Task 8859399
| Name | ParityModified-1634619799-22372-3_1 |
| Workunit | 6113542 |
| Created | 10 Nov 2021, 22:21:19 UTC |
| Sent | 10 Nov 2021, 23:21:42 UTC |
| Report deadline | 17 Nov 2021, 23:21:42 UTC |
| Received | 11 Nov 2021, 9:55:35 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 8447 |
| Run time | 1 hours 50 min 30 sec |
| CPU time | 1 hours 49 min 19 sec |
| Validate state | Valid |
| Credit | 4,160.00 |
| Device peak FLOPS | 4,982.18 GFLOPS |
| Application version | Machine Learning Dataset Generator (GPU) v9.75 (cuda10200) windows_x86_64 |
| Peak working set size | 1.54 GB |
| Peak swap size | 3.49 GB |
| Peak disk usage | 1.54 GB |
Stderr output
<core_client_version>7.16.20</core_client_version> <![CDATA[ <stderr_txt> main:452] : INFO : Resolved: dataset.hdf5 => ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 (exists = 1) [2021-11-11 02:28:55 main:452] : INFO : Resolved: model.cfg => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1634619799-22372-3_1_r1638868622_1 (exists = 1) [2021-11-11 02:28:55 main:452] : INFO : Resolved: model-final.pt => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1634619799-22372-3_1_r1638868622_0 (exists = 0) [2021-11-11 02:28:55 main:452] : INFO : Resolved: model-input.pt => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1634619799-22372-3 (exists = 1) [2021-11-11 02:28:55 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2021-11-11 02:28:55 main:472] : INFO : Dataset filename: ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 [2021-11-11 02:28:55 main:474] : INFO : Configuration: [2021-11-11 02:28:55 main:475] : INFO : Model type: GRU [2021-11-11 02:28:55 main:476] : INFO : Validation Loss Threshold: 0.0001 [2021-11-11 02:28:55 main:477] : INFO : Max Epochs: 2048 [2021-11-11 02:28:55 main:478] : INFO : Batch Size: 128 [2021-11-11 02:28:55 main:479] : INFO : Learning Rate: 0.01 [2021-11-11 02:28:55 main:480] : INFO : Patience: 10 [2021-11-11 02:28:55 main:481] : INFO : Hidden Width: 12 [2021-11-11 02:28:55 main:482] : INFO : # Recurrent Layers: 4 [2021-11-11 02:28:55 main:483] : INFO : # Backend Layers: 4 [2021-11-11 02:28:55 main:484] : INFO : # Threads: 1 [2021-11-11 02:28:55 main:486] : INFO : Preparing Dataset [2021-11-11 02:28:55 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory [2021-11-11 02:28:56 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory [2021-11-11 02:28:58 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2021-11-11 02:28:58 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory [2021-11-11 02:28:58 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory [2021-11-11 02:28:58 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2021-11-11 02:28:58 main:494] : INFO : Creating Model [2021-11-11 02:28:59 main:507] : INFO : Preparing config file [2021-11-11 02:28:59 main:511] : INFO : Found checkpoint, attempting to load... [2021-11-11 02:28:59 main:512] : INFO : Loading config [2021-11-11 02:28:59 main:514] : INFO : Loading state [2021-11-11 02:29:00 main:559] : INFO : Loading DataLoader into Memory [2021-11-11 02:29:00 main:562] : INFO : Starting Training [2021-11-11 02:29:03 main:574] : INFO : Epoch 1609 | loss: 0.0315686 | val_loss: 0.0312897 | Time: 3327.44 ms [2021-11-11 02:29:06 main:574] : INFO : Epoch 1610 | loss: 0.0312777 | val_loss: 0.0312424 | Time: 2974.54 ms [2021-11-11 02:29:09 main:574] : INFO : Epoch 1611 | loss: 0.031241 | val_loss: 0.0312317 | Time: 2972.09 ms [2021-11-11 02:29:12 main:574] : INFO : Epoch 1612 | loss: 0.0312317 | val_loss: 0.0312237 | Time: 3001.54 ms [2021-11-11 02:29:15 main:574] : INFO : Epoch 1613 | loss: 0.0312129 | val_loss: 0.0312192 | Time: 2971.78 ms [2021-11-11 02:29:18 main:574] : INFO : Epoch 1614 | loss: 0.0312098 | val_loss: 0.0312108 | Time: 2972.4 ms [2021-11-11 02:29:21 main:574] : INFO : Epoch 1615 | loss: 0.0312126 | val_loss: 0.0312266 | Time: 2974.31 ms [2021-11-11 02:29:24 main:574] : INFO : Epoch 1616 | loss: 0.0312151 | val_loss: 0.03122 | Time: 2993.31 ms [2021-11-11 02:29:27 main:574] : INFO : Epoch 1617 | loss: 0.0312099 | val_loss: 0.0312152 | Time: 2981.24 ms [2021-11-11 02:29:30 main:574] : INFO : Epoch 1618 | loss: 0.0312094 | val_loss: 0.0312153 | Time: 2996.65 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce GTX 980) [2021-11-11 02:32:33 main:435] : INFO : Set logging level to 1 [2021-11-11 02:32:33 main:441] : INFO : Running in BOINC Client mode [2021-11-11 02:32:33 main:444] : INFO : Resolving all filenames [2021-11-11 02:32:33 main:452] : INFO : Resolved: dataset.hdf5 => ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 (exists = 1) [2021-11-11 02:32:33 main:452] : INFO : Resolved: model.cfg => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1634619799-22372-3_1_r1638868622_1 (exists = 1) [2021-11-11 02:32:33 main:452] : INFO : Resolved: model-final.pt => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1634619799-22372-3_1_r1638868622_0 (exists = 0) [2021-11-11 02:32:33 main:452] : INFO : Resolved: model-input.pt => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1634619799-22372-3 (exists = 1) [2021-11-11 02:32:33 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2021-11-11 02:32:33 main:472] : INFO : Dataset filename: ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 [2021-11-11 02:32:33 main:474] : INFO : Configuration: [2021-11-11 02:32:33 main:475] : INFO : Model type: GRU [2021-11-11 02:32:33 main:476] : INFO : Validation Loss Threshold: 0.0001 [2021-11-11 02:32:33 main:477] : INFO : Max Epochs: 2048 [2021-11-11 02:32:33 main:478] : INFO : Batch Size: 128 [2021-11-11 02:32:33 main:479] : INFO : Learning Rate: 0.01 [2021-11-11 02:32:33 main:480] : INFO : Patience: 10 [2021-11-11 02:32:33 main:481] : INFO : Hidden Width: 12 [2021-11-11 02:32:33 main:482] : INFO : # Recurrent Layers: 4 [2021-11-11 02:32:33 main:483] : INFO : # Backend Layers: 4 [2021-11-11 02:32:33 main:484] : INFO : # Threads: 1 [2021-11-11 02:32:33 main:486] : INFO : Preparing Dataset [2021-11-11 02:32:33 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory [2021-11-11 02:32:34 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory [2021-11-11 02:32:36 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2021-11-11 02:32:37 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory [2021-11-11 02:32:37 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory [2021-11-11 02:32:37 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2021-11-11 02:32:37 main:494] : INFO : Creating Model [2021-11-11 02:32:37 main:507] : INFO : Preparing config file [2021-11-11 02:32:37 main:511] : INFO : Found checkpoint, attempting to load... [2021-11-11 02:32:37 main:512] : INFO : Loading config [2021-11-11 02:32:37 main:514] : INFO : Loading state [2021-11-11 02:32:38 main:559] : INFO : Loading DataLoader into Memory [2021-11-11 02:32:38 main:562] : INFO : Starting Training [2021-11-11 02:32:41 main:574] : INFO : Epoch 1609 | loss: 0.031618 | val_loss: 0.0313006 | Time: 3318.82 ms [2021-11-11 02:32:44 main:574] : INFO : Epoch 1610 | loss: 0.0312765 | val_loss: 0.0312588 | Time: 2994.86 ms [2021-11-11 02:32:47 main:574] : INFO : Epoch 1611 | loss: 0.0312558 | val_loss: 0.0312356 | Time: 2987.26 ms [2021-11-11 02:32:50 main:574] : INFO : Epoch 1612 | loss: 0.0312355 | val_loss: 0.0312354 | Time: 3037.01 ms [2021-11-11 02:32:53 main:574] : INFO : Epoch 1613 | loss: 0.0312241 | val_loss: 0.0312158 | Time: 2980.47 ms [2021-11-11 02:32:56 main:574] : INFO : Epoch 1614 | loss: 0.031214 | val_loss: 0.0312147 | Time: 2992.87 ms [2021-11-11 02:32:59 main:574] : INFO : Epoch 1615 | loss: 0.031212 | val_loss: 0.0312125 | Time: 2990.36 ms [2021-11-11 02:33:02 main:574] : INFO : Epoch 1616 | loss: 0.0312113 | val_loss: 0.0312132 | Time: 3014.5 ms [2021-11-11 02:33:05 main:574] : INFO : Epoch 1617 | loss: 0.0312136 | val_loss: 0.0312124 | Time: 2968.58 ms [2021-11-11 02:33:08 main:574] : INFO : Epoch 1618 | loss: 0.0312135 | val_loss: 0.0312145 | Time: 2960.01 ms [2021-11-11 02:33:11 main:574] : INFO : Epoch 1619 | loss: 0.0312138 | val_loss: 0.0312114 | Time: 2986.34 ms [2021-11-11 02:33:14 main:574] : INFO : Epoch 1620 | loss: 0.0312117 | val_loss: 0.031213 | Time: 2999.47 ms [2021-11-11 02:33:17 main:574] : INFO : Epoch 1621 | loss: 0.031215 | val_loss: 0.031226 | Time: 2996.67 ms [2021-11-11 02:33:20 main:574] : INFO : Epoch 1622 | loss: 0.0312229 | val_loss: 0.0312218 | Time: 3005.54 ms [2021-11-11 02:33:23 main:574] : INFO : Epoch 1623 | loss: 0.0312142 | val_loss: 0.0312158 | Time: 2991.34 ms [2021-11-11 02:33:26 main:574] : INFO : Epoch 1624 | loss: 0.031224 | val_loss: 0.0312282 | Time: 2966.55 ms [2021-11-11 02:33:29 main:574] : INFO : Epoch 1625 | loss: 0.0312229 | val_loss: 0.031218 | Time: 2972.91 ms [2021-11-11 02:33:32 main:574] : INFO : Epoch 1626 | loss: 0.0312184 | val_loss: 0.0312244 | Time: 2952.69 ms [2021-11-11 02:33:35 main:574] : INFO : Epoch 1627 | loss: 0.0312227 | val_loss: 0.0312191 | Time: 2983.44 ms [2021-11-11 02:33:38 main:574] : INFO : Epoch 1628 | loss: 0.0312229 | val_loss: 0.0312227 | Time: 2957.06 ms [2021-11-11 02:33:41 main:574] : INFO : Epoch 1629 | loss: 0.0312233 | val_loss: 0.0312189 | Time: 2955.69 ms [2021-11-11 02:33:44 main:574] : INFO : Epoch 1630 | loss: 0.0312191 | val_loss: 0.0312162 | Time: 2958.57 ms [2021-11-11 02:33:47 main:574] : INFO : Epoch 1631 | loss: 0.031218 | val_loss: 0.031218 | Time: 2927.46 ms [2021-11-11 02:33:50 main:574] : INFO : Epoch 1632 | loss: 0.031219 | val_loss: 0.0312226 | Time: 2959.36 ms [2021-11-11 02:33:53 main:574] : INFO : Epoch 1633 | loss: 0.0312169 | val_loss: 0.0312198 | Time: 2925.46 ms [2021-11-11 02:33:56 main:574] : INFO : Epoch 1634 | loss: 0.0312164 | val_loss: 0.0312196 | Time: 2944.73 ms [2021-11-11 02:33:59 main:574] : INFO : Epoch 1635 | loss: 0.031221 | val_loss: 0.0312166 | Time: 2954.44 ms [2021-11-11 02:34:02 main:574] : INFO : Epoch 1636 | loss: 0.0312159 | val_loss: 0.0312159 | Time: 2928.13 ms [2021-11-11 02:34:05 main:574] : INFO : Epoch 1637 | loss: 0.0312135 | val_loss: 0.0312155 | Time: 2945.77 ms [2021-11-11 02:34:08 main:574] : INFO : Epoch 1638 | loss: 0.0312152 | val_loss: 0.0312181 | Time: 2933.62 ms [2021-11-11 02:34:11 main:574] : INFO : Epoch 1639 | loss: 0.0312189 | val_loss: 0.0312234 | Time: 2933.91 ms [2021-11-11 02:34:14 main:574] : INFO : Epoch 1640 | loss: 0.0312173 | val_loss: 0.0312174 | Time: 2972.29 ms [2021-11-11 02:34:17 main:574] : INFO : Epoch 1641 | loss: 0.0312151 | val_loss: 0.0312168 | Time: 2945.48 ms [2021-11-11 02:34:20 main:574] : INFO : Epoch 1642 | loss: 0.0312172 | val_loss: 0.0312181 | Time: 2930.14 ms [2021-11-11 02:34:23 main:574] : INFO : Epoch 1643 | loss: 0.0312176 | val_loss: 0.0312134 | Time: 2929.31 ms [2021-11-11 02:34:26 main:574] : INFO : Epoch 1644 | loss: 0.0312219 | val_loss: 0.0312236 | Time: 2948.24 ms [2021-11-11 02:34:29 main:574] : INFO : Epoch 1645 | loss: 0.0312233 | val_loss: 0.0312285 | Time: 2951.69 ms [2021-11-11 02:34:31 main:574] : INFO : Epoch 1646 | loss: 0.031223 | val_loss: 0.0312235 | Time: 2953.12 ms [2021-11-11 02:34:34 main:574] : INFO : Epoch 1647 | loss: 0.0312185 | val_loss: 0.0312219 | Time: 2978.93 ms [2021-11-11 02:34:37 main:574] : INFO : Epoch 1648 | loss: 0.0312187 | val_loss: 0.0312177 | Time: 2983.44 ms [2021-11-11 02:34:40 main:574] : INFO : Epoch 1649 | loss: 0.0312163 | val_loss: 0.0312159 | Time: 2896.1 ms [2021-11-11 02:34:43 main:574] : INFO : Epoch 1650 | loss: 0.0312171 | val_loss: 0.0312149 | Time: 2939.65 ms [2021-11-11 02:34:46 main:574] : INFO : Epoch 1651 | loss: 0.0312156 | val_loss: 0.0312165 | Time: 2951.73 ms [2021-11-11 02:34:49 main:574] : INFO : Epoch 1652 | loss: 0.0312186 | val_loss: 0.0312237 | Time: 2940.86 ms [2021-11-11 02:34:52 main:574] : INFO : Epoch 1653 | loss: 0.0312174 | val_loss: 0.0312168 | Time: 2950.73 ms [2021-11-11 02:34:55 main:574] : INFO : Epoch 1654 | loss: 0.0312159 | val_loss: 0.0312166 | Time: 2978.85 ms [2021-11-11 02:34:58 main:574] : INFO : Epoch 1655 | loss: 0.0312244 | val_loss: 0.031225 | Time: 2979.63 ms [2021-11-11 02:35:01 main:574] : INFO : Epoch 1656 | loss: 0.0312259 | val_loss: 0.0312248 | Time: 3017.49 ms [2021-11-11 02:35:04 main:574] : INFO : Epoch 1657 | loss: 0.0312243 | val_loss: 0.0312233 | Time: 2931.48 ms [2021-11-11 02:35:07 main:574] : INFO : Epoch 1658 | loss: 0.0312217 | val_loss: 0.031225 | Time: 2950.08 ms [2021-11-11 02:35:10 main:574] : INFO : Epoch 1659 | loss: 0.0312209 | val_loss: 0.0312238 | Time: 2928.04 ms [2021-11-11 02:35:13 main:574] : INFO : Epoch 1660 | loss: 0.0312191 | val_loss: 0.0312204 | Time: 2946.04 ms [2021-11-11 02:35:16 main:574] : INFO : Epoch 1661 | loss: 0.0312185 | val_loss: 0.0312181 | Time: 2962.76 ms [2021-11-11 02:35:19 main:574] : INFO : Epoch 1662 | loss: 0.0312164 | val_loss: 0.0312207 | Time: 2940.28 ms [2021-11-11 02:35:22 main:574] : INFO : Epoch 1663 | loss: 0.0312188 | val_loss: 0.0312181 | Time: 2969.84 ms [2021-11-11 02:35:25 main:574] : INFO : Epoch 1664 | loss: 0.0312199 | val_loss: 0.0312205 | Time: 2993.87 ms [2021-11-11 02:35:28 main:574] : INFO : Epoch 1665 | loss: 0.0312267 | val_loss: 0.0312256 | Time: 2974.88 ms [2021-11-11 02:35:31 main:574] : INFO : Epoch 1666 | loss: 0.0312173 | val_loss: 0.0312246 | Time: 2961.29 ms [2021-11-11 02:35:34 main:574] : INFO : Epoch 1667 | loss: 0.0312184 | val_loss: 0.0312187 | Time: 2989.97 ms [2021-11-11 02:35:37 main:574] : INFO : Epoch 1668 | loss: 0.0312175 | val_loss: 0.0312175 | Time: 3003.77 ms [2021-11-11 02:35:40 main:574] : INFO : Epoch 1669 | loss: 0.0312165 | val_loss: 0.0312196 | Time: 2984.85 ms [2021-11-11 02:35:43 main:574] : INFO : Epoch 1670 | loss: 0.0312157 | val_loss: 0.0312157 | Time: 2956.09 ms [2021-11-11 02:35:46 main:574] : INFO : Epoch 1671 | loss: 0.0312142 | val_loss: 0.0312159 | Time: 2939.6 ms [2021-11-11 02:35:49 main:574] : INFO : Epoch 1672 | loss: 0.0312151 | val_loss: 0.0312188 | Time: 2910.88 ms [2021-11-11 02:35:52 main:574] : INFO : Epoch 1673 | loss: 0.0312152 | val_loss: 0.031218 | Time: 2889.57 ms [2021-11-11 02:35:55 main:574] : INFO : Epoch 1674 | loss: 0.0312145 | val_loss: 0.0312161 | Time: 2892.91 ms [2021-11-11 02:35:58 main:574] : INFO : Epoch 1675 | loss: 0.0312134 | val_loss: 0.0312175 | Time: 2981.32 ms [2021-11-11 02:36:01 main:574] : INFO : Epoch 1676 | loss: 0.031215 | val_loss: 0.0312279 | Time: 3009.48 ms [2021-11-11 02:36:04 main:574] : INFO : Epoch 1677 | loss: 0.0312169 | val_loss: 0.0312168 | Time: 2994.13 ms [2021-11-11 02:36:07 main:574] : INFO : Epoch 1678 | loss: 0.0312134 | val_loss: 0.0312188 | Time: 3002.02 ms [2021-11-11 02:36:10 main:574] : INFO : Epoch 1679 | loss: 0.0312141 | val_loss: 0.0312155 | Time: 2997.36 ms [2021-11-11 02:36:13 main:574] : INFO : Epoch 1680 | loss: 0.031213 | val_loss: 0.0312162 | Time: 3005.05 ms [2021-11-11 02:36:16 main:574] : INFO : Epoch 1681 | loss: 0.0312127 | val_loss: 0.0312157 | Time: 2996.38 ms [2021-11-11 02:36:19 main:574] : INFO : Epoch 1682 | loss: 0.0312114 | val_loss: 0.0312138 | Time: 3008.85 ms [2021-11-11 02:36:22 main:574] : INFO : Epoch 1683 | loss: 0.0312161 | val_loss: 0.0312172 | Time: 2995.86 ms [2021-11-11 02:36:25 main:574] : INFO : Epoch 1684 | loss: 0.0312173 | val_loss: 0.0312187 | Time: 3014.74 ms [2021-11-11 02:36:28 main:574] : INFO : Epoch 1685 | loss: 0.0312129 | val_loss: 0.0312151 | Time: 2970.31 ms [2021-11-11 02:36:31 main:574] : INFO : Epoch 1686 | loss: 0.0312113 | val_loss: 0.0312134 | Time: 3007.36 ms [2021-11-11 02:36:34 main:574] : INFO : Epoch 1687 | loss: 0.0312124 | val_loss: 0.031215 | Time: 3051.37 ms [2021-11-11 02:36:37 main:574] : INFO : Epoch 1688 | loss: 0.0312122 | val_loss: 0.0312163 | Time: 3013.02 ms [2021-11-11 02:36:40 main:574] : INFO : Epoch 1689 | loss: 0.0312134 | val_loss: 0.0312128 | Time: 2998.86 ms [2021-11-11 02:36:43 main:574] : INFO : Epoch 1690 | loss: 0.0312101 | val_loss: 0.0312132 | Time: 3042.34 ms [2021-11-11 02:36:46 main:574] : INFO : Epoch 1691 | loss: 0.0312114 | val_loss: 0.0312154 | Time: 2994.36 ms [2021-11-11 02:36:49 main:574] : INFO : Epoch 1692 | loss: 0.0312191 | val_loss: 0.0312291 | Time: 3005.88 ms [2021-11-11 02:36:52 main:574] : INFO : Epoch 1693 | loss: 0.0312184 | val_loss: 0.0312203 | Time: 3023.94 ms [2021-11-11 02:36:55 main:574] : INFO : Epoch 1694 | loss: 0.0312169 | val_loss: 0.0312176 | Time: 3056.63 ms [2021-11-11 02:36:58 main:574] : INFO : Epoch 1695 | loss: 0.0312167 | val_loss: 0.0312202 | Time: 3054.1 ms [2021-11-11 02:37:01 main:574] : INFO : Epoch 1696 | loss: 0.0312275 | val_loss: 0.031234 | Time: 3003.32 ms [2021-11-11 02:37:04 main:574] : INFO : Epoch 1697 | loss: 0.0312294 | val_loss: 0.0312333 | Time: 2995.02 ms [2021-11-11 02:37:07 main:574] : INFO : Epoch 1698 | loss: 0.0312354 | val_loss: 0.0312351 | Time: 3051.55 ms [2021-11-11 02:37:10 main:574] : INFO : Epoch 1699 | loss: 0.0312356 | val_loss: 0.0312329 | Time: 3020.74 ms [2021-11-11 02:37:13 main:574] : INFO : Epoch 1700 | loss: 0.0312307 | val_loss: 0.0312299 | Time: 3009.8 ms [2021-11-11 02:37:16 main:574] : INFO : Epoch 1701 | loss: 0.0312266 | val_loss: 0.0312283 | Time: 3046.23 ms [2021-11-11 02:37:19 main:574] : INFO : Epoch 1702 | loss: 0.0312254 | val_loss: 0.0312278 | Time: 3025.57 ms [2021-11-11 02:37:22 main:574] : INFO : Epoch 1703 | loss: 0.0312251 | val_loss: 0.0312262 | Time: 3012.57 ms [2021-11-11 02:37:25 main:574] : INFO : Epoch 1704 | loss: 0.0312237 | val_loss: 0.031226 | Time: 3011.98 ms [2021-11-11 02:37:28 main:574] : INFO : Epoch 1705 | loss: 0.0312224 | val_loss: 0.0312275 | Time: 3013.6 ms [2021-11-11 02:37:31 main:574] : INFO : Epoch 1706 | loss: 0.0312236 | val_loss: 0.0312256 | Time: 2999.4 ms [2021-11-11 02:37:34 main:574] : INFO : Epoch 1707 | loss: 0.031225 | val_loss: 0.03123 | Time: 3020.59 ms [2021-11-11 02:37:37 main:574] : INFO : Epoch 1708 | loss: 0.0312256 | val_loss: 0.031228 | Time: 3002.18 ms [2021-11-11 02:37:41 main:574] : INFO : Epoch 1709 | loss: 0.0312228 | val_loss: 0.0312252 | Time: 3014.47 ms [2021-11-11 02:37:44 main:574] : INFO : Epoch 1710 | loss: 0.0312266 | val_loss: 0.0312303 | Time: 3035.99 ms [2021-11-11 02:37:47 main:574] : INFO : Epoch 1711 | loss: 0.0312237 | val_loss: 0.0312267 | Time: 2975.3 ms [2021-11-11 02:37:50 main:574] : INFO : Epoch 1712 | loss: 0.0312319 | val_loss: 0.0312355 | Time: 3005.5 ms [2021-11-11 02:37:53 main:574] : INFO : Epoch 1713 | loss: 0.0312298 | val_loss: 0.031229 | Time: 3022.83 ms [2021-11-11 02:37:56 main:574] : INFO : Epoch 1714 | loss: 0.0312286 | val_loss: 0.0312287 | Time: 3028.74 ms [2021-11-11 02:37:59 main:574] : INFO : Epoch 1715 | loss: 0.0312319 | val_loss: 0.0312334 | Time: 3014.03 ms [2021-11-11 02:38:02 main:574] : INFO : Epoch 1716 | loss: 0.0312316 | val_loss: 0.0312281 | Time: 3008.21 ms [2021-11-11 02:38:05 main:574] : INFO : Epoch 1717 | loss: 0.0312256 | val_loss: 0.0312301 | Time: 3035.09 ms [2021-11-11 02:38:08 main:574] : INFO : Epoch 1718 | loss: 0.0312215 | val_loss: 0.0312197 | Time: 2997.73 ms [2021-11-11 02:38:11 main:574] : INFO : Epoch 1719 | loss: 0.0312197 | val_loss: 0.0312212 | Time: 3006.73 ms [2021-11-11 02:38:14 main:574] : INFO : Epoch 1720 | loss: 0.0312189 | val_loss: 0.0312194 | Time: 3022.56 ms [2021-11-11 02:38:17 main:574] : INFO : Epoch 1721 | loss: 0.0312179 | val_loss: 0.0312227 | Time: 2976.95 ms [2021-11-11 02:38:20 main:574] : INFO : Epoch 1722 | loss: 0.0312195 | val_loss: 0.031221 | Time: 2992.93 ms [2021-11-11 02:38:23 main:574] : INFO : Epoch 1723 | loss: 0.0312201 | val_loss: 0.0312232 | Time: 3010.7 ms [2021-11-11 02:38:26 main:574] : INFO : Epoch 1724 | loss: 0.0312193 | val_loss: 0.0312193 | Time: 3010.96 ms [2021-11-11 02:38:29 main:574] : INFO : Epoch 1725 | loss: 0.0312194 | val_loss: 0.0312201 | Time: 2968.49 ms [2021-11-11 02:38:32 main:574] : INFO : Epoch 1726 | loss: 0.0312201 | val_loss: 0.0312271 | Time: 2975.5 ms [2021-11-11 02:38:35 main:574] : INFO : Epoch 1727 | loss: 0.0312188 | val_loss: 0.0312219 | Time: 3017.73 ms [2021-11-11 02:38:38 main:574] : INFO : Epoch 1728 | loss: 0.0312188 | val_loss: 0.0312232 | Time: 2964.84 ms [2021-11-11 02:38:41 main:574] : INFO : Epoch 1729 | loss: 0.0312194 | val_loss: 0.0312221 | Time: 3004.09 ms [2021-11-11 02:38:44 main:574] : INFO : Epoch 1730 | loss: 0.0312202 | val_loss: 0.0312261 | Time: 3009.84 ms [2021-11-11 02:38:47 main:574] : INFO : Epoch 1731 | loss: 0.0312208 | val_loss: 0.0312224 | Time: 3007.84 ms [2021-11-11 02:38:50 main:574] : INFO : Epoch 1732 | loss: 0.0312186 | val_loss: 0.0312217 | Time: 2995.1 ms [2021-11-11 02:38:53 main:574] : INFO : Epoch 1733 | loss: 0.0312186 | val_loss: 0.0312219 | Time: 2984.57 ms [2021-11-11 02:38:56 main:574] : INFO : Epoch 1734 | loss: 0.0312174 | val_loss: 0.0312209 | Time: 3004.23 ms [2021-11-11 02:38:59 main:574] : INFO : Epoch 1735 | loss: 0.0312165 | val_loss: 0.031221 | Time: 3036.07 ms [2021-11-11 02:39:02 main:574] : INFO : Epoch 1736 | loss: 0.031217 | val_loss: 0.0312212 | Time: 2970.06 ms [2021-11-11 02:39:05 main:574] : INFO : Epoch 1737 | loss: 0.0312175 | val_loss: 0.0312208 | Time: 3005.58 ms [2021-11-11 02:39:08 main:574] : INFO : Epoch 1738 | loss: 0.0312167 | val_loss: 0.0312204 | Time: 3001.18 ms [2021-11-11 02:39:11 main:574] : INFO : Epoch 1739 | loss: 0.0312195 | val_loss: 0.0312212 | Time: 3010.7 ms [2021-11-11 02:39:14 main:574] : INFO : Epoch 1740 | loss: 0.0312171 | val_loss: 0.0312203 | Time: 3004.95 ms [2021-11-11 02:39:17 main:574] : INFO : Epoch 1741 | loss: 0.0312162 | val_loss: 0.0312223 | Time: 2965.69 ms [2021-11-11 02:39:20 main:574] : INFO : Epoch 1742 | loss: 0.0312169 | val_loss: 0.0312229 | Time: 2976.6 ms [2021-11-11 02:39:23 main:574] : INFO : Epoch 1743 | loss: 0.0312162 | val_loss: 0.031219 | Time: 2990.05 ms [2021-11-11 02:39:26 main:574] : INFO : Epoch 1744 | loss: 0.0312156 | val_loss: 0.0312183 | Time: 3005.45 ms [2021-11-11 02:39:29 main:574] : INFO : Epoch 1745 | loss: 0.031217 | val_loss: 0.0312203 | Time: 3004.14 ms [2021-11-11 02:39:32 main:574] : INFO : Epoch 1746 | loss: 0.0312177 | val_loss: 0.0312178 | Time: 2992.82 ms [2021-11-11 02:39:35 main:574] : INFO : Epoch 1747 | loss: 0.0312162 | val_loss: 0.0312194 | Time: 3023.14 ms [2021-11-11 02:39:38 main:574] : INFO : Epoch 1748 | loss: 0.0312146 | val_loss: 0.0312178 | Time: 2984.62 ms [2021-11-11 02:39:41 main:574] : INFO : Epoch 1749 | loss: 0.0312142 | val_loss: 0.031218 | Time: 3019.23 ms [2021-11-11 02:39:44 main:574] : INFO : Epoch 1750 | loss: 0.0312136 | val_loss: 0.0312169 | Time: 2994.77 ms [2021-11-11 02:39:47 main:574] : INFO : Epoch 1751 | loss: 0.0312135 | val_loss: 0.0312196 | Time: 3010.69 ms [2021-11-11 02:39:50 main:574] : INFO : Epoch 1752 | loss: 0.031215 | val_loss: 0.0312178 | Time: 2975.93 ms [2021-11-11 02:39:53 main:574] : INFO : Epoch 1753 | loss: 0.0312138 | val_loss: 0.0312171 | Time: 2974.24 ms [2021-11-11 02:39:56 main:574] : INFO : Epoch 1754 | loss: 0.0312138 | val_loss: 0.0312165 | Time: 3001.33 ms [2021-11-11 02:39:59 main:574] : INFO : Epoch 1755 | loss: 0.0312145 | val_loss: 0.0312214 | Time: 2986.31 ms [2021-11-11 02:40:02 main:574] : INFO : Epoch 1756 | loss: 0.031216 | val_loss: 0.0312184 | Time: 2970.68 ms [2021-11-11 02:40:05 main:574] : INFO : Epoch 1757 | loss: 0.031214 | val_loss: 0.0312166 | Time: 2968.25 ms [2021-11-11 02:40:08 main:574] : INFO : Epoch 1758 | loss: 0.0312136 | val_loss: 0.0312172 | Time: 2946.11 ms [2021-11-11 02:40:11 main:574] : INFO : Epoch 1759 | loss: 0.0312128 | val_loss: 0.0312157 | Time: 2988.95 ms [2021-11-11 02:40:14 main:574] : INFO : Epoch 1760 | loss: 0.0312135 | val_loss: 0.0312169 | Time: 2975.06 ms [2021-11-11 02:40:17 main:574] : INFO : Epoch 1761 | loss: 0.0312142 | val_loss: 0.0312168 | Time: 2978.48 ms [2021-11-11 02:40:20 main:574] : INFO : Epoch 1762 | loss: 0.0312132 | val_loss: 0.0312161 | Time: 2969.04 ms [2021-11-11 02:40:23 main:574] : INFO : Epoch 1763 | loss: 0.0312141 | val_loss: 0.0312183 | Time: 2998.88 ms [2021-11-11 02:40:26 main:574] : INFO : Epoch 1764 | loss: 0.0312135 | val_loss: 0.0312175 | Time: 3005.56 ms [2021-11-11 02:40:29 main:574] : INFO : Epoch 1765 | loss: 0.0312146 | val_loss: 0.0312168 | Time: 2988.32 ms [2021-11-11 02:40:32 main:574] : INFO : Epoch 1766 | loss: 0.0312141 | val_loss: 0.0312166 | Time: 2989.16 ms [2021-11-11 02:40:35 main:574] : INFO : Epoch 1767 | loss: 0.0312159 | val_loss: 0.031221 | Time: 3000.63 ms [2021-11-11 02:40:38 main:574] : INFO : Epoch 1768 | loss: 0.0312219 | val_loss: 0.0312225 | Time: 3008.53 ms [2021-11-11 02:40:41 main:574] : INFO : Epoch 1769 | loss: 0.0312228 | val_loss: 0.0312235 | Time: 2988.82 ms [2021-11-11 02:40:44 main:574] : INFO : Epoch 1770 | loss: 0.0312205 | val_loss: 0.0312225 | Time: 2991.02 ms [2021-11-11 02:40:47 main:574] : INFO : Epoch 1771 | loss: 0.0312183 | val_loss: 0.0312215 | Time: 2986.17 ms [2021-11-11 02:40:50 main:574] : INFO : Epoch 1772 | loss: 0.0312178 | val_loss: 0.0312211 | Time: 2999.86 ms [2021-11-11 02:40:53 main:574] : INFO : Epoch 1773 | loss: 0.0312176 | val_loss: 0.0312199 | Time: 2934.94 ms [2021-11-11 02:40:56 main:574] : INFO : Epoch 1774 | loss: 0.0312172 | val_loss: 0.0312194 | Time: 2966.72 ms [2021-11-11 02:40:59 main:574] : INFO : Epoch 1775 | loss: 0.0312163 | val_loss: 0.0312216 | Time: 2986.09 ms [2021-11-11 02:41:02 main:574] : INFO : Epoch 1776 | loss: 0.0312162 | val_loss: 0.0312187 | Time: 2992.11 ms [2021-11-11 02:41:05 main:574] : INFO : Epoch 1777 | loss: 0.0312152 | val_loss: 0.0312215 | Time: 2978.73 ms [2021-11-11 02:41:08 main:574] : INFO : Epoch 1778 | loss: 0.0312164 | val_loss: 0.0312193 | Time: 2988.56 ms [2021-11-11 02:41:11 main:574] : INFO : Epoch 1779 | loss: 0.0312145 | val_loss: 0.0312191 | Time: 2969.78 ms [2021-11-11 02:41:14 main:574] : INFO : Epoch 1780 | loss: 0.0312154 | val_loss: 0.0312201 | Time: 2966.14 ms [2021-11-11 02:41:17 main:574] : INFO : Epoch 1781 | loss: 0.0312149 | val_loss: 0.0312189 | Time: 2981.09 ms [2021-11-11 02:41:20 main:574] : INFO : Epoch 1782 | loss: 0.0312139 | val_loss: 0.0312183 | Time: 2951.58 ms [2021-11-11 02:41:23 main:574] : INFO : Epoch 1783 | loss: 0.0312133 | val_loss: 0.0312172 | Time: 2947.14 ms [2021-11-11 02:41:26 main:574] : INFO : Epoch 1784 | loss: 0.0312143 | val_loss: 0.0312168 | Time: 3006.62 ms [2021-11-11 02:41:29 main:574] : INFO : Epoch 1785 | loss: 0.0312152 | val_loss: 0.0312187 | Time: 2965.28 ms [2021-11-11 02:41:32 main:574] : INFO : Epoch 1786 | loss: 0.0312143 | val_loss: 0.0312176 | Time: 2977.4 ms [2021-11-11 02:41:35 main:574] : INFO : Epoch 1787 | loss: 0.0312143 | val_loss: 0.0312218 | Time: 2952.34 ms [2021-11-11 02:41:38 main:574] : INFO : Epoch 1788 | loss: 0.0312138 | val_loss: 0.0312166 | Time: 3023.55 ms [2021-11-11 02:41:41 main:574] : INFO : Epoch 1789 | loss: 0.031214 | val_loss: 0.0312166 | Time: 2961.88 ms [2021-11-11 02:41:44 main:574] : INFO : Epoch 1790 | loss: 0.0312141 | val_loss: 0.0312184 | Time: 2999.6 ms [2021-11-11 02:41:47 main:574] : INFO : Epoch 1791 | loss: 0.0312148 | val_loss: 0.0312215 | Time: 2998.65 ms [2021-11-11 02:41:50 main:574] : INFO : Epoch 1792 | loss: 0.0312144 | val_loss: 0.0312197 | Time: 3008.78 ms [2021-11-11 02:41:53 main:574] : INFO : Epoch 1793 | loss: 0.0312141 | val_loss: 0.0312171 | Time: 2983.85 ms [2021-11-11 02:41:56 main:574] : INFO : Epoch 1794 | loss: 0.0312137 | val_loss: 0.0312165 | Time: 3034.31 ms [2021-11-11 02:41:59 main:574] : INFO : Epoch 1795 | loss: 0.0312147 | val_loss: 0.0312183 | Time: 2962.76 ms [2021-11-11 02:42:02 main:574] : INFO : Epoch 1796 | loss: 0.031216 | val_loss: 0.0312187 | Time: 3008.03 ms [2021-11-11 02:42:05 main:574] : INFO : Epoch 1797 | loss: 0.0312147 | val_loss: 0.0312194 | Time: 2960.4 ms [2021-11-11 02:42:08 main:574] : INFO : Epoch 1798 | loss: 0.0312156 | val_loss: 0.03122 | Time: 3001.06 ms [2021-11-11 02:42:11 main:574] : INFO : Epoch 1799 | loss: 0.0312133 | val_loss: 0.0312166 | Time: 2956.62 ms [2021-11-11 02:42:14 main:574] : INFO : Epoch 1800 | loss: 0.0312137 | val_loss: 0.0312174 | Time: 2972.29 ms [2021-11-11 02:42:17 main:574] : INFO : Epoch 1801 | loss: 0.0312129 | val_loss: 0.0312182 | Time: 2976.49 ms [2021-11-11 02:42:20 main:574] : INFO : Epoch 1802 | loss: 0.0312149 | val_loss: 0.0312223 | Time: 2995.55 ms [2021-11-11 02:42:23 main:574] : INFO : Epoch 1803 | loss: 0.0312136 | val_loss: 0.0312199 | Time: 2979.47 ms [2021-11-11 02:42:26 main:574] : INFO : Epoch 1804 | loss: 0.0312154 | val_loss: 0.0312173 | Time: 2975.89 ms [2021-11-11 02:42:29 main:574] : INFO : Epoch 1805 | loss: 0.031215 | val_loss: 0.0312201 | Time: 2987.98 ms [2021-11-11 02:42:32 main:574] : INFO : Epoch 1806 | loss: 0.031214 | val_loss: 0.0312172 | Time: 2989.61 ms [2021-11-11 02:42:35 main:574] : INFO : Epoch 1807 | loss: 0.0312127 | val_loss: 0.0312177 | Time: 3009.44 ms [2021-11-11 02:42:38 main:574] : INFO : Epoch 1808 | loss: 0.0312135 | val_loss: 0.0312172 | Time: 3003 ms [2021-11-11 02:42:41 main:574] : INFO : Epoch 1809 | loss: 0.0312124 | val_loss: 0.0312158 | Time: 2934.52 ms [2021-11-11 02:42:44 main:574] : INFO : Epoch 1810 | loss: 0.0312131 | val_loss: 0.0312178 | Time: 2954.24 ms [2021-11-11 02:42:47 main:574] : INFO : Epoch 1811 | loss: 0.031213 | val_loss: 0.031219 | Time: 3025.44 ms [2021-11-11 02:42:50 main:574] : INFO : Epoch 1812 | loss: 0.0312131 | val_loss: 0.0312166 | Time: 3026.8 ms [2021-11-11 02:42:53 main:574] : INFO : Epoch 1813 | loss: 0.0312116 | val_loss: 0.0312173 | Time: 2969.96 ms [2021-11-11 02:42:56 main:574] : INFO : Epoch 1814 | loss: 0.031214 | val_loss: 0.0312172 | Time: 2968.68 ms [2021-11-11 02:42:59 main:574] : INFO : Epoch 1815 | loss: 0.0312124 | val_loss: 0.0312167 | Time: 2987.78 ms [2021-11-11 02:43:02 main:574] : INFO : Epoch 1816 | loss: 0.0312129 | val_loss: 0.0312174 | Time: 2957.47 ms [2021-11-11 02:43:05 main:574] : INFO : Epoch 1817 | loss: 0.031215 | val_loss: 0.0312202 | Time: 3013.75 ms [2021-11-11 02:43:08 main:574] : INFO : Epoch 1818 | loss: 0.0312127 | val_loss: 0.0312164 | Time: 2974.02 ms [2021-11-11 02:43:11 main:574] : INFO : Epoch 1819 | loss: 0.0312124 | val_loss: 0.0312163 | Time: 2948.44 ms [2021-11-11 02:43:14 main:574] : INFO : Epoch 1820 | loss: 0.0312116 | val_loss: 0.0312165 | Time: 2981.45 ms [2021-11-11 02:43:17 main:574] : INFO : Epoch 1821 | loss: 0.0312138 | val_loss: 0.0312311 | Time: 2974.1 ms [2021-11-11 02:43:20 main:574] : INFO : Epoch 1822 | loss: 0.0312196 | val_loss: 0.0312265 | Time: 3018.71 ms [2021-11-11 02:43:23 main:574] : INFO : Epoch 1823 | loss: 0.0312173 | val_loss: 0.0312229 | Time: 2972.76 ms [2021-11-11 02:43:26 main:574] : INFO : Epoch 1824 | loss: 0.0312153 | val_loss: 0.0312169 | Time: 3013.22 ms [2021-11-11 02:43:29 main:574] : INFO : Epoch 1825 | loss: 0.0312125 | val_loss: 0.0312169 | Time: 2975.95 ms [2021-11-11 02:43:32 main:574] : INFO : Epoch 1826 | loss: 0.0312116 | val_loss: 0.0312157 | Time: 2956.28 ms [2021-11-11 02:43:35 main:574] : INFO : Epoch 1827 | loss: 0.0312117 | val_loss: 0.0312172 | Time: 2961.99 ms [2021-11-11 02:43:37 main:574] : INFO : Epoch 1828 | loss: 0.0312122 | val_loss: 0.0312195 | Time: 2891.99 ms [2021-11-11 02:43:40 main:574] : INFO : Epoch 1829 | loss: 0.0312139 | val_loss: 0.0312183 | Time: 2969.63 ms [2021-11-11 02:43:43 main:574] : INFO : Epoch 1830 | loss: 0.0312123 | val_loss: 0.0312173 | Time: 3001.29 ms [2021-11-11 02:43:46 main:574] : INFO : Epoch 1831 | loss: 0.031213 | val_loss: 0.0312182 | Time: 3020.69 ms [2021-11-11 02:43:49 main:574] : INFO : Epoch 1832 | loss: 0.031215 | val_loss: 0.0312172 | Time: 2970.99 ms [2021-11-11 02:43:52 main:574] : INFO : Epoch 1833 | loss: 0.0312123 | val_loss: 0.0312173 | Time: 2965.91 ms [2021-11-11 02:43:55 main:574] : INFO : Epoch 1834 | loss: 0.0312113 | val_loss: 0.0312192 | Time: 2977.19 ms [2021-11-11 02:43:58 main:574] : INFO : Epoch 1835 | loss: 0.0312116 | val_loss: 0.0312196 | Time: 2958.46 ms [2021-11-11 02:44:01 main:574] : INFO : Epoch 1836 | loss: 0.0312143 | val_loss: 0.0312166 | Time: 2921.96 ms [2021-11-11 02:44:04 main:574] : INFO : Epoch 1837 | loss: 0.0312116 | val_loss: 0.0312146 | Time: 2989.02 ms [2021-11-11 02:44:07 main:574] : INFO : Epoch 1838 | loss: 0.031211 | val_loss: 0.0312225 | Time: 2979.63 ms [2021-11-11 02:44:10 main:574] : INFO : Epoch 1839 | loss: 0.0312122 | val_loss: 0.0312168 | Time: 3012.97 ms [2021-11-11 02:44:13 main:574] : INFO : Epoch 1840 | loss: 0.0312105 | val_loss: 0.0312156 | Time: 2941.7 ms [2021-11-11 02:44:16 main:574] : INFO : Epoch 1841 | loss: 0.031211 | val_loss: 0.0312149 | Time: 2974.03 ms [2021-11-11 02:44:19 main:574] : INFO : Epoch 1842 | loss: 0.0312104 | val_loss: 0.0312158 | Time: 3007.77 ms [2021-11-11 02:44:22 main:574] : INFO : Epoch 1843 | loss: 0.0312109 | val_loss: 0.0312176 | Time: 2984.21 ms [2021-11-11 02:44:25 main:574] : INFO : Epoch 1844 | loss: 0.0312109 | val_loss: 0.0312178 | Time: 3008 ms [2021-11-11 02:44:28 main:574] : INFO : Epoch 1845 | loss: 0.0312129 | val_loss: 0.0312156 | Time: 2995.08 ms [2021-11-11 02:44:31 main:574] : INFO : Epoch 1846 | loss: 0.0312123 | val_loss: 0.0312186 | Time: 2978.51 ms [2021-11-11 02:44:34 main:574] : INFO : Epoch 1847 | loss: 0.0312112 | val_loss: 0.0312151 | Time: 2981.63 ms [2021-11-11 02:44:37 main:574] : INFO : Epoch 1848 | loss: 0.0312131 | val_loss: 0.0312198 | Time: 3004.69 ms [2021-11-11 02:44:40 main:574] : INFO : Epoch 1849 | loss: 0.0312142 | val_loss: 0.0312153 | Time: 2962.01 ms [2021-11-11 02:44:43 main:574] : INFO : Epoch 1850 | loss: 0.0312128 | val_loss: 0.0312173 | Time: 2947.43 ms [2021-11-11 02:44:46 main:574] : INFO : Epoch 1851 | loss: 0.0312115 | val_loss: 0.0312178 | Time: 3023.14 ms [2021-11-11 02:44:49 main:574] : INFO : Epoch 1852 | loss: 0.0312103 | val_loss: 0.0312146 | Time: 2975.16 ms [2021-11-11 02:44:52 main:574] : INFO : Epoch 1853 | loss: 0.0312131 | val_loss: 0.0312161 | Time: 3017.48 ms [2021-11-11 02:44:55 main:574] : INFO : Epoch 1854 | loss: 0.031215 | val_loss: 0.031218 | Time: 2976.19 ms [2021-11-11 02:44:58 main:574] : INFO : Epoch 1855 | loss: 0.0312126 | val_loss: 0.031221 | Time: 2952.54 ms [2021-11-11 02:45:01 main:574] : INFO : Epoch 1856 | loss: 0.0312125 | val_loss: 0.0312149 | Time: 3011.61 ms [2021-11-11 02:45:04 main:574] : INFO : Epoch 1857 | loss: 0.0312111 | val_loss: 0.0312258 | Time: 3002.33 ms [2021-11-11 02:45:07 main:574] : INFO : Epoch 1858 | loss: 0.0312127 | val_loss: 0.031216 | Time: 2975.75 ms [2021-11-11 02:45:10 main:574] : INFO : Epoch 1859 | loss: 0.0312112 | val_loss: 0.0312162 | Time: 3043.28 ms [2021-11-11 02:45:13 main:574] : INFO : Epoch 1860 | loss: 0.0312102 | val_loss: 0.0312149 | Time: 2979.56 ms [2021-11-11 02:45:16 main:574] : INFO : Epoch 1861 | loss: 0.0312098 | val_loss: 0.0312147 | Time: 2964.12 ms [2021-11-11 02:45:19 main:574] : INFO : Epoch 1862 | loss: 0.0312108 | val_loss: 0.0312148 | Time: 2991.63 ms [2021-11-11 02:45:22 main:574] : INFO : Epoch 1863 | loss: 0.0312098 | val_loss: 0.0312142 | Time: 2960.67 ms [2021-11-11 02:45:25 main:574] : INFO : Epoch 1864 | loss: 0.0312097 | val_loss: 0.0312199 | Time: 3007.39 ms [2021-11-11 02:45:28 main:574] : INFO : Epoch 1865 | loss: 0.0312145 | val_loss: 0.0312185 | Time: 2999.77 ms [2021-11-11 02:45:31 main:574] : INFO : Epoch 1866 | loss: 0.031216 | val_loss: 0.0312156 | Time: 3002.4 ms [2021-11-11 02:45:34 main:574] : INFO : Epoch 1867 | loss: 0.0312107 | val_loss: 0.0312146 | Time: 3005.48 ms [2021-11-11 02:45:37 main:574] : INFO : Epoch 1868 | loss: 0.0312095 | val_loss: 0.0312145 | Time: 2998.76 ms [2021-11-11 02:45:40 main:574] : INFO : Epoch 1869 | loss: 0.0312098 | val_loss: 0.0312164 | Time: 2982.39 ms [2021-11-11 02:45:43 main:574] : INFO : Epoch 1870 | loss: 0.0312131 | val_loss: 0.0312207 | Time: 2970.03 ms [2021-11-11 02:45:46 main:574] : INFO : Epoch 1871 | loss: 0.031211 | val_loss: 0.0312151 | Time: 3006.09 ms [2021-11-11 02:45:49 main:574] : INFO : Epoch 1872 | loss: 0.0312102 | val_loss: 0.0312158 | Time: 3024.47 ms [2021-11-11 02:45:52 main:574] : INFO : Epoch 1873 | loss: 0.031211 | val_loss: 0.0312145 | Time: 2987.25 ms [2021-11-11 02:45:55 main:574] : INFO : Epoch 1874 | loss: 0.0312112 | val_loss: 0.031215 | Time: 3001.96 ms [2021-11-11 02:45:58 main:574] : INFO : Epoch 1875 | loss: 0.0312098 | val_loss: 0.0312194 | Time: 2980.87 ms [2021-11-11 02:46:01 main:574] : INFO : Epoch 1876 | loss: 0.0312097 | val_loss: 0.0312156 | Time: 3001.98 ms [2021-11-11 02:46:04 main:574] : INFO : Epoch 1877 | loss: 0.03121 | val_loss: 0.0312203 | Time: 2987.59 ms [2021-11-11 02:46:07 main:574] : INFO : Epoch 1878 | loss: 0.0312101 | val_loss: 0.0312145 | Time: 2975.47 ms [2021-11-11 02:46:10 main:574] : INFO : Epoch 1879 | loss: 0.0312088 | val_loss: 0.0312165 | Time: 3042.21 ms [2021-11-11 02:46:13 main:574] : INFO : Epoch 1880 | loss: 0.0312092 | val_loss: 0.0312167 | Time: 2973.8 ms [2021-11-11 02:46:17 main:574] : INFO : Epoch 1881 | loss: 0.0312098 | val_loss: 0.0312138 | Time: 3003.17 ms [2021-11-11 02:46:20 main:574] : INFO : Epoch 1882 | loss: 0.0312087 | val_loss: 0.0312157 | Time: 2995.25 ms [2021-11-11 02:46:23 main:574] : INFO : Epoch 1883 | loss: 0.0312096 | val_loss: 0.0312196 | Time: 3038.01 ms [2021-11-11 02:46:26 main:574] : INFO : Epoch 1884 | loss: 0.031211 | val_loss: 0.0312155 | Time: 3021.24 ms [2021-11-11 02:46:29 main:574] : INFO : Epoch 1885 | loss: 0.0312106 | val_loss: 0.0312154 | Time: 2993.65 ms [2021-11-11 02:46:32 main:574] : INFO : Epoch 1886 | loss: 0.0312092 | val_loss: 0.0312135 | Time: 2991.72 ms [2021-11-11 02:46:35 main:574] : INFO : Epoch 1887 | loss: 0.0312089 | val_loss: 0.0312139 | Time: 3058.2 ms [2021-11-11 02:46:38 main:574] : INFO : Epoch 1888 | loss: 0.03121 | val_loss: 0.0312136 | Time: 2991.65 ms [2021-11-11 02:46:41 main:574] : INFO : Epoch 1889 | loss: 0.0312097 | val_loss: 0.0312158 | Time: 2960.56 ms [2021-11-11 02:46:44 main:574] : INFO : Epoch 1890 | loss: 0.0312098 | val_loss: 0.0312141 | Time: 3011.48 ms [2021-11-11 02:46:47 main:574] : INFO : Epoch 1891 | loss: 0.03121 | val_loss: 0.0312134 | Time: 3003.3 ms [2021-11-11 02:46:50 main:574] : INFO : Epoch 1892 | loss: 0.03121 | val_loss: 0.0312156 | Time: 3022.09 ms [2021-11-11 02:46:53 main:574] : INFO : Epoch 1893 | loss: 0.0312134 | val_loss: 0.0312194 | Time: 3003.91 ms [2021-11-11 02:46:56 main:574] : INFO : Epoch 1894 | loss: 0.0312105 | val_loss: 0.0312145 | Time: 3031.2 ms [2021-11-11 02:46:59 main:574] : INFO : Epoch 1895 | loss: 0.0312091 | val_loss: 0.0312194 | Time: 2975.9 ms [2021-11-11 02:47:02 main:574] : INFO : Epoch 1896 | loss: 0.0312094 | val_loss: 0.0312134 | Time: 2991.4 ms [2021-11-11 02:47:05 main:574] : INFO : Epoch 1897 | loss: 0.031209 | val_loss: 0.0312135 | Time: 3017.06 ms [2021-11-11 02:47:08 main:574] : INFO : Epoch 1898 | loss: 0.0312094 | val_loss: 0.0312144 | Time: 2991.14 ms [2021-11-11 02:47:11 main:574] : INFO : Epoch 1899 | loss: 0.0312104 | val_loss: 0.0312149 | Time: 2962.82 ms [2021-11-11 02:47:14 main:574] : INFO : Epoch 1900 | loss: 0.0312092 | val_loss: 0.0312133 | Time: 2966.42 ms [2021-11-11 02:47:17 main:574] : INFO : Epoch 1901 | loss: 0.0312097 | val_loss: 0.0312142 | Time: 2928.55 ms [2021-11-11 02:47:20 main:574] : INFO : Epoch 1902 | loss: 0.0312093 | val_loss: 0.0312142 | Time: 2923.92 ms [2021-11-11 02:47:23 main:574] : INFO : Epoch 1903 | loss: 0.0312092 | val_loss: 0.0312146 | Time: 2934.7 ms [2021-11-11 02:47:26 main:574] : INFO : Epoch 1904 | loss: 0.0312086 | val_loss: 0.0312155 | Time: 3003.73 ms [2021-11-11 02:47:29 main:574] : INFO : Epoch 1905 | loss: 0.0312112 | val_loss: 0.0312188 | Time: 2962.34 ms [2021-11-11 02:47:32 main:574] : INFO : Epoch 1906 | loss: 0.0312184 | val_loss: 0.031216 | Time: 2959.99 ms [2021-11-11 02:47:35 main:574] : INFO : Epoch 1907 | loss: 0.0312115 | val_loss: 0.0312145 | Time: 2977.27 ms [2021-11-11 02:47:38 main:574] : INFO : Epoch 1908 | loss: 0.0312108 | val_loss: 0.0312144 | Time: 2986.28 ms [2021-11-11 02:47:41 main:574] : INFO : Epoch 1909 | loss: 0.0312094 | val_loss: 0.0312133 | Time: 3011.08 ms [2021-11-11 02:47:44 main:574] : INFO : Epoch 1910 | loss: 0.0312094 | val_loss: 0.0312135 | Time: 3020.39 ms [2021-11-11 02:47:47 main:574] : INFO : Epoch 1911 | loss: 0.0312095 | val_loss: 0.0312145 | Time: 3047.16 ms [2021-11-11 02:47:50 main:574] : INFO : Epoch 1912 | loss: 0.03121 | val_loss: 0.0312131 | Time: 2974.92 ms [2021-11-11 02:47:53 main:574] : INFO : Epoch 1913 | loss: 0.0312084 | val_loss: 0.0312142 | Time: 3010.68 ms [2021-11-11 02:47:56 main:574] : INFO : Epoch 1914 | loss: 0.0312091 | val_loss: 0.0312177 | Time: 3037.1 ms [2021-11-11 02:47:59 main:574] : INFO : Epoch 1915 | loss: 0.0312115 | val_loss: 0.0312134 | Time: 3054.72 ms [2021-11-11 02:48:02 main:574] : INFO : Epoch 1916 | loss: 0.0312182 | val_loss: 0.0312161 | Time: 3039.94 ms [2021-11-11 02:48:05 main:574] : INFO : Epoch 1917 | loss: 0.0312123 | val_loss: 0.0312137 | Time: 2954.53 ms [2021-11-11 02:48:08 main:574] : INFO : Epoch 1918 | loss: 0.0312095 | val_loss: 0.0312131 | Time: 2998.74 ms [2021-11-11 02:48:11 main:574] : INFO : Epoch 1919 | loss: 0.0312092 | val_loss: 0.0312145 | Time: 2999.29 ms [2021-11-11 02:48:14 main:574] : INFO : Epoch 1920 | loss: 0.0312091 | val_loss: 0.0312141 | Time: 2978.57 ms [2021-11-11 02:48:17 main:574] : INFO : Epoch 1921 | loss: 0.0312088 | val_loss: 0.0312134 | Time: 3029.05 ms [2021-11-11 02:48:20 main:574] : INFO : Epoch 1922 | loss: 0.0312081 | val_loss: 0.031213 | Time: 3016.33 ms [2021-11-11 02:48:23 main:574] : INFO : Epoch 1923 | loss: 0.0312084 | val_loss: 0.0312153 | Time: 3016.88 ms [2021-11-11 02:48:26 main:574] : INFO : Epoch 1924 | loss: 0.0312103 | val_loss: 0.031213 | Time: 2992.78 ms [2021-11-11 02:48:29 main:574] : INFO : Epoch 1925 | loss: 0.0312104 | val_loss: 0.0312149 | Time: 2985.42 ms [2021-11-11 02:48:32 main:574] : INFO : Epoch 1926 | loss: 0.0312089 | val_loss: 0.0312142 | Time: 2995.51 ms [2021-11-11 02:48:35 main:574] : INFO : Epoch 1927 | loss: 0.0312085 | val_loss: 0.0312147 | Time: 3007.53 ms [2021-11-11 02:48:38 main:574] : INFO : Epoch 1928 | loss: 0.0312091 | val_loss: 0.031214 | Time: 2995.43 ms [2021-11-11 02:48:41 main:574] : INFO : Epoch 1929 | loss: 0.0312081 | val_loss: 0.0312156 | Time: 2991.11 ms [2021-11-11 02:48:44 main:574] : INFO : Epoch 1930 | loss: 0.0312111 | val_loss: 0.031216 | Time: 3012.19 ms [2021-11-11 02:48:47 main:574] : INFO : Epoch 1931 | loss: 0.0312109 | val_loss: 0.0312133 | Time: 2975.25 ms [2021-11-11 02:48:50 main:574] : INFO : Epoch 1932 | loss: 0.0312086 | val_loss: 0.0312128 | Time: 3024.26 ms [2021-11-11 02:48:53 main:574] : INFO : Epoch 1933 | loss: 0.0312091 | val_loss: 0.0312133 | Time: 3009.62 ms [2021-11-11 02:48:56 main:574] : INFO : Epoch 1934 | loss: 0.0312084 | val_loss: 0.031215 | Time: 3028.18 ms [2021-11-11 02:48:59 main:574] : INFO : Epoch 1935 | loss: 0.0312106 | val_loss: 0.0312156 | Time: 3006.68 ms [2021-11-11 02:49:02 main:574] : INFO : Epoch 1936 | loss: 0.0312111 | val_loss: 0.0312225 | Time: 3003.1 ms [2021-11-11 02:49:05 main:574] : INFO : Epoch 1937 | loss: 0.0312117 | val_loss: 0.0312136 | Time: 2987.33 ms [2021-11-11 02:49:08 main:574] : INFO : Epoch 1938 | loss: 0.0312079 | val_loss: 0.0312133 | Time: 3007.01 ms [2021-11-11 02:49:11 main:574] : INFO : Epoch 1939 | loss: 0.0312079 | val_loss: 0.0312131 | Time: 3017.56 ms [2021-11-11 02:49:14 main:574] : INFO : Epoch 1940 | loss: 0.0312097 | val_loss: 0.0312182 | Time: 3043.24 ms [2021-11-11 02:49:17 main:574] : INFO : Epoch 1941 | loss: 0.0312103 | val_loss: 0.0312139 | Time: 2977.4 ms [2021-11-11 02:49:20 main:574] : INFO : Epoch 1942 | loss: 0.0312106 | val_loss: 0.031215 | Time: 3002.15 ms [2021-11-11 02:49:23 main:574] : INFO : Epoch 1943 | loss: 0.0312121 | val_loss: 0.0312194 | Time: 3010.7 ms [2021-11-11 02:49:26 main:574] : INFO : Epoch 1944 | loss: 0.0312122 | val_loss: 0.0312134 | Time: 3007.42 ms [2021-11-11 02:49:29 main:574] : INFO : Epoch 1945 | loss: 0.0312132 | val_loss: 0.0312225 | Time: 3021.61 ms [2021-11-11 02:49:33 main:574] : INFO : Epoch 1946 | loss: 0.031223 | val_loss: 0.0312239 | Time: 3006.94 ms [2021-11-11 02:49:36 main:574] : INFO : Epoch 1947 | loss: 0.0312207 | val_loss: 0.031221 | Time: 3019.24 ms [2021-11-11 02:49:39 main:574] : INFO : Epoch 1948 | loss: 0.0312189 | val_loss: 0.0312196 | Time: 3019.81 ms [2021-11-11 02:49:42 main:574] : INFO : Epoch 1949 | loss: 0.0312192 | val_loss: 0.0312196 | Time: 2943.12 ms [2021-11-11 02:49:45 main:574] : INFO : Epoch 1950 | loss: 0.0312202 | val_loss: 0.0312204 | Time: 2994.34 ms [2021-11-11 02:49:48 main:574] : INFO : Epoch 1951 | loss: 0.0312189 | val_loss: 0.0312184 | Time: 2974.14 ms [2021-11-11 02:49:51 main:574] : INFO : Epoch 1952 | loss: 0.0312169 | val_loss: 0.0312194 | Time: 3007.12 ms [2021-11-11 02:49:54 main:574] : INFO : Epoch 1953 | loss: 0.0312167 | val_loss: 0.0312172 | Time: 3038.42 ms [2021-11-11 02:49:57 main:574] : INFO : Epoch 1954 | loss: 0.0312161 | val_loss: 0.0312193 | Time: 3005.34 ms [2021-11-11 02:50:00 main:574] : INFO : Epoch 1955 | loss: 0.0312156 | val_loss: 0.031219 | Time: 3004.28 ms [2021-11-11 02:50:03 main:574] : INFO : Epoch 1956 | loss: 0.0312206 | val_loss: 0.0312202 | Time: 3018.28 ms [2021-11-11 02:50:06 main:574] : INFO : Epoch 1957 | loss: 0.0312154 | val_loss: 0.0312164 | Time: 2961.63 ms [2021-11-11 02:50:09 main:574] : INFO : Epoch 1958 | loss: 0.0312151 | val_loss: 0.0312181 | Time: 2988.76 ms [2021-11-11 02:50:12 main:574] : INFO : Epoch 1959 | loss: 0.0312151 | val_loss: 0.0312162 | Time: 3001.22 ms [2021-11-11 02:50:15 main:574] : INFO : Epoch 1960 | loss: 0.0312164 | val_loss: 0.0312187 | Time: 2996.86 ms [2021-11-11 02:50:18 main:574] : INFO : Epoch 1961 | loss: 0.0312161 | val_loss: 0.0312167 | Time: 2973.9 ms [2021-11-11 02:50:21 main:574] : INFO : Epoch 1962 | loss: 0.0312167 | val_loss: 0.0312175 | Time: 3033.07 ms [2021-11-11 02:50:24 main:574] : INFO : Epoch 1963 | loss: 0.031218 | val_loss: 0.0312158 | Time: 3002.76 ms [2021-11-11 02:50:27 main:574] : INFO : Epoch 1964 | loss: 0.0312156 | val_loss: 0.0312159 | Time: 3030.63 ms [2021-11-11 02:50:30 main:574] : INFO : Epoch 1965 | loss: 0.031214 | val_loss: 0.0312175 | Time: 3014.51 ms [2021-11-11 02:50:33 main:574] : INFO : Epoch 1966 | loss: 0.0312144 | val_loss: 0.031217 | Time: 3027.54 ms [2021-11-11 02:50:36 main:574] : INFO : Epoch 1967 | loss: 0.031214 | val_loss: 0.0312178 | Time: 3032.94 ms [2021-11-11 02:50:39 main:574] : INFO : Epoch 1968 | loss: 0.0312139 | val_loss: 0.0312162 | Time: 3011.11 ms [2021-11-11 02:50:42 main:574] : INFO : Epoch 1969 | loss: 0.0312143 | val_loss: 0.0312184 | Time: 3006.23 ms [2021-11-11 02:50:45 main:574] : INFO : Epoch 1970 | loss: 0.0312183 | val_loss: 0.0312158 | Time: 3067.32 ms [2021-11-11 02:50:48 main:574] : INFO : Epoch 1971 | loss: 0.0312159 | val_loss: 0.0312175 | Time: 3024.21 ms [2021-11-11 02:50:51 main:574] : INFO : Epoch 1972 | loss: 0.0312149 | val_loss: 0.0312178 | Time: 3025.25 ms [2021-11-11 02:50:54 main:574] : INFO : Epoch 1973 | loss: 0.0312141 | val_loss: 0.031216 | Time: 3038.16 ms [2021-11-11 02:50:57 main:574] : INFO : Epoch 1974 | loss: 0.0312158 | val_loss: 0.03122 | Time: 2984.24 ms [2021-11-11 02:51:00 main:574] : INFO : Epoch 1975 | loss: 0.0312139 | val_loss: 0.0312167 | Time: 3012.92 ms [2021-11-11 02:51:03 main:574] : INFO : Epoch 1976 | loss: 0.0312143 | val_loss: 0.0312158 | Time: 3005 ms [2021-11-11 02:51:06 main:574] : INFO : Epoch 1977 | loss: 0.0312144 | val_loss: 0.0312162 | Time: 3003.61 ms [2021-11-11 02:51:09 main:574] : INFO : Epoch 1978 | loss: 0.0312146 | val_loss: 0.0312154 | Time: 2980.28 ms [2021-11-11 02:51:12 main:574] : INFO : Epoch 1979 | loss: 0.0312134 | val_loss: 0.0312156 | Time: 3022.64 ms [2021-11-11 02:51:15 main:574] : INFO : Epoch 1980 | loss: 0.0312139 | val_loss: 0.0312168 | Time: 3028.15 ms [2021-11-11 02:51:18 main:574] : INFO : Epoch 1981 | loss: 0.0312154 | val_loss: 0.0312194 | Time: 3002.64 ms [2021-11-11 02:51:21 main:574] : INFO : Epoch 1982 | loss: 0.0312171 | val_loss: 0.0312163 | Time: 2992.4 ms [2021-11-11 02:51:24 main:574] : INFO : Epoch 1983 | loss: 0.0312147 | val_loss: 0.0312164 | Time: 3033.54 ms [2021-11-11 02:51:27 main:574] : INFO : Epoch 1984 | loss: 0.0312147 | val_loss: 0.0312155 | Time: 2999.25 ms [2021-11-11 02:51:30 main:574] : INFO : Epoch 1985 | loss: 0.0312137 | val_loss: 0.0312154 | Time: 2965.96 ms [2021-11-11 02:51:33 main:574] : INFO : Epoch 1986 | loss: 0.0312134 | val_loss: 0.0312151 | Time: 2960.28 ms [2021-11-11 02:51:36 main:574] : INFO : Epoch 1987 | loss: 0.0312132 | val_loss: 0.0312152 | Time: 2990.81 ms [2021-11-11 02:51:39 main:574] : INFO : Epoch 1988 | loss: 0.0312142 | val_loss: 0.031217 | Time: 2999.1 ms [2021-11-11 02:51:42 main:574] : INFO : Epoch 1989 | loss: 0.0312129 | val_loss: 0.0312182 | Time: 2986.13 ms [2021-11-11 02:51:45 main:574] : INFO : Epoch 1990 | loss: 0.0312136 | val_loss: 0.0312151 | Time: 2982.48 ms [2021-11-11 02:51:48 main:574] : INFO : Epoch 1991 | loss: 0.0312142 | val_loss: 0.0312149 | Time: 3007.64 ms [2021-11-11 02:51:51 main:574] : INFO : Epoch 1992 | loss: 0.0312137 | val_loss: 0.0312176 | Time: 3003.06 ms [2021-11-11 02:51:54 main:574] : INFO : Epoch 1993 | loss: 0.0312168 | val_loss: 0.0312168 | Time: 3024.96 ms [2021-11-11 02:51:57 main:574] : INFO : Epoch 1994 | loss: 0.0312156 | val_loss: 0.0312167 | Time: 3004.62 ms [2021-11-11 02:52:00 main:574] : INFO : Epoch 1995 | loss: 0.0312143 | val_loss: 0.0312194 | Time: 3017.31 ms [2021-11-11 02:52:03 main:574] : INFO : Epoch 1996 | loss: 0.031216 | val_loss: 0.0312159 | Time: 2982.6 ms [2021-11-11 02:52:06 main:574] : INFO : Epoch 1997 | loss: 0.0312141 | val_loss: 0.0312188 | Time: 3000.08 ms [2021-11-11 02:52:09 main:574] : INFO : Epoch 1998 | loss: 0.0312143 | val_loss: 0.0312163 | Time: 2987.76 ms [2021-11-11 02:52:12 main:574] : INFO : Epoch 1999 | loss: 0.0312131 | val_loss: 0.0312162 | Time: 3019.4 ms [2021-11-11 02:52:15 main:574] : INFO : Epoch 2000 | loss: 0.0312136 | val_loss: 0.0312151 | Time: 2976.68 ms [2021-11-11 02:52:18 main:574] : INFO : Epoch 2001 | loss: 0.031214 | val_loss: 0.0312153 | Time: 2978.22 ms [2021-11-11 02:52:21 main:574] : INFO : Epoch 2002 | loss: 0.0312131 | val_loss: 0.0312151 | Time: 3009.88 ms [2021-11-11 02:52:24 main:574] : INFO : Epoch 2003 | loss: 0.0312127 | val_loss: 0.0312146 | Time: 2961.56 ms [2021-11-11 02:52:27 main:574] : INFO : Epoch 2004 | loss: 0.0312153 | val_loss: 0.0312227 | Time: 2961.43 ms [2021-11-11 02:52:30 main:574] : INFO : Epoch 2005 | loss: 0.0312146 | val_loss: 0.0312155 | Time: 2973.15 ms [2021-11-11 02:52:33 main:574] : INFO : Epoch 2006 | loss: 0.0312119 | val_loss: 0.0312158 | Time: 3035.99 ms [2021-11-11 02:52:36 main:574] : INFO : Epoch 2007 | loss: 0.0312121 | val_loss: 0.0312143 | Time: 3026.26 ms [2021-11-11 02:52:39 main:574] : INFO : Epoch 2008 | loss: 0.0312133 | val_loss: 0.0312157 | Time: 2954.38 ms [2021-11-11 02:52:42 main:574] : INFO : Epoch 2009 | loss: 0.0312131 | val_loss: 0.0312159 | Time: 3020.83 ms [2021-11-11 02:52:45 main:574] : INFO : Epoch 2010 | loss: 0.0312141 | val_loss: 0.0312146 | Time: 3016.36 ms [2021-11-11 02:52:48 main:574] : INFO : Epoch 2011 | loss: 0.031215 | val_loss: 0.0312155 | Time: 3049.99 ms [2021-11-11 02:52:51 main:574] : INFO : Epoch 2012 | loss: 0.0312155 | val_loss: 0.031219 | Time: 2994.73 ms [2021-11-11 02:52:54 main:574] : INFO : Epoch 2013 | loss: 0.0312149 | val_loss: 0.0312168 | Time: 2994.69 ms [2021-11-11 02:52:57 main:574] : INFO : Epoch 2014 | loss: 0.0312122 | val_loss: 0.0312142 | Time: 3007.74 ms [2021-11-11 02:53:00 main:574] : INFO : Epoch 2015 | loss: 0.0312126 | val_loss: 0.0312141 | Time: 2974.72 ms [2021-11-11 02:53:03 main:574] : INFO : Epoch 2016 | loss: 0.0312117 | val_loss: 0.0312142 | Time: 3015.65 ms [2021-11-11 02:53:07 main:574] : INFO : Epoch 2017 | loss: 0.0312126 | val_loss: 0.0312206 | Time: 3014.8 ms [2021-11-11 02:53:10 main:574] : INFO : Epoch 2018 | loss: 0.0312179 | val_loss: 0.0312205 | Time: 3012.25 ms [2021-11-11 02:53:13 main:574] : INFO : Epoch 2019 | loss: 0.0312127 | val_loss: 0.0312151 | Time: 2996.27 ms [2021-11-11 02:53:16 main:574] : INFO : Epoch 2020 | loss: 0.0312119 | val_loss: 0.0312164 | Time: 2965.13 ms [2021-11-11 02:53:19 main:574] : INFO : Epoch 2021 | loss: 0.0312117 | val_loss: 0.0312141 | Time: 3022.24 ms [2021-11-11 02:53:22 main:574] : INFO : Epoch 2022 | loss: 0.0312123 | val_loss: 0.031216 | Time: 3004.31 ms [2021-11-11 02:53:25 main:574] : INFO : Epoch 2023 | loss: 0.0312126 | val_loss: 0.0312153 | Time: 3031.82 ms [2021-11-11 02:53:28 main:574] : INFO : Epoch 2024 | loss: 0.0312118 | val_loss: 0.0312148 | Time: 3006.56 ms [2021-11-11 02:53:31 main:574] : INFO : Epoch 2025 | loss: 0.0312115 | val_loss: 0.0312149 | Time: 2965.45 ms [2021-11-11 02:53:34 main:574] : INFO : Epoch 2026 | loss: 0.0312119 | val_loss: 0.031214 | Time: 3005.06 ms [2021-11-11 02:53:37 main:574] : INFO : Epoch 2027 | loss: 0.0312126 | val_loss: 0.0312166 | Time: 2974.05 ms [2021-11-11 02:53:40 main:574] : INFO : Epoch 2028 | loss: 0.0312119 | val_loss: 0.0312139 | Time: 3024.01 ms [2021-11-11 02:53:43 main:574] : INFO : Epoch 2029 | loss: 0.0312132 | val_loss: 0.0312229 | Time: 2952.51 ms [2021-11-11 02:53:46 main:574] : INFO : Epoch 2030 | loss: 0.0312142 | val_loss: 0.0312153 | Time: 2983.09 ms [2021-11-11 02:53:49 main:574] : INFO : Epoch 2031 | loss: 0.0312116 | val_loss: 0.031215 | Time: 2987.19 ms [2021-11-11 02:53:52 main:574] : INFO : Epoch 2032 | loss: 0.0312131 | val_loss: 0.0312152 | Time: 3015.73 ms [2021-11-11 02:53:55 main:574] : INFO : Epoch 2033 | loss: 0.0312127 | val_loss: 0.0312139 | Time: 3023.97 ms [2021-11-11 02:53:58 main:574] : INFO : Epoch 2034 | loss: 0.0312111 | val_loss: 0.0312141 | Time: 3001.9 ms [2021-11-11 02:54:01 main:574] : INFO : Epoch 2035 | loss: 0.0312115 | val_loss: 0.0312159 | Time: 3007.19 ms [2021-11-11 02:54:04 main:574] : INFO : Epoch 2036 | loss: 0.0312115 | val_loss: 0.0312145 | Time: 3026.81 ms [2021-11-11 02:54:07 main:574] : INFO : Epoch 2037 | loss: 0.0312114 | val_loss: 0.0312145 | Time: 2998.3 ms [2021-11-11 02:54:10 main:574] : INFO : Epoch 2038 | loss: 0.0312114 | val_loss: 0.0312144 | Time: 3008.48 ms [2021-11-11 02:54:13 main:574] : INFO : Epoch 2039 | loss: 0.0312121 | val_loss: 0.0312147 | Time: 2991.52 ms [2021-11-11 02:54:16 main:574] : INFO : Epoch 2040 | loss: 0.031212 | val_loss: 0.0312172 | Time: 3003.14 ms [2021-11-11 02:54:19 main:574] : INFO : Epoch 2041 | loss: 0.0312132 | val_loss: 0.0312152 | Time: 2996.54 ms [2021-11-11 02:54:22 main:574] : INFO : Epoch 2042 | loss: 0.0312127 | val_loss: 0.0312154 | Time: 3038.34 ms [2021-11-11 02:54:25 main:574] : INFO : Epoch 2043 | loss: 0.0312108 | val_loss: 0.0312134 | Time: 2997.48 ms [2021-11-11 02:54:28 main:574] : INFO : Epoch 2044 | loss: 0.0312115 | val_loss: 0.0312185 | Time: 2945.87 ms [2021-11-11 02:54:31 main:574] : INFO : Epoch 2045 | loss: 0.0312126 | val_loss: 0.0312204 | Time: 2983.23 ms [2021-11-11 02:54:34 main:574] : INFO : Epoch 2046 | loss: 0.0312106 | val_loss: 0.0312153 | Time: 3033.77 ms [2021-11-11 02:54:37 main:574] : INFO : Epoch 2047 | loss: 0.0312113 | val_loss: 0.0312148 | Time: 3001.61 ms [2021-11-11 02:54:40 main:574] : INFO : Epoch 2048 | loss: 0.0312108 | val_loss: 0.0312148 | Time: 3002.75 ms [2021-11-11 02:54:40 main:597] : INFO : Saving trained model to model-final.pt, val_loss 0.0312148 [2021-11-11 02:54:40 main:603] : INFO : Saving end state to config to file [2021-11-11 02:54:40 main:608] : INFO : Success, exiting.. 02:54:40 (4756): 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)