Task 10863083
| Name | ParityModified-1639954158-31268-2-0_0 |
| Workunit | 8168848 |
| Created | 18 Jan 2022, 4:27:43 UTC |
| Sent | 5 Feb 2022, 16:02:29 UTC |
| Report deadline | 13 Feb 2022, 16:02:29 UTC |
| Received | 6 Feb 2022, 16:38:08 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 8158 |
| Run time | 3 hours 24 min 11 sec |
| CPU time | 3 hours 17 min 28 sec |
| Validate state | Valid |
| Credit | 4,160.00 |
| Device peak FLOPS | 13,453.01 GFLOPS |
| Application version | Machine Learning Dataset Generator (GPU) v9.75 (cuda10200) windows_x86_64 |
| Peak working set size | 2.08 GB |
| Peak swap size | 4.42 GB |
| Peak disk usage | 1.54 GB |
Stderr output
<core_client_version>7.16.20</core_client_version> <![CDATA[ <stderr_txt> 6:16 main:574] : INFO : Epoch 1581 | loss: 0.0312074 | val_loss: 0.0312085 | Time: 6260.2 ms [2022-02-06 16:46:23 main:574] : INFO : Epoch 1582 | loss: 0.0312061 | val_loss: 0.0312085 | Time: 6206.22 ms [2022-02-06 16:46:29 main:574] : INFO : Epoch 1583 | loss: 0.0312055 | val_loss: 0.0312094 | Time: 6272.8 ms [2022-02-06 16:46:36 main:574] : INFO : Epoch 1584 | loss: 0.031205 | val_loss: 0.0312092 | Time: 6315.03 ms [2022-02-06 16:46:42 main:574] : INFO : Epoch 1585 | loss: 0.0312059 | val_loss: 0.0312101 | Time: 6097.02 ms [2022-02-06 16:46:48 main:574] : INFO : Epoch 1586 | loss: 0.0312062 | val_loss: 0.0312124 | Time: 6302.39 ms [2022-02-06 16:46:54 main:574] : INFO : Epoch 1587 | loss: 0.0312052 | val_loss: 0.0312103 | Time: 6186.9 ms [2022-02-06 16:47:01 main:574] : INFO : Epoch 1588 | loss: 0.031205 | val_loss: 0.0312093 | Time: 6434.69 ms [2022-02-06 16:47:07 main:574] : INFO : Epoch 1589 | loss: 0.0312067 | val_loss: 0.0312097 | Time: 6271.64 ms [2022-02-06 16:47:14 main:574] : INFO : Epoch 1590 | loss: 0.0312057 | val_loss: 0.0312138 | Time: 6313.85 ms [2022-02-06 16:47:20 main:574] : INFO : Epoch 1591 | loss: 0.0312066 | val_loss: 0.0312097 | Time: 6343.49 ms [2022-02-06 16:47:26 main:574] : INFO : Epoch 1592 | loss: 0.0312037 | val_loss: 0.0312098 | Time: 6255.93 ms [2022-02-06 16:47:33 main:574] : INFO : Epoch 1593 | loss: 0.0312042 | val_loss: 0.0312109 | Time: 6401.42 ms [2022-02-06 16:47:39 main:574] : INFO : Epoch 1594 | loss: 0.0312033 | val_loss: 0.0312096 | Time: 6349.45 ms [2022-02-06 16:47:45 main:574] : INFO : Epoch 1595 | loss: 0.0312035 | val_loss: 0.031209 | Time: 6233.67 ms [2022-02-06 16:47:52 main:574] : INFO : Epoch 1596 | loss: 0.0312032 | val_loss: 0.0312089 | Time: 6371.59 ms [2022-02-06 16:47:58 main:574] : INFO : Epoch 1597 | loss: 0.0312031 | val_loss: 0.031209 | Time: 6228.23 ms [2022-02-06 16:48:04 main:574] : INFO : Epoch 1598 | loss: 0.031203 | val_loss: 0.0312128 | Time: 6272.8 ms [2022-02-06 16:48:11 main:574] : INFO : Epoch 1599 | loss: 0.031209 | val_loss: 0.0312104 | Time: 6281.31 ms [2022-02-06 16:48:17 main:574] : INFO : Epoch 1600 | loss: 0.0312042 | val_loss: 0.0312106 | Time: 6322.18 ms [2022-02-06 16:48:23 main:574] : INFO : Epoch 1601 | loss: 0.0312046 | val_loss: 0.0312096 | Time: 6182.94 ms [2022-02-06 16:48:30 main:574] : INFO : Epoch 1602 | loss: 0.0312047 | val_loss: 0.0312094 | Time: 6423.38 ms [2022-02-06 16:48:36 main:574] : INFO : Epoch 1603 | loss: 0.0312032 | val_loss: 0.0312096 | Time: 6470.12 ms [2022-02-06 16:48:43 main:574] : INFO : Epoch 1604 | loss: 0.0312055 | val_loss: 0.0312161 | Time: 6295.86 ms [2022-02-06 16:48:49 main:574] : INFO : Epoch 1605 | loss: 0.0312083 | val_loss: 0.0312155 | Time: 6403.59 ms [2022-02-06 16:48:56 main:574] : INFO : Epoch 1606 | loss: 0.031208 | val_loss: 0.0312121 | Time: 6418.04 ms [2022-02-06 16:49:02 main:574] : INFO : Epoch 1607 | loss: 0.0312066 | val_loss: 0.0312136 | Time: 6458.03 ms [2022-02-06 16:49:08 main:574] : INFO : Epoch 1608 | loss: 0.0312076 | val_loss: 0.0312142 | Time: 6294.71 ms [2022-02-06 16:49:15 main:574] : INFO : Epoch 1609 | loss: 0.0312073 | val_loss: 0.0312125 | Time: 6368.02 ms [2022-02-06 16:49:21 main:574] : INFO : Epoch 1610 | loss: 0.0312053 | val_loss: 0.0312125 | Time: 6310.79 ms [2022-02-06 16:49:28 main:574] : INFO : Epoch 1611 | loss: 0.0312058 | val_loss: 0.0312124 | Time: 6356.11 ms [2022-02-06 16:49:34 main:574] : INFO : Epoch 1612 | loss: 0.0312058 | val_loss: 0.031212 | Time: 6245.09 ms [2022-02-06 16:49:40 main:574] : INFO : Epoch 1613 | loss: 0.0312056 | val_loss: 0.0312125 | Time: 6342.82 ms [2022-02-06 16:49:47 main:574] : INFO : Epoch 1614 | loss: 0.0312056 | val_loss: 0.0312117 | Time: 6320.57 ms [2022-02-06 16:49:53 main:574] : INFO : Epoch 1615 | loss: 0.0312055 | val_loss: 0.0312166 | Time: 6414.54 ms [2022-02-06 16:50:00 main:574] : INFO : Epoch 1616 | loss: 0.0312051 | val_loss: 0.0312117 | Time: 6404.95 ms [2022-02-06 16:50:06 main:574] : INFO : Epoch 1617 | loss: 0.0312071 | val_loss: 0.0312166 | Time: 6218.93 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce RTX 2080 Ti) [2022-02-06 16:53:09 main:435] : INFO : Set logging level to 1 [2022-02-06 16:53:09 main:441] : INFO : Running in BOINC Client mode [2022-02-06 16:53:09 main:444] : INFO : Resolving all filenames [2022-02-06 16:53:09 main:452] : INFO : Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1) [2022-02-06 16:53:09 main:452] : INFO : Resolved: model.cfg => model.cfg (exists = 1) [2022-02-06 16:53:09 main:452] : INFO : Resolved: model-final.pt => model-final.pt (exists = 0) [2022-02-06 16:53:09 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 1) [2022-02-06 16:53:09 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2022-02-06 16:53:09 main:472] : INFO : Dataset filename: dataset.hdf5 [2022-02-06 16:53:09 main:474] : INFO : Configuration: [2022-02-06 16:53:09 main:475] : INFO : Model type: GRU [2022-02-06 16:53:09 main:476] : INFO : Validation Loss Threshold: 0.0001 [2022-02-06 16:53:09 main:477] : INFO : Max Epochs: 2048 [2022-02-06 16:53:09 main:478] : INFO : Batch Size: 128 [2022-02-06 16:53:09 main:479] : INFO : Learning Rate: 0.01 [2022-02-06 16:53:09 main:480] : INFO : Patience: 10 [2022-02-06 16:53:09 main:481] : INFO : Hidden Width: 12 [2022-02-06 16:53:09 main:482] : INFO : # Recurrent Layers: 4 [2022-02-06 16:53:10 main:483] : INFO : # Backend Layers: 4 [2022-02-06 16:53:10 main:484] : INFO : # Threads: 1 [2022-02-06 16:53:10 main:486] : INFO : Preparing Dataset [2022-02-06 16:53:10 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from dataset.hdf5 into memory [2022-02-06 16:53:10 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from dataset.hdf5 into memory [2022-02-06 16:53:12 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2022-02-06 16:53:12 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from dataset.hdf5 into memory [2022-02-06 16:53:12 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from dataset.hdf5 into memory [2022-02-06 16:53:12 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2022-02-06 16:53:12 main:494] : INFO : Creating Model [2022-02-06 16:53:12 main:507] : INFO : Preparing config file [2022-02-06 16:53:12 main:511] : INFO : Found checkpoint, attempting to load... [2022-02-06 16:53:12 main:512] : INFO : Loading config [2022-02-06 16:53:12 main:514] : INFO : Loading state [2022-02-06 16:53:13 main:559] : INFO : Loading DataLoader into Memory [2022-02-06 16:53:13 main:562] : INFO : Starting Training [2022-02-06 16:53:18 main:574] : INFO : Epoch 1604 | loss: 0.0312473 | val_loss: 0.0312213 | Time: 4560.94 ms [2022-02-06 16:53:22 main:574] : INFO : Epoch 1605 | loss: 0.031211 | val_loss: 0.0312122 | Time: 4380.73 ms [2022-02-06 16:53:27 main:574] : INFO : Epoch 1606 | loss: 0.0312085 | val_loss: 0.0312116 | Time: 4264.6 ms [2022-02-06 16:53:31 main:574] : INFO : Epoch 1607 | loss: 0.0312079 | val_loss: 0.0312113 | Time: 4389.1 ms [2022-02-06 16:53:35 main:574] : INFO : Epoch 1608 | loss: 0.0312066 | val_loss: 0.0312094 | Time: 4268.53 ms [2022-02-06 16:53:40 main:574] : INFO : Epoch 1609 | loss: 0.0312062 | val_loss: 0.0312084 | Time: 4234.64 ms [2022-02-06 16:53:44 main:574] : INFO : Epoch 1610 | loss: 0.0312055 | val_loss: 0.0312081 | Time: 4360.82 ms [2022-02-06 16:53:49 main:574] : INFO : Epoch 1611 | loss: 0.0312047 | val_loss: 0.0312086 | Time: 4371.21 ms [2022-02-06 16:53:53 main:574] : INFO : Epoch 1612 | loss: 0.0312052 | val_loss: 0.0312097 | Time: 4571.15 ms [2022-02-06 16:53:57 main:574] : INFO : Epoch 1613 | loss: 0.0312048 | val_loss: 0.0312095 | Time: 4240.36 ms [2022-02-06 16:54:02 main:574] : INFO : Epoch 1614 | loss: 0.0312036 | val_loss: 0.0312077 | Time: 4443.72 ms [2022-02-06 16:54:06 main:574] : INFO : Epoch 1615 | loss: 0.0312034 | val_loss: 0.031208 | Time: 4418.76 ms [2022-02-06 16:54:11 main:574] : INFO : Epoch 1616 | loss: 0.0312028 | val_loss: 0.0312075 | Time: 4475.54 ms [2022-02-06 16:54:15 main:574] : INFO : Epoch 1617 | loss: 0.0312021 | val_loss: 0.0312075 | Time: 4257.23 ms [2022-02-06 16:54:20 main:574] : INFO : Epoch 1618 | loss: 0.0312018 | val_loss: 0.0312066 | Time: 4364.23 ms [2022-02-06 16:54:24 main:574] : INFO : Epoch 1619 | loss: 0.031201 | val_loss: 0.0312067 | Time: 4226.97 ms [2022-02-06 16:54:28 main:574] : INFO : Epoch 1620 | loss: 0.0312002 | val_loss: 0.0312066 | Time: 4342.63 ms [2022-02-06 16:54:33 main:574] : INFO : Epoch 1621 | loss: 0.0311995 | val_loss: 0.0312069 | Time: 4428.85 ms [2022-02-06 16:54:37 main:574] : INFO : Epoch 1622 | loss: 0.031201 | val_loss: 0.0312097 | Time: 4236.78 ms [2022-02-06 16:54:41 main:574] : INFO : Epoch 1623 | loss: 0.0312099 | val_loss: 0.031217 | Time: 4179.92 ms [2022-02-06 16:54:46 main:574] : INFO : Epoch 1624 | loss: 0.0312148 | val_loss: 0.0312131 | Time: 4245.82 ms [2022-02-06 16:54:50 main:574] : INFO : Epoch 1625 | loss: 0.031211 | val_loss: 0.0312148 | Time: 4483.3 ms [2022-02-06 16:54:55 main:574] : INFO : Epoch 1626 | loss: 0.0312124 | val_loss: 0.0312107 | Time: 4435.11 ms [2022-02-06 16:54:59 main:574] : INFO : Epoch 1627 | loss: 0.0312093 | val_loss: 0.0312112 | Time: 4440.33 ms [2022-02-06 16:55:04 main:574] : INFO : Epoch 1628 | loss: 0.0312087 | val_loss: 0.0312126 | Time: 4235.31 ms [2022-02-06 16:55:08 main:574] : INFO : Epoch 1629 | loss: 0.0312077 | val_loss: 0.0312116 | Time: 4379.4 ms [2022-02-06 16:55:12 main:574] : INFO : Epoch 1630 | loss: 0.0312087 | val_loss: 0.0312119 | Time: 4286.02 ms [2022-02-06 16:55:17 main:574] : INFO : Epoch 1631 | loss: 0.0312079 | val_loss: 0.0312094 | Time: 4315.76 ms [2022-02-06 16:55:21 main:574] : INFO : Epoch 1632 | loss: 0.0312055 | val_loss: 0.0312079 | Time: 4391.13 ms [2022-02-06 16:55:25 main:574] : INFO : Epoch 1633 | loss: 0.0312045 | val_loss: 0.0312081 | Time: 4132.07 ms [2022-02-06 16:55:30 main:574] : INFO : Epoch 1634 | loss: 0.0312057 | val_loss: 0.0312099 | Time: 4216.08 ms [2022-02-06 16:55:34 main:574] : INFO : Epoch 1635 | loss: 0.031205 | val_loss: 0.0312083 | Time: 4380.95 ms [2022-02-06 16:55:38 main:574] : INFO : Epoch 1636 | loss: 0.0312044 | val_loss: 0.0312098 | Time: 4168.54 ms [2022-02-06 16:55:43 main:574] : INFO : Epoch 1637 | loss: 0.0312066 | val_loss: 0.0312101 | Time: 4232.34 ms [2022-02-06 16:55:47 main:574] : INFO : Epoch 1638 | loss: 0.0312059 | val_loss: 0.0312114 | Time: 4247.44 ms [2022-02-06 16:55:51 main:574] : INFO : Epoch 1639 | loss: 0.0312049 | val_loss: 0.0312148 | Time: 4363.82 ms [2022-02-06 16:55:56 main:574] : INFO : Epoch 1640 | loss: 0.0312029 | val_loss: 0.0312074 | Time: 4373.13 ms [2022-02-06 16:56:00 main:574] : INFO : Epoch 1641 | loss: 0.0312023 | val_loss: 0.0312075 | Time: 4321.94 ms [2022-02-06 16:56:04 main:574] : INFO : Epoch 1642 | loss: 0.0312039 | val_loss: 0.0312077 | Time: 4250.33 ms [2022-02-06 16:56:09 main:574] : INFO : Epoch 1643 | loss: 0.031202 | val_loss: 0.0312077 | Time: 4203.97 ms [2022-02-06 16:56:13 main:574] : INFO : Epoch 1644 | loss: 0.0312021 | val_loss: 0.0312077 | Time: 4286.34 ms [2022-02-06 16:56:17 main:574] : INFO : Epoch 1645 | loss: 0.0312031 | val_loss: 0.0312104 | Time: 4163.2 ms [2022-02-06 16:56:22 main:574] : INFO : Epoch 1646 | loss: 0.0312034 | val_loss: 0.0312116 | Time: 4293.93 ms [2022-02-06 16:56:26 main:574] : INFO : Epoch 1647 | loss: 0.0312034 | val_loss: 0.0312082 | Time: 4305.96 ms [2022-02-06 16:56:30 main:574] : INFO : Epoch 1648 | loss: 0.0312033 | val_loss: 0.0312088 | Time: 4319.97 ms [2022-02-06 16:56:35 main:574] : INFO : Epoch 1649 | loss: 0.031202 | val_loss: 0.0312073 | Time: 4327.7 ms [2022-02-06 16:56:39 main:574] : INFO : Epoch 1650 | loss: 0.0312007 | val_loss: 0.0312088 | Time: 4430.24 ms [2022-02-06 16:56:44 main:574] : INFO : Epoch 1651 | loss: 0.0312012 | val_loss: 0.0312078 | Time: 4335.36 ms [2022-02-06 16:56:48 main:574] : INFO : Epoch 1652 | loss: 0.0312006 | val_loss: 0.0312106 | Time: 4436.05 ms [2022-02-06 16:56:53 main:574] : INFO : Epoch 1653 | loss: 0.0312003 | val_loss: 0.0312086 | Time: 4412.07 ms [2022-02-06 16:56:57 main:574] : INFO : Epoch 1654 | loss: 0.0312039 | val_loss: 0.0312122 | Time: 4440.84 ms [2022-02-06 16:57:02 main:574] : INFO : Epoch 1655 | loss: 0.0312078 | val_loss: 0.0312087 | Time: 4356.14 ms [2022-02-06 16:57:07 main:574] : INFO : Epoch 1656 | loss: 0.0312077 | val_loss: 0.0312127 | Time: 4356.51 ms [2022-02-06 16:57:11 main:574] : INFO : Epoch 1657 | loss: 0.0312078 | val_loss: 0.0312084 | Time: 4368.24 ms [2022-02-06 16:57:16 main:574] : INFO : Epoch 1658 | loss: 0.0312053 | val_loss: 0.0312094 | Time: 4443.66 ms [2022-02-06 16:57:21 main:574] : INFO : Epoch 1659 | loss: 0.0312053 | val_loss: 0.0312092 | Time: 4514.18 ms [2022-02-06 16:57:25 main:574] : INFO : Epoch 1660 | loss: 0.031204 | val_loss: 0.031207 | Time: 4418.51 ms [2022-02-06 16:57:30 main:574] : INFO : Epoch 1661 | loss: 0.0312033 | val_loss: 0.0312077 | Time: 4324.57 ms [2022-02-06 16:57:34 main:574] : INFO : Epoch 1662 | loss: 0.0312047 | val_loss: 0.0312076 | Time: 4342.34 ms [2022-02-06 16:57:38 main:574] : INFO : Epoch 1663 | loss: 0.0312034 | val_loss: 0.0312107 | Time: 4288.84 ms [2022-02-06 16:57:43 main:574] : INFO : Epoch 1664 | loss: 0.0312045 | val_loss: 0.031207 | Time: 4390.16 ms [2022-02-06 16:57:48 main:574] : INFO : Epoch 1665 | loss: 0.0312036 | val_loss: 0.0312067 | Time: 4446.58 ms [2022-02-06 16:57:52 main:574] : INFO : Epoch 1666 | loss: 0.0312021 | val_loss: 0.0312063 | Time: 4392.52 ms [2022-02-06 16:57:57 main:574] : INFO : Epoch 1667 | loss: 0.0312028 | val_loss: 0.0312081 | Time: 4478.16 ms [2022-02-06 16:58:02 main:574] : INFO : Epoch 1668 | loss: 0.0312021 | val_loss: 0.0312064 | Time: 4393.04 ms [2022-02-06 16:58:07 main:574] : INFO : Epoch 1669 | loss: 0.0312009 | val_loss: 0.0312047 | Time: 4420.8 ms [2022-02-06 16:58:11 main:574] : INFO : Epoch 1670 | loss: 0.0312014 | val_loss: 0.031206 | Time: 4344.38 ms [2022-02-06 16:58:16 main:574] : INFO : Epoch 1671 | loss: 0.0312034 | val_loss: 0.0312054 | Time: 4268.74 ms [2022-02-06 16:58:21 main:574] : INFO : Epoch 1672 | loss: 0.0312038 | val_loss: 0.0312104 | Time: 4288.16 ms [2022-02-06 16:58:25 main:574] : INFO : Epoch 1673 | loss: 0.0312064 | val_loss: 0.0312098 | Time: 4283.55 ms [2022-02-06 16:58:30 main:574] : INFO : Epoch 1674 | loss: 0.0312053 | val_loss: 0.0312072 | Time: 4326.95 ms [2022-02-06 16:58:34 main:574] : INFO : Epoch 1675 | loss: 0.031204 | val_loss: 0.0312108 | Time: 4261.01 ms [2022-02-06 16:58:38 main:574] : INFO : Epoch 1676 | loss: 0.0312062 | val_loss: 0.0312099 | Time: 4274.63 ms [2022-02-06 16:58:43 main:574] : INFO : Epoch 1677 | loss: 0.031207 | val_loss: 0.0312145 | Time: 4259.12 ms [2022-02-06 16:58:47 main:574] : INFO : Epoch 1678 | loss: 0.0312075 | val_loss: 0.0312109 | Time: 4247.22 ms [2022-02-06 16:58:52 main:574] : INFO : Epoch 1679 | loss: 0.0312096 | val_loss: 0.0312119 | Time: 4412.52 ms [2022-02-06 16:58:56 main:574] : INFO : Epoch 1680 | loss: 0.0312085 | val_loss: 0.0312128 | Time: 4333.2 ms [2022-02-06 16:59:00 main:574] : INFO : Epoch 1681 | loss: 0.0312049 | val_loss: 0.0312096 | Time: 4321.21 ms [2022-02-06 16:59:05 main:574] : INFO : Epoch 1682 | loss: 0.0312033 | val_loss: 0.03121 | Time: 4364.87 ms [2022-02-06 16:59:09 main:574] : INFO : Epoch 1683 | loss: 0.0312029 | val_loss: 0.0312096 | Time: 4280.1 ms [2022-02-06 16:59:13 main:574] : INFO : Epoch 1684 | loss: 0.0312022 | val_loss: 0.0312076 | Time: 4303 ms [2022-02-06 16:59:18 main:574] : INFO : Epoch 1685 | loss: 0.0312025 | val_loss: 0.0312077 | Time: 4340.16 ms [2022-02-06 16:59:22 main:574] : INFO : Epoch 1686 | loss: 0.0312015 | val_loss: 0.031209 | Time: 4313.57 ms [2022-02-06 16:59:27 main:574] : INFO : Epoch 1687 | loss: 0.0312016 | val_loss: 0.0312088 | Time: 4375.71 ms [2022-02-06 16:59:31 main:574] : INFO : Epoch 1688 | loss: 0.031202 | val_loss: 0.0312084 | Time: 4316.42 ms [2022-02-06 16:59:36 main:574] : INFO : Epoch 1689 | loss: 0.031201 | val_loss: 0.0312077 | Time: 4260.65 ms [2022-02-06 16:59:40 main:574] : INFO : Epoch 1690 | loss: 0.0312008 | val_loss: 0.0312078 | Time: 4360.76 ms [2022-02-06 16:59:45 main:574] : INFO : Epoch 1691 | loss: 0.0312016 | val_loss: 0.0312081 | Time: 4331.65 ms [2022-02-06 16:59:49 main:574] : INFO : Epoch 1692 | loss: 0.0312027 | val_loss: 0.031214 | Time: 4467.89 ms [2022-02-06 16:59:54 main:574] : INFO : Epoch 1693 | loss: 0.0312031 | val_loss: 0.0312072 | Time: 4381.63 ms [2022-02-06 16:59:58 main:574] : INFO : Epoch 1694 | loss: 0.0312011 | val_loss: 0.0312069 | Time: 4285.17 ms [2022-02-06 17:00:02 main:574] : INFO : Epoch 1695 | loss: 0.0312062 | val_loss: 0.0312083 | Time: 4252.41 ms [2022-02-06 17:00:07 main:574] : INFO : Epoch 1696 | loss: 0.0312039 | val_loss: 0.0312061 | Time: 4428.18 ms [2022-02-06 17:00:12 main:574] : INFO : Epoch 1697 | loss: 0.0312043 | val_loss: 0.0312076 | Time: 4665.28 ms [2022-02-06 17:00:17 main:574] : INFO : Epoch 1698 | loss: 0.0312052 | val_loss: 0.0312053 | Time: 4642.1 ms [2022-02-06 17:00:23 main:574] : INFO : Epoch 1699 | loss: 0.0312033 | val_loss: 0.0312054 | Time: 5973.91 ms [2022-02-06 17:00:29 main:574] : INFO : Epoch 1700 | loss: 0.0312023 | val_loss: 0.0312041 | Time: 6267.69 ms [2022-02-06 17:00:35 main:574] : INFO : Epoch 1701 | loss: 0.0312018 | val_loss: 0.0312056 | Time: 6153.67 ms [2022-02-06 17:00:42 main:574] : INFO : Epoch 1702 | loss: 0.0312027 | val_loss: 0.031206 | Time: 6274.38 ms [2022-02-06 17:00:48 main:574] : INFO : Epoch 1703 | loss: 0.0312013 | val_loss: 0.0312056 | Time: 6210.4 ms [2022-02-06 17:00:54 main:574] : INFO : Epoch 1704 | loss: 0.0312029 | val_loss: 0.0312086 | Time: 6324.77 ms [2022-02-06 17:01:01 main:574] : INFO : Epoch 1705 | loss: 0.0312054 | val_loss: 0.0312083 | Time: 6207.24 ms [2022-02-06 17:01:07 main:574] : INFO : Epoch 1706 | loss: 0.0312045 | val_loss: 0.0312081 | Time: 6258.35 ms [2022-02-06 17:01:13 main:574] : INFO : Epoch 1707 | loss: 0.031203 | val_loss: 0.031212 | Time: 6201.29 ms [2022-02-06 17:01:20 main:574] : INFO : Epoch 1708 | loss: 0.0312048 | val_loss: 0.0312069 | Time: 6349.97 ms [2022-02-06 17:01:26 main:574] : INFO : Epoch 1709 | loss: 0.0312048 | val_loss: 0.031206 | Time: 6296.92 ms [2022-02-06 17:01:32 main:574] : INFO : Epoch 1710 | loss: 0.0312011 | val_loss: 0.0312108 | Time: 6252.64 ms [2022-02-06 17:01:39 main:574] : INFO : Epoch 1711 | loss: 0.0312013 | val_loss: 0.0312084 | Time: 6169.24 ms [2022-02-06 17:01:45 main:574] : INFO : Epoch 1712 | loss: 0.0312012 | val_loss: 0.0312063 | Time: 6252.66 ms [2022-02-06 17:01:51 main:574] : INFO : Epoch 1713 | loss: 0.0312023 | val_loss: 0.0312114 | Time: 6417.56 ms [2022-02-06 17:01:58 main:574] : INFO : Epoch 1714 | loss: 0.0312017 | val_loss: 0.0312056 | Time: 6491.53 ms [2022-02-06 17:02:04 main:574] : INFO : Epoch 1715 | loss: 0.031201 | val_loss: 0.0312064 | Time: 6294.93 ms [2022-02-06 17:02:11 main:574] : INFO : Epoch 1716 | loss: 0.0312002 | val_loss: 0.0312117 | Time: 6418.39 ms [2022-02-06 17:02:17 main:574] : INFO : Epoch 1717 | loss: 0.0311993 | val_loss: 0.0312069 | Time: 6082.96 ms [2022-02-06 17:02:23 main:574] : INFO : Epoch 1718 | loss: 0.0311993 | val_loss: 0.031205 | Time: 6283.95 ms [2022-02-06 17:02:30 main:574] : INFO : Epoch 1719 | loss: 0.0311982 | val_loss: 0.0312051 | Time: 6394.71 ms [2022-02-06 17:02:36 main:574] : INFO : Epoch 1720 | loss: 0.0311976 | val_loss: 0.0312056 | Time: 6405.8 ms [2022-02-06 17:02:43 main:574] : INFO : Epoch 1721 | loss: 0.0312004 | val_loss: 0.0312056 | Time: 6329.59 ms [2022-02-06 17:02:49 main:574] : INFO : Epoch 1722 | loss: 0.0311984 | val_loss: 0.0312053 | Time: 6309.13 ms [2022-02-06 17:02:55 main:574] : INFO : Epoch 1723 | loss: 0.0311979 | val_loss: 0.0312048 | Time: 6163.89 ms [2022-02-06 17:03:02 main:574] : INFO : Epoch 1724 | loss: 0.031198 | val_loss: 0.0312043 | Time: 6404.06 ms [2022-02-06 17:03:08 main:574] : INFO : Epoch 1725 | loss: 0.031197 | val_loss: 0.0312066 | Time: 6393.3 ms [2022-02-06 17:03:15 main:574] : INFO : Epoch 1726 | loss: 0.0311974 | val_loss: 0.0312036 | Time: 6382.65 ms [2022-02-06 17:03:21 main:574] : INFO : Epoch 1727 | loss: 0.0311988 | val_loss: 0.0312036 | Time: 6292.8 ms [2022-02-06 17:03:28 main:574] : INFO : Epoch 1728 | loss: 0.0311988 | val_loss: 0.0312085 | Time: 6339.27 ms [2022-02-06 17:03:34 main:574] : INFO : Epoch 1729 | loss: 0.0311994 | val_loss: 0.0312044 | Time: 6370.64 ms [2022-02-06 17:03:40 main:574] : INFO : Epoch 1730 | loss: 0.0311983 | val_loss: 0.0312079 | Time: 6312.09 ms [2022-02-06 17:03:47 main:574] : INFO : Epoch 1731 | loss: 0.031198 | val_loss: 0.0312053 | Time: 6123.35 ms [2022-02-06 17:03:53 main:574] : INFO : Epoch 1732 | loss: 0.0312 | val_loss: 0.0312094 | Time: 6453.14 ms [2022-02-06 17:04:00 main:574] : INFO : Epoch 1733 | loss: 0.0312006 | val_loss: 0.0312047 | Time: 6511.56 ms [2022-02-06 17:04:06 main:574] : INFO : Epoch 1734 | loss: 0.0311997 | val_loss: 0.0312082 | Time: 6242.67 ms [2022-02-06 17:04:12 main:574] : INFO : Epoch 1735 | loss: 0.0312002 | val_loss: 0.031204 | Time: 6304.08 ms [2022-02-06 17:04:19 main:574] : INFO : Epoch 1736 | loss: 0.0311968 | val_loss: 0.0312045 | Time: 6426.47 ms [2022-02-06 17:04:25 main:574] : INFO : Epoch 1737 | loss: 0.0311982 | val_loss: 0.0312038 | Time: 6454.24 ms [2022-02-06 17:04:32 main:574] : INFO : Epoch 1738 | loss: 0.0311964 | val_loss: 0.031204 | Time: 6370.71 ms [2022-02-06 17:04:38 main:574] : INFO : Epoch 1739 | loss: 0.031196 | val_loss: 0.0312026 | Time: 6376.38 ms [2022-02-06 17:04:45 main:574] : INFO : Epoch 1740 | loss: 0.0311956 | val_loss: 0.0312034 | Time: 6433.71 ms [2022-02-06 17:04:51 main:574] : INFO : Epoch 1741 | loss: 0.0311957 | val_loss: 0.0312026 | Time: 6292.66 ms [2022-02-06 17:04:58 main:574] : INFO : Epoch 1742 | loss: 0.031196 | val_loss: 0.0312024 | Time: 6369.27 ms [2022-02-06 17:05:04 main:574] : INFO : Epoch 1743 | loss: 0.0311951 | val_loss: 0.0312032 | Time: 6337.19 ms [2022-02-06 17:05:10 main:574] : INFO : Epoch 1744 | loss: 0.0311962 | val_loss: 0.0312055 | Time: 6378.9 ms [2022-02-06 17:05:17 main:574] : INFO : Epoch 1745 | loss: 0.0311982 | val_loss: 0.0312044 | Time: 6472.26 ms [2022-02-06 17:05:24 main:574] : INFO : Epoch 1746 | loss: 0.0311958 | val_loss: 0.0312032 | Time: 6555.16 ms [2022-02-06 17:05:30 main:574] : INFO : Epoch 1747 | loss: 0.0311951 | val_loss: 0.0312016 | Time: 6456.45 ms [2022-02-06 17:05:36 main:574] : INFO : Epoch 1748 | loss: 0.0311958 | val_loss: 0.0312025 | Time: 6245.74 ms [2022-02-06 17:05:43 main:574] : INFO : Epoch 1749 | loss: 0.031199 | val_loss: 0.0312034 | Time: 6390.37 ms [2022-02-06 17:05:49 main:574] : INFO : Epoch 1750 | loss: 0.0311986 | val_loss: 0.0312046 | Time: 6353.45 ms [2022-02-06 17:05:56 main:574] : INFO : Epoch 1751 | loss: 0.0312017 | val_loss: 0.0312067 | Time: 6345.35 ms [2022-02-06 17:06:02 main:574] : INFO : Epoch 1752 | loss: 0.0312005 | val_loss: 0.0312069 | Time: 6342.63 ms [2022-02-06 17:06:09 main:574] : INFO : Epoch 1753 | loss: 0.0312005 | val_loss: 0.0312061 | Time: 6336.82 ms [2022-02-06 17:06:15 main:574] : INFO : Epoch 1754 | loss: 0.0311988 | val_loss: 0.0312035 | Time: 6334.81 ms [2022-02-06 17:06:21 main:574] : INFO : Epoch 1755 | loss: 0.0311991 | val_loss: 0.0312042 | Time: 6287.59 ms [2022-02-06 17:06:28 main:574] : INFO : Epoch 1756 | loss: 0.0311986 | val_loss: 0.031204 | Time: 6234.89 ms [2022-02-06 17:06:34 main:574] : INFO : Epoch 1757 | loss: 0.0311988 | val_loss: 0.0312039 | Time: 6493.2 ms [2022-02-06 17:06:41 main:574] : INFO : Epoch 1758 | loss: 0.0312001 | val_loss: 0.0312046 | Time: 6452.24 ms [2022-02-06 17:06:47 main:574] : INFO : Epoch 1759 | loss: 0.0312009 | val_loss: 0.0312058 | Time: 6378.69 ms [2022-02-06 17:06:54 main:574] : INFO : Epoch 1760 | loss: 0.0311999 | val_loss: 0.0312052 | Time: 6338.62 ms [2022-02-06 17:07:00 main:574] : INFO : Epoch 1761 | loss: 0.031198 | val_loss: 0.0312046 | Time: 6216.14 ms [2022-02-06 17:07:07 main:574] : INFO : Epoch 1762 | loss: 0.0311979 | val_loss: 0.031204 | Time: 6299.7 ms [2022-02-06 17:07:13 main:574] : INFO : Epoch 1763 | loss: 0.0311972 | val_loss: 0.0312047 | Time: 6299.99 ms [2022-02-06 17:07:19 main:574] : INFO : Epoch 1764 | loss: 0.0311973 | val_loss: 0.0312042 | Time: 6371.72 ms [2022-02-06 17:07:26 main:574] : INFO : Epoch 1765 | loss: 0.0311993 | val_loss: 0.0312059 | Time: 6423.05 ms [2022-02-06 17:07:32 main:574] : INFO : Epoch 1766 | loss: 0.0311986 | val_loss: 0.0312055 | Time: 6397.72 ms [2022-02-06 17:07:39 main:574] : INFO : Epoch 1767 | loss: 0.0311986 | val_loss: 0.0312088 | Time: 6200.11 ms [2022-02-06 17:07:45 main:574] : INFO : Epoch 1768 | loss: 0.0312 | val_loss: 0.0312056 | Time: 6448.47 ms [2022-02-06 17:07:52 main:574] : INFO : Epoch 1769 | loss: 0.0311992 | val_loss: 0.0312057 | Time: 6363.45 ms [2022-02-06 17:07:58 main:574] : INFO : Epoch 1770 | loss: 0.031197 | val_loss: 0.0312028 | Time: 6300.43 ms [2022-02-06 17:08:05 main:574] : INFO : Epoch 1771 | loss: 0.0311964 | val_loss: 0.031205 | Time: 6556.02 ms [2022-02-06 17:08:11 main:574] : INFO : Epoch 1772 | loss: 0.0311975 | val_loss: 0.0312052 | Time: 6373.77 ms [2022-02-06 17:08:18 main:574] : INFO : Epoch 1773 | loss: 0.0311968 | val_loss: 0.0312057 | Time: 6568.53 ms [2022-02-06 17:08:24 main:574] : INFO : Epoch 1774 | loss: 0.0311989 | val_loss: 0.0312056 | Time: 6266.92 ms [2022-02-06 17:08:30 main:574] : INFO : Epoch 1775 | loss: 0.0311971 | val_loss: 0.0312034 | Time: 6350.2 ms [2022-02-06 17:08:37 main:574] : INFO : Epoch 1776 | loss: 0.0311967 | val_loss: 0.0312045 | Time: 6318.09 ms [2022-02-06 17:08:43 main:574] : INFO : Epoch 1777 | loss: 0.0311967 | val_loss: 0.0312032 | Time: 6307.81 ms [2022-02-06 17:08:50 main:574] : INFO : Epoch 1778 | loss: 0.0311963 | val_loss: 0.0312036 | Time: 6323.66 ms [2022-02-06 17:08:56 main:574] : INFO : Epoch 1779 | loss: 0.0312026 | val_loss: 0.0312094 | Time: 6262.89 ms [2022-02-06 17:09:02 main:574] : INFO : Epoch 1780 | loss: 0.0312062 | val_loss: 0.0312076 | Time: 6252.31 ms [2022-02-06 17:09:09 main:574] : INFO : Epoch 1781 | loss: 0.0312022 | val_loss: 0.0312047 | Time: 6279.59 ms [2022-02-06 17:09:15 main:574] : INFO : Epoch 1782 | loss: 0.0312023 | val_loss: 0.0312077 | Time: 6408.18 ms [2022-02-06 17:09:22 main:574] : INFO : Epoch 1783 | loss: 0.031204 | val_loss: 0.0312066 | Time: 6436.63 ms [2022-02-06 17:09:28 main:574] : INFO : Epoch 1784 | loss: 0.0312028 | val_loss: 0.0312063 | Time: 6351.79 ms [2022-02-06 17:09:34 main:574] : INFO : Epoch 1785 | loss: 0.0312011 | val_loss: 0.031205 | Time: 6372.3 ms [2022-02-06 17:09:41 main:574] : INFO : Epoch 1786 | loss: 0.0312004 | val_loss: 0.0312046 | Time: 6511.24 ms [2022-02-06 17:09:47 main:574] : INFO : Epoch 1787 | loss: 0.0311997 | val_loss: 0.0312053 | Time: 6371.37 ms [2022-02-06 17:09:54 main:574] : INFO : Epoch 1788 | loss: 0.0312003 | val_loss: 0.031205 | Time: 6337.69 ms [2022-02-06 17:10:01 main:574] : INFO : Epoch 1789 | loss: 0.0311994 | val_loss: 0.0312043 | Time: 6408.22 ms [2022-02-06 17:10:07 main:574] : INFO : Epoch 1790 | loss: 0.0312003 | val_loss: 0.031205 | Time: 6208.86 ms [2022-02-06 17:10:13 main:574] : INFO : Epoch 1791 | loss: 0.0312006 | val_loss: 0.0312058 | Time: 6394.32 ms [2022-02-06 17:10:20 main:574] : INFO : Epoch 1792 | loss: 0.0312014 | val_loss: 0.0312043 | Time: 6360.72 ms [2022-02-06 17:10:26 main:574] : INFO : Epoch 1793 | loss: 0.0312109 | val_loss: 0.0312152 | Time: 6342.92 ms [2022-02-06 17:10:33 main:574] : INFO : Epoch 1794 | loss: 0.0312166 | val_loss: 0.0312155 | Time: 6395.03 ms [2022-02-06 17:10:39 main:574] : INFO : Epoch 1795 | loss: 0.0312158 | val_loss: 0.0312155 | Time: 6447.53 ms [2022-02-06 17:10:46 main:574] : INFO : Epoch 1796 | loss: 0.0312131 | val_loss: 0.0312149 | Time: 6421.15 ms [2022-02-06 17:10:52 main:574] : INFO : Epoch 1797 | loss: 0.0312124 | val_loss: 0.0312146 | Time: 6288.61 ms [2022-02-06 17:10:58 main:574] : INFO : Epoch 1798 | loss: 0.0312116 | val_loss: 0.0312137 | Time: 6317.58 ms [2022-02-06 17:11:05 main:574] : INFO : Epoch 1799 | loss: 0.0312098 | val_loss: 0.03121 | Time: 6329.44 ms [2022-02-06 17:11:11 main:574] : INFO : Epoch 1800 | loss: 0.0312085 | val_loss: 0.0312098 | Time: 6440.02 ms [2022-02-06 17:11:18 main:574] : INFO : Epoch 1801 | loss: 0.0312092 | val_loss: 0.0312116 | Time: 6358.66 ms [2022-02-06 17:11:24 main:574] : INFO : Epoch 1802 | loss: 0.0312111 | val_loss: 0.0312115 | Time: 6396.45 ms [2022-02-06 17:11:31 main:574] : INFO : Epoch 1803 | loss: 0.0312117 | val_loss: 0.0312149 | Time: 6347.56 ms [2022-02-06 17:11:37 main:574] : INFO : Epoch 1804 | loss: 0.0312201 | val_loss: 0.0312296 | Time: 6336.26 ms [2022-02-06 17:11:43 main:574] : INFO : Epoch 1805 | loss: 0.0330267 | val_loss: 0.0320967 | Time: 6366.29 ms [2022-02-06 17:11:50 main:574] : INFO : Epoch 1806 | loss: 0.0357465 | val_loss: 0.0328319 | Time: 6370.1 ms [2022-02-06 17:11:56 main:574] : INFO : Epoch 1807 | loss: 0.0318558 | val_loss: 0.0314509 | Time: 6218.47 ms [2022-02-06 17:12:03 main:574] : INFO : Epoch 1808 | loss: 0.0313336 | val_loss: 0.031278 | Time: 6392.51 ms [2022-02-06 17:12:09 main:574] : INFO : Epoch 1809 | loss: 0.0312471 | val_loss: 0.0312332 | Time: 6384.45 ms [2022-02-06 17:12:16 main:574] : INFO : Epoch 1810 | loss: 0.0312304 | val_loss: 0.0312267 | Time: 6390.39 ms [2022-02-06 17:12:22 main:574] : INFO : Epoch 1811 | loss: 0.0312268 | val_loss: 0.0312247 | Time: 6362.04 ms [2022-02-06 17:12:28 main:574] : INFO : Epoch 1812 | loss: 0.031225 | val_loss: 0.0312234 | Time: 6342.17 ms [2022-02-06 17:12:35 main:574] : INFO : Epoch 1813 | loss: 0.0312236 | val_loss: 0.0312225 | Time: 6547.29 ms [2022-02-06 17:12:42 main:574] : INFO : Epoch 1814 | loss: 0.0312229 | val_loss: 0.0312223 | Time: 6419.62 ms [2022-02-06 17:12:48 main:574] : INFO : Epoch 1815 | loss: 0.0312221 | val_loss: 0.031221 | Time: 6299.63 ms [2022-02-06 17:12:55 main:574] : INFO : Epoch 1816 | loss: 0.0312215 | val_loss: 0.0312206 | Time: 6486.35 ms [2022-02-06 17:13:01 main:574] : INFO : Epoch 1817 | loss: 0.0312212 | val_loss: 0.0312204 | Time: 6318.23 ms [2022-02-06 17:13:08 main:574] : INFO : Epoch 1818 | loss: 0.0312209 | val_loss: 0.0312201 | Time: 6350.95 ms [2022-02-06 17:13:14 main:574] : INFO : Epoch 1819 | loss: 0.0312205 | val_loss: 0.0312213 | Time: 6229.57 ms [2022-02-06 17:13:20 main:574] : INFO : Epoch 1820 | loss: 0.0312199 | val_loss: 0.0312195 | Time: 6519.46 ms [2022-02-06 17:13:27 main:574] : INFO : Epoch 1821 | loss: 0.0312194 | val_loss: 0.0312188 | Time: 6373 ms [2022-02-06 17:13:33 main:574] : INFO : Epoch 1822 | loss: 0.031219 | val_loss: 0.0312193 | Time: 6404.19 ms [2022-02-06 17:13:40 main:574] : INFO : Epoch 1823 | loss: 0.0312186 | val_loss: 0.0312184 | Time: 6350.32 ms [2022-02-06 17:13:46 main:574] : INFO : Epoch 1824 | loss: 0.0312187 | val_loss: 0.0312183 | Time: 6300.66 ms [2022-02-06 17:13:53 main:574] : INFO : Epoch 1825 | loss: 0.0312195 | val_loss: 0.0312178 | Time: 6426.5 ms [2022-02-06 17:13:59 main:574] : INFO : Epoch 1826 | loss: 0.0312181 | val_loss: 0.0312184 | Time: 6414.4 ms [2022-02-06 17:14:06 main:574] : INFO : Epoch 1827 | loss: 0.0312174 | val_loss: 0.0312165 | Time: 6449.9 ms [2022-02-06 17:14:12 main:574] : INFO : Epoch 1828 | loss: 0.0312168 | val_loss: 0.0312164 | Time: 6311.31 ms [2022-02-06 17:14:18 main:574] : INFO : Epoch 1829 | loss: 0.0312166 | val_loss: 0.0312158 | Time: 6293.55 ms [2022-02-06 17:14:25 main:574] : INFO : Epoch 1830 | loss: 0.0312153 | val_loss: 0.0312149 | Time: 6273.49 ms [2022-02-06 17:14:31 main:574] : INFO : Epoch 1831 | loss: 0.031215 | val_loss: 0.031214 | Time: 6484.76 ms [2022-02-06 17:14:38 main:574] : INFO : Epoch 1832 | loss: 0.0312137 | val_loss: 0.0312153 | Time: 6362.13 ms [2022-02-06 17:14:44 main:574] : INFO : Epoch 1833 | loss: 0.0312137 | val_loss: 0.0312134 | Time: 6338.89 ms [2022-02-06 17:14:50 main:574] : INFO : Epoch 1834 | loss: 0.0312133 | val_loss: 0.031214 | Time: 6222.46 ms [2022-02-06 17:14:57 main:574] : INFO : Epoch 1835 | loss: 0.0312125 | val_loss: 0.0312135 | Time: 6330.8 ms [2022-02-06 17:15:03 main:574] : INFO : Epoch 1836 | loss: 0.0312121 | val_loss: 0.0312124 | Time: 6333.02 ms [2022-02-06 17:15:10 main:574] : INFO : Epoch 1837 | loss: 0.031211 | val_loss: 0.0312121 | Time: 6452.31 ms [2022-02-06 17:15:16 main:574] : INFO : Epoch 1838 | loss: 0.0312106 | val_loss: 0.0312129 | Time: 6336.99 ms [2022-02-06 17:15:22 main:574] : INFO : Epoch 1839 | loss: 0.0312102 | val_loss: 0.0312113 | Time: 6306.02 ms [2022-02-06 17:15:29 main:574] : INFO : Epoch 1840 | loss: 0.0312097 | val_loss: 0.0312109 | Time: 6296.16 ms [2022-02-06 17:15:35 main:574] : INFO : Epoch 1841 | loss: 0.0312095 | val_loss: 0.0312106 | Time: 6431.61 ms [2022-02-06 17:15:42 main:574] : INFO : Epoch 1842 | loss: 0.0312094 | val_loss: 0.0312119 | Time: 6506.46 ms [2022-02-06 17:15:48 main:574] : INFO : Epoch 1843 | loss: 0.0312094 | val_loss: 0.0312093 | Time: 6315.13 ms [2022-02-06 17:15:55 main:574] : INFO : Epoch 1844 | loss: 0.0312079 | val_loss: 0.0312085 | Time: 6403.87 ms [2022-02-06 17:16:01 main:574] : INFO : Epoch 1845 | loss: 0.0312072 | val_loss: 0.0312095 | Time: 6361.93 ms [2022-02-06 17:16:08 main:574] : INFO : Epoch 1846 | loss: 0.0312066 | val_loss: 0.0312082 | Time: 6338.37 ms [2022-02-06 17:16:14 main:574] : INFO : Epoch 1847 | loss: 0.031207 | val_loss: 0.0312087 | Time: 6376.49 ms [2022-02-06 17:16:21 main:574] : INFO : Epoch 1848 | loss: 0.0312065 | val_loss: 0.0312075 | Time: 6447.43 ms [2022-02-06 17:16:27 main:574] : INFO : Epoch 1849 | loss: 0.0312059 | val_loss: 0.0312067 | Time: 6383.01 ms [2022-02-06 17:16:33 main:574] : INFO : Epoch 1850 | loss: 0.0312051 | val_loss: 0.0312063 | Time: 6324.88 ms [2022-02-06 17:16:40 main:574] : INFO : Epoch 1851 | loss: 0.0312048 | val_loss: 0.0312064 | Time: 6217.2 ms [2022-02-06 17:16:46 main:574] : INFO : Epoch 1852 | loss: 0.0312047 | val_loss: 0.0312062 | Time: 6309.62 ms [2022-02-06 17:16:52 main:574] : INFO : Epoch 1853 | loss: 0.0312046 | val_loss: 0.0312051 | Time: 6302.99 ms [2022-02-06 17:16:59 main:574] : INFO : Epoch 1854 | loss: 0.0312038 | val_loss: 0.0312055 | Time: 6375.92 ms [2022-02-06 17:17:05 main:574] : INFO : Epoch 1855 | loss: 0.031204 | val_loss: 0.0312051 | Time: 6375.52 ms [2022-02-06 17:17:12 main:574] : INFO : Epoch 1856 | loss: 0.0312037 | val_loss: 0.0312056 | Time: 6304.81 ms [2022-02-06 17:17:18 main:574] : INFO : Epoch 1857 | loss: 0.031204 | val_loss: 0.031206 | Time: 6329.95 ms [2022-02-06 17:17:25 main:574] : INFO : Epoch 1858 | loss: 0.0312035 | val_loss: 0.0312069 | Time: 6336.7 ms [2022-02-06 17:17:31 main:574] : INFO : Epoch 1859 | loss: 0.0312035 | val_loss: 0.0312058 | Time: 6479.98 ms [2022-02-06 17:17:37 main:574] : INFO : Epoch 1860 | loss: 0.031203 | val_loss: 0.0312056 | Time: 6219.9 ms [2022-02-06 17:17:44 main:574] : INFO : Epoch 1861 | loss: 0.0312045 | val_loss: 0.0312051 | Time: 6310.17 ms [2022-02-06 17:17:50 main:574] : INFO : Epoch 1862 | loss: 0.031206 | val_loss: 0.0312062 | Time: 6375.44 ms [2022-02-06 17:17:57 main:574] : INFO : Epoch 1863 | loss: 0.0312039 | val_loss: 0.0312038 | Time: 6300.88 ms [2022-02-06 17:18:03 main:574] : INFO : Epoch 1864 | loss: 0.0312032 | val_loss: 0.0312043 | Time: 6471.46 ms [2022-02-06 17:18:10 main:574] : INFO : Epoch 1865 | loss: 0.0312027 | val_loss: 0.0312041 | Time: 6358.28 ms [2022-02-06 17:18:16 main:574] : INFO : Epoch 1866 | loss: 0.0312026 | val_loss: 0.0312041 | Time: 6369.99 ms [2022-02-06 17:18:22 main:574] : INFO : Epoch 1867 | loss: 0.0312027 | val_loss: 0.0312037 | Time: 6322.5 ms [2022-02-06 17:18:29 main:574] : INFO : Epoch 1868 | loss: 0.0312021 | val_loss: 0.0312034 | Time: 6337.7 ms [2022-02-06 17:18:35 main:574] : INFO : Epoch 1869 | loss: 0.0312018 | val_loss: 0.0312027 | Time: 6444.48 ms [2022-02-06 17:18:42 main:574] : INFO : Epoch 1870 | loss: 0.0312017 | val_loss: 0.0312035 | Time: 6301.08 ms [2022-02-06 17:18:48 main:574] : INFO : Epoch 1871 | loss: 0.031202 | val_loss: 0.0312043 | Time: 6532.93 ms [2022-02-06 17:18:55 main:574] : INFO : Epoch 1872 | loss: 0.0312026 | val_loss: 0.0312059 | Time: 6441.89 ms [2022-02-06 17:19:01 main:574] : INFO : Epoch 1873 | loss: 0.0312017 | val_loss: 0.0312028 | Time: 6193 ms [2022-02-06 17:19:07 main:574] : INFO : Epoch 1874 | loss: 0.031202 | val_loss: 0.0312033 | Time: 6278.69 ms [2022-02-06 17:19:14 main:574] : INFO : Epoch 1875 | loss: 0.0312008 | val_loss: 0.0312037 | Time: 6423.61 ms [2022-02-06 17:19:20 main:574] : INFO : Epoch 1876 | loss: 0.0312017 | val_loss: 0.0312056 | Time: 6415.7 ms [2022-02-06 17:19:27 main:574] : INFO : Epoch 1877 | loss: 0.0312033 | val_loss: 0.0312081 | Time: 6263.12 ms [2022-02-06 17:19:33 main:574] : INFO : Epoch 1878 | loss: 0.031205 | val_loss: 0.0312057 | Time: 6503.37 ms [2022-02-06 17:19:40 main:574] : INFO : Epoch 1879 | loss: 0.0312037 | val_loss: 0.031205 | Time: 6290.1 ms [2022-02-06 17:19:46 main:574] : INFO : Epoch 1880 | loss: 0.0312028 | val_loss: 0.0312037 | Time: 6343.99 ms [2022-02-06 17:19:53 main:574] : INFO : Epoch 1881 | loss: 0.0312025 | val_loss: 0.0312037 | Time: 6419.08 ms [2022-02-06 17:19:59 main:574] : INFO : Epoch 1882 | loss: 0.0312025 | val_loss: 0.0312036 | Time: 6320.3 ms [2022-02-06 17:20:06 main:574] : INFO : Epoch 1883 | loss: 0.0312015 | val_loss: 0.0312037 | Time: 6399.59 ms [2022-02-06 17:20:13 main:574] : INFO : Epoch 1884 | loss: 0.0312018 | val_loss: 0.0312035 | Time: 6391.35 ms [2022-02-06 17:20:20 main:574] : INFO : Epoch 1885 | loss: 0.0312016 | val_loss: 0.0312125 | Time: 6482.77 ms [2022-02-06 17:20:26 main:574] : INFO : Epoch 1886 | loss: 0.0312051 | val_loss: 0.0312053 | Time: 6336.13 ms [2022-02-06 17:20:33 main:574] : INFO : Epoch 1887 | loss: 0.0312032 | val_loss: 0.0312051 | Time: 6346.04 ms [2022-02-06 17:20:39 main:574] : INFO : Epoch 1888 | loss: 0.0312017 | val_loss: 0.0312048 | Time: 6393.43 ms [2022-02-06 17:20:46 main:574] : INFO : Epoch 1889 | loss: 0.0312005 | val_loss: 0.0312037 | Time: 6339.22 ms [2022-02-06 17:20:52 main:574] : INFO : Epoch 1890 | loss: 0.031202 | val_loss: 0.0312073 | Time: 6301.94 ms [2022-02-06 17:20:59 main:574] : INFO : Epoch 1891 | loss: 0.0312012 | val_loss: 0.0312045 | Time: 6202.58 ms [2022-02-06 17:21:06 main:574] : INFO : Epoch 1892 | loss: 0.0312004 | val_loss: 0.0312042 | Time: 6484.78 ms [2022-02-06 17:21:12 main:574] : INFO : Epoch 1893 | loss: 0.0312024 | val_loss: 0.0312045 | Time: 6275.16 ms [2022-02-06 17:21:19 main:574] : INFO : Epoch 1894 | loss: 0.0312026 | val_loss: 0.0312031 | Time: 6289.75 ms [2022-02-06 17:21:26 main:574] : INFO : Epoch 1895 | loss: 0.0312003 | val_loss: 0.0312025 | Time: 6332.65 ms [2022-02-06 17:21:33 main:574] : INFO : Epoch 1896 | loss: 0.0312002 | val_loss: 0.0312031 | Time: 6346.47 ms [2022-02-06 17:21:40 main:574] : INFO : Epoch 1897 | loss: 0.031199 | val_loss: 0.0312014 | Time: 6363.66 ms [2022-02-06 17:21:47 main:574] : INFO : Epoch 1898 | loss: 0.0311994 | val_loss: 0.0312028 | Time: 6422.15 ms [2022-02-06 17:21:52 main:574] : INFO : Epoch 1899 | loss: 0.031198 | val_loss: 0.0312041 | Time: 5468.96 ms [2022-02-06 17:21:59 main:574] : INFO : Epoch 1900 | loss: 0.0311981 | val_loss: 0.0312017 | Time: 6270.36 ms [2022-02-06 17:22:05 main:574] : INFO : Epoch 1901 | loss: 0.0311983 | val_loss: 0.0312021 | Time: 6437.97 ms [2022-02-06 17:22:12 main:574] : INFO : Epoch 1902 | loss: 0.0311977 | val_loss: 0.0312023 | Time: 6219.84 ms [2022-02-06 17:22:18 main:574] : INFO : Epoch 1903 | loss: 0.0311995 | val_loss: 0.0312032 | Time: 6358.58 ms [2022-02-06 17:22:25 main:574] : INFO : Epoch 1904 | loss: 0.0311982 | val_loss: 0.0312016 | Time: 6438.26 ms [2022-02-06 17:22:31 main:574] : INFO : Epoch 1905 | loss: 0.0311976 | val_loss: 0.031202 | Time: 6316.24 ms [2022-02-06 17:22:38 main:574] : INFO : Epoch 1906 | loss: 0.0311982 | val_loss: 0.0312018 | Time: 6330.76 ms [2022-02-06 17:22:44 main:574] : INFO : Epoch 1907 | loss: 0.0311977 | val_loss: 0.0312018 | Time: 6415.8 ms [2022-02-06 17:22:51 main:574] : INFO : Epoch 1908 | loss: 0.0311977 | val_loss: 0.0312013 | Time: 6339.11 ms [2022-02-06 17:22:57 main:574] : INFO : Epoch 1909 | loss: 0.0311966 | val_loss: 0.0312006 | Time: 6425.15 ms [2022-02-06 17:23:04 main:574] : INFO : Epoch 1910 | loss: 0.0312021 | val_loss: 0.0312072 | Time: 6355.01 ms [2022-02-06 17:23:10 main:574] : INFO : Epoch 1911 | loss: 0.0311983 | val_loss: 0.0312016 | Time: 6420.73 ms [2022-02-06 17:23:17 main:574] : INFO : Epoch 1912 | loss: 0.0311972 | val_loss: 0.0312004 | Time: 6324.69 ms [2022-02-06 17:23:23 main:574] : INFO : Epoch 1913 | loss: 0.0311965 | val_loss: 0.0312002 | Time: 6396.92 ms [2022-02-06 17:23:30 main:574] : INFO : Epoch 1914 | loss: 0.0311956 | val_loss: 0.0312 | Time: 6397.49 ms [2022-02-06 17:23:36 main:574] : INFO : Epoch 1915 | loss: 0.0311957 | val_loss: 0.0312009 | Time: 6347.35 ms [2022-02-06 17:23:43 main:574] : INFO : Epoch 1916 | loss: 0.0311962 | val_loss: 0.0312009 | Time: 6379.47 ms [2022-02-06 17:23:49 main:574] : INFO : Epoch 1917 | loss: 0.0311972 | val_loss: 0.0312007 | Time: 6313.37 ms [2022-02-06 17:23:55 main:574] : INFO : Epoch 1918 | loss: 0.031199 | val_loss: 0.0312041 | Time: 6392.85 ms [2022-02-06 17:24:02 main:574] : INFO : Epoch 1919 | loss: 0.0312004 | val_loss: 0.0312026 | Time: 6359.62 ms [2022-02-06 17:24:08 main:574] : INFO : Epoch 1920 | loss: 0.0311985 | val_loss: 0.0312021 | Time: 6339.64 ms [2022-02-06 17:24:15 main:574] : INFO : Epoch 1921 | loss: 0.0311979 | val_loss: 0.031203 | Time: 6288.69 ms [2022-02-06 17:24:21 main:574] : INFO : Epoch 1922 | loss: 0.0311978 | val_loss: 0.0312026 | Time: 6309.28 ms [2022-02-06 17:24:28 main:574] : INFO : Epoch 1923 | loss: 0.0311978 | val_loss: 0.0312048 | Time: 6390.34 ms [2022-02-06 17:24:34 main:574] : INFO : Epoch 1924 | loss: 0.0311988 | val_loss: 0.0312017 | Time: 6446.95 ms [2022-02-06 17:24:40 main:574] : INFO : Epoch 1925 | loss: 0.0311966 | val_loss: 0.0312023 | Time: 6341.28 ms [2022-02-06 17:24:47 main:574] : INFO : Epoch 1926 | loss: 0.0311965 | val_loss: 0.0312013 | Time: 6369.79 ms [2022-02-06 17:24:53 main:574] : INFO : Epoch 1927 | loss: 0.0311965 | val_loss: 0.031202 | Time: 6264 ms [2022-02-06 17:25:00 main:574] : INFO : Epoch 1928 | loss: 0.0311965 | val_loss: 0.0312025 | Time: 6271.13 ms [2022-02-06 17:25:06 main:574] : INFO : Epoch 1929 | loss: 0.0311972 | val_loss: 0.031204 | Time: 6291.11 ms [2022-02-06 17:25:12 main:574] : INFO : Epoch 1930 | loss: 0.0311972 | val_loss: 0.0312014 | Time: 6300.49 ms [2022-02-06 17:25:19 main:574] : INFO : Epoch 1931 | loss: 0.0311963 | val_loss: 0.0312018 | Time: 6479.34 ms [2022-02-06 17:25:25 main:574] : INFO : Epoch 1932 | loss: 0.0311956 | val_loss: 0.0312062 | Time: 6263.07 ms [2022-02-06 17:25:32 main:574] : INFO : Epoch 1933 | loss: 0.0311998 | val_loss: 0.0312109 | Time: 6502.58 ms [2022-02-06 17:25:39 main:574] : INFO : Epoch 1934 | loss: 0.031197 | val_loss: 0.0312034 | Time: 6577.13 ms [2022-02-06 17:25:45 main:574] : INFO : Epoch 1935 | loss: 0.0311959 | val_loss: 0.0312009 | Time: 6489.86 ms [2022-02-06 17:25:52 main:574] : INFO : Epoch 1936 | loss: 0.0311959 | val_loss: 0.0312021 | Time: 6494.58 ms [2022-02-06 17:25:58 main:574] : INFO : Epoch 1937 | loss: 0.0311951 | val_loss: 0.0312015 | Time: 6316.37 ms [2022-02-06 17:26:04 main:574] : INFO : Epoch 1938 | loss: 0.0311947 | val_loss: 0.0312005 | Time: 6296.95 ms [2022-02-06 17:26:11 main:574] : INFO : Epoch 1939 | loss: 0.0311951 | val_loss: 0.0312013 | Time: 6325.73 ms [2022-02-06 17:26:17 main:574] : INFO : Epoch 1940 | loss: 0.0311953 | val_loss: 0.0312027 | Time: 6519.98 ms [2022-02-06 17:26:24 main:574] : INFO : Epoch 1941 | loss: 0.0311966 | val_loss: 0.0312026 | Time: 6378.46 ms [2022-02-06 17:26:30 main:574] : INFO : Epoch 1942 | loss: 0.0311949 | val_loss: 0.0312008 | Time: 6458.81 ms [2022-02-06 17:26:37 main:574] : INFO : Epoch 1943 | loss: 0.0311941 | val_loss: 0.0312006 | Time: 6490.81 ms [2022-02-06 17:26:43 main:574] : INFO : Epoch 1944 | loss: 0.0311955 | val_loss: 0.0312016 | Time: 6270.15 ms [2022-02-06 17:26:50 main:574] : INFO : Epoch 1945 | loss: 0.0312005 | val_loss: 0.0312028 | Time: 6394.95 ms [2022-02-06 17:26:56 main:574] : INFO : Epoch 1946 | loss: 0.0312016 | val_loss: 0.0312033 | Time: 6592.59 ms [2022-02-06 17:27:03 main:574] : INFO : Epoch 1947 | loss: 0.0312014 | val_loss: 0.0312002 | Time: 6344.86 ms [2022-02-06 17:27:09 main:574] : INFO : Epoch 1948 | loss: 0.0312022 | val_loss: 0.0312013 | Time: 6445.53 ms [2022-02-06 17:27:16 main:574] : INFO : Epoch 1949 | loss: 0.0312028 | val_loss: 0.0312044 | Time: 6581.03 ms [2022-02-06 17:27:23 main:574] : INFO : Epoch 1950 | loss: 0.031199 | val_loss: 0.0312034 | Time: 6484.05 ms [2022-02-06 17:27:29 main:574] : INFO : Epoch 1951 | loss: 0.0311985 | val_loss: 0.0312026 | Time: 6470.15 ms [2022-02-06 17:27:36 main:574] : INFO : Epoch 1952 | loss: 0.0311998 | val_loss: 0.0312075 | Time: 6433.6 ms [2022-02-06 17:27:42 main:574] : INFO : Epoch 1953 | loss: 0.0311989 | val_loss: 0.0311997 | Time: 6417.26 ms [2022-02-06 17:27:49 main:574] : INFO : Epoch 1954 | loss: 0.0311972 | val_loss: 0.0312 | Time: 6413.98 ms [2022-02-06 17:27:55 main:574] : INFO : Epoch 1955 | loss: 0.0311973 | val_loss: 0.0311986 | Time: 6419.64 ms [2022-02-06 17:28:02 main:574] : INFO : Epoch 1956 | loss: 0.0311964 | val_loss: 0.0311986 | Time: 6460.45 ms [2022-02-06 17:28:08 main:574] : INFO : Epoch 1957 | loss: 0.0311985 | val_loss: 0.0312012 | Time: 6318.98 ms [2022-02-06 17:28:14 main:574] : INFO : Epoch 1958 | loss: 0.0312026 | val_loss: 0.0312007 | Time: 6350.58 ms [2022-02-06 17:28:21 main:574] : INFO : Epoch 1959 | loss: 0.0312003 | val_loss: 0.0312045 | Time: 6343.54 ms [2022-02-06 17:28:27 main:574] : INFO : Epoch 1960 | loss: 0.0311993 | val_loss: 0.0312011 | Time: 6299.9 ms [2022-02-06 17:28:34 main:574] : INFO : Epoch 1961 | loss: 0.031197 | val_loss: 0.0311975 | Time: 6479.58 ms [2022-02-06 17:28:40 main:574] : INFO : Epoch 1962 | loss: 0.0311958 | val_loss: 0.0311979 | Time: 6333.1 ms [2022-02-06 17:28:47 main:574] : INFO : Epoch 1963 | loss: 0.0311972 | val_loss: 0.0311984 | Time: 6407.97 ms [2022-02-06 17:28:53 main:574] : INFO : Epoch 1964 | loss: 0.0311958 | val_loss: 0.0312004 | Time: 6360.16 ms [2022-02-06 17:29:00 main:574] : INFO : Epoch 1965 | loss: 0.0311957 | val_loss: 0.0311993 | Time: 6523.18 ms [2022-02-06 17:29:06 main:574] : INFO : Epoch 1966 | loss: 0.0311981 | val_loss: 0.0311975 | Time: 6361.62 ms [2022-02-06 17:29:12 main:574] : INFO : Epoch 1967 | loss: 0.0311961 | val_loss: 0.0312008 | Time: 6312.68 ms [2022-02-06 17:29:19 main:574] : INFO : Epoch 1968 | loss: 0.0311969 | val_loss: 0.0311979 | Time: 6361.56 ms [2022-02-06 17:29:25 main:574] : INFO : Epoch 1969 | loss: 0.0311953 | val_loss: 0.0311976 | Time: 6369.98 ms [2022-02-06 17:29:32 main:574] : INFO : Epoch 1970 | loss: 0.0311947 | val_loss: 0.0311975 | Time: 6424.85 ms [2022-02-06 17:29:38 main:574] : INFO : Epoch 1971 | loss: 0.0311947 | val_loss: 0.0312003 | Time: 6475.04 ms [2022-02-06 17:29:45 main:574] : INFO : Epoch 1972 | loss: 0.0311957 | val_loss: 0.0311976 | Time: 6523.97 ms [2022-02-06 17:29:51 main:574] : INFO : Epoch 1973 | loss: 0.0311964 | val_loss: 0.0311974 | Time: 6214.08 ms [2022-02-06 17:29:58 main:574] : INFO : Epoch 1974 | loss: 0.0311979 | val_loss: 0.0311986 | Time: 6273.43 ms [2022-02-06 17:30:05 main:574] : INFO : Epoch 1975 | loss: 0.0311989 | val_loss: 0.0312012 | Time: 6494.82 ms [2022-02-06 17:30:11 main:574] : INFO : Epoch 1976 | loss: 0.0311955 | val_loss: 0.0311998 | Time: 6361.38 ms [2022-02-06 17:30:18 main:574] : INFO : Epoch 1977 | loss: 0.0311951 | val_loss: 0.0311973 | Time: 6467.2 ms [2022-02-06 17:30:25 main:574] : INFO : Epoch 1978 | loss: 0.0311954 | val_loss: 0.0311987 | Time: 6414.71 ms [2022-02-06 17:30:31 main:574] : INFO : Epoch 1979 | loss: 0.0311946 | val_loss: 0.0312002 | Time: 6473.05 ms [2022-02-06 17:30:38 main:574] : INFO : Epoch 1980 | loss: 0.0311957 | val_loss: 0.0311979 | Time: 6310.75 ms [2022-02-06 17:30:44 main:574] : INFO : Epoch 1981 | loss: 0.0311943 | val_loss: 0.0311986 | Time: 6457.87 ms [2022-02-06 17:30:51 main:574] : INFO : Epoch 1982 | loss: 0.0311952 | val_loss: 0.0311979 | Time: 6434.36 ms [2022-02-06 17:30:57 main:574] : INFO : Epoch 1983 | loss: 0.0311942 | val_loss: 0.0311982 | Time: 6324.91 ms [2022-02-06 17:31:03 main:574] : INFO : Epoch 1984 | loss: 0.0311941 | val_loss: 0.0311982 | Time: 6330.24 ms [2022-02-06 17:31:10 main:574] : INFO : Epoch 1985 | loss: 0.0311941 | val_loss: 0.0311971 | Time: 6420.35 ms [2022-02-06 17:31:16 main:574] : INFO : Epoch 1986 | loss: 0.0311958 | val_loss: 0.0312053 | Time: 6367.38 ms [2022-02-06 17:31:23 main:574] : INFO : Epoch 1987 | loss: 0.0311958 | val_loss: 0.0311972 | Time: 6323.67 ms [2022-02-06 17:31:29 main:574] : INFO : Epoch 1988 | loss: 0.0311935 | val_loss: 0.0311968 | Time: 6459.93 ms [2022-02-06 17:31:36 main:574] : INFO : Epoch 1989 | loss: 0.031194 | val_loss: 0.0311984 | Time: 6453.94 ms [2022-02-06 17:31:42 main:574] : INFO : Epoch 1990 | loss: 0.0311941 | val_loss: 0.0311987 | Time: 6251.78 ms [2022-02-06 17:31:49 main:574] : INFO : Epoch 1991 | loss: 0.0311945 | val_loss: 0.0311964 | Time: 6506.43 ms [2022-02-06 17:31:55 main:574] : INFO : Epoch 1992 | loss: 0.0311944 | val_loss: 0.0311972 | Time: 6298.48 ms [2022-02-06 17:32:02 main:574] : INFO : Epoch 1993 | loss: 0.0311966 | val_loss: 0.0311984 | Time: 6494.7 ms [2022-02-06 17:32:08 main:574] : INFO : Epoch 1994 | loss: 0.0311974 | val_loss: 0.0311999 | Time: 6402.92 ms [2022-02-06 17:32:15 main:574] : INFO : Epoch 1995 | loss: 0.0311979 | val_loss: 0.0312012 | Time: 6406.42 ms [2022-02-06 17:32:21 main:574] : INFO : Epoch 1996 | loss: 0.031199 | val_loss: 0.0312 | Time: 6312.75 ms [2022-02-06 17:32:27 main:574] : INFO : Epoch 1997 | loss: 0.0312028 | val_loss: 0.0312085 | Time: 6359.83 ms [2022-02-06 17:32:34 main:574] : INFO : Epoch 1998 | loss: 0.0312033 | val_loss: 0.0312052 | Time: 6467.45 ms [2022-02-06 17:32:40 main:574] : INFO : Epoch 1999 | loss: 0.0312013 | val_loss: 0.0312018 | Time: 6308.88 ms [2022-02-06 17:32:47 main:574] : INFO : Epoch 2000 | loss: 0.0312003 | val_loss: 0.0312022 | Time: 6387.66 ms [2022-02-06 17:32:53 main:574] : INFO : Epoch 2001 | loss: 0.0311982 | val_loss: 0.031201 | Time: 6378.85 ms [2022-02-06 17:33:00 main:574] : INFO : Epoch 2002 | loss: 0.0311983 | val_loss: 0.0311995 | Time: 6337.68 ms [2022-02-06 17:33:06 main:574] : INFO : Epoch 2003 | loss: 0.0312036 | val_loss: 0.0312072 | Time: 6346.2 ms [2022-02-06 17:33:13 main:574] : INFO : Epoch 2004 | loss: 0.0312043 | val_loss: 0.0312022 | Time: 6442.12 ms [2022-02-06 17:33:19 main:574] : INFO : Epoch 2005 | loss: 0.0312004 | val_loss: 0.0312011 | Time: 6432.16 ms [2022-02-06 17:33:26 main:574] : INFO : Epoch 2006 | loss: 0.0311992 | val_loss: 0.0312015 | Time: 6252.1 ms [2022-02-06 17:33:32 main:574] : INFO : Epoch 2007 | loss: 0.0311979 | val_loss: 0.0312003 | Time: 6425.79 ms [2022-02-06 17:33:39 main:574] : INFO : Epoch 2008 | loss: 0.031198 | val_loss: 0.0312003 | Time: 6482.58 ms [2022-02-06 17:33:45 main:574] : INFO : Epoch 2009 | loss: 0.0311975 | val_loss: 0.0312011 | Time: 6283.62 ms [2022-02-06 17:33:52 main:574] : INFO : Epoch 2010 | loss: 0.0311971 | val_loss: 0.0311999 | Time: 6579.37 ms [2022-02-06 17:33:58 main:574] : INFO : Epoch 2011 | loss: 0.0311974 | val_loss: 0.0311994 | Time: 6436.08 ms [2022-02-06 17:34:05 main:574] : INFO : Epoch 2012 | loss: 0.0311959 | val_loss: 0.0311998 | Time: 6354.74 ms [2022-02-06 17:34:11 main:574] : INFO : Epoch 2013 | loss: 0.031197 | val_loss: 0.0312001 | Time: 6340.98 ms [2022-02-06 17:34:18 main:574] : INFO : Epoch 2014 | loss: 0.0311967 | val_loss: 0.0311998 | Time: 6389.92 ms [2022-02-06 17:34:24 main:574] : INFO : Epoch 2015 | loss: 0.0311972 | val_loss: 0.0312001 | Time: 6215.41 ms [2022-02-06 17:34:30 main:574] : INFO : Epoch 2016 | loss: 0.0311955 | val_loss: 0.0312007 | Time: 6276.86 ms [2022-02-06 17:34:37 main:574] : INFO : Epoch 2017 | loss: 0.0311948 | val_loss: 0.0312003 | Time: 6394.78 ms [2022-02-06 17:34:43 main:574] : INFO : Epoch 2018 | loss: 0.0311942 | val_loss: 0.0312006 | Time: 6275.52 ms [2022-02-06 17:34:49 main:574] : INFO : Epoch 2019 | loss: 0.0311959 | val_loss: 0.0312143 | Time: 6286.9 ms [2022-02-06 17:34:56 main:574] : INFO : Epoch 2020 | loss: 0.0312033 | val_loss: 0.0312121 | Time: 6344.46 ms [2022-02-06 17:35:02 main:574] : INFO : Epoch 2021 | loss: 0.0311989 | val_loss: 0.0312014 | Time: 6484.58 ms [2022-02-06 17:35:09 main:574] : INFO : Epoch 2022 | loss: 0.0311969 | val_loss: 0.0311996 | Time: 6607.81 ms [2022-02-06 17:35:16 main:574] : INFO : Epoch 2023 | loss: 0.0311944 | val_loss: 0.0311998 | Time: 6383.43 ms [2022-02-06 17:35:22 main:574] : INFO : Epoch 2024 | loss: 0.0311943 | val_loss: 0.0312025 | Time: 6504.67 ms [2022-02-06 17:35:28 main:574] : INFO : Epoch 2025 | loss: 0.0311946 | val_loss: 0.0311996 | Time: 6213.6 ms [2022-02-06 17:35:35 main:574] : INFO : Epoch 2026 | loss: 0.031193 | val_loss: 0.0312002 | Time: 6456.5 ms [2022-02-06 17:35:41 main:574] : INFO : Epoch 2027 | loss: 0.0311934 | val_loss: 0.0312016 | Time: 6236.12 ms [2022-02-06 17:35:48 main:574] : INFO : Epoch 2028 | loss: 0.0311928 | val_loss: 0.0312001 | Time: 6393.5 ms [2022-02-06 17:35:54 main:574] : INFO : Epoch 2029 | loss: 0.0311934 | val_loss: 0.0311989 | Time: 6402.75 ms [2022-02-06 17:36:01 main:574] : INFO : Epoch 2030 | loss: 0.0311943 | val_loss: 0.0312008 | Time: 6285.25 ms [2022-02-06 17:36:07 main:574] : INFO : Epoch 2031 | loss: 0.0311942 | val_loss: 0.0311997 | Time: 6547.71 ms [2022-02-06 17:36:14 main:574] : INFO : Epoch 2032 | loss: 0.0311944 | val_loss: 0.0312001 | Time: 6475.6 ms [2022-02-06 17:36:20 main:574] : INFO : Epoch 2033 | loss: 0.0311944 | val_loss: 0.0312004 | Time: 6241.44 ms [2022-02-06 17:36:27 main:574] : INFO : Epoch 2034 | loss: 0.0311946 | val_loss: 0.0312024 | Time: 6445.02 ms [2022-02-06 17:36:33 main:574] : INFO : Epoch 2035 | loss: 0.0311945 | val_loss: 0.0312 | Time: 6282.57 ms [2022-02-06 17:36:40 main:574] : INFO : Epoch 2036 | loss: 0.0311956 | val_loss: 0.0312001 | Time: 6683.28 ms [2022-02-06 17:36:46 main:574] : INFO : Epoch 2037 | loss: 0.0311942 | val_loss: 0.0311995 | Time: 6422.05 ms [2022-02-06 17:36:52 main:574] : INFO : Epoch 2038 | loss: 0.0311941 | val_loss: 0.0312024 | Time: 6303.96 ms [2022-02-06 17:36:59 main:574] : INFO : Epoch 2039 | loss: 0.0311972 | val_loss: 0.031201 | Time: 6522.08 ms [2022-02-06 17:37:06 main:574] : INFO : Epoch 2040 | loss: 0.0311935 | val_loss: 0.0312022 | Time: 6513.91 ms [2022-02-06 17:37:12 main:574] : INFO : Epoch 2041 | loss: 0.0311948 | val_loss: 0.031201 | Time: 6444.09 ms [2022-02-06 17:37:19 main:574] : INFO : Epoch 2042 | loss: 0.0311934 | val_loss: 0.0312005 | Time: 6378.65 ms [2022-02-06 17:37:25 main:574] : INFO : Epoch 2043 | loss: 0.0311922 | val_loss: 0.0311995 | Time: 6372.66 ms [2022-02-06 17:37:32 main:574] : INFO : Epoch 2044 | loss: 0.0311915 | val_loss: 0.0311991 | Time: 6318.38 ms [2022-02-06 17:37:38 main:574] : INFO : Epoch 2045 | loss: 0.0311917 | val_loss: 0.0311992 | Time: 6402.13 ms [2022-02-06 17:37:44 main:574] : INFO : Epoch 2046 | loss: 0.0311927 | val_loss: 0.0312002 | Time: 6216 ms [2022-02-06 17:37:51 main:574] : INFO : Epoch 2047 | loss: 0.0311948 | val_loss: 0.0312016 | Time: 6388.4 ms [2022-02-06 17:37:57 main:574] : INFO : Epoch 2048 | loss: 0.0311925 | val_loss: 0.0311998 | Time: 6332.48 ms [2022-02-06 17:37:57 main:597] : INFO : Saving trained model to model-final.pt, val_loss 0.0311998 [2022-02-06 17:37:57 main:603] : INFO : Saving end state to config to file [2022-02-06 17:37:58 main:608] : INFO : Success, exiting.. 17:37:58 (18620): 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)