Task 2948235
| Name | rand_automata_0090-1605426901-21982-0_1 |
| Workunit | 1329905 |
| Created | 15 Nov 2020, 7:55:05 UTC |
| Sent | 18 Nov 2020, 10:57:39 UTC |
| Report deadline | 26 Nov 2020, 10:57:39 UTC |
| Received | 18 Nov 2020, 11:28:01 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 3682 |
| Run time | 15 min 12 sec |
| CPU time | 13 min 39 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 | 1.50 GB |
| Peak swap size | 3.26 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 06:00:22 main:435] : INFO : Set logging level to 1 [2020-11-18 06:00:23 main:441] : INFO : Running in BOINC Client mode [2020-11-18 06:00:23 main:444] : INFO : Resolving all filenames [2020-11-18 06:00:23 main:452] : INFO : Resolved: dataset.hdf5 => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0090-train-val-dataset.hdf5 (exists = 1) [2020-11-18 06:00:23 main:452] : INFO : Resolved: model.cfg => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0090-1605426901-21982-0_1_r546412241_1 (exists = 0) [2020-11-18 06:00:24 main:452] : INFO : Resolved: model-final.pt => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0090-1605426901-21982-0_1_r546412241_0 (exists = 0) [2020-11-18 06:00:24 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 0) [2020-11-18 06:00:24 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 0) [2020-11-18 06:00:24 main:472] : INFO : Dataset filename: ../../projects/www.mlcathome.org_mlcathome/rand_automata_0090-train-val-dataset.hdf5 [2020-11-18 06:00:24 main:474] : INFO : Configuration: [2020-11-18 06:00:24 main:475] : INFO : Model type: LSTM [2020-11-18 06:00:24 main:476] : INFO : Validation Loss Threshold: 0.0001 [2020-11-18 06:00:24 main:477] : INFO : Max Epochs: 192 [2020-11-18 06:00:25 main:478] : INFO : Batch Size: 32 [2020-11-18 06:00:25 main:479] : INFO : Learning Rate: 0.001 [2020-11-18 06:00:25 main:480] : INFO : Patience: 10 [2020-11-18 06:00:25 main:481] : INFO : Hidden Width: 64 [2020-11-18 06:00:25 main:482] : INFO : # Recurrent Layers: 4 [2020-11-18 06:00:25 main:483] : INFO : # Backend Layers: 2 [2020-11-18 06:00:25 main:484] : INFO : # Threads: 1 [2020-11-18 06:00:25 main:486] : INFO : Preparing Dataset [2020-11-18 06:00:25 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0090-train-val-dataset.hdf5 into memory [2020-11-18 06:00:26 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0090-train-val-dataset.hdf5 into memory [2020-11-18 06:00:27 load:106] : INFO : Successfully loaded dataset of 4096 examples into memory. [2020-11-18 06:00:28 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0090-train-val-dataset.hdf5 into memory [2020-11-18 06:00:28 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0090-train-val-dataset.hdf5 into memory [2020-11-18 06:00:28 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2020-11-18 06:00:28 main:494] : INFO : Creating Model [2020-11-18 06:00:28 main:507] : INFO : Preparing config file [2020-11-18 06:00:28 main:519] : INFO : Creating new config file [2020-11-18 06:00:29 main:559] : INFO : Loading DataLoader into Memory [2020-11-18 06:00:30 main:562] : INFO : Starting Training [2020-11-18 06:00:34 main:574] : INFO : Epoch 1 | loss: 0.0660699 | val_loss: 0.0657203 | Time: 4745.39 ms [2020-11-18 06:00:39 main:574] : INFO : Epoch 2 | loss: 0.0651719 | val_loss: 0.0638286 | Time: 4360.09 ms [2020-11-18 06:00:43 main:574] : INFO : Epoch 3 | loss: 0.0622519 | val_loss: 0.0604221 | Time: 4348.92 ms [2020-11-18 06:00:48 main:574] : INFO : Epoch 4 | loss: 0.059046 | val_loss: 0.0577715 | Time: 4337.21 ms [2020-11-18 06:00:52 main:574] : INFO : Epoch 5 | loss: 0.0568398 | val_loss: 0.0558674 | Time: 4388.59 ms [2020-11-18 06:00:57 main:574] : INFO : Epoch 6 | loss: 0.0552454 | val_loss: 0.0544892 | Time: 4347.28 ms [2020-11-18 06:01:01 main:574] : INFO : Epoch 7 | loss: 0.0539065 | val_loss: 0.0532107 | Time: 4340.1 ms [2020-11-18 06:01:06 main:574] : INFO : Epoch 8 | loss: 0.0527307 | val_loss: 0.0520151 | Time: 4373.14 ms [2020-11-18 06:01:10 main:574] : INFO : Epoch 9 | loss: 0.0515246 | val_loss: 0.050946 | Time: 4342.07 ms [2020-11-18 06:01:15 main:574] : INFO : Epoch 10 | loss: 0.050292 | val_loss: 0.0495496 | Time: 4296.35 ms [2020-11-18 06:01:20 main:574] : INFO : Epoch 11 | loss: 0.0490332 | val_loss: 0.0482017 | Time: 4365.28 ms [2020-11-18 06:01:25 main:574] : INFO : Epoch 12 | loss: 0.0475606 | val_loss: 0.0469255 | Time: 4319.01 ms [2020-11-18 06:01:29 main:574] : INFO : Epoch 13 | loss: 0.0457836 | val_loss: 0.0448647 | Time: 4382.1 ms [2020-11-18 06:01:34 main:574] : INFO : Epoch 14 | loss: 0.0437967 | val_loss: 0.0430483 | Time: 4349.42 ms [2020-11-18 06:01:38 main:574] : INFO : Epoch 15 | loss: 0.0413302 | val_loss: 0.0408968 | Time: 4381.61 ms [2020-11-18 06:01:43 main:574] : INFO : Epoch 16 | loss: 0.0382784 | val_loss: 0.0369009 | Time: 4383.86 ms [2020-11-18 06:01:48 main:574] : INFO : Epoch 17 | loss: 0.03455 | val_loss: 0.032901 | Time: 4373.81 ms [2020-11-18 06:01:52 main:574] : INFO : Epoch 18 | loss: 0.0320335 | val_loss: 0.0495284 | Time: 4366.62 ms [2020-11-18 06:01:56 main:574] : INFO : Epoch 19 | loss: 0.0316638 | val_loss: 0.0328905 | Time: 4354.39 ms [2020-11-18 06:02:01 main:574] : INFO : Epoch 20 | loss: 0.0294465 | val_loss: 0.0263809 | Time: 4305.85 ms [2020-11-18 06:02:05 main:574] : INFO : Epoch 21 | loss: 0.0224154 | val_loss: 0.0220064 | Time: 4326.18 ms [2020-11-18 06:02:10 main:574] : INFO : Epoch 22 | loss: 0.0238673 | val_loss: 0.0224566 | Time: 4319.56 ms [2020-11-18 06:02:14 main:574] : INFO : Epoch 23 | loss: 0.0216518 | val_loss: 0.0199681 | Time: 4364.32 ms [2020-11-18 06:02:18 main:574] : INFO : Epoch 24 | loss: 0.0152381 | val_loss: 0.0141106 | Time: 4310.99 ms [2020-11-18 06:02:23 main:574] : INFO : Epoch 25 | loss: 0.0125956 | val_loss: 0.014508 | Time: 4276.77 ms [2020-11-18 06:02:27 main:574] : INFO : Epoch 26 | loss: 0.0340769 | val_loss: 0.0590333 | Time: 4290.81 ms [2020-11-18 06:02:31 main:574] : INFO : Epoch 27 | loss: 0.0556618 | val_loss: 0.0517047 | Time: 4348.58 ms [2020-11-18 06:02:36 main:574] : INFO : Epoch 28 | loss: 0.0424841 | val_loss: 0.0288608 | Time: 4312.04 ms [2020-11-18 06:02:40 main:574] : INFO : Epoch 29 | loss: 0.0278012 | val_loss: 0.017609 | Time: 4326.18 ms [2020-11-18 06:02:45 main:574] : INFO : Epoch 30 | loss: 0.0141504 | val_loss: 0.0131629 | Time: 4368.14 ms [2020-11-18 06:02:49 main:574] : INFO : Epoch 31 | loss: 0.0117954 | val_loss: 0.0116715 | Time: 4319.27 ms [2020-11-18 06:02:54 main:574] : INFO : Epoch 32 | loss: 0.013212 | val_loss: 0.0114585 | Time: 4330 ms [2020-11-18 06:02:58 main:574] : INFO : Epoch 33 | loss: 0.00972214 | val_loss: 0.0100235 | Time: 4343.41 ms [2020-11-18 06:03:02 main:574] : INFO : Epoch 34 | loss: 0.00904374 | val_loss: 0.0096798 | Time: 4327.79 ms [2020-11-18 06:03:07 main:574] : INFO : Epoch 35 | loss: 0.010575 | val_loss: 0.00981744 | Time: 4316.71 ms [2020-11-18 06:03:11 main:574] : INFO : Epoch 36 | loss: 0.00915252 | val_loss: 0.0285622 | Time: 4318.89 ms [2020-11-18 06:03:16 main:574] : INFO : Epoch 37 | loss: 0.0130206 | val_loss: 0.00930191 | Time: 4336.87 ms [2020-11-18 06:03:20 main:574] : INFO : Epoch 38 | loss: 0.0112543 | val_loss: 0.0112819 | Time: 4315.14 ms [2020-11-18 06:03:24 main:574] : INFO : Epoch 39 | loss: 0.00880334 | val_loss: 0.00923949 | Time: 4317.7 ms [2020-11-18 06:03:29 main:574] : INFO : Epoch 40 | loss: 0.00798298 | val_loss: 0.00792556 | Time: 4245.68 ms [2020-11-18 06:03:33 main:574] : INFO : Epoch 41 | loss: 0.00730588 | val_loss: 0.00737556 | Time: 4331.73 ms [2020-11-18 06:03:37 main:574] : INFO : Epoch 42 | loss: 0.00698598 | val_loss: 0.00711806 | Time: 4321.87 ms [2020-11-18 06:03:42 main:574] : INFO : Epoch 43 | loss: 0.00672648 | val_loss: 0.0068518 | Time: 4298.52 ms [2020-11-18 06:03:46 main:574] : INFO : Epoch 44 | loss: 0.00650369 | val_loss: 0.00661399 | Time: 4317.02 ms [2020-11-18 06:03:51 main:574] : INFO : Epoch 45 | loss: 0.006298 | val_loss: 0.00641319 | Time: 4271.78 ms [2020-11-18 06:03:55 main:574] : INFO : Epoch 46 | loss: 0.0060994 | val_loss: 0.0062115 | Time: 4286.08 ms [2020-11-18 06:03:59 main:574] : INFO : Epoch 47 | loss: 0.00591108 | val_loss: 0.00603933 | Time: 4336.79 ms [2020-11-18 06:04:04 main:574] : INFO : Epoch 48 | loss: 0.00572738 | val_loss: 0.0058204 | Time: 4286.3 ms [2020-11-18 06:04:08 main:574] : INFO : Epoch 49 | loss: 0.00554676 | val_loss: 0.00563707 | Time: 4344.26 ms [2020-11-18 06:04:12 main:574] : INFO : Epoch 50 | loss: 0.00536792 | val_loss: 0.00544847 | Time: 4274.75 ms [2020-11-18 06:04:17 main:574] : INFO : Epoch 51 | loss: 0.00519492 | val_loss: 0.00526171 | Time: 4311.39 ms [2020-11-18 06:04:21 main:574] : INFO : Epoch 52 | loss: 0.00502457 | val_loss: 0.00508575 | Time: 4354.23 ms [2020-11-18 06:04:26 main:574] : INFO : Epoch 53 | loss: 0.00485748 | val_loss: 0.00490228 | Time: 4320.22 ms [2020-11-18 06:04:30 main:574] : INFO : Epoch 54 | loss: 0.00469238 | val_loss: 0.00471631 | Time: 4328.39 ms [2020-11-18 06:04:34 main:574] : INFO : Epoch 55 | loss: 0.00453006 | val_loss: 0.00454665 | Time: 4288.15 ms [2020-11-18 06:04:39 main:574] : INFO : Epoch 56 | loss: 0.00437049 | val_loss: 0.00438155 | Time: 4297.08 ms [2020-11-18 06:04:43 main:574] : INFO : Epoch 57 | loss: 0.00421332 | val_loss: 0.00421832 | Time: 4297.88 ms [2020-11-18 06:04:48 main:574] : INFO : Epoch 58 | loss: 0.004058 | val_loss: 0.00406215 | Time: 4323.37 ms [2020-11-18 06:04:52 main:574] : INFO : Epoch 59 | loss: 0.00390775 | val_loss: 0.00390898 | Time: 4357.28 ms [2020-11-18 06:04:56 main:574] : INFO : Epoch 60 | loss: 0.00375886 | val_loss: 0.00375935 | Time: 4329.99 ms [2020-11-18 06:05:01 main:574] : INFO : Epoch 61 | loss: 0.00361511 | val_loss: 0.00361266 | Time: 4264.93 ms [2020-11-18 06:05:05 main:574] : INFO : Epoch 62 | loss: 0.00347175 | val_loss: 0.0034666 | Time: 4297.6 ms [2020-11-18 06:05:09 main:574] : INFO : Epoch 63 | loss: 0.00333356 | val_loss: 0.00332387 | Time: 4364.17 ms [2020-11-18 06:05:14 main:574] : INFO : Epoch 64 | loss: 0.00319886 | val_loss: 0.00318769 | Time: 4309.1 ms [2020-11-18 06:05:18 main:574] : INFO : Epoch 65 | loss: 0.00306671 | val_loss: 0.00305752 | Time: 4319.25 ms [2020-11-18 06:05:23 main:574] : INFO : Epoch 66 | loss: 0.00293963 | val_loss: 0.00292462 | Time: 4326.92 ms [2020-11-18 06:05:27 main:574] : INFO : Epoch 67 | loss: 0.00281548 | val_loss: 0.00280059 | Time: 4344.68 ms [2020-11-18 06:05:32 main:574] : INFO : Epoch 68 | loss: 0.00269724 | val_loss: 0.00268222 | Time: 4365.85 ms [2020-11-18 06:05:36 main:574] : INFO : Epoch 69 | loss: 0.00257967 | val_loss: 0.00256654 | Time: 4302.14 ms [2020-11-18 06:05:40 main:574] : INFO : Epoch 70 | loss: 0.00246876 | val_loss: 0.002456 | Time: 4346.42 ms [2020-11-18 06:05:45 main:574] : INFO : Epoch 71 | loss: 0.00236122 | val_loss: 0.00234431 | Time: 4352.88 ms [2020-11-18 06:05:49 main:574] : INFO : Epoch 72 | loss: 0.00225696 | val_loss: 0.0022416 | Time: 4312.97 ms [2020-11-18 06:05:54 main:574] : INFO : Epoch 73 | loss: 0.00215793 | val_loss: 0.0021423 | Time: 4347.19 ms [2020-11-18 06:05:58 main:574] : INFO : Epoch 74 | loss: 0.00206197 | val_loss: 0.00204591 | Time: 4313.16 ms [2020-11-18 06:06:02 main:574] : INFO : Epoch 75 | loss: 0.00196995 | val_loss: 0.00195166 | Time: 4295.8 ms [2020-11-18 06:06:07 main:574] : INFO : Epoch 76 | loss: 0.00188179 | val_loss: 0.00186812 | Time: 4338.28 ms [2020-11-18 06:06:11 main:574] : INFO : Epoch 77 | loss: 0.00179718 | val_loss: 0.00178379 | Time: 4391.2 ms [2020-11-18 06:06:16 main:574] : INFO : Epoch 78 | loss: 0.00171657 | val_loss: 0.00170193 | Time: 4315.44 ms [2020-11-18 06:06:20 main:574] : INFO : Epoch 79 | loss: 0.00163868 | val_loss: 0.00162439 | Time: 4282.96 ms [2020-11-18 06:06:24 main:574] : INFO : Epoch 80 | loss: 0.00156394 | val_loss: 0.00155036 | Time: 4302.46 ms [2020-11-18 06:06:29 main:574] : INFO : Epoch 81 | loss: 0.00149409 | val_loss: 0.00147923 | Time: 4375.19 ms [2020-11-18 06:06:33 main:574] : INFO : Epoch 82 | loss: 0.00142566 | val_loss: 0.00141263 | Time: 4333.92 ms [2020-11-18 06:06:38 main:574] : INFO : Epoch 83 | loss: 0.00136058 | val_loss: 0.00134796 | Time: 4308.91 ms [2020-11-18 06:06:42 main:574] : INFO : Epoch 84 | loss: 0.00129794 | val_loss: 0.00128569 | Time: 4319.13 ms [2020-11-18 06:06:46 main:574] : INFO : Epoch 85 | loss: 0.00123819 | val_loss: 0.00122543 | Time: 4338.34 ms [2020-11-18 06:06:51 main:574] : INFO : Epoch 86 | loss: 0.00118053 | val_loss: 0.00117119 | Time: 4328.29 ms [2020-11-18 06:06:55 main:574] : INFO : Epoch 87 | loss: 0.00112739 | val_loss: 0.00111707 | Time: 4338.6 ms [2020-11-18 06:07:00 main:574] : INFO : Epoch 88 | loss: 0.00107419 | val_loss: 0.00106429 | Time: 4311.75 ms [2020-11-18 06:07:04 main:574] : INFO : Epoch 89 | loss: 0.00102428 | val_loss: 0.00101405 | Time: 4300.13 ms [2020-11-18 06:07:08 main:574] : INFO : Epoch 90 | loss: 0.000975945 | val_loss: 0.00096611 | Time: 4317.53 ms [2020-11-18 06:07:13 main:574] : INFO : Epoch 91 | loss: 0.000930596 | val_loss: 0.000920494 | Time: 4297.77 ms [2020-11-18 06:07:17 main:574] : INFO : Epoch 92 | loss: 0.00088673 | val_loss: 0.000878857 | Time: 4304.91 ms [2020-11-18 06:07:21 main:574] : INFO : Epoch 93 | loss: 0.000844953 | val_loss: 0.00083594 | Time: 4303.48 ms [2020-11-18 06:07:26 main:574] : INFO : Epoch 94 | loss: 0.000806009 | val_loss: 0.000799328 | Time: 4317.79 ms [2020-11-18 06:07:30 main:574] : INFO : Epoch 95 | loss: 0.000767755 | val_loss: 0.000760577 | Time: 4327.18 ms [2020-11-18 06:07:35 main:574] : INFO : Epoch 96 | loss: 0.000731044 | val_loss: 0.000722562 | Time: 4296.59 ms [2020-11-18 06:07:39 main:574] : INFO : Epoch 97 | loss: 0.00069675 | val_loss: 0.000693131 | Time: 4262.12 ms [2020-11-18 06:07:43 main:574] : INFO : Epoch 98 | loss: 0.00066484 | val_loss: 0.000657881 | Time: 4322.15 ms [2020-11-18 06:07:48 main:574] : INFO : Epoch 99 | loss: 0.000632489 | val_loss: 0.000626422 | Time: 4313.31 ms [2020-11-18 06:07:52 main:574] : INFO : Epoch 100 | loss: 0.000602298 | val_loss: 0.00059778 | Time: 4405.63 ms [2020-11-18 06:07:57 main:574] : INFO : Epoch 101 | loss: 0.00057345 | val_loss: 0.000569492 | Time: 4328.91 ms [2020-11-18 06:08:01 main:574] : INFO : Epoch 102 | loss: 0.000546898 | val_loss: 0.000541903 | Time: 4317.27 ms [2020-11-18 06:08:05 main:574] : INFO : Epoch 103 | loss: 0.000521739 | val_loss: 0.000515093 | Time: 4321.29 ms [2020-11-18 06:08:10 main:574] : INFO : Epoch 104 | loss: 0.000496529 | val_loss: 0.000493396 | Time: 4292.83 ms [2020-11-18 06:08:14 main:574] : INFO : Epoch 105 | loss: 0.000473035 | val_loss: 0.000468633 | Time: 4329.25 ms [2020-11-18 06:08:19 main:574] : INFO : Epoch 106 | loss: 0.000451222 | val_loss: 0.000446205 | Time: 4289.55 ms [2020-11-18 06:08:23 main:574] : INFO : Epoch 107 | loss: 0.000430868 | val_loss: 0.000426806 | Time: 4301.63 ms [2020-11-18 06:08:28 main:574] : INFO : Epoch 108 | loss: 0.000411506 | val_loss: 0.000409166 | Time: 4596.13 ms [2020-11-18 06:08:32 main:574] : INFO : Epoch 109 | loss: 0.000392258 | val_loss: 0.000388528 | Time: 4269.61 ms [2020-11-18 06:08:36 main:574] : INFO : Epoch 110 | loss: 0.000374354 | val_loss: 0.000373207 | Time: 4367.01 ms [2020-11-18 06:08:41 main:574] : INFO : Epoch 111 | loss: 0.000358651 | val_loss: 0.000357351 | Time: 4318.24 ms [2020-11-18 06:08:45 main:574] : INFO : Epoch 112 | loss: 0.000343163 | val_loss: 0.000341734 | Time: 4326.26 ms [2020-11-18 06:08:50 main:574] : INFO : Epoch 113 | loss: 0.000327668 | val_loss: 0.000326365 | Time: 4355.64 ms [2020-11-18 06:08:54 main:574] : INFO : Epoch 114 | loss: 0.000313642 | val_loss: 0.000314465 | Time: 4336.47 ms [2020-11-18 06:08:59 main:574] : INFO : Epoch 115 | loss: 0.00030029 | val_loss: 0.000301868 | Time: 4372.21 ms [2020-11-18 06:09:03 main:574] : INFO : Epoch 116 | loss: 0.00028749 | val_loss: 0.000285003 | Time: 4356.92 ms [2020-11-18 06:09:08 main:574] : INFO : Epoch 117 | loss: 0.000275492 | val_loss: 0.000274918 | Time: 4349.42 ms [2020-11-18 06:09:12 main:574] : INFO : Epoch 118 | loss: 0.000264604 | val_loss: 0.000264512 | Time: 4356.45 ms [2020-11-18 06:09:16 main:574] : INFO : Epoch 119 | loss: 0.000253461 | val_loss: 0.000253614 | Time: 4297.74 ms [2020-11-18 06:09:21 main:574] : INFO : Epoch 120 | loss: 0.000243693 | val_loss: 0.000244066 | Time: 4360.89 ms [2020-11-18 06:09:25 main:574] : INFO : Epoch 121 | loss: 0.0002336 | val_loss: 0.000235209 | Time: 4288.04 ms [2020-11-18 06:09:30 main:574] : INFO : Epoch 122 | loss: 0.000225406 | val_loss: 0.000224632 | Time: 4357.4 ms [2020-11-18 06:09:34 main:574] : INFO : Epoch 123 | loss: 0.000216836 | val_loss: 0.000215341 | Time: 4327.68 ms [2020-11-18 06:09:38 main:574] : INFO : Epoch 124 | loss: 0.000208855 | val_loss: 0.000208276 | Time: 4340.34 ms [2020-11-18 06:09:43 main:574] : INFO : Epoch 125 | loss: 0.000200683 | val_loss: 0.000203004 | Time: 4310.44 ms [2020-11-18 06:09:47 main:574] : INFO : Epoch 126 | loss: 0.0001937 | val_loss: 0.000194524 | Time: 4331.06 ms [2020-11-18 06:09:52 main:574] : INFO : Epoch 127 | loss: 0.00018639 | val_loss: 0.000187327 | Time: 4355.53 ms [2020-11-18 06:09:56 main:574] : INFO : Epoch 128 | loss: 0.000180085 | val_loss: 0.000181956 | Time: 4329.1 ms [2020-11-18 06:10:00 main:574] : INFO : Epoch 129 | loss: 0.000173644 | val_loss: 0.00017436 | Time: 4301.67 ms [2020-11-18 06:10:05 main:574] : INFO : Epoch 130 | loss: 0.000168429 | val_loss: 0.000170423 | Time: 4315.04 ms [2020-11-18 06:10:09 main:574] : INFO : Epoch 131 | loss: 0.000162681 | val_loss: 0.000163515 | Time: 4345.49 ms [2020-11-18 06:10:14 main:574] : INFO : Epoch 132 | loss: 0.000157061 | val_loss: 0.000158495 | Time: 4271.52 ms [2020-11-18 06:10:18 main:574] : INFO : Epoch 133 | loss: 0.000152109 | val_loss: 0.000153789 | Time: 4344.52 ms [2020-11-18 06:10:22 main:574] : INFO : Epoch 134 | loss: 0.000147708 | val_loss: 0.000147013 | Time: 4405.27 ms [2020-11-18 06:10:27 main:574] : INFO : Epoch 135 | loss: 0.000142299 | val_loss: 0.000143992 | Time: 4314.45 ms [2020-11-18 06:10:31 main:574] : INFO : Epoch 136 | loss: 0.000138018 | val_loss: 0.000139293 | Time: 4330.33 ms [2020-11-18 06:10:36 main:574] : INFO : Epoch 137 | loss: 0.000134297 | val_loss: 0.000134586 | Time: 4378.22 ms [2020-11-18 06:10:40 main:574] : INFO : Epoch 138 | loss: 0.00013071 | val_loss: 0.000130431 | Time: 4267.31 ms [2020-11-18 06:10:44 main:574] : INFO : Epoch 139 | loss: 0.000126381 | val_loss: 0.000127683 | Time: 4267.47 ms [2020-11-18 06:10:49 main:574] : INFO : Epoch 140 | loss: 0.000122873 | val_loss: 0.000124558 | Time: 4345.34 ms [2020-11-18 06:10:53 main:574] : INFO : Epoch 141 | loss: 0.000119493 | val_loss: 0.000121304 | Time: 4343.55 ms [2020-11-18 06:10:58 main:574] : INFO : Epoch 142 | loss: 0.000116479 | val_loss: 0.000116212 | Time: 4328.13 ms [2020-11-18 06:11:02 main:574] : INFO : Epoch 143 | loss: 0.000113342 | val_loss: 0.000114255 | Time: 4260.25 ms [2020-11-18 06:11:06 main:574] : INFO : Epoch 144 | loss: 0.000109982 | val_loss: 0.000110384 | Time: 4322.34 ms [2020-11-18 06:11:11 main:574] : INFO : Epoch 145 | loss: 0.000107762 | val_loss: 0.000110154 | Time: 4367.54 ms [2020-11-18 06:11:15 main:574] : INFO : Epoch 146 | loss: 0.000104267 | val_loss: 0.000103835 | Time: 4310.98 ms [2020-11-18 06:11:20 main:574] : INFO : Epoch 147 | loss: 0.000102244 | val_loss: 0.000104329 | Time: 4324.58 ms [2020-11-18 06:11:24 main:574] : INFO : Epoch 148 | loss: 0.000100011 | val_loss: 0.000101669 | Time: 4317.51 ms [2020-11-18 06:11:28 main:574] : INFO : Epoch 149 | loss: 9.72611e-05 | val_loss: 9.77788e-05 | Time: 4350.51 ms [2020-11-18 06:11:33 main:574] : INFO : Epoch 150 | loss: 9.47788e-05 | val_loss: 9.61973e-05 | Time: 4291.84 ms [2020-11-18 06:11:37 main:574] : INFO : Epoch 151 | loss: 9.27397e-05 | val_loss: 9.36002e-05 | Time: 4371.73 ms [2020-11-18 06:11:42 main:574] : INFO : Epoch 152 | loss: 9.08289e-05 | val_loss: 9.2489e-05 | Time: 4384.98 ms [2020-11-18 06:11:46 main:574] : INFO : Epoch 153 | loss: 8.85482e-05 | val_loss: 9.08526e-05 | Time: 4372.02 ms [2020-11-18 06:11:51 main:574] : INFO : Epoch 154 | loss: 8.6472e-05 | val_loss: 8.68079e-05 | Time: 4283.38 ms [2020-11-18 06:11:55 main:574] : INFO : Epoch 155 | loss: 8.44311e-05 | val_loss: 8.59163e-05 | Time: 4322.94 ms [2020-11-18 06:11:59 main:574] : INFO : Epoch 156 | loss: 8.31737e-05 | val_loss: 8.37974e-05 | Time: 4375.66 ms [2020-11-18 06:12:04 main:574] : INFO : Epoch 157 | loss: 8.07924e-05 | val_loss: 8.17591e-05 | Time: 4328.95 ms [2020-11-18 06:12:09 main:574] : INFO : Epoch 158 | loss: 7.9181e-05 | val_loss: 8.12721e-05 | Time: 4619.4 ms [2020-11-18 06:12:13 main:574] : INFO : Epoch 159 | loss: 7.79205e-05 | val_loss: 7.78524e-05 | Time: 4329.36 ms [2020-11-18 06:12:18 main:574] : INFO : Epoch 160 | loss: 7.67116e-05 | val_loss: 7.75408e-05 | Time: 4371.98 ms [2020-11-18 06:12:22 main:574] : INFO : Epoch 161 | loss: 7.46484e-05 | val_loss: 7.48829e-05 | Time: 4436.34 ms [2020-11-18 06:12:27 main:574] : INFO : Epoch 162 | loss: 7.33925e-05 | val_loss: 7.51252e-05 | Time: 4322.68 ms [2020-11-18 06:12:31 main:574] : INFO : Epoch 163 | loss: 7.21962e-05 | val_loss: 7.26718e-05 | Time: 4353.28 ms [2020-11-18 06:12:35 main:574] : INFO : Epoch 164 | loss: 7.0886e-05 | val_loss: 7.09661e-05 | Time: 4341.91 ms [2020-11-18 06:12:40 main:574] : INFO : Epoch 165 | loss: 6.92775e-05 | val_loss: 7.07453e-05 | Time: 4326.79 ms [2020-11-18 06:12:44 main:574] : INFO : Epoch 166 | loss: 6.7964e-05 | val_loss: 6.98157e-05 | Time: 4379.7 ms [2020-11-18 06:12:49 main:574] : INFO : Epoch 167 | loss: 6.74721e-05 | val_loss: 6.85511e-05 | Time: 4270.81 ms [2020-11-18 06:12:53 main:574] : INFO : Epoch 168 | loss: 6.5709e-05 | val_loss: 6.70743e-05 | Time: 4357.2 ms [2020-11-18 06:12:58 main:574] : INFO : Epoch 169 | loss: 6.46007e-05 | val_loss: 6.46247e-05 | Time: 4421.86 ms [2020-11-18 06:13:02 main:574] : INFO : Epoch 170 | loss: 6.30193e-05 | val_loss: 6.72773e-05 | Time: 4287.66 ms [2020-11-18 06:13:06 main:574] : INFO : Epoch 171 | loss: 6.38515e-05 | val_loss: 6.28113e-05 | Time: 4285.97 ms [2020-11-18 06:13:11 main:574] : INFO : Epoch 172 | loss: 6.17603e-05 | val_loss: 6.23736e-05 | Time: 4313.19 ms [2020-11-18 06:13:15 main:574] : INFO : Epoch 173 | loss: 6.00691e-05 | val_loss: 6.15126e-05 | Time: 4331.12 ms [2020-11-18 06:13:20 main:574] : INFO : Epoch 174 | loss: 5.95044e-05 | val_loss: 6.02316e-05 | Time: 4290.44 ms [2020-11-18 06:13:24 main:574] : INFO : Epoch 175 | loss: 5.87752e-05 | val_loss: 5.91216e-05 | Time: 4316.53 ms [2020-11-18 06:13:28 main:574] : INFO : Epoch 176 | loss: 5.80084e-05 | val_loss: 5.75218e-05 | Time: 4312.15 ms [2020-11-18 06:13:33 main:574] : INFO : Epoch 177 | loss: 5.61304e-05 | val_loss: 5.70703e-05 | Time: 4315.56 ms [2020-11-18 06:13:37 main:574] : INFO : Epoch 178 | loss: 5.53588e-05 | val_loss: 5.64068e-05 | Time: 4307.29 ms [2020-11-18 06:13:41 main:574] : INFO : Epoch 179 | loss: 5.53895e-05 | val_loss: 5.51688e-05 | Time: 4321.85 ms [2020-11-18 06:13:46 main:574] : INFO : Epoch 180 | loss: 5.40923e-05 | val_loss: 5.50312e-05 | Time: 4355.18 ms [2020-11-18 06:13:50 main:574] : INFO : Epoch 181 | loss: 5.31392e-05 | val_loss: 5.29989e-05 | Time: 4371.88 ms [2020-11-18 06:13:55 main:574] : INFO : Epoch 182 | loss: 5.31218e-05 | val_loss: 5.41019e-05 | Time: 4331.16 ms [2020-11-18 06:13:59 main:574] : INFO : Epoch 183 | loss: 5.15057e-05 | val_loss: 5.24623e-05 | Time: 4286.19 ms [2020-11-18 06:14:03 main:574] : INFO : Epoch 184 | loss: 5.20381e-05 | val_loss: 5.0958e-05 | Time: 4326.58 ms [2020-11-18 06:14:08 main:574] : INFO : Epoch 185 | loss: 5.1135e-05 | val_loss: 5.23777e-05 | Time: 4376.06 ms [2020-11-18 06:14:12 main:574] : INFO : Epoch 186 | loss: 4.93561e-05 | val_loss: 5.02327e-05 | Time: 4327.71 ms [2020-11-18 06:14:17 main:574] : INFO : Epoch 187 | loss: 4.85211e-05 | val_loss: 4.92537e-05 | Time: 4344.3 ms [2020-11-18 06:14:21 main:574] : INFO : Epoch 188 | loss: 4.84585e-05 | val_loss: 4.97728e-05 | Time: 4364.28 ms [2020-11-18 06:14:26 main:574] : INFO : Epoch 189 | loss: 4.82853e-05 | val_loss: 4.87265e-05 | Time: 4352.82 ms [2020-11-18 06:14:30 main:574] : INFO : Epoch 190 | loss: 4.6957e-05 | val_loss: 4.7344e-05 | Time: 4325.53 ms [2020-11-18 06:14:34 main:574] : INFO : Epoch 191 | loss: 4.67186e-05 | val_loss: 4.9401e-05 | Time: 4362.18 ms [2020-11-18 06:14:39 main:574] : INFO : Epoch 192 | loss: 4.61665e-05 | val_loss: 4.60739e-05 | Time: 4345.76 ms [2020-11-18 06:14:39 main:597] : INFO : Saving trained model to model-final.pt, val_loss 4.60739e-05 [2020-11-18 06:14:39 main:603] : INFO : Saving end state to config to file [2020-11-18 06:14:39 main:608] : INFO : Success, exiting.. 06:14:39 (9820): 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)