Task 5789315
| Name | ParityMachine-1625431814-26244-2_0 |
| Workunit | 3618261 |
| Created | 11 Jul 2021, 21:10:32 UTC |
| Sent | 16 Jul 2021, 18:44:58 UTC |
| Report deadline | 23 Jul 2021, 18:44:58 UTC |
| Received | 18 Jul 2021, 8:11:29 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 13546 |
| Run time | 1 hours 20 min 40 sec |
| CPU time | 1 hours 20 min 21 sec |
| Validate state | Valid |
| Credit | 4,160.00 |
| Device peak FLOPS | 15,412.34 GFLOPS |
| Application version | Machine Learning Dataset Generator (GPU) v9.80 (cuda10200) x86_64-pc-linux-gnu |
| Peak working set size | 2.33 GB |
| Peak swap size | 10.56 GB |
| Peak disk usage | 2.98 GB |
Stderr output
<core_client_version>7.14.2</core_client_version> <![CDATA[ <stderr_txt> e8a5)[0x7f15bc10b8a5] /lib/x86_64-linux-gnu/libcuda.so.1(+0x1f1c44)[0x7f15bbfcec44] /lib/x86_64-linux-gnu/libcuda.so.1(+0x1765e2)[0x7f15bbf535e2] /lib/x86_64-linux-gnu/libcuda.so.1(cuStreamWaitEvent+0x5b)[0x7f15bc00153b] ./libcudnn_adv_infer.so.8(+0x33165e)[0x7f153d74165e] ./libcudnn_adv_infer.so.8(+0x377d96)[0x7f153d787d96] ./libcudnn_adv_infer.so.8(+0x76e46)[0x7f153d486e46] ./libcudnn_adv_infer.so.8(+0xe89f)[0x7f153d41e89f] ./libcudnn_adv_infer.so.8(_Z18RNN_forwardGenericP12cudnnContextP14cudnnRNNStructiPKP17cudnnTensorStructPKvS4_S8_S4_S8_P17cudnnFilterStructS8_S6_PvS4_SB_S4_SB_SB_mSB_m18cudnnForwardMode_t+0x5d7)[0x7f153d4628c7] ./libcudnn_adv_train.so.8(cudnnRNNForwardTraining+0x20e)[0x7f152861661e] DEBUG: Args: ../../projects/www.mlcathome.org_mlcathome/mlds-gpu_9.80_x86_64-pc-linux-gnu__cuda10200 -c --maxepoch 2048 nthreads: 1 gpudev: 0 Re-exec()-ing to set environment correctly Machine Learning Dataset Generator v9.80 (Linux/x86_64) (libTorch: release/1.7 GPU: GeForce RTX 2080 Ti) [2021-07-18 09:51:20 main:442] : INFO : Set logging level to 1 [2021-07-18 09:51:20 main:448] : INFO : Running in BOINC Client mode [2021-07-18 09:51:20 main:451] : INFO : Resolving all filenames [2021-07-18 09:51:21 main:459] : INFO : Resolved: dataset.hdf5 => ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 (exists = 1) [2021-07-18 09:51:21 main:459] : INFO : Resolved: model.cfg => ../../projects/www.mlcathome.org_mlcathome/ParityMachine-1625431814-26244-2_0_r180713596_1 (exists = 1) [2021-07-18 09:51:21 main:459] : INFO : Resolved: model-final.pt => ../../projects/www.mlcathome.org_mlcathome/ParityMachine-1625431814-26244-2_0_r180713596_0 (exists = 0) [2021-07-18 09:51:21 main:459] : INFO : Resolved: model-input.pt => ../../projects/www.mlcathome.org_mlcathome/ParityMachine-1625431814-26244-2 (exists = 1) [2021-07-18 09:51:21 main:459] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2021-07-18 09:51:21 main:479] : INFO : Dataset filename: ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 [2021-07-18 09:51:21 main:481] : INFO : Configuration: [2021-07-18 09:51:21 main:482] : INFO : Model type: GRU [2021-07-18 09:51:21 main:483] : INFO : Validation Loss Threshold: 0.0001 [2021-07-18 09:51:21 main:484] : INFO : Max Epochs: 2048 [2021-07-18 09:51:21 main:485] : INFO : Batch Size: 128 [2021-07-18 09:51:21 main:486] : INFO : Learning Rate: 0.01 [2021-07-18 09:51:21 main:487] : INFO : Patience: 10 [2021-07-18 09:51:21 main:488] : INFO : Hidden Width: 12 [2021-07-18 09:51:21 main:489] : INFO : # Recurrent Layers: 4 [2021-07-18 09:51:21 main:490] : INFO : # Backend Layers: 4 [2021-07-18 09:51:21 main:491] : INFO : # Threads: 1 [2021-07-18 09:51:21 main:493] : INFO : Preparing Dataset [2021-07-18 09:51:21 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory [2021-07-18 09:51:22 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory [2021-07-18 09:51:28 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2021-07-18 09:51:28 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory [2021-07-18 09:51:29 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory [2021-07-18 09:51:29 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2021-07-18 09:51:29 main:501] : INFO : Creating Model [2021-07-18 09:51:29 main:514] : INFO : Preparing config file [2021-07-18 09:51:29 main:518] : INFO : Found checkpoint, attempting to load... [2021-07-18 09:51:29 main:519] : INFO : Loading config [2021-07-18 09:51:29 main:521] : INFO : Loading state [2021-07-18 09:51:30 main:566] : INFO : Loading DataLoader into Memory [2021-07-18 09:51:30 main:569] : INFO : Starting Training [2021-07-18 09:51:35 main:581] : INFO : Epoch 1575 | loss: 0.031478 | val_loss: 0.0312947 | Time: 4455.83 ms [2021-07-18 09:51:37 main:581] : INFO : Epoch 1576 | loss: 0.0312709 | val_loss: 0.031242 | Time: 2248.35 ms [2021-07-18 09:51:39 main:581] : INFO : Epoch 1577 | loss: 0.0312386 | val_loss: 0.0312285 | Time: 2329.05 ms [2021-07-18 09:51:42 main:581] : INFO : Epoch 1578 | loss: 0.0312227 | val_loss: 0.031224 | Time: 2351.18 ms [2021-07-18 09:51:44 main:581] : INFO : Epoch 1579 | loss: 0.031208 | val_loss: 0.0311991 | Time: 2267.42 ms [2021-07-18 09:51:46 main:581] : INFO : Epoch 1580 | loss: 0.0311989 | val_loss: 0.0311932 | Time: 2265.24 ms [2021-07-18 09:51:48 main:581] : INFO : Epoch 1581 | loss: 0.0311956 | val_loss: 0.0311875 | Time: 2090.05 ms [2021-07-18 09:51:51 main:581] : INFO : Epoch 1582 | loss: 0.0311902 | val_loss: 0.0311926 | Time: 2349.11 ms [2021-07-18 09:51:53 main:581] : INFO : Epoch 1583 | loss: 0.0311925 | val_loss: 0.0312003 | Time: 2287.39 ms [2021-07-18 09:51:55 main:581] : INFO : Epoch 1584 | loss: 0.03119 | val_loss: 0.0311868 | Time: 2397.75 ms [2021-07-18 09:51:58 main:581] : INFO : Epoch 1585 | loss: 0.0311882 | val_loss: 0.0311863 | Time: 2281.46 ms [2021-07-18 09:52:00 main:581] : INFO : Epoch 1586 | loss: 0.0311896 | val_loss: 0.0311903 | Time: 2261.43 ms [2021-07-18 09:52:02 main:581] : INFO : Epoch 1587 | loss: 0.031187 | val_loss: 0.0311877 | Time: 2328.92 ms [2021-07-18 09:52:04 main:581] : INFO : Epoch 1588 | loss: 0.031185 | val_loss: 0.0311853 | Time: 2264.28 ms [2021-07-18 09:52:07 main:581] : INFO : Epoch 1589 | loss: 0.0311833 | val_loss: 0.0311843 | Time: 2398.6 ms [2021-07-18 09:52:09 main:581] : INFO : Epoch 1590 | loss: 0.0311835 | val_loss: 0.0311979 | Time: 2218.65 ms [2021-07-18 09:52:11 main:581] : INFO : Epoch 1591 | loss: 0.0311878 | val_loss: 0.0311843 | Time: 2247.63 ms [2021-07-18 09:52:14 main:581] : INFO : Epoch 1592 | loss: 0.0311823 | val_loss: 0.0311831 | Time: 2370.89 ms [2021-07-18 09:52:16 main:581] : INFO : Epoch 1593 | loss: 0.0311813 | val_loss: 0.0311823 | Time: 2419.06 ms [2021-07-18 09:52:19 main:581] : INFO : Epoch 1594 | loss: 0.0311798 | val_loss: 0.0311827 | Time: 2435.19 ms [2021-07-18 09:52:21 main:581] : INFO : Epoch 1595 | loss: 0.031184 | val_loss: 0.0311996 | Time: 2206.57 ms [2021-07-18 09:52:23 main:581] : INFO : Epoch 1596 | loss: 0.0311889 | val_loss: 0.0311879 | Time: 2282.97 ms [2021-07-18 09:52:25 main:581] : INFO : Epoch 1597 | loss: 0.0311815 | val_loss: 0.0311835 | Time: 2279.43 ms [2021-07-18 09:52:28 main:581] : INFO : Epoch 1598 | loss: 0.0311825 | val_loss: 0.0311826 | Time: 2414.99 ms [2021-07-18 09:52:30 main:581] : INFO : Epoch 1599 | loss: 0.0311811 | val_loss: 0.0311831 | Time: 2404.91 ms [2021-07-18 09:52:32 main:581] : INFO : Epoch 1600 | loss: 0.0311793 | val_loss: 0.0311825 | Time: 2343.99 ms [2021-07-18 09:52:35 main:581] : INFO : Epoch 1601 | loss: 0.031179 | val_loss: 0.0311871 | Time: 2203.53 ms [2021-07-18 09:52:37 main:581] : INFO : Epoch 1602 | loss: 0.0311786 | val_loss: 0.031181 | Time: 2329.45 ms [2021-07-18 09:52:39 main:581] : INFO : Epoch 1603 | loss: 0.0311791 | val_loss: 0.0311825 | Time: 2334.92 ms [2021-07-18 09:52:42 main:581] : INFO : Epoch 1604 | loss: 0.0311797 | val_loss: 0.0311823 | Time: 2226.4 ms [2021-07-18 09:52:44 main:581] : INFO : Epoch 1605 | loss: 0.0311805 | val_loss: 0.0311809 | Time: 2140.37 ms [2021-07-18 09:52:46 main:581] : INFO : Epoch 1606 | loss: 0.0311817 | val_loss: 0.0311806 | Time: 2277.39 ms [2021-07-18 09:52:48 main:581] : INFO : Epoch 1607 | loss: 0.0311804 | val_loss: 0.0311795 | Time: 2251.3 ms [2021-07-18 09:52:51 main:581] : INFO : Epoch 1608 | loss: 0.0311795 | val_loss: 0.0311799 | Time: 2352.14 ms [2021-07-18 09:52:53 main:581] : INFO : Epoch 1609 | loss: 0.0311774 | val_loss: 0.0311814 | Time: 2424.07 ms [2021-07-18 09:52:55 main:581] : INFO : Epoch 1610 | loss: 0.0311815 | val_loss: 0.0311812 | Time: 2411.74 ms [2021-07-18 09:52:58 main:581] : INFO : Epoch 1611 | loss: 0.0311784 | val_loss: 0.0311863 | Time: 2172.58 ms [2021-07-18 09:53:00 main:581] : INFO : Epoch 1612 | loss: 0.0311864 | val_loss: 0.0311855 | Time: 2162.64 ms [2021-07-18 09:53:02 main:581] : INFO : Epoch 1613 | loss: 0.0311808 | val_loss: 0.0311802 | Time: 2220 ms [2021-07-18 09:53:04 main:581] : INFO : Epoch 1614 | loss: 0.0311785 | val_loss: 0.0311827 | Time: 2284.71 ms [2021-07-18 09:53:07 main:581] : INFO : Epoch 1615 | loss: 0.031178 | val_loss: 0.0311799 | Time: 2310.86 ms [2021-07-18 09:53:09 main:581] : INFO : Epoch 1616 | loss: 0.0311783 | val_loss: 0.0311817 | Time: 2299.12 ms [2021-07-18 09:53:11 main:581] : INFO : Epoch 1617 | loss: 0.0311774 | val_loss: 0.0311779 | Time: 2253.66 ms [2021-07-18 09:53:14 main:581] : INFO : Epoch 1618 | loss: 0.0311764 | val_loss: 0.0311792 | Time: 2373.19 ms [2021-07-18 09:53:16 main:581] : INFO : Epoch 1619 | loss: 0.0311766 | val_loss: 0.0311793 | Time: 2409.2 ms [2021-07-18 09:53:18 main:581] : INFO : Epoch 1620 | loss: 0.0311755 | val_loss: 0.0311783 | Time: 2428.57 ms [2021-07-18 09:53:21 main:581] : INFO : Epoch 1621 | loss: 0.0311754 | val_loss: 0.0311784 | Time: 2233.93 ms [2021-07-18 09:53:23 main:581] : INFO : Epoch 1622 | loss: 0.0311784 | val_loss: 0.0311784 | Time: 2281.83 ms [2021-07-18 09:53:25 main:581] : INFO : Epoch 1623 | loss: 0.031177 | val_loss: 0.0311779 | Time: 2292.77 ms [2021-07-18 09:53:27 main:581] : INFO : Epoch 1624 | loss: 0.0311756 | val_loss: 0.0311786 | Time: 2268.34 ms [2021-07-18 09:53:30 main:581] : INFO : Epoch 1625 | loss: 0.0311751 | val_loss: 0.031178 | Time: 2249.31 ms [2021-07-18 09:53:32 main:581] : INFO : Epoch 1626 | loss: 0.0311768 | val_loss: 0.0311803 | Time: 1993.15 ms [2021-07-18 09:53:34 main:581] : INFO : Epoch 1627 | loss: 0.0311778 | val_loss: 0.0311791 | Time: 2370.33 ms [2021-07-18 09:53:36 main:581] : INFO : Epoch 1628 | loss: 0.0311759 | val_loss: 0.0311799 | Time: 2269.53 ms [2021-07-18 09:53:39 main:581] : INFO : Epoch 1629 | loss: 0.0311775 | val_loss: 0.0311818 | Time: 2367.89 ms [2021-07-18 09:53:41 main:581] : INFO : Epoch 1630 | loss: 0.0311762 | val_loss: 0.0311817 | Time: 2387.66 ms [2021-07-18 09:53:43 main:581] : INFO : Epoch 1631 | loss: 0.0311778 | val_loss: 0.0311792 | Time: 2389.45 ms [2021-07-18 09:53:46 main:581] : INFO : Epoch 1632 | loss: 0.0311754 | val_loss: 0.0311786 | Time: 2346.04 ms [2021-07-18 09:53:48 main:581] : INFO : Epoch 1633 | loss: 0.0311745 | val_loss: 0.0311827 | Time: 2295.23 ms [2021-07-18 09:53:50 main:581] : INFO : Epoch 1634 | loss: 0.0311763 | val_loss: 0.0311783 | Time: 2271.61 ms [2021-07-18 09:53:52 main:581] : INFO : Epoch 1635 | loss: 0.0311741 | val_loss: 0.031179 | Time: 1985.8 ms [2021-07-18 09:53:55 main:581] : INFO : Epoch 1636 | loss: 0.0311738 | val_loss: 0.0311769 | Time: 2277.62 ms [2021-07-18 09:53:57 main:581] : INFO : Epoch 1637 | loss: 0.0311741 | val_loss: 0.0311768 | Time: 2331.42 ms [2021-07-18 09:53:59 main:581] : INFO : Epoch 1638 | loss: 0.0311774 | val_loss: 0.0311896 | Time: 2283.98 ms [2021-07-18 09:54:02 main:581] : INFO : Epoch 1639 | loss: 0.0311792 | val_loss: 0.031179 | Time: 2284.38 ms [2021-07-18 09:54:04 main:581] : INFO : Epoch 1640 | loss: 0.0311778 | val_loss: 0.0311786 | Time: 2318.99 ms [2021-07-18 09:54:06 main:581] : INFO : Epoch 1641 | loss: 0.0311775 | val_loss: 0.0311798 | Time: 2368.2 ms [2021-07-18 09:54:09 main:581] : INFO : Epoch 1642 | loss: 0.0311783 | val_loss: 0.0311807 | Time: 2351.71 ms [2021-07-18 09:54:11 main:581] : INFO : Epoch 1643 | loss: 0.0311766 | val_loss: 0.0311839 | Time: 2262.69 ms [2021-07-18 09:54:13 main:581] : INFO : Epoch 1644 | loss: 0.0311774 | val_loss: 0.0311809 | Time: 2038.37 ms [2021-07-18 09:54:15 main:581] : INFO : Epoch 1645 | loss: 0.0311751 | val_loss: 0.0311815 | Time: 2093.78 ms [2021-07-18 09:54:17 main:581] : INFO : Epoch 1646 | loss: 0.0311752 | val_loss: 0.0311829 | Time: 2368.9 ms [2021-07-18 09:54:20 main:581] : INFO : Epoch 1647 | loss: 0.0311757 | val_loss: 0.0311812 | Time: 2440.45 ms [2021-07-18 09:54:22 main:581] : INFO : Epoch 1648 | loss: 0.0311754 | val_loss: 0.0311781 | Time: 2183.87 ms [2021-07-18 09:54:24 main:581] : INFO : Epoch 1649 | loss: 0.0311745 | val_loss: 0.0311787 | Time: 2261.78 ms [2021-07-18 09:54:27 main:581] : INFO : Epoch 1650 | loss: 0.031174 | val_loss: 0.0311793 | Time: 2361.55 ms [2021-07-18 09:54:29 main:581] : INFO : Epoch 1651 | loss: 0.0311781 | val_loss: 0.0311811 | Time: 2411.67 ms [2021-07-18 09:54:31 main:581] : INFO : Epoch 1652 | loss: 0.0311739 | val_loss: 0.0311812 | Time: 2244.63 ms [2021-07-18 09:54:33 main:581] : INFO : Epoch 1653 | loss: 0.0311779 | val_loss: 0.0311811 | Time: 2173.63 ms [2021-07-18 09:54:35 main:581] : INFO : Epoch 1654 | loss: 0.0311737 | val_loss: 0.031179 | Time: 1989.22 ms [2021-07-18 09:54:38 main:581] : INFO : Epoch 1655 | loss: 0.0311719 | val_loss: 0.031178 | Time: 2355.13 ms [2021-07-18 09:54:40 main:581] : INFO : Epoch 1656 | loss: 0.0311722 | val_loss: 0.0311788 | Time: 2408.32 ms [2021-07-18 09:54:42 main:581] : INFO : Epoch 1657 | loss: 0.0311734 | val_loss: 0.031192 | Time: 2099.1 ms [2021-07-18 09:54:44 main:581] : INFO : Epoch 1658 | loss: 0.0311759 | val_loss: 0.0311792 | Time: 2174.02 ms [2021-07-18 09:54:47 main:581] : INFO : Epoch 1659 | loss: 0.0311724 | val_loss: 0.0311779 | Time: 2327.23 ms [2021-07-18 09:54:49 main:581] : INFO : Epoch 1660 | loss: 0.0311736 | val_loss: 0.0311809 | Time: 2375.94 ms [2021-07-18 09:54:51 main:581] : INFO : Epoch 1661 | loss: 0.0311746 | val_loss: 0.0311826 | Time: 2277.29 ms [2021-07-18 09:54:54 main:581] : INFO : Epoch 1662 | loss: 0.031175 | val_loss: 0.0311815 | Time: 2343.54 ms [2021-07-18 09:54:56 main:581] : INFO : Epoch 1663 | loss: 0.0311744 | val_loss: 0.0311867 | Time: 2274.21 ms [2021-07-18 09:54:58 main:581] : INFO : Epoch 1664 | loss: 0.0311736 | val_loss: 0.0311791 | Time: 2325.43 ms [2021-07-18 09:55:01 main:581] : INFO : Epoch 1665 | loss: 0.0311719 | val_loss: 0.031177 | Time: 2422.77 ms [2021-07-18 09:55:03 main:581] : INFO : Epoch 1666 | loss: 0.0311746 | val_loss: 0.0311782 | Time: 2093.1 ms [2021-07-18 09:55:05 main:581] : INFO : Epoch 1667 | loss: 0.0311722 | val_loss: 0.0311801 | Time: 2037.55 ms [2021-07-18 09:55:07 main:581] : INFO : Epoch 1668 | loss: 0.0311708 | val_loss: 0.0311776 | Time: 2184.17 ms [2021-07-18 09:55:09 main:581] : INFO : Epoch 1669 | loss: 0.0311695 | val_loss: 0.0311772 | Time: 2346.18 ms [2021-07-18 09:55:12 main:581] : INFO : Epoch 1670 | loss: 0.0311696 | val_loss: 0.0311767 | Time: 2380.81 ms [2021-07-18 09:55:14 main:581] : INFO : Epoch 1671 | loss: 0.0311718 | val_loss: 0.0311784 | Time: 2361.55 ms [2021-07-18 09:55:17 main:581] : INFO : Epoch 1672 | loss: 0.0311719 | val_loss: 0.0311799 | Time: 2414.08 ms [2021-07-18 09:55:19 main:581] : INFO : Epoch 1673 | loss: 0.0311747 | val_loss: 0.0311814 | Time: 2316.05 ms [2021-07-18 09:55:21 main:581] : INFO : Epoch 1674 | loss: 0.0311705 | val_loss: 0.0311773 | Time: 2339.96 ms [2021-07-18 09:55:23 main:581] : INFO : Epoch 1675 | loss: 0.0311695 | val_loss: 0.0311769 | Time: 2152.51 ms [2021-07-18 09:55:25 main:581] : INFO : Epoch 1676 | loss: 0.03117 | val_loss: 0.0311832 | Time: 1970.23 ms [2021-07-18 09:55:27 main:581] : INFO : Epoch 1677 | loss: 0.0311728 | val_loss: 0.0311785 | Time: 2020.95 ms [2021-07-18 09:55:30 main:581] : INFO : Epoch 1678 | loss: 0.0311725 | val_loss: 0.0311757 | Time: 2158.42 ms [2021-07-18 09:55:32 main:581] : INFO : Epoch 1679 | loss: 0.0311696 | val_loss: 0.0311761 | Time: 2228.42 ms [2021-07-18 09:55:34 main:581] : INFO : Epoch 1680 | loss: 0.0311702 | val_loss: 0.0311885 | Time: 2366.64 ms [2021-07-18 09:55:38 main:581] : INFO : Epoch 1681 | loss: 0.0311753 | val_loss: 0.0311783 | Time: 3672.37 ms [2021-07-18 09:55:41 main:581] : INFO : Epoch 1682 | loss: 0.0311741 | val_loss: 0.0311771 | Time: 3182.41 ms [2021-07-18 09:55:44 main:581] : INFO : Epoch 1683 | loss: 0.0311728 | val_loss: 0.0311823 | Time: 3044.36 ms [2021-07-18 09:55:47 main:581] : INFO : Epoch 1684 | loss: 0.0311716 | val_loss: 0.0311783 | Time: 2484.41 ms [2021-07-18 09:55:49 main:581] : INFO : Epoch 1685 | loss: 0.0311703 | val_loss: 0.0311765 | Time: 2259.96 ms [2021-07-18 09:55:51 main:581] : INFO : Epoch 1686 | loss: 0.0311695 | val_loss: 0.0311785 | Time: 2173.05 ms [2021-07-18 09:55:53 main:581] : INFO : Epoch 1687 | loss: 0.0311794 | val_loss: 0.031181 | Time: 2373.98 ms [2021-07-18 09:55:56 main:581] : INFO : Epoch 1688 | loss: 0.0311752 | val_loss: 0.0311794 | Time: 2355.63 ms [2021-07-18 09:55:58 main:581] : INFO : Epoch 1689 | loss: 0.0311714 | val_loss: 0.0311774 | Time: 2433.25 ms [2021-07-18 09:56:01 main:581] : INFO : Epoch 1690 | loss: 0.0311703 | val_loss: 0.0311744 | Time: 2466.18 ms [2021-07-18 09:56:03 main:581] : INFO : Epoch 1691 | loss: 0.0311703 | val_loss: 0.0311753 | Time: 2419.42 ms [2021-07-18 09:56:06 main:581] : INFO : Epoch 1692 | loss: 0.0311717 | val_loss: 0.0311753 | Time: 2457.23 ms [2021-07-18 09:56:08 main:581] : INFO : Epoch 1693 | loss: 0.031176 | val_loss: 0.0311907 | Time: 2351.85 ms [2021-07-18 09:56:10 main:581] : INFO : Epoch 1694 | loss: 0.0311745 | val_loss: 0.0311771 | Time: 2343.39 ms [2021-07-18 09:56:13 main:581] : INFO : Epoch 1695 | loss: 0.0311707 | val_loss: 0.0311747 | Time: 2350.68 ms [2021-07-18 09:56:15 main:581] : INFO : Epoch 1696 | loss: 0.0311711 | val_loss: 0.031178 | Time: 2211.42 ms [2021-07-18 09:56:17 main:581] : INFO : Epoch 1697 | loss: 0.0311708 | val_loss: 0.0311785 | Time: 2378.33 ms [2021-07-18 09:56:20 main:581] : INFO : Epoch 1698 | loss: 0.0311692 | val_loss: 0.0311791 | Time: 2372.62 ms [2021-07-18 09:56:22 main:581] : INFO : Epoch 1699 | loss: 0.0311689 | val_loss: 0.0311795 | Time: 2327.35 ms [2021-07-18 09:56:24 main:581] : INFO : Epoch 1700 | loss: 0.0311739 | val_loss: 0.0311799 | Time: 2423.68 ms [2021-07-18 09:56:27 main:581] : INFO : Epoch 1701 | loss: 0.0311705 | val_loss: 0.0311764 | Time: 2406.55 ms [2021-07-18 09:56:29 main:581] : INFO : Epoch 1702 | loss: 0.0311679 | val_loss: 0.0311747 | Time: 2165.62 ms [2021-07-18 09:56:30 main:581] : INFO : Epoch 1703 | loss: 0.0311689 | val_loss: 0.0311748 | Time: 1597.21 ms [2021-07-18 09:56:33 main:581] : INFO : Epoch 1704 | loss: 0.0311685 | val_loss: 0.0311757 | Time: 2119.66 ms [2021-07-18 09:56:35 main:581] : INFO : Epoch 1705 | loss: 0.0311704 | val_loss: 0.0311757 | Time: 2900.49 ms [2021-07-18 09:56:39 main:581] : INFO : Epoch 1706 | loss: 0.0311678 | val_loss: 0.0311818 | Time: 3153.77 ms [2021-07-18 09:56:41 main:581] : INFO : Epoch 1707 | loss: 0.0311688 | val_loss: 0.031176 | Time: 2744.71 ms [2021-07-18 09:56:44 main:581] : INFO : Epoch 1708 | loss: 0.0311671 | val_loss: 0.0311748 | Time: 2454.71 ms [2021-07-18 09:56:46 main:581] : INFO : Epoch 1709 | loss: 0.0311659 | val_loss: 0.0311764 | Time: 2611.23 ms [2021-07-18 09:56:49 main:581] : INFO : Epoch 1710 | loss: 0.0311661 | val_loss: 0.031175 | Time: 2428.4 ms [2021-07-18 09:56:51 main:581] : INFO : Epoch 1711 | loss: 0.0311673 | val_loss: 0.0311832 | Time: 2433.83 ms [2021-07-18 09:56:53 main:581] : INFO : Epoch 1712 | loss: 0.031171 | val_loss: 0.0311772 | Time: 2068.1 ms [2021-07-18 09:56:56 main:581] : INFO : Epoch 1713 | loss: 0.0311734 | val_loss: 0.0311757 | Time: 2360.02 ms [2021-07-18 09:56:58 main:581] : INFO : Epoch 1714 | loss: 0.0311732 | val_loss: 0.0311771 | Time: 2415.86 ms [2021-07-18 09:57:01 main:581] : INFO : Epoch 1715 | loss: 0.0311735 | val_loss: 0.0311767 | Time: 2485.47 ms [2021-07-18 09:57:03 main:581] : INFO : Epoch 1716 | loss: 0.0311712 | val_loss: 0.0311739 | Time: 2452.99 ms [2021-07-18 09:57:06 main:581] : INFO : Epoch 1717 | loss: 0.0311723 | val_loss: 0.0311744 | Time: 2448 ms [2021-07-18 09:57:08 main:581] : INFO : Epoch 1718 | loss: 0.0311709 | val_loss: 0.0311821 | Time: 2414.97 ms [2021-07-18 09:57:10 main:581] : INFO : Epoch 1719 | loss: 0.0311702 | val_loss: 0.0311742 | Time: 2180.28 ms [2021-07-18 09:57:12 main:581] : INFO : Epoch 1720 | loss: 0.0311694 | val_loss: 0.0311744 | Time: 2219.62 ms [2021-07-18 09:57:15 main:581] : INFO : Epoch 1721 | loss: 0.0311682 | val_loss: 0.031177 | Time: 2496.21 ms [2021-07-18 09:57:17 main:581] : INFO : Epoch 1722 | loss: 0.0311681 | val_loss: 0.0311752 | Time: 2183.91 ms [2021-07-18 09:57:19 main:581] : INFO : Epoch 1723 | loss: 0.0311687 | val_loss: 0.0311769 | Time: 2369.45 ms [2021-07-18 09:57:22 main:581] : INFO : Epoch 1724 | loss: 0.0311685 | val_loss: 0.0311748 | Time: 2393.58 ms [2021-07-18 09:57:24 main:581] : INFO : Epoch 1725 | loss: 0.0311673 | val_loss: 0.0311838 | Time: 2374.32 ms [2021-07-18 09:57:27 main:581] : INFO : Epoch 1726 | loss: 0.0311716 | val_loss: 0.0311811 | Time: 2475.61 ms [2021-07-18 09:57:29 main:581] : INFO : Epoch 1727 | loss: 0.0311678 | val_loss: 0.0311736 | Time: 2457.92 ms [2021-07-18 09:57:31 main:581] : INFO : Epoch 1728 | loss: 0.031171 | val_loss: 0.0311886 | Time: 2364.22 ms [2021-07-18 09:57:34 main:581] : INFO : Epoch 1729 | loss: 0.0311693 | val_loss: 0.0311772 | Time: 2464.24 ms [2021-07-18 09:57:36 main:581] : INFO : Epoch 1730 | loss: 0.0311672 | val_loss: 0.031175 | Time: 2348.58 ms [2021-07-18 09:57:39 main:581] : INFO : Epoch 1731 | loss: 0.0311673 | val_loss: 0.0311752 | Time: 2207.47 ms [2021-07-18 09:57:41 main:581] : INFO : Epoch 1732 | loss: 0.0311671 | val_loss: 0.0311785 | Time: 2277.4 ms [2021-07-18 09:57:43 main:581] : INFO : Epoch 1733 | loss: 0.0311676 | val_loss: 0.0311774 | Time: 2274.67 ms [2021-07-18 09:57:46 main:581] : INFO : Epoch 1734 | loss: 0.0311679 | val_loss: 0.031174 | Time: 2469.14 ms [2021-07-18 09:57:48 main:581] : INFO : Epoch 1735 | loss: 0.0311699 | val_loss: 0.0311819 | Time: 2424.78 ms [2021-07-18 09:57:50 main:581] : INFO : Epoch 1736 | loss: 0.0311732 | val_loss: 0.0311772 | Time: 2388.02 ms [2021-07-18 09:57:53 main:581] : INFO : Epoch 1737 | loss: 0.0311667 | val_loss: 0.0311747 | Time: 2384.09 ms [2021-07-18 09:57:55 main:581] : INFO : Epoch 1738 | loss: 0.0311654 | val_loss: 0.0311749 | Time: 2377.53 ms [2021-07-18 09:57:57 main:581] : INFO : Epoch 1739 | loss: 0.0311645 | val_loss: 0.0311725 | Time: 2307.19 ms [2021-07-18 09:58:00 main:581] : INFO : Epoch 1740 | loss: 0.0311651 | val_loss: 0.031174 | Time: 2454.87 ms [2021-07-18 09:58:02 main:581] : INFO : Epoch 1741 | loss: 0.0311649 | val_loss: 0.0311786 | Time: 2494.74 ms [2021-07-18 09:58:05 main:581] : INFO : Epoch 1742 | loss: 0.0311659 | val_loss: 0.0311731 | Time: 2398.47 ms [2021-07-18 09:58:07 main:581] : INFO : Epoch 1743 | loss: 0.0311639 | val_loss: 0.0311737 | Time: 2359.02 ms [2021-07-18 09:58:09 main:581] : INFO : Epoch 1744 | loss: 0.0311641 | val_loss: 0.0311783 | Time: 2189.36 ms [2021-07-18 09:58:12 main:581] : INFO : Epoch 1745 | loss: 0.0311676 | val_loss: 0.0311769 | Time: 2370.86 ms [2021-07-18 09:58:14 main:581] : INFO : Epoch 1746 | loss: 0.0311676 | val_loss: 0.0311749 | Time: 2384.76 ms [2021-07-18 09:58:16 main:581] : INFO : Epoch 1747 | loss: 0.0311639 | val_loss: 0.0311748 | Time: 2206.75 ms [2021-07-18 09:58:19 main:581] : INFO : Epoch 1748 | loss: 0.0311644 | val_loss: 0.0311805 | Time: 2376.88 ms [2021-07-18 09:58:21 main:581] : INFO : Epoch 1749 | loss: 0.0311692 | val_loss: 0.0311811 | Time: 2454.4 ms [2021-07-18 09:58:24 main:581] : INFO : Epoch 1750 | loss: 0.0311658 | val_loss: 0.0311761 | Time: 2473.49 ms [2021-07-18 09:58:26 main:581] : INFO : Epoch 1751 | loss: 0.0311646 | val_loss: 0.031175 | Time: 2451 ms [2021-07-18 09:58:28 main:581] : INFO : Epoch 1752 | loss: 0.0311655 | val_loss: 0.0311752 | Time: 2319.62 ms [2021-07-18 09:58:32 main:581] : INFO : Epoch 1753 | loss: 0.0311649 | val_loss: 0.0311737 | Time: 3457.4 ms [2021-07-18 09:58:35 main:581] : INFO : Epoch 1754 | loss: 0.0311667 | val_loss: 0.0311734 | Time: 2960.12 ms [2021-07-18 09:58:37 main:581] : INFO : Epoch 1755 | loss: 0.0311645 | val_loss: 0.0311746 | Time: 2430.84 ms [2021-07-18 09:58:40 main:581] : INFO : Epoch 1756 | loss: 0.0311661 | val_loss: 0.0311736 | Time: 2947.48 ms [2021-07-18 09:58:43 main:581] : INFO : Epoch 1757 | loss: 0.0311634 | val_loss: 0.031175 | Time: 2399.93 ms [2021-07-18 09:58:44 main:581] : INFO : Epoch 1758 | loss: 0.0311653 | val_loss: 0.031173 | Time: 1825.55 ms [2021-07-18 09:58:46 main:581] : INFO : Epoch 1759 | loss: 0.0311666 | val_loss: 0.031174 | Time: 1770.75 ms [2021-07-18 09:58:48 main:581] : INFO : Epoch 1760 | loss: 0.0311667 | val_loss: 0.0311743 | Time: 2126 ms [2021-07-18 09:58:51 main:581] : INFO : Epoch 1761 | loss: 0.0311649 | val_loss: 0.0311746 | Time: 2747.17 ms [2021-07-18 09:58:54 main:581] : INFO : Epoch 1762 | loss: 0.0311645 | val_loss: 0.0311744 | Time: 2597.31 ms [2021-07-18 09:58:56 main:581] : INFO : Epoch 1763 | loss: 0.0311654 | val_loss: 0.0311743 | Time: 2044.45 ms [2021-07-18 09:58:58 main:581] : INFO : Epoch 1764 | loss: 0.031165 | val_loss: 0.0311787 | Time: 2136.75 ms [2021-07-18 09:59:00 main:581] : INFO : Epoch 1765 | loss: 0.0311676 | val_loss: 0.0311748 | Time: 2382.97 ms [2021-07-18 09:59:03 main:581] : INFO : Epoch 1766 | loss: 0.0311645 | val_loss: 0.0311751 | Time: 2383.32 ms [2021-07-18 09:59:05 main:581] : INFO : Epoch 1767 | loss: 0.0311648 | val_loss: 0.0311757 | Time: 2221.3 ms [2021-07-18 09:59:07 main:581] : INFO : Epoch 1768 | loss: 0.0311669 | val_loss: 0.0311737 | Time: 2208.93 ms [2021-07-18 09:59:09 main:581] : INFO : Epoch 1769 | loss: 0.0311674 | val_loss: 0.0311736 | Time: 2314.76 ms [2021-07-18 09:59:12 main:581] : INFO : Epoch 1770 | loss: 0.0311664 | val_loss: 0.0311771 | Time: 2334.39 ms [2021-07-18 09:59:14 main:581] : INFO : Epoch 1771 | loss: 0.0311666 | val_loss: 0.0311735 | Time: 2195.48 ms [2021-07-18 09:59:16 main:581] : INFO : Epoch 1772 | loss: 0.0311657 | val_loss: 0.0311748 | Time: 2438.48 ms [2021-07-18 09:59:18 main:581] : INFO : Epoch 1773 | loss: 0.0311703 | val_loss: 0.0311747 | Time: 2131.37 ms [2021-07-18 09:59:20 main:581] : INFO : Epoch 1774 | loss: 0.0311703 | val_loss: 0.0311779 | Time: 2024.29 ms [2021-07-18 09:59:22 main:581] : INFO : Epoch 1775 | loss: 0.0311737 | val_loss: 0.0311808 | Time: 1962.91 ms [2021-07-18 09:59:24 main:581] : INFO : Epoch 1776 | loss: 0.0311745 | val_loss: 0.0311759 | Time: 1840.09 ms [2021-07-18 09:59:26 main:581] : INFO : Epoch 1777 | loss: 0.0311695 | val_loss: 0.0311753 | Time: 1926.48 ms [2021-07-18 09:59:29 main:581] : INFO : Epoch 1778 | loss: 0.0311682 | val_loss: 0.0311751 | Time: 2472.45 ms [2021-07-18 09:59:31 main:581] : INFO : Epoch 1779 | loss: 0.0311684 | val_loss: 0.0311748 | Time: 2614.46 ms [2021-07-18 09:59:34 main:581] : INFO : Epoch 1780 | loss: 0.0311796 | val_loss: 0.0311909 | Time: 2441.17 ms [2021-07-18 09:59:37 main:581] : INFO : Epoch 1781 | loss: 0.0311905 | val_loss: 0.0311891 | Time: 3003.91 ms [2021-07-18 09:59:40 main:581] : INFO : Epoch 1782 | loss: 0.0311885 | val_loss: 0.0311881 | Time: 3348.87 ms [2021-07-18 09:59:43 main:581] : INFO : Epoch 1783 | loss: 0.0311869 | val_loss: 0.0311859 | Time: 2912.86 ms [2021-07-18 09:59:46 main:581] : INFO : Epoch 1784 | loss: 0.0311869 | val_loss: 0.0311891 | Time: 2779.43 ms [2021-07-18 09:59:48 main:581] : INFO : Epoch 1785 | loss: 0.0311915 | val_loss: 0.0312036 | Time: 2345.34 ms [2021-07-18 09:59:51 main:581] : INFO : Epoch 1786 | loss: 0.0311881 | val_loss: 0.0311889 | Time: 2779.44 ms [2021-07-18 09:59:55 main:581] : INFO : Epoch 1787 | loss: 0.0311859 | val_loss: 0.0311875 | Time: 4459.47 ms [2021-07-18 09:59:58 main:581] : INFO : Epoch 1788 | loss: 0.0311829 | val_loss: 0.0311867 | Time: 2848.8 ms [2021-07-18 10:00:01 main:581] : INFO : Epoch 1789 | loss: 0.0311818 | val_loss: 0.0311862 | Time: 2790.79 ms [2021-07-18 10:00:03 main:581] : INFO : Epoch 1790 | loss: 0.0311821 | val_loss: 0.0311849 | Time: 2309.92 ms [2021-07-18 10:00:06 main:581] : INFO : Epoch 1791 | loss: 0.0311845 | val_loss: 0.0311924 | Time: 2560.43 ms [2021-07-18 10:00:08 main:581] : INFO : Epoch 1792 | loss: 0.0311825 | val_loss: 0.0311865 | Time: 2326.75 ms [2021-07-18 10:00:11 main:581] : INFO : Epoch 1793 | loss: 0.0311878 | val_loss: 0.0311865 | Time: 2654.62 ms [2021-07-18 10:00:14 main:581] : INFO : Epoch 1794 | loss: 0.0311834 | val_loss: 0.0311874 | Time: 3557.54 ms [2021-07-18 10:00:18 main:581] : INFO : Epoch 1795 | loss: 0.0311807 | val_loss: 0.031184 | Time: 3481.5 ms [2021-07-18 10:00:21 main:581] : INFO : Epoch 1796 | loss: 0.0311801 | val_loss: 0.031182 | Time: 2794.8 ms [2021-07-18 10:00:24 main:581] : INFO : Epoch 1797 | loss: 0.0311798 | val_loss: 0.0311829 | Time: 3111.17 ms [2021-07-18 10:00:27 main:581] : INFO : Epoch 1798 | loss: 0.0311787 | val_loss: 0.0311824 | Time: 3198.98 ms [2021-07-18 10:00:29 main:581] : INFO : Epoch 1799 | loss: 0.0311785 | val_loss: 0.0311821 | Time: 2419.85 ms [2021-07-18 10:00:32 main:581] : INFO : Epoch 1800 | loss: 0.0311783 | val_loss: 0.0311814 | Time: 2633.49 ms [2021-07-18 10:00:34 main:581] : INFO : Epoch 1801 | loss: 0.0311789 | val_loss: 0.0311831 | Time: 2190.41 ms [2021-07-18 10:00:37 main:581] : INFO : Epoch 1802 | loss: 0.0311789 | val_loss: 0.0311917 | Time: 2442.76 ms [2021-07-18 10:00:40 main:581] : INFO : Epoch 1803 | loss: 0.0311816 | val_loss: 0.0311843 | Time: 3335.6 ms [2021-07-18 10:00:45 main:581] : INFO : Epoch 1804 | loss: 0.0311811 | val_loss: 0.0311845 | Time: 4893.47 ms [2021-07-18 10:00:48 main:581] : INFO : Epoch 1805 | loss: 0.0311802 | val_loss: 0.031182 | Time: 2728.83 ms [2021-07-18 10:00:52 main:581] : INFO : Epoch 1806 | loss: 0.0311784 | val_loss: 0.0311814 | Time: 3938.9 ms [2021-07-18 10:00:54 main:581] : INFO : Epoch 1807 | loss: 0.0311772 | val_loss: 0.0311817 | Time: 2523.6 ms [2021-07-18 10:00:56 main:581] : INFO : Epoch 1808 | loss: 0.0311773 | val_loss: 0.0311842 | Time: 2324.31 ms [2021-07-18 10:01:00 main:581] : INFO : Epoch 1809 | loss: 0.0311794 | val_loss: 0.0311801 | Time: 3244.1 ms [2021-07-18 10:01:04 main:581] : INFO : Epoch 1810 | loss: 0.0311796 | val_loss: 0.031183 | Time: 3933.65 ms [2021-07-18 10:01:07 main:581] : INFO : Epoch 1811 | loss: 0.031179 | val_loss: 0.0311803 | Time: 2972.48 ms [2021-07-18 10:01:10 main:581] : INFO : Epoch 1812 | loss: 0.0311769 | val_loss: 0.0311826 | Time: 2927.05 ms [2021-07-18 10:01:12 main:581] : INFO : Epoch 1813 | loss: 0.0311765 | val_loss: 0.0311805 | Time: 2780.3 ms [2021-07-18 10:01:16 main:581] : INFO : Epoch 1814 | loss: 0.0311777 | val_loss: 0.0311859 | Time: 3593.03 ms [2021-07-18 10:01:20 main:581] : INFO : Epoch 1815 | loss: 0.031177 | val_loss: 0.0311805 | Time: 3810.48 ms [2021-07-18 10:01:23 main:581] : INFO : Epoch 1816 | loss: 0.0311768 | val_loss: 0.0311823 | Time: 3051.89 ms [2021-07-18 10:01:27 main:581] : INFO : Epoch 1817 | loss: 0.0311767 | val_loss: 0.0311813 | Time: 3782.36 ms [2021-07-18 10:01:29 main:581] : INFO : Epoch 1818 | loss: 0.0311744 | val_loss: 0.03118 | Time: 2918.46 ms [2021-07-18 10:01:32 main:581] : INFO : Epoch 1819 | loss: 0.0311745 | val_loss: 0.03118 | Time: 2836.04 ms [2021-07-18 10:01:35 main:581] : INFO : Epoch 1820 | loss: 0.0311765 | val_loss: 0.0311813 | Time: 2859.61 ms [2021-07-18 10:01:37 main:581] : INFO : Epoch 1821 | loss: 0.0311787 | val_loss: 0.0311833 | Time: 2352.6 ms [2021-07-18 10:01:40 main:581] : INFO : Epoch 1822 | loss: 0.0311749 | val_loss: 0.0311797 | Time: 2305.86 ms [2021-07-18 10:01:43 main:581] : INFO : Epoch 1823 | loss: 0.0311759 | val_loss: 0.0311831 | Time: 3485.21 ms [2021-07-18 10:01:47 main:581] : INFO : Epoch 1824 | loss: 0.0311762 | val_loss: 0.0311824 | Time: 3222.87 ms [2021-07-18 10:01:50 main:581] : INFO : Epoch 1825 | loss: 0.0311773 | val_loss: 0.0311815 | Time: 3083.2 ms [2021-07-18 10:01:52 main:581] : INFO : Epoch 1826 | loss: 0.0311794 | val_loss: 0.0311823 | Time: 2909.68 ms [2021-07-18 10:01:57 main:581] : INFO : Epoch 1827 | loss: 0.0311755 | val_loss: 0.0311826 | Time: 4715.93 ms [2021-07-18 10:02:01 main:581] : INFO : Epoch 1828 | loss: 0.0311766 | val_loss: 0.0311859 | Time: 3781.14 ms [2021-07-18 10:02:04 main:581] : INFO : Epoch 1829 | loss: 0.0311761 | val_loss: 0.0311845 | Time: 2661.77 ms [2021-07-18 10:02:06 main:581] : INFO : Epoch 1830 | loss: 0.0311743 | val_loss: 0.0311863 | Time: 2178.32 ms [2021-07-18 10:02:08 main:581] : INFO : Epoch 1831 | loss: 0.0311767 | val_loss: 0.0311824 | Time: 2457.25 ms [2021-07-18 10:02:11 main:581] : INFO : Epoch 1832 | loss: 0.0311752 | val_loss: 0.0311825 | Time: 2680.68 ms [2021-07-18 10:02:13 main:581] : INFO : Epoch 1833 | loss: 0.0311744 | val_loss: 0.0311816 | Time: 2288.42 ms [2021-07-18 10:02:16 main:581] : INFO : Epoch 1834 | loss: 0.0311739 | val_loss: 0.0311813 | Time: 2922.07 ms [2021-07-18 10:02:21 main:581] : INFO : Epoch 1835 | loss: 0.031174 | val_loss: 0.0311806 | Time: 4419.33 ms [2021-07-18 10:02:24 main:581] : INFO : Epoch 1836 | loss: 0.0311744 | val_loss: 0.0311815 | Time: 3010.83 ms [2021-07-18 10:02:27 main:581] : INFO : Epoch 1837 | loss: 0.0311733 | val_loss: 0.0311866 | Time: 3702.74 ms [2021-07-18 10:02:32 main:581] : INFO : Epoch 1838 | loss: 0.0311747 | val_loss: 0.0311799 | Time: 4244.54 ms [2021-07-18 10:02:34 main:581] : INFO : Epoch 1839 | loss: 0.0311741 | val_loss: 0.0311899 | Time: 2551.94 ms [2021-07-18 10:02:37 main:581] : INFO : Epoch 1840 | loss: 0.031175 | val_loss: 0.0311815 | Time: 2974.8 ms [2021-07-18 10:02:39 main:581] : INFO : Epoch 1841 | loss: 0.031173 | val_loss: 0.0311805 | Time: 2042.62 ms [2021-07-18 10:02:41 main:581] : INFO : Epoch 1842 | loss: 0.0311729 | val_loss: 0.0311802 | Time: 2307.75 ms [2021-07-18 10:02:44 main:581] : INFO : Epoch 1843 | loss: 0.0311735 | val_loss: 0.0311842 | Time: 2901.94 ms [2021-07-18 10:02:48 main:581] : INFO : Epoch 1844 | loss: 0.031173 | val_loss: 0.031181 | Time: 3319.78 ms [2021-07-18 10:02:53 main:581] : INFO : Epoch 1845 | loss: 0.031173 | val_loss: 0.0311818 | Time: 5172.81 ms [2021-07-18 10:02:58 main:581] : INFO : Epoch 1846 | loss: 0.0311895 | val_loss: 0.0311915 | Time: 4921.32 ms [2021-07-18 10:03:02 main:581] : INFO : Epoch 1847 | loss: 0.0311798 | val_loss: 0.0311838 | Time: 3803.96 ms [2021-07-18 10:03:04 main:581] : INFO : Epoch 1848 | loss: 0.0311755 | val_loss: 0.0311899 | Time: 2453.29 ms [2021-07-18 10:03:07 main:581] : INFO : Epoch 1849 | loss: 0.0311762 | val_loss: 0.0311816 | Time: 2469.66 ms [2021-07-18 10:03:10 main:581] : INFO : Epoch 1850 | loss: 0.0311742 | val_loss: 0.03118 | Time: 3175.15 ms [2021-07-18 10:03:12 main:581] : INFO : Epoch 1851 | loss: 0.0311747 | val_loss: 0.0311867 | Time: 2473.22 ms [2021-07-18 10:03:16 main:581] : INFO : Epoch 1852 | loss: 0.0311784 | val_loss: 0.0311802 | Time: 4120.73 ms [2021-07-18 10:03:20 main:581] : INFO : Epoch 1853 | loss: 0.0311758 | val_loss: 0.031181 | Time: 3893.09 ms [2021-07-18 10:03:23 main:581] : INFO : Epoch 1854 | loss: 0.0311751 | val_loss: 0.0311853 | Time: 3190.37 ms [2021-07-18 10:03:27 main:581] : INFO : Epoch 1855 | loss: 0.0311748 | val_loss: 0.0311804 | Time: 3713.07 ms [2021-07-18 10:03:30 main:581] : INFO : Epoch 1856 | loss: 0.0311736 | val_loss: 0.0311843 | Time: 2990.77 ms [2021-07-18 10:03:33 main:581] : INFO : Epoch 1857 | loss: 0.0311751 | val_loss: 0.031182 | Time: 3312.34 ms [2021-07-18 10:03:36 main:581] : INFO : Epoch 1858 | loss: 0.0311731 | val_loss: 0.0311812 | Time: 2672.37 ms [2021-07-18 10:03:38 main:581] : INFO : Epoch 1859 | loss: 0.0311762 | val_loss: 0.0311826 | Time: 2098.95 ms [2021-07-18 10:03:41 main:581] : INFO : Epoch 1860 | loss: 0.0311803 | val_loss: 0.0311832 | Time: 2813.44 ms [2021-07-18 10:03:44 main:581] : INFO : Epoch 1861 | loss: 0.0311825 | val_loss: 0.0311862 | Time: 3386.49 ms [2021-07-18 10:03:47 main:581] : INFO : Epoch 1862 | loss: 0.0311859 | val_loss: 0.0311879 | Time: 2796.84 ms [2021-07-18 10:03:49 main:581] : INFO : Epoch 1863 | loss: 0.0311844 | val_loss: 0.0311882 | Time: 2071.21 ms [2021-07-18 10:03:51 main:581] : INFO : Epoch 1864 | loss: 0.0311835 | val_loss: 0.0311933 | Time: 2035.93 ms [2021-07-18 10:03:53 main:581] : INFO : Epoch 1865 | loss: 0.0311843 | val_loss: 0.031188 | Time: 1923.77 ms [2021-07-18 10:03:55 main:581] : INFO : Epoch 1866 | loss: 0.0311845 | val_loss: 0.0311901 | Time: 1916.88 ms [2021-07-18 10:03:57 main:581] : INFO : Epoch 1867 | loss: 0.0311822 | val_loss: 0.031185 | Time: 1747.18 ms [2021-07-18 10:03:59 main:581] : INFO : Epoch 1868 | loss: 0.0311803 | val_loss: 0.0311858 | Time: 2015.28 ms [2021-07-18 10:04:01 main:581] : INFO : Epoch 1869 | loss: 0.0311801 | val_loss: 0.0311859 | Time: 1959.33 ms [2021-07-18 10:04:03 main:581] : INFO : Epoch 1870 | loss: 0.0311787 | val_loss: 0.0311906 | Time: 2022.63 ms [2021-07-18 10:04:05 main:581] : INFO : Epoch 1871 | loss: 0.0311832 | val_loss: 0.0311873 | Time: 2009.67 ms [2021-07-18 10:04:07 main:581] : INFO : Epoch 1872 | loss: 0.0311815 | val_loss: 0.0311906 | Time: 2023.69 ms [2021-07-18 10:04:09 main:581] : INFO : Epoch 1873 | loss: 0.031181 | val_loss: 0.0311869 | Time: 2119 ms [2021-07-18 10:04:11 main:581] : INFO : Epoch 1874 | loss: 0.0311787 | val_loss: 0.0311853 | Time: 2089.52 ms [2021-07-18 10:04:13 main:581] : INFO : Epoch 1875 | loss: 0.0311775 | val_loss: 0.0311849 | Time: 2065.14 ms [2021-07-18 10:04:17 main:581] : INFO : Epoch 1876 | loss: 0.0311782 | val_loss: 0.0311866 | Time: 3337.64 ms [2021-07-18 10:04:20 main:581] : INFO : Epoch 1877 | loss: 0.0311788 | val_loss: 0.0311878 | Time: 3595.85 ms [2021-07-18 10:04:24 main:581] : INFO : Epoch 1878 | loss: 0.0311786 | val_loss: 0.0311865 | Time: 3928.12 ms [2021-07-18 10:04:27 main:581] : INFO : Epoch 1879 | loss: 0.0311773 | val_loss: 0.0311857 | Time: 3081.23 ms [2021-07-18 10:04:29 main:581] : INFO : Epoch 1880 | loss: 0.0311765 | val_loss: 0.0311843 | Time: 2101.55 ms [2021-07-18 10:04:31 main:581] : INFO : Epoch 1881 | loss: 0.0311783 | val_loss: 0.0311844 | Time: 2037.07 ms [2021-07-18 10:04:33 main:581] : INFO : Epoch 1882 | loss: 0.0311777 | val_loss: 0.0311932 | Time: 1943.88 ms [2021-07-18 10:04:36 main:581] : INFO : Epoch 1883 | loss: 0.03118 | val_loss: 0.0311861 | Time: 3263.89 ms [2021-07-18 10:04:39 main:581] : INFO : Epoch 1884 | loss: 0.0311767 | val_loss: 0.0311855 | Time: 2321.55 ms [2021-07-18 10:04:42 main:581] : INFO : Epoch 1885 | loss: 0.031178 | val_loss: 0.0311856 | Time: 2834.14 ms [2021-07-18 10:04:44 main:581] : INFO : Epoch 1886 | loss: 0.0311769 | val_loss: 0.0311836 | Time: 2054.08 ms [2021-07-18 10:04:46 main:581] : INFO : Epoch 1887 | loss: 0.0311751 | val_loss: 0.0311848 | Time: 2028.95 ms [2021-07-18 10:04:48 main:581] : INFO : Epoch 1888 | loss: 0.0311761 | val_loss: 0.0311931 | Time: 2007.28 ms [2021-07-18 10:04:50 main:581] : INFO : Epoch 1889 | loss: 0.0311767 | val_loss: 0.0311837 | Time: 2057.57 ms [2021-07-18 10:04:52 main:581] : INFO : Epoch 1890 | loss: 0.0311787 | val_loss: 0.0311926 | Time: 2020 ms [2021-07-18 10:04:54 main:581] : INFO : Epoch 1891 | loss: 0.0311789 | val_loss: 0.0311877 | Time: 1888.92 ms [2021-07-18 10:04:55 main:581] : INFO : Epoch 1892 | loss: 0.0311754 | val_loss: 0.0311848 | Time: 1786.54 ms [2021-07-18 10:04:57 main:581] : INFO : Epoch 1893 | loss: 0.0311742 | val_loss: 0.0311856 | Time: 2039.15 ms [2021-07-18 10:05:00 main:581] : INFO : Epoch 1894 | loss: 0.0311759 | val_loss: 0.0311841 | Time: 2107.87 ms [2021-07-18 10:05:02 main:581] : INFO : Epoch 1895 | loss: 0.031174 | val_loss: 0.0311852 | Time: 2051.56 ms [2021-07-18 10:05:04 main:581] : INFO : Epoch 1896 | loss: 0.0311752 | val_loss: 0.0311894 | Time: 2059.15 ms [2021-07-18 10:05:06 main:581] : INFO : Epoch 1897 | loss: 0.0311785 | val_loss: 0.031193 | Time: 1959.83 ms [2021-07-18 10:05:08 main:581] : INFO : Epoch 1898 | loss: 0.0311787 | val_loss: 0.0311897 | Time: 1984.42 ms [2021-07-18 10:05:10 main:581] : INFO : Epoch 1899 | loss: 0.0311751 | val_loss: 0.0311864 | Time: 2289.93 ms [2021-07-18 10:05:12 main:581] : INFO : Epoch 1900 | loss: 0.0311741 | val_loss: 0.0311862 | Time: 2067.65 ms [2021-07-18 10:05:14 main:581] : INFO : Epoch 1901 | loss: 0.0311745 | val_loss: 0.031182 | Time: 2040.14 ms [2021-07-18 10:05:16 main:581] : INFO : Epoch 1902 | loss: 0.0311746 | val_loss: 0.0311831 | Time: 2059.17 ms [2021-07-18 10:05:18 main:581] : INFO : Epoch 1903 | loss: 0.0311748 | val_loss: 0.0311829 | Time: 2073.97 ms [2021-07-18 10:05:20 main:581] : INFO : Epoch 1904 | loss: 0.031175 | val_loss: 0.0311838 | Time: 2052.03 ms [2021-07-18 10:05:22 main:581] : INFO : Epoch 1905 | loss: 0.0311742 | val_loss: 0.0311844 | Time: 2042.96 ms [2021-07-18 10:05:25 main:581] : INFO : Epoch 1906 | loss: 0.0311761 | val_loss: 0.0311839 | Time: 2662.79 ms [2021-07-18 10:05:30 main:581] : INFO : Epoch 1907 | loss: 0.0311755 | val_loss: 0.0311826 | Time: 4557.56 ms [2021-07-18 10:05:33 main:581] : INFO : Epoch 1908 | loss: 0.0311729 | val_loss: 0.031184 | Time: 3758.14 ms [2021-07-18 10:05:37 main:581] : INFO : Epoch 1909 | loss: 0.0311735 | val_loss: 0.0311859 | Time: 3417.5 ms [2021-07-18 10:05:40 main:581] : INFO : Epoch 1910 | loss: 0.0311731 | val_loss: 0.031185 | Time: 3081.12 ms [2021-07-18 10:05:42 main:581] : INFO : Epoch 1911 | loss: 0.0311719 | val_loss: 0.031183 | Time: 2152.2 ms [2021-07-18 10:05:44 main:581] : INFO : Epoch 1912 | loss: 0.0311729 | val_loss: 0.0311839 | Time: 2046.95 ms [2021-07-18 10:05:47 main:581] : INFO : Epoch 1913 | loss: 0.0311751 | val_loss: 0.0311834 | Time: 2719.02 ms [2021-07-18 10:05:49 main:581] : INFO : Epoch 1914 | loss: 0.0311726 | val_loss: 0.0311848 | Time: 2217.19 ms [2021-07-18 10:05:51 main:581] : INFO : Epoch 1915 | loss: 0.031174 | val_loss: 0.0311855 | Time: 2062.47 ms [2021-07-18 10:05:53 main:581] : INFO : Epoch 1916 | loss: 0.0311716 | val_loss: 0.0311852 | Time: 2018.69 ms [2021-07-18 10:05:55 main:581] : INFO : Epoch 1917 | loss: 0.0311722 | val_loss: 0.0311842 | Time: 2070.84 ms [2021-07-18 10:05:57 main:581] : INFO : Epoch 1918 | loss: 0.031177 | val_loss: 0.0311962 | Time: 2072.19 ms [2021-07-18 10:05:59 main:581] : INFO : Epoch 1919 | loss: 0.0313963 | val_loss: 0.0350745 | Time: 2101.69 ms [2021-07-18 10:06:01 main:581] : INFO : Epoch 1920 | loss: 0.05306 | val_loss: 0.0474679 | Time: 2055.19 ms [2021-07-18 10:06:03 main:581] : INFO : Epoch 1921 | loss: 0.0357051 | val_loss: 0.0320869 | Time: 2063.1 ms [2021-07-18 10:06:05 main:581] : INFO : Epoch 1922 | loss: 0.0318832 | val_loss: 0.0316451 | Time: 2012.31 ms [2021-07-18 10:06:07 main:581] : INFO : Epoch 1923 | loss: 0.0313846 | val_loss: 0.0312916 | Time: 2000.27 ms [2021-07-18 10:06:09 main:581] : INFO : Epoch 1924 | loss: 0.0312814 | val_loss: 0.0312654 | Time: 1802.96 ms [2021-07-18 10:06:11 main:581] : INFO : Epoch 1925 | loss: 0.0312637 | val_loss: 0.0312592 | Time: 1922.4 ms [2021-07-18 10:06:13 main:581] : INFO : Epoch 1926 | loss: 0.0312587 | val_loss: 0.0312567 | Time: 1913.62 ms [2021-07-18 10:06:15 main:581] : INFO : Epoch 1927 | loss: 0.0312565 | val_loss: 0.0312553 | Time: 2019 ms [2021-07-18 10:06:17 main:581] : INFO : Epoch 1928 | loss: 0.0312552 | val_loss: 0.0312543 | Time: 2209.15 ms [2021-07-18 10:06:20 main:581] : INFO : Epoch 1929 | loss: 0.0312545 | val_loss: 0.0312538 | Time: 2346.5 ms [2021-07-18 10:06:22 main:581] : INFO : Epoch 1930 | loss: 0.0312537 | val_loss: 0.031253 | Time: 2068.53 ms [2021-07-18 10:06:24 main:581] : INFO : Epoch 1931 | loss: 0.031253 | val_loss: 0.0312526 | Time: 2018.59 ms [2021-07-18 10:06:26 main:581] : INFO : Epoch 1932 | loss: 0.0312526 | val_loss: 0.0312524 | Time: 2040.37 ms [2021-07-18 10:06:28 main:581] : INFO : Epoch 1933 | loss: 0.0312519 | val_loss: 0.0312515 | Time: 2084.55 ms [2021-07-18 10:06:30 main:581] : INFO : Epoch 1934 | loss: 0.0312512 | val_loss: 0.0312514 | Time: 2047.35 ms [2021-07-18 10:06:32 main:581] : INFO : Epoch 1935 | loss: 0.0312509 | val_loss: 0.0312505 | Time: 2004.22 ms [2021-07-18 10:06:34 main:581] : INFO : Epoch 1936 | loss: 0.03125 | val_loss: 0.0312499 | Time: 2004.02 ms [2021-07-18 10:06:36 main:581] : INFO : Epoch 1937 | loss: 0.0312497 | val_loss: 0.0312492 | Time: 1856.57 ms [2021-07-18 10:06:38 main:581] : INFO : Epoch 1938 | loss: 0.0312489 | val_loss: 0.0312494 | Time: 1916.04 ms [2021-07-18 10:06:40 main:581] : INFO : Epoch 1939 | loss: 0.031248 | val_loss: 0.0312475 | Time: 1925.9 ms [2021-07-18 10:06:42 main:581] : INFO : Epoch 1940 | loss: 0.031247 | val_loss: 0.0312473 | Time: 2030.76 ms [2021-07-18 10:06:44 main:581] : INFO : Epoch 1941 | loss: 0.0312466 | val_loss: 0.0312466 | Time: 2479.04 ms [2021-07-18 10:06:46 main:581] : INFO : Epoch 1942 | loss: 0.0312459 | val_loss: 0.0312462 | Time: 2032.6 ms [2021-07-18 10:06:48 main:581] : INFO : Epoch 1943 | loss: 0.031245 | val_loss: 0.0312449 | Time: 2047.64 ms [2021-07-18 10:06:50 main:581] : INFO : Epoch 1944 | loss: 0.031244 | val_loss: 0.031244 | Time: 1943.34 ms [2021-07-18 10:06:52 main:581] : INFO : Epoch 1945 | loss: 0.0312431 | val_loss: 0.0312429 | Time: 1970.78 ms [2021-07-18 10:06:54 main:581] : INFO : Epoch 1946 | loss: 0.0312419 | val_loss: 0.0312416 | Time: 2017.51 ms [2021-07-18 10:06:56 main:581] : INFO : Epoch 1947 | loss: 0.0312406 | val_loss: 0.0312401 | Time: 1974.28 ms [2021-07-18 10:06:58 main:581] : INFO : Epoch 1948 | loss: 0.0312391 | val_loss: 0.0312387 | Time: 1953.93 ms [2021-07-18 10:07:01 main:581] : INFO : Epoch 1949 | loss: 0.031237 | val_loss: 0.0312358 | Time: 2948.14 ms [2021-07-18 10:07:05 main:581] : INFO : Epoch 1950 | loss: 0.0312338 | val_loss: 0.0312324 | Time: 3850.38 ms [2021-07-18 10:07:08 main:581] : INFO : Epoch 1951 | loss: 0.0312295 | val_loss: 0.0312272 | Time: 3666.63 ms [2021-07-18 10:07:11 main:581] : INFO : Epoch 1952 | loss: 0.0312245 | val_loss: 0.031223 | Time: 2836.18 ms [2021-07-18 10:07:15 main:581] : INFO : Epoch 1953 | loss: 0.0312206 | val_loss: 0.0312195 | Time: 3315.89 ms [2021-07-18 10:07:18 main:581] : INFO : Epoch 1954 | loss: 0.0312183 | val_loss: 0.0312172 | Time: 3054.79 ms [2021-07-18 10:07:21 main:581] : INFO : Epoch 1955 | loss: 0.0312159 | val_loss: 0.0312151 | Time: 2992.19 ms [2021-07-18 10:07:24 main:581] : INFO : Epoch 1956 | loss: 0.0312138 | val_loss: 0.031213 | Time: 3405.33 ms [2021-07-18 10:07:27 main:581] : INFO : Epoch 1957 | loss: 0.0312117 | val_loss: 0.0312114 | Time: 2509.16 ms [2021-07-18 10:07:30 main:581] : INFO : Epoch 1958 | loss: 0.0312095 | val_loss: 0.0312091 | Time: 3360.05 ms [2021-07-18 10:07:33 main:581] : INFO : Epoch 1959 | loss: 0.0312076 | val_loss: 0.0312073 | Time: 2878.64 ms [2021-07-18 10:07:36 main:581] : INFO : Epoch 1960 | loss: 0.0312057 | val_loss: 0.0312055 | Time: 2942.7 ms [2021-07-18 10:07:38 main:581] : INFO : Epoch 1961 | loss: 0.0312025 | val_loss: 0.0312011 | Time: 2452.07 ms [2021-07-18 10:07:42 main:581] : INFO : Epoch 1962 | loss: 0.0311991 | val_loss: 0.0311991 | Time: 3707.02 ms [2021-07-18 10:07:45 main:581] : INFO : Epoch 1963 | loss: 0.0311979 | val_loss: 0.0311982 | Time: 2981.55 ms [2021-07-18 10:07:48 main:581] : INFO : Epoch 1964 | loss: 0.0311979 | val_loss: 0.0311977 | Time: 3379.66 ms [2021-07-18 10:07:51 main:581] : INFO : Epoch 1965 | loss: 0.0311963 | val_loss: 0.0311967 | Time: 3134.67 ms [2021-07-18 10:07:54 main:581] : INFO : Epoch 1966 | loss: 0.0311958 | val_loss: 0.0311964 | Time: 2578.82 ms [2021-07-18 10:07:57 main:581] : INFO : Epoch 1967 | loss: 0.0311953 | val_loss: 0.0311959 | Time: 2782.32 ms [2021-07-18 10:08:02 main:581] : INFO : Epoch 1968 | loss: 0.0311948 | val_loss: 0.0311956 | Time: 4715.11 ms [2021-07-18 10:08:04 main:581] : INFO : Epoch 1969 | loss: 0.0311948 | val_loss: 0.0311958 | Time: 2482.99 ms [2021-07-18 10:08:06 main:581] : INFO : Epoch 1970 | loss: 0.0311954 | val_loss: 0.0311966 | Time: 1891.53 ms [2021-07-18 10:08:08 main:581] : INFO : Epoch 1971 | loss: 0.031194 | val_loss: 0.0311945 | Time: 2314.79 ms [2021-07-18 10:08:11 main:581] : INFO : Epoch 1972 | loss: 0.0311942 | val_loss: 0.0311966 | Time: 2388.9 ms [2021-07-18 10:08:13 main:581] : INFO : Epoch 1973 | loss: 0.0311939 | val_loss: 0.0311947 | Time: 2120.57 ms [2021-07-18 10:08:15 main:581] : INFO : Epoch 1974 | loss: 0.0311918 | val_loss: 0.031193 | Time: 1908.02 ms [2021-07-18 10:08:17 main:581] : INFO : Epoch 1975 | loss: 0.0311923 | val_loss: 0.0311928 | Time: 2008.04 ms [2021-07-18 10:08:19 main:581] : INFO : Epoch 1976 | loss: 0.0311906 | val_loss: 0.0311923 | Time: 2006.12 ms [2021-07-18 10:08:21 main:581] : INFO : Epoch 1977 | loss: 0.0311906 | val_loss: 0.0311921 | Time: 2005.63 ms [2021-07-18 10:08:23 main:581] : INFO : Epoch 1978 | loss: 0.0311901 | val_loss: 0.0311915 | Time: 1854.25 ms [2021-07-18 10:08:24 main:581] : INFO : Epoch 1979 | loss: 0.0311895 | val_loss: 0.031191 | Time: 1806.64 ms [2021-07-18 10:08:27 main:581] : INFO : Epoch 1980 | loss: 0.0311892 | val_loss: 0.0311924 | Time: 2323.67 ms [2021-07-18 10:08:29 main:581] : INFO : Epoch 1981 | loss: 0.0311901 | val_loss: 0.0311948 | Time: 2849.6 ms [2021-07-18 10:08:33 main:581] : INFO : Epoch 1982 | loss: 0.0311892 | val_loss: 0.0311908 | Time: 3528.51 ms [2021-07-18 10:08:36 main:581] : INFO : Epoch 1983 | loss: 0.0311884 | val_loss: 0.0311907 | Time: 3438.12 ms [2021-07-18 10:08:40 main:581] : INFO : Epoch 1984 | loss: 0.0311891 | val_loss: 0.0311939 | Time: 3568.08 ms [2021-07-18 10:08:42 main:581] : INFO : Epoch 1985 | loss: 0.0311901 | val_loss: 0.0311925 | Time: 2460.54 ms [2021-07-18 10:08:45 main:581] : INFO : Epoch 1986 | loss: 0.0311885 | val_loss: 0.0311898 | Time: 2426.64 ms [2021-07-18 10:08:47 main:581] : INFO : Epoch 1987 | loss: 0.031188 | val_loss: 0.0311901 | Time: 2225.66 ms [2021-07-18 10:08:50 main:581] : INFO : Epoch 1988 | loss: 0.0311872 | val_loss: 0.0311897 | Time: 2396.93 ms [2021-07-18 10:08:52 main:581] : INFO : Epoch 1989 | loss: 0.031187 | val_loss: 0.0311919 | Time: 2751.11 ms [2021-07-18 10:08:56 main:581] : INFO : Epoch 1990 | loss: 0.0311882 | val_loss: 0.0311925 | Time: 3229.52 ms [2021-07-18 10:08:59 main:581] : INFO : Epoch 1991 | loss: 0.0311873 | val_loss: 0.0311901 | Time: 3861.47 ms [2021-07-18 10:09:02 main:581] : INFO : Epoch 1992 | loss: 0.031186 | val_loss: 0.0311926 | Time: 3114.73 ms [2021-07-18 10:09:05 main:581] : INFO : Epoch 1993 | loss: 0.0311873 | val_loss: 0.0311917 | Time: 2720.99 ms [2021-07-18 10:09:07 main:581] : INFO : Epoch 1994 | loss: 0.0311863 | val_loss: 0.03119 | Time: 1955.06 ms [2021-07-18 10:09:10 main:581] : INFO : Epoch 1995 | loss: 0.0311874 | val_loss: 0.031191 | Time: 2819.53 ms [2021-07-18 10:09:12 main:581] : INFO : Epoch 1996 | loss: 0.0311882 | val_loss: 0.0311906 | Time: 2182.31 ms [2021-07-18 10:09:14 main:581] : INFO : Epoch 1997 | loss: 0.0311879 | val_loss: 0.0311898 | Time: 2185.42 ms [2021-07-18 10:09:18 main:581] : INFO : Epoch 1998 | loss: 0.0311861 | val_loss: 0.0311898 | Time: 3185.44 ms [2021-07-18 10:09:20 main:581] : INFO : Epoch 1999 | loss: 0.0311867 | val_loss: 0.0311918 | Time: 2012.58 ms [2021-07-18 10:09:22 main:581] : INFO : Epoch 2000 | loss: 0.0311871 | val_loss: 0.031192 | Time: 1985.54 ms [2021-07-18 10:09:24 main:581] : INFO : Epoch 2001 | loss: 0.0311858 | val_loss: 0.03119 | Time: 2047.41 ms [2021-07-18 10:09:26 main:581] : INFO : Epoch 2002 | loss: 0.0311851 | val_loss: 0.031189 | Time: 2054.75 ms [2021-07-18 10:09:28 main:581] : INFO : Epoch 2003 | loss: 0.0311853 | val_loss: 0.0311904 | Time: 1959.97 ms [2021-07-18 10:09:30 main:581] : INFO : Epoch 2004 | loss: 0.0311868 | val_loss: 0.0311894 | Time: 1996.42 ms [2021-07-18 10:09:32 main:581] : INFO : Epoch 2005 | loss: 0.0311854 | val_loss: 0.0311897 | Time: 2036.77 ms [2021-07-18 10:09:34 main:581] : INFO : Epoch 2006 | loss: 0.0311867 | val_loss: 0.0311917 | Time: 1942.57 ms [2021-07-18 10:09:36 main:581] : INFO : Epoch 2007 | loss: 0.031187 | val_loss: 0.0311883 | Time: 1960.3 ms [2021-07-18 10:09:38 main:581] : INFO : Epoch 2008 | loss: 0.0311857 | val_loss: 0.0311883 | Time: 1976.11 ms [2021-07-18 10:09:40 main:581] : INFO : Epoch 2009 | loss: 0.0311847 | val_loss: 0.031189 | Time: 1970.74 ms [2021-07-18 10:09:41 main:581] : INFO : Epoch 2010 | loss: 0.0311856 | val_loss: 0.0311916 | Time: 1932.02 ms [2021-07-18 10:09:43 main:581] : INFO : Epoch 2011 | loss: 0.0311857 | val_loss: 0.0311914 | Time: 1965.58 ms [2021-07-18 10:09:45 main:581] : INFO : Epoch 2012 | loss: 0.0311866 | val_loss: 0.0311883 | Time: 1895.73 ms [2021-07-18 10:09:47 main:581] : INFO : Epoch 2013 | loss: 0.0311855 | val_loss: 0.0311903 | Time: 2018.79 ms [2021-07-18 10:09:49 main:581] : INFO : Epoch 2014 | loss: 0.0311856 | val_loss: 0.0311878 | Time: 2050.5 ms [2021-07-18 10:09:51 main:581] : INFO : Epoch 2015 | loss: 0.031184 | val_loss: 0.0311897 | Time: 2072.34 ms [2021-07-18 10:09:53 main:581] : INFO : Epoch 2016 | loss: 0.031185 | val_loss: 0.0311874 | Time: 2021.11 ms [2021-07-18 10:09:55 main:581] : INFO : Epoch 2017 | loss: 0.0311833 | val_loss: 0.0311879 | Time: 2010.44 ms [2021-07-18 10:09:57 main:581] : INFO : Epoch 2018 | loss: 0.031184 | val_loss: 0.0311887 | Time: 1869.08 ms [2021-07-18 10:09:59 main:581] : INFO : Epoch 2019 | loss: 0.0311833 | val_loss: 0.0311872 | Time: 1934.46 ms [2021-07-18 10:10:02 main:581] : INFO : Epoch 2020 | loss: 0.0311828 | val_loss: 0.0311876 | Time: 2505.79 ms [2021-07-18 10:10:05 main:581] : INFO : Epoch 2021 | loss: 0.0311828 | val_loss: 0.0311867 | Time: 2963.6 ms [2021-07-18 10:10:09 main:581] : INFO : Epoch 2022 | loss: 0.0311837 | val_loss: 0.031187 | Time: 4089.48 ms [2021-07-18 10:10:12 main:581] : INFO : Epoch 2023 | loss: 0.0311834 | val_loss: 0.0311868 | Time: 3251.47 ms [2021-07-18 10:10:15 main:581] : INFO : Epoch 2024 | loss: 0.0311827 | val_loss: 0.0311905 | Time: 2670.35 ms [2021-07-18 10:10:18 main:581] : INFO : Epoch 2025 | loss: 0.031183 | val_loss: 0.0311894 | Time: 2985.91 ms [2021-07-18 10:10:20 main:581] : INFO : Epoch 2026 | loss: 0.0311835 | val_loss: 0.0311879 | Time: 2719.46 ms [2021-07-18 10:10:23 main:581] : INFO : Epoch 2027 | loss: 0.0311835 | val_loss: 0.0311915 | Time: 2803.31 ms [2021-07-18 10:10:25 main:581] : INFO : Epoch 2028 | loss: 0.031186 | val_loss: 0.0311859 | Time: 2060.04 ms [2021-07-18 10:10:27 main:581] : INFO : Epoch 2029 | loss: 0.0311843 | val_loss: 0.0311886 | Time: 2115.39 ms [2021-07-18 10:10:30 main:581] : INFO : Epoch 2030 | loss: 0.0311834 | val_loss: 0.0311901 | Time: 2368.1 ms [2021-07-18 10:10:32 main:581] : INFO : Epoch 2031 | loss: 0.0311831 | val_loss: 0.0311859 | Time: 2009.46 ms [2021-07-18 10:10:34 main:581] : INFO : Epoch 2032 | loss: 0.0311811 | val_loss: 0.0311868 | Time: 2045.22 ms [2021-07-18 10:10:37 main:581] : INFO : Epoch 2033 | loss: 0.0311818 | val_loss: 0.0311881 | Time: 3115.3 ms [2021-07-18 10:10:40 main:581] : INFO : Epoch 2034 | loss: 0.0311815 | val_loss: 0.0311883 | Time: 3428.64 ms [2021-07-18 10:10:43 main:581] : INFO : Epoch 2035 | loss: 0.0311805 | val_loss: 0.0311859 | Time: 3010.28 ms [2021-07-18 10:10:47 main:581] : INFO : Epoch 2036 | loss: 0.0311797 | val_loss: 0.0311852 | Time: 3422.02 ms [2021-07-18 10:10:49 main:581] : INFO : Epoch 2037 | loss: 0.0311812 | val_loss: 0.0311849 | Time: 2149.78 ms [2021-07-18 10:10:51 main:581] : INFO : Epoch 2038 | loss: 0.0311799 | val_loss: 0.0311858 | Time: 1745.49 ms [2021-07-18 10:10:53 main:581] : INFO : Epoch 2039 | loss: 0.0311789 | val_loss: 0.0311871 | Time: 2365.57 ms [2021-07-18 10:10:55 main:581] : INFO : Epoch 2040 | loss: 0.031179 | val_loss: 0.0311849 | Time: 2038.11 ms [2021-07-18 10:10:57 main:581] : INFO : Epoch 2041 | loss: 0.0311789 | val_loss: 0.0311846 | Time: 2055.46 ms [2021-07-18 10:10:59 main:581] : INFO : Epoch 2042 | loss: 0.0311784 | val_loss: 0.0311866 | Time: 2034.66 ms [2021-07-18 10:11:01 main:581] : INFO : Epoch 2043 | loss: 0.0311801 | val_loss: 0.0311936 | Time: 2028.92 ms [2021-07-18 10:11:03 main:581] : INFO : Epoch 2044 | loss: 0.0311795 | val_loss: 0.0311874 | Time: 1951.48 ms [2021-07-18 10:11:05 main:581] : INFO : Epoch 2045 | loss: 0.031179 | val_loss: 0.0311859 | Time: 1918.64 ms [2021-07-18 10:11:07 main:581] : INFO : Epoch 2046 | loss: 0.0311797 | val_loss: 0.0311866 | Time: 2030.44 ms [2021-07-18 10:11:09 main:581] : INFO : Epoch 2047 | loss: 0.0311812 | val_loss: 0.0311834 | Time: 2027.02 ms [2021-07-18 10:11:11 main:581] : INFO : Epoch 2048 | loss: 0.0311794 | val_loss: 0.0311832 | Time: 2025.82 ms [2021-07-18 10:11:11 main:604] : INFO : Saving trained model to model-final.pt, val_loss 0.0311832 [2021-07-18 10:11:11 main:610] : INFO : Saving end state to config to file [2021-07-18 10:11:11 main:615] : INFO : Success, exiting.. 10:11:11 (25353): 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)