Task 2943718
| Name | rand_automata_0074-1605425663-29948-0_0 |
| Workunit | 1327640 |
| Created | 15 Nov 2020, 7:34:24 UTC |
| Sent | 17 Nov 2020, 11:22:03 UTC |
| Report deadline | 25 Nov 2020, 11:22:03 UTC |
| Received | 19 Nov 2020, 12:39:12 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 3097 |
| Run time | 19 min 8 sec |
| CPU time | 18 min 24 sec |
| Validate state | Valid |
| Credit | 959.40 |
| Device peak FLOPS | 1,641.98 GFLOPS |
| Application version | Machine Learning Dataset Generator (GPU) v9.75 (cuda10200) windows_x86_64 |
| Peak working set size | 1.41 GB |
| Peak swap size | 3.00 GB |
| Peak disk usage | 1.54 GB |
Stderr output
<core_client_version>7.14.2</core_client_version> <![CDATA[ <stderr_txt> Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: GeForce GTX 750 Ti) [2020-11-19 07:19:32 main:435] : INFO : Set logging level to 1 [2020-11-19 07:19:32 main:441] : INFO : Running in BOINC Client mode [2020-11-19 07:19:32 main:444] : INFO : Resolving all filenames [2020-11-19 07:19:32 main:452] : INFO : Resolved: dataset.hdf5 => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0074-train-val-dataset.hdf5 (exists = 1) [2020-11-19 07:19:32 main:452] : INFO : Resolved: model.cfg => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0074-1605425663-29948-0_0_r1356695605_1 (exists = 0) [2020-11-19 07:19:32 main:452] : INFO : Resolved: model-final.pt => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0074-1605425663-29948-0_0_r1356695605_0 (exists = 0) [2020-11-19 07:19:32 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 0) [2020-11-19 07:19:32 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 0) [2020-11-19 07:19:32 main:472] : INFO : Dataset filename: ../../projects/www.mlcathome.org_mlcathome/rand_automata_0074-train-val-dataset.hdf5 [2020-11-19 07:19:32 main:474] : INFO : Configuration: [2020-11-19 07:19:32 main:475] : INFO : Model type: LSTM [2020-11-19 07:19:32 main:476] : INFO : Validation Loss Threshold: 0.0001 [2020-11-19 07:19:32 main:477] : INFO : Max Epochs: 192 [2020-11-19 07:19:33 main:478] : INFO : Batch Size: 32 [2020-11-19 07:19:33 main:479] : INFO : Learning Rate: 0.001 [2020-11-19 07:19:33 main:480] : INFO : Patience: 10 [2020-11-19 07:19:33 main:481] : INFO : Hidden Width: 64 [2020-11-19 07:19:33 main:482] : INFO : # Recurrent Layers: 4 [2020-11-19 07:19:33 main:483] : INFO : # Backend Layers: 2 [2020-11-19 07:19:33 main:484] : INFO : # Threads: 1 [2020-11-19 07:19:33 main:486] : INFO : Preparing Dataset [2020-11-19 07:19:33 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0074-train-val-dataset.hdf5 into memory [2020-11-19 07:19:33 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0074-train-val-dataset.hdf5 into memory [2020-11-19 07:19:36 load:106] : INFO : Successfully loaded dataset of 4096 examples into memory. [2020-11-19 07:19:36 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0074-train-val-dataset.hdf5 into memory [2020-11-19 07:19:36 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0074-train-val-dataset.hdf5 into memory [2020-11-19 07:19:36 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2020-11-19 07:19:36 main:494] : INFO : Creating Model [2020-11-19 07:19:36 main:507] : INFO : Preparing config file [2020-11-19 07:19:36 main:519] : INFO : Creating new config file [2020-11-19 07:19:37 main:559] : INFO : Loading DataLoader into Memory [2020-11-19 07:19:43 main:562] : INFO : Starting Training [2020-11-19 07:19:49 main:574] : INFO : Epoch 1 | loss: 0.0662239 | val_loss: 0.0656774 | Time: 6291.29 ms [2020-11-19 07:19:55 main:574] : INFO : Epoch 2 | loss: 0.0652956 | val_loss: 0.0641838 | Time: 5867.59 ms [2020-11-19 07:20:01 main:574] : INFO : Epoch 3 | loss: 0.0625508 | val_loss: 0.0608315 | Time: 5865.78 ms [2020-11-19 07:20:07 main:574] : INFO : Epoch 4 | loss: 0.0595281 | val_loss: 0.0583242 | Time: 5663.88 ms [2020-11-19 07:20:13 main:574] : INFO : Epoch 5 | loss: 0.0572943 | val_loss: 0.0564642 | Time: 5618.93 ms [2020-11-19 07:20:18 main:574] : INFO : Epoch 6 | loss: 0.0555962 | val_loss: 0.0549562 | Time: 5619.01 ms [2020-11-19 07:20:24 main:574] : INFO : Epoch 7 | loss: 0.0542642 | val_loss: 0.0537248 | Time: 5449.18 ms [2020-11-19 07:20:29 main:574] : INFO : Epoch 8 | loss: 0.053104 | val_loss: 0.0526188 | Time: 5650.79 ms [2020-11-19 07:20:35 main:574] : INFO : Epoch 9 | loss: 0.0519374 | val_loss: 0.051521 | Time: 5713.95 ms [2020-11-19 07:20:41 main:574] : INFO : Epoch 10 | loss: 0.0507065 | val_loss: 0.0502231 | Time: 5717.23 ms [2020-11-19 07:20:47 main:574] : INFO : Epoch 11 | loss: 0.0493372 | val_loss: 0.0488846 | Time: 5698.71 ms [2020-11-19 07:20:52 main:574] : INFO : Epoch 12 | loss: 0.0477995 | val_loss: 0.047424 | Time: 5706.85 ms [2020-11-19 07:20:58 main:574] : INFO : Epoch 13 | loss: 0.0461238 | val_loss: 0.0456427 | Time: 5722.67 ms [2020-11-19 07:21:04 main:574] : INFO : Epoch 14 | loss: 0.0442243 | val_loss: 0.0437842 | Time: 5786.87 ms [2020-11-19 07:21:10 main:574] : INFO : Epoch 15 | loss: 0.042127 | val_loss: 0.0417858 | Time: 5704.4 ms [2020-11-19 07:21:16 main:574] : INFO : Epoch 16 | loss: 0.0397201 | val_loss: 0.0398295 | Time: 5738.42 ms [2020-11-19 07:21:21 main:574] : INFO : Epoch 17 | loss: 0.0372147 | val_loss: 0.0370245 | Time: 5619.78 ms [2020-11-19 07:21:27 main:574] : INFO : Epoch 18 | loss: 0.0345583 | val_loss: 0.0344988 | Time: 5924.9 ms [2020-11-19 07:21:33 main:574] : INFO : Epoch 19 | loss: 0.0321324 | val_loss: 0.0318667 | Time: 5736.36 ms [2020-11-19 07:21:39 main:574] : INFO : Epoch 20 | loss: 0.0299683 | val_loss: 0.0403546 | Time: 5747.69 ms [2020-11-19 07:21:45 main:574] : INFO : Epoch 21 | loss: 0.0292803 | val_loss: 0.0273825 | Time: 5647.81 ms [2020-11-19 07:21:50 main:574] : INFO : Epoch 22 | loss: 0.0267342 | val_loss: 0.0268241 | Time: 5611.02 ms [2020-11-19 07:21:56 main:574] : INFO : Epoch 23 | loss: 0.0487374 | val_loss: 0.0388099 | Time: 5613.57 ms [2020-11-19 07:22:02 main:574] : INFO : Epoch 24 | loss: 0.0270274 | val_loss: 0.0261865 | Time: 5705.08 ms [2020-11-19 07:22:07 main:574] : INFO : Epoch 25 | loss: 0.0279117 | val_loss: 0.0202411 | Time: 5715.48 ms [2020-11-19 07:22:13 main:574] : INFO : Epoch 26 | loss: 0.0188528 | val_loss: 0.0290065 | Time: 5667.26 ms [2020-11-19 07:22:19 main:574] : INFO : Epoch 27 | loss: 0.0184908 | val_loss: 0.0169816 | Time: 5662.25 ms [2020-11-19 07:22:24 main:574] : INFO : Epoch 28 | loss: 0.0201713 | val_loss: 0.0147585 | Time: 5311.8 ms [2020-11-19 07:22:30 main:574] : INFO : Epoch 29 | loss: 0.0134569 | val_loss: 0.0213151 | Time: 5665.92 ms [2020-11-19 07:22:36 main:574] : INFO : Epoch 30 | loss: 0.0314306 | val_loss: 0.0448051 | Time: 5738.49 ms [2020-11-19 07:22:41 main:574] : INFO : Epoch 31 | loss: 0.0287543 | val_loss: 0.0312897 | Time: 5710.44 ms [2020-11-19 07:22:47 main:574] : INFO : Epoch 32 | loss: 0.0416767 | val_loss: 0.060996 | Time: 5652.62 ms [2020-11-19 07:22:53 main:574] : INFO : Epoch 33 | loss: 0.059853 | val_loss: 0.0589053 | Time: 5669.89 ms [2020-11-19 07:22:59 main:574] : INFO : Epoch 34 | loss: 0.0575764 | val_loss: 0.056265 | Time: 5618.69 ms [2020-11-19 07:23:04 main:574] : INFO : Epoch 35 | loss: 0.0539687 | val_loss: 0.051458 | Time: 5668.79 ms [2020-11-19 07:23:10 main:574] : INFO : Epoch 36 | loss: 0.0467844 | val_loss: 0.041635 | Time: 5646.03 ms [2020-11-19 07:23:16 main:574] : INFO : Epoch 37 | loss: 0.0334485 | val_loss: 0.0249385 | Time: 5672.34 ms [2020-11-19 07:23:21 main:574] : INFO : Epoch 38 | loss: 0.0197974 | val_loss: 0.0172906 | Time: 5665.63 ms [2020-11-19 07:23:27 main:574] : INFO : Epoch 39 | loss: 0.0161749 | val_loss: 0.0154293 | Time: 5664.14 ms [2020-11-19 07:23:33 main:574] : INFO : Epoch 40 | loss: 0.0130051 | val_loss: 0.0125976 | Time: 5917.76 ms [2020-11-19 07:23:39 main:574] : INFO : Epoch 41 | loss: 0.0125225 | val_loss: 0.012001 | Time: 5917.63 ms [2020-11-19 07:23:45 main:574] : INFO : Epoch 42 | loss: 0.0148304 | val_loss: 0.0121898 | Time: 5672.91 ms [2020-11-19 07:23:51 main:574] : INFO : Epoch 43 | loss: 0.0109962 | val_loss: 0.0109902 | Time: 6013.38 ms [2020-11-19 07:23:57 main:574] : INFO : Epoch 44 | loss: 0.0102438 | val_loss: 0.0103764 | Time: 5807.36 ms [2020-11-19 07:24:02 main:574] : INFO : Epoch 45 | loss: 0.0102634 | val_loss: 0.0107207 | Time: 5693.9 ms [2020-11-19 07:24:08 main:574] : INFO : Epoch 46 | loss: 0.0336241 | val_loss: 0.0618109 | Time: 5629.14 ms [2020-11-19 07:24:14 main:574] : INFO : Epoch 47 | loss: 0.0611212 | val_loss: 0.0606741 | Time: 5602.67 ms [2020-11-19 07:24:19 main:574] : INFO : Epoch 48 | loss: 0.0603662 | val_loss: 0.0600031 | Time: 5631.38 ms [2020-11-19 07:24:25 main:574] : INFO : Epoch 49 | loss: 0.059502 | val_loss: 0.0588781 | Time: 5679.56 ms [2020-11-19 07:24:31 main:574] : INFO : Epoch 50 | loss: 0.0578773 | val_loss: 0.0565387 | Time: 5666.18 ms [2020-11-19 07:24:37 main:574] : INFO : Epoch 51 | loss: 0.0535775 | val_loss: 0.0489797 | Time: 5672.91 ms [2020-11-19 07:24:42 main:574] : INFO : Epoch 52 | loss: 0.0337758 | val_loss: 0.019516 | Time: 5558.24 ms [2020-11-19 07:24:48 main:574] : INFO : Epoch 53 | loss: 0.0242334 | val_loss: 0.0177464 | Time: 5652 ms [2020-11-19 07:24:54 main:574] : INFO : Epoch 54 | loss: 0.027886 | val_loss: 0.0173765 | Time: 5659.89 ms [2020-11-19 07:24:59 main:574] : INFO : Epoch 55 | loss: 0.0156305 | val_loss: 0.0219226 | Time: 5650.11 ms [2020-11-19 07:25:05 main:574] : INFO : Epoch 56 | loss: 0.0125674 | val_loss: 0.0109765 | Time: 5637.84 ms [2020-11-19 07:25:11 main:574] : INFO : Epoch 57 | loss: 0.0101743 | val_loss: 0.0103118 | Time: 5676.78 ms [2020-11-19 07:25:16 main:574] : INFO : Epoch 58 | loss: 0.00986281 | val_loss: 0.00965577 | Time: 5654.56 ms [2020-11-19 07:25:22 main:574] : INFO : Epoch 59 | loss: 0.00921889 | val_loss: 0.0092543 | Time: 5747.21 ms [2020-11-19 07:25:28 main:574] : INFO : Epoch 60 | loss: 0.00886061 | val_loss: 0.00894184 | Time: 5878.96 ms [2020-11-19 07:25:34 main:574] : INFO : Epoch 61 | loss: 0.00863953 | val_loss: 0.00873424 | Time: 5664.23 ms [2020-11-19 07:25:40 main:574] : INFO : Epoch 62 | loss: 0.00842547 | val_loss: 0.0083572 | Time: 5631.55 ms [2020-11-19 07:25:45 main:574] : INFO : Epoch 63 | loss: 0.00812477 | val_loss: 0.00832529 | Time: 5663.47 ms [2020-11-19 07:25:51 main:574] : INFO : Epoch 64 | loss: 0.00790741 | val_loss: 0.00793176 | Time: 5868.71 ms [2020-11-19 07:25:57 main:574] : INFO : Epoch 65 | loss: 0.00768726 | val_loss: 0.00773348 | Time: 5734.48 ms [2020-11-19 07:26:03 main:574] : INFO : Epoch 66 | loss: 0.00748912 | val_loss: 0.00753157 | Time: 5621.36 ms [2020-11-19 07:26:08 main:574] : INFO : Epoch 67 | loss: 0.0073002 | val_loss: 0.00734559 | Time: 5704.37 ms [2020-11-19 07:26:14 main:574] : INFO : Epoch 68 | loss: 0.0071227 | val_loss: 0.00716828 | Time: 5859.52 ms [2020-11-19 07:26:20 main:574] : INFO : Epoch 69 | loss: 0.00694758 | val_loss: 0.00700567 | Time: 5837.68 ms [2020-11-19 07:26:26 main:574] : INFO : Epoch 70 | loss: 0.00677819 | val_loss: 0.00683853 | Time: 5636.87 ms [2020-11-19 07:26:32 main:574] : INFO : Epoch 71 | loss: 0.00661127 | val_loss: 0.00665065 | Time: 5611.42 ms [2020-11-19 07:26:37 main:574] : INFO : Epoch 72 | loss: 0.00644274 | val_loss: 0.00648971 | Time: 5618.95 ms [2020-11-19 07:26:43 main:574] : INFO : Epoch 73 | loss: 0.0062802 | val_loss: 0.00632353 | Time: 5609.54 ms [2020-11-19 07:26:49 main:574] : INFO : Epoch 74 | loss: 0.00611744 | val_loss: 0.00614475 | Time: 5796.62 ms [2020-11-19 07:27:05 main:574] : INFO : Epoch 75 | loss: 0.00595882 | val_loss: 0.00598151 | Time: 15814.9 ms [2020-11-19 07:27:11 main:574] : INFO : Epoch 76 | loss: 0.00580061 | val_loss: 0.00582412 | Time: 6014.78 ms [2020-11-19 07:27:17 main:574] : INFO : Epoch 77 | loss: 0.00564325 | val_loss: 0.00566289 | Time: 6105.59 ms [2020-11-19 07:27:23 main:574] : INFO : Epoch 78 | loss: 0.00548734 | val_loss: 0.00550243 | Time: 5597.6 ms [2020-11-19 07:27:28 main:574] : INFO : Epoch 79 | loss: 0.00533376 | val_loss: 0.00534981 | Time: 5422.89 ms [2020-11-19 07:27:34 main:574] : INFO : Epoch 80 | loss: 0.00518195 | val_loss: 0.0051965 | Time: 5663.01 ms [2020-11-19 07:27:40 main:574] : INFO : Epoch 81 | loss: 0.00503053 | val_loss: 0.00504025 | Time: 5751.99 ms [2020-11-19 07:27:46 main:574] : INFO : Epoch 82 | loss: 0.00488195 | val_loss: 0.00488891 | Time: 5968.04 ms [2020-11-19 07:27:51 main:574] : INFO : Epoch 83 | loss: 0.00473304 | val_loss: 0.00474236 | Time: 5715.65 ms [2020-11-19 07:27:57 main:574] : INFO : Epoch 84 | loss: 0.00458811 | val_loss: 0.00459246 | Time: 5913.19 ms [2020-11-19 07:28:03 main:574] : INFO : Epoch 85 | loss: 0.00444444 | val_loss: 0.00445366 | Time: 5652.94 ms [2020-11-19 07:28:09 main:574] : INFO : Epoch 86 | loss: 0.00430249 | val_loss: 0.00430577 | Time: 5674.52 ms [2020-11-19 07:28:15 main:574] : INFO : Epoch 87 | loss: 0.00416252 | val_loss: 0.00416779 | Time: 5662.49 ms [2020-11-19 07:28:20 main:574] : INFO : Epoch 88 | loss: 0.00402612 | val_loss: 0.00402728 | Time: 5853.14 ms [2020-11-19 07:28:26 main:574] : INFO : Epoch 89 | loss: 0.00389189 | val_loss: 0.00389383 | Time: 5717.19 ms [2020-11-19 07:28:32 main:574] : INFO : Epoch 90 | loss: 0.00376028 | val_loss: 0.00376132 | Time: 5708.96 ms [2020-11-19 07:28:38 main:574] : INFO : Epoch 91 | loss: 0.0036309 | val_loss: 0.0036324 | Time: 5691.63 ms [2020-11-19 07:28:43 main:574] : INFO : Epoch 92 | loss: 0.00350406 | val_loss: 0.00350321 | Time: 5689.05 ms [2020-11-19 07:28:49 main:574] : INFO : Epoch 93 | loss: 0.00338043 | val_loss: 0.00337999 | Time: 5947.48 ms [2020-11-19 07:28:55 main:574] : INFO : Epoch 94 | loss: 0.00325994 | val_loss: 0.00326088 | Time: 5945.48 ms [2020-11-19 07:29:01 main:574] : INFO : Epoch 95 | loss: 0.00314273 | val_loss: 0.00313851 | Time: 5771.94 ms [2020-11-19 07:29:07 main:574] : INFO : Epoch 96 | loss: 0.00302811 | val_loss: 0.0030233 | Time: 5810.18 ms [2020-11-19 07:29:13 main:574] : INFO : Epoch 97 | loss: 0.00291679 | val_loss: 0.00291456 | Time: 5758.97 ms [2020-11-19 07:29:19 main:574] : INFO : Epoch 98 | loss: 0.00280975 | val_loss: 0.00280387 | Time: 5446.03 ms [2020-11-19 07:29:24 main:574] : INFO : Epoch 99 | loss: 0.00270631 | val_loss: 0.00270162 | Time: 5818.75 ms [2020-11-19 07:29:30 main:574] : INFO : Epoch 100 | loss: 0.0026044 | val_loss: 0.00259916 | Time: 5832.03 ms [2020-11-19 07:29:36 main:574] : INFO : Epoch 101 | loss: 0.00250648 | val_loss: 0.00249956 | Time: 5651.64 ms [2020-11-19 07:29:42 main:574] : INFO : Epoch 102 | loss: 0.00241272 | val_loss: 0.00240554 | Time: 5791.46 ms [2020-11-19 07:29:48 main:574] : INFO : Epoch 103 | loss: 0.00232189 | val_loss: 0.00231452 | Time: 5986.81 ms [2020-11-19 07:29:54 main:574] : INFO : Epoch 104 | loss: 0.00223526 | val_loss: 0.00222963 | Time: 5806.65 ms [2020-11-19 07:30:00 main:574] : INFO : Epoch 105 | loss: 0.00215116 | val_loss: 0.00214402 | Time: 5782.34 ms [2020-11-19 07:30:06 main:574] : INFO : Epoch 106 | loss: 0.00207063 | val_loss: 0.00206625 | Time: 6074.88 ms [2020-11-19 07:30:12 main:574] : INFO : Epoch 107 | loss: 0.00199416 | val_loss: 0.00199029 | Time: 5975.32 ms [2020-11-19 07:30:18 main:574] : INFO : Epoch 108 | loss: 0.0019187 | val_loss: 0.00191587 | Time: 5936.57 ms [2020-11-19 07:30:24 main:574] : INFO : Epoch 109 | loss: 0.00184736 | val_loss: 0.00184548 | Time: 5829.35 ms [2020-11-19 07:30:30 main:574] : INFO : Epoch 110 | loss: 0.00177857 | val_loss: 0.00177464 | Time: 5982.06 ms [2020-11-19 07:30:36 main:574] : INFO : Epoch 111 | loss: 0.00171283 | val_loss: 0.00171363 | Time: 5873.81 ms [2020-11-19 07:30:42 main:574] : INFO : Epoch 112 | loss: 0.00164996 | val_loss: 0.00164572 | Time: 5976.54 ms [2020-11-19 07:30:48 main:574] : INFO : Epoch 113 | loss: 0.00158809 | val_loss: 0.00158891 | Time: 5785.1 ms [2020-11-19 07:30:54 main:574] : INFO : Epoch 114 | loss: 0.00153015 | val_loss: 0.00152866 | Time: 5859.53 ms [2020-11-19 07:31:00 main:574] : INFO : Epoch 115 | loss: 0.00147319 | val_loss: 0.00147298 | Time: 5945.53 ms [2020-11-19 07:31:06 main:574] : INFO : Epoch 116 | loss: 0.00141891 | val_loss: 0.00141601 | Time: 5948.87 ms [2020-11-19 07:31:11 main:574] : INFO : Epoch 117 | loss: 0.00136467 | val_loss: 0.00136246 | Time: 5729.25 ms [2020-11-19 07:31:17 main:574] : INFO : Epoch 118 | loss: 0.00131444 | val_loss: 0.0013134 | Time: 5670.29 ms [2020-11-19 07:31:23 main:574] : INFO : Epoch 119 | loss: 0.00126491 | val_loss: 0.00126626 | Time: 5677.17 ms [2020-11-19 07:31:29 main:574] : INFO : Epoch 120 | loss: 0.00121873 | val_loss: 0.00121606 | Time: 5912.03 ms [2020-11-19 07:31:35 main:574] : INFO : Epoch 121 | loss: 0.00117197 | val_loss: 0.00117446 | Time: 5812.4 ms [2020-11-19 07:31:40 main:574] : INFO : Epoch 122 | loss: 0.00112842 | val_loss: 0.00112799 | Time: 5785 ms [2020-11-19 07:31:46 main:574] : INFO : Epoch 123 | loss: 0.00108649 | val_loss: 0.00108844 | Time: 5804.08 ms [2020-11-19 07:31:52 main:574] : INFO : Epoch 124 | loss: 0.00104554 | val_loss: 0.00104509 | Time: 5629.64 ms [2020-11-19 07:31:58 main:574] : INFO : Epoch 125 | loss: 0.00100512 | val_loss: 0.00100504 | Time: 5692.81 ms [2020-11-19 07:32:03 main:574] : INFO : Epoch 126 | loss: 0.0009672 | val_loss: 0.000968447 | Time: 5662.13 ms [2020-11-19 07:32:09 main:574] : INFO : Epoch 127 | loss: 0.000931563 | val_loss: 0.000929936 | Time: 5738.01 ms [2020-11-19 07:32:15 main:574] : INFO : Epoch 128 | loss: 0.000894088 | val_loss: 0.000892484 | Time: 5755.77 ms [2020-11-19 07:32:21 main:574] : INFO : Epoch 129 | loss: 0.000860104 | val_loss: 0.000857213 | Time: 5823.5 ms [2020-11-19 07:32:27 main:574] : INFO : Epoch 130 | loss: 0.000827897 | val_loss: 0.000824577 | Time: 5854.92 ms [2020-11-19 07:32:33 main:574] : INFO : Epoch 131 | loss: 0.000796002 | val_loss: 0.000796029 | Time: 5688.62 ms [2020-11-19 07:32:38 main:574] : INFO : Epoch 132 | loss: 0.000764939 | val_loss: 0.000762183 | Time: 5674.02 ms [2020-11-19 07:32:44 main:574] : INFO : Epoch 133 | loss: 0.000736428 | val_loss: 0.000740926 | Time: 5660.33 ms [2020-11-19 07:32:50 main:574] : INFO : Epoch 134 | loss: 0.000709303 | val_loss: 0.000707787 | Time: 5638.76 ms [2020-11-19 07:32:56 main:574] : INFO : Epoch 135 | loss: 0.000683673 | val_loss: 0.000681835 | Time: 5633.66 ms [2020-11-19 07:33:01 main:574] : INFO : Epoch 136 | loss: 0.000658072 | val_loss: 0.000657724 | Time: 5867.67 ms [2020-11-19 07:33:08 main:574] : INFO : Epoch 137 | loss: 0.000634867 | val_loss: 0.0006334 | Time: 5967.86 ms [2020-11-19 07:33:14 main:574] : INFO : Epoch 138 | loss: 0.000611338 | val_loss: 0.000610643 | Time: 5937.02 ms [2020-11-19 07:33:19 main:574] : INFO : Epoch 139 | loss: 0.000590359 | val_loss: 0.000591215 | Time: 5781.14 ms [2020-11-19 07:33:25 main:574] : INFO : Epoch 140 | loss: 0.000568982 | val_loss: 0.00057096 | Time: 5578.16 ms [2020-11-19 07:33:31 main:574] : INFO : Epoch 141 | loss: 0.000549869 | val_loss: 0.000553421 | Time: 5656.71 ms [2020-11-19 07:33:37 main:574] : INFO : Epoch 142 | loss: 0.000530314 | val_loss: 0.000531822 | Time: 5661.73 ms [2020-11-19 07:33:42 main:574] : INFO : Epoch 143 | loss: 0.000513376 | val_loss: 0.000517535 | Time: 5752.57 ms [2020-11-19 07:33:48 main:574] : INFO : Epoch 144 | loss: 0.000496571 | val_loss: 0.000500157 | Time: 5728.64 ms [2020-11-19 07:33:54 main:574] : INFO : Epoch 145 | loss: 0.000479936 | val_loss: 0.000485033 | Time: 5759.07 ms [2020-11-19 07:34:00 main:574] : INFO : Epoch 146 | loss: 0.000464731 | val_loss: 0.000466217 | Time: 5841.27 ms [2020-11-19 07:34:06 main:574] : INFO : Epoch 147 | loss: 0.000449851 | val_loss: 0.000454581 | Time: 5688.17 ms [2020-11-19 07:34:11 main:574] : INFO : Epoch 148 | loss: 0.000436838 | val_loss: 0.000438236 | Time: 5691.31 ms [2020-11-19 07:34:17 main:574] : INFO : Epoch 149 | loss: 0.000423119 | val_loss: 0.000427354 | Time: 5771.05 ms [2020-11-19 07:34:23 main:574] : INFO : Epoch 150 | loss: 0.00041041 | val_loss: 0.000413014 | Time: 5878.26 ms [2020-11-19 07:34:39 main:574] : INFO : Epoch 151 | loss: 0.000399117 | val_loss: 0.000403758 | Time: 15745.8 ms [2020-11-19 07:34:45 main:574] : INFO : Epoch 152 | loss: 0.000387678 | val_loss: 0.00039056 | Time: 5641.06 ms [2020-11-19 07:34:50 main:574] : INFO : Epoch 153 | loss: 0.000376387 | val_loss: 0.000379407 | Time: 5623.71 ms [2020-11-19 07:34:56 main:574] : INFO : Epoch 154 | loss: 0.000366536 | val_loss: 0.000368424 | Time: 5638.89 ms [2020-11-19 07:35:02 main:574] : INFO : Epoch 155 | loss: 0.000356751 | val_loss: 0.000357972 | Time: 5666.5 ms [2020-11-19 07:35:08 main:574] : INFO : Epoch 156 | loss: 0.000347107 | val_loss: 0.000350324 | Time: 5722.06 ms [2020-11-19 07:35:13 main:574] : INFO : Epoch 157 | loss: 0.000338091 | val_loss: 0.000342552 | Time: 5634.45 ms [2020-11-19 07:35:19 main:574] : INFO : Epoch 158 | loss: 0.000328932 | val_loss: 0.000330422 | Time: 5630.52 ms [2020-11-19 07:35:25 main:574] : INFO : Epoch 159 | loss: 0.000320089 | val_loss: 0.000327222 | Time: 5748.54 ms [2020-11-19 07:35:30 main:574] : INFO : Epoch 160 | loss: 0.000313546 | val_loss: 0.000313644 | Time: 5699.64 ms [2020-11-19 07:35:36 main:574] : INFO : Epoch 161 | loss: 0.000305001 | val_loss: 0.000310596 | Time: 5525.56 ms [2020-11-19 07:35:42 main:574] : INFO : Epoch 162 | loss: 0.000298328 | val_loss: 0.000300173 | Time: 5559.67 ms [2020-11-19 07:35:47 main:574] : INFO : Epoch 163 | loss: 0.000289971 | val_loss: 0.000294013 | Time: 5385.28 ms [2020-11-19 07:35:53 main:574] : INFO : Epoch 164 | loss: 0.000283683 | val_loss: 0.000287341 | Time: 5633.85 ms [2020-11-19 07:35:59 main:574] : INFO : Epoch 165 | loss: 0.000277651 | val_loss: 0.000282538 | Time: 5618.82 ms [2020-11-19 07:36:04 main:574] : INFO : Epoch 166 | loss: 0.000271028 | val_loss: 0.000275311 | Time: 5761.97 ms [2020-11-19 07:36:10 main:574] : INFO : Epoch 167 | loss: 0.000264497 | val_loss: 0.000267585 | Time: 5715.09 ms [2020-11-19 07:36:16 main:574] : INFO : Epoch 168 | loss: 0.000258104 | val_loss: 0.000262566 | Time: 5757.81 ms [2020-11-19 07:36:22 main:574] : INFO : Epoch 169 | loss: 0.000253042 | val_loss: 0.000257785 | Time: 5815.34 ms [2020-11-19 07:36:28 main:574] : INFO : Epoch 170 | loss: 0.000247369 | val_loss: 0.000252306 | Time: 5762.87 ms [2020-11-19 07:36:33 main:574] : INFO : Epoch 171 | loss: 0.000242727 | val_loss: 0.000247713 | Time: 5750.39 ms [2020-11-19 07:36:39 main:574] : INFO : Epoch 172 | loss: 0.000238212 | val_loss: 0.000239635 | Time: 5747.06 ms [2020-11-19 07:36:45 main:574] : INFO : Epoch 173 | loss: 0.000232337 | val_loss: 0.000236249 | Time: 5818.63 ms [2020-11-19 07:36:51 main:574] : INFO : Epoch 174 | loss: 0.000227781 | val_loss: 0.000232169 | Time: 5747.49 ms [2020-11-19 07:36:57 main:574] : INFO : Epoch 175 | loss: 0.000223494 | val_loss: 0.000227865 | Time: 5761.87 ms [2020-11-19 07:37:03 main:574] : INFO : Epoch 176 | loss: 0.000218806 | val_loss: 0.000222229 | Time: 5822.55 ms [2020-11-19 07:37:19 main:574] : INFO : Epoch 177 | loss: 0.000214707 | val_loss: 0.000217551 | Time: 16206.1 ms [2020-11-19 07:37:25 main:574] : INFO : Epoch 178 | loss: 0.000210508 | val_loss: 0.00021204 | Time: 5804.86 ms [2020-11-19 07:37:31 main:574] : INFO : Epoch 179 | loss: 0.000206192 | val_loss: 0.000210727 | Time: 5650.64 ms [2020-11-19 07:37:36 main:574] : INFO : Epoch 180 | loss: 0.00020255 | val_loss: 0.000205685 | Time: 5735.47 ms [2020-11-19 07:37:42 main:574] : INFO : Epoch 181 | loss: 0.000198899 | val_loss: 0.000203417 | Time: 5773.47 ms [2020-11-19 07:37:48 main:574] : INFO : Epoch 182 | loss: 0.000195685 | val_loss: 0.000197754 | Time: 5910.3 ms [2020-11-19 07:37:54 main:574] : INFO : Epoch 183 | loss: 0.000192338 | val_loss: 0.000193752 | Time: 5879.95 ms [2020-11-19 07:38:00 main:574] : INFO : Epoch 184 | loss: 0.000188285 | val_loss: 0.00019108 | Time: 5922.61 ms [2020-11-19 07:38:06 main:574] : INFO : Epoch 185 | loss: 0.000185092 | val_loss: 0.000185936 | Time: 5742.1 ms [2020-11-19 07:38:12 main:574] : INFO : Epoch 186 | loss: 0.000182104 | val_loss: 0.00018503 | Time: 5826.3 ms [2020-11-19 07:38:18 main:574] : INFO : Epoch 187 | loss: 0.000178901 | val_loss: 0.00018047 | Time: 5894.52 ms [2020-11-19 07:38:24 main:574] : INFO : Epoch 188 | loss: 0.000176124 | val_loss: 0.000180323 | Time: 6002.43 ms [2020-11-19 07:38:30 main:574] : INFO : Epoch 189 | loss: 0.000173563 | val_loss: 0.000174534 | Time: 5592.1 ms [2020-11-19 07:38:35 main:574] : INFO : Epoch 190 | loss: 0.000169784 | val_loss: 0.000173459 | Time: 5729.99 ms [2020-11-19 07:38:41 main:574] : INFO : Epoch 191 | loss: 0.000167606 | val_loss: 0.000168424 | Time: 5697.09 ms [2020-11-19 07:38:47 main:574] : INFO : Epoch 192 | loss: 0.000164141 | val_loss: 0.000166834 | Time: 5681.25 ms [2020-11-19 07:38:47 main:597] : INFO : Saving trained model to model-final.pt, val_loss 0.000166834 [2020-11-19 07:38:47 main:603] : INFO : Saving end state to config to file [2020-11-19 07:38:47 main:608] : INFO : Success, exiting.. 07:38:47 (16768): 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)