val_loss: 0.0539217 | Time: 4220.43 ms [2020-11-18 05:16:23 main:574] : INFO : Epoch 9 | loss: 0.0529974 | val_loss: 0.0523609 | Time: 4162.78 ms [2020-11-18 05:16:28 main:574] : INFO : Epoch 10 | loss: 0.0514042 | val_loss: 0.0507232 | Time: 4239.34 ms [2020-11-18 05:16:32 main:574] : INFO : Epoch 11 | loss: 0.0495642 | val_loss: 0.0489055 | Time: 4220.99 ms [2020-11-18 05:16:36 main:574] : INFO : Epoch 12 | loss: 0.0475356 | val_loss: 0.0467913 | Time: 4241.66 ms [2020-11-18 05:16:41 main:574] : INFO : Epoch 13 | loss: 0.0452027 | val_loss: 0.0443387 | Time: 4205.58 ms [2020-11-18 05:16:45 main:574] : INFO : Epoch 14 | loss: 0.0427903 | val_loss: 0.0422632 | Time: 4214.28 ms [2020-11-18 05:16:49 main:574] : INFO : Epoch 15 | loss: 0.0400267 | val_loss: 0.0392178 | Time: 4253.64 ms [2020-11-18 05:16:53 main:574] : INFO : Epoch 16 | loss: 0.0371629 | val_loss: 0.0365009 | Time: 4223.95 ms [2020-11-18 05:16:58 main:574] : INFO : Epoch 17 | loss: 0.0341526 | val_loss: 0.0341619 | Time: 4245.84 ms [2020-11-18 05:17:02 main:574] : INFO : Epoch 18 | loss: 0.031095 | val_loss: 0.0312052 | Time: 4186.3 ms [2020-11-18 05:17:06 main:574] : INFO : Epoch 19 | loss: 0.0284202 | val_loss: 0.0288253 | Time: 4232.74 ms [2020-11-18 05:17:11 main:574] : INFO : Epoch 20 | loss: 0.0258001 | val_loss: 0.0265291 | Time: 4176.66 ms [2020-11-18 05:17:15 main:574] : INFO : Epoch 21 | loss: 0.0250004 | val_loss: 0.0255161 | Time: 4191.55 ms [2020-11-18 05:17:19 main:574] : INFO : Epoch 22 | loss: 0.0212958 | val_loss: 0.0222344 | Time: 4285.47 ms [2020-11-18 05:17:24 main:574] : INFO : Epoch 23 | loss: 0.0215443 | val_loss: 0.0180617 | Time: 4257.61 ms [2020-11-18 05:17:28 main:574] : INFO : Epoch 24 | loss: 0.0187291 | val_loss: 0.0152518 | Time: 4191.58 ms [2020-11-18 05:17:32 main:574] : INFO : Epoch 25 | loss: 0.0318477 | val_loss: 0.0228255 | Time: 4190.63 ms [2020-11-18 05:17:37 main:574] : INFO : Epoch 26 | loss: 0.0169423 | val_loss: 0.017835 | Time: 4209.53 ms [2020-11-18 05:17:41 main:574] : INFO : Epoch 27 | loss: 0.0125271 | val_loss: 0.0122721 | Time: 4286.1 ms [2020-11-18 05:17:45 main:574] : INFO : Epoch 28 | loss: 0.0138266 | val_loss: 0.0222571 | Time: 4227.37 ms [2020-11-18 05:17:49 main:574] : INFO : Epoch 29 | loss: 0.0139392 | val_loss: 0.0112539 | Time: 4179.93 ms [2020-11-18 05:17:54 main:574] : INFO : Epoch 30 | loss: 0.0115392 | val_loss: 0.02394 | Time: 4203.64 ms [2020-11-18 05:17:58 main:574] : INFO : Epoch 31 | loss: 0.0173266 | val_loss: 0.0160479 | Time: 4220.54 ms [2020-11-18 05:18:02 main:574] : INFO : Epoch 32 | loss: 0.0131026 | val_loss: 0.0196254 | Time: 4341.06 ms [2020-11-18 05:18:07 main:574] : INFO : Epoch 33 | loss: 0.020772 | val_loss: 0.0573689 | Time: 4355.05 ms [2020-11-18 05:18:11 main:574] : INFO : Epoch 34 | loss: 0.0504511 | val_loss: 0.0392363 | Time: 4200.9 ms [2020-11-18 05:18:16 main:574] : INFO : Epoch 35 | loss: 0.0217571 | val_loss: 0.0125299 | Time: 4272.15 ms [2020-11-18 05:18:20 main:574] : INFO : Epoch 36 | loss: 0.0123918 | val_loss: 0.011482 | Time: 4226.7 ms [2020-11-18 05:18:24 main:574] : INFO : Epoch 37 | loss: 0.00910071 | val_loss: 0.0110124 | Time: 4229.88 ms [2020-11-18 05:18:29 main:574] : INFO : Epoch 38 | loss: 0.0089125 | val_loss: 0.00854738 | Time: 4209.3 ms [2020-11-18 05:18:33 main:574] : INFO : Epoch 39 | loss: 0.0077297 | val_loss: 0.00772123 | Time: 4179.59 ms [2020-11-18 05:18:37 main:574] : INFO : Epoch 40 | loss: 0.00722255 | val_loss: 0.00740153 | Time: 4244.63 ms [2020-11-18 05:18:42 main:574] : INFO : Epoch 41 | loss: 0.00691967 | val_loss: 0.00708857 | Time: 4217.66 ms [2020-11-18 05:18:46 main:574] : INFO : Epoch 42 | loss: 0.00665604 | val_loss: 0.00682916 | Time: 4207.01 ms [2020-11-18 05:18:50 main:574] : INFO : Epoch 43 | loss: 0.0064214 | val_loss: 0.00662681 | Time: 4228.45 ms [2020-11-18 05:18:54 main:574] : INFO : Epoch 44 | loss: 0.00620316 | val_loss: 0.00637515 | Time: 4238.71 ms [2020-11-18 05:18:59 main:574] : INFO : Epoch 45 | loss: 0.00600108 | val_loss: 0.00617135 | Time: 4238.89 ms [2020-11-18 05:19:03 main:574] : INFO : Epoch 46 | loss: 0.00581712 | val_loss: 0.00596903 | Time: 4219.55 ms [2020-11-18 05:19:07 main:574] : INFO : Epoch 47 | loss: 0.00560582 | val_loss: 0.00576439 | Time: 4255.07 ms [2020-11-18 05:19:12 main:574] : INFO : Epoch 48 | loss: 0.00540588 | val_loss: 0.00558823 | Time: 4228.31 ms [2020-11-18 05:19:16 main:574] : INFO : Epoch 49 | loss: 0.0052245 | val_loss: 0.00532844 | Time: 4230.61 ms [2020-11-18 05:19:20 main:574] : INFO : Epoch 50 | loss: 0.00504591 | val_loss: 0.00515066 | Time: 4222.54 ms [2020-11-18 05:19:25 main:574] : INFO : Epoch 51 | loss: 0.0048733 | val_loss: 0.00496807 | Time: 4276.55 ms [2020-11-18 05:19:29 main:574] : INFO : Epoch 52 | loss: 0.00469947 | val_loss: 0.00479433 | Time: 4239.04 ms [2020-11-18 05:19:33 main:574] : INFO : Epoch 53 | loss: 0.00453188 | val_loss: 0.00460251 | Time: 4208.63 ms [2020-11-18 05:19:38 main:574] : INFO : Epoch 54 | loss: 0.00436429 | val_loss: 0.00443261 | Time: 4262.92 ms [2020-11-18 05:19:42 main:574] : INFO : Epoch 55 | loss: 0.00420123 | val_loss: 0.00426565 | Time: 4227 ms [2020-11-18 05:19:46 main:574] : INFO : Epoch 56 | loss: 0.00404111 | val_loss: 0.00409556 | Time: 4208.69 ms [2020-11-18 05:19:51 main:574] : INFO : Epoch 57 | loss: 0.00388317 | val_loss: 0.00393358 | Time: 4208.8 ms [2020-11-18 05:19:55 main:574] : INFO : Epoch 58 | loss: 0.00372867 | val_loss: 0.00376517 | Time: 4198.37 ms [2020-11-18 05:19:59 main:574] : INFO : Epoch 59 | loss: 0.00357628 | val_loss: 0.00360871 | Time: 4192.07 ms [2020-11-18 05:20:04 main:574] : INFO : Epoch 60 | loss: 0.00342856 | val_loss: 0.00342982 | Time: 4235.87 ms [2020-11-18 05:20:08 main:574] : INFO : Epoch 61 | loss: 0.00328426 | val_loss: 0.00328898 | Time: 4218.26 ms [2020-11-18 05:20:12 main:574] : INFO : Epoch 62 | loss: 0.0031416 | val_loss: 0.00315707 | Time: 4284.21 ms [2020-11-18 05:20:16 main:574] : INFO : Epoch 63 | loss: 0.00300585 | val_loss: 0.00299831 | Time: 4247.42 ms [2020-11-18 05:20:21 main:574] : INFO : Epoch 64 | loss: 0.00287173 | val_loss: 0.00286173 | Time: 4175.64 ms [2020-11-18 05:20:25 main:574] : INFO : Epoch 65 | loss: 0.00274152 | val_loss: 0.0027296 | Time: 4248.46 ms [2020-11-18 05:20:29 main:574] : INFO : Epoch 66 | loss: 0.00261655 | val_loss: 0.00260228 | Time: 4258.08 ms [2020-11-18 05:20:34 main:574] : INFO : Epoch 67 | loss: 0.00249401 | val_loss: 0.00248086 | Time: 4179.81 ms [2020-11-18 05:20:38 main:574] : INFO : Epoch 68 | loss: 0.00237687 | val_loss: 0.00235985 | Time: 4223.3 ms [2020-11-18 05:20:42 main:574] : INFO : Epoch 69 | loss: 0.00226252 | val_loss: 0.00224412 | Time: 4235.59 ms [2020-11-18 05:20:46 main:574] : INFO : Epoch 70 | loss: 0.002153 | val_loss: 0.00213809 | Time: 4232.92 ms [2020-11-18 05:20:51 main:574] : INFO : Epoch 71 | loss: 0.00204841 | val_loss: 0.00203159 | Time: 4214.65 ms [2020-11-18 05:20:55 main:574] : INFO : Epoch 72 | loss: 0.00194657 | val_loss: 0.0019299 | Time: 4253.63 ms [2020-11-18 05:20:59 main:574] : INFO : Epoch 73 | loss: 0.00184978 | val_loss: 0.00183052 | Time: 4206.22 ms [2020-11-18 05:21:04 main:574] : INFO : Epoch 74 | loss: 0.00175666 | val_loss: 0.00173976 | Time: 4262.74 ms [2020-11-18 05:21:08 main:574] : INFO : Epoch 75 | loss: 0.00166828 | val_loss: 0.00164797 | Time: 4498.1 ms [2020-11-18 05:21:13 main:574] : INFO : Epoch 76 | loss: 0.00158216 | val_loss: 0.00156644 | Time: 4226.86 ms [2020-11-18 05:21:17 main:574] : INFO : Epoch 77 | loss: 0.00150148 | val_loss: 0.00148339 | Time: 4307.01 ms [2020-11-18 05:21:21 main:574] : INFO : Epoch 78 | loss: 0.00142328 | val_loss: 0.00140601 | Time: 4270.26 ms [2020-11-18 05:21:26 main:574] : INFO : Epoch 79 | loss: 0.00134981 | val_loss: 0.0013353 | Time: 4289.49 ms [2020-11-18 05:21:30 main:574] : INFO : Epoch 80 | loss: 0.00127898 | val_loss: 0.00126214 | Time: 4224.03 ms [2020-11-18 05:21:34 main:574] : INFO : Epoch 81 | loss: 0.00121162 | val_loss: 0.00119601 | Time: 4244.2 ms [2020-11-18 05:21:39 main:574] : INFO : Epoch 82 | loss: 0.00114703 | val_loss: 0.00113173 | Time: 4220.13 ms [2020-11-18 05:21:43 main:574] : INFO : Epoch 83 | loss: 0.00108663 | val_loss: 0.00107318 | Time: 4268.65 ms [2020-11-18 05:21:47 main:574] : INFO : Epoch 84 | loss: 0.00102868 | val_loss: 0.00101406 | Time: 4260.48 ms [2020-11-18 05:21:51 main:574] : INFO : Epoch 85 | loss: 0.000972946 | val_loss: 0.000962753 | Time: 4246.81 ms [2020-11-18 05:21:56 main:574] : INFO : Epoch 86 | loss: 0.000921369 | val_loss: 0.000909374 | Time: 4261.4 ms [2020-11-18 05:22:00 main:574] : INFO : Epoch 87 | loss: 0.000871589 | val_loss: 0.000859989 | Time: 4264.46 ms [2020-11-18 05:22:04 main:574] : INFO : Epoch 88 | loss: 0.000824782 | val_loss: 0.000817556 | Time: 4248.1 ms [2020-11-18 05:22:09 main:574] : INFO : Epoch 89 | loss: 0.000780487 | val_loss: 0.000772171 | Time: 4207.48 ms [2020-11-18 05:22:13 main:574] : INFO : Epoch 90 | loss: 0.000738703 | val_loss: 0.000728251 | Time: 4291.64 ms [2020-11-18 05:22:17 main:574] : INFO : Epoch 91 | loss: 0.000698763 | val_loss: 0.000691087 | Time: 4258.55 ms [2020-11-18 05:22:22 main:574] : INFO : Epoch 92 | loss: 0.000661926 | val_loss: 0.000653171 | Time: 4218.8 ms [2020-11-18 05:22:26 main:574] : INFO : Epoch 93 | loss: 0.000627179 | val_loss: 0.00061915 | Time: 4221 ms [2020-11-18 05:22:30 main:574] : INFO : Epoch 94 | loss: 0.000593418 | val_loss: 0.000586387 | Time: 4242.51 ms [2020-11-18 05:22:35 main:574] : INFO : Epoch 95 | loss: 0.000562239 | val_loss: 0.000553835 | Time: 4259.87 ms [2020-11-18 05:22:39 main:574] : INFO : Epoch 96 | loss: 0.000532114 | val_loss: 0.000524793 | Time: 4216.86 ms [2020-11-18 05:22:43 main:574] : INFO : Epoch 97 | loss: 0.000504345 | val_loss: 0.000496171 | Time: 4230.11 ms [2020-11-18 05:22:48 main:574] : INFO : Epoch 98 | loss: 0.000477262 | val_loss: 0.000469858 | Time: 4225.79 ms [2020-11-18 05:22:52 main:574] : INFO : Epoch 99 | loss: 0.000452131 | val_loss: 0.000447001 | Time: 4213.84 ms [2020-11-18 05:22:56 main:574] : INFO : Epoch 100 | loss: 0.000427693 | val_loss: 0.000421754 | Time: 4298.61 ms [2020-11-18 05:23:01 main:574] : INFO : Epoch 101 | loss: 0.00040575 | val_loss: 0.000400196 | Time: 4263.63 ms [2020-11-18 05:23:05 main:574] : INFO : Epoch 102 | loss: 0.000383907 | val_loss: 0.000376038 | Time: 4196.66 ms [2020-11-18 05:23:09 main:574] : INFO : Epoch 103 | loss: 0.000363108 | val_loss: 0.000358348 | Time: 4204.21 ms [2020-11-18 05:23:13 main:574] : INFO : Epoch 104 | loss: 0.000344666 | val_loss: 0.000339022 | Time: 4302.15 ms [2020-11-18 05:23:18 main:574] : INFO : Epoch 105 | loss: 0.000326721 | val_loss: 0.000320538 | Time: 4247.54 ms [2020-11-18 05:23:22 main:574] : INFO : Epoch 106 | loss: 0.000309671 | val_loss: 0.000304804 | Time: 4239.67 ms [2020-11-18 05:23:26 main:574] : INFO : Epoch 107 | loss: 0.000293677 | val_loss: 0.000289091 | Time: 4216.22 ms [2020-11-18 05:23:31 main:574] : INFO : Epoch 108 | loss: 0.000278408 | val_loss: 0.000275956 | Time: 4254.79 ms [2020-11-18 05:23:35 main:574] : INFO : Epoch 109 | loss: 0.000264961 | val_loss: 0.000261115 | Time: 4257.63 ms [2020-11-18 05:23:39 main:574] : INFO : Epoch 110 | loss: 0.000251703 | val_loss: 0.000249683 | Time: 4235.51 ms [2020-11-18 05:23:44 main:574] : INFO : Epoch 111 | loss: 0.000239001 | val_loss: 0.000236756 | Time: 4255.26 ms [2020-11-18 05:23:48 main:574] : INFO : Epoch 112 | loss: 0.000227192 | val_loss: 0.000223872 | Time: 4205.81 ms [2020-11-18 05:23:52 main:574] : INFO : Epoch 113 | loss: 0.000215806 | val_loss: 0.00021252 | Time: 4260.37 ms [2020-11-18 05:23:56 main:574] : INFO : Epoch 114 | loss: 0.000204881 | val_loss: 0.000200687 | Time: 4216.91 ms [2020-11-18 05:24:01 main:574] : INFO : Epoch 115 | loss: 0.000195337 | val_loss: 0.000193422 | Time: 4282.66 ms [2020-11-18 05:24:05 main:574] : INFO : Epoch 116 | loss: 0.000185577 | val_loss: 0.000184777 | Time: 4256.58 ms [2020-11-18 05:24:09 main:574] : INFO : Epoch 117 | loss: 0.000176915 | val_loss: 0.000173034 | Time: 4235.98 ms [2020-11-18 05:24:14 main:574] : INFO : Epoch 118 | loss: 0.000167989 | val_loss: 0.000164517 | Time: 4201.96 ms [2020-11-18 05:24:18 main:574] : INFO : Epoch 119 | loss: 0.000160501 | val_loss: 0.000157614 | Time: 4205.99 ms [2020-11-18 05:24:22 main:574] : INFO : Epoch 120 | loss: 0.000153457 | val_loss: 0.000150956 | Time: 4242.54 ms [2020-11-18 05:24:27 main:574] : INFO : Epoch 121 | loss: 0.00014631 | val_loss: 0.000144506 | Time: 4250.28 ms [2020-11-18 05:24:31 main:574] : INFO : Epoch 122 | loss: 0.000139357 | val_loss: 0.000136329 | Time: 4127.98 ms [2020-11-18 05:24:35 main:574] : INFO : Epoch 123 | loss: 0.000133595 | val_loss: 0.000131333 | Time: 4233.02 ms [2020-11-18 05:24:39 main:574] : INFO : Epoch 124 | loss: 0.000127635 | val_loss: 0.000124976 | Time: 4306.52 ms [2020-11-18 05:24:44 main:574] : INFO : Epoch 125 | loss: 0.000122392 | val_loss: 0.000121417 | Time: 4231.4 ms [2020-11-18 05:24:48 main:574] : INFO : Epoch 126 | loss: 0.0001165 | val_loss: 0.000116332 | Time: 4269.75 ms [2020-11-18 05:24:52 main:574] : INFO : Epoch 127 | loss: 0.000112361 | val_loss: 0.000111533 | Time: 4263.65 ms [2020-11-18 05:24:57 main:574] : INFO : Epoch 128 | loss: 0.0001071 | val_loss: 0.000106545 | Time: 4188.67 ms [2020-11-18 05:25:01 main:574] : INFO : Epoch 129 | loss: 0.000103245 | val_loss: 0.000102806 | Time: 4254.35 ms [2020-11-18 05:25:05 main:574] : INFO : Epoch 130 | loss: 9.89974e-05 | val_loss: 9.85798e-05 | Time: 4275.92 ms [2020-11-18 05:25:10 main:574] : INFO : Epoch 131 | loss: 9.52453e-05 | val_loss: 9.58547e-05 | Time: 4215.53 ms [2020-11-18 05:25:14 main:574] : INFO : Epoch 132 | loss: 9.17988e-05 | val_loss: 9.02054e-05 | Time: 4285.57 ms [2020-11-18 05:25:18 main:574] : INFO : Epoch 133 | loss: 8.84392e-05 | val_loss: 9.10485e-05 | Time: 4279 ms [2020-11-18 05:25:23 main:574] : INFO : Epoch 134 | loss: 8.53138e-05 | val_loss: 8.47023e-05 | Time: 4215.06 ms [2020-11-18 05:25:27 main:574] : INFO : Epoch 135 | loss: 8.25359e-05 | val_loss: 8.1069e-05 | Time: 4240.46 ms [2020-11-18 05:25:31 main:574] : INFO : Epoch 136 | loss: 7.89023e-05 | val_loss: 7.82907e-05 | Time: 4267.43 ms [2020-11-18 05:25:36 main:574] : INFO : Epoch 137 | loss: 7.67841e-05 | val_loss: 7.62425e-05 | Time: 4267.01 ms [2020-11-18 05:25:40 main:574] : INFO : Epoch 138 | loss: 7.34163e-05 | val_loss: 7.33122e-05 | Time: 4264.81 ms [2020-11-18 05:25:44 main:574] : INFO : Epoch 139 | loss: 7.1629e-05 | val_loss: 7.1014e-05 | Time: 4222.89 ms [2020-11-18 05:25:48 main:574] : INFO : Epoch 140 | loss: 6.93747e-05 | val_loss: 6.86683e-05 | Time: 4207.73 ms [2020-11-18 05:25:53 main:574] : INFO : Epoch 141 | loss: 6.72863e-05 | val_loss: 6.65359e-05 | Time: 4278.3 ms [2020-11-18 05:25:57 main:574] : INFO : Epoch 142 | loss: 6.4866e-05 | val_loss: 6.377e-05 | Time: 4233.39 ms [2020-11-18 05:26:01 main:574] : INFO : Epoch 143 | loss: 6.27807e-05 | val_loss: 6.28095e-05 | Time: 4224.51 ms [2020-11-18 05:26:06 main:574] : INFO : Epoch 144 | loss: 6.10202e-05 | val_loss: 6.0076e-05 | Time: 4220.41 ms [2020-11-18 05:26:10 main:574] : INFO : Epoch 145 | loss: 5.85872e-05 | val_loss: 6.07829e-05 | Time: 4213.75 ms [2020-11-18 05:26:14 main:574] : INFO : Epoch 146 | loss: 5.76414e-05 | val_loss: 5.73789e-05 | Time: 4263.26 ms [2020-11-18 05:26:19 main:574] : INFO : Epoch 147 | loss: 5.58222e-05 | val_loss: 5.50931e-05 | Time: 4288.41 ms [2020-11-18 05:26:23 main:574] : INFO : Epoch 148 | loss: 5.40555e-05 | val_loss: 5.32228e-05 | Time: 4265.65 ms [2020-11-18 05:26:27 main:574] : INFO : Epoch 149 | loss: 5.28885e-05 | val_loss: 5.2348e-05 | Time: 4261.51 ms [2020-11-18 05:26:32 main:574] : INFO : Epoch 150 | loss: 5.16699e-05 | val_loss: 5.06182e-05 | Time: 4267.82 ms [2020-11-18 05:26:36 main:574] : INFO : Epoch 151 | loss: 4.94847e-05 | val_loss: 5.08116e-05 | Time: 4203.27 ms [2020-11-18 05:26:40 main:574] : INFO : Epoch 152 | loss: 4.81221e-05 | val_loss: 4.74277e-05 | Time: 4240.88 ms [2020-11-18 05:26:45 main:574] : INFO : Epoch 153 | loss: 4.72204e-05 | val_loss: 4.74247e-05 | Time: 4254.6 ms [2020-11-18 05:26:49 main:574] : INFO : Epoch 154 | loss: 4.58635e-05 | val_loss: 4.58428e-05 | Time: 4205.39 ms [2020-11-18 05:26:53 main:574] : INFO : Epoch 155 | loss: 4.51774e-05 | val_loss: 4.42443e-05 | Time: 4216.02 ms [2020-11-18 05:26:57 main:574] : INFO : Epoch 156 | loss: 4.44107e-05 | val_loss: 4.34375e-05 | Time: 4231.94 ms [2020-11-18 05:27:02 main:574] : INFO : Epoch 157 | loss: 4.25851e-05 | val_loss: 4.22005e-05 | Time: 4194.99 ms [2020-11-18 05:27:06 main:574] : INFO : Epoch 158 | loss: 4.16361e-05 | val_loss: 4.11609e-05 | Time: 4264.93 ms [2020-11-18 05:27:10 main:574] : INFO : Epoch 159 | loss: 4.04229e-05 | val_loss: 4.00326e-05 | Time: 4246.41 ms [2020-11-18 05:27:15 main:574] : INFO : Epoch 160 | loss: 3.9737e-05 | val_loss: 4.07611e-05 | Time: 4146.27 ms [2020-11-18 05:27:19 main:574] : INFO : Epoch 161 | loss: 3.87113e-05 | val_loss: 3.87647e-05 | Time: 4247.84 ms [2020-11-18 05:27:23 main:574] : INFO : Epoch 162 | loss: 3.79633e-05 | val_loss: 3.7604e-05 | Time: 4167.28 ms [2020-11-18 05:27:27 main:574] : INFO : Epoch 163 | loss: 3.76932e-05 | val_loss: 3.75331e-05 | Time: 4226.63 ms [2020-11-18 05:27:32 main:574] : INFO : Epoch 164 | loss: 3.62626e-05 | val_loss: 3.63044e-05 | Time: 4267.91 ms [2020-11-18 05:27:36 main:574] : INFO : Epoch 165 | loss: 3.49551e-05 | val_loss: 3.52311e-05 | Time: 4222.22 ms [2020-11-18 05:27:40 main:574] : INFO : Epoch 166 | loss: 3.53851e-05 | val_loss: 3.48974e-05 | Time: 4329.95 ms [2020-11-18 05:27:45 main:574] : INFO : Epoch 167 | loss: 3.38433e-05 | val_loss: 3.35215e-05 | Time: 4244.8 ms [2020-11-18 05:27:49 main:574] : INFO : Epoch 168 | loss: 3.41821e-05 | val_loss: 3.44461e-05 | Time: 4241.72 ms [2020-11-18 05:27:53 main:574] : INFO : Epoch 169 | loss: 3.28315e-05 | val_loss: 3.19344e-05 | Time: 4276.51 ms [2020-11-18 05:27:58 main:574] : INFO : Epoch 170 | loss: 3.21844e-05 | val_loss: 3.23913e-05 | Time: 4240.51 ms [2020-11-18 05:28:02 main:574] : INFO : Epoch 171 | loss: 3.1467e-05 | val_loss: 3.28609e-05 | Time: 4215.78 ms [2020-11-18 05:28:06 main:574] : INFO : Epoch 172 | loss: 3.05358e-05 | val_loss: 3.05663e-05 | Time: 4288.98 ms [2020-11-18 05:28:11 main:574] : INFO : Epoch 173 | loss: 3.0226e-05 | val_loss: 3.00421e-05 | Time: 4281.64 ms [2020-11-18 05:28:15 main:574] : INFO : Epoch 174 | loss: 2.96797e-05 | val_loss: 2.94924e-05 | Time: 4268.89 ms [2020-11-18 05:28:19 main:574] : INFO : Epoch 175 | loss: 2.94452e-05 | val_loss: 3.06468e-05 | Time: 4276.13 ms [2020-11-18 05:28:24 main:574] : INFO : Epoch 176 | loss: 2.89288e-05 | val_loss: 3.08685e-05 | Time: 4179.47 ms [2020-11-18 05:28:28 main:574] : INFO : Epoch 177 | loss: 2.85354e-05 | val_loss: 2.76374e-05 | Time: 4251.58 ms [2020-11-18 05:28:32 main:574] : INFO : Epoch 178 | loss: 2.73172e-05 | val_loss: 2.90394e-05 | Time: 4218.62 ms [2020-11-18 05:28:37 main:574] : INFO : Epoch 179 | loss: 2.71779e-05 | val_loss: 2.75264e-05 | Time: 4239.96 ms [2020-11-18 05:28:41 main:574] : INFO : Epoch 180 | loss: 2.69526e-05 | val_loss: 2.66547e-05 | Time: 4245.81 ms [2020-11-18 05:28:45 main:574] : INFO : Epoch 181 | loss: 2.67053e-05 | val_loss: 2.60424e-05 | Time: 4278.11 ms [2020-11-18 05:28:50 main:574] : INFO : Epoch 182 | loss: 2.60868e-05 | val_loss: 2.62999e-05 | Time: 4279.43 ms [2020-11-18 05:28:54 main:574] : INFO : Epoch 183 | loss: 2.5715e-05 | val_loss: 2.57979e-05 | Time: 4270.79 ms [2020-11-18 05:28:58 main:574] : INFO : Epoch 184 | loss: 2.50889e-05 | val_loss: 2.57834e-05 | Time: 4271.88 ms [2020-11-18 05:29:02 main:574] : INFO : Epoch 185 | loss: 2.48003e-05 | val_loss: 2.46911e-05 | Time: 4246.26 ms [2020-11-18 05:29:07 main:574] : INFO : Epoch 186 | loss: 2.42385e-05 | val_loss: 2.46682e-05 | Time: 4226.11 ms [2020-11-18 05:29:11 main:574] : INFO : Epoch 187 | loss: 2.46212e-05 | val_loss: 2.40281e-05 | Time: 4284.35 ms [2020-11-18 05:29:15 main:574] : INFO : Epoch 188 | loss: 2.32325e-05 | val_loss: 2.4884e-05 | Time: 4194.48 ms [2020-11-18 05:29:20 main:574] : INFO : Epoch 189 | loss: 2.33747e-05 | val_loss: 2.3526e-05 | Time: 4217.95 ms [2020-11-18 05:29:24 main:574] : INFO : Epoch 190 | loss: 2.27098e-05 | val_loss: 2.3733e-05 | Time: 4225.33 ms [2020-11-18 05:29:28 main:574] : INFO : Epoch 191 | loss: 2.30581e-05 | val_loss: 2.25379e-05 | Time: 4329.03 ms [2020-11-18 05:29:33 main:574] : INFO : Epoch 192 | loss: 2.22714e-05 | val_loss: 2.33977e-05 | Time: 4212.11 ms [2020-11-18 05:29:33 main:597] : INFO : Saving trained model to model-final.pt, val_loss 2.33977e-05 [2020-11-18 05:29:33 main:603] : INFO : Saving end state to config to file [2020-11-18 05:29:33 main:608] : INFO : Success, exiting.. 05:29:33 (8596): 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)