Task 2948154
| Name | rand_automata_0050-1605426879-21564-0_0 |
| Workunit | 1329865 |
| Created | 15 Nov 2020, 7:54:44 UTC |
| Sent | 18 Nov 2020, 8:54:17 UTC |
| Report deadline | 26 Nov 2020, 8:54:17 UTC |
| Received | 18 Nov 2020, 9:44:15 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 3682 |
| Run time | 14 min 49 sec |
| CPU time | 13 min 38 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 03:56:39 main:435] : INFO : Set logging level to 1 [2020-11-18 03:56:39 main:441] : INFO : Running in BOINC Client mode [2020-11-18 03:56:40 main:444] : INFO : Resolving all filenames [2020-11-18 03:56:40 main:452] : INFO : Resolved: dataset.hdf5 => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0050-train-val-dataset.hdf5 (exists = 1) [2020-11-18 03:56:40 main:452] : INFO : Resolved: model.cfg => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0050-1605426879-21564-0_0_r937862202_1 (exists = 0) [2020-11-18 03:56:40 main:452] : INFO : Resolved: model-final.pt => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0050-1605426879-21564-0_0_r937862202_0 (exists = 0) [2020-11-18 03:56:40 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 0) [2020-11-18 03:56:40 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 0) [2020-11-18 03:56:40 main:472] : INFO : Dataset filename: ../../projects/www.mlcathome.org_mlcathome/rand_automata_0050-train-val-dataset.hdf5 [2020-11-18 03:56:40 main:474] : INFO : Configuration: [2020-11-18 03:56:40 main:475] : INFO : Model type: LSTM [2020-11-18 03:56:40 main:476] : INFO : Validation Loss Threshold: 0.0001 [2020-11-18 03:56:40 main:477] : INFO : Max Epochs: 192 [2020-11-18 03:56:40 main:478] : INFO : Batch Size: 32 [2020-11-18 03:56:40 main:479] : INFO : Learning Rate: 0.001 [2020-11-18 03:56:40 main:480] : INFO : Patience: 10 [2020-11-18 03:56:40 main:481] : INFO : Hidden Width: 64 [2020-11-18 03:56:40 main:482] : INFO : # Recurrent Layers: 4 [2020-11-18 03:56:40 main:483] : INFO : # Backend Layers: 2 [2020-11-18 03:56:40 main:484] : INFO : # Threads: 1 [2020-11-18 03:56:40 main:486] : INFO : Preparing Dataset [2020-11-18 03:56:41 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0050-train-val-dataset.hdf5 into memory [2020-11-18 03:56:41 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0050-train-val-dataset.hdf5 into memory [2020-11-18 03:56:42 load:106] : INFO : Successfully loaded dataset of 4096 examples into memory. [2020-11-18 03:56:43 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0050-train-val-dataset.hdf5 into memory [2020-11-18 03:56:43 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0050-train-val-dataset.hdf5 into memory [2020-11-18 03:56:43 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2020-11-18 03:56:43 main:494] : INFO : Creating Model [2020-11-18 03:56:43 main:507] : INFO : Preparing config file [2020-11-18 03:56:43 main:519] : INFO : Creating new config file [2020-11-18 03:56:44 main:559] : INFO : Loading DataLoader into Memory [2020-11-18 03:56:44 main:562] : INFO : Starting Training [2020-11-18 03:56:49 main:574] : INFO : Epoch 1 | loss: 0.0665313 | val_loss: 0.0658996 | Time: 4719.48 ms [2020-11-18 03:56:53 main:574] : INFO : Epoch 2 | loss: 0.065873 | val_loss: 0.065735 | Time: 4303.33 ms [2020-11-18 03:56:58 main:574] : INFO : Epoch 3 | loss: 0.0637864 | val_loss: 0.0621028 | Time: 4305.36 ms [2020-11-18 03:57:02 main:574] : INFO : Epoch 4 | loss: 0.0610948 | val_loss: 0.0598659 | Time: 4311.62 ms [2020-11-18 03:57:06 main:574] : INFO : Epoch 5 | loss: 0.0586836 | val_loss: 0.0575571 | Time: 4295.17 ms [2020-11-18 03:57:11 main:574] : INFO : Epoch 6 | loss: 0.0566794 | val_loss: 0.0559704 | Time: 4351.4 ms [2020-11-18 03:57:15 main:574] : INFO : Epoch 7 | loss: 0.0552642 | val_loss: 0.0547219 | Time: 4370.85 ms [2020-11-18 03:57:20 main:574] : INFO : Epoch 8 | loss: 0.0541573 | val_loss: 0.0538281 | Time: 4339.12 ms [2020-11-18 03:57:24 main:574] : INFO : Epoch 9 | loss: 0.0531638 | val_loss: 0.0529092 | Time: 4300.28 ms [2020-11-18 03:57:28 main:574] : INFO : Epoch 10 | loss: 0.0521601 | val_loss: 0.0518743 | Time: 4321.01 ms [2020-11-18 03:57:33 main:574] : INFO : Epoch 11 | loss: 0.0511737 | val_loss: 0.0507971 | Time: 4309.47 ms [2020-11-18 03:57:37 main:574] : INFO : Epoch 12 | loss: 0.0500648 | val_loss: 0.0498106 | Time: 4388.4 ms [2020-11-18 03:57:42 main:574] : INFO : Epoch 13 | loss: 0.048939 | val_loss: 0.0486241 | Time: 4336.43 ms [2020-11-18 03:57:46 main:574] : INFO : Epoch 14 | loss: 0.0476497 | val_loss: 0.0472933 | Time: 4273.06 ms [2020-11-18 03:57:50 main:574] : INFO : Epoch 15 | loss: 0.0462141 | val_loss: 0.0458604 | Time: 4339.14 ms [2020-11-18 03:57:55 main:574] : INFO : Epoch 16 | loss: 0.0445889 | val_loss: 0.04431 | Time: 4304.11 ms [2020-11-18 03:57:59 main:574] : INFO : Epoch 17 | loss: 0.0427173 | val_loss: 0.0420251 | Time: 4278.62 ms [2020-11-18 03:58:04 main:574] : INFO : Epoch 18 | loss: 0.0405521 | val_loss: 0.0401939 | Time: 4289.77 ms [2020-11-18 03:58:08 main:574] : INFO : Epoch 19 | loss: 0.0379631 | val_loss: 0.0372269 | Time: 4240.73 ms [2020-11-18 03:58:12 main:574] : INFO : Epoch 20 | loss: 0.0348193 | val_loss: 0.0342085 | Time: 4333.28 ms [2020-11-18 03:58:17 main:574] : INFO : Epoch 21 | loss: 0.0318713 | val_loss: 0.0313998 | Time: 4301.76 ms [2020-11-18 03:58:21 main:574] : INFO : Epoch 22 | loss: 0.0285686 | val_loss: 0.0309181 | Time: 4296.15 ms [2020-11-18 03:58:25 main:574] : INFO : Epoch 23 | loss: 0.0259096 | val_loss: 0.0252424 | Time: 4290.38 ms [2020-11-18 03:58:30 main:574] : INFO : Epoch 24 | loss: 0.0232628 | val_loss: 0.0207874 | Time: 4297.25 ms [2020-11-18 03:58:34 main:574] : INFO : Epoch 25 | loss: 0.0191326 | val_loss: 0.0172278 | Time: 4577.27 ms [2020-11-18 03:58:39 main:574] : INFO : Epoch 26 | loss: 0.0217622 | val_loss: 0.0200566 | Time: 4367.79 ms [2020-11-18 03:58:43 main:574] : INFO : Epoch 27 | loss: 0.0557572 | val_loss: 0.0573943 | Time: 4298.38 ms [2020-11-18 03:58:48 main:574] : INFO : Epoch 28 | loss: 0.0549755 | val_loss: 0.0520411 | Time: 4308.28 ms [2020-11-18 03:58:52 main:574] : INFO : Epoch 29 | loss: 0.0465484 | val_loss: 0.0379332 | Time: 4363.78 ms [2020-11-18 03:58:56 main:574] : INFO : Epoch 30 | loss: 0.0264317 | val_loss: 0.0249838 | Time: 4297.55 ms [2020-11-18 03:59:01 main:574] : INFO : Epoch 31 | loss: 0.0182211 | val_loss: 0.0328262 | Time: 4302.42 ms [2020-11-18 03:59:05 main:574] : INFO : Epoch 32 | loss: 0.0329921 | val_loss: 0.038429 | Time: 4325.15 ms [2020-11-18 03:59:10 main:574] : INFO : Epoch 33 | loss: 0.0245474 | val_loss: 0.0181715 | Time: 4338.76 ms [2020-11-18 03:59:14 main:574] : INFO : Epoch 34 | loss: 0.0168691 | val_loss: 0.0129919 | Time: 4320.44 ms [2020-11-18 03:59:18 main:574] : INFO : Epoch 35 | loss: 0.0238797 | val_loss: 0.0253804 | Time: 4328.26 ms [2020-11-18 03:59:23 main:574] : INFO : Epoch 36 | loss: 0.0180592 | val_loss: 0.0230452 | Time: 4289.39 ms [2020-11-18 03:59:27 main:574] : INFO : Epoch 37 | loss: 0.0318716 | val_loss: 0.0208766 | Time: 4361.32 ms [2020-11-18 03:59:32 main:574] : INFO : Epoch 38 | loss: 0.0135251 | val_loss: 0.0116575 | Time: 4317.9 ms [2020-11-18 03:59:36 main:574] : INFO : Epoch 39 | loss: 0.0107301 | val_loss: 0.01047 | Time: 4311.21 ms [2020-11-18 03:59:40 main:574] : INFO : Epoch 40 | loss: 0.00982209 | val_loss: 0.00968483 | Time: 4367 ms [2020-11-18 03:59:45 main:574] : INFO : Epoch 41 | loss: 0.00922771 | val_loss: 0.00921261 | Time: 4306.29 ms [2020-11-18 03:59:49 main:574] : INFO : Epoch 42 | loss: 0.0088139 | val_loss: 0.0087888 | Time: 4368.16 ms [2020-11-18 03:59:54 main:574] : INFO : Epoch 43 | loss: 0.00858009 | val_loss: 0.00859465 | Time: 4351.75 ms [2020-11-18 03:59:58 main:574] : INFO : Epoch 44 | loss: 0.00823693 | val_loss: 0.0081547 | Time: 4308.02 ms [2020-11-18 04:00:02 main:574] : INFO : Epoch 45 | loss: 0.00790363 | val_loss: 0.00787182 | Time: 4330.66 ms [2020-11-18 04:00:07 main:574] : INFO : Epoch 46 | loss: 0.0076789 | val_loss: 0.00768428 | Time: 4317.35 ms [2020-11-18 04:00:11 main:574] : INFO : Epoch 47 | loss: 0.00742847 | val_loss: 0.00740064 | Time: 4282.71 ms [2020-11-18 04:00:16 main:574] : INFO : Epoch 48 | loss: 0.00720252 | val_loss: 0.00716849 | Time: 4301.64 ms [2020-11-18 04:00:20 main:574] : INFO : Epoch 49 | loss: 0.00699402 | val_loss: 0.00695454 | Time: 4346.34 ms [2020-11-18 04:00:24 main:574] : INFO : Epoch 50 | loss: 0.00678096 | val_loss: 0.0067498 | Time: 4262.28 ms [2020-11-18 04:00:29 main:574] : INFO : Epoch 51 | loss: 0.00659345 | val_loss: 0.00656314 | Time: 4301.6 ms [2020-11-18 04:00:33 main:574] : INFO : Epoch 52 | loss: 0.0063913 | val_loss: 0.00634369 | Time: 4304.25 ms [2020-11-18 04:00:38 main:574] : INFO : Epoch 53 | loss: 0.0061917 | val_loss: 0.00615987 | Time: 4280.61 ms [2020-11-18 04:00:42 main:574] : INFO : Epoch 54 | loss: 0.00606676 | val_loss: 0.00603125 | Time: 4328.23 ms [2020-11-18 04:00:46 main:574] : INFO : Epoch 55 | loss: 0.00582632 | val_loss: 0.00578557 | Time: 4302.5 ms [2020-11-18 04:00:51 main:574] : INFO : Epoch 56 | loss: 0.00563097 | val_loss: 0.00559331 | Time: 4309.5 ms [2020-11-18 04:00:55 main:574] : INFO : Epoch 57 | loss: 0.00545058 | val_loss: 0.00542714 | Time: 4364.41 ms [2020-11-18 04:00:59 main:574] : INFO : Epoch 58 | loss: 0.00527444 | val_loss: 0.00524805 | Time: 4279.76 ms [2020-11-18 04:01:04 main:574] : INFO : Epoch 59 | loss: 0.00510276 | val_loss: 0.00508044 | Time: 4354.11 ms [2020-11-18 04:01:08 main:574] : INFO : Epoch 60 | loss: 0.00493171 | val_loss: 0.0048972 | Time: 4388.83 ms [2020-11-18 04:01:13 main:574] : INFO : Epoch 61 | loss: 0.0047657 | val_loss: 0.004732 | Time: 4269.9 ms [2020-11-18 04:01:17 main:574] : INFO : Epoch 62 | loss: 0.00460243 | val_loss: 0.00456737 | Time: 4313.71 ms [2020-11-18 04:01:21 main:574] : INFO : Epoch 63 | loss: 0.00444153 | val_loss: 0.00440808 | Time: 4287.91 ms [2020-11-18 04:01:26 main:574] : INFO : Epoch 64 | loss: 0.00428388 | val_loss: 0.00425297 | Time: 4267.28 ms [2020-11-18 04:01:30 main:574] : INFO : Epoch 65 | loss: 0.00413148 | val_loss: 0.00409674 | Time: 4309.32 ms [2020-11-18 04:01:35 main:574] : INFO : Epoch 66 | loss: 0.00397974 | val_loss: 0.00394929 | Time: 4340 ms [2020-11-18 04:01:39 main:574] : INFO : Epoch 67 | loss: 0.0038353 | val_loss: 0.00379918 | Time: 4331.83 ms [2020-11-18 04:01:43 main:574] : INFO : Epoch 68 | loss: 0.00382261 | val_loss: 0.00367184 | Time: 4298.74 ms [2020-11-18 04:01:48 main:574] : INFO : Epoch 69 | loss: 0.00355346 | val_loss: 0.00352038 | Time: 4344.45 ms [2020-11-18 04:01:52 main:574] : INFO : Epoch 70 | loss: 0.0034121 | val_loss: 0.00338264 | Time: 4346 ms [2020-11-18 04:01:57 main:574] : INFO : Epoch 71 | loss: 0.00327653 | val_loss: 0.00324764 | Time: 4299.48 ms [2020-11-18 04:02:01 main:574] : INFO : Epoch 72 | loss: 0.00314745 | val_loss: 0.0031157 | Time: 4327.85 ms [2020-11-18 04:02:05 main:574] : INFO : Epoch 73 | loss: 0.00302062 | val_loss: 0.0029965 | Time: 4281.93 ms [2020-11-18 04:02:10 main:574] : INFO : Epoch 74 | loss: 0.00289839 | val_loss: 0.00287175 | Time: 4316.04 ms [2020-11-18 04:02:14 main:574] : INFO : Epoch 75 | loss: 0.00277905 | val_loss: 0.00275303 | Time: 4310.74 ms [2020-11-18 04:02:18 main:574] : INFO : Epoch 76 | loss: 0.00266473 | val_loss: 0.00264254 | Time: 4301.14 ms [2020-11-18 04:02:23 main:574] : INFO : Epoch 77 | loss: 0.00255415 | val_loss: 0.00253227 | Time: 4395.44 ms [2020-11-18 04:02:27 main:574] : INFO : Epoch 78 | loss: 0.00244644 | val_loss: 0.00242858 | Time: 4331.55 ms [2020-11-18 04:02:32 main:574] : INFO : Epoch 79 | loss: 0.00234415 | val_loss: 0.00232582 | Time: 4311.81 ms [2020-11-18 04:02:36 main:574] : INFO : Epoch 80 | loss: 0.00224352 | val_loss: 0.00222724 | Time: 4285.78 ms [2020-11-18 04:02:40 main:574] : INFO : Epoch 81 | loss: 0.00214717 | val_loss: 0.00213347 | Time: 4297.92 ms [2020-11-18 04:02:45 main:574] : INFO : Epoch 82 | loss: 0.00205555 | val_loss: 0.0020406 | Time: 4341.46 ms [2020-11-18 04:02:49 main:574] : INFO : Epoch 83 | loss: 0.00196599 | val_loss: 0.00195639 | Time: 4293.79 ms [2020-11-18 04:02:54 main:574] : INFO : Epoch 84 | loss: 0.0018825 | val_loss: 0.00186848 | Time: 4314.05 ms [2020-11-18 04:02:58 main:574] : INFO : Epoch 85 | loss: 0.0017997 | val_loss: 0.00178529 | Time: 4248.13 ms [2020-11-18 04:03:02 main:574] : INFO : Epoch 86 | loss: 0.00172238 | val_loss: 0.00171397 | Time: 4353.2 ms [2020-11-18 04:03:07 main:574] : INFO : Epoch 87 | loss: 0.00164692 | val_loss: 0.00163532 | Time: 4285.36 ms [2020-11-18 04:03:11 main:574] : INFO : Epoch 88 | loss: 0.00157532 | val_loss: 0.00156454 | Time: 4255.82 ms [2020-11-18 04:03:15 main:574] : INFO : Epoch 89 | loss: 0.00150592 | val_loss: 0.00149677 | Time: 4296.8 ms [2020-11-18 04:03:20 main:574] : INFO : Epoch 90 | loss: 0.0014403 | val_loss: 0.0014326 | Time: 4270.26 ms [2020-11-18 04:03:24 main:574] : INFO : Epoch 91 | loss: 0.00137775 | val_loss: 0.00137014 | Time: 4290.73 ms [2020-11-18 04:03:28 main:574] : INFO : Epoch 92 | loss: 0.00131854 | val_loss: 0.00131005 | Time: 4347.95 ms [2020-11-18 04:03:33 main:574] : INFO : Epoch 93 | loss: 0.00126046 | val_loss: 0.00125772 | Time: 4322.14 ms [2020-11-18 04:03:37 main:574] : INFO : Epoch 94 | loss: 0.0012058 | val_loss: 0.00120006 | Time: 4312.17 ms [2020-11-18 04:03:42 main:574] : INFO : Epoch 95 | loss: 0.00115351 | val_loss: 0.00115051 | Time: 4295.08 ms [2020-11-18 04:03:46 main:574] : INFO : Epoch 96 | loss: 0.00110386 | val_loss: 0.00110274 | Time: 4351.39 ms [2020-11-18 04:03:50 main:574] : INFO : Epoch 97 | loss: 0.00105699 | val_loss: 0.00105126 | Time: 4314.9 ms [2020-11-18 04:03:55 main:574] : INFO : Epoch 98 | loss: 0.00101087 | val_loss: 0.00101061 | Time: 4291.55 ms [2020-11-18 04:03:59 main:574] : INFO : Epoch 99 | loss: 0.000966899 | val_loss: 0.000963904 | Time: 4330.4 ms [2020-11-18 04:04:04 main:574] : INFO : Epoch 100 | loss: 0.000925756 | val_loss: 0.00092935 | Time: 4328.76 ms [2020-11-18 04:04:08 main:574] : INFO : Epoch 101 | loss: 0.000887084 | val_loss: 0.000887417 | Time: 4256.14 ms [2020-11-18 04:04:12 main:574] : INFO : Epoch 102 | loss: 0.00084823 | val_loss: 0.000845626 | Time: 4298.81 ms [2020-11-18 04:04:17 main:574] : INFO : Epoch 103 | loss: 0.000810272 | val_loss: 0.000812207 | Time: 4311.57 ms [2020-11-18 04:04:21 main:574] : INFO : Epoch 104 | loss: 0.000776085 | val_loss: 0.000774103 | Time: 4336.59 ms [2020-11-18 04:04:25 main:574] : INFO : Epoch 105 | loss: 0.000742348 | val_loss: 0.000743686 | Time: 4355.77 ms [2020-11-18 04:04:30 main:574] : INFO : Epoch 106 | loss: 0.000711496 | val_loss: 0.000713122 | Time: 4317.78 ms [2020-11-18 04:04:34 main:574] : INFO : Epoch 107 | loss: 0.00068156 | val_loss: 0.000682813 | Time: 4336.85 ms [2020-11-18 04:04:39 main:574] : INFO : Epoch 108 | loss: 0.000653504 | val_loss: 0.000656286 | Time: 4280.73 ms [2020-11-18 04:04:43 main:574] : INFO : Epoch 109 | loss: 0.00062567 | val_loss: 0.000629654 | Time: 4308.03 ms [2020-11-18 04:04:47 main:574] : INFO : Epoch 110 | loss: 0.000601739 | val_loss: 0.000602269 | Time: 4276.2 ms [2020-11-18 04:04:52 main:574] : INFO : Epoch 111 | loss: 0.000577027 | val_loss: 0.000577523 | Time: 4285.06 ms [2020-11-18 04:04:56 main:574] : INFO : Epoch 112 | loss: 0.000553665 | val_loss: 0.000556571 | Time: 4294.47 ms [2020-11-18 04:05:01 main:574] : INFO : Epoch 113 | loss: 0.000531633 | val_loss: 0.00053494 | Time: 4327.2 ms [2020-11-18 04:05:05 main:574] : INFO : Epoch 114 | loss: 0.000512039 | val_loss: 0.000515909 | Time: 4322.5 ms [2020-11-18 04:05:09 main:574] : INFO : Epoch 115 | loss: 0.000492562 | val_loss: 0.000496258 | Time: 4314.59 ms [2020-11-18 04:05:14 main:574] : INFO : Epoch 116 | loss: 0.000473912 | val_loss: 0.000475337 | Time: 4269.09 ms [2020-11-18 04:05:18 main:574] : INFO : Epoch 117 | loss: 0.000456123 | val_loss: 0.000458976 | Time: 4304.69 ms [2020-11-18 04:05:22 main:574] : INFO : Epoch 118 | loss: 0.000439233 | val_loss: 0.000444856 | Time: 4300.34 ms [2020-11-18 04:05:27 main:574] : INFO : Epoch 119 | loss: 0.000421722 | val_loss: 0.000426603 | Time: 4357.58 ms [2020-11-18 04:05:31 main:574] : INFO : Epoch 120 | loss: 0.000406314 | val_loss: 0.00041261 | Time: 4326.51 ms [2020-11-18 04:05:36 main:574] : INFO : Epoch 121 | loss: 0.000392883 | val_loss: 0.000397214 | Time: 4300.53 ms [2020-11-18 04:05:40 main:574] : INFO : Epoch 122 | loss: 0.000379181 | val_loss: 0.00038265 | Time: 4305.95 ms [2020-11-18 04:05:44 main:574] : INFO : Epoch 123 | loss: 0.000366079 | val_loss: 0.000369408 | Time: 4287.16 ms [2020-11-18 04:05:49 main:574] : INFO : Epoch 124 | loss: 0.000354115 | val_loss: 0.000356154 | Time: 4282.1 ms [2020-11-18 04:05:53 main:574] : INFO : Epoch 125 | loss: 0.000340252 | val_loss: 0.0003438 | Time: 4320.91 ms [2020-11-18 04:05:58 main:574] : INFO : Epoch 126 | loss: 0.000330071 | val_loss: 0.000333948 | Time: 4282.98 ms [2020-11-18 04:06:02 main:574] : INFO : Epoch 127 | loss: 0.000318725 | val_loss: 0.000322765 | Time: 4297.03 ms [2020-11-18 04:06:06 main:574] : INFO : Epoch 128 | loss: 0.000307831 | val_loss: 0.000312906 | Time: 4343.68 ms [2020-11-18 04:06:11 main:574] : INFO : Epoch 129 | loss: 0.000297872 | val_loss: 0.000303985 | Time: 4353.93 ms [2020-11-18 04:06:15 main:574] : INFO : Epoch 130 | loss: 0.000289397 | val_loss: 0.000294215 | Time: 4308.28 ms [2020-11-18 04:06:19 main:574] : INFO : Epoch 131 | loss: 0.000280279 | val_loss: 0.000282463 | Time: 4277.9 ms [2020-11-18 04:06:24 main:574] : INFO : Epoch 132 | loss: 0.000271067 | val_loss: 0.0002737 | Time: 4295.76 ms [2020-11-18 04:06:28 main:574] : INFO : Epoch 133 | loss: 0.000263617 | val_loss: 0.000268202 | Time: 4283.95 ms [2020-11-18 04:06:33 main:574] : INFO : Epoch 134 | loss: 0.00025438 | val_loss: 0.000258521 | Time: 4345.68 ms [2020-11-18 04:06:37 main:574] : INFO : Epoch 135 | loss: 0.000246803 | val_loss: 0.000249175 | Time: 4321.68 ms [2020-11-18 04:06:41 main:574] : INFO : Epoch 136 | loss: 0.000239371 | val_loss: 0.000245851 | Time: 4309.99 ms [2020-11-18 04:06:46 main:574] : INFO : Epoch 137 | loss: 0.000232482 | val_loss: 0.000236226 | Time: 4350.66 ms [2020-11-18 04:06:50 main:574] : INFO : Epoch 138 | loss: 0.000225613 | val_loss: 0.000229821 | Time: 4291.16 ms [2020-11-18 04:06:55 main:574] : INFO : Epoch 139 | loss: 0.000219857 | val_loss: 0.000223685 | Time: 4353.23 ms [2020-11-18 04:06:59 main:574] : INFO : Epoch 140 | loss: 0.000213252 | val_loss: 0.000218861 | Time: 4353.1 ms [2020-11-18 04:07:03 main:574] : INFO : Epoch 141 | loss: 0.000208423 | val_loss: 0.000211905 | Time: 4378.21 ms [2020-11-18 04:07:08 main:574] : INFO : Epoch 142 | loss: 0.000202009 | val_loss: 0.000205958 | Time: 4287.73 ms [2020-11-18 04:07:12 main:574] : INFO : Epoch 143 | loss: 0.000197946 | val_loss: 0.000200408 | Time: 4326.84 ms [2020-11-18 04:07:17 main:574] : INFO : Epoch 144 | loss: 0.000191996 | val_loss: 0.000196382 | Time: 4331.13 ms [2020-11-18 04:07:21 main:574] : INFO : Epoch 145 | loss: 0.000187601 | val_loss: 0.000192245 | Time: 4379.57 ms [2020-11-18 04:07:25 main:574] : INFO : Epoch 146 | loss: 0.000182573 | val_loss: 0.000185117 | Time: 4295.04 ms [2020-11-18 04:07:30 main:574] : INFO : Epoch 147 | loss: 0.000177626 | val_loss: 0.000179989 | Time: 4300.96 ms [2020-11-18 04:07:34 main:574] : INFO : Epoch 148 | loss: 0.000173925 | val_loss: 0.000177918 | Time: 4317.48 ms [2020-11-18 04:07:39 main:574] : INFO : Epoch 149 | loss: 0.000169638 | val_loss: 0.000173349 | Time: 4315.38 ms [2020-11-18 04:07:43 main:574] : INFO : Epoch 150 | loss: 0.000167038 | val_loss: 0.000168579 | Time: 4316.57 ms [2020-11-18 04:07:47 main:574] : INFO : Epoch 151 | loss: 0.000161639 | val_loss: 0.000164367 | Time: 4268.17 ms [2020-11-18 04:07:52 main:574] : INFO : Epoch 152 | loss: 0.000158132 | val_loss: 0.000160523 | Time: 4298.68 ms [2020-11-18 04:07:56 main:574] : INFO : Epoch 153 | loss: 0.00015425 | val_loss: 0.000158547 | Time: 4319.29 ms [2020-11-18 04:08:00 main:574] : INFO : Epoch 154 | loss: 0.000151646 | val_loss: 0.000153483 | Time: 4289.71 ms [2020-11-18 04:08:05 main:574] : INFO : Epoch 155 | loss: 0.000147721 | val_loss: 0.000152122 | Time: 4361.06 ms [2020-11-18 04:08:09 main:574] : INFO : Epoch 156 | loss: 0.000145264 | val_loss: 0.00014847 | Time: 4280.42 ms [2020-11-18 04:08:14 main:574] : INFO : Epoch 157 | loss: 0.000142326 | val_loss: 0.000144844 | Time: 4428.77 ms [2020-11-18 04:08:18 main:574] : INFO : Epoch 158 | loss: 0.000138975 | val_loss: 0.000143066 | Time: 4331.18 ms [2020-11-18 04:08:23 main:574] : INFO : Epoch 159 | loss: 0.000136388 | val_loss: 0.000142408 | Time: 4290.84 ms [2020-11-18 04:08:27 main:574] : INFO : Epoch 160 | loss: 0.000133263 | val_loss: 0.000136158 | Time: 4418.79 ms [2020-11-18 04:08:31 main:574] : INFO : Epoch 161 | loss: 0.000130844 | val_loss: 0.000134156 | Time: 4351.43 ms [2020-11-18 04:08:36 main:574] : INFO : Epoch 162 | loss: 0.000128891 | val_loss: 0.000130395 | Time: 4310.39 ms [2020-11-18 04:08:40 main:574] : INFO : Epoch 163 | loss: 0.000125846 | val_loss: 0.000131328 | Time: 4339.13 ms [2020-11-18 04:08:45 main:574] : INFO : Epoch 164 | loss: 0.00012342 | val_loss: 0.000125745 | Time: 4298.46 ms [2020-11-18 04:08:49 main:574] : INFO : Epoch 165 | loss: 0.000121284 | val_loss: 0.000124532 | Time: 4299.68 ms [2020-11-18 04:08:53 main:574] : INFO : Epoch 166 | loss: 0.000119079 | val_loss: 0.000123153 | Time: 4291.37 ms [2020-11-18 04:08:58 main:574] : INFO : Epoch 167 | loss: 0.000117131 | val_loss: 0.000120597 | Time: 4317.82 ms [2020-11-18 04:09:02 main:574] : INFO : Epoch 168 | loss: 0.000114826 | val_loss: 0.000117872 | Time: 4301.67 ms [2020-11-18 04:09:06 main:574] : INFO : Epoch 169 | loss: 0.000113125 | val_loss: 0.000116423 | Time: 4328.64 ms [2020-11-18 04:09:11 main:574] : INFO : Epoch 170 | loss: 0.000110867 | val_loss: 0.000113725 | Time: 4316.31 ms [2020-11-18 04:09:15 main:574] : INFO : Epoch 171 | loss: 0.00010936 | val_loss: 0.000111185 | Time: 4348.09 ms [2020-11-18 04:09:20 main:574] : INFO : Epoch 172 | loss: 0.000107313 | val_loss: 0.000109557 | Time: 4340.44 ms [2020-11-18 04:09:24 main:574] : INFO : Epoch 173 | loss: 0.000105394 | val_loss: 0.000107763 | Time: 4307.49 ms [2020-11-18 04:09:28 main:574] : INFO : Epoch 174 | loss: 0.000103272 | val_loss: 0.000105651 | Time: 4301.63 ms [2020-11-18 04:09:33 main:574] : INFO : Epoch 175 | loss: 0.000102482 | val_loss: 0.000102635 | Time: 4312.65 ms [2020-11-18 04:09:37 main:574] : INFO : Epoch 176 | loss: 0.000100141 | val_loss: 0.000102168 | Time: 4304.17 ms [2020-11-18 04:09:42 main:574] : INFO : Epoch 177 | loss: 9.81667e-05 | val_loss: 0.000100979 | Time: 4299.45 ms [2020-11-18 04:09:46 main:574] : INFO : Epoch 178 | loss: 9.69314e-05 | val_loss: 9.90325e-05 | Time: 4347.68 ms [2020-11-18 04:09:50 main:574] : INFO : Epoch 179 | loss: 9.56633e-05 | val_loss: 0.000121959 | Time: 4338.35 ms [2020-11-18 04:09:55 main:574] : INFO : Epoch 180 | loss: 9.76647e-05 | val_loss: 9.57692e-05 | Time: 4288.87 ms [2020-11-18 04:09:59 main:574] : INFO : Epoch 181 | loss: 9.18737e-05 | val_loss: 9.48181e-05 | Time: 4299.82 ms [2020-11-18 04:10:03 main:574] : INFO : Epoch 182 | loss: 9.16011e-05 | val_loss: 9.34065e-05 | Time: 4261.51 ms [2020-11-18 04:10:08 main:574] : INFO : Epoch 183 | loss: 8.95178e-05 | val_loss: 9.09194e-05 | Time: 4311.81 ms [2020-11-18 04:10:12 main:574] : INFO : Epoch 184 | loss: 8.91649e-05 | val_loss: 9.01578e-05 | Time: 4318.64 ms [2020-11-18 04:10:17 main:574] : INFO : Epoch 185 | loss: 8.7164e-05 | val_loss: 8.86313e-05 | Time: 4296.49 ms [2020-11-18 04:10:21 main:574] : INFO : Epoch 186 | loss: 8.57803e-05 | val_loss: 8.64746e-05 | Time: 4323.85 ms [2020-11-18 04:10:25 main:574] : INFO : Epoch 187 | loss: 8.46487e-05 | val_loss: 8.6948e-05 | Time: 4300.24 ms [2020-11-18 04:10:30 main:574] : INFO : Epoch 188 | loss: 8.50024e-05 | val_loss: 8.51266e-05 | Time: 4315.6 ms [2020-11-18 04:10:34 main:574] : INFO : Epoch 189 | loss: 8.25338e-05 | val_loss: 8.41489e-05 | Time: 4273.97 ms [2020-11-18 04:10:38 main:574] : INFO : Epoch 190 | loss: 8.28231e-05 | val_loss: 8.30218e-05 | Time: 4313.24 ms [2020-11-18 04:10:43 main:574] : INFO : Epoch 191 | loss: 8.03199e-05 | val_loss: 8.17768e-05 | Time: 4349.01 ms [2020-11-18 04:10:47 main:574] : INFO : Epoch 192 | loss: 7.90703e-05 | val_loss: 8.1309e-05 | Time: 4292.19 ms [2020-11-18 04:10:47 main:597] : INFO : Saving trained model to model-final.pt, val_loss 8.1309e-05 [2020-11-18 04:10:47 main:603] : INFO : Saving end state to config to file [2020-11-18 04:10:47 main:608] : INFO : Success, exiting.. 04:10:47 (9892): 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)