Task 4564406
| Name | rand_automata_0072-1617242819-26852-0_0 |
| Workunit | 2586063 |
| Created | 1 Apr 2021, 2:07:02 UTC |
| Sent | 2 Apr 2021, 13:20:28 UTC |
| Report deadline | 10 Apr 2021, 13:20:28 UTC |
| Received | 2 Apr 2021, 22:25:19 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 6310 |
| Run time | 19 min 13 sec |
| CPU time | 18 min 59 sec |
| Validate state | Valid |
| Credit | 959.40 |
| Device peak FLOPS | 1,131.51 GFLOPS |
| Application version | Machine Learning Dataset Generator (GPU) v9.75 (cuda10200) windows_x86_64 |
| Peak working set size | 1.50 GB |
| Peak swap size | 3.13 GB |
| Peak disk usage | 1.54 GB |
Stderr output
<core_client_version>7.16.11</core_client_version> <![CDATA[ <stderr_txt> Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: GeForce GT 1030) [2021-04-02 22:23:13 main:435] : INFO : Set logging level to 1 [2021-04-02 22:23:13 main:441] : INFO : Running in BOINC Client mode [2021-04-02 22:23:13 main:444] : INFO : Resolving all filenames [2021-04-02 22:23:13 main:452] : INFO : Resolved: dataset.hdf5 => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0072-train-val-dataset.hdf5 (exists = 1) [2021-04-02 22:23:14 main:452] : INFO : Resolved: model.cfg => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0072-1617242819-26852-0_0_r554087739_1 (exists = 0) [2021-04-02 22:23:14 main:452] : INFO : Resolved: model-final.pt => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0072-1617242819-26852-0_0_r554087739_0 (exists = 0) [2021-04-02 22:23:14 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 0) [2021-04-02 22:23:14 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 0) [2021-04-02 22:23:14 main:472] : INFO : Dataset filename: ../../projects/www.mlcathome.org_mlcathome/rand_automata_0072-train-val-dataset.hdf5 [2021-04-02 22:23:14 main:474] : INFO : Configuration: [2021-04-02 22:23:14 main:475] : INFO : Model type: LSTM [2021-04-02 22:23:14 main:476] : INFO : Validation Loss Threshold: 0.0001 [2021-04-02 22:23:14 main:477] : INFO : Max Epochs: 192 [2021-04-02 22:23:14 main:478] : INFO : Batch Size: 32 [2021-04-02 22:23:14 main:479] : INFO : Learning Rate: 0.001 [2021-04-02 22:23:14 main:480] : INFO : Patience: 10 [2021-04-02 22:23:14 main:481] : INFO : Hidden Width: 64 [2021-04-02 22:23:14 main:482] : INFO : # Recurrent Layers: 4 [2021-04-02 22:23:14 main:483] : INFO : # Backend Layers: 2 [2021-04-02 22:23:14 main:484] : INFO : # Threads: 1 [2021-04-02 22:23:14 main:486] : INFO : Preparing Dataset [2021-04-02 22:23:14 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0072-train-val-dataset.hdf5 into memory [2021-04-02 22:23:14 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0072-train-val-dataset.hdf5 into memory [2021-04-02 22:23:16 load:106] : INFO : Successfully loaded dataset of 4096 examples into memory. [2021-04-02 22:23:16 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0072-train-val-dataset.hdf5 into memory [2021-04-02 22:23:16 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0072-train-val-dataset.hdf5 into memory [2021-04-02 22:23:16 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2021-04-02 22:23:16 main:494] : INFO : Creating Model [2021-04-02 22:23:16 main:507] : INFO : Preparing config file [2021-04-02 22:23:16 main:519] : INFO : Creating new config file [2021-04-02 22:23:17 main:559] : INFO : Loading DataLoader into Memory [2021-04-02 22:23:17 main:562] : INFO : Starting Training [2021-04-02 22:23:24 main:574] : INFO : Epoch 1 | loss: 0.0665309 | val_loss: 0.0661279 | Time: 6234.28 ms [2021-04-02 22:23:29 main:574] : INFO : Epoch 2 | loss: 0.0659468 | val_loss: 0.0648396 | Time: 5894.22 ms [2021-04-02 22:23:36 main:574] : INFO : Epoch 3 | loss: 0.063127 | val_loss: 0.0616595 | Time: 5913.38 ms [2021-04-02 22:23:42 main:574] : INFO : Epoch 4 | loss: 0.0604526 | val_loss: 0.0594001 | Time: 5943.18 ms [2021-04-02 22:23:48 main:574] : INFO : Epoch 5 | loss: 0.0586142 | val_loss: 0.0579797 | Time: 5947.84 ms [2021-04-02 22:23:54 main:574] : INFO : Epoch 6 | loss: 0.0572482 | val_loss: 0.0567977 | Time: 5944.14 ms [2021-04-02 22:24:00 main:574] : INFO : Epoch 7 | loss: 0.056166 | val_loss: 0.0558946 | Time: 5954.67 ms [2021-04-02 22:24:06 main:574] : INFO : Epoch 8 | loss: 0.0552088 | val_loss: 0.0549295 | Time: 5940.72 ms [2021-04-02 22:24:12 main:574] : INFO : Epoch 9 | loss: 0.0542821 | val_loss: 0.0540055 | Time: 5948.4 ms [2021-04-02 22:24:18 main:574] : INFO : Epoch 10 | loss: 0.0532992 | val_loss: 0.0530532 | Time: 5922.35 ms [2021-04-02 22:24:24 main:574] : INFO : Epoch 11 | loss: 0.0521561 | val_loss: 0.051912 | Time: 5941.01 ms [2021-04-02 22:24:30 main:574] : INFO : Epoch 12 | loss: 0.0508969 | val_loss: 0.0506897 | Time: 5931.01 ms [2021-04-02 22:24:36 main:574] : INFO : Epoch 13 | loss: 0.0494091 | val_loss: 0.0490486 | Time: 5935.95 ms [2021-04-02 22:24:42 main:574] : INFO : Epoch 14 | loss: 0.0477691 | val_loss: 0.0475065 | Time: 5935.29 ms [2021-04-02 22:24:48 main:574] : INFO : Epoch 15 | loss: 0.0457753 | val_loss: 0.0457363 | Time: 5933.97 ms [2021-04-02 22:24:54 main:574] : INFO : Epoch 16 | loss: 0.0434893 | val_loss: 0.0430249 | Time: 5973.52 ms [2021-04-02 22:25:00 main:574] : INFO : Epoch 17 | loss: 0.0410379 | val_loss: 0.0408447 | Time: 6004.33 ms [2021-04-02 22:25:06 main:574] : INFO : Epoch 18 | loss: 0.0384811 | val_loss: 0.0384138 | Time: 6032.12 ms [2021-04-02 22:25:12 main:574] : INFO : Epoch 19 | loss: 0.0361934 | val_loss: 0.0369025 | Time: 6019.31 ms [2021-04-02 22:25:18 main:574] : INFO : Epoch 20 | loss: 0.0333684 | val_loss: 0.0328523 | Time: 5961.39 ms [2021-04-02 22:25:24 main:574] : INFO : Epoch 21 | loss: 0.031502 | val_loss: 0.0302767 | Time: 5978.28 ms [2021-04-02 22:25:30 main:574] : INFO : Epoch 22 | loss: 0.0318469 | val_loss: 0.0413626 | Time: 5973.68 ms [2021-04-02 22:25:36 main:574] : INFO : Epoch 23 | loss: 0.0336289 | val_loss: 0.0293058 | Time: 5963.35 ms [2021-04-02 22:25:42 main:574] : INFO : Epoch 24 | loss: 0.0312949 | val_loss: 0.0256671 | Time: 5993.77 ms [2021-04-02 22:25:48 main:574] : INFO : Epoch 25 | loss: 0.0280636 | val_loss: 0.0275756 | Time: 5994.55 ms [2021-04-02 22:25:54 main:574] : INFO : Epoch 26 | loss: 0.0588996 | val_loss: 0.0546561 | Time: 5903.3 ms [2021-04-02 22:26:00 main:574] : INFO : Epoch 27 | loss: 0.0449633 | val_loss: 0.0330032 | Time: 5914.55 ms [2021-04-02 22:26:06 main:574] : INFO : Epoch 28 | loss: 0.0274126 | val_loss: 0.0442685 | Time: 5946.54 ms [2021-04-02 22:26:12 main:574] : INFO : Epoch 29 | loss: 0.0240518 | val_loss: 0.0181731 | Time: 5915.26 ms [2021-04-02 22:26:18 main:574] : INFO : Epoch 30 | loss: 0.0256669 | val_loss: 0.0616489 | Time: 5950.93 ms [2021-04-02 22:26:23 main:574] : INFO : Epoch 31 | loss: 0.0587497 | val_loss: 0.0565773 | Time: 5934.76 ms [2021-04-02 22:26:29 main:574] : INFO : Epoch 32 | loss: 0.0543529 | val_loss: 0.0516274 | Time: 5935.87 ms [2021-04-02 22:26:35 main:574] : INFO : Epoch 33 | loss: 0.044824 | val_loss: 0.0364373 | Time: 5944.58 ms [2021-04-02 22:26:41 main:574] : INFO : Epoch 34 | loss: 0.0378074 | val_loss: 0.0613962 | Time: 5946.78 ms [2021-04-02 22:26:47 main:574] : INFO : Epoch 35 | loss: 0.0598202 | val_loss: 0.0589224 | Time: 5949.48 ms [2021-04-02 22:26:53 main:574] : INFO : Epoch 36 | loss: 0.0579182 | val_loss: 0.0571031 | Time: 5952.55 ms [2021-04-02 22:26:59 main:574] : INFO : Epoch 37 | loss: 0.0557175 | val_loss: 0.0544284 | Time: 5936.76 ms [2021-04-02 22:27:05 main:574] : INFO : Epoch 38 | loss: 0.0520529 | val_loss: 0.0497031 | Time: 5948.1 ms [2021-04-02 22:27:11 main:574] : INFO : Epoch 39 | loss: 0.0449096 | val_loss: 0.0398469 | Time: 5938.07 ms [2021-04-02 22:27:17 main:574] : INFO : Epoch 40 | loss: 0.0348711 | val_loss: 0.0331925 | Time: 5952.26 ms [2021-04-02 22:27:23 main:574] : INFO : Epoch 41 | loss: 0.0241581 | val_loss: 0.025588 | Time: 5931.63 ms [2021-04-02 22:27:29 main:574] : INFO : Epoch 42 | loss: 0.0206112 | val_loss: 0.0446097 | Time: 5933.02 ms [2021-04-02 22:27:35 main:574] : INFO : Epoch 43 | loss: 0.0462618 | val_loss: 0.056599 | Time: 5936.55 ms [2021-04-02 22:27:41 main:574] : INFO : Epoch 44 | loss: 0.052613 | val_loss: 0.0478536 | Time: 5936.05 ms [2021-04-02 22:27:47 main:574] : INFO : Epoch 45 | loss: 0.0366783 | val_loss: 0.0250092 | Time: 5929.27 ms [2021-04-02 22:27:53 main:574] : INFO : Epoch 46 | loss: 0.0275613 | val_loss: 0.0223178 | Time: 5928.28 ms [2021-04-02 22:27:59 main:574] : INFO : Epoch 47 | loss: 0.0197632 | val_loss: 0.0153578 | Time: 5946.44 ms [2021-04-02 22:28:05 main:574] : INFO : Epoch 48 | loss: 0.0318235 | val_loss: 0.0235799 | Time: 5951.65 ms [2021-04-02 22:28:10 main:574] : INFO : Epoch 49 | loss: 0.0165944 | val_loss: 0.0147479 | Time: 5917.79 ms [2021-04-02 22:28:16 main:574] : INFO : Epoch 50 | loss: 0.0132111 | val_loss: 0.0131306 | Time: 5941.45 ms [2021-04-02 22:28:22 main:574] : INFO : Epoch 51 | loss: 0.0116223 | val_loss: 0.0111731 | Time: 5935.32 ms [2021-04-02 22:28:28 main:574] : INFO : Epoch 52 | loss: 0.0146971 | val_loss: 0.012834 | Time: 5947.82 ms [2021-04-02 22:28:34 main:574] : INFO : Epoch 53 | loss: 0.011597 | val_loss: 0.0114212 | Time: 5953.08 ms [2021-04-02 22:28:40 main:574] : INFO : Epoch 54 | loss: 0.00987731 | val_loss: 0.00951694 | Time: 5950.19 ms [2021-04-02 22:28:46 main:574] : INFO : Epoch 55 | loss: 0.0166466 | val_loss: 0.0161419 | Time: 5955.38 ms [2021-04-02 22:28:52 main:574] : INFO : Epoch 56 | loss: 0.0187269 | val_loss: 0.0134163 | Time: 5951.79 ms [2021-04-02 22:28:58 main:574] : INFO : Epoch 57 | loss: 0.0109514 | val_loss: 0.0101238 | Time: 5958.56 ms [2021-04-02 22:29:04 main:574] : INFO : Epoch 58 | loss: 0.00895547 | val_loss: 0.00884576 | Time: 5945.39 ms [2021-04-02 22:29:10 main:574] : INFO : Epoch 59 | loss: 0.00964712 | val_loss: 0.0103996 | Time: 5959.6 ms [2021-04-02 22:29:16 main:574] : INFO : Epoch 60 | loss: 0.00904842 | val_loss: 0.00904742 | Time: 5947.24 ms [2021-04-02 22:29:22 main:574] : INFO : Epoch 61 | loss: 0.00810122 | val_loss: 0.00785216 | Time: 5944.55 ms [2021-04-02 22:29:28 main:574] : INFO : Epoch 62 | loss: 0.007454 | val_loss: 0.00744299 | Time: 5975.17 ms [2021-04-02 22:29:34 main:574] : INFO : Epoch 63 | loss: 0.00718325 | val_loss: 0.00740754 | Time: 5944.24 ms [2021-04-02 22:29:40 main:574] : INFO : Epoch 64 | loss: 0.00702485 | val_loss: 0.00697528 | Time: 5969.29 ms [2021-04-02 22:29:46 main:574] : INFO : Epoch 65 | loss: 0.00676453 | val_loss: 0.00682225 | Time: 5961.3 ms [2021-04-02 22:29:52 main:574] : INFO : Epoch 66 | loss: 0.00658368 | val_loss: 0.006651 | Time: 5965.94 ms [2021-04-02 22:29:58 main:574] : INFO : Epoch 67 | loss: 0.0063903 | val_loss: 0.00640829 | Time: 5978.09 ms [2021-04-02 22:30:04 main:574] : INFO : Epoch 68 | loss: 0.00621684 | val_loss: 0.00623617 | Time: 5955.8 ms [2021-04-02 22:30:10 main:574] : INFO : Epoch 69 | loss: 0.0060451 | val_loss: 0.00607942 | Time: 5966.43 ms [2021-04-02 22:30:16 main:574] : INFO : Epoch 70 | loss: 0.00621799 | val_loss: 0.00661175 | Time: 5960.22 ms [2021-04-02 22:30:22 main:574] : INFO : Epoch 71 | loss: 0.00592401 | val_loss: 0.00580386 | Time: 5971.34 ms [2021-04-02 22:30:28 main:574] : INFO : Epoch 72 | loss: 0.005589 | val_loss: 0.00559644 | Time: 5950.87 ms [2021-04-02 22:30:33 main:574] : INFO : Epoch 73 | loss: 0.00541315 | val_loss: 0.00542498 | Time: 5923.36 ms [2021-04-02 22:30:39 main:574] : INFO : Epoch 74 | loss: 0.00525179 | val_loss: 0.00526217 | Time: 5925.55 ms [2021-04-02 22:30:45 main:574] : INFO : Epoch 75 | loss: 0.00509462 | val_loss: 0.0051049 | Time: 5931.94 ms [2021-04-02 22:30:51 main:574] : INFO : Epoch 76 | loss: 0.00494368 | val_loss: 0.00494847 | Time: 5925.11 ms [2021-04-02 22:30:57 main:574] : INFO : Epoch 77 | loss: 0.00478429 | val_loss: 0.00478806 | Time: 5932.64 ms [2021-04-02 22:31:03 main:574] : INFO : Epoch 78 | loss: 0.00463104 | val_loss: 0.00463516 | Time: 5965.71 ms [2021-04-02 22:31:09 main:574] : INFO : Epoch 79 | loss: 0.00447941 | val_loss: 0.00448508 | Time: 5950.53 ms [2021-04-02 22:31:15 main:574] : INFO : Epoch 80 | loss: 0.00432982 | val_loss: 0.00432094 | Time: 5961.57 ms [2021-04-02 22:31:21 main:574] : INFO : Epoch 81 | loss: 0.00417656 | val_loss: 0.00415491 | Time: 5943.68 ms [2021-04-02 22:31:27 main:574] : INFO : Epoch 82 | loss: 0.00404434 | val_loss: 0.00406569 | Time: 5959.61 ms [2021-04-02 22:31:33 main:574] : INFO : Epoch 83 | loss: 0.00388571 | val_loss: 0.00384485 | Time: 5969.58 ms [2021-04-02 22:31:39 main:574] : INFO : Epoch 84 | loss: 0.00373484 | val_loss: 0.00369782 | Time: 5945.93 ms [2021-04-02 22:31:45 main:574] : INFO : Epoch 85 | loss: 0.00358987 | val_loss: 0.00355033 | Time: 5954.9 ms [2021-04-02 22:31:51 main:574] : INFO : Epoch 86 | loss: 0.00345008 | val_loss: 0.0034111 | Time: 5969.32 ms [2021-04-02 22:31:57 main:574] : INFO : Epoch 87 | loss: 0.00331171 | val_loss: 0.00327417 | Time: 5938.79 ms [2021-04-02 22:32:03 main:574] : INFO : Epoch 88 | loss: 0.00317617 | val_loss: 0.00313512 | Time: 5966.54 ms [2021-04-02 22:32:09 main:574] : INFO : Epoch 89 | loss: 0.00304417 | val_loss: 0.00300481 | Time: 5943.64 ms [2021-04-02 22:32:15 main:574] : INFO : Epoch 90 | loss: 0.00291305 | val_loss: 0.00287429 | Time: 5987.73 ms [2021-04-02 22:32:21 main:574] : INFO : Epoch 91 | loss: 0.00278558 | val_loss: 0.00274484 | Time: 5973.79 ms [2021-04-02 22:32:27 main:574] : INFO : Epoch 92 | loss: 0.00266184 | val_loss: 0.00262457 | Time: 5959.56 ms [2021-04-02 22:32:33 main:574] : INFO : Epoch 93 | loss: 0.00254106 | val_loss: 0.0025061 | Time: 5953.29 ms [2021-04-02 22:32:39 main:574] : INFO : Epoch 94 | loss: 0.00242347 | val_loss: 0.00238728 | Time: 5945.18 ms [2021-04-02 22:32:44 main:574] : INFO : Epoch 95 | loss: 0.00230969 | val_loss: 0.00227341 | Time: 5942.27 ms [2021-04-02 22:32:50 main:574] : INFO : Epoch 96 | loss: 0.00219883 | val_loss: 0.00216363 | Time: 5959.55 ms [2021-04-02 22:32:56 main:574] : INFO : Epoch 97 | loss: 0.00209178 | val_loss: 0.00205765 | Time: 5951.16 ms [2021-04-02 22:33:02 main:574] : INFO : Epoch 98 | loss: 0.00198842 | val_loss: 0.001957 | Time: 5937.96 ms [2021-04-02 22:33:08 main:574] : INFO : Epoch 99 | loss: 0.00188837 | val_loss: 0.00185411 | Time: 5953.58 ms [2021-04-02 22:33:14 main:574] : INFO : Epoch 100 | loss: 0.00179174 | val_loss: 0.0017635 | Time: 5945.05 ms [2021-04-02 22:33:20 main:574] : INFO : Epoch 101 | loss: 0.00169871 | val_loss: 0.00167172 | Time: 5951.54 ms [2021-04-02 22:33:26 main:574] : INFO : Epoch 102 | loss: 0.00160955 | val_loss: 0.00158156 | Time: 5963.02 ms [2021-04-02 22:33:32 main:574] : INFO : Epoch 103 | loss: 0.00152316 | val_loss: 0.00149643 | Time: 5960.39 ms [2021-04-02 22:33:38 main:574] : INFO : Epoch 104 | loss: 0.00144055 | val_loss: 0.00141473 | Time: 5962.62 ms [2021-04-02 22:33:44 main:574] : INFO : Epoch 105 | loss: 0.00136177 | val_loss: 0.00133732 | Time: 5943.86 ms [2021-04-02 22:33:50 main:574] : INFO : Epoch 106 | loss: 0.00128645 | val_loss: 0.00126357 | Time: 5948.17 ms [2021-04-02 22:33:56 main:574] : INFO : Epoch 107 | loss: 0.00121405 | val_loss: 0.00119159 | Time: 5959.47 ms [2021-04-02 22:34:02 main:574] : INFO : Epoch 108 | loss: 0.00114477 | val_loss: 0.00112332 | Time: 5956.67 ms [2021-04-02 22:34:08 main:574] : INFO : Epoch 109 | loss: 0.00108008 | val_loss: 0.00106052 | Time: 5941.99 ms [2021-04-02 22:34:14 main:574] : INFO : Epoch 110 | loss: 0.00101721 | val_loss: 0.000999307 | Time: 5964.85 ms [2021-04-02 22:34:20 main:574] : INFO : Epoch 111 | loss: 0.000958657 | val_loss: 0.000941035 | Time: 5949.88 ms [2021-04-02 22:34:26 main:574] : INFO : Epoch 112 | loss: 0.000902047 | val_loss: 0.000884865 | Time: 5941.16 ms [2021-04-02 22:34:32 main:574] : INFO : Epoch 113 | loss: 0.000849343 | val_loss: 0.000834899 | Time: 5966.74 ms [2021-04-02 22:34:38 main:574] : INFO : Epoch 114 | loss: 0.000799055 | val_loss: 0.000785206 | Time: 5935.89 ms [2021-04-02 22:34:44 main:574] : INFO : Epoch 115 | loss: 0.000751296 | val_loss: 0.000736725 | Time: 5946.61 ms [2021-04-02 22:34:50 main:574] : INFO : Epoch 116 | loss: 0.000706257 | val_loss: 0.000694318 | Time: 5941.5 ms [2021-04-02 22:34:55 main:574] : INFO : Epoch 117 | loss: 0.000664341 | val_loss: 0.000651091 | Time: 5958.4 ms [2021-04-02 22:35:01 main:574] : INFO : Epoch 118 | loss: 0.000624017 | val_loss: 0.000612514 | Time: 5948.06 ms [2021-04-02 22:35:07 main:574] : INFO : Epoch 119 | loss: 0.00058636 | val_loss: 0.000575379 | Time: 5954.61 ms [2021-04-02 22:35:13 main:574] : INFO : Epoch 120 | loss: 0.000551041 | val_loss: 0.000540251 | Time: 5939.67 ms [2021-04-02 22:35:19 main:574] : INFO : Epoch 121 | loss: 0.000517595 | val_loss: 0.000508526 | Time: 5956.26 ms [2021-04-02 22:35:25 main:574] : INFO : Epoch 122 | loss: 0.000485705 | val_loss: 0.000476513 | Time: 5955.36 ms [2021-04-02 22:35:31 main:574] : INFO : Epoch 123 | loss: 0.000457058 | val_loss: 0.000447348 | Time: 5970.93 ms [2021-04-02 22:35:37 main:574] : INFO : Epoch 124 | loss: 0.000428823 | val_loss: 0.000419801 | Time: 5972.35 ms [2021-04-02 22:35:43 main:574] : INFO : Epoch 125 | loss: 0.000402972 | val_loss: 0.000396252 | Time: 5972.8 ms [2021-04-02 22:35:49 main:574] : INFO : Epoch 126 | loss: 0.000378513 | val_loss: 0.000370985 | Time: 5999.92 ms [2021-04-02 22:35:55 main:574] : INFO : Epoch 127 | loss: 0.000356466 | val_loss: 0.000350101 | Time: 5966.61 ms [2021-04-02 22:36:01 main:574] : INFO : Epoch 128 | loss: 0.000334491 | val_loss: 0.000327869 | Time: 5993.77 ms [2021-04-02 22:36:07 main:574] : INFO : Epoch 129 | loss: 0.000314161 | val_loss: 0.000308061 | Time: 5958.28 ms [2021-04-02 22:36:13 main:574] : INFO : Epoch 130 | loss: 0.000295607 | val_loss: 0.000290759 | Time: 5947.64 ms [2021-04-02 22:36:19 main:574] : INFO : Epoch 131 | loss: 0.000278009 | val_loss: 0.000272143 | Time: 5934.08 ms [2021-04-02 22:36:25 main:574] : INFO : Epoch 132 | loss: 0.000261443 | val_loss: 0.000256732 | Time: 5947.29 ms [2021-04-02 22:36:31 main:574] : INFO : Epoch 133 | loss: 0.000246155 | val_loss: 0.000240896 | Time: 5937.97 ms [2021-04-02 22:36:37 main:574] : INFO : Epoch 134 | loss: 0.000232011 | val_loss: 0.000226482 | Time: 5932.65 ms [2021-04-02 22:36:43 main:574] : INFO : Epoch 135 | loss: 0.000218462 | val_loss: 0.000215384 | Time: 5945.34 ms [2021-04-02 22:36:49 main:574] : INFO : Epoch 136 | loss: 0.000205811 | val_loss: 0.000202913 | Time: 5934.86 ms [2021-04-02 22:36:55 main:574] : INFO : Epoch 137 | loss: 0.000194351 | val_loss: 0.000191364 | Time: 5951 ms [2021-04-02 22:37:01 main:574] : INFO : Epoch 138 | loss: 0.000183341 | val_loss: 0.000181122 | Time: 5945.58 ms [2021-04-02 22:37:07 main:574] : INFO : Epoch 139 | loss: 0.000173826 | val_loss: 0.000170174 | Time: 5933.58 ms [2021-04-02 22:37:13 main:574] : INFO : Epoch 140 | loss: 0.000164141 | val_loss: 0.000161886 | Time: 5959.74 ms [2021-04-02 22:37:18 main:574] : INFO : Epoch 141 | loss: 0.000155603 | val_loss: 0.000152289 | Time: 5984.9 ms [2021-04-02 22:37:24 main:574] : INFO : Epoch 142 | loss: 0.000147206 | val_loss: 0.000145411 | Time: 5996.68 ms [2021-04-02 22:37:30 main:574] : INFO : Epoch 143 | loss: 0.000139252 | val_loss: 0.000137513 | Time: 5976.96 ms [2021-04-02 22:37:36 main:574] : INFO : Epoch 144 | loss: 0.000132252 | val_loss: 0.000130936 | Time: 5980.02 ms [2021-04-02 22:37:42 main:574] : INFO : Epoch 145 | loss: 0.000125788 | val_loss: 0.00012401 | Time: 5962.26 ms [2021-04-02 22:37:48 main:574] : INFO : Epoch 146 | loss: 0.000119101 | val_loss: 0.000116836 | Time: 5972.43 ms [2021-04-02 22:37:54 main:574] : INFO : Epoch 147 | loss: 0.000113849 | val_loss: 0.000112001 | Time: 5962.75 ms [2021-04-02 22:38:00 main:574] : INFO : Epoch 148 | loss: 0.000108967 | val_loss: 0.00010803 | Time: 5959.54 ms [2021-04-02 22:38:06 main:574] : INFO : Epoch 149 | loss: 0.000103432 | val_loss: 0.000102637 | Time: 5973.18 ms [2021-04-02 22:38:12 main:574] : INFO : Epoch 150 | loss: 9.85102e-05 | val_loss: 9.69529e-05 | Time: 5961.53 ms [2021-04-02 22:38:18 main:574] : INFO : Epoch 151 | loss: 9.4258e-05 | val_loss: 9.42672e-05 | Time: 5955.59 ms [2021-04-02 22:38:24 main:574] : INFO : Epoch 152 | loss: 9.05341e-05 | val_loss: 8.92309e-05 | Time: 5968.97 ms [2021-04-02 22:38:30 main:574] : INFO : Epoch 153 | loss: 8.66031e-05 | val_loss: 8.51354e-05 | Time: 5971.37 ms [2021-04-02 22:38:36 main:574] : INFO : Epoch 154 | loss: 8.25282e-05 | val_loss: 8.19286e-05 | Time: 5950.38 ms [2021-04-02 22:38:42 main:574] : INFO : Epoch 155 | loss: 7.97197e-05 | val_loss: 7.8459e-05 | Time: 5967.98 ms [2021-04-02 22:38:48 main:574] : INFO : Epoch 156 | loss: 7.59169e-05 | val_loss: 7.55454e-05 | Time: 5954.25 ms [2021-04-02 22:38:54 main:574] : INFO : Epoch 157 | loss: 7.25158e-05 | val_loss: 7.31918e-05 | Time: 5968.56 ms [2021-04-02 22:39:00 main:574] : INFO : Epoch 158 | loss: 7.0035e-05 | val_loss: 6.99551e-05 | Time: 5974.19 ms [2021-04-02 22:39:06 main:574] : INFO : Epoch 159 | loss: 6.70521e-05 | val_loss: 6.79606e-05 | Time: 5951.42 ms [2021-04-02 22:39:12 main:574] : INFO : Epoch 160 | loss: 6.4595e-05 | val_loss: 6.3713e-05 | Time: 5965.32 ms [2021-04-02 22:39:18 main:574] : INFO : Epoch 161 | loss: 6.21137e-05 | val_loss: 6.26518e-05 | Time: 5946.83 ms [2021-04-02 22:39:24 main:574] : INFO : Epoch 162 | loss: 5.99986e-05 | val_loss: 5.91488e-05 | Time: 5944.09 ms [2021-04-02 22:39:30 main:574] : INFO : Epoch 163 | loss: 5.76472e-05 | val_loss: 5.7069e-05 | Time: 5960.2 ms [2021-04-02 22:39:36 main:574] : INFO : Epoch 164 | loss: 5.56808e-05 | val_loss: 5.50882e-05 | Time: 5957.74 ms [2021-04-02 22:39:42 main:574] : INFO : Epoch 165 | loss: 5.41361e-05 | val_loss: 5.32675e-05 | Time: 5974.8 ms [2021-04-02 22:39:48 main:574] : INFO : Epoch 166 | loss: 5.23278e-05 | val_loss: 5.37521e-05 | Time: 5966.27 ms [2021-04-02 22:39:54 main:574] : INFO : Epoch 167 | loss: 5.01916e-05 | val_loss: 5.10219e-05 | Time: 5961.73 ms [2021-04-02 22:40:00 main:574] : INFO : Epoch 168 | loss: 4.86481e-05 | val_loss: 5.04767e-05 | Time: 5933.13 ms [2021-04-02 22:40:06 main:574] : INFO : Epoch 169 | loss: 4.71526e-05 | val_loss: 4.59466e-05 | Time: 5944.29 ms [2021-04-02 22:40:12 main:574] : INFO : Epoch 170 | loss: 4.56578e-05 | val_loss: 4.63176e-05 | Time: 5941.63 ms [2021-04-02 22:40:17 main:574] : INFO : Epoch 171 | loss: 4.40366e-05 | val_loss: 4.53646e-05 | Time: 5959.1 ms [2021-04-02 22:40:23 main:574] : INFO : Epoch 172 | loss: 4.29835e-05 | val_loss: 4.35702e-05 | Time: 5943.43 ms [2021-04-02 22:40:29 main:574] : INFO : Epoch 173 | loss: 4.17827e-05 | val_loss: 4.2725e-05 | Time: 5938.41 ms [2021-04-02 22:40:35 main:574] : INFO : Epoch 174 | loss: 4.03012e-05 | val_loss: 4.30234e-05 | Time: 5940.91 ms [2021-04-02 22:40:41 main:574] : INFO : Epoch 175 | loss: 3.97003e-05 | val_loss: 3.85657e-05 | Time: 5930.51 ms [2021-04-02 22:40:47 main:574] : INFO : Epoch 176 | loss: 3.79167e-05 | val_loss: 3.77379e-05 | Time: 5937.37 ms [2021-04-02 22:40:53 main:574] : INFO : Epoch 177 | loss: 3.70548e-05 | val_loss: 3.73901e-05 | Time: 5943.02 ms [2021-04-02 22:40:59 main:574] : INFO : Epoch 178 | loss: 3.61936e-05 | val_loss: 3.67544e-05 | Time: 5925.67 ms [2021-04-02 22:41:05 main:574] : INFO : Epoch 179 | loss: 3.50642e-05 | val_loss: 3.50324e-05 | Time: 5940.45 ms [2021-04-02 22:41:11 main:574] : INFO : Epoch 180 | loss: 3.44143e-05 | val_loss: 3.51555e-05 | Time: 5931.03 ms [2021-04-02 22:41:17 main:574] : INFO : Epoch 181 | loss: 3.32893e-05 | val_loss: 3.41197e-05 | Time: 5931.93 ms [2021-04-02 22:41:23 main:574] : INFO : Epoch 182 | loss: 3.2585e-05 | val_loss: 3.14984e-05 | Time: 5927.07 ms [2021-04-02 22:41:29 main:574] : INFO : Epoch 183 | loss: 3.22186e-05 | val_loss: 3.1847e-05 | Time: 5950.81 ms [2021-04-02 22:41:35 main:574] : INFO : Epoch 184 | loss: 3.07918e-05 | val_loss: 3.08458e-05 | Time: 5933.75 ms [2021-04-02 22:41:41 main:574] : INFO : Epoch 185 | loss: 3.00021e-05 | val_loss: 3.01633e-05 | Time: 5939.75 ms [2021-04-02 22:41:47 main:574] : INFO : Epoch 186 | loss: 2.94472e-05 | val_loss: 3.16268e-05 | Time: 5925.22 ms [2021-04-02 22:41:52 main:574] : INFO : Epoch 187 | loss: 2.90825e-05 | val_loss: 2.92951e-05 | Time: 5926.06 ms [2021-04-02 22:41:58 main:574] : INFO : Epoch 188 | loss: 2.85708e-05 | val_loss: 2.83035e-05 | Time: 5905.77 ms [2021-04-02 22:42:04 main:574] : INFO : Epoch 189 | loss: 2.79861e-05 | val_loss: 2.81183e-05 | Time: 5938.44 ms [2021-04-02 22:42:10 main:574] : INFO : Epoch 190 | loss: 2.69471e-05 | val_loss: 2.63631e-05 | Time: 5927.54 ms [2021-04-02 22:42:16 main:574] : INFO : Epoch 191 | loss: 2.61237e-05 | val_loss: 2.61297e-05 | Time: 5940.7 ms [2021-04-02 22:42:22 main:574] : INFO : Epoch 192 | loss: 2.553e-05 | val_loss: 2.55107e-05 | Time: 5966.39 ms [2021-04-02 22:42:22 main:597] : INFO : Saving trained model to model-final.pt, val_loss 2.55107e-05 [2021-04-02 22:42:22 main:603] : INFO : Saving end state to config to file [2021-04-02 22:42:22 main:608] : INFO : Success, exiting.. 22:42:22 (14996): 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)