diff --git a/.gitattributes b/.gitattributes
index 2803c07..6582d0b 100644
--- a/.gitattributes
+++ b/.gitattributes
@@ -2,3 +2,5 @@
 *.webm filter=lfs diff=lfs merge=lfs -text
 *.jpg filter=lfs diff=lfs merge=lfs -text
 *.pt filter=lfs diff=lfs merge=lfs -text
+*.pth filter=lfs diff=lfs merge=lfs -text
+*.png filter=lfs diff=lfs merge=lfs -text
diff --git a/docs/mid-project.odp b/docs/mid-project.odp
new file mode 100644
index 0000000..c2e4eab
Binary files /dev/null and b/docs/mid-project.odp differ
diff --git a/src/__init__.py b/src/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/src/autophotographer/dataset.py b/src/autophotographer/dataset.py
index 5114978..f26e52c 100644
--- a/src/autophotographer/dataset.py
+++ b/src/autophotographer/dataset.py
@@ -8,7 +8,7 @@ import numpy as np
 from sklearn.model_selection import train_test_split
 import cv2
 from pathlib import Path
-import config
+from . import config
 from torchvision import transforms
 import torch
 from torch.utils.data import DataLoader
diff --git a/src/autophotographer/model.py b/src/autophotographer/model.py
index 1824fc4..53794e5 100644
--- a/src/autophotographer/model.py
+++ b/src/autophotographer/model.py
@@ -71,7 +71,7 @@ model.fc = nn.Linear(modelOutputFeatures, 1)
 model = model.to(config.DEVICE)
 
 # initialize loss function and optimizer
-lossFunction = nn.L1Loss()
+lossFunction = nn.L1Loss() #  mean absolute error
 optimizer = torch.optim.Adam(model.fc.parameters(), lr=config.LR)
 
 
diff --git a/src/output/21-03-2022/model.pth b/src/output/21-03-2022/model.pth
new file mode 100644
index 0000000..8ddc489
--- /dev/null
+++ b/src/output/21-03-2022/model.pth
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:87b34729f1394caaf71f3264087063180b639b8c4177df440447557762a6ace3
+size 94375425
diff --git a/src/output/21-03-2022/plot.png b/src/output/21-03-2022/plot.png
new file mode 100644
index 0000000..fdbfa39
--- /dev/null
+++ b/src/output/21-03-2022/plot.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:72405c4fbd139e5018cdacdcd5edf614d2d418ef3313d6e5c1e9fb659be8a5b4
+size 37653
diff --git a/src/output/22-03-2022/model.pth b/src/output/22-03-2022/model.pth
new file mode 100644
index 0000000..97cfe87
--- /dev/null
+++ b/src/output/22-03-2022/model.pth
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:be062cf212cfbbb20386e705b48340885b468872bd8b81c3ce11c7eb3a3efe62
+size 94375425
diff --git a/src/output/22-03-2022/plot.png b/src/output/22-03-2022/plot.png
new file mode 100644
index 0000000..1002b80
--- /dev/null
+++ b/src/output/22-03-2022/plot.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:91959decf7d6a2a7dec7c4f6b99eea7a4d8ef8dd504b290e516024b48d171e64
+size 33199
diff --git a/src/output/22-03-2022/slurm-3608.out b/src/output/22-03-2022/slurm-3608.out
new file mode 100644
index 0000000..29e16b7
--- /dev/null
+++ b/src/output/22-03-2022/slurm-3608.out
@@ -0,0 +1,4007 @@
+/home/osp1/mmp-osp1
+Project root: /home/osp1/mmp-osp1
+Using cuda...
+Getting dataloaders...
+Starting training...
+
  0%|          | 0/2000 [00:00<?, ?it/s]
  0%|          | 1/2000 [00:43<24:24:51, 43.97s/it][INFO] EPOCH: 1/2000
+Train loss: 0.991783, Val loss: 0.825129
+
  0%|          | 2/2000 [01:22<22:38:02, 40.78s/it][INFO] EPOCH: 2/2000
+Train loss: 0.758947, Val loss: 0.785558
+
  0%|          | 3/2000 [02:02<22:29:11, 40.54s/it][INFO] EPOCH: 3/2000
+Train loss: 0.736393, Val loss: 0.770498
+
  0%|          | 4/2000 [02:42<22:24:12, 40.41s/it][INFO] EPOCH: 4/2000
+Train loss: 0.721001, Val loss: 0.751674
+
  0%|          | 5/2000 [03:23<22:20:58, 40.33s/it][INFO] EPOCH: 5/2000
+Train loss: 0.710795, Val loss: 0.737713
+
  0%|          | 6/2000 [04:03<22:17:13, 40.24s/it][INFO] EPOCH: 6/2000
+Train loss: 0.700985, Val loss: 0.727015
+
  0%|          | 7/2000 [04:43<22:15:28, 40.20s/it][INFO] EPOCH: 7/2000
+Train loss: 0.689876, Val loss: 0.718092
+
  0%|          | 8/2000 [05:22<22:03:23, 39.86s/it][INFO] EPOCH: 8/2000
+Train loss: 0.682218, Val loss: 0.709084
+
  0%|          | 9/2000 [06:02<22:07:35, 40.01s/it][INFO] EPOCH: 9/2000
+Train loss: 0.673823, Val loss: 0.695557
+
  0%|          | 10/2000 [06:42<22:07:19, 40.02s/it][INFO] EPOCH: 10/2000
+Train loss: 0.664571, Val loss: 0.682477
+
  1%|          | 11/2000 [07:23<22:09:27, 40.10s/it][INFO] EPOCH: 11/2000
+Train loss: 0.657812, Val loss: 0.681228
+
  1%|          | 12/2000 [08:03<22:08:22, 40.09s/it][INFO] EPOCH: 12/2000
+Train loss: 0.650268, Val loss: 0.676546
+
  1%|          | 13/2000 [08:43<22:07:46, 40.09s/it][INFO] EPOCH: 13/2000
+Train loss: 0.644786, Val loss: 0.681874
+
  1%|          | 14/2000 [09:23<22:07:58, 40.12s/it][INFO] EPOCH: 14/2000
+Train loss: 0.638481, Val loss: 0.663243
+
  1%|          | 15/2000 [10:03<22:06:31, 40.10s/it][INFO] EPOCH: 15/2000
+Train loss: 0.633242, Val loss: 0.660094
+
  1%|          | 16/2000 [10:43<22:03:26, 40.02s/it][INFO] EPOCH: 16/2000
+Train loss: 0.630289, Val loss: 0.656589
+
  1%|          | 17/2000 [11:23<22:00:33, 39.96s/it][INFO] EPOCH: 17/2000
+Train loss: 0.623619, Val loss: 0.646108
+
  1%|          | 18/2000 [12:03<22:00:47, 39.98s/it][INFO] EPOCH: 18/2000
+Train loss: 0.617733, Val loss: 0.651925
+
  1%|          | 19/2000 [12:43<22:02:18, 40.05s/it][INFO] EPOCH: 19/2000
+Train loss: 0.613534, Val loss: 0.630705
+
  1%|          | 20/2000 [13:22<21:52:07, 39.76s/it][INFO] EPOCH: 20/2000
+Train loss: 0.614987, Val loss: 0.626824
+
  1%|          | 21/2000 [14:02<21:55:48, 39.89s/it][INFO] EPOCH: 21/2000
+Train loss: 0.607145, Val loss: 0.640251
+
  1%|          | 22/2000 [14:42<21:55:53, 39.92s/it][INFO] EPOCH: 22/2000
+Train loss: 0.605623, Val loss: 0.631091
+
  1%|          | 23/2000 [15:22<21:58:29, 40.01s/it][INFO] EPOCH: 23/2000
+Train loss: 0.603086, Val loss: 0.624439
+
  1%|          | 24/2000 [16:03<21:58:54, 40.05s/it][INFO] EPOCH: 24/2000
+Train loss: 0.600942, Val loss: 0.616265
+
  1%|▏         | 25/2000 [16:43<22:00:11, 40.11s/it][INFO] EPOCH: 25/2000
+Train loss: 0.598557, Val loss: 0.617612
+
  1%|▏         | 26/2000 [17:22<21:51:44, 39.87s/it][INFO] EPOCH: 26/2000
+Train loss: 0.595546, Val loss: 0.648368
+
  1%|▏         | 27/2000 [18:02<21:53:58, 39.96s/it][INFO] EPOCH: 27/2000
+Train loss: 0.594741, Val loss: 0.610170
+
  1%|▏         | 28/2000 [18:42<21:54:33, 40.00s/it][INFO] EPOCH: 28/2000
+Train loss: 0.592573, Val loss: 0.605574
+
  1%|▏         | 29/2000 [19:23<21:55:16, 40.04s/it][INFO] EPOCH: 29/2000
+Train loss: 0.591501, Val loss: 0.620869
+
  2%|▏         | 30/2000 [20:02<21:52:12, 39.97s/it][INFO] EPOCH: 30/2000
+Train loss: 0.587954, Val loss: 0.607200
+
  2%|▏         | 31/2000 [20:42<21:53:34, 40.03s/it][INFO] EPOCH: 31/2000
+Train loss: 0.587997, Val loss: 0.600129
+
  2%|▏         | 32/2000 [21:22<21:52:05, 40.00s/it][INFO] EPOCH: 32/2000
+Train loss: 0.586445, Val loss: 0.605424
+
  2%|▏         | 33/2000 [22:02<21:50:42, 39.98s/it][INFO] EPOCH: 33/2000
+Train loss: 0.585676, Val loss: 0.600397
+
  2%|▏         | 34/2000 [22:42<21:49:56, 39.98s/it][INFO] EPOCH: 34/2000
+Train loss: 0.583779, Val loss: 0.631406
+
  2%|▏         | 35/2000 [23:22<21:50:51, 40.03s/it][INFO] EPOCH: 35/2000
+Train loss: 0.584449, Val loss: 0.596785
+
  2%|▏         | 36/2000 [24:02<21:40:57, 39.74s/it][INFO] EPOCH: 36/2000
+Train loss: 0.585205, Val loss: 0.601798
+
  2%|▏         | 37/2000 [24:42<21:43:43, 39.85s/it][INFO] EPOCH: 37/2000
+Train loss: 0.583713, Val loss: 0.628609
+
  2%|▏         | 38/2000 [25:22<21:46:35, 39.96s/it][INFO] EPOCH: 38/2000
+Train loss: 0.583106, Val loss: 0.595290
+
  2%|▏         | 39/2000 [26:02<21:46:27, 39.97s/it][INFO] EPOCH: 39/2000
+Train loss: 0.581254, Val loss: 0.598587
+
  2%|▏         | 40/2000 [26:41<21:41:04, 39.83s/it][INFO] EPOCH: 40/2000
+Train loss: 0.582277, Val loss: 0.594071
+
  2%|▏         | 41/2000 [27:21<21:42:16, 39.89s/it][INFO] EPOCH: 41/2000
+Train loss: 0.580029, Val loss: 0.593975
+
  2%|▏         | 42/2000 [28:01<21:34:39, 39.67s/it][INFO] EPOCH: 42/2000
+Train loss: 0.581227, Val loss: 0.595585
+
  2%|▏         | 43/2000 [28:41<21:37:18, 39.77s/it][INFO] EPOCH: 43/2000
+Train loss: 0.580463, Val loss: 0.603963
+
  2%|▏         | 44/2000 [29:21<21:42:29, 39.95s/it][INFO] EPOCH: 44/2000
+Train loss: 0.579588, Val loss: 0.597584
+
  2%|▏         | 45/2000 [30:01<21:44:39, 40.04s/it][INFO] EPOCH: 45/2000
+Train loss: 0.580125, Val loss: 0.594584
+
  2%|▏         | 46/2000 [30:41<21:45:40, 40.09s/it][INFO] EPOCH: 46/2000
+Train loss: 0.580290, Val loss: 0.589908
+
  2%|▏         | 47/2000 [31:21<21:44:45, 40.08s/it][INFO] EPOCH: 47/2000
+Train loss: 0.578270, Val loss: 0.591352
+
  2%|▏         | 48/2000 [32:02<21:44:42, 40.10s/it][INFO] EPOCH: 48/2000
+Train loss: 0.578842, Val loss: 0.603335
+
  2%|▏         | 49/2000 [32:42<21:45:20, 40.14s/it][INFO] EPOCH: 49/2000
+Train loss: 0.579650, Val loss: 0.594481
+
  2%|▎         | 50/2000 [33:22<21:43:58, 40.12s/it][INFO] EPOCH: 50/2000
+Train loss: 0.578370, Val loss: 0.614830
+
  3%|▎         | 51/2000 [34:02<21:44:14, 40.15s/it][INFO] EPOCH: 51/2000
+Train loss: 0.578844, Val loss: 0.591862
+
  3%|▎         | 52/2000 [34:42<21:44:03, 40.17s/it][INFO] EPOCH: 52/2000
+Train loss: 0.578793, Val loss: 0.591942
+
  3%|▎         | 53/2000 [35:23<21:44:11, 40.19s/it][INFO] EPOCH: 53/2000
+Train loss: 0.577699, Val loss: 0.591868
+
  3%|▎         | 54/2000 [36:02<21:39:11, 40.06s/it][INFO] EPOCH: 54/2000
+Train loss: 0.577431, Val loss: 0.592090
+
  3%|▎         | 55/2000 [36:43<21:39:40, 40.09s/it][INFO] EPOCH: 55/2000
+Train loss: 0.577390, Val loss: 0.590989
+
  3%|▎         | 56/2000 [37:22<21:31:49, 39.87s/it][INFO] EPOCH: 56/2000
+Train loss: 0.578006, Val loss: 0.607352
+
  3%|▎         | 57/2000 [38:02<21:32:37, 39.92s/it][INFO] EPOCH: 57/2000
+Train loss: 0.577668, Val loss: 0.596844
+
  3%|▎         | 58/2000 [38:42<21:34:31, 40.00s/it][INFO] EPOCH: 58/2000
+Train loss: 0.576938, Val loss: 0.596718
+
  3%|▎         | 59/2000 [39:22<21:30:01, 39.88s/it][INFO] EPOCH: 59/2000
+Train loss: 0.578695, Val loss: 0.592569
+
  3%|▎         | 60/2000 [40:01<21:20:23, 39.60s/it][INFO] EPOCH: 60/2000
+Train loss: 0.577639, Val loss: 0.591117
+
  3%|▎         | 61/2000 [40:40<21:19:40, 39.60s/it][INFO] EPOCH: 61/2000
+Train loss: 0.576762, Val loss: 0.600624
+
  3%|▎         | 62/2000 [41:20<21:24:28, 39.77s/it][INFO] EPOCH: 62/2000
+Train loss: 0.577823, Val loss: 0.601510
+
  3%|▎         | 63/2000 [42:00<21:26:41, 39.86s/it][INFO] EPOCH: 63/2000
+Train loss: 0.577628, Val loss: 0.595058
+
  3%|▎         | 64/2000 [42:41<21:28:23, 39.93s/it][INFO] EPOCH: 64/2000
+Train loss: 0.578408, Val loss: 0.591445
+
  3%|▎         | 65/2000 [43:21<21:28:45, 39.96s/it][INFO] EPOCH: 65/2000
+Train loss: 0.577150, Val loss: 0.603659
+
  3%|▎         | 66/2000 [44:01<21:28:37, 39.98s/it][INFO] EPOCH: 66/2000
+Train loss: 0.577220, Val loss: 0.591746
+
  3%|▎         | 67/2000 [44:39<21:14:15, 39.55s/it][INFO] EPOCH: 67/2000
+Train loss: 0.576504, Val loss: 0.595400
+
  3%|▎         | 68/2000 [45:19<21:17:35, 39.68s/it][INFO] EPOCH: 68/2000
+Train loss: 0.577999, Val loss: 0.591676
+
  3%|▎         | 69/2000 [45:59<21:21:55, 39.83s/it][INFO] EPOCH: 69/2000
+Train loss: 0.579139, Val loss: 0.598661
+
  4%|▎         | 70/2000 [46:39<21:23:37, 39.91s/it][INFO] EPOCH: 70/2000
+Train loss: 0.577681, Val loss: 0.603476
+
  4%|▎         | 71/2000 [47:20<21:25:48, 39.99s/it][INFO] EPOCH: 71/2000
+Train loss: 0.575738, Val loss: 0.593925
+
  4%|▎         | 72/2000 [47:59<21:22:30, 39.91s/it][INFO] EPOCH: 72/2000
+Train loss: 0.576682, Val loss: 0.595414
+
  4%|▎         | 73/2000 [48:40<21:24:52, 40.01s/it][INFO] EPOCH: 73/2000
+Train loss: 0.578310, Val loss: 0.592299
+
  4%|▎         | 74/2000 [49:20<21:23:41, 39.99s/it][INFO] EPOCH: 74/2000
+Train loss: 0.577593, Val loss: 0.589794
+
  4%|▍         | 75/2000 [50:00<21:24:16, 40.03s/it][INFO] EPOCH: 75/2000
+Train loss: 0.578363, Val loss: 0.587794
+
  4%|▍         | 76/2000 [50:39<21:19:18, 39.90s/it][INFO] EPOCH: 76/2000
+Train loss: 0.576755, Val loss: 0.599357
+
  4%|▍         | 77/2000 [51:19<21:22:05, 40.00s/it][INFO] EPOCH: 77/2000
+Train loss: 0.576365, Val loss: 0.588390
+
  4%|▍         | 78/2000 [52:00<21:22:24, 40.03s/it][INFO] EPOCH: 78/2000
+Train loss: 0.576119, Val loss: 0.600425
+
  4%|▍         | 79/2000 [52:40<21:23:51, 40.10s/it][INFO] EPOCH: 79/2000
+Train loss: 0.577587, Val loss: 0.587940
+
  4%|▍         | 80/2000 [53:20<21:23:15, 40.10s/it][INFO] EPOCH: 80/2000
+Train loss: 0.577222, Val loss: 0.588438
+
  4%|▍         | 81/2000 [54:00<21:22:01, 40.08s/it][INFO] EPOCH: 81/2000
+Train loss: 0.576373, Val loss: 0.588468
+
  4%|▍         | 82/2000 [54:40<21:21:11, 40.08s/it][INFO] EPOCH: 82/2000
+Train loss: 0.578519, Val loss: 0.615227
+
  4%|▍         | 83/2000 [55:20<21:24:03, 40.19s/it][INFO] EPOCH: 83/2000
+Train loss: 0.577757, Val loss: 0.592171
+
  4%|▍         | 84/2000 [55:58<20:53:56, 39.27s/it][INFO] EPOCH: 84/2000
+Train loss: 0.575749, Val loss: 0.592243
+
  4%|▍         | 85/2000 [56:34<20:28:53, 38.50s/it][INFO] EPOCH: 85/2000
+Train loss: 0.578988, Val loss: 0.599798
+
  4%|▍         | 86/2000 [57:11<20:11:46, 37.99s/it][INFO] EPOCH: 86/2000
+Train loss: 0.577114, Val loss: 0.633039
+
  4%|▍         | 87/2000 [57:48<19:59:03, 37.61s/it][INFO] EPOCH: 87/2000
+Train loss: 0.580000, Val loss: 0.605283
+
  4%|▍         | 88/2000 [58:25<19:52:44, 37.43s/it][INFO] EPOCH: 88/2000
+Train loss: 0.576542, Val loss: 0.587780
+
  4%|▍         | 89/2000 [59:04<20:08:14, 37.94s/it][INFO] EPOCH: 89/2000
+Train loss: 0.576438, Val loss: 0.588067
+
  4%|▍         | 90/2000 [59:44<20:30:49, 38.66s/it][INFO] EPOCH: 90/2000
+Train loss: 0.576405, Val loss: 0.596404
+
  5%|▍         | 91/2000 [1:00:24<20:43:47, 39.09s/it][INFO] EPOCH: 91/2000
+Train loss: 0.578215, Val loss: 0.588460
+
  5%|▍         | 92/2000 [1:01:05<20:53:54, 39.43s/it][INFO] EPOCH: 92/2000
+Train loss: 0.576720, Val loss: 0.588874
+
  5%|▍         | 93/2000 [1:01:45<20:58:37, 39.60s/it][INFO] EPOCH: 93/2000
+Train loss: 0.577098, Val loss: 0.601770
+
  5%|▍         | 94/2000 [1:02:25<21:01:57, 39.73s/it][INFO] EPOCH: 94/2000
+Train loss: 0.578312, Val loss: 0.590525
+
  5%|▍         | 95/2000 [1:03:03<20:44:39, 39.20s/it][INFO] EPOCH: 95/2000
+Train loss: 0.577104, Val loss: 0.589861
+
  5%|▍         | 96/2000 [1:03:41<20:31:41, 38.81s/it][INFO] EPOCH: 96/2000
+Train loss: 0.576290, Val loss: 0.594649
+
  5%|▍         | 97/2000 [1:04:19<20:28:06, 38.72s/it][INFO] EPOCH: 97/2000
+Train loss: 0.576759, Val loss: 0.588146
+
  5%|▍         | 98/2000 [1:04:56<20:08:34, 38.13s/it][INFO] EPOCH: 98/2000
+Train loss: 0.576901, Val loss: 0.602300
+
  5%|▍         | 99/2000 [1:05:33<19:57:44, 37.80s/it][INFO] EPOCH: 99/2000
+Train loss: 0.578238, Val loss: 0.603096
+
  5%|▌         | 100/2000 [1:06:10<19:50:40, 37.60s/it][INFO] EPOCH: 100/2000
+Train loss: 0.576799, Val loss: 0.590307
+
  5%|▌         | 101/2000 [1:06:50<20:13:59, 38.36s/it][INFO] EPOCH: 101/2000
+Train loss: 0.576971, Val loss: 0.592662
+
  5%|▌         | 102/2000 [1:07:30<20:29:23, 38.86s/it][INFO] EPOCH: 102/2000
+Train loss: 0.577539, Val loss: 0.589355
+
  5%|▌         | 103/2000 [1:08:10<20:41:18, 39.26s/it][INFO] EPOCH: 103/2000
+Train loss: 0.577407, Val loss: 0.595494
+
  5%|▌         | 104/2000 [1:08:51<20:49:30, 39.54s/it][INFO] EPOCH: 104/2000
+Train loss: 0.576452, Val loss: 0.597432
+
  5%|▌         | 105/2000 [1:09:31<20:53:41, 39.69s/it][INFO] EPOCH: 105/2000
+Train loss: 0.577101, Val loss: 0.589749
+
  5%|▌         | 106/2000 [1:10:11<20:57:03, 39.82s/it][INFO] EPOCH: 106/2000
+Train loss: 0.577696, Val loss: 0.608384
+
  5%|▌         | 107/2000 [1:10:51<20:57:38, 39.86s/it][INFO] EPOCH: 107/2000
+Train loss: 0.577416, Val loss: 0.597703
+
  5%|▌         | 108/2000 [1:11:32<21:07:23, 40.19s/it][INFO] EPOCH: 108/2000
+Train loss: 0.578294, Val loss: 0.600370
+
  5%|▌         | 109/2000 [1:12:08<20:35:23, 39.20s/it][INFO] EPOCH: 109/2000
+Train loss: 0.576663, Val loss: 0.588839
+
  6%|▌         | 110/2000 [1:12:45<20:12:10, 38.48s/it][INFO] EPOCH: 110/2000
+Train loss: 0.576823, Val loss: 0.600369
+
  6%|▌         | 111/2000 [1:13:22<19:56:14, 38.00s/it][INFO] EPOCH: 111/2000
+Train loss: 0.577621, Val loss: 0.591127
+
  6%|▌         | 112/2000 [1:13:59<19:45:26, 37.67s/it][INFO] EPOCH: 112/2000
+Train loss: 0.577703, Val loss: 0.589769
+
  6%|▌         | 113/2000 [1:14:36<19:36:06, 37.40s/it][INFO] EPOCH: 113/2000
+Train loss: 0.577612, Val loss: 0.604516
+
  6%|▌         | 114/2000 [1:15:13<19:31:49, 37.28s/it][INFO] EPOCH: 114/2000
+Train loss: 0.576755, Val loss: 0.589671
+
  6%|▌         | 115/2000 [1:15:50<19:28:50, 37.20s/it][INFO] EPOCH: 115/2000
+Train loss: 0.577690, Val loss: 0.594158
+
  6%|▌         | 116/2000 [1:16:28<19:41:29, 37.63s/it][INFO] EPOCH: 116/2000
+Train loss: 0.577667, Val loss: 0.596654
+
  6%|▌         | 117/2000 [1:17:08<20:02:41, 38.32s/it][INFO] EPOCH: 117/2000
+Train loss: 0.577269, Val loss: 0.591463
+
  6%|▌         | 118/2000 [1:17:48<20:17:24, 38.81s/it][INFO] EPOCH: 118/2000
+Train loss: 0.577609, Val loss: 0.590862
+
  6%|▌         | 119/2000 [1:18:28<20:28:47, 39.20s/it][INFO] EPOCH: 119/2000
+Train loss: 0.577883, Val loss: 0.600699
+
  6%|▌         | 120/2000 [1:19:09<20:36:17, 39.46s/it][INFO] EPOCH: 120/2000
+Train loss: 0.577111, Val loss: 0.612628
+
  6%|▌         | 121/2000 [1:19:47<20:28:55, 39.24s/it][INFO] EPOCH: 121/2000
+Train loss: 0.577157, Val loss: 0.601074
+
  6%|▌         | 122/2000 [1:20:27<20:36:33, 39.51s/it][INFO] EPOCH: 122/2000
+Train loss: 0.576708, Val loss: 0.588576
+
  6%|▌         | 123/2000 [1:21:07<20:40:52, 39.67s/it][INFO] EPOCH: 123/2000
+Train loss: 0.577715, Val loss: 0.592067
+
  6%|▌         | 124/2000 [1:21:47<20:42:37, 39.74s/it][INFO] EPOCH: 124/2000
+Train loss: 0.577416, Val loss: 0.589696
+
  6%|▋         | 125/2000 [1:22:28<20:46:02, 39.87s/it][INFO] EPOCH: 125/2000
+Train loss: 0.576954, Val loss: 0.591269
+
  6%|▋         | 126/2000 [1:23:08<20:48:40, 39.98s/it][INFO] EPOCH: 126/2000
+Train loss: 0.577903, Val loss: 0.596356
+
  6%|▋         | 127/2000 [1:23:48<20:47:38, 39.97s/it][INFO] EPOCH: 127/2000
+Train loss: 0.578373, Val loss: 0.597359
+
  6%|▋         | 128/2000 [1:24:28<20:46:19, 39.95s/it][INFO] EPOCH: 128/2000
+Train loss: 0.576761, Val loss: 0.590218
+
  6%|▋         | 129/2000 [1:25:08<20:46:19, 39.97s/it][INFO] EPOCH: 129/2000
+Train loss: 0.577854, Val loss: 0.591622
+
  6%|▋         | 130/2000 [1:25:47<20:44:44, 39.94s/it][INFO] EPOCH: 130/2000
+Train loss: 0.577990, Val loss: 0.586616
+
  7%|▋         | 131/2000 [1:26:27<20:44:13, 39.94s/it][INFO] EPOCH: 131/2000
+Train loss: 0.575402, Val loss: 0.596944
+
  7%|▋         | 132/2000 [1:27:06<20:31:08, 39.54s/it][INFO] EPOCH: 132/2000
+Train loss: 0.579972, Val loss: 0.589456
+
  7%|▋         | 133/2000 [1:27:46<20:34:35, 39.68s/it][INFO] EPOCH: 133/2000
+Train loss: 0.576937, Val loss: 0.591199
+
  7%|▋         | 134/2000 [1:28:26<20:36:13, 39.75s/it][INFO] EPOCH: 134/2000
+Train loss: 0.577118, Val loss: 0.591264
+
  7%|▋         | 135/2000 [1:29:06<20:37:13, 39.80s/it][INFO] EPOCH: 135/2000
+Train loss: 0.576879, Val loss: 0.591063
+
  7%|▋         | 136/2000 [1:29:46<20:37:22, 39.83s/it][INFO] EPOCH: 136/2000
+Train loss: 0.578481, Val loss: 0.592720
+
  7%|▋         | 137/2000 [1:30:25<20:34:13, 39.75s/it][INFO] EPOCH: 137/2000
+Train loss: 0.576741, Val loss: 0.597474
+
  7%|▋         | 138/2000 [1:31:05<20:35:05, 39.80s/it][INFO] EPOCH: 138/2000
+Train loss: 0.576840, Val loss: 0.618175
+
  7%|▋         | 139/2000 [1:31:45<20:34:42, 39.81s/it][INFO] EPOCH: 139/2000
+Train loss: 0.578043, Val loss: 0.586978
+
  7%|▋         | 140/2000 [1:32:25<20:35:28, 39.85s/it][INFO] EPOCH: 140/2000
+Train loss: 0.577035, Val loss: 0.616320
+
  7%|▋         | 141/2000 [1:33:05<20:36:19, 39.90s/it][INFO] EPOCH: 141/2000
+Train loss: 0.578314, Val loss: 0.589859
+
  7%|▋         | 142/2000 [1:33:45<20:35:58, 39.91s/it][INFO] EPOCH: 142/2000
+Train loss: 0.577052, Val loss: 0.593098
+
  7%|▋         | 143/2000 [1:34:25<20:34:57, 39.90s/it][INFO] EPOCH: 143/2000
+Train loss: 0.576781, Val loss: 0.592559
+
  7%|▋         | 144/2000 [1:35:05<20:31:50, 39.82s/it][INFO] EPOCH: 144/2000
+Train loss: 0.576655, Val loss: 0.595663
+
  7%|▋         | 145/2000 [1:35:44<20:32:27, 39.86s/it][INFO] EPOCH: 145/2000
+Train loss: 0.577299, Val loss: 0.588831
+
  7%|▋         | 146/2000 [1:36:24<20:32:34, 39.89s/it][INFO] EPOCH: 146/2000
+Train loss: 0.578131, Val loss: 0.593035
+
  7%|▋         | 147/2000 [1:37:04<20:31:45, 39.88s/it][INFO] EPOCH: 147/2000
+Train loss: 0.577235, Val loss: 0.590761
+
  7%|▋         | 148/2000 [1:37:44<20:30:05, 39.85s/it][INFO] EPOCH: 148/2000
+Train loss: 0.578960, Val loss: 0.593137
+
  7%|▋         | 149/2000 [1:38:24<20:31:36, 39.92s/it][INFO] EPOCH: 149/2000
+Train loss: 0.576025, Val loss: 0.603932
+
  8%|▊         | 150/2000 [1:39:04<20:31:48, 39.95s/it][INFO] EPOCH: 150/2000
+Train loss: 0.576598, Val loss: 0.589746
+
  8%|▊         | 151/2000 [1:39:44<20:31:33, 39.96s/it][INFO] EPOCH: 151/2000
+Train loss: 0.578501, Val loss: 0.613718
+
  8%|▊         | 152/2000 [1:40:24<20:31:48, 39.99s/it][INFO] EPOCH: 152/2000
+Train loss: 0.578610, Val loss: 0.598372
+
  8%|▊         | 153/2000 [1:41:04<20:31:30, 40.01s/it][INFO] EPOCH: 153/2000
+Train loss: 0.577778, Val loss: 0.589224
+
  8%|▊         | 154/2000 [1:41:44<20:29:35, 39.97s/it][INFO] EPOCH: 154/2000
+Train loss: 0.576438, Val loss: 0.612181
+
  8%|▊         | 155/2000 [1:42:23<20:14:32, 39.50s/it][INFO] EPOCH: 155/2000
+Train loss: 0.577803, Val loss: 0.615967
+
  8%|▊         | 156/2000 [1:43:01<20:03:13, 39.15s/it][INFO] EPOCH: 156/2000
+Train loss: 0.577017, Val loss: 0.592555
+
  8%|▊         | 157/2000 [1:43:40<20:04:24, 39.21s/it][INFO] EPOCH: 157/2000
+Train loss: 0.576054, Val loss: 0.590880
+
  8%|▊         | 158/2000 [1:44:20<20:11:14, 39.45s/it][INFO] EPOCH: 158/2000
+Train loss: 0.577947, Val loss: 0.590069
+
  8%|▊         | 159/2000 [1:45:00<20:16:02, 39.63s/it][INFO] EPOCH: 159/2000
+Train loss: 0.576491, Val loss: 0.592923
+
  8%|▊         | 160/2000 [1:45:40<20:17:31, 39.70s/it][INFO] EPOCH: 160/2000
+Train loss: 0.577895, Val loss: 0.589350
+
  8%|▊         | 161/2000 [1:46:20<20:20:51, 39.83s/it][INFO] EPOCH: 161/2000
+Train loss: 0.577108, Val loss: 0.595883
+
  8%|▊         | 162/2000 [1:47:00<20:23:29, 39.94s/it][INFO] EPOCH: 162/2000
+Train loss: 0.577378, Val loss: 0.604450
+
  8%|▊         | 163/2000 [1:47:41<20:25:19, 40.02s/it][INFO] EPOCH: 163/2000
+Train loss: 0.578045, Val loss: 0.593208
+
  8%|▊         | 164/2000 [1:48:19<20:10:05, 39.55s/it][INFO] EPOCH: 164/2000
+Train loss: 0.577205, Val loss: 0.592467
+
  8%|▊         | 165/2000 [1:48:58<20:02:10, 39.31s/it][INFO] EPOCH: 165/2000
+Train loss: 0.578116, Val loss: 0.595673
+
  8%|▊         | 166/2000 [1:49:38<20:06:30, 39.47s/it][INFO] EPOCH: 166/2000
+Train loss: 0.576523, Val loss: 0.591790
+
  8%|▊         | 167/2000 [1:50:18<20:12:35, 39.69s/it][INFO] EPOCH: 167/2000
+Train loss: 0.577332, Val loss: 0.594422
+
  8%|▊         | 168/2000 [1:50:58<20:13:37, 39.75s/it][INFO] EPOCH: 168/2000
+Train loss: 0.577062, Val loss: 0.592709
+
  8%|▊         | 169/2000 [1:51:38<20:16:29, 39.86s/it][INFO] EPOCH: 169/2000
+Train loss: 0.577869, Val loss: 0.596919
+
  8%|▊         | 170/2000 [1:52:18<20:15:47, 39.86s/it][INFO] EPOCH: 170/2000
+Train loss: 0.577020, Val loss: 0.598901
+
  9%|▊         | 171/2000 [1:52:57<20:07:45, 39.62s/it][INFO] EPOCH: 171/2000
+Train loss: 0.576913, Val loss: 0.592913
+
  9%|▊         | 172/2000 [1:53:36<20:03:07, 39.49s/it][INFO] EPOCH: 172/2000
+Train loss: 0.578096, Val loss: 0.590261
+
  9%|▊         | 173/2000 [1:54:16<20:07:00, 39.64s/it][INFO] EPOCH: 173/2000
+Train loss: 0.576709, Val loss: 0.614086
+
  9%|▊         | 174/2000 [1:54:55<20:02:47, 39.52s/it][INFO] EPOCH: 174/2000
+Train loss: 0.577812, Val loss: 0.592929
+
  9%|▉         | 175/2000 [1:55:35<20:07:16, 39.69s/it][INFO] EPOCH: 175/2000
+Train loss: 0.576198, Val loss: 0.611608
+
  9%|▉         | 176/2000 [1:56:15<20:09:18, 39.78s/it][INFO] EPOCH: 176/2000
+Train loss: 0.576653, Val loss: 0.596344
+
  9%|▉         | 177/2000 [1:56:55<20:11:32, 39.88s/it][INFO] EPOCH: 177/2000
+Train loss: 0.578560, Val loss: 0.593168
+
  9%|▉         | 178/2000 [1:57:35<20:08:46, 39.81s/it][INFO] EPOCH: 178/2000
+Train loss: 0.578698, Val loss: 0.587268
+
  9%|▉         | 179/2000 [1:58:15<20:09:18, 39.85s/it][INFO] EPOCH: 179/2000
+Train loss: 0.576250, Val loss: 0.588827
+
  9%|▉         | 180/2000 [1:58:55<20:08:11, 39.83s/it][INFO] EPOCH: 180/2000
+Train loss: 0.577002, Val loss: 0.589890
+
  9%|▉         | 181/2000 [1:59:35<20:08:52, 39.87s/it][INFO] EPOCH: 181/2000
+Train loss: 0.578078, Val loss: 0.592633
+
  9%|▉         | 182/2000 [2:00:15<20:10:38, 39.95s/it][INFO] EPOCH: 182/2000
+Train loss: 0.578030, Val loss: 0.591223
+
  9%|▉         | 183/2000 [2:00:55<20:12:38, 40.04s/it][INFO] EPOCH: 183/2000
+Train loss: 0.578028, Val loss: 0.589151
+
  9%|▉         | 184/2000 [2:01:35<20:13:33, 40.10s/it][INFO] EPOCH: 184/2000
+Train loss: 0.576441, Val loss: 0.589650
+
  9%|▉         | 185/2000 [2:02:16<20:12:56, 40.10s/it][INFO] EPOCH: 185/2000
+Train loss: 0.577289, Val loss: 0.595756
+
  9%|▉         | 186/2000 [2:02:55<20:10:53, 40.05s/it][INFO] EPOCH: 186/2000
+Train loss: 0.576851, Val loss: 0.591812
+
  9%|▉         | 187/2000 [2:03:35<20:04:57, 39.88s/it][INFO] EPOCH: 187/2000
+Train loss: 0.576841, Val loss: 0.595383
+
  9%|▉         | 188/2000 [2:04:15<20:05:41, 39.92s/it][INFO] EPOCH: 188/2000
+Train loss: 0.578906, Val loss: 0.603598
+
  9%|▉         | 189/2000 [2:04:55<20:06:23, 39.97s/it][INFO] EPOCH: 189/2000
+Train loss: 0.576856, Val loss: 0.595048
+
 10%|▉         | 190/2000 [2:05:35<20:06:45, 40.00s/it][INFO] EPOCH: 190/2000
+Train loss: 0.576510, Val loss: 0.606251
+
 10%|▉         | 191/2000 [2:06:15<20:06:57, 40.03s/it][INFO] EPOCH: 191/2000
+Train loss: 0.578907, Val loss: 0.594077
+
 10%|▉         | 192/2000 [2:06:55<20:07:19, 40.07s/it][INFO] EPOCH: 192/2000
+Train loss: 0.577279, Val loss: 0.597445
+
 10%|▉         | 193/2000 [2:07:36<20:07:33, 40.10s/it][INFO] EPOCH: 193/2000
+Train loss: 0.576708, Val loss: 0.594698
+
 10%|▉         | 194/2000 [2:08:16<20:09:09, 40.17s/it][INFO] EPOCH: 194/2000
+Train loss: 0.577194, Val loss: 0.591072
+
 10%|▉         | 195/2000 [2:08:56<20:05:39, 40.08s/it][INFO] EPOCH: 195/2000
+Train loss: 0.576825, Val loss: 0.609080
+
 10%|▉         | 196/2000 [2:09:36<20:05:11, 40.08s/it][INFO] EPOCH: 196/2000
+Train loss: 0.578112, Val loss: 0.588598
+
 10%|▉         | 197/2000 [2:10:16<20:04:58, 40.10s/it][INFO] EPOCH: 197/2000
+Train loss: 0.576688, Val loss: 0.594532
+
 10%|▉         | 198/2000 [2:10:56<20:02:43, 40.05s/it][INFO] EPOCH: 198/2000
+Train loss: 0.578395, Val loss: 0.591350
+
 10%|▉         | 199/2000 [2:11:36<20:00:00, 39.98s/it][INFO] EPOCH: 199/2000
+Train loss: 0.576399, Val loss: 0.591871
+
 10%|█         | 200/2000 [2:12:16<20:01:24, 40.05s/it][INFO] EPOCH: 200/2000
+Train loss: 0.577702, Val loss: 0.589779
+
 10%|█         | 201/2000 [2:12:56<19:59:47, 40.02s/it][INFO] EPOCH: 201/2000
+Train loss: 0.577341, Val loss: 0.610391
+
 10%|█         | 202/2000 [2:13:36<19:59:53, 40.04s/it][INFO] EPOCH: 202/2000
+Train loss: 0.576933, Val loss: 0.593409
+
 10%|█         | 203/2000 [2:14:16<19:59:46, 40.06s/it][INFO] EPOCH: 203/2000
+Train loss: 0.577389, Val loss: 0.594201
+
 10%|█         | 204/2000 [2:14:56<19:59:14, 40.06s/it][INFO] EPOCH: 204/2000
+Train loss: 0.575663, Val loss: 0.597126
+
 10%|█         | 205/2000 [2:15:36<19:57:01, 40.01s/it][INFO] EPOCH: 205/2000
+Train loss: 0.578011, Val loss: 0.590694
+
 10%|█         | 206/2000 [2:16:16<19:57:41, 40.06s/it][INFO] EPOCH: 206/2000
+Train loss: 0.577563, Val loss: 0.593139
+
 10%|█         | 207/2000 [2:16:56<19:57:32, 40.07s/it][INFO] EPOCH: 207/2000
+Train loss: 0.578116, Val loss: 0.592140
+
 10%|█         | 208/2000 [2:17:37<19:58:18, 40.12s/it][INFO] EPOCH: 208/2000
+Train loss: 0.577983, Val loss: 0.591092
+
 10%|█         | 209/2000 [2:18:16<19:53:20, 39.98s/it][INFO] EPOCH: 209/2000
+Train loss: 0.578619, Val loss: 0.590037
+
 10%|█         | 210/2000 [2:18:56<19:53:28, 40.00s/it][INFO] EPOCH: 210/2000
+Train loss: 0.576638, Val loss: 0.592099
+
 11%|█         | 211/2000 [2:19:36<19:52:05, 39.98s/it][INFO] EPOCH: 211/2000
+Train loss: 0.577284, Val loss: 0.589053
+
 11%|█         | 212/2000 [2:20:16<19:51:36, 39.99s/it][INFO] EPOCH: 212/2000
+Train loss: 0.576542, Val loss: 0.599445
+
 11%|█         | 213/2000 [2:20:56<19:50:12, 39.96s/it][INFO] EPOCH: 213/2000
+Train loss: 0.577826, Val loss: 0.601226
+
 11%|█         | 214/2000 [2:21:36<19:49:21, 39.96s/it][INFO] EPOCH: 214/2000
+Train loss: 0.578573, Val loss: 0.589496
+
 11%|█         | 215/2000 [2:22:16<19:44:42, 39.82s/it][INFO] EPOCH: 215/2000
+Train loss: 0.577033, Val loss: 0.591279
+
 11%|█         | 216/2000 [2:22:56<19:46:04, 39.89s/it][INFO] EPOCH: 216/2000
+Train loss: 0.576786, Val loss: 0.587024
+
 11%|█         | 217/2000 [2:23:36<19:47:12, 39.95s/it][INFO] EPOCH: 217/2000
+Train loss: 0.577561, Val loss: 0.617609
+
 11%|█         | 218/2000 [2:24:16<19:46:55, 39.96s/it][INFO] EPOCH: 218/2000
+Train loss: 0.576446, Val loss: 0.597536
+
 11%|█         | 219/2000 [2:24:56<19:47:08, 39.99s/it][INFO] EPOCH: 219/2000
+Train loss: 0.577426, Val loss: 0.590206
+
 11%|█         | 220/2000 [2:25:36<19:46:56, 40.01s/it][INFO] EPOCH: 220/2000
+Train loss: 0.578047, Val loss: 0.630285
+
 11%|█         | 221/2000 [2:26:16<19:46:20, 40.01s/it][INFO] EPOCH: 221/2000
+Train loss: 0.579041, Val loss: 0.590981
+
 11%|█         | 222/2000 [2:26:56<19:45:01, 39.99s/it][INFO] EPOCH: 222/2000
+Train loss: 0.576445, Val loss: 0.588713
+
 11%|█         | 223/2000 [2:27:36<19:42:55, 39.94s/it][INFO] EPOCH: 223/2000
+Train loss: 0.576970, Val loss: 0.588737
+
 11%|█         | 224/2000 [2:28:16<19:43:45, 39.99s/it][INFO] EPOCH: 224/2000
+Train loss: 0.576741, Val loss: 0.591168
+
 11%|█▏        | 225/2000 [2:28:55<19:38:34, 39.84s/it][INFO] EPOCH: 225/2000
+Train loss: 0.577219, Val loss: 0.598512
+
 11%|█▏        | 226/2000 [2:29:35<19:39:10, 39.88s/it][INFO] EPOCH: 226/2000
+Train loss: 0.577199, Val loss: 0.628032
+
 11%|█▏        | 227/2000 [2:30:15<19:40:26, 39.95s/it][INFO] EPOCH: 227/2000
+Train loss: 0.576983, Val loss: 0.591247
+
 11%|█▏        | 228/2000 [2:30:55<19:41:23, 40.00s/it][INFO] EPOCH: 228/2000
+Train loss: 0.579499, Val loss: 0.597122
+
 11%|█▏        | 229/2000 [2:31:36<19:42:49, 40.07s/it][INFO] EPOCH: 229/2000
+Train loss: 0.576954, Val loss: 0.587151
+
 12%|█▏        | 230/2000 [2:32:16<19:42:58, 40.10s/it][INFO] EPOCH: 230/2000
+Train loss: 0.578802, Val loss: 0.591379
+
 12%|█▏        | 231/2000 [2:32:56<19:42:51, 40.12s/it][INFO] EPOCH: 231/2000
+Train loss: 0.576273, Val loss: 0.591034
+
 12%|█▏        | 232/2000 [2:33:36<19:42:16, 40.12s/it][INFO] EPOCH: 232/2000
+Train loss: 0.576375, Val loss: 0.591000
+
 12%|█▏        | 233/2000 [2:34:16<19:41:59, 40.14s/it][INFO] EPOCH: 233/2000
+Train loss: 0.577924, Val loss: 0.591459
+
 12%|█▏        | 234/2000 [2:34:56<19:39:44, 40.08s/it][INFO] EPOCH: 234/2000
+Train loss: 0.577240, Val loss: 0.594060
+
 12%|█▏        | 235/2000 [2:35:36<19:39:35, 40.10s/it][INFO] EPOCH: 235/2000
+Train loss: 0.577804, Val loss: 0.595085
+
 12%|█▏        | 236/2000 [2:36:16<19:38:33, 40.09s/it][INFO] EPOCH: 236/2000
+Train loss: 0.578871, Val loss: 0.600647
+
 12%|█▏        | 237/2000 [2:36:57<19:41:03, 40.19s/it][INFO] EPOCH: 237/2000
+Train loss: 0.575885, Val loss: 0.590129
+
 12%|█▏        | 238/2000 [2:37:37<19:40:14, 40.19s/it][INFO] EPOCH: 238/2000
+Train loss: 0.576464, Val loss: 0.614676
+
 12%|█▏        | 239/2000 [2:38:17<19:40:38, 40.23s/it][INFO] EPOCH: 239/2000
+Train loss: 0.578258, Val loss: 0.590843
+
 12%|█▏        | 240/2000 [2:38:57<19:33:32, 40.01s/it][INFO] EPOCH: 240/2000
+Train loss: 0.576447, Val loss: 0.592954
+
 12%|█▏        | 241/2000 [2:39:37<19:32:19, 39.99s/it][INFO] EPOCH: 241/2000
+Train loss: 0.576978, Val loss: 0.589167
+
 12%|█▏        | 242/2000 [2:40:17<19:29:59, 39.93s/it][INFO] EPOCH: 242/2000
+Train loss: 0.579482, Val loss: 0.598068
+
 12%|█▏        | 243/2000 [2:40:57<19:30:08, 39.96s/it][INFO] EPOCH: 243/2000
+Train loss: 0.576656, Val loss: 0.590424
+
 12%|█▏        | 244/2000 [2:41:37<19:30:19, 39.99s/it][INFO] EPOCH: 244/2000
+Train loss: 0.577655, Val loss: 0.589400
+
 12%|█▏        | 245/2000 [2:42:17<19:29:22, 39.98s/it][INFO] EPOCH: 245/2000
+Train loss: 0.577255, Val loss: 0.592317
+
 12%|█▏        | 246/2000 [2:42:57<19:28:18, 39.96s/it][INFO] EPOCH: 246/2000
+Train loss: 0.575427, Val loss: 0.589608
+
 12%|█▏        | 247/2000 [2:43:36<19:24:49, 39.87s/it][INFO] EPOCH: 247/2000
+Train loss: 0.578255, Val loss: 0.595763
+
 12%|█▏        | 248/2000 [2:44:16<19:27:00, 39.97s/it][INFO] EPOCH: 248/2000
+Train loss: 0.576678, Val loss: 0.600889
+
 12%|█▏        | 249/2000 [2:44:57<19:27:48, 40.02s/it][INFO] EPOCH: 249/2000
+Train loss: 0.578878, Val loss: 0.587731
+
 12%|█▎        | 250/2000 [2:45:37<19:28:36, 40.07s/it][INFO] EPOCH: 250/2000
+Train loss: 0.575956, Val loss: 0.597966
+
 13%|█▎        | 251/2000 [2:46:16<19:24:52, 39.96s/it][INFO] EPOCH: 251/2000
+Train loss: 0.576849, Val loss: 0.600885
+
 13%|█▎        | 252/2000 [2:46:57<19:25:31, 40.01s/it][INFO] EPOCH: 252/2000
+Train loss: 0.577742, Val loss: 0.596078
+
 13%|█▎        | 253/2000 [2:47:37<19:25:03, 40.01s/it][INFO] EPOCH: 253/2000
+Train loss: 0.577136, Val loss: 0.595277
+
 13%|█▎        | 254/2000 [2:48:17<19:25:07, 40.04s/it][INFO] EPOCH: 254/2000
+Train loss: 0.576746, Val loss: 0.596305
+
 13%|█▎        | 255/2000 [2:48:57<19:23:13, 40.00s/it][INFO] EPOCH: 255/2000
+Train loss: 0.578315, Val loss: 0.600014
+
 13%|█▎        | 256/2000 [2:49:36<19:22:01, 39.98s/it][INFO] EPOCH: 256/2000
+Train loss: 0.577494, Val loss: 0.587738
+
 13%|█▎        | 257/2000 [2:50:16<19:20:43, 39.96s/it][INFO] EPOCH: 257/2000
+Train loss: 0.578321, Val loss: 0.615052
+
 13%|█▎        | 258/2000 [2:50:56<19:19:11, 39.93s/it][INFO] EPOCH: 258/2000
+Train loss: 0.577115, Val loss: 0.630248
+
 13%|█▎        | 259/2000 [2:51:36<19:18:44, 39.93s/it][INFO] EPOCH: 259/2000
+Train loss: 0.576332, Val loss: 0.591632
+
 13%|█▎        | 260/2000 [2:52:16<19:18:29, 39.95s/it][INFO] EPOCH: 260/2000
+Train loss: 0.577868, Val loss: 0.610343
+
 13%|█▎        | 261/2000 [2:52:56<19:17:47, 39.95s/it][INFO] EPOCH: 261/2000
+Train loss: 0.576886, Val loss: 0.593812
+
 13%|█▎        | 262/2000 [2:53:36<19:18:47, 40.00s/it][INFO] EPOCH: 262/2000
+Train loss: 0.576321, Val loss: 0.605457
+
 13%|█▎        | 263/2000 [2:54:16<19:18:09, 40.01s/it][INFO] EPOCH: 263/2000
+Train loss: 0.578078, Val loss: 0.591227
+
 13%|█▎        | 264/2000 [2:54:56<19:17:42, 40.01s/it][INFO] EPOCH: 264/2000
+Train loss: 0.577929, Val loss: 0.620437
+
 13%|█▎        | 265/2000 [2:55:36<19:17:06, 40.02s/it][INFO] EPOCH: 265/2000
+Train loss: 0.577738, Val loss: 0.606156
+
 13%|█▎        | 266/2000 [2:56:16<19:15:59, 40.00s/it][INFO] EPOCH: 266/2000
+Train loss: 0.578240, Val loss: 0.601485
+
 13%|█▎        | 267/2000 [2:56:56<19:13:59, 39.95s/it][INFO] EPOCH: 267/2000
+Train loss: 0.576817, Val loss: 0.592517
+
 13%|█▎        | 268/2000 [2:57:35<19:03:54, 39.63s/it][INFO] EPOCH: 268/2000
+Train loss: 0.576224, Val loss: 0.591833
+
 13%|█▎        | 269/2000 [2:58:15<19:06:56, 39.76s/it][INFO] EPOCH: 269/2000
+Train loss: 0.576795, Val loss: 0.593434
+
 14%|█▎        | 270/2000 [2:58:54<18:55:08, 39.37s/it][INFO] EPOCH: 270/2000
+Train loss: 0.578157, Val loss: 0.596429
+
 14%|█▎        | 271/2000 [2:59:31<18:37:31, 38.78s/it][INFO] EPOCH: 271/2000
+Train loss: 0.576808, Val loss: 0.597211
+
 14%|█▎        | 272/2000 [3:00:08<18:24:38, 38.36s/it][INFO] EPOCH: 272/2000
+Train loss: 0.577804, Val loss: 0.594337
+
 14%|█▎        | 273/2000 [3:00:47<18:27:19, 38.47s/it][INFO] EPOCH: 273/2000
+Train loss: 0.579120, Val loss: 0.618104
+
 14%|█▎        | 274/2000 [3:01:27<18:40:14, 38.94s/it][INFO] EPOCH: 274/2000
+Train loss: 0.576896, Val loss: 0.592006
+
 14%|█▍        | 275/2000 [3:02:07<18:49:08, 39.27s/it][INFO] EPOCH: 275/2000
+Train loss: 0.576290, Val loss: 0.592792
+
 14%|█▍        | 276/2000 [3:02:47<18:53:45, 39.46s/it][INFO] EPOCH: 276/2000
+Train loss: 0.577959, Val loss: 0.589858
+
 14%|█▍        | 277/2000 [3:03:27<18:58:48, 39.66s/it][INFO] EPOCH: 277/2000
+Train loss: 0.578519, Val loss: 0.591213
+
 14%|█▍        | 278/2000 [3:04:07<19:02:06, 39.79s/it][INFO] EPOCH: 278/2000
+Train loss: 0.575899, Val loss: 0.595209
+
 14%|█▍        | 279/2000 [3:04:47<19:03:38, 39.87s/it][INFO] EPOCH: 279/2000
+Train loss: 0.576756, Val loss: 0.596295
+
 14%|█▍        | 280/2000 [3:05:28<19:06:13, 39.98s/it][INFO] EPOCH: 280/2000
+Train loss: 0.578712, Val loss: 0.588931
+
 14%|█▍        | 281/2000 [3:06:07<19:04:58, 39.96s/it][INFO] EPOCH: 281/2000
+Train loss: 0.575809, Val loss: 0.599329
+
 14%|█▍        | 282/2000 [3:06:48<19:06:04, 40.03s/it][INFO] EPOCH: 282/2000
+Train loss: 0.578044, Val loss: 0.590173
+
 14%|█▍        | 283/2000 [3:07:28<19:05:20, 40.02s/it][INFO] EPOCH: 283/2000
+Train loss: 0.578845, Val loss: 0.591755
+
 14%|█▍        | 284/2000 [3:08:08<19:04:14, 40.01s/it][INFO] EPOCH: 284/2000
+Train loss: 0.576193, Val loss: 0.587978
+
 14%|█▍        | 285/2000 [3:08:46<18:50:58, 39.57s/it][INFO] EPOCH: 285/2000
+Train loss: 0.578359, Val loss: 0.596657
+
 14%|█▍        | 286/2000 [3:09:25<18:40:20, 39.22s/it][INFO] EPOCH: 286/2000
+Train loss: 0.577190, Val loss: 0.590466
+
 14%|█▍        | 287/2000 [3:10:03<18:34:39, 39.04s/it][INFO] EPOCH: 287/2000
+Train loss: 0.577278, Val loss: 0.590289
+
 14%|█▍        | 288/2000 [3:10:43<18:43:30, 39.38s/it][INFO] EPOCH: 288/2000
+Train loss: 0.578155, Val loss: 0.589004
+
 14%|█▍        | 289/2000 [3:11:23<18:43:03, 39.38s/it][INFO] EPOCH: 289/2000
+Train loss: 0.576942, Val loss: 0.591588
+
 14%|█▍        | 290/2000 [3:12:03<18:45:52, 39.50s/it][INFO] EPOCH: 290/2000
+Train loss: 0.576611, Val loss: 0.596565
+
 15%|█▍        | 291/2000 [3:12:43<18:49:56, 39.67s/it][INFO] EPOCH: 291/2000
+Train loss: 0.577882, Val loss: 0.590692
+
 15%|█▍        | 292/2000 [3:13:23<18:53:16, 39.81s/it][INFO] EPOCH: 292/2000
+Train loss: 0.576424, Val loss: 0.594571
+
 15%|█▍        | 293/2000 [3:14:03<18:53:36, 39.85s/it][INFO] EPOCH: 293/2000
+Train loss: 0.579170, Val loss: 0.610560
+
 15%|█▍        | 294/2000 [3:14:42<18:52:02, 39.81s/it][INFO] EPOCH: 294/2000
+Train loss: 0.577857, Val loss: 0.591916
+
 15%|█▍        | 295/2000 [3:15:22<18:51:44, 39.83s/it][INFO] EPOCH: 295/2000
+Train loss: 0.576744, Val loss: 0.591064
+
 15%|█▍        | 296/2000 [3:16:02<18:50:47, 39.82s/it][INFO] EPOCH: 296/2000
+Train loss: 0.577203, Val loss: 0.596448
+
 15%|█▍        | 297/2000 [3:16:42<18:48:17, 39.75s/it][INFO] EPOCH: 297/2000
+Train loss: 0.577358, Val loss: 0.590927
+
 15%|█▍        | 298/2000 [3:17:22<18:49:42, 39.83s/it][INFO] EPOCH: 298/2000
+Train loss: 0.577918, Val loss: 0.593013
+
 15%|█▍        | 299/2000 [3:18:02<18:49:35, 39.84s/it][INFO] EPOCH: 299/2000
+Train loss: 0.577562, Val loss: 0.589045
+
 15%|█▌        | 300/2000 [3:18:42<18:52:44, 39.98s/it][INFO] EPOCH: 300/2000
+Train loss: 0.576696, Val loss: 0.597296
+
 15%|█▌        | 301/2000 [3:19:22<18:53:39, 40.04s/it][INFO] EPOCH: 301/2000
+Train loss: 0.578231, Val loss: 0.592999
+
 15%|█▌        | 302/2000 [3:20:02<18:52:29, 40.02s/it][INFO] EPOCH: 302/2000
+Train loss: 0.578075, Val loss: 0.604338
+
 15%|█▌        | 303/2000 [3:20:42<18:52:45, 40.05s/it][INFO] EPOCH: 303/2000
+Train loss: 0.577298, Val loss: 0.596115
+
 15%|█▌        | 304/2000 [3:21:22<18:49:41, 39.97s/it][INFO] EPOCH: 304/2000
+Train loss: 0.576563, Val loss: 0.590316
+
 15%|█▌        | 305/2000 [3:22:02<18:50:41, 40.02s/it][INFO] EPOCH: 305/2000
+Train loss: 0.576300, Val loss: 0.610350
+
 15%|█▌        | 306/2000 [3:22:42<18:51:30, 40.08s/it][INFO] EPOCH: 306/2000
+Train loss: 0.577832, Val loss: 0.590907
+
 15%|█▌        | 307/2000 [3:23:22<18:50:16, 40.06s/it][INFO] EPOCH: 307/2000
+Train loss: 0.579169, Val loss: 0.592233
+
 15%|█▌        | 308/2000 [3:24:03<18:52:07, 40.15s/it][INFO] EPOCH: 308/2000
+Train loss: 0.575596, Val loss: 0.610309
+
 15%|█▌        | 309/2000 [3:24:43<18:52:17, 40.18s/it][INFO] EPOCH: 309/2000
+Train loss: 0.578049, Val loss: 0.592575
+
 16%|█▌        | 310/2000 [3:25:23<18:48:52, 40.08s/it][INFO] EPOCH: 310/2000
+Train loss: 0.577324, Val loss: 0.592832
+
 16%|█▌        | 311/2000 [3:26:03<18:46:39, 40.02s/it][INFO] EPOCH: 311/2000
+Train loss: 0.579108, Val loss: 0.596816
+
 16%|█▌        | 312/2000 [3:26:43<18:45:32, 40.01s/it][INFO] EPOCH: 312/2000
+Train loss: 0.578360, Val loss: 0.590631
+
 16%|█▌        | 313/2000 [3:27:22<18:43:06, 39.94s/it][INFO] EPOCH: 313/2000
+Train loss: 0.576345, Val loss: 0.589837
+
 16%|█▌        | 314/2000 [3:28:02<18:39:38, 39.85s/it][INFO] EPOCH: 314/2000
+Train loss: 0.576880, Val loss: 0.599369
+
 16%|█▌        | 315/2000 [3:28:43<18:46:19, 40.11s/it][INFO] EPOCH: 315/2000
+Train loss: 0.576624, Val loss: 0.589270
+
 16%|█▌        | 316/2000 [3:29:22<18:41:08, 39.95s/it][INFO] EPOCH: 316/2000
+Train loss: 0.577739, Val loss: 0.590524
+
 16%|█▌        | 317/2000 [3:30:01<18:28:32, 39.52s/it][INFO] EPOCH: 317/2000
+Train loss: 0.578566, Val loss: 0.591189
+
 16%|█▌        | 318/2000 [3:30:39<18:18:42, 39.19s/it][INFO] EPOCH: 318/2000
+Train loss: 0.577221, Val loss: 0.590963
+
 16%|█▌        | 319/2000 [3:31:19<18:23:57, 39.40s/it][INFO] EPOCH: 319/2000
+Train loss: 0.576841, Val loss: 0.589258
+
 16%|█▌        | 320/2000 [3:31:59<18:25:37, 39.49s/it][INFO] EPOCH: 320/2000
+Train loss: 0.577345, Val loss: 0.605485
+
 16%|█▌        | 321/2000 [3:32:38<18:26:56, 39.56s/it][INFO] EPOCH: 321/2000
+Train loss: 0.578462, Val loss: 0.590074
+
 16%|█▌        | 322/2000 [3:33:17<18:18:28, 39.28s/it][INFO] EPOCH: 322/2000
+Train loss: 0.576506, Val loss: 0.591870
+
 16%|█▌        | 323/2000 [3:33:57<18:22:13, 39.44s/it][INFO] EPOCH: 323/2000
+Train loss: 0.578103, Val loss: 0.591388
+
 16%|█▌        | 324/2000 [3:34:37<18:23:15, 39.50s/it][INFO] EPOCH: 324/2000
+Train loss: 0.577123, Val loss: 0.594530
+
 16%|█▋        | 325/2000 [3:35:16<18:23:03, 39.51s/it][INFO] EPOCH: 325/2000
+Train loss: 0.576575, Val loss: 0.588403
+
 16%|█▋        | 326/2000 [3:35:56<18:24:56, 39.60s/it][INFO] EPOCH: 326/2000
+Train loss: 0.578502, Val loss: 0.594778
+
 16%|█▋        | 327/2000 [3:36:36<18:24:52, 39.63s/it][INFO] EPOCH: 327/2000
+Train loss: 0.576078, Val loss: 0.590397
+
 16%|█▋        | 328/2000 [3:37:15<18:24:36, 39.64s/it][INFO] EPOCH: 328/2000
+Train loss: 0.576697, Val loss: 0.591500
+
 16%|█▋        | 329/2000 [3:37:55<18:25:16, 39.69s/it][INFO] EPOCH: 329/2000
+Train loss: 0.578053, Val loss: 0.587312
+
 16%|█▋        | 330/2000 [3:38:33<18:10:17, 39.17s/it][INFO] EPOCH: 330/2000
+Train loss: 0.578053, Val loss: 0.608246
+
 17%|█▋        | 331/2000 [3:39:13<18:15:56, 39.40s/it][INFO] EPOCH: 331/2000
+Train loss: 0.578334, Val loss: 0.589672
+
 17%|█▋        | 332/2000 [3:39:53<18:18:24, 39.51s/it][INFO] EPOCH: 332/2000
+Train loss: 0.577309, Val loss: 0.588380
+
 17%|█▋        | 333/2000 [3:40:33<18:19:50, 39.59s/it][INFO] EPOCH: 333/2000
+Train loss: 0.577416, Val loss: 0.592801
+
 17%|█▋        | 334/2000 [3:41:12<18:18:45, 39.57s/it][INFO] EPOCH: 334/2000
+Train loss: 0.578171, Val loss: 0.608161
+
 17%|█▋        | 335/2000 [3:41:52<18:19:15, 39.61s/it][INFO] EPOCH: 335/2000
+Train loss: 0.579354, Val loss: 0.591650
+
 17%|█▋        | 336/2000 [3:42:31<18:14:28, 39.46s/it][INFO] EPOCH: 336/2000
+Train loss: 0.575874, Val loss: 0.588595
+
 17%|█▋        | 337/2000 [3:43:11<18:15:57, 39.54s/it][INFO] EPOCH: 337/2000
+Train loss: 0.576742, Val loss: 0.593376
+
 17%|█▋        | 338/2000 [3:43:50<18:16:58, 39.60s/it][INFO] EPOCH: 338/2000
+Train loss: 0.577693, Val loss: 0.587440
+
 17%|█▋        | 339/2000 [3:44:30<18:16:08, 39.60s/it][INFO] EPOCH: 339/2000
+Train loss: 0.577738, Val loss: 0.594483
+
 17%|█▋        | 340/2000 [3:45:10<18:16:14, 39.62s/it][INFO] EPOCH: 340/2000
+Train loss: 0.577403, Val loss: 0.596280
+
 17%|█▋        | 341/2000 [3:45:49<18:10:29, 39.44s/it][INFO] EPOCH: 341/2000
+Train loss: 0.576772, Val loss: 0.588135
+
 17%|█▋        | 342/2000 [3:46:28<18:13:05, 39.56s/it][INFO] EPOCH: 342/2000
+Train loss: 0.576501, Val loss: 0.593335
+
 17%|█▋        | 343/2000 [3:47:08<18:13:36, 39.60s/it][INFO] EPOCH: 343/2000
+Train loss: 0.576856, Val loss: 0.591597
+
 17%|█▋        | 344/2000 [3:47:47<18:03:26, 39.26s/it][INFO] EPOCH: 344/2000
+Train loss: 0.577186, Val loss: 0.596361
+
 17%|█▋        | 345/2000 [3:48:26<18:06:20, 39.38s/it][INFO] EPOCH: 345/2000
+Train loss: 0.577690, Val loss: 0.593882
+
 17%|█▋        | 346/2000 [3:49:06<18:08:27, 39.48s/it][INFO] EPOCH: 346/2000
+Train loss: 0.578061, Val loss: 0.588858
+
 17%|█▋        | 347/2000 [3:49:46<18:08:04, 39.49s/it][INFO] EPOCH: 347/2000
+Train loss: 0.576661, Val loss: 0.601182
+
 17%|█▋        | 348/2000 [3:50:25<18:09:59, 39.59s/it][INFO] EPOCH: 348/2000
+Train loss: 0.576254, Val loss: 0.596597
+
 17%|█▋        | 349/2000 [3:51:05<18:10:22, 39.63s/it][INFO] EPOCH: 349/2000
+Train loss: 0.581086, Val loss: 0.588877
+
 18%|█▊        | 350/2000 [3:51:45<18:10:01, 39.64s/it][INFO] EPOCH: 350/2000
+Train loss: 0.576521, Val loss: 0.589422
+
 18%|█▊        | 351/2000 [3:52:24<18:08:56, 39.62s/it][INFO] EPOCH: 351/2000
+Train loss: 0.577101, Val loss: 0.595799
+
 18%|█▊        | 352/2000 [3:53:04<18:08:22, 39.63s/it][INFO] EPOCH: 352/2000
+Train loss: 0.576882, Val loss: 0.610239
+
 18%|█▊        | 353/2000 [3:53:43<18:06:50, 39.59s/it][INFO] EPOCH: 353/2000
+Train loss: 0.577626, Val loss: 0.596848
+
 18%|█▊        | 354/2000 [3:54:23<18:06:41, 39.61s/it][INFO] EPOCH: 354/2000
+Train loss: 0.578200, Val loss: 0.596906
+
 18%|█▊        | 355/2000 [3:55:02<18:01:34, 39.45s/it][INFO] EPOCH: 355/2000
+Train loss: 0.578353, Val loss: 0.596546
+
 18%|█▊        | 356/2000 [3:55:41<17:53:16, 39.17s/it][INFO] EPOCH: 356/2000
+Train loss: 0.576125, Val loss: 0.589974
+
 18%|█▊        | 357/2000 [3:56:18<17:37:35, 38.62s/it][INFO] EPOCH: 357/2000
+Train loss: 0.576608, Val loss: 0.591163
+
 18%|█▊        | 358/2000 [3:56:56<17:33:43, 38.50s/it][INFO] EPOCH: 358/2000
+Train loss: 0.577360, Val loss: 0.593256
+
 18%|█▊        | 359/2000 [3:57:35<17:33:09, 38.51s/it][INFO] EPOCH: 359/2000
+Train loss: 0.577182, Val loss: 0.589232
+
 18%|█▊        | 360/2000 [3:58:13<17:32:53, 38.52s/it][INFO] EPOCH: 360/2000
+Train loss: 0.576893, Val loss: 0.592159
+
 18%|█▊        | 361/2000 [3:58:53<17:41:40, 38.87s/it][INFO] EPOCH: 361/2000
+Train loss: 0.578059, Val loss: 0.605272
+
 18%|█▊        | 362/2000 [3:59:33<17:47:20, 39.10s/it][INFO] EPOCH: 362/2000
+Train loss: 0.577035, Val loss: 0.599676
+
 18%|█▊        | 363/2000 [4:00:12<17:52:41, 39.32s/it][INFO] EPOCH: 363/2000
+Train loss: 0.577935, Val loss: 0.596129
+
 18%|█▊        | 364/2000 [4:00:52<17:52:38, 39.34s/it][INFO] EPOCH: 364/2000
+Train loss: 0.577128, Val loss: 0.601778
+
 18%|█▊        | 365/2000 [4:01:32<17:55:36, 39.47s/it][INFO] EPOCH: 365/2000
+Train loss: 0.576764, Val loss: 0.604176
+
 18%|█▊        | 366/2000 [4:02:10<17:48:32, 39.24s/it][INFO] EPOCH: 366/2000
+Train loss: 0.577879, Val loss: 0.604607
+
 18%|█▊        | 367/2000 [4:02:49<17:46:18, 39.18s/it][INFO] EPOCH: 367/2000
+Train loss: 0.578794, Val loss: 0.589676
+
 18%|█▊        | 368/2000 [4:03:29<17:48:49, 39.30s/it][INFO] EPOCH: 368/2000
+Train loss: 0.575729, Val loss: 0.588531
+
 18%|█▊        | 369/2000 [4:04:07<17:41:55, 39.07s/it][INFO] EPOCH: 369/2000
+Train loss: 0.577522, Val loss: 0.634910
+
 18%|█▊        | 370/2000 [4:04:46<17:35:58, 38.87s/it][INFO] EPOCH: 370/2000
+Train loss: 0.577563, Val loss: 0.593388
+
 19%|█▊        | 371/2000 [4:05:26<17:42:14, 39.13s/it][INFO] EPOCH: 371/2000
+Train loss: 0.577009, Val loss: 0.594101
+
 19%|█▊        | 372/2000 [4:06:05<17:47:19, 39.34s/it][INFO] EPOCH: 372/2000
+Train loss: 0.577749, Val loss: 0.600723
+
 19%|█▊        | 373/2000 [4:06:45<17:46:28, 39.33s/it][INFO] EPOCH: 373/2000
+Train loss: 0.578179, Val loss: 0.587629
+
 19%|█▊        | 374/2000 [4:07:24<17:47:27, 39.39s/it][INFO] EPOCH: 374/2000
+Train loss: 0.577875, Val loss: 0.602272
+
 19%|█▉        | 375/2000 [4:08:04<17:48:52, 39.47s/it][INFO] EPOCH: 375/2000
+Train loss: 0.576046, Val loss: 0.590054
+
 19%|█▉        | 376/2000 [4:08:44<17:51:48, 39.60s/it][INFO] EPOCH: 376/2000
+Train loss: 0.577009, Val loss: 0.591788
+
 19%|█▉        | 377/2000 [4:09:24<17:52:18, 39.64s/it][INFO] EPOCH: 377/2000
+Train loss: 0.577637, Val loss: 0.597539
+
 19%|█▉        | 378/2000 [4:10:03<17:52:49, 39.69s/it][INFO] EPOCH: 378/2000
+Train loss: 0.578098, Val loss: 0.600638
+
 19%|█▉        | 379/2000 [4:10:43<17:51:03, 39.64s/it][INFO] EPOCH: 379/2000
+Train loss: 0.576490, Val loss: 0.618385
+
 19%|█▉        | 380/2000 [4:11:23<17:51:54, 39.70s/it][INFO] EPOCH: 380/2000
+Train loss: 0.577474, Val loss: 0.591067
+
 19%|█▉        | 381/2000 [4:12:02<17:50:52, 39.69s/it][INFO] EPOCH: 381/2000
+Train loss: 0.576584, Val loss: 0.590561
+
 19%|█▉        | 382/2000 [4:12:42<17:48:54, 39.64s/it][INFO] EPOCH: 382/2000
+Train loss: 0.576481, Val loss: 0.626782
+
 19%|█▉        | 383/2000 [4:13:22<17:48:50, 39.66s/it][INFO] EPOCH: 383/2000
+Train loss: 0.578862, Val loss: 0.597913
+
 19%|█▉        | 384/2000 [4:14:00<17:37:55, 39.28s/it][INFO] EPOCH: 384/2000
+Train loss: 0.577299, Val loss: 0.588873
+
 19%|█▉        | 385/2000 [4:14:40<17:41:54, 39.45s/it][INFO] EPOCH: 385/2000
+Train loss: 0.578059, Val loss: 0.589778
+
 19%|█▉        | 386/2000 [4:15:19<17:35:12, 39.23s/it][INFO] EPOCH: 386/2000
+Train loss: 0.577551, Val loss: 0.630904
+
 19%|█▉        | 387/2000 [4:15:58<17:39:19, 39.40s/it][INFO] EPOCH: 387/2000
+Train loss: 0.579516, Val loss: 0.593521
+
 19%|█▉        | 388/2000 [4:16:38<17:41:25, 39.51s/it][INFO] EPOCH: 388/2000
+Train loss: 0.575641, Val loss: 0.588389
+
 19%|█▉        | 389/2000 [4:17:18<17:41:56, 39.55s/it][INFO] EPOCH: 389/2000
+Train loss: 0.577828, Val loss: 0.599012
+
 20%|█▉        | 390/2000 [4:17:57<17:39:48, 39.50s/it][INFO] EPOCH: 390/2000
+Train loss: 0.577022, Val loss: 0.589092
+
 20%|█▉        | 391/2000 [4:18:36<17:31:26, 39.21s/it][INFO] EPOCH: 391/2000
+Train loss: 0.579784, Val loss: 0.590391
+
 20%|█▉        | 392/2000 [4:19:14<17:26:27, 39.05s/it][INFO] EPOCH: 392/2000
+Train loss: 0.575582, Val loss: 0.588348
+
 20%|█▉        | 393/2000 [4:19:54<17:28:11, 39.14s/it][INFO] EPOCH: 393/2000
+Train loss: 0.577434, Val loss: 0.589170
+
 20%|█▉        | 394/2000 [4:20:34<17:34:17, 39.39s/it][INFO] EPOCH: 394/2000
+Train loss: 0.578021, Val loss: 0.623391
+
 20%|█▉        | 395/2000 [4:21:14<17:39:30, 39.61s/it][INFO] EPOCH: 395/2000
+Train loss: 0.577916, Val loss: 0.607695
+
 20%|█▉        | 396/2000 [4:21:54<17:41:44, 39.72s/it][INFO] EPOCH: 396/2000
+Train loss: 0.576548, Val loss: 0.591154
+
 20%|█▉        | 397/2000 [4:22:34<17:44:12, 39.83s/it][INFO] EPOCH: 397/2000
+Train loss: 0.577639, Val loss: 0.608645
+
 20%|█▉        | 398/2000 [4:23:12<17:33:44, 39.47s/it][INFO] EPOCH: 398/2000
+Train loss: 0.578975, Val loss: 0.596703
+
 20%|█▉        | 399/2000 [4:23:52<17:36:11, 39.58s/it][INFO] EPOCH: 399/2000
+Train loss: 0.577046, Val loss: 0.589363
+
 20%|██        | 400/2000 [4:24:31<17:25:26, 39.20s/it][INFO] EPOCH: 400/2000
+Train loss: 0.576306, Val loss: 0.592286
+
 20%|██        | 401/2000 [4:25:09<17:20:17, 39.04s/it][INFO] EPOCH: 401/2000
+Train loss: 0.577198, Val loss: 0.592484
+
 20%|██        | 402/2000 [4:25:49<17:26:08, 39.28s/it][INFO] EPOCH: 402/2000
+Train loss: 0.577669, Val loss: 0.587679
+
 20%|██        | 403/2000 [4:26:29<17:31:16, 39.50s/it][INFO] EPOCH: 403/2000
+Train loss: 0.577560, Val loss: 0.596109
+
 20%|██        | 404/2000 [4:27:09<17:33:11, 39.59s/it][INFO] EPOCH: 404/2000
+Train loss: 0.577468, Val loss: 0.588116
+
 20%|██        | 405/2000 [4:27:49<17:33:59, 39.65s/it][INFO] EPOCH: 405/2000
+Train loss: 0.577356, Val loss: 0.590013
+
 20%|██        | 406/2000 [4:28:29<17:35:41, 39.74s/it][INFO] EPOCH: 406/2000
+Train loss: 0.577061, Val loss: 0.587772
+
 20%|██        | 407/2000 [4:29:07<17:24:49, 39.35s/it][INFO] EPOCH: 407/2000
+Train loss: 0.577739, Val loss: 0.588246
+
 20%|██        | 408/2000 [4:29:44<17:06:41, 38.69s/it][INFO] EPOCH: 408/2000
+Train loss: 0.576899, Val loss: 0.595263
+
 20%|██        | 409/2000 [4:30:23<17:05:37, 38.68s/it][INFO] EPOCH: 409/2000
+Train loss: 0.577639, Val loss: 0.590713
+
 20%|██        | 410/2000 [4:31:03<17:14:08, 39.02s/it][INFO] EPOCH: 410/2000
+Train loss: 0.578054, Val loss: 0.594718
+
 21%|██        | 411/2000 [4:31:43<17:20:18, 39.28s/it][INFO] EPOCH: 411/2000
+Train loss: 0.576688, Val loss: 0.607668
+
 21%|██        | 412/2000 [4:32:23<17:24:27, 39.46s/it][INFO] EPOCH: 412/2000
+Train loss: 0.578128, Val loss: 0.599626
+
 21%|██        | 413/2000 [4:33:01<17:19:15, 39.29s/it][INFO] EPOCH: 413/2000
+Train loss: 0.577993, Val loss: 0.594858
+
 21%|██        | 414/2000 [4:33:41<17:22:41, 39.45s/it][INFO] EPOCH: 414/2000
+Train loss: 0.578324, Val loss: 0.588910
+
 21%|██        | 415/2000 [4:34:21<17:21:53, 39.44s/it][INFO] EPOCH: 415/2000
+Train loss: 0.576044, Val loss: 0.586482
+
 21%|██        | 416/2000 [4:35:01<17:25:10, 39.59s/it][INFO] EPOCH: 416/2000
+Train loss: 0.577226, Val loss: 0.590006
+
 21%|██        | 417/2000 [4:35:40<17:26:05, 39.65s/it][INFO] EPOCH: 417/2000
+Train loss: 0.577395, Val loss: 0.609231
+
 21%|██        | 418/2000 [4:36:20<17:26:17, 39.68s/it][INFO] EPOCH: 418/2000
+Train loss: 0.577724, Val loss: 0.595073
+
 21%|██        | 419/2000 [4:37:00<17:23:59, 39.62s/it][INFO] EPOCH: 419/2000
+Train loss: 0.577087, Val loss: 0.609033
+
 21%|██        | 420/2000 [4:37:39<17:24:20, 39.66s/it][INFO] EPOCH: 420/2000
+Train loss: 0.577147, Val loss: 0.632752
+
 21%|██        | 421/2000 [4:38:19<17:24:16, 39.68s/it][INFO] EPOCH: 421/2000
+Train loss: 0.578567, Val loss: 0.589140
+
 21%|██        | 422/2000 [4:38:59<17:25:55, 39.77s/it][INFO] EPOCH: 422/2000
+Train loss: 0.578799, Val loss: 0.608691
+
 21%|██        | 423/2000 [4:39:38<17:22:21, 39.66s/it][INFO] EPOCH: 423/2000
+Train loss: 0.577132, Val loss: 0.591391
+
 21%|██        | 424/2000 [4:40:18<17:21:21, 39.65s/it][INFO] EPOCH: 424/2000
+Train loss: 0.576848, Val loss: 0.591764
+
 21%|██▏       | 425/2000 [4:40:57<17:12:25, 39.33s/it][INFO] EPOCH: 425/2000
+Train loss: 0.577064, Val loss: 0.602562
+
 21%|██▏       | 426/2000 [4:41:37<17:17:35, 39.55s/it][INFO] EPOCH: 426/2000
+Train loss: 0.577422, Val loss: 0.591091
+
 21%|██▏       | 427/2000 [4:42:16<17:18:10, 39.60s/it][INFO] EPOCH: 427/2000
+Train loss: 0.577720, Val loss: 0.601952
+
 21%|██▏       | 428/2000 [4:42:57<17:21:18, 39.74s/it][INFO] EPOCH: 428/2000
+Train loss: 0.576700, Val loss: 0.590318
+
 21%|██▏       | 429/2000 [4:43:37<17:22:24, 39.81s/it][INFO] EPOCH: 429/2000
+Train loss: 0.577190, Val loss: 0.596942
+
 22%|██▏       | 430/2000 [4:44:16<17:22:11, 39.83s/it][INFO] EPOCH: 430/2000
+Train loss: 0.577911, Val loss: 0.592563
+
 22%|██▏       | 431/2000 [4:44:55<17:15:24, 39.60s/it][INFO] EPOCH: 431/2000
+Train loss: 0.577830, Val loss: 0.613297
+
 22%|██▏       | 432/2000 [4:45:34<17:09:15, 39.38s/it][INFO] EPOCH: 432/2000
+Train loss: 0.578315, Val loss: 0.590794
+
 22%|██▏       | 433/2000 [4:46:14<17:13:27, 39.57s/it][INFO] EPOCH: 433/2000
+Train loss: 0.576993, Val loss: 0.605072
+
 22%|██▏       | 434/2000 [4:46:54<17:14:19, 39.63s/it][INFO] EPOCH: 434/2000
+Train loss: 0.577027, Val loss: 0.630148
+
 22%|██▏       | 435/2000 [4:47:34<17:15:05, 39.68s/it][INFO] EPOCH: 435/2000
+Train loss: 0.577232, Val loss: 0.593486
+
 22%|██▏       | 436/2000 [4:48:14<17:15:48, 39.74s/it][INFO] EPOCH: 436/2000
+Train loss: 0.576956, Val loss: 0.625312
+
 22%|██▏       | 437/2000 [4:48:53<17:11:46, 39.61s/it][INFO] EPOCH: 437/2000
+Train loss: 0.577636, Val loss: 0.598726
+
 22%|██▏       | 438/2000 [4:49:33<17:13:24, 39.70s/it][INFO] EPOCH: 438/2000
+Train loss: 0.577518, Val loss: 0.590720
+
 22%|██▏       | 439/2000 [4:50:13<17:13:48, 39.74s/it][INFO] EPOCH: 439/2000
+Train loss: 0.576421, Val loss: 0.589858
+
 22%|██▏       | 440/2000 [4:50:53<17:16:33, 39.87s/it][INFO] EPOCH: 440/2000
+Train loss: 0.577784, Val loss: 0.593803
+
 22%|██▏       | 441/2000 [4:51:33<17:17:02, 39.91s/it][INFO] EPOCH: 441/2000
+Train loss: 0.578431, Val loss: 0.590042
+
 22%|██▏       | 442/2000 [4:52:13<17:15:21, 39.87s/it][INFO] EPOCH: 442/2000
+Train loss: 0.577213, Val loss: 0.591455
+
 22%|██▏       | 443/2000 [4:52:51<17:05:06, 39.50s/it][INFO] EPOCH: 443/2000
+Train loss: 0.576731, Val loss: 0.606744
+
 22%|██▏       | 444/2000 [4:53:31<17:06:41, 39.59s/it][INFO] EPOCH: 444/2000
+Train loss: 0.577351, Val loss: 0.590686
+
 22%|██▏       | 445/2000 [4:54:11<17:04:26, 39.53s/it][INFO] EPOCH: 445/2000
+Train loss: 0.576685, Val loss: 0.588288
+
 22%|██▏       | 446/2000 [4:54:50<17:05:18, 39.59s/it][INFO] EPOCH: 446/2000
+Train loss: 0.578158, Val loss: 0.587257
+
 22%|██▏       | 447/2000 [4:55:30<17:08:09, 39.72s/it][INFO] EPOCH: 447/2000
+Train loss: 0.578237, Val loss: 0.600784
+
 22%|██▏       | 448/2000 [4:56:10<17:08:18, 39.75s/it][INFO] EPOCH: 448/2000
+Train loss: 0.576114, Val loss: 0.589828
+
 22%|██▏       | 449/2000 [4:56:50<17:10:09, 39.85s/it][INFO] EPOCH: 449/2000
+Train loss: 0.577120, Val loss: 0.596053
+
 22%|██▎       | 450/2000 [4:57:30<17:08:58, 39.83s/it][INFO] EPOCH: 450/2000
+Train loss: 0.577598, Val loss: 0.599780
+
 23%|██▎       | 451/2000 [4:58:10<17:08:01, 39.82s/it][INFO] EPOCH: 451/2000
+Train loss: 0.576608, Val loss: 0.590105
+
 23%|██▎       | 452/2000 [4:58:50<17:09:00, 39.88s/it][INFO] EPOCH: 452/2000
+Train loss: 0.578634, Val loss: 0.588467
+
 23%|██▎       | 453/2000 [4:59:30<17:07:36, 39.86s/it][INFO] EPOCH: 453/2000
+Train loss: 0.579447, Val loss: 0.589541
+
 23%|██▎       | 454/2000 [5:00:10<17:07:34, 39.88s/it][INFO] EPOCH: 454/2000
+Train loss: 0.576500, Val loss: 0.587317
+
 23%|██▎       | 455/2000 [5:00:49<17:02:30, 39.71s/it][INFO] EPOCH: 455/2000
+Train loss: 0.578026, Val loss: 0.589450
+
 23%|██▎       | 456/2000 [5:01:29<17:02:42, 39.74s/it][INFO] EPOCH: 456/2000
+Train loss: 0.577122, Val loss: 0.604418
+
 23%|██▎       | 457/2000 [5:02:08<17:00:02, 39.66s/it][INFO] EPOCH: 457/2000
+Train loss: 0.577818, Val loss: 0.589613
+
 23%|██▎       | 458/2000 [5:02:47<16:55:32, 39.52s/it][INFO] EPOCH: 458/2000
+Train loss: 0.577987, Val loss: 0.586019
+
 23%|██▎       | 459/2000 [5:03:26<16:49:22, 39.30s/it][INFO] EPOCH: 459/2000
+Train loss: 0.577181, Val loss: 0.596679
+
 23%|██▎       | 460/2000 [5:04:05<16:48:29, 39.29s/it][INFO] EPOCH: 460/2000
+Train loss: 0.578062, Val loss: 0.588575
+
 23%|██▎       | 461/2000 [5:04:45<16:51:36, 39.44s/it][INFO] EPOCH: 461/2000
+Train loss: 0.580060, Val loss: 0.617502
+
 23%|██▎       | 462/2000 [5:05:24<16:44:02, 39.17s/it][INFO] EPOCH: 462/2000
+Train loss: 0.577185, Val loss: 0.594777
+
 23%|██▎       | 463/2000 [5:06:01<16:30:53, 38.68s/it][INFO] EPOCH: 463/2000
+Train loss: 0.576767, Val loss: 0.589026
+
 23%|██▎       | 464/2000 [5:06:40<16:29:42, 38.66s/it][INFO] EPOCH: 464/2000
+Train loss: 0.578099, Val loss: 0.597253
+
 23%|██▎       | 465/2000 [5:07:20<16:37:49, 39.00s/it][INFO] EPOCH: 465/2000
+Train loss: 0.576765, Val loss: 0.592013
+
 23%|██▎       | 466/2000 [5:07:59<16:41:39, 39.18s/it][INFO] EPOCH: 466/2000
+Train loss: 0.576372, Val loss: 0.591281
+
 23%|██▎       | 467/2000 [5:08:39<16:45:31, 39.36s/it][INFO] EPOCH: 467/2000
+Train loss: 0.578815, Val loss: 0.588009
+
 23%|██▎       | 468/2000 [5:09:19<16:48:07, 39.48s/it][INFO] EPOCH: 468/2000
+Train loss: 0.576780, Val loss: 0.600713
+
 23%|██▎       | 469/2000 [5:09:59<16:51:00, 39.62s/it][INFO] EPOCH: 469/2000
+Train loss: 0.577671, Val loss: 0.601834
+
 24%|██▎       | 470/2000 [5:10:39<16:52:02, 39.69s/it][INFO] EPOCH: 470/2000
+Train loss: 0.577534, Val loss: 0.600084
+
 24%|██▎       | 471/2000 [5:11:18<16:51:39, 39.70s/it][INFO] EPOCH: 471/2000
+Train loss: 0.577910, Val loss: 0.593243
+
 24%|██▎       | 472/2000 [5:11:58<16:52:29, 39.76s/it][INFO] EPOCH: 472/2000
+Train loss: 0.577928, Val loss: 0.591840
+
 24%|██▎       | 473/2000 [5:12:38<16:51:28, 39.74s/it][INFO] EPOCH: 473/2000
+Train loss: 0.577684, Val loss: 0.593636
+
 24%|██▎       | 474/2000 [5:13:18<16:50:35, 39.74s/it][INFO] EPOCH: 474/2000
+Train loss: 0.577802, Val loss: 0.589971
+
 24%|██▍       | 475/2000 [5:13:57<16:50:13, 39.75s/it][INFO] EPOCH: 475/2000
+Train loss: 0.577488, Val loss: 0.592933
+
 24%|██▍       | 476/2000 [5:14:36<16:42:19, 39.46s/it][INFO] EPOCH: 476/2000
+Train loss: 0.577669, Val loss: 0.587589
+
 24%|██▍       | 477/2000 [5:15:16<16:45:43, 39.62s/it][INFO] EPOCH: 477/2000
+Train loss: 0.578215, Val loss: 0.615696
+
 24%|██▍       | 478/2000 [5:15:56<16:46:10, 39.67s/it][INFO] EPOCH: 478/2000
+Train loss: 0.578879, Val loss: 0.595915
+
 24%|██▍       | 479/2000 [5:16:36<16:47:16, 39.73s/it][INFO] EPOCH: 479/2000
+Train loss: 0.578660, Val loss: 0.589028
+
 24%|██▍       | 480/2000 [5:17:16<16:47:54, 39.79s/it][INFO] EPOCH: 480/2000
+Train loss: 0.577004, Val loss: 0.602001
+
 24%|██▍       | 481/2000 [5:17:56<16:48:11, 39.82s/it][INFO] EPOCH: 481/2000
+Train loss: 0.576767, Val loss: 0.614793
+
 24%|██▍       | 482/2000 [5:18:36<16:47:05, 39.81s/it][INFO] EPOCH: 482/2000
+Train loss: 0.576459, Val loss: 0.592234
+
 24%|██▍       | 483/2000 [5:19:13<16:29:02, 39.12s/it][INFO] EPOCH: 483/2000
+Train loss: 0.577215, Val loss: 0.604600
+
 24%|██▍       | 484/2000 [5:19:53<16:32:43, 39.29s/it][INFO] EPOCH: 484/2000
+Train loss: 0.577249, Val loss: 0.599038
+
 24%|██▍       | 485/2000 [5:20:33<16:36:24, 39.46s/it][INFO] EPOCH: 485/2000
+Train loss: 0.578112, Val loss: 0.619373
+
 24%|██▍       | 486/2000 [5:21:13<16:40:44, 39.66s/it][INFO] EPOCH: 486/2000
+Train loss: 0.577445, Val loss: 0.603638
+
 24%|██▍       | 487/2000 [5:21:53<16:41:07, 39.70s/it][INFO] EPOCH: 487/2000
+Train loss: 0.576666, Val loss: 0.594358
+
 24%|██▍       | 488/2000 [5:22:32<16:40:55, 39.72s/it][INFO] EPOCH: 488/2000
+Train loss: 0.578544, Val loss: 0.590364
+
 24%|██▍       | 489/2000 [5:23:11<16:31:48, 39.38s/it][INFO] EPOCH: 489/2000
+Train loss: 0.576464, Val loss: 0.592082
+
 24%|██▍       | 490/2000 [5:23:49<16:20:29, 38.96s/it][INFO] EPOCH: 490/2000
+Train loss: 0.579023, Val loss: 0.591071
+
 25%|██▍       | 491/2000 [5:24:29<16:27:42, 39.27s/it][INFO] EPOCH: 491/2000
+Train loss: 0.575648, Val loss: 0.590013
+
 25%|██▍       | 492/2000 [5:25:09<16:32:50, 39.50s/it][INFO] EPOCH: 492/2000
+Train loss: 0.577449, Val loss: 0.606374
+
 25%|██▍       | 493/2000 [5:25:49<16:33:39, 39.56s/it][INFO] EPOCH: 493/2000
+Train loss: 0.576494, Val loss: 0.597450
+
 25%|██▍       | 494/2000 [5:26:28<16:35:16, 39.65s/it][INFO] EPOCH: 494/2000
+Train loss: 0.576199, Val loss: 0.589543
+
 25%|██▍       | 495/2000 [5:27:08<16:37:02, 39.75s/it][INFO] EPOCH: 495/2000
+Train loss: 0.577447, Val loss: 0.594043
+
 25%|██▍       | 496/2000 [5:27:48<16:37:34, 39.80s/it][INFO] EPOCH: 496/2000
+Train loss: 0.577622, Val loss: 0.591460
+
 25%|██▍       | 497/2000 [5:28:27<16:28:04, 39.44s/it][INFO] EPOCH: 497/2000
+Train loss: 0.578338, Val loss: 0.589919
+
 25%|██▍       | 498/2000 [5:29:07<16:29:33, 39.53s/it][INFO] EPOCH: 498/2000
+Train loss: 0.576639, Val loss: 0.612821
+
 25%|██▍       | 499/2000 [5:29:46<16:29:23, 39.55s/it][INFO] EPOCH: 499/2000
+Train loss: 0.577286, Val loss: 0.589549
+
 25%|██▌       | 500/2000 [5:30:26<16:33:00, 39.72s/it][INFO] EPOCH: 500/2000
+Train loss: 0.576678, Val loss: 0.591873
+
 25%|██▌       | 501/2000 [5:31:06<16:32:51, 39.74s/it][INFO] EPOCH: 501/2000
+Train loss: 0.577078, Val loss: 0.590738
+
 25%|██▌       | 502/2000 [5:31:46<16:33:08, 39.78s/it][INFO] EPOCH: 502/2000
+Train loss: 0.577960, Val loss: 0.592934
+
 25%|██▌       | 503/2000 [5:32:25<16:29:51, 39.67s/it][INFO] EPOCH: 503/2000
+Train loss: 0.577484, Val loss: 0.591470
+
 25%|██▌       | 504/2000 [5:33:05<16:29:27, 39.68s/it][INFO] EPOCH: 504/2000
+Train loss: 0.577032, Val loss: 0.590359
+
 25%|██▌       | 505/2000 [5:33:45<16:28:58, 39.69s/it][INFO] EPOCH: 505/2000
+Train loss: 0.577996, Val loss: 0.588929
+
 25%|██▌       | 506/2000 [5:34:25<16:28:52, 39.71s/it][INFO] EPOCH: 506/2000
+Train loss: 0.577497, Val loss: 0.595002
+
 25%|██▌       | 507/2000 [5:35:04<16:27:10, 39.67s/it][INFO] EPOCH: 507/2000
+Train loss: 0.577889, Val loss: 0.595567
+
 25%|██▌       | 508/2000 [5:35:44<16:26:38, 39.68s/it][INFO] EPOCH: 508/2000
+Train loss: 0.577792, Val loss: 0.590947
+
 25%|██▌       | 509/2000 [5:36:24<16:28:13, 39.77s/it][INFO] EPOCH: 509/2000
+Train loss: 0.576892, Val loss: 0.590185
+
 26%|██▌       | 510/2000 [5:37:02<16:17:40, 39.37s/it][INFO] EPOCH: 510/2000
+Train loss: 0.577672, Val loss: 0.592416
+
 26%|██▌       | 511/2000 [5:37:40<16:02:05, 38.77s/it][INFO] EPOCH: 511/2000
+Train loss: 0.578340, Val loss: 0.626801
+
 26%|██▌       | 512/2000 [5:38:20<16:09:39, 39.10s/it][INFO] EPOCH: 512/2000
+Train loss: 0.576248, Val loss: 0.593413
+
 26%|██▌       | 513/2000 [5:38:59<16:14:24, 39.32s/it][INFO] EPOCH: 513/2000
+Train loss: 0.578217, Val loss: 0.603601
+
 26%|██▌       | 514/2000 [5:39:39<16:16:42, 39.44s/it][INFO] EPOCH: 514/2000
+Train loss: 0.577415, Val loss: 0.588940
+
 26%|██▌       | 515/2000 [5:40:19<16:19:26, 39.57s/it][INFO] EPOCH: 515/2000
+Train loss: 0.577102, Val loss: 0.611531
+
 26%|██▌       | 516/2000 [5:40:59<16:21:02, 39.66s/it][INFO] EPOCH: 516/2000
+Train loss: 0.578249, Val loss: 0.591786
+
 26%|██▌       | 517/2000 [5:41:39<16:20:43, 39.68s/it][INFO] EPOCH: 517/2000
+Train loss: 0.577245, Val loss: 0.588963
+
 26%|██▌       | 518/2000 [5:42:18<16:20:35, 39.70s/it][INFO] EPOCH: 518/2000
+Train loss: 0.576133, Val loss: 0.589579
+
 26%|██▌       | 519/2000 [5:43:00<16:33:39, 40.26s/it][INFO] EPOCH: 519/2000
+Train loss: 0.576877, Val loss: 0.601895
+
 26%|██▌       | 520/2000 [5:43:38<16:13:22, 39.46s/it][INFO] EPOCH: 520/2000
+Train loss: 0.577728, Val loss: 0.591106
+
 26%|██▌       | 521/2000 [5:44:15<15:57:03, 38.83s/it][INFO] EPOCH: 521/2000
+Train loss: 0.576939, Val loss: 0.593399
+
 26%|██▌       | 522/2000 [5:44:53<15:53:05, 38.69s/it][INFO] EPOCH: 522/2000
+Train loss: 0.576871, Val loss: 0.598978
+
 26%|██▌       | 523/2000 [5:45:33<15:57:32, 38.90s/it][INFO] EPOCH: 523/2000
+Train loss: 0.577704, Val loss: 0.588825
+
 26%|██▌       | 524/2000 [5:46:12<16:00:39, 39.05s/it][INFO] EPOCH: 524/2000
+Train loss: 0.577304, Val loss: 0.593750
+
 26%|██▋       | 525/2000 [5:46:52<16:03:48, 39.21s/it][INFO] EPOCH: 525/2000
+Train loss: 0.576125, Val loss: 0.594141
+
 26%|██▋       | 526/2000 [5:47:30<15:58:33, 39.02s/it][INFO] EPOCH: 526/2000
+Train loss: 0.577009, Val loss: 0.589353
+
 26%|██▋       | 527/2000 [5:48:10<16:01:14, 39.15s/it][INFO] EPOCH: 527/2000
+Train loss: 0.577765, Val loss: 0.600895
+
 26%|██▋       | 528/2000 [5:48:49<16:02:16, 39.22s/it][INFO] EPOCH: 528/2000
+Train loss: 0.577824, Val loss: 0.604415
+
 26%|██▋       | 529/2000 [5:49:29<16:03:42, 39.31s/it][INFO] EPOCH: 529/2000
+Train loss: 0.576119, Val loss: 0.600076
+
 26%|██▋       | 530/2000 [5:50:08<16:04:27, 39.37s/it][INFO] EPOCH: 530/2000
+Train loss: 0.576950, Val loss: 0.592120
+
 27%|██▋       | 531/2000 [5:50:47<16:04:02, 39.38s/it][INFO] EPOCH: 531/2000
+Train loss: 0.577211, Val loss: 0.594057
+
 27%|██▋       | 532/2000 [5:51:27<16:04:42, 39.43s/it][INFO] EPOCH: 532/2000
+Train loss: 0.577655, Val loss: 0.595393
+
 27%|██▋       | 533/2000 [5:52:06<16:03:51, 39.42s/it][INFO] EPOCH: 533/2000
+Train loss: 0.577360, Val loss: 0.605370
+
 27%|██▋       | 534/2000 [5:52:45<15:57:33, 39.19s/it][INFO] EPOCH: 534/2000
+Train loss: 0.577537, Val loss: 0.621043
+
 27%|██▋       | 535/2000 [5:53:24<15:58:26, 39.25s/it][INFO] EPOCH: 535/2000
+Train loss: 0.577019, Val loss: 0.595896
+
 27%|██▋       | 536/2000 [5:54:04<15:57:34, 39.24s/it][INFO] EPOCH: 536/2000
+Train loss: 0.577767, Val loss: 0.591355
+
 27%|██▋       | 537/2000 [5:54:43<15:59:13, 39.34s/it][INFO] EPOCH: 537/2000
+Train loss: 0.576272, Val loss: 0.592216
+
 27%|██▋       | 538/2000 [5:55:23<15:59:35, 39.38s/it][INFO] EPOCH: 538/2000
+Train loss: 0.577345, Val loss: 0.589408
+
 27%|██▋       | 539/2000 [5:56:02<16:00:33, 39.45s/it][INFO] EPOCH: 539/2000
+Train loss: 0.577951, Val loss: 0.594684
+
 27%|██▋       | 540/2000 [5:56:41<15:53:10, 39.17s/it][INFO] EPOCH: 540/2000
+Train loss: 0.577888, Val loss: 0.601874
+
 27%|██▋       | 541/2000 [5:57:18<15:40:17, 38.67s/it][INFO] EPOCH: 541/2000
+Train loss: 0.576605, Val loss: 0.589199
+
 27%|██▋       | 542/2000 [5:57:57<15:38:26, 38.62s/it][INFO] EPOCH: 542/2000
+Train loss: 0.578028, Val loss: 0.594759
+
 27%|██▋       | 543/2000 [5:58:37<15:45:59, 38.96s/it][INFO] EPOCH: 543/2000
+Train loss: 0.577061, Val loss: 0.592200
+
 27%|██▋       | 544/2000 [5:59:16<15:48:29, 39.09s/it][INFO] EPOCH: 544/2000
+Train loss: 0.576673, Val loss: 0.608729
+
 27%|██▋       | 545/2000 [5:59:56<15:51:04, 39.22s/it][INFO] EPOCH: 545/2000
+Train loss: 0.578318, Val loss: 0.587171
+
 27%|██▋       | 546/2000 [6:00:34<15:47:34, 39.10s/it][INFO] EPOCH: 546/2000
+Train loss: 0.576590, Val loss: 0.589232
+
 27%|██▋       | 547/2000 [6:01:14<15:48:12, 39.16s/it][INFO] EPOCH: 547/2000
+Train loss: 0.577901, Val loss: 0.588725
+
 27%|██▋       | 548/2000 [6:01:53<15:49:24, 39.23s/it][INFO] EPOCH: 548/2000
+Train loss: 0.577946, Val loss: 0.587867
+
 27%|██▋       | 549/2000 [6:02:33<15:50:42, 39.31s/it][INFO] EPOCH: 549/2000
+Train loss: 0.577613, Val loss: 0.616745
+
 28%|██▊       | 550/2000 [6:03:12<15:51:33, 39.37s/it][INFO] EPOCH: 550/2000
+Train loss: 0.577054, Val loss: 0.593278
+
 28%|██▊       | 551/2000 [6:03:51<15:51:00, 39.38s/it][INFO] EPOCH: 551/2000
+Train loss: 0.576630, Val loss: 0.593096
+
 28%|██▊       | 552/2000 [6:04:31<15:50:43, 39.39s/it][INFO] EPOCH: 552/2000
+Train loss: 0.577296, Val loss: 0.602924
+
 28%|██▊       | 553/2000 [6:05:10<15:49:53, 39.39s/it][INFO] EPOCH: 553/2000
+Train loss: 0.577855, Val loss: 0.593357
+
 28%|██▊       | 554/2000 [6:05:50<15:50:35, 39.44s/it][INFO] EPOCH: 554/2000
+Train loss: 0.577484, Val loss: 0.589404
+
 28%|██▊       | 555/2000 [6:06:29<15:50:48, 39.48s/it][INFO] EPOCH: 555/2000
+Train loss: 0.576916, Val loss: 0.596014
+
 28%|██▊       | 556/2000 [6:07:09<15:48:45, 39.42s/it][INFO] EPOCH: 556/2000
+Train loss: 0.576308, Val loss: 0.616900
+
 28%|██▊       | 557/2000 [6:07:48<15:47:59, 39.42s/it][INFO] EPOCH: 557/2000
+Train loss: 0.577578, Val loss: 0.594136
+
 28%|██▊       | 558/2000 [6:08:28<15:49:12, 39.50s/it][INFO] EPOCH: 558/2000
+Train loss: 0.577098, Val loss: 0.602939
+
 28%|██▊       | 559/2000 [6:09:07<15:49:40, 39.54s/it][INFO] EPOCH: 559/2000
+Train loss: 0.576808, Val loss: 0.608511
+
 28%|██▊       | 560/2000 [6:09:47<15:49:44, 39.57s/it][INFO] EPOCH: 560/2000
+Train loss: 0.578596, Val loss: 0.595750
+
 28%|██▊       | 561/2000 [6:10:27<15:49:04, 39.57s/it][INFO] EPOCH: 561/2000
+Train loss: 0.578749, Val loss: 0.590636
+
 28%|██▊       | 562/2000 [6:11:06<15:47:36, 39.54s/it][INFO] EPOCH: 562/2000
+Train loss: 0.576526, Val loss: 0.587876
+
 28%|██▊       | 563/2000 [6:11:46<15:47:41, 39.57s/it][INFO] EPOCH: 563/2000
+Train loss: 0.578395, Val loss: 0.589956
+
 28%|██▊       | 564/2000 [6:12:25<15:46:04, 39.53s/it][INFO] EPOCH: 564/2000
+Train loss: 0.577063, Val loss: 0.589459
+
 28%|██▊       | 565/2000 [6:13:05<15:46:02, 39.56s/it][INFO] EPOCH: 565/2000
+Train loss: 0.578281, Val loss: 0.587842
+
 28%|██▊       | 566/2000 [6:13:44<15:45:23, 39.56s/it][INFO] EPOCH: 566/2000
+Train loss: 0.576938, Val loss: 0.600276
+
 28%|██▊       | 567/2000 [6:14:23<15:38:11, 39.28s/it][INFO] EPOCH: 567/2000
+Train loss: 0.577355, Val loss: 0.589672
+
 28%|██▊       | 568/2000 [6:15:02<15:35:53, 39.21s/it][INFO] EPOCH: 568/2000
+Train loss: 0.576434, Val loss: 0.604811
+
 28%|██▊       | 569/2000 [6:15:41<15:36:07, 39.25s/it][INFO] EPOCH: 569/2000
+Train loss: 0.576950, Val loss: 0.604514
+
 28%|██▊       | 570/2000 [6:16:21<15:37:31, 39.34s/it][INFO] EPOCH: 570/2000
+Train loss: 0.578572, Val loss: 0.589698
+
 29%|██▊       | 571/2000 [6:17:01<15:38:54, 39.42s/it][INFO] EPOCH: 571/2000
+Train loss: 0.577018, Val loss: 0.617829
+
 29%|██▊       | 572/2000 [6:17:39<15:31:58, 39.16s/it][INFO] EPOCH: 572/2000
+Train loss: 0.578120, Val loss: 0.606826
+
 29%|██▊       | 573/2000 [6:18:17<15:24:43, 38.88s/it][INFO] EPOCH: 573/2000
+Train loss: 0.577131, Val loss: 0.589470
+
 29%|██▊       | 574/2000 [6:18:56<15:22:35, 38.82s/it][INFO] EPOCH: 574/2000
+Train loss: 0.577068, Val loss: 0.587750
+
 29%|██▉       | 575/2000 [6:19:35<15:26:57, 39.03s/it][INFO] EPOCH: 575/2000
+Train loss: 0.577177, Val loss: 0.591676
+
 29%|██▉       | 576/2000 [6:20:15<15:29:56, 39.18s/it][INFO] EPOCH: 576/2000
+Train loss: 0.578565, Val loss: 0.613367
+
 29%|██▉       | 577/2000 [6:20:55<15:31:56, 39.29s/it][INFO] EPOCH: 577/2000
+Train loss: 0.578306, Val loss: 0.588651
+
 29%|██▉       | 578/2000 [6:21:34<15:31:44, 39.31s/it][INFO] EPOCH: 578/2000
+Train loss: 0.576311, Val loss: 0.603314
+
 29%|██▉       | 579/2000 [6:22:12<15:24:59, 39.06s/it][INFO] EPOCH: 579/2000
+Train loss: 0.577658, Val loss: 0.590326
+
 29%|██▉       | 580/2000 [6:22:51<15:20:21, 38.89s/it][INFO] EPOCH: 580/2000
+Train loss: 0.578693, Val loss: 0.592038
+
 29%|██▉       | 581/2000 [6:23:31<15:25:24, 39.13s/it][INFO] EPOCH: 581/2000
+Train loss: 0.578173, Val loss: 0.589354
+
 29%|██▉       | 582/2000 [6:24:09<15:20:11, 38.94s/it][INFO] EPOCH: 582/2000
+Train loss: 0.575645, Val loss: 0.590563
+
 29%|██▉       | 583/2000 [6:24:49<15:24:44, 39.16s/it][INFO] EPOCH: 583/2000
+Train loss: 0.576246, Val loss: 0.595554
+
 29%|██▉       | 584/2000 [6:25:28<15:26:34, 39.26s/it][INFO] EPOCH: 584/2000
+Train loss: 0.578496, Val loss: 0.590187
+
 29%|██▉       | 585/2000 [6:26:08<15:27:06, 39.31s/it][INFO] EPOCH: 585/2000
+Train loss: 0.578655, Val loss: 0.599389
+
 29%|██▉       | 586/2000 [6:26:47<15:29:38, 39.45s/it][INFO] EPOCH: 586/2000
+Train loss: 0.578155, Val loss: 0.593059
+
 29%|██▉       | 587/2000 [6:27:27<15:27:44, 39.39s/it][INFO] EPOCH: 587/2000
+Train loss: 0.577911, Val loss: 0.605028
+
 29%|██▉       | 588/2000 [6:28:06<15:28:39, 39.46s/it][INFO] EPOCH: 588/2000
+Train loss: 0.578514, Val loss: 0.638360
+
 29%|██▉       | 589/2000 [6:28:46<15:28:33, 39.49s/it][INFO] EPOCH: 589/2000
+Train loss: 0.578553, Val loss: 0.592540
+
 30%|██▉       | 590/2000 [6:29:25<15:22:28, 39.25s/it][INFO] EPOCH: 590/2000
+Train loss: 0.576702, Val loss: 0.592403
+
 30%|██▉       | 591/2000 [6:30:04<15:24:16, 39.36s/it][INFO] EPOCH: 591/2000
+Train loss: 0.577770, Val loss: 0.590439
+
 30%|██▉       | 592/2000 [6:30:44<15:25:20, 39.43s/it][INFO] EPOCH: 592/2000
+Train loss: 0.578037, Val loss: 0.589613
+
 30%|██▉       | 593/2000 [6:31:23<15:26:27, 39.51s/it][INFO] EPOCH: 593/2000
+Train loss: 0.576784, Val loss: 0.593605
+
 30%|██▉       | 594/2000 [6:32:03<15:25:36, 39.50s/it][INFO] EPOCH: 594/2000
+Train loss: 0.577159, Val loss: 0.595168
+
 30%|██▉       | 595/2000 [6:32:42<15:25:05, 39.51s/it][INFO] EPOCH: 595/2000
+Train loss: 0.576537, Val loss: 0.591591
+
 30%|██▉       | 596/2000 [6:33:22<15:24:47, 39.52s/it][INFO] EPOCH: 596/2000
+Train loss: 0.578415, Val loss: 0.635580
+
 30%|██▉       | 597/2000 [6:34:02<15:26:21, 39.62s/it][INFO] EPOCH: 597/2000
+Train loss: 0.579711, Val loss: 0.598866
+
 30%|██▉       | 598/2000 [6:34:41<15:25:06, 39.59s/it][INFO] EPOCH: 598/2000
+Train loss: 0.577120, Val loss: 0.591185
+
 30%|██▉       | 599/2000 [6:35:20<15:17:27, 39.29s/it][INFO] EPOCH: 599/2000
+Train loss: 0.577539, Val loss: 0.606434
+
 30%|███       | 600/2000 [6:35:59<15:11:31, 39.07s/it][INFO] EPOCH: 600/2000
+Train loss: 0.577434, Val loss: 0.600341
+
 30%|███       | 601/2000 [6:36:36<14:58:58, 38.56s/it][INFO] EPOCH: 601/2000
+Train loss: 0.576195, Val loss: 0.593919
+
 30%|███       | 602/2000 [6:37:13<14:50:55, 38.24s/it][INFO] EPOCH: 602/2000
+Train loss: 0.577505, Val loss: 0.589532
+
 30%|███       | 603/2000 [6:37:52<14:52:57, 38.35s/it][INFO] EPOCH: 603/2000
+Train loss: 0.578271, Val loss: 0.590001
+
 30%|███       | 604/2000 [6:38:31<14:53:35, 38.41s/it][INFO] EPOCH: 604/2000
+Train loss: 0.576577, Val loss: 0.604120
+
 30%|███       | 605/2000 [6:39:10<15:02:09, 38.80s/it][INFO] EPOCH: 605/2000
+Train loss: 0.577889, Val loss: 0.606425
+
 30%|███       | 606/2000 [6:39:50<15:09:56, 39.17s/it][INFO] EPOCH: 606/2000
+Train loss: 0.577075, Val loss: 0.592717
+
 30%|███       | 607/2000 [6:40:30<15:12:21, 39.30s/it][INFO] EPOCH: 607/2000
+Train loss: 0.576962, Val loss: 0.595269
+
 30%|███       | 608/2000 [6:41:09<15:13:37, 39.38s/it][INFO] EPOCH: 608/2000
+Train loss: 0.577085, Val loss: 0.593829
+
 30%|███       | 609/2000 [6:41:48<15:05:41, 39.07s/it][INFO] EPOCH: 609/2000
+Train loss: 0.577377, Val loss: 0.594324
+
 30%|███       | 610/2000 [6:42:26<15:01:32, 38.92s/it][INFO] EPOCH: 610/2000
+Train loss: 0.577026, Val loss: 0.588988
+
 31%|███       | 611/2000 [6:43:06<15:06:12, 39.14s/it][INFO] EPOCH: 611/2000
+Train loss: 0.578053, Val loss: 0.589827
+
 31%|███       | 612/2000 [6:43:45<15:06:18, 39.18s/it][INFO] EPOCH: 612/2000
+Train loss: 0.576626, Val loss: 0.589655
+
 31%|███       | 613/2000 [6:44:25<15:08:37, 39.31s/it][INFO] EPOCH: 613/2000
+Train loss: 0.578214, Val loss: 0.600988
+
 31%|███       | 614/2000 [6:45:05<15:10:49, 39.43s/it][INFO] EPOCH: 614/2000
+Train loss: 0.579080, Val loss: 0.594894
+
 31%|███       | 615/2000 [6:45:43<15:03:58, 39.16s/it][INFO] EPOCH: 615/2000
+Train loss: 0.577791, Val loss: 0.590746
+
 31%|███       | 616/2000 [6:46:23<15:07:17, 39.33s/it][INFO] EPOCH: 616/2000
+Train loss: 0.578694, Val loss: 0.600580
+
 31%|███       | 617/2000 [6:47:01<15:00:59, 39.09s/it][INFO] EPOCH: 617/2000
+Train loss: 0.577550, Val loss: 0.590918
+
 31%|███       | 618/2000 [6:47:40<14:56:20, 38.91s/it][INFO] EPOCH: 618/2000
+Train loss: 0.575500, Val loss: 0.591918
+
 31%|███       | 619/2000 [6:48:20<15:00:43, 39.13s/it][INFO] EPOCH: 619/2000
+Train loss: 0.577367, Val loss: 0.604502
+
 31%|███       | 620/2000 [6:48:59<15:03:50, 39.30s/it][INFO] EPOCH: 620/2000
+Train loss: 0.578537, Val loss: 0.597544
+
 31%|███       | 621/2000 [6:49:38<14:57:27, 39.05s/it][INFO] EPOCH: 621/2000
+Train loss: 0.577494, Val loss: 0.601125
+
 31%|███       | 622/2000 [6:50:16<14:52:41, 38.87s/it][INFO] EPOCH: 622/2000
+Train loss: 0.577303, Val loss: 0.588296
+
 31%|███       | 623/2000 [6:50:56<14:56:33, 39.07s/it][INFO] EPOCH: 623/2000
+Train loss: 0.577300, Val loss: 0.610312
+
 31%|███       | 624/2000 [6:51:35<15:00:24, 39.26s/it][INFO] EPOCH: 624/2000
+Train loss: 0.577988, Val loss: 0.594588
+
 31%|███▏      | 625/2000 [6:52:15<15:02:23, 39.38s/it][INFO] EPOCH: 625/2000
+Train loss: 0.575971, Val loss: 0.619228
+
 31%|███▏      | 626/2000 [6:52:55<15:04:22, 39.49s/it][INFO] EPOCH: 626/2000
+Train loss: 0.577230, Val loss: 0.590204
+
 31%|███▏      | 627/2000 [6:53:34<15:04:38, 39.53s/it][INFO] EPOCH: 627/2000
+Train loss: 0.576782, Val loss: 0.592267
+
 31%|███▏      | 628/2000 [6:54:14<15:04:32, 39.56s/it][INFO] EPOCH: 628/2000
+Train loss: 0.577879, Val loss: 0.591917
+
 31%|███▏      | 629/2000 [6:54:54<15:04:24, 39.58s/it][INFO] EPOCH: 629/2000
+Train loss: 0.579214, Val loss: 0.590484
+
 32%|███▏      | 630/2000 [6:55:33<15:00:09, 39.42s/it][INFO] EPOCH: 630/2000
+Train loss: 0.577192, Val loss: 0.593226
+
 32%|███▏      | 631/2000 [6:56:12<15:01:17, 39.50s/it][INFO] EPOCH: 631/2000
+Train loss: 0.577291, Val loss: 0.598608
+
 32%|███▏      | 632/2000 [6:56:52<15:00:29, 39.50s/it][INFO] EPOCH: 632/2000
+Train loss: 0.577234, Val loss: 0.589728
+
 32%|███▏      | 633/2000 [6:57:32<15:00:32, 39.53s/it][INFO] EPOCH: 633/2000
+Train loss: 0.577627, Val loss: 0.599417
+
 32%|███▏      | 634/2000 [6:58:11<14:59:25, 39.51s/it][INFO] EPOCH: 634/2000
+Train loss: 0.577575, Val loss: 0.588099
+
 32%|███▏      | 635/2000 [6:58:51<15:00:06, 39.57s/it][INFO] EPOCH: 635/2000
+Train loss: 0.576203, Val loss: 0.587277
+
 32%|███▏      | 636/2000 [6:59:30<14:58:16, 39.51s/it][INFO] EPOCH: 636/2000
+Train loss: 0.576771, Val loss: 0.604156
+
 32%|███▏      | 637/2000 [7:00:10<14:59:24, 39.59s/it][INFO] EPOCH: 637/2000
+Train loss: 0.577537, Val loss: 0.594348
+
 32%|███▏      | 638/2000 [7:00:49<14:58:47, 39.59s/it][INFO] EPOCH: 638/2000
+Train loss: 0.577467, Val loss: 0.596817
+
 32%|███▏      | 639/2000 [7:01:28<14:48:06, 39.15s/it][INFO] EPOCH: 639/2000
+Train loss: 0.576771, Val loss: 0.601151
+
 32%|███▏      | 640/2000 [7:02:07<14:51:06, 39.31s/it][INFO] EPOCH: 640/2000
+Train loss: 0.577682, Val loss: 0.591644
+
 32%|███▏      | 641/2000 [7:02:47<14:51:18, 39.35s/it][INFO] EPOCH: 641/2000
+Train loss: 0.577787, Val loss: 0.595277
+
 32%|███▏      | 642/2000 [7:03:26<14:53:30, 39.48s/it][INFO] EPOCH: 642/2000
+Train loss: 0.576537, Val loss: 0.592674
+
 32%|███▏      | 643/2000 [7:04:06<14:54:56, 39.57s/it][INFO] EPOCH: 643/2000
+Train loss: 0.577685, Val loss: 0.588007
+
 32%|███▏      | 644/2000 [7:04:46<14:54:54, 39.60s/it][INFO] EPOCH: 644/2000
+Train loss: 0.576662, Val loss: 0.594422
+
 32%|███▏      | 645/2000 [7:05:25<14:53:41, 39.57s/it][INFO] EPOCH: 645/2000
+Train loss: 0.578019, Val loss: 0.598811
+
 32%|███▏      | 646/2000 [7:06:04<14:45:26, 39.24s/it][INFO] EPOCH: 646/2000
+Train loss: 0.576072, Val loss: 0.591728
+
 32%|███▏      | 647/2000 [7:06:42<14:37:28, 38.91s/it][INFO] EPOCH: 647/2000
+Train loss: 0.577059, Val loss: 0.605873
+
 32%|███▏      | 648/2000 [7:07:21<14:33:53, 38.78s/it][INFO] EPOCH: 648/2000
+Train loss: 0.578395, Val loss: 0.590879
+
 32%|███▏      | 649/2000 [7:08:00<14:39:14, 39.05s/it][INFO] EPOCH: 649/2000
+Train loss: 0.578479, Val loss: 0.598685
+
 32%|███▎      | 650/2000 [7:08:40<14:43:34, 39.27s/it][INFO] EPOCH: 650/2000
+Train loss: 0.577089, Val loss: 0.594331
+
 33%|███▎      | 651/2000 [7:09:18<14:37:50, 39.04s/it][INFO] EPOCH: 651/2000
+Train loss: 0.576887, Val loss: 0.608445
+
 33%|███▎      | 652/2000 [7:09:58<14:41:02, 39.22s/it][INFO] EPOCH: 652/2000
+Train loss: 0.577386, Val loss: 0.590040
+
 33%|███▎      | 653/2000 [7:10:38<14:43:01, 39.33s/it][INFO] EPOCH: 653/2000
+Train loss: 0.579196, Val loss: 0.593323
+
 33%|███▎      | 654/2000 [7:11:17<14:38:58, 39.18s/it][INFO] EPOCH: 654/2000
+Train loss: 0.577241, Val loss: 0.606508
+
 33%|███▎      | 655/2000 [7:11:55<14:34:25, 39.01s/it][INFO] EPOCH: 655/2000
+Train loss: 0.576518, Val loss: 0.594374
+
 33%|███▎      | 656/2000 [7:12:35<14:36:30, 39.13s/it][INFO] EPOCH: 656/2000
+Train loss: 0.577048, Val loss: 0.591287
+
 33%|███▎      | 657/2000 [7:13:14<14:39:06, 39.28s/it][INFO] EPOCH: 657/2000
+Train loss: 0.576791, Val loss: 0.593932
+
 33%|███▎      | 658/2000 [7:13:54<14:39:45, 39.33s/it][INFO] EPOCH: 658/2000
+Train loss: 0.578214, Val loss: 0.587941
+
 33%|███▎      | 659/2000 [7:14:33<14:40:38, 39.40s/it][INFO] EPOCH: 659/2000
+Train loss: 0.577846, Val loss: 0.596857
+
 33%|███▎      | 660/2000 [7:15:13<14:40:17, 39.42s/it][INFO] EPOCH: 660/2000
+Train loss: 0.578215, Val loss: 0.595038
+
 33%|███▎      | 661/2000 [7:15:51<14:34:03, 39.17s/it][INFO] EPOCH: 661/2000
+Train loss: 0.577505, Val loss: 0.592416
+
 33%|███▎      | 662/2000 [7:16:29<14:22:13, 38.67s/it][INFO] EPOCH: 662/2000
+Train loss: 0.577296, Val loss: 0.591045
+
 33%|███▎      | 663/2000 [7:17:07<14:19:28, 38.57s/it][INFO] EPOCH: 663/2000
+Train loss: 0.578024, Val loss: 0.590092
+
 33%|███▎      | 664/2000 [7:17:45<14:16:22, 38.46s/it][INFO] EPOCH: 664/2000
+Train loss: 0.577498, Val loss: 0.593266
+
 33%|███▎      | 665/2000 [7:18:24<14:17:14, 38.53s/it][INFO] EPOCH: 665/2000
+Train loss: 0.578713, Val loss: 0.629164
+
 33%|███▎      | 666/2000 [7:19:04<14:24:31, 38.88s/it][INFO] EPOCH: 666/2000
+Train loss: 0.576456, Val loss: 0.621453
+
 33%|███▎      | 667/2000 [7:19:43<14:28:54, 39.11s/it][INFO] EPOCH: 667/2000
+Train loss: 0.578408, Val loss: 0.587400
+
 33%|███▎      | 668/2000 [7:20:23<14:31:11, 39.24s/it][INFO] EPOCH: 668/2000
+Train loss: 0.576734, Val loss: 0.589451
+
 33%|███▎      | 669/2000 [7:21:02<14:27:11, 39.09s/it][INFO] EPOCH: 669/2000
+Train loss: 0.577296, Val loss: 0.593846
+
 34%|███▎      | 670/2000 [7:21:41<14:29:06, 39.21s/it][INFO] EPOCH: 670/2000
+Train loss: 0.579269, Val loss: 0.590682
+
 34%|███▎      | 671/2000 [7:22:21<14:30:41, 39.31s/it][INFO] EPOCH: 671/2000
+Train loss: 0.576224, Val loss: 0.590245
+
 34%|███▎      | 672/2000 [7:23:00<14:30:57, 39.35s/it][INFO] EPOCH: 672/2000
+Train loss: 0.577314, Val loss: 0.597221
+
 34%|███▎      | 673/2000 [7:23:40<14:31:25, 39.40s/it][INFO] EPOCH: 673/2000
+Train loss: 0.578659, Val loss: 0.594390
+
 34%|███▎      | 674/2000 [7:24:19<14:32:31, 39.48s/it][INFO] EPOCH: 674/2000
+Train loss: 0.577718, Val loss: 0.600153
+
 34%|███▍      | 675/2000 [7:24:59<14:33:01, 39.53s/it][INFO] EPOCH: 675/2000
+Train loss: 0.575243, Val loss: 0.592800
+
 34%|███▍      | 676/2000 [7:25:39<14:33:28, 39.58s/it][INFO] EPOCH: 676/2000
+Train loss: 0.576469, Val loss: 0.588375
+
 34%|███▍      | 677/2000 [7:26:18<14:33:26, 39.61s/it][INFO] EPOCH: 677/2000
+Train loss: 0.577575, Val loss: 0.595856
+
 34%|███▍      | 678/2000 [7:26:58<14:31:48, 39.57s/it][INFO] EPOCH: 678/2000
+Train loss: 0.577422, Val loss: 0.594653
+
 34%|███▍      | 679/2000 [7:27:37<14:30:41, 39.55s/it][INFO] EPOCH: 679/2000
+Train loss: 0.578226, Val loss: 0.595898
+
 34%|███▍      | 680/2000 [7:28:17<14:29:57, 39.54s/it][INFO] EPOCH: 680/2000
+Train loss: 0.578240, Val loss: 0.592874
+
 34%|███▍      | 681/2000 [7:28:56<14:29:15, 39.54s/it][INFO] EPOCH: 681/2000
+Train loss: 0.578367, Val loss: 0.607935
+
 34%|███▍      | 682/2000 [7:29:36<14:28:38, 39.54s/it][INFO] EPOCH: 682/2000
+Train loss: 0.576611, Val loss: 0.587158
+
 34%|███▍      | 683/2000 [7:30:16<14:28:26, 39.56s/it][INFO] EPOCH: 683/2000
+Train loss: 0.577281, Val loss: 0.590695
+
 34%|███▍      | 684/2000 [7:30:54<14:20:38, 39.24s/it][INFO] EPOCH: 684/2000
+Train loss: 0.576113, Val loss: 0.590897
+
 34%|███▍      | 685/2000 [7:31:32<14:10:35, 38.81s/it][INFO] EPOCH: 685/2000
+Train loss: 0.576829, Val loss: 0.587874
+
 34%|███▍      | 686/2000 [7:32:09<14:01:39, 38.43s/it][INFO] EPOCH: 686/2000
+Train loss: 0.576638, Val loss: 0.590747
+
 34%|███▍      | 687/2000 [7:32:47<13:54:58, 38.16s/it][INFO] EPOCH: 687/2000
+Train loss: 0.578039, Val loss: 0.587295
+
 34%|███▍      | 688/2000 [7:33:25<13:56:31, 38.26s/it][INFO] EPOCH: 688/2000
+Train loss: 0.578026, Val loss: 0.598236
+
 34%|███▍      | 689/2000 [7:34:03<13:51:40, 38.06s/it][INFO] EPOCH: 689/2000
+Train loss: 0.578130, Val loss: 0.602987
+
 34%|███▍      | 690/2000 [7:34:41<13:48:14, 37.93s/it][INFO] EPOCH: 690/2000
+Train loss: 0.577673, Val loss: 0.598303
+
 35%|███▍      | 691/2000 [7:35:19<13:50:27, 38.07s/it][INFO] EPOCH: 691/2000
+Train loss: 0.575540, Val loss: 0.592895
+
 35%|███▍      | 692/2000 [7:35:59<14:00:43, 38.57s/it][INFO] EPOCH: 692/2000
+Train loss: 0.576669, Val loss: 0.596602
+
 35%|███▍      | 693/2000 [7:36:38<14:06:45, 38.87s/it][INFO] EPOCH: 693/2000
+Train loss: 0.578041, Val loss: 0.608482
+
 35%|███▍      | 694/2000 [7:37:18<14:10:32, 39.08s/it][INFO] EPOCH: 694/2000
+Train loss: 0.578110, Val loss: 0.595668
+
 35%|███▍      | 695/2000 [7:37:58<14:13:58, 39.26s/it][INFO] EPOCH: 695/2000
+Train loss: 0.576874, Val loss: 0.592690
+
 35%|███▍      | 696/2000 [7:38:37<14:13:11, 39.26s/it][INFO] EPOCH: 696/2000
+Train loss: 0.580547, Val loss: 0.591835
+
 35%|███▍      | 697/2000 [7:39:16<14:14:56, 39.37s/it][INFO] EPOCH: 697/2000
+Train loss: 0.576284, Val loss: 0.591678
+
 35%|███▍      | 698/2000 [7:39:56<14:14:35, 39.38s/it][INFO] EPOCH: 698/2000
+Train loss: 0.576531, Val loss: 0.598885
+
 35%|███▍      | 699/2000 [7:40:35<14:14:31, 39.41s/it][INFO] EPOCH: 699/2000
+Train loss: 0.577305, Val loss: 0.590999
+
 35%|███▌      | 700/2000 [7:41:14<14:08:11, 39.15s/it][INFO] EPOCH: 700/2000
+Train loss: 0.576388, Val loss: 0.600590
+
 35%|███▌      | 701/2000 [7:41:53<14:09:57, 39.26s/it][INFO] EPOCH: 701/2000
+Train loss: 0.577519, Val loss: 0.589514
+
 35%|███▌      | 702/2000 [7:42:33<14:11:27, 39.36s/it][INFO] EPOCH: 702/2000
+Train loss: 0.578252, Val loss: 0.593120
+
 35%|███▌      | 703/2000 [7:43:11<14:05:30, 39.11s/it][INFO] EPOCH: 703/2000
+Train loss: 0.578032, Val loss: 0.589379
+
 35%|███▌      | 704/2000 [7:43:51<14:07:24, 39.23s/it][INFO] EPOCH: 704/2000
+Train loss: 0.577089, Val loss: 0.593614
+
 35%|███▌      | 705/2000 [7:44:30<14:07:15, 39.26s/it][INFO] EPOCH: 705/2000
+Train loss: 0.576130, Val loss: 0.609963
+
 35%|███▌      | 706/2000 [7:45:10<14:08:45, 39.36s/it][INFO] EPOCH: 706/2000
+Train loss: 0.579534, Val loss: 0.597569
+
 35%|███▌      | 707/2000 [7:45:49<14:08:28, 39.37s/it][INFO] EPOCH: 707/2000
+Train loss: 0.576291, Val loss: 0.599103
+
 35%|███▌      | 708/2000 [7:46:29<14:09:28, 39.45s/it][INFO] EPOCH: 708/2000
+Train loss: 0.577545, Val loss: 0.589978
+
 35%|███▌      | 709/2000 [7:47:09<14:09:45, 39.49s/it][INFO] EPOCH: 709/2000
+Train loss: 0.578836, Val loss: 0.590371
+
 36%|███▌      | 710/2000 [7:47:48<14:08:57, 39.49s/it][INFO] EPOCH: 710/2000
+Train loss: 0.579003, Val loss: 0.592922
+
 36%|███▌      | 711/2000 [7:48:27<14:07:57, 39.47s/it][INFO] EPOCH: 711/2000
+Train loss: 0.576402, Val loss: 0.600834
+
 36%|███▌      | 712/2000 [7:49:07<14:07:25, 39.48s/it][INFO] EPOCH: 712/2000
+Train loss: 0.578254, Val loss: 0.590251
+
 36%|███▌      | 713/2000 [7:49:46<14:06:47, 39.48s/it][INFO] EPOCH: 713/2000
+Train loss: 0.576574, Val loss: 0.604427
+
 36%|███▌      | 714/2000 [7:50:26<14:06:06, 39.48s/it][INFO] EPOCH: 714/2000
+Train loss: 0.577041, Val loss: 0.597414
+
 36%|███▌      | 715/2000 [7:51:05<14:05:38, 39.49s/it][INFO] EPOCH: 715/2000
+Train loss: 0.577428, Val loss: 0.588382
+
 36%|███▌      | 716/2000 [7:51:44<13:58:31, 39.18s/it][INFO] EPOCH: 716/2000
+Train loss: 0.577507, Val loss: 0.598473
+
 36%|███▌      | 717/2000 [7:52:21<13:46:58, 38.67s/it][INFO] EPOCH: 717/2000
+Train loss: 0.577259, Val loss: 0.593275
+
 36%|███▌      | 718/2000 [7:53:01<13:50:43, 38.88s/it][INFO] EPOCH: 718/2000
+Train loss: 0.577670, Val loss: 0.595352
+
 36%|███▌      | 719/2000 [7:53:40<13:51:07, 38.93s/it][INFO] EPOCH: 719/2000
+Train loss: 0.576480, Val loss: 0.587637
+
 36%|███▌      | 720/2000 [7:54:19<13:55:03, 39.14s/it][INFO] EPOCH: 720/2000
+Train loss: 0.579795, Val loss: 0.590234
+
 36%|███▌      | 721/2000 [7:54:59<13:58:04, 39.32s/it][INFO] EPOCH: 721/2000
+Train loss: 0.576450, Val loss: 0.597996
+
 36%|███▌      | 722/2000 [7:55:39<13:59:45, 39.42s/it][INFO] EPOCH: 722/2000
+Train loss: 0.577199, Val loss: 0.592972
+
 36%|███▌      | 723/2000 [7:56:18<14:00:01, 39.47s/it][INFO] EPOCH: 723/2000
+Train loss: 0.577861, Val loss: 0.611674
+
 36%|███▌      | 724/2000 [7:56:58<14:00:38, 39.53s/it][INFO] EPOCH: 724/2000
+Train loss: 0.576232, Val loss: 0.592352
+
 36%|███▋      | 725/2000 [7:57:37<13:53:55, 39.24s/it][INFO] EPOCH: 725/2000
+Train loss: 0.577869, Val loss: 0.596033
+
 36%|███▋      | 726/2000 [7:58:14<13:42:52, 38.75s/it][INFO] EPOCH: 726/2000
+Train loss: 0.576831, Val loss: 0.593819
+
 36%|███▋      | 727/2000 [7:58:52<13:36:02, 38.46s/it][INFO] EPOCH: 727/2000
+Train loss: 0.578649, Val loss: 0.590219
+
 36%|███▋      | 728/2000 [7:59:31<13:35:57, 38.49s/it][INFO] EPOCH: 728/2000
+Train loss: 0.575962, Val loss: 0.606538
+
 36%|███▋      | 729/2000 [8:00:10<13:42:19, 38.82s/it][INFO] EPOCH: 729/2000
+Train loss: 0.577829, Val loss: 0.589343
+
 36%|███▋      | 730/2000 [8:00:49<13:43:37, 38.91s/it][INFO] EPOCH: 730/2000
+Train loss: 0.577281, Val loss: 0.639505
+
 37%|███▋      | 731/2000 [8:01:29<13:47:42, 39.14s/it][INFO] EPOCH: 731/2000
+Train loss: 0.576239, Val loss: 0.605747
+
 37%|███▋      | 732/2000 [8:02:09<13:50:32, 39.30s/it][INFO] EPOCH: 732/2000
+Train loss: 0.578428, Val loss: 0.594381
+
 37%|███▋      | 733/2000 [8:02:48<13:52:17, 39.41s/it][INFO] EPOCH: 733/2000
+Train loss: 0.578116, Val loss: 0.587620
+
 37%|███▋      | 734/2000 [8:03:28<13:52:00, 39.43s/it][INFO] EPOCH: 734/2000
+Train loss: 0.576490, Val loss: 0.588681
+
 37%|███▋      | 735/2000 [8:04:07<13:52:16, 39.48s/it][INFO] EPOCH: 735/2000
+Train loss: 0.578783, Val loss: 0.602987
+
 37%|███▋      | 736/2000 [8:04:46<13:44:55, 39.16s/it][INFO] EPOCH: 736/2000
+Train loss: 0.576642, Val loss: 0.589967
+
 37%|███▋      | 737/2000 [8:05:24<13:38:28, 38.88s/it][INFO] EPOCH: 737/2000
+Train loss: 0.578812, Val loss: 0.598069
+
 37%|███▋      | 738/2000 [8:06:03<13:35:37, 38.78s/it][INFO] EPOCH: 738/2000
+Train loss: 0.576132, Val loss: 0.592087
+
 37%|███▋      | 739/2000 [8:06:42<13:39:26, 38.99s/it][INFO] EPOCH: 739/2000
+Train loss: 0.577879, Val loss: 0.618553
+
 37%|███▋      | 740/2000 [8:07:22<13:42:12, 39.15s/it][INFO] EPOCH: 740/2000
+Train loss: 0.576937, Val loss: 0.593687
+
 37%|███▋      | 741/2000 [8:08:01<13:42:54, 39.22s/it][INFO] EPOCH: 741/2000
+Train loss: 0.576551, Val loss: 0.592567
+
 37%|███▋      | 742/2000 [8:08:41<13:45:10, 39.36s/it][INFO] EPOCH: 742/2000
+Train loss: 0.577990, Val loss: 0.589570
+
 37%|███▋      | 743/2000 [8:09:20<13:46:12, 39.44s/it][INFO] EPOCH: 743/2000
+Train loss: 0.578322, Val loss: 0.590853
+
 37%|███▋      | 744/2000 [8:09:59<13:41:46, 39.26s/it][INFO] EPOCH: 744/2000
+Train loss: 0.577324, Val loss: 0.600189
+
 37%|███▋      | 745/2000 [8:10:39<13:44:08, 39.40s/it][INFO] EPOCH: 745/2000
+Train loss: 0.576756, Val loss: 0.589219
+
 37%|███▋      | 746/2000 [8:11:18<13:44:23, 39.44s/it][INFO] EPOCH: 746/2000
+Train loss: 0.577788, Val loss: 0.597047
+
 37%|███▋      | 747/2000 [8:11:57<13:38:29, 39.19s/it][INFO] EPOCH: 747/2000
+Train loss: 0.578095, Val loss: 0.587921
+
 37%|███▋      | 748/2000 [8:12:37<13:40:46, 39.33s/it][INFO] EPOCH: 748/2000
+Train loss: 0.577524, Val loss: 0.598584
+
 37%|███▋      | 749/2000 [8:13:16<13:42:50, 39.47s/it][INFO] EPOCH: 749/2000
+Train loss: 0.576094, Val loss: 0.589547
+
 38%|███▊      | 750/2000 [8:13:56<13:43:22, 39.52s/it][INFO] EPOCH: 750/2000
+Train loss: 0.577236, Val loss: 0.586974
+
 38%|███▊      | 751/2000 [8:14:35<13:40:21, 39.41s/it][INFO] EPOCH: 751/2000
+Train loss: 0.577316, Val loss: 0.590075
+
 38%|███▊      | 752/2000 [8:15:15<13:39:55, 39.42s/it][INFO] EPOCH: 752/2000
+Train loss: 0.576617, Val loss: 0.602966
+
 38%|███▊      | 753/2000 [8:15:54<13:40:17, 39.47s/it][INFO] EPOCH: 753/2000
+Train loss: 0.577986, Val loss: 0.600505
+
 38%|███▊      | 754/2000 [8:16:34<13:41:13, 39.55s/it][INFO] EPOCH: 754/2000
+Train loss: 0.576955, Val loss: 0.594824
+
 38%|███▊      | 755/2000 [8:17:14<13:42:33, 39.64s/it][INFO] EPOCH: 755/2000
+Train loss: 0.577364, Val loss: 0.589513
+
 38%|███▊      | 756/2000 [8:17:53<13:42:09, 39.65s/it][INFO] EPOCH: 756/2000
+Train loss: 0.577966, Val loss: 0.587231
+
 38%|███▊      | 757/2000 [8:18:33<13:41:49, 39.67s/it][INFO] EPOCH: 757/2000
+Train loss: 0.576985, Val loss: 0.651678
+
 38%|███▊      | 758/2000 [8:19:13<13:40:55, 39.66s/it][INFO] EPOCH: 758/2000
+Train loss: 0.576844, Val loss: 0.586895
+
 38%|███▊      | 759/2000 [8:19:52<13:36:56, 39.50s/it][INFO] EPOCH: 759/2000
+Train loss: 0.578476, Val loss: 0.605021
+
 38%|███▊      | 760/2000 [8:20:31<13:36:24, 39.50s/it][INFO] EPOCH: 760/2000
+Train loss: 0.577222, Val loss: 0.588880
+
 38%|███▊      | 761/2000 [8:21:11<13:35:33, 39.49s/it][INFO] EPOCH: 761/2000
+Train loss: 0.576331, Val loss: 0.589170
+
 38%|███▊      | 762/2000 [8:21:50<13:31:00, 39.31s/it][INFO] EPOCH: 762/2000
+Train loss: 0.575750, Val loss: 0.594009
+
 38%|███▊      | 763/2000 [8:22:29<13:30:31, 39.31s/it][INFO] EPOCH: 763/2000
+Train loss: 0.577335, Val loss: 0.591063
+
 38%|███▊      | 764/2000 [8:23:09<13:30:42, 39.36s/it][INFO] EPOCH: 764/2000
+Train loss: 0.577732, Val loss: 0.591579
+
 38%|███▊      | 765/2000 [8:23:46<13:19:25, 38.84s/it][INFO] EPOCH: 765/2000
+Train loss: 0.576648, Val loss: 0.591342
+
 38%|███▊      | 766/2000 [8:24:25<13:15:40, 38.69s/it][INFO] EPOCH: 766/2000
+Train loss: 0.577829, Val loss: 0.590936
+
 38%|███▊      | 767/2000 [8:25:04<13:20:19, 38.95s/it][INFO] EPOCH: 767/2000
+Train loss: 0.577722, Val loss: 0.590972
+
 38%|███▊      | 768/2000 [8:25:43<13:20:48, 39.00s/it][INFO] EPOCH: 768/2000
+Train loss: 0.577629, Val loss: 0.599712
+
 38%|███▊      | 769/2000 [8:26:22<13:18:09, 38.90s/it][INFO] EPOCH: 769/2000
+Train loss: 0.577333, Val loss: 0.591344
+
 38%|███▊      | 770/2000 [8:27:02<13:21:58, 39.12s/it][INFO] EPOCH: 770/2000
+Train loss: 0.577833, Val loss: 0.591359
+
 39%|███▊      | 771/2000 [8:27:41<13:25:02, 39.30s/it][INFO] EPOCH: 771/2000
+Train loss: 0.578323, Val loss: 0.590361
+
 39%|███▊      | 772/2000 [8:28:21<13:26:39, 39.41s/it][INFO] EPOCH: 772/2000
+Train loss: 0.577235, Val loss: 0.586209
+
 39%|███▊      | 773/2000 [8:29:01<13:27:52, 39.50s/it][INFO] EPOCH: 773/2000
+Train loss: 0.576834, Val loss: 0.588569
+
 39%|███▊      | 774/2000 [8:29:40<13:26:59, 39.49s/it][INFO] EPOCH: 774/2000
+Train loss: 0.576793, Val loss: 0.604342
+
 39%|███▉      | 775/2000 [8:30:19<13:25:14, 39.44s/it][INFO] EPOCH: 775/2000
+Train loss: 0.576096, Val loss: 0.590874
+
 39%|███▉      | 776/2000 [8:30:59<13:25:29, 39.48s/it][INFO] EPOCH: 776/2000
+Train loss: 0.578365, Val loss: 0.618203
+
 39%|███▉      | 777/2000 [8:31:39<13:25:25, 39.51s/it][INFO] EPOCH: 777/2000
+Train loss: 0.576815, Val loss: 0.598485
+
 39%|███▉      | 778/2000 [8:32:18<13:24:14, 39.49s/it][INFO] EPOCH: 778/2000
+Train loss: 0.578050, Val loss: 0.593899
+
 39%|███▉      | 779/2000 [8:32:58<13:25:19, 39.57s/it][INFO] EPOCH: 779/2000
+Train loss: 0.577724, Val loss: 0.592778
+
 39%|███▉      | 780/2000 [8:33:37<13:24:12, 39.55s/it][INFO] EPOCH: 780/2000
+Train loss: 0.577002, Val loss: 0.600797
+
 39%|███▉      | 781/2000 [8:34:15<13:10:55, 38.93s/it][INFO] EPOCH: 781/2000
+Train loss: 0.577794, Val loss: 0.594884
+
 39%|███▉      | 782/2000 [8:34:53<13:07:53, 38.81s/it][INFO] EPOCH: 782/2000
+Train loss: 0.577008, Val loss: 0.588256
+
 39%|███▉      | 783/2000 [8:35:33<13:10:48, 38.99s/it][INFO] EPOCH: 783/2000
+Train loss: 0.579782, Val loss: 0.588525
+
 39%|███▉      | 784/2000 [8:36:11<13:07:35, 38.86s/it][INFO] EPOCH: 784/2000
+Train loss: 0.576957, Val loss: 0.598264
+
 39%|███▉      | 785/2000 [8:36:51<13:12:34, 39.14s/it][INFO] EPOCH: 785/2000
+Train loss: 0.576442, Val loss: 0.588834
+
 39%|███▉      | 786/2000 [8:37:31<13:15:29, 39.32s/it][INFO] EPOCH: 786/2000
+Train loss: 0.576677, Val loss: 0.599644
+
 39%|███▉      | 787/2000 [8:38:10<13:17:02, 39.43s/it][INFO] EPOCH: 787/2000
+Train loss: 0.577746, Val loss: 0.633087
+
 39%|███▉      | 788/2000 [8:38:50<13:15:47, 39.40s/it][INFO] EPOCH: 788/2000
+Train loss: 0.577745, Val loss: 0.593648
+
 39%|███▉      | 789/2000 [8:39:29<13:15:50, 39.43s/it][INFO] EPOCH: 789/2000
+Train loss: 0.576899, Val loss: 0.629297
+
 40%|███▉      | 790/2000 [8:40:09<13:15:43, 39.46s/it][INFO] EPOCH: 790/2000
+Train loss: 0.576927, Val loss: 0.589395
+
 40%|███▉      | 791/2000 [8:40:48<13:15:59, 39.50s/it][INFO] EPOCH: 791/2000
+Train loss: 0.578209, Val loss: 0.591244
+
 40%|███▉      | 792/2000 [8:41:27<13:09:30, 39.21s/it][INFO] EPOCH: 792/2000
+Train loss: 0.577572, Val loss: 0.593416
+
 40%|███▉      | 793/2000 [8:42:06<13:05:00, 39.02s/it][INFO] EPOCH: 793/2000
+Train loss: 0.577332, Val loss: 0.586952
+
 40%|███▉      | 794/2000 [8:42:44<13:00:39, 38.84s/it][INFO] EPOCH: 794/2000
+Train loss: 0.578087, Val loss: 0.594028
+
 40%|███▉      | 795/2000 [8:43:24<13:04:35, 39.07s/it][INFO] EPOCH: 795/2000
+Train loss: 0.576874, Val loss: 0.589498
+
 40%|███▉      | 796/2000 [8:44:03<13:07:25, 39.24s/it][INFO] EPOCH: 796/2000
+Train loss: 0.576071, Val loss: 0.591338
+
 40%|███▉      | 797/2000 [8:44:42<13:04:10, 39.11s/it][INFO] EPOCH: 797/2000
+Train loss: 0.578585, Val loss: 0.595155
+
 40%|███▉      | 798/2000 [8:45:22<13:06:47, 39.27s/it][INFO] EPOCH: 798/2000
+Train loss: 0.577245, Val loss: 0.592010
+
 40%|███▉      | 799/2000 [8:46:01<13:08:22, 39.39s/it][INFO] EPOCH: 799/2000
+Train loss: 0.577698, Val loss: 0.593416
+
 40%|████      | 800/2000 [8:46:41<13:09:05, 39.45s/it][INFO] EPOCH: 800/2000
+Train loss: 0.578568, Val loss: 0.586609
+
 40%|████      | 801/2000 [8:47:21<13:09:38, 39.51s/it][INFO] EPOCH: 801/2000
+Train loss: 0.577263, Val loss: 0.602624
+
 40%|████      | 802/2000 [8:48:00<13:09:13, 39.53s/it][INFO] EPOCH: 802/2000
+Train loss: 0.577714, Val loss: 0.591464
+
 40%|████      | 803/2000 [8:48:40<13:08:03, 39.50s/it][INFO] EPOCH: 803/2000
+Train loss: 0.577185, Val loss: 0.590581
+
 40%|████      | 804/2000 [8:49:19<13:08:59, 39.58s/it][INFO] EPOCH: 804/2000
+Train loss: 0.576515, Val loss: 0.589894
+
 40%|████      | 805/2000 [8:49:59<13:08:03, 39.57s/it][INFO] EPOCH: 805/2000
+Train loss: 0.577559, Val loss: 0.589791
+
 40%|████      | 806/2000 [8:50:38<13:07:11, 39.56s/it][INFO] EPOCH: 806/2000
+Train loss: 0.576977, Val loss: 0.590540
+
 40%|████      | 807/2000 [8:51:18<13:05:31, 39.51s/it][INFO] EPOCH: 807/2000
+Train loss: 0.577693, Val loss: 0.601339
+
 40%|████      | 808/2000 [8:51:57<13:05:40, 39.55s/it][INFO] EPOCH: 808/2000
+Train loss: 0.576875, Val loss: 0.596510
+
 40%|████      | 809/2000 [8:52:37<13:05:48, 39.59s/it][INFO] EPOCH: 809/2000
+Train loss: 0.577873, Val loss: 0.589980
+
 40%|████      | 810/2000 [8:53:17<13:05:34, 39.61s/it][INFO] EPOCH: 810/2000
+Train loss: 0.577018, Val loss: 0.587117
+
 41%|████      | 811/2000 [8:53:56<12:59:55, 39.36s/it][INFO] EPOCH: 811/2000
+Train loss: 0.577432, Val loss: 0.594929
+
 41%|████      | 812/2000 [8:54:35<13:00:39, 39.43s/it][INFO] EPOCH: 812/2000
+Train loss: 0.577059, Val loss: 0.595663
+
 41%|████      | 813/2000 [8:55:15<13:01:40, 39.51s/it][INFO] EPOCH: 813/2000
+Train loss: 0.577861, Val loss: 0.591846
+
 41%|████      | 814/2000 [8:55:54<13:00:53, 39.51s/it][INFO] EPOCH: 814/2000
+Train loss: 0.575514, Val loss: 0.595672
+
 41%|████      | 815/2000 [8:56:32<12:50:17, 39.00s/it][INFO] EPOCH: 815/2000
+Train loss: 0.578571, Val loss: 0.604929
+
 41%|████      | 816/2000 [8:57:11<12:48:10, 38.93s/it][INFO] EPOCH: 816/2000
+Train loss: 0.579492, Val loss: 0.604107
+
 41%|████      | 817/2000 [8:57:50<12:47:02, 38.90s/it][INFO] EPOCH: 817/2000
+Train loss: 0.576592, Val loss: 0.589875
+
 41%|████      | 818/2000 [8:58:29<12:50:44, 39.12s/it][INFO] EPOCH: 818/2000
+Train loss: 0.577598, Val loss: 0.613480
+
 41%|████      | 819/2000 [8:59:09<12:53:17, 39.29s/it][INFO] EPOCH: 819/2000
+Train loss: 0.576530, Val loss: 0.614093
+
 41%|████      | 820/2000 [8:59:49<12:54:11, 39.37s/it][INFO] EPOCH: 820/2000
+Train loss: 0.577740, Val loss: 0.589145
+
 41%|████      | 821/2000 [9:00:29<12:56:32, 39.52s/it][INFO] EPOCH: 821/2000
+Train loss: 0.578611, Val loss: 0.604064
+
 41%|████      | 822/2000 [9:01:07<12:49:44, 39.21s/it][INFO] EPOCH: 822/2000
+Train loss: 0.576758, Val loss: 0.591256
+
 41%|████      | 823/2000 [9:01:45<12:40:07, 38.75s/it][INFO] EPOCH: 823/2000
+Train loss: 0.577553, Val loss: 0.590871
+
 41%|████      | 824/2000 [9:02:22<12:33:04, 38.42s/it][INFO] EPOCH: 824/2000
+Train loss: 0.576483, Val loss: 0.618907
+
 41%|████▏     | 825/2000 [9:03:00<12:28:47, 38.24s/it][INFO] EPOCH: 825/2000
+Train loss: 0.576875, Val loss: 0.601225
+
 41%|████▏     | 826/2000 [9:03:39<12:29:42, 38.32s/it][INFO] EPOCH: 826/2000
+Train loss: 0.576323, Val loss: 0.610674
+
 41%|████▏     | 827/2000 [9:04:16<12:24:53, 38.10s/it][INFO] EPOCH: 827/2000
+Train loss: 0.577359, Val loss: 0.603390
+
 41%|████▏     | 828/2000 [9:04:55<12:27:35, 38.27s/it][INFO] EPOCH: 828/2000
+Train loss: 0.577529, Val loss: 0.594038
+
 41%|████▏     | 829/2000 [9:05:35<12:35:06, 38.69s/it][INFO] EPOCH: 829/2000
+Train loss: 0.577574, Val loss: 0.591630
+
 42%|████▏     | 830/2000 [9:06:14<12:36:11, 38.78s/it][INFO] EPOCH: 830/2000
+Train loss: 0.577113, Val loss: 0.589436
+
 42%|████▏     | 831/2000 [9:06:53<12:41:47, 39.10s/it][INFO] EPOCH: 831/2000
+Train loss: 0.579070, Val loss: 0.622770
+
 42%|████▏     | 832/2000 [9:07:33<12:43:58, 39.25s/it][INFO] EPOCH: 832/2000
+Train loss: 0.577015, Val loss: 0.590906
+
 42%|████▏     | 833/2000 [9:08:13<12:45:42, 39.37s/it][INFO] EPOCH: 833/2000
+Train loss: 0.578481, Val loss: 0.594691
+
 42%|████▏     | 834/2000 [9:08:52<12:47:08, 39.48s/it][INFO] EPOCH: 834/2000
+Train loss: 0.577615, Val loss: 0.589497
+
 42%|████▏     | 835/2000 [9:09:32<12:47:57, 39.55s/it][INFO] EPOCH: 835/2000
+Train loss: 0.577308, Val loss: 0.600948
+
 42%|████▏     | 836/2000 [9:10:12<12:47:48, 39.58s/it][INFO] EPOCH: 836/2000
+Train loss: 0.575950, Val loss: 0.592238
+
 42%|████▏     | 837/2000 [9:10:51<12:42:25, 39.33s/it][INFO] EPOCH: 837/2000
+Train loss: 0.575980, Val loss: 0.594874
+
 42%|████▏     | 838/2000 [9:11:29<12:38:44, 39.18s/it][INFO] EPOCH: 838/2000
+Train loss: 0.576467, Val loss: 0.619039
+
 42%|████▏     | 839/2000 [9:12:09<12:41:29, 39.35s/it][INFO] EPOCH: 839/2000
+Train loss: 0.577524, Val loss: 0.590763
+
 42%|████▏     | 840/2000 [9:12:49<12:43:35, 39.50s/it][INFO] EPOCH: 840/2000
+Train loss: 0.576783, Val loss: 0.591669
+
 42%|████▏     | 841/2000 [9:13:28<12:41:03, 39.40s/it][INFO] EPOCH: 841/2000
+Train loss: 0.578493, Val loss: 0.601288
+
 42%|████▏     | 842/2000 [9:14:07<12:35:21, 39.14s/it][INFO] EPOCH: 842/2000
+Train loss: 0.577078, Val loss: 0.588987
+
 42%|████▏     | 843/2000 [9:14:44<12:24:37, 38.62s/it][INFO] EPOCH: 843/2000
+Train loss: 0.576802, Val loss: 0.596201
+
 42%|████▏     | 844/2000 [9:15:22<12:17:32, 38.28s/it][INFO] EPOCH: 844/2000
+Train loss: 0.576612, Val loss: 0.593682
+
 42%|████▏     | 845/2000 [9:16:00<12:18:43, 38.38s/it][INFO] EPOCH: 845/2000
+Train loss: 0.578251, Val loss: 0.595490
+
 42%|████▏     | 846/2000 [9:16:39<12:19:01, 38.42s/it][INFO] EPOCH: 846/2000
+Train loss: 0.579044, Val loss: 0.598788
+
 42%|████▏     | 847/2000 [9:17:17<12:19:31, 38.48s/it][INFO] EPOCH: 847/2000
+Train loss: 0.576351, Val loss: 0.595226
+
 42%|████▏     | 848/2000 [9:17:56<12:19:55, 38.54s/it][INFO] EPOCH: 848/2000
+Train loss: 0.576788, Val loss: 0.589033
+
 42%|████▏     | 849/2000 [9:18:35<12:25:08, 38.84s/it][INFO] EPOCH: 849/2000
+Train loss: 0.578428, Val loss: 0.590448
+
 42%|████▎     | 850/2000 [9:19:15<12:28:00, 39.03s/it][INFO] EPOCH: 850/2000
+Train loss: 0.577927, Val loss: 0.588751
+
 43%|████▎     | 851/2000 [9:19:54<12:27:33, 39.04s/it][INFO] EPOCH: 851/2000
+Train loss: 0.575923, Val loss: 0.598956
+
 43%|████▎     | 852/2000 [9:20:32<12:19:11, 38.63s/it][INFO] EPOCH: 852/2000
+Train loss: 0.577327, Val loss: 0.593384
+
 43%|████▎     | 853/2000 [9:21:09<12:13:31, 38.37s/it][INFO] EPOCH: 853/2000
+Train loss: 0.577472, Val loss: 0.595881
+
 43%|████▎     | 854/2000 [9:21:48<12:13:33, 38.41s/it][INFO] EPOCH: 854/2000
+Train loss: 0.577455, Val loss: 0.589228
+
 43%|████▎     | 855/2000 [9:22:25<12:07:14, 38.11s/it][INFO] EPOCH: 855/2000
+Train loss: 0.579282, Val loss: 0.591369
+
 43%|████▎     | 856/2000 [9:23:04<12:09:19, 38.25s/it][INFO] EPOCH: 856/2000
+Train loss: 0.576566, Val loss: 0.593417
+
 43%|████▎     | 857/2000 [9:23:44<12:17:39, 38.72s/it][INFO] EPOCH: 857/2000
+Train loss: 0.576852, Val loss: 0.588261
+
 43%|████▎     | 858/2000 [9:24:24<12:23:13, 39.05s/it][INFO] EPOCH: 858/2000
+Train loss: 0.577183, Val loss: 0.593211
+
 43%|████▎     | 859/2000 [9:25:03<12:25:52, 39.22s/it][INFO] EPOCH: 859/2000
+Train loss: 0.576722, Val loss: 0.593411
+
 43%|████▎     | 860/2000 [9:25:42<12:22:59, 39.10s/it][INFO] EPOCH: 860/2000
+Train loss: 0.577478, Val loss: 0.592542
+
 43%|████▎     | 861/2000 [9:26:22<12:25:58, 39.30s/it][INFO] EPOCH: 861/2000
+Train loss: 0.577659, Val loss: 0.596148
+
 43%|████▎     | 862/2000 [9:27:01<12:26:22, 39.35s/it][INFO] EPOCH: 862/2000
+Train loss: 0.578613, Val loss: 0.593424
+
 43%|████▎     | 863/2000 [9:27:40<12:21:08, 39.11s/it][INFO] EPOCH: 863/2000
+Train loss: 0.576788, Val loss: 0.589955
+
 43%|████▎     | 864/2000 [9:28:17<12:11:53, 38.66s/it][INFO] EPOCH: 864/2000
+Train loss: 0.577564, Val loss: 0.587673
+
 43%|████▎     | 865/2000 [9:28:57<12:17:16, 38.97s/it][INFO] EPOCH: 865/2000
+Train loss: 0.575826, Val loss: 0.588640
+
 43%|████▎     | 866/2000 [9:29:37<12:21:09, 39.21s/it][INFO] EPOCH: 866/2000
+Train loss: 0.576533, Val loss: 0.590064
+
 43%|████▎     | 867/2000 [9:30:17<12:22:45, 39.33s/it][INFO] EPOCH: 867/2000
+Train loss: 0.577860, Val loss: 0.593473
+
 43%|████▎     | 868/2000 [9:30:56<12:24:03, 39.44s/it][INFO] EPOCH: 868/2000
+Train loss: 0.577920, Val loss: 0.587743
+
 43%|████▎     | 869/2000 [9:31:35<12:22:10, 39.37s/it][INFO] EPOCH: 869/2000
+Train loss: 0.577045, Val loss: 0.586672
+
 44%|████▎     | 870/2000 [9:32:15<12:23:41, 39.49s/it][INFO] EPOCH: 870/2000
+Train loss: 0.578527, Val loss: 0.632357
+
 44%|████▎     | 871/2000 [9:32:55<12:24:52, 39.59s/it][INFO] EPOCH: 871/2000
+Train loss: 0.577229, Val loss: 0.588627
+
 44%|████▎     | 872/2000 [9:33:35<12:25:35, 39.66s/it][INFO] EPOCH: 872/2000
+Train loss: 0.577125, Val loss: 0.593239
+
 44%|████▎     | 873/2000 [9:34:14<12:24:48, 39.65s/it][INFO] EPOCH: 873/2000
+Train loss: 0.577385, Val loss: 0.595231
+
 44%|████▎     | 874/2000 [9:34:54<12:23:29, 39.62s/it][INFO] EPOCH: 874/2000
+Train loss: 0.577743, Val loss: 0.592771
+
 44%|████▍     | 875/2000 [9:35:33<12:18:16, 39.37s/it][INFO] EPOCH: 875/2000
+Train loss: 0.575919, Val loss: 0.604017
+
 44%|████▍     | 876/2000 [9:36:13<12:21:27, 39.58s/it][INFO] EPOCH: 876/2000
+Train loss: 0.576888, Val loss: 0.599204
+
 44%|████▍     | 877/2000 [9:36:53<12:22:05, 39.65s/it][INFO] EPOCH: 877/2000
+Train loss: 0.577991, Val loss: 0.591000
+
 44%|████▍     | 878/2000 [9:37:32<12:22:12, 39.69s/it][INFO] EPOCH: 878/2000
+Train loss: 0.578891, Val loss: 0.592942
+
 44%|████▍     | 879/2000 [9:38:11<12:15:30, 39.37s/it][INFO] EPOCH: 879/2000
+Train loss: 0.577586, Val loss: 0.586917
+
 44%|████▍     | 880/2000 [9:38:50<12:09:39, 39.09s/it][INFO] EPOCH: 880/2000
+Train loss: 0.577961, Val loss: 0.600296
+
 44%|████▍     | 881/2000 [9:39:29<12:12:04, 39.25s/it][INFO] EPOCH: 881/2000
+Train loss: 0.578233, Val loss: 0.592547
+
 44%|████▍     | 882/2000 [9:40:09<12:15:34, 39.48s/it][INFO] EPOCH: 882/2000
+Train loss: 0.576760, Val loss: 0.587846
+
 44%|████▍     | 883/2000 [9:40:49<12:15:50, 39.53s/it][INFO] EPOCH: 883/2000
+Train loss: 0.577116, Val loss: 0.586227
+
 44%|████▍     | 884/2000 [9:41:29<12:17:25, 39.65s/it][INFO] EPOCH: 884/2000
+Train loss: 0.576931, Val loss: 0.588294
+
 44%|████▍     | 885/2000 [9:42:08<12:15:58, 39.60s/it][INFO] EPOCH: 885/2000
+Train loss: 0.576645, Val loss: 0.588343
+
 44%|████▍     | 886/2000 [9:42:46<12:02:39, 38.92s/it][INFO] EPOCH: 886/2000
+Train loss: 0.577430, Val loss: 0.596640
+
 44%|████▍     | 887/2000 [9:43:23<11:55:19, 38.56s/it][INFO] EPOCH: 887/2000
+Train loss: 0.575938, Val loss: 0.589397
+
 44%|████▍     | 888/2000 [9:44:02<11:55:11, 38.59s/it][INFO] EPOCH: 888/2000
+Train loss: 0.578855, Val loss: 0.597396
+
 44%|████▍     | 889/2000 [9:44:41<11:55:18, 38.63s/it][INFO] EPOCH: 889/2000
+Train loss: 0.577008, Val loss: 0.598397
+
 44%|████▍     | 890/2000 [9:45:21<12:01:45, 39.01s/it][INFO] EPOCH: 890/2000
+Train loss: 0.577001, Val loss: 0.591049
+
 45%|████▍     | 891/2000 [9:46:00<12:05:27, 39.25s/it][INFO] EPOCH: 891/2000
+Train loss: 0.577542, Val loss: 0.601528
+
 45%|████▍     | 892/2000 [9:46:39<12:04:05, 39.21s/it][INFO] EPOCH: 892/2000
+Train loss: 0.577710, Val loss: 0.595106
+
 45%|████▍     | 893/2000 [9:47:19<12:06:39, 39.38s/it][INFO] EPOCH: 893/2000
+Train loss: 0.577388, Val loss: 0.591368
+
 45%|████▍     | 894/2000 [9:47:58<12:02:31, 39.20s/it][INFO] EPOCH: 894/2000
+Train loss: 0.578930, Val loss: 0.594966
+
 45%|████▍     | 895/2000 [9:48:37<12:01:56, 39.20s/it][INFO] EPOCH: 895/2000
+Train loss: 0.575600, Val loss: 0.592083
+
 45%|████▍     | 896/2000 [9:49:17<12:06:56, 39.51s/it][INFO] EPOCH: 896/2000
+Train loss: 0.576685, Val loss: 0.592243
+
 45%|████▍     | 897/2000 [9:49:58<12:09:35, 39.69s/it][INFO] EPOCH: 897/2000
+Train loss: 0.578008, Val loss: 0.590169
+
 45%|████▍     | 898/2000 [9:50:38<12:10:20, 39.76s/it][INFO] EPOCH: 898/2000
+Train loss: 0.576976, Val loss: 0.588957
+
 45%|████▍     | 899/2000 [9:51:18<12:12:10, 39.90s/it][INFO] EPOCH: 899/2000
+Train loss: 0.575839, Val loss: 0.604593
+
 45%|████▌     | 900/2000 [9:51:58<12:11:23, 39.89s/it][INFO] EPOCH: 900/2000
+Train loss: 0.579104, Val loss: 0.594065
+
 45%|████▌     | 901/2000 [9:52:38<12:10:49, 39.90s/it][INFO] EPOCH: 901/2000
+Train loss: 0.576047, Val loss: 0.589875
+
 45%|████▌     | 902/2000 [9:53:18<12:12:57, 40.05s/it][INFO] EPOCH: 902/2000
+Train loss: 0.578825, Val loss: 0.589247
+
 45%|████▌     | 903/2000 [9:53:58<12:12:38, 40.07s/it][INFO] EPOCH: 903/2000
+Train loss: 0.577481, Val loss: 0.604239
+
 45%|████▌     | 904/2000 [9:54:38<12:10:36, 40.00s/it][INFO] EPOCH: 904/2000
+Train loss: 0.578074, Val loss: 0.591716
+
 45%|████▌     | 905/2000 [9:55:17<12:02:50, 39.61s/it][INFO] EPOCH: 905/2000
+Train loss: 0.576980, Val loss: 0.593971
+
 45%|████▌     | 906/2000 [9:55:57<12:04:25, 39.73s/it][INFO] EPOCH: 906/2000
+Train loss: 0.577155, Val loss: 0.595250
+
 45%|████▌     | 907/2000 [9:56:37<12:06:20, 39.87s/it][INFO] EPOCH: 907/2000
+Train loss: 0.577082, Val loss: 0.595223
+
 45%|████▌     | 908/2000 [9:57:17<12:05:25, 39.86s/it][INFO] EPOCH: 908/2000
+Train loss: 0.577395, Val loss: 0.589687
+
 45%|████▌     | 909/2000 [9:57:57<12:05:26, 39.90s/it][INFO] EPOCH: 909/2000
+Train loss: 0.577673, Val loss: 0.593442
+
 46%|████▌     | 910/2000 [9:58:37<12:05:36, 39.94s/it][INFO] EPOCH: 910/2000
+Train loss: 0.576456, Val loss: 0.590214
+
 46%|████▌     | 911/2000 [9:59:17<12:04:58, 39.94s/it][INFO] EPOCH: 911/2000
+Train loss: 0.578156, Val loss: 0.591413
+
 46%|████▌     | 912/2000 [9:59:55<11:57:37, 39.57s/it][INFO] EPOCH: 912/2000
+Train loss: 0.576159, Val loss: 0.608834
+
 46%|████▌     | 913/2000 [10:00:34<11:53:39, 39.39s/it][INFO] EPOCH: 913/2000
+Train loss: 0.576437, Val loss: 0.589440
+
 46%|████▌     | 914/2000 [10:01:13<11:49:47, 39.22s/it][INFO] EPOCH: 914/2000
+Train loss: 0.576574, Val loss: 0.594522
+
 46%|████▌     | 915/2000 [10:01:53<11:53:48, 39.47s/it][INFO] EPOCH: 915/2000
+Train loss: 0.578012, Val loss: 0.608288
+
 46%|████▌     | 916/2000 [10:02:33<11:55:57, 39.63s/it][INFO] EPOCH: 916/2000
+Train loss: 0.578365, Val loss: 0.589538
+
 46%|████▌     | 917/2000 [10:03:13<11:58:07, 39.79s/it][INFO] EPOCH: 917/2000
+Train loss: 0.577495, Val loss: 0.590438
+
 46%|████▌     | 918/2000 [10:03:53<11:58:25, 39.84s/it][INFO] EPOCH: 918/2000
+Train loss: 0.576336, Val loss: 0.612826
+
 46%|████▌     | 919/2000 [10:04:33<11:59:08, 39.91s/it][INFO] EPOCH: 919/2000
+Train loss: 0.576008, Val loss: 0.599884
+
 46%|████▌     | 920/2000 [10:05:13<11:57:40, 39.87s/it][INFO] EPOCH: 920/2000
+Train loss: 0.579842, Val loss: 0.608622
+
 46%|████▌     | 921/2000 [10:05:53<11:57:28, 39.90s/it][INFO] EPOCH: 921/2000
+Train loss: 0.579382, Val loss: 0.592206
+
 46%|████▌     | 922/2000 [10:06:33<11:57:31, 39.94s/it][INFO] EPOCH: 922/2000
+Train loss: 0.575516, Val loss: 0.591286
+
 46%|████▌     | 923/2000 [10:07:13<11:56:39, 39.93s/it][INFO] EPOCH: 923/2000
+Train loss: 0.575493, Val loss: 0.594233
+
 46%|████▌     | 924/2000 [10:07:52<11:49:26, 39.56s/it][INFO] EPOCH: 924/2000
+Train loss: 0.579153, Val loss: 0.587359
+
 46%|████▋     | 925/2000 [10:08:31<11:45:49, 39.39s/it][INFO] EPOCH: 925/2000
+Train loss: 0.575848, Val loss: 0.590592
+
 46%|████▋     | 926/2000 [10:09:09<11:41:41, 39.20s/it][INFO] EPOCH: 926/2000
+Train loss: 0.577508, Val loss: 0.590786
+
 46%|████▋     | 927/2000 [10:09:48<11:39:40, 39.12s/it][INFO] EPOCH: 927/2000
+Train loss: 0.578012, Val loss: 0.589467
+
 46%|████▋     | 928/2000 [10:10:29<11:44:15, 39.42s/it][INFO] EPOCH: 928/2000
+Train loss: 0.576965, Val loss: 0.591689
+
 46%|████▋     | 929/2000 [10:11:09<11:46:43, 39.59s/it][INFO] EPOCH: 929/2000
+Train loss: 0.579775, Val loss: 0.592675
+
 46%|████▋     | 930/2000 [10:11:48<11:45:42, 39.57s/it][INFO] EPOCH: 930/2000
+Train loss: 0.577144, Val loss: 0.598467
+
 47%|████▋     | 931/2000 [10:12:25<11:33:13, 38.91s/it][INFO] EPOCH: 931/2000
+Train loss: 0.577226, Val loss: 0.608649
+
 47%|████▋     | 932/2000 [10:13:03<11:24:33, 38.46s/it][INFO] EPOCH: 932/2000
+Train loss: 0.577298, Val loss: 0.593535
+
 47%|████▋     | 933/2000 [10:13:40<11:19:41, 38.22s/it][INFO] EPOCH: 933/2000
+Train loss: 0.576690, Val loss: 0.593085
+
 47%|████▋     | 934/2000 [10:14:20<11:27:31, 38.70s/it][INFO] EPOCH: 934/2000
+Train loss: 0.577665, Val loss: 0.608246
+
 47%|████▋     | 935/2000 [10:15:00<11:34:15, 39.11s/it][INFO] EPOCH: 935/2000
+Train loss: 0.576555, Val loss: 0.601243
+
 47%|████▋     | 936/2000 [10:15:40<11:38:29, 39.39s/it][INFO] EPOCH: 936/2000
+Train loss: 0.578336, Val loss: 0.596245
+
 47%|████▋     | 937/2000 [10:16:20<11:41:24, 39.59s/it][INFO] EPOCH: 937/2000
+Train loss: 0.576617, Val loss: 0.590536
+
 47%|████▋     | 938/2000 [10:17:01<11:43:40, 39.76s/it][INFO] EPOCH: 938/2000
+Train loss: 0.578665, Val loss: 0.590245
+
 47%|████▋     | 939/2000 [10:17:41<11:44:31, 39.84s/it][INFO] EPOCH: 939/2000
+Train loss: 0.575815, Val loss: 0.592131
+
 47%|████▋     | 940/2000 [10:18:21<11:44:25, 39.87s/it][INFO] EPOCH: 940/2000
+Train loss: 0.577414, Val loss: 0.599981
+
 47%|████▋     | 941/2000 [10:18:59<11:37:23, 39.51s/it][INFO] EPOCH: 941/2000
+Train loss: 0.576754, Val loss: 0.599336
+
 47%|████▋     | 942/2000 [10:19:38<11:33:19, 39.32s/it][INFO] EPOCH: 942/2000
+Train loss: 0.577797, Val loss: 0.588179
+
 47%|████▋     | 943/2000 [10:20:17<11:30:05, 39.17s/it][INFO] EPOCH: 943/2000
+Train loss: 0.576282, Val loss: 0.633266
+
 47%|████▋     | 944/2000 [10:20:56<11:26:35, 39.01s/it][INFO] EPOCH: 944/2000
+Train loss: 0.576922, Val loss: 0.607093
+
 47%|████▋     | 945/2000 [10:21:34<11:25:02, 38.96s/it][INFO] EPOCH: 945/2000
+Train loss: 0.578189, Val loss: 0.609754
+
 47%|████▋     | 946/2000 [10:22:14<11:29:45, 39.27s/it][INFO] EPOCH: 946/2000
+Train loss: 0.578832, Val loss: 0.587520
+
 47%|████▋     | 947/2000 [10:22:54<11:33:14, 39.50s/it][INFO] EPOCH: 947/2000
+Train loss: 0.576682, Val loss: 0.598296
+
 47%|████▋     | 948/2000 [10:23:34<11:35:20, 39.66s/it][INFO] EPOCH: 948/2000
+Train loss: 0.576081, Val loss: 0.599189
+
 47%|████▋     | 949/2000 [10:24:14<11:36:16, 39.75s/it][INFO] EPOCH: 949/2000
+Train loss: 0.576292, Val loss: 0.603078
+
 48%|████▊     | 950/2000 [10:24:54<11:37:02, 39.83s/it][INFO] EPOCH: 950/2000
+Train loss: 0.577090, Val loss: 0.592068
+
 48%|████▊     | 951/2000 [10:25:34<11:36:57, 39.86s/it][INFO] EPOCH: 951/2000
+Train loss: 0.577595, Val loss: 0.588547
+
 48%|████▊     | 952/2000 [10:26:14<11:34:08, 39.74s/it][INFO] EPOCH: 952/2000
+Train loss: 0.578891, Val loss: 0.590345
+
 48%|████▊     | 953/2000 [10:26:54<11:35:49, 39.87s/it][INFO] EPOCH: 953/2000
+Train loss: 0.577200, Val loss: 0.590566
+
 48%|████▊     | 954/2000 [10:27:34<11:35:53, 39.92s/it][INFO] EPOCH: 954/2000
+Train loss: 0.577191, Val loss: 0.592805
+
 48%|████▊     | 955/2000 [10:28:14<11:34:24, 39.87s/it][INFO] EPOCH: 955/2000
+Train loss: 0.576113, Val loss: 0.613354
+
 48%|████▊     | 956/2000 [10:28:53<11:28:42, 39.58s/it][INFO] EPOCH: 956/2000
+Train loss: 0.577790, Val loss: 0.602095
+
 48%|████▊     | 957/2000 [10:29:30<11:16:54, 38.94s/it][INFO] EPOCH: 957/2000
+Train loss: 0.577982, Val loss: 0.601320
+
 48%|████▊     | 958/2000 [10:30:08<11:10:51, 38.63s/it][INFO] EPOCH: 958/2000
+Train loss: 0.576405, Val loss: 0.594116
+
 48%|████▊     | 959/2000 [10:30:48<11:17:45, 39.06s/it][INFO] EPOCH: 959/2000
+Train loss: 0.577542, Val loss: 0.598357
+
 48%|████▊     | 960/2000 [10:31:28<11:20:25, 39.26s/it][INFO] EPOCH: 960/2000
+Train loss: 0.576428, Val loss: 0.593904
+
 48%|████▊     | 961/2000 [10:32:08<11:23:29, 39.47s/it][INFO] EPOCH: 961/2000
+Train loss: 0.577702, Val loss: 0.589311
+
 48%|████▊     | 962/2000 [10:32:48<11:25:42, 39.64s/it][INFO] EPOCH: 962/2000
+Train loss: 0.577577, Val loss: 0.590558
+
 48%|████▊     | 963/2000 [10:33:28<11:26:35, 39.73s/it][INFO] EPOCH: 963/2000
+Train loss: 0.577406, Val loss: 0.589773
+
 48%|████▊     | 964/2000 [10:34:08<11:26:19, 39.75s/it][INFO] EPOCH: 964/2000
+Train loss: 0.576869, Val loss: 0.597663
+
 48%|████▊     | 965/2000 [10:34:48<11:27:03, 39.83s/it][INFO] EPOCH: 965/2000
+Train loss: 0.576827, Val loss: 0.603864
+
 48%|████▊     | 966/2000 [10:35:28<11:27:27, 39.89s/it][INFO] EPOCH: 966/2000
+Train loss: 0.578445, Val loss: 0.589241
+
 48%|████▊     | 967/2000 [10:36:06<11:21:17, 39.57s/it][INFO] EPOCH: 967/2000
+Train loss: 0.577241, Val loss: 0.589317
+
 48%|████▊     | 968/2000 [10:36:45<11:17:44, 39.40s/it][INFO] EPOCH: 968/2000
+Train loss: 0.576489, Val loss: 0.589630
+
 48%|████▊     | 969/2000 [10:37:23<11:09:17, 38.95s/it][INFO] EPOCH: 969/2000
+Train loss: 0.576800, Val loss: 0.592758
+
 48%|████▊     | 970/2000 [10:38:01<11:01:16, 38.52s/it][INFO] EPOCH: 970/2000
+Train loss: 0.576041, Val loss: 0.595093
+
 49%|████▊     | 971/2000 [10:38:39<10:57:22, 38.33s/it][INFO] EPOCH: 971/2000
+Train loss: 0.578293, Val loss: 0.597816
+
 49%|████▊     | 972/2000 [10:39:18<10:58:59, 38.46s/it][INFO] EPOCH: 972/2000
+Train loss: 0.577446, Val loss: 0.592768
+
 49%|████▊     | 973/2000 [10:39:57<11:04:57, 38.85s/it][INFO] EPOCH: 973/2000
+Train loss: 0.579515, Val loss: 0.591756
+
 49%|████▊     | 974/2000 [10:40:37<11:09:09, 39.13s/it][INFO] EPOCH: 974/2000
+Train loss: 0.578266, Val loss: 0.592000
+
 49%|████▉     | 975/2000 [10:41:17<11:13:11, 39.41s/it][INFO] EPOCH: 975/2000
+Train loss: 0.577591, Val loss: 0.588886
+
 49%|████▉     | 976/2000 [10:41:57<11:14:29, 39.52s/it][INFO] EPOCH: 976/2000
+Train loss: 0.575953, Val loss: 0.600690
+
 49%|████▉     | 977/2000 [10:42:37<11:16:03, 39.65s/it][INFO] EPOCH: 977/2000
+Train loss: 0.575965, Val loss: 0.588417
+
 49%|████▉     | 978/2000 [10:43:15<11:10:01, 39.34s/it][INFO] EPOCH: 978/2000
+Train loss: 0.577049, Val loss: 0.601098
+
 49%|████▉     | 979/2000 [10:43:55<11:12:15, 39.51s/it][INFO] EPOCH: 979/2000
+Train loss: 0.576827, Val loss: 0.591975
+
 49%|████▉     | 980/2000 [10:44:35<11:13:53, 39.64s/it][INFO] EPOCH: 980/2000
+Train loss: 0.576865, Val loss: 0.590066
+
 49%|████▉     | 981/2000 [10:45:15<11:13:44, 39.67s/it][INFO] EPOCH: 981/2000
+Train loss: 0.577740, Val loss: 0.590847
+
 49%|████▉     | 982/2000 [10:45:55<11:13:55, 39.72s/it][INFO] EPOCH: 982/2000
+Train loss: 0.577302, Val loss: 0.595626
+
 49%|████▉     | 983/2000 [10:46:34<11:07:49, 39.40s/it][INFO] EPOCH: 983/2000
+Train loss: 0.576515, Val loss: 0.598109
+
 49%|████▉     | 984/2000 [10:47:12<11:03:30, 39.18s/it][INFO] EPOCH: 984/2000
+Train loss: 0.576755, Val loss: 0.593615
+
 49%|████▉     | 985/2000 [10:47:52<11:05:40, 39.35s/it][INFO] EPOCH: 985/2000
+Train loss: 0.577434, Val loss: 0.594051
+
 49%|████▉     | 986/2000 [10:48:32<11:08:28, 39.56s/it][INFO] EPOCH: 986/2000
+Train loss: 0.576976, Val loss: 0.591834
+
 49%|████▉     | 987/2000 [10:49:12<11:10:59, 39.74s/it][INFO] EPOCH: 987/2000
+Train loss: 0.577147, Val loss: 0.589880
+
 49%|████▉     | 988/2000 [10:49:51<11:06:01, 39.49s/it][INFO] EPOCH: 988/2000
+Train loss: 0.578612, Val loss: 0.608404
+
 49%|████▉     | 989/2000 [10:50:30<11:01:51, 39.28s/it][INFO] EPOCH: 989/2000
+Train loss: 0.577868, Val loss: 0.591239
+
 50%|████▉     | 990/2000 [10:51:10<11:04:10, 39.46s/it][INFO] EPOCH: 990/2000
+Train loss: 0.576914, Val loss: 0.593881
+
 50%|████▉     | 991/2000 [10:51:49<11:02:13, 39.38s/it][INFO] EPOCH: 991/2000
+Train loss: 0.576616, Val loss: 0.591296
+
 50%|████▉     | 992/2000 [10:52:27<10:57:11, 39.12s/it][INFO] EPOCH: 992/2000
+Train loss: 0.578820, Val loss: 0.590545
+
 50%|████▉     | 993/2000 [10:53:07<10:59:03, 39.27s/it][INFO] EPOCH: 993/2000
+Train loss: 0.577428, Val loss: 0.589258
+
 50%|████▉     | 994/2000 [10:53:47<11:01:17, 39.44s/it][INFO] EPOCH: 994/2000
+Train loss: 0.576962, Val loss: 0.595416
+
 50%|████▉     | 995/2000 [10:54:26<11:00:34, 39.44s/it][INFO] EPOCH: 995/2000
+Train loss: 0.577857, Val loss: 0.593060
+
 50%|████▉     | 996/2000 [10:55:06<11:02:46, 39.61s/it][INFO] EPOCH: 996/2000
+Train loss: 0.576136, Val loss: 0.590257
+
 50%|████▉     | 997/2000 [10:55:46<11:03:00, 39.66s/it][INFO] EPOCH: 997/2000
+Train loss: 0.577389, Val loss: 0.588715
+
 50%|████▉     | 998/2000 [10:56:26<11:04:02, 39.76s/it][INFO] EPOCH: 998/2000
+Train loss: 0.577625, Val loss: 0.589984
+
 50%|████▉     | 999/2000 [10:57:06<11:04:08, 39.81s/it][INFO] EPOCH: 999/2000
+Train loss: 0.576863, Val loss: 0.615856
+
 50%|█████     | 1000/2000 [10:57:46<11:04:06, 39.85s/it][INFO] EPOCH: 1000/2000
+Train loss: 0.580370, Val loss: 0.590921
+
 50%|█████     | 1001/2000 [10:58:26<11:02:11, 39.77s/it][INFO] EPOCH: 1001/2000
+Train loss: 0.578241, Val loss: 0.586503
+
 50%|█████     | 1002/2000 [10:59:06<11:02:51, 39.85s/it][INFO] EPOCH: 1002/2000
+Train loss: 0.576024, Val loss: 0.595274
+
 50%|█████     | 1003/2000 [10:59:45<11:01:44, 39.82s/it][INFO] EPOCH: 1003/2000
+Train loss: 0.578929, Val loss: 0.592124
+
 50%|█████     | 1004/2000 [11:00:25<11:01:26, 39.85s/it][INFO] EPOCH: 1004/2000
+Train loss: 0.576214, Val loss: 0.591421
+
 50%|█████     | 1005/2000 [11:01:05<11:01:26, 39.89s/it][INFO] EPOCH: 1005/2000
+Train loss: 0.579249, Val loss: 0.595381
+
 50%|█████     | 1006/2000 [11:01:45<10:57:45, 39.70s/it][INFO] EPOCH: 1006/2000
+Train loss: 0.576912, Val loss: 0.590089
+
 50%|█████     | 1007/2000 [11:02:25<10:58:21, 39.78s/it][INFO] EPOCH: 1007/2000
+Train loss: 0.576254, Val loss: 0.591076
+
 50%|█████     | 1008/2000 [11:03:04<10:55:01, 39.62s/it][INFO] EPOCH: 1008/2000
+Train loss: 0.577030, Val loss: 0.593771
+
 50%|█████     | 1009/2000 [11:03:44<10:55:45, 39.70s/it][INFO] EPOCH: 1009/2000
+Train loss: 0.576975, Val loss: 0.589853
+
 50%|█████     | 1010/2000 [11:04:23<10:53:33, 39.61s/it][INFO] EPOCH: 1010/2000
+Train loss: 0.577416, Val loss: 0.621575
+
 51%|█████     | 1011/2000 [11:05:02<10:52:00, 39.56s/it][INFO] EPOCH: 1011/2000
+Train loss: 0.576997, Val loss: 0.591193
+
 51%|█████     | 1012/2000 [11:05:43<10:53:44, 39.70s/it][INFO] EPOCH: 1012/2000
+Train loss: 0.577381, Val loss: 0.596943
+
 51%|█████     | 1013/2000 [11:06:23<10:54:31, 39.79s/it][INFO] EPOCH: 1013/2000
+Train loss: 0.578524, Val loss: 0.593282
+
 51%|█████     | 1014/2000 [11:07:01<10:49:04, 39.50s/it][INFO] EPOCH: 1014/2000
+Train loss: 0.577470, Val loss: 0.589510
+
 51%|█████     | 1015/2000 [11:07:39<10:38:36, 38.90s/it][INFO] EPOCH: 1015/2000
+Train loss: 0.577196, Val loss: 0.621790
+
 51%|█████     | 1016/2000 [11:08:18<10:37:18, 38.86s/it][INFO] EPOCH: 1016/2000
+Train loss: 0.576180, Val loss: 0.594825
+
 51%|█████     | 1017/2000 [11:08:57<10:38:05, 38.95s/it][INFO] EPOCH: 1017/2000
+Train loss: 0.576968, Val loss: 0.589129
+
 51%|█████     | 1018/2000 [11:09:37<10:42:39, 39.27s/it][INFO] EPOCH: 1018/2000
+Train loss: 0.579231, Val loss: 0.610232
+
 51%|█████     | 1019/2000 [11:10:15<10:38:57, 39.08s/it][INFO] EPOCH: 1019/2000
+Train loss: 0.579453, Val loss: 0.591833
+
 51%|█████     | 1020/2000 [11:10:53<10:30:35, 38.61s/it][INFO] EPOCH: 1020/2000
+Train loss: 0.575691, Val loss: 0.592520
+
 51%|█████     | 1021/2000 [11:11:30<10:24:33, 38.28s/it][INFO] EPOCH: 1021/2000
+Train loss: 0.578092, Val loss: 0.588572
+
 51%|█████     | 1022/2000 [11:12:09<10:26:55, 38.46s/it][INFO] EPOCH: 1022/2000
+Train loss: 0.577671, Val loss: 0.597888
+
 51%|█████     | 1023/2000 [11:12:47<10:24:01, 38.32s/it][INFO] EPOCH: 1023/2000
+Train loss: 0.577467, Val loss: 0.597901
+
 51%|█████     | 1024/2000 [11:13:27<10:31:30, 38.82s/it][INFO] EPOCH: 1024/2000
+Train loss: 0.577386, Val loss: 0.590348
+
 51%|█████▏    | 1025/2000 [11:14:07<10:35:51, 39.13s/it][INFO] EPOCH: 1025/2000
+Train loss: 0.577745, Val loss: 0.621130
+
 51%|█████▏    | 1026/2000 [11:14:47<10:36:30, 39.21s/it][INFO] EPOCH: 1026/2000
+Train loss: 0.575864, Val loss: 0.601642
+
 51%|█████▏    | 1027/2000 [11:15:27<10:39:45, 39.45s/it][INFO] EPOCH: 1027/2000
+Train loss: 0.577902, Val loss: 0.611777
+
 51%|█████▏    | 1028/2000 [11:16:07<10:41:33, 39.60s/it][INFO] EPOCH: 1028/2000
+Train loss: 0.578338, Val loss: 0.602673
+
 51%|█████▏    | 1029/2000 [11:16:45<10:36:18, 39.32s/it][INFO] EPOCH: 1029/2000
+Train loss: 0.578932, Val loss: 0.590571
+
 52%|█████▏    | 1030/2000 [11:17:23<10:27:29, 38.81s/it][INFO] EPOCH: 1030/2000
+Train loss: 0.577351, Val loss: 0.611143
+
 52%|█████▏    | 1031/2000 [11:18:03<10:32:22, 39.16s/it][INFO] EPOCH: 1031/2000
+Train loss: 0.576860, Val loss: 0.586827
+
 52%|█████▏    | 1032/2000 [11:18:43<10:35:42, 39.40s/it][INFO] EPOCH: 1032/2000
+Train loss: 0.576481, Val loss: 0.610494
+
 52%|█████▏    | 1033/2000 [11:19:23<10:37:44, 39.57s/it][INFO] EPOCH: 1033/2000
+Train loss: 0.579076, Val loss: 0.595919
+
 52%|█████▏    | 1034/2000 [11:20:03<10:39:19, 39.71s/it][INFO] EPOCH: 1034/2000
+Train loss: 0.576137, Val loss: 0.590869
+
 52%|█████▏    | 1035/2000 [11:20:42<10:34:42, 39.46s/it][INFO] EPOCH: 1035/2000
+Train loss: 0.577317, Val loss: 0.591192
+
 52%|█████▏    | 1036/2000 [11:21:22<10:38:09, 39.72s/it][INFO] EPOCH: 1036/2000
+Train loss: 0.576547, Val loss: 0.593700
+
 52%|█████▏    | 1037/2000 [11:22:02<10:39:48, 39.86s/it][INFO] EPOCH: 1037/2000
+Train loss: 0.576461, Val loss: 0.595504
+
 52%|█████▏    | 1038/2000 [11:22:42<10:40:06, 39.92s/it][INFO] EPOCH: 1038/2000
+Train loss: 0.578274, Val loss: 0.591615
+
 52%|█████▏    | 1039/2000 [11:23:21<10:34:20, 39.60s/it][INFO] EPOCH: 1039/2000
+Train loss: 0.577854, Val loss: 0.597095
+
 52%|█████▏    | 1040/2000 [11:24:01<10:35:32, 39.72s/it][INFO] EPOCH: 1040/2000
+Train loss: 0.576935, Val loss: 0.608285
+
 52%|█████▏    | 1041/2000 [11:24:41<10:35:43, 39.77s/it][INFO] EPOCH: 1041/2000
+Train loss: 0.577703, Val loss: 0.616653
+
 52%|█████▏    | 1042/2000 [11:25:21<10:34:32, 39.74s/it][INFO] EPOCH: 1042/2000
+Train loss: 0.577929, Val loss: 0.588242
+
 52%|█████▏    | 1043/2000 [11:26:00<10:34:21, 39.77s/it][INFO] EPOCH: 1043/2000
+Train loss: 0.577314, Val loss: 0.590829
+
 52%|█████▏    | 1044/2000 [11:26:40<10:31:59, 39.66s/it][INFO] EPOCH: 1044/2000
+Train loss: 0.576425, Val loss: 0.603401
+
 52%|█████▏    | 1045/2000 [11:27:19<10:30:53, 39.64s/it][INFO] EPOCH: 1045/2000
+Train loss: 0.576379, Val loss: 0.590932
+
 52%|█████▏    | 1046/2000 [11:27:58<10:26:38, 39.41s/it][INFO] EPOCH: 1046/2000
+Train loss: 0.577242, Val loss: 0.592197
+
 52%|█████▏    | 1047/2000 [11:28:38<10:26:53, 39.47s/it][INFO] EPOCH: 1047/2000
+Train loss: 0.577400, Val loss: 0.601840
+
 52%|█████▏    | 1048/2000 [11:29:17<10:23:02, 39.27s/it][INFO] EPOCH: 1048/2000
+Train loss: 0.577740, Val loss: 0.589808
+
 52%|█████▏    | 1049/2000 [11:29:56<10:21:04, 39.18s/it][INFO] EPOCH: 1049/2000
+Train loss: 0.575711, Val loss: 0.589226
+
 52%|█████▎    | 1050/2000 [11:30:36<10:24:58, 39.47s/it][INFO] EPOCH: 1050/2000
+Train loss: 0.576826, Val loss: 0.590756
+
 53%|█████▎    | 1051/2000 [11:31:16<10:27:51, 39.70s/it][INFO] EPOCH: 1051/2000
+Train loss: 0.579440, Val loss: 0.591963
+
 53%|█████▎    | 1052/2000 [11:31:56<10:26:47, 39.67s/it][INFO] EPOCH: 1052/2000
+Train loss: 0.576124, Val loss: 0.590616
+
 53%|█████▎    | 1053/2000 [11:32:34<10:21:56, 39.40s/it][INFO] EPOCH: 1053/2000
+Train loss: 0.577134, Val loss: 0.591456
+
 53%|█████▎    | 1054/2000 [11:33:15<10:24:30, 39.61s/it][INFO] EPOCH: 1054/2000
+Train loss: 0.576466, Val loss: 0.612778
+
 53%|█████▎    | 1055/2000 [11:33:53<10:19:40, 39.34s/it][INFO] EPOCH: 1055/2000
+Train loss: 0.578433, Val loss: 0.591829
+
 53%|█████▎    | 1056/2000 [11:34:32<10:16:19, 39.17s/it][INFO] EPOCH: 1056/2000
+Train loss: 0.576700, Val loss: 0.606030
+
 53%|█████▎    | 1057/2000 [11:35:12<10:18:52, 39.38s/it][INFO] EPOCH: 1057/2000
+Train loss: 0.577630, Val loss: 0.591930
+
 53%|█████▎    | 1058/2000 [11:35:52<10:20:56, 39.55s/it][INFO] EPOCH: 1058/2000
+Train loss: 0.576610, Val loss: 0.591936
+
 53%|█████▎    | 1059/2000 [11:36:31<10:19:33, 39.50s/it][INFO] EPOCH: 1059/2000
+Train loss: 0.579665, Val loss: 0.590592
+
 53%|█████▎    | 1060/2000 [11:37:09<10:10:25, 38.96s/it][INFO] EPOCH: 1060/2000
+Train loss: 0.576798, Val loss: 0.598070
+
 53%|█████▎    | 1061/2000 [11:37:48<10:09:23, 38.94s/it][INFO] EPOCH: 1061/2000
+Train loss: 0.576383, Val loss: 0.589596
+
 53%|█████▎    | 1062/2000 [11:38:28<10:13:30, 39.24s/it][INFO] EPOCH: 1062/2000
+Train loss: 0.577460, Val loss: 0.589662
+
 53%|█████▎    | 1063/2000 [11:39:08<10:16:33, 39.48s/it][INFO] EPOCH: 1063/2000
+Train loss: 0.576021, Val loss: 0.599404
+
 53%|█████▎    | 1064/2000 [11:39:48<10:18:41, 39.66s/it][INFO] EPOCH: 1064/2000
+Train loss: 0.577487, Val loss: 0.597527
+
 53%|█████▎    | 1065/2000 [11:40:27<10:14:22, 39.42s/it][INFO] EPOCH: 1065/2000
+Train loss: 0.577768, Val loss: 0.591226
+
 53%|█████▎    | 1066/2000 [11:41:05<10:07:42, 39.04s/it][INFO] EPOCH: 1066/2000
+Train loss: 0.576806, Val loss: 0.602147
+
 53%|█████▎    | 1067/2000 [11:41:45<10:11:12, 39.31s/it][INFO] EPOCH: 1067/2000
+Train loss: 0.577705, Val loss: 0.593545
+
 53%|█████▎    | 1068/2000 [11:42:25<10:13:52, 39.52s/it][INFO] EPOCH: 1068/2000
+Train loss: 0.576537, Val loss: 0.597668
+
 53%|█████▎    | 1069/2000 [11:43:05<10:15:20, 39.66s/it][INFO] EPOCH: 1069/2000
+Train loss: 0.578172, Val loss: 0.595184
+
 54%|█████▎    | 1070/2000 [11:43:45<10:15:21, 39.70s/it][INFO] EPOCH: 1070/2000
+Train loss: 0.578344, Val loss: 0.589975
+
 54%|█████▎    | 1071/2000 [11:44:25<10:15:54, 39.78s/it][INFO] EPOCH: 1071/2000
+Train loss: 0.577384, Val loss: 0.594478
+
 54%|█████▎    | 1072/2000 [11:45:05<10:15:46, 39.81s/it][INFO] EPOCH: 1072/2000
+Train loss: 0.577346, Val loss: 0.589907
+
 54%|█████▎    | 1073/2000 [11:45:44<10:15:49, 39.86s/it][INFO] EPOCH: 1073/2000
+Train loss: 0.578463, Val loss: 0.594547
+
 54%|█████▎    | 1074/2000 [11:46:24<10:15:20, 39.87s/it][INFO] EPOCH: 1074/2000
+Train loss: 0.576343, Val loss: 0.591551
+
 54%|█████▍    | 1075/2000 [11:47:03<10:09:10, 39.51s/it][INFO] EPOCH: 1075/2000
+Train loss: 0.577368, Val loss: 0.596939
+
 54%|█████▍    | 1076/2000 [11:47:42<10:05:59, 39.35s/it][INFO] EPOCH: 1076/2000
+Train loss: 0.576795, Val loss: 0.588127
+
 54%|█████▍    | 1077/2000 [11:48:22<10:08:39, 39.57s/it][INFO] EPOCH: 1077/2000
+Train loss: 0.578680, Val loss: 0.626377
+
 54%|█████▍    | 1078/2000 [11:49:01<10:03:59, 39.31s/it][INFO] EPOCH: 1078/2000
+Train loss: 0.577258, Val loss: 0.598019
+
 54%|█████▍    | 1079/2000 [11:49:40<10:01:19, 39.17s/it][INFO] EPOCH: 1079/2000
+Train loss: 0.577998, Val loss: 0.591787
+
 54%|█████▍    | 1080/2000 [11:50:19<9:59:42, 39.11s/it] [INFO] EPOCH: 1080/2000
+Train loss: 0.576913, Val loss: 0.608159
+
 54%|█████▍    | 1081/2000 [11:50:59<10:03:55, 39.43s/it][INFO] EPOCH: 1081/2000
+Train loss: 0.575984, Val loss: 0.592583
+
 54%|█████▍    | 1082/2000 [11:51:39<10:05:26, 39.57s/it][INFO] EPOCH: 1082/2000
+Train loss: 0.577956, Val loss: 0.592738
+
 54%|█████▍    | 1083/2000 [11:52:19<10:07:12, 39.73s/it][INFO] EPOCH: 1083/2000
+Train loss: 0.576860, Val loss: 0.590385
+
 54%|█████▍    | 1084/2000 [11:52:59<10:07:04, 39.76s/it][INFO] EPOCH: 1084/2000
+Train loss: 0.576442, Val loss: 0.624359
+
 54%|█████▍    | 1085/2000 [11:53:38<10:03:51, 39.60s/it][INFO] EPOCH: 1085/2000
+Train loss: 0.577516, Val loss: 0.601384
+
 54%|█████▍    | 1086/2000 [11:54:18<10:05:27, 39.75s/it][INFO] EPOCH: 1086/2000
+Train loss: 0.577943, Val loss: 0.589286
+
 54%|█████▍    | 1087/2000 [11:54:58<10:06:08, 39.83s/it][INFO] EPOCH: 1087/2000
+Train loss: 0.576407, Val loss: 0.610212
+
 54%|█████▍    | 1088/2000 [11:55:38<10:06:24, 39.90s/it][INFO] EPOCH: 1088/2000
+Train loss: 0.577106, Val loss: 0.591086
+
 54%|█████▍    | 1089/2000 [11:56:18<10:06:49, 39.97s/it][INFO] EPOCH: 1089/2000
+Train loss: 0.576341, Val loss: 0.594443
+
 55%|█████▍    | 1090/2000 [11:56:58<10:06:46, 40.01s/it][INFO] EPOCH: 1090/2000
+Train loss: 0.576896, Val loss: 0.598932
+
 55%|█████▍    | 1091/2000 [11:57:37<10:01:38, 39.71s/it][INFO] EPOCH: 1091/2000
+Train loss: 0.578563, Val loss: 0.596115
+
 55%|█████▍    | 1092/2000 [11:58:16<9:56:41, 39.43s/it] [INFO] EPOCH: 1092/2000
+Train loss: 0.577467, Val loss: 0.599664
+
 55%|█████▍    | 1093/2000 [11:58:55<9:53:52, 39.29s/it][INFO] EPOCH: 1093/2000
+Train loss: 0.577353, Val loss: 0.603612
+
 55%|█████▍    | 1094/2000 [11:59:35<9:56:23, 39.50s/it][INFO] EPOCH: 1094/2000
+Train loss: 0.578404, Val loss: 0.589618
+
 55%|█████▍    | 1095/2000 [12:00:15<9:58:34, 39.68s/it][INFO] EPOCH: 1095/2000
+Train loss: 0.577720, Val loss: 0.591599
+
 55%|█████▍    | 1096/2000 [12:00:55<9:59:29, 39.79s/it][INFO] EPOCH: 1096/2000
+Train loss: 0.577122, Val loss: 0.606335
+
 55%|█████▍    | 1097/2000 [12:01:35<9:59:08, 39.81s/it][INFO] EPOCH: 1097/2000
+Train loss: 0.577648, Val loss: 0.591538
+
 55%|█████▍    | 1098/2000 [12:02:15<9:59:28, 39.88s/it][INFO] EPOCH: 1098/2000
+Train loss: 0.577157, Val loss: 0.617414
+
 55%|█████▍    | 1099/2000 [12:02:54<9:53:56, 39.55s/it][INFO] EPOCH: 1099/2000
+Train loss: 0.575450, Val loss: 0.595125
+
 55%|█████▌    | 1100/2000 [12:03:33<9:50:17, 39.35s/it][INFO] EPOCH: 1100/2000
+Train loss: 0.577119, Val loss: 0.592533
+
 55%|█████▌    | 1101/2000 [12:04:13<9:52:41, 39.56s/it][INFO] EPOCH: 1101/2000
+Train loss: 0.576546, Val loss: 0.593146
+
 55%|█████▌    | 1102/2000 [12:04:52<9:50:08, 39.43s/it][INFO] EPOCH: 1102/2000
+Train loss: 0.577152, Val loss: 0.598348
+
 55%|█████▌    | 1103/2000 [12:05:32<9:52:34, 39.64s/it][INFO] EPOCH: 1103/2000
+Train loss: 0.578616, Val loss: 0.590692
+
 55%|█████▌    | 1104/2000 [12:06:12<9:53:27, 39.74s/it][INFO] EPOCH: 1104/2000
+Train loss: 0.578443, Val loss: 0.600941
+
 55%|█████▌    | 1105/2000 [12:06:52<9:52:37, 39.73s/it][INFO] EPOCH: 1105/2000
+Train loss: 0.578481, Val loss: 0.589080
+
 55%|█████▌    | 1106/2000 [12:07:32<9:52:43, 39.78s/it][INFO] EPOCH: 1106/2000
+Train loss: 0.577436, Val loss: 0.590672
+
 55%|█████▌    | 1107/2000 [12:08:11<9:48:27, 39.54s/it][INFO] EPOCH: 1107/2000
+Train loss: 0.576376, Val loss: 0.590423
+
 55%|█████▌    | 1108/2000 [12:08:49<9:44:29, 39.32s/it][INFO] EPOCH: 1108/2000
+Train loss: 0.576614, Val loss: 0.586637
+
 55%|█████▌    | 1109/2000 [12:09:28<9:42:08, 39.20s/it][INFO] EPOCH: 1109/2000
+Train loss: 0.577574, Val loss: 0.589971
+
 56%|█████▌    | 1110/2000 [12:10:08<9:45:12, 39.45s/it][INFO] EPOCH: 1110/2000
+Train loss: 0.578389, Val loss: 0.591146
+
 56%|█████▌    | 1111/2000 [12:10:49<9:47:46, 39.67s/it][INFO] EPOCH: 1111/2000
+Train loss: 0.577542, Val loss: 0.589270
+
 56%|█████▌    | 1112/2000 [12:11:27<9:43:43, 39.44s/it][INFO] EPOCH: 1112/2000
+Train loss: 0.578215, Val loss: 0.599339
+
 56%|█████▌    | 1113/2000 [12:12:05<9:34:52, 38.89s/it][INFO] EPOCH: 1113/2000
+Train loss: 0.575464, Val loss: 0.589685
+
 56%|█████▌    | 1114/2000 [12:12:44<9:33:50, 38.86s/it][INFO] EPOCH: 1114/2000
+Train loss: 0.576850, Val loss: 0.589588
+
 56%|█████▌    | 1115/2000 [12:13:24<9:38:21, 39.21s/it][INFO] EPOCH: 1115/2000
+Train loss: 0.578277, Val loss: 0.588982
+
 56%|█████▌    | 1116/2000 [12:14:03<9:36:14, 39.11s/it][INFO] EPOCH: 1116/2000
+Train loss: 0.577355, Val loss: 0.588198
+
 56%|█████▌    | 1117/2000 [12:14:43<9:40:49, 39.47s/it][INFO] EPOCH: 1117/2000
+Train loss: 0.576546, Val loss: 0.590051
+
 56%|█████▌    | 1118/2000 [12:15:23<9:42:43, 39.64s/it][INFO] EPOCH: 1118/2000
+Train loss: 0.577281, Val loss: 0.591258
+
 56%|█████▌    | 1119/2000 [12:16:03<9:44:46, 39.83s/it][INFO] EPOCH: 1119/2000
+Train loss: 0.578329, Val loss: 0.590795
+
 56%|█████▌    | 1120/2000 [12:16:43<9:43:50, 39.81s/it][INFO] EPOCH: 1120/2000
+Train loss: 0.577110, Val loss: 0.591974
+
 56%|█████▌    | 1121/2000 [12:17:21<9:36:51, 39.38s/it][INFO] EPOCH: 1121/2000
+Train loss: 0.579553, Val loss: 0.614224
+
 56%|█████▌    | 1122/2000 [12:18:02<9:40:13, 39.65s/it][INFO] EPOCH: 1122/2000
+Train loss: 0.578732, Val loss: 0.628417
+
 56%|█████▌    | 1123/2000 [12:18:42<9:40:13, 39.70s/it][INFO] EPOCH: 1123/2000
+Train loss: 0.577637, Val loss: 0.588094
+
 56%|█████▌    | 1124/2000 [12:19:19<9:30:28, 39.07s/it][INFO] EPOCH: 1124/2000
+Train loss: 0.577978, Val loss: 0.602789
+
 56%|█████▋    | 1125/2000 [12:19:59<9:34:33, 39.40s/it][INFO] EPOCH: 1125/2000
+Train loss: 0.577039, Val loss: 0.587207
+
 56%|█████▋    | 1126/2000 [12:20:39<9:36:40, 39.59s/it][INFO] EPOCH: 1126/2000
+Train loss: 0.577153, Val loss: 0.620369
+
 56%|█████▋    | 1127/2000 [12:21:19<9:37:32, 39.69s/it][INFO] EPOCH: 1127/2000
+Train loss: 0.577803, Val loss: 0.598032
+
 56%|█████▋    | 1128/2000 [12:21:59<9:38:50, 39.83s/it][INFO] EPOCH: 1128/2000
+Train loss: 0.578504, Val loss: 0.590266
+
 56%|█████▋    | 1129/2000 [12:22:39<9:38:30, 39.85s/it][INFO] EPOCH: 1129/2000
+Train loss: 0.576084, Val loss: 0.592767
+
 56%|█████▋    | 1130/2000 [12:23:17<9:28:40, 39.22s/it][INFO] EPOCH: 1130/2000
+Train loss: 0.578061, Val loss: 0.589942
+
 57%|█████▋    | 1131/2000 [12:23:55<9:21:38, 38.78s/it][INFO] EPOCH: 1131/2000
+Train loss: 0.576840, Val loss: 0.594976
+
 57%|█████▋    | 1132/2000 [12:24:34<9:21:39, 38.82s/it][INFO] EPOCH: 1132/2000
+Train loss: 0.578119, Val loss: 0.587516
+
 57%|█████▋    | 1133/2000 [12:25:14<9:26:01, 39.17s/it][INFO] EPOCH: 1133/2000
+Train loss: 0.576270, Val loss: 0.589095
+
 57%|█████▋    | 1134/2000 [12:25:51<9:19:04, 38.73s/it][INFO] EPOCH: 1134/2000
+Train loss: 0.578720, Val loss: 0.597648
+
 57%|█████▋    | 1135/2000 [12:26:32<9:27:46, 39.38s/it][INFO] EPOCH: 1135/2000
+Train loss: 0.579265, Val loss: 0.589220
+
 57%|█████▋    | 1136/2000 [12:27:12<9:29:48, 39.57s/it][INFO] EPOCH: 1136/2000
+Train loss: 0.576894, Val loss: 0.618976
+
 57%|█████▋    | 1137/2000 [12:27:52<9:30:59, 39.70s/it][INFO] EPOCH: 1137/2000
+Train loss: 0.576457, Val loss: 0.602915
+
 57%|█████▋    | 1138/2000 [12:28:32<9:32:09, 39.83s/it][INFO] EPOCH: 1138/2000
+Train loss: 0.579347, Val loss: 0.592984
+
 57%|█████▋    | 1139/2000 [12:29:12<9:28:22, 39.61s/it][INFO] EPOCH: 1139/2000
+Train loss: 0.575978, Val loss: 0.591658
+
 57%|█████▋    | 1140/2000 [12:29:50<9:24:14, 39.37s/it][INFO] EPOCH: 1140/2000
+Train loss: 0.577969, Val loss: 0.597641
+
 57%|█████▋    | 1141/2000 [12:30:29<9:20:38, 39.16s/it][INFO] EPOCH: 1141/2000
+Train loss: 0.578223, Val loss: 0.587180
+
 57%|█████▋    | 1142/2000 [12:31:07<9:13:42, 38.72s/it][INFO] EPOCH: 1142/2000
+Train loss: 0.576586, Val loss: 0.591205
+
 57%|█████▋    | 1143/2000 [12:31:45<9:08:52, 38.43s/it][INFO] EPOCH: 1143/2000
+Train loss: 0.577855, Val loss: 0.596777
+
 57%|█████▋    | 1144/2000 [12:32:23<9:09:26, 38.51s/it][INFO] EPOCH: 1144/2000
+Train loss: 0.577822, Val loss: 0.594616
+
 57%|█████▋    | 1145/2000 [12:33:02<9:10:26, 38.63s/it][INFO] EPOCH: 1145/2000
+Train loss: 0.577911, Val loss: 0.598932
+
 57%|█████▋    | 1146/2000 [12:33:42<9:16:21, 39.09s/it][INFO] EPOCH: 1146/2000
+Train loss: 0.576999, Val loss: 0.592331
+
 57%|█████▋    | 1147/2000 [12:34:21<9:14:58, 39.04s/it][INFO] EPOCH: 1147/2000
+Train loss: 0.577709, Val loss: 0.592930
+
 57%|█████▋    | 1148/2000 [12:35:01<9:19:25, 39.40s/it][INFO] EPOCH: 1148/2000
+Train loss: 0.577362, Val loss: 0.591509
+
 57%|█████▋    | 1149/2000 [12:35:42<9:22:31, 39.66s/it][INFO] EPOCH: 1149/2000
+Train loss: 0.577002, Val loss: 0.591636
+
 57%|█████▊    | 1150/2000 [12:36:20<9:17:39, 39.36s/it][INFO] EPOCH: 1150/2000
+Train loss: 0.577251, Val loss: 0.590851
+
 58%|█████▊    | 1151/2000 [12:36:58<9:09:42, 38.85s/it][INFO] EPOCH: 1151/2000
+Train loss: 0.578545, Val loss: 0.593743
+
 58%|█████▊    | 1152/2000 [12:37:36<9:07:07, 38.71s/it][INFO] EPOCH: 1152/2000
+Train loss: 0.577338, Val loss: 0.590551
+
 58%|█████▊    | 1153/2000 [12:38:16<9:08:24, 38.85s/it][INFO] EPOCH: 1153/2000
+Train loss: 0.576614, Val loss: 0.590552
+
 58%|█████▊    | 1154/2000 [12:38:56<9:12:44, 39.20s/it][INFO] EPOCH: 1154/2000
+Train loss: 0.578189, Val loss: 0.586189
+
 58%|█████▊    | 1155/2000 [12:39:36<9:16:03, 39.48s/it][INFO] EPOCH: 1155/2000
+Train loss: 0.576149, Val loss: 0.592952
+
 58%|█████▊    | 1156/2000 [12:40:16<9:18:39, 39.71s/it][INFO] EPOCH: 1156/2000
+Train loss: 0.576712, Val loss: 0.596433
+
 58%|█████▊    | 1157/2000 [12:40:56<9:19:04, 39.79s/it][INFO] EPOCH: 1157/2000
+Train loss: 0.578859, Val loss: 0.587339
+
 58%|█████▊    | 1158/2000 [12:41:36<9:19:37, 39.88s/it][INFO] EPOCH: 1158/2000
+Train loss: 0.576796, Val loss: 0.590178
+
 58%|█████▊    | 1159/2000 [12:42:16<9:18:58, 39.88s/it][INFO] EPOCH: 1159/2000
+Train loss: 0.576460, Val loss: 0.590766
+
 58%|█████▊    | 1160/2000 [12:42:55<9:13:51, 39.56s/it][INFO] EPOCH: 1160/2000
+Train loss: 0.577285, Val loss: 0.597307
+
 58%|█████▊    | 1161/2000 [12:43:34<9:13:42, 39.60s/it][INFO] EPOCH: 1161/2000
+Train loss: 0.576465, Val loss: 0.593462
+
 58%|█████▊    | 1162/2000 [12:44:14<9:11:42, 39.50s/it][INFO] EPOCH: 1162/2000
+Train loss: 0.578407, Val loss: 0.589330
+
 58%|█████▊    | 1163/2000 [12:44:54<9:13:59, 39.71s/it][INFO] EPOCH: 1163/2000
+Train loss: 0.579042, Val loss: 0.594943
+
 58%|█████▊    | 1164/2000 [12:45:34<9:14:52, 39.82s/it][INFO] EPOCH: 1164/2000
+Train loss: 0.576604, Val loss: 0.594026
+
 58%|█████▊    | 1165/2000 [12:46:14<9:14:07, 39.82s/it][INFO] EPOCH: 1165/2000
+Train loss: 0.576561, Val loss: 0.592537
+
 58%|█████▊    | 1166/2000 [12:46:53<9:09:42, 39.55s/it][INFO] EPOCH: 1166/2000
+Train loss: 0.576747, Val loss: 0.590304
+
 58%|█████▊    | 1167/2000 [12:47:33<9:12:38, 39.81s/it][INFO] EPOCH: 1167/2000
+Train loss: 0.577691, Val loss: 0.592779
+
 58%|█████▊    | 1168/2000 [12:48:13<9:13:24, 39.91s/it][INFO] EPOCH: 1168/2000
+Train loss: 0.577157, Val loss: 0.593528
+
 58%|█████▊    | 1169/2000 [12:48:53<9:13:13, 39.94s/it][INFO] EPOCH: 1169/2000
+Train loss: 0.577280, Val loss: 0.609267
+
 58%|█████▊    | 1170/2000 [12:49:34<9:13:49, 40.03s/it][INFO] EPOCH: 1170/2000
+Train loss: 0.576679, Val loss: 0.592249
+
 59%|█████▊    | 1171/2000 [12:50:14<9:13:44, 40.08s/it][INFO] EPOCH: 1171/2000
+Train loss: 0.577443, Val loss: 0.587980
+
 59%|█████▊    | 1172/2000 [12:50:54<9:14:03, 40.15s/it][INFO] EPOCH: 1172/2000
+Train loss: 0.577837, Val loss: 0.591309
+
 59%|█████▊    | 1173/2000 [12:51:35<9:14:40, 40.24s/it][INFO] EPOCH: 1173/2000
+Train loss: 0.577254, Val loss: 0.599090
+
 59%|█████▊    | 1174/2000 [12:52:15<9:14:17, 40.26s/it][INFO] EPOCH: 1174/2000
+Train loss: 0.577264, Val loss: 0.588304
+
 59%|█████▉    | 1175/2000 [12:52:55<9:13:19, 40.24s/it][INFO] EPOCH: 1175/2000
+Train loss: 0.577356, Val loss: 0.592239
+
 59%|█████▉    | 1176/2000 [12:53:35<9:13:07, 40.28s/it][INFO] EPOCH: 1176/2000
+Train loss: 0.578150, Val loss: 0.592369
+
 59%|█████▉    | 1177/2000 [12:54:16<9:12:32, 40.28s/it][INFO] EPOCH: 1177/2000
+Train loss: 0.576391, Val loss: 0.588480
+
 59%|█████▉    | 1178/2000 [12:54:56<9:10:45, 40.20s/it][INFO] EPOCH: 1178/2000
+Train loss: 0.577417, Val loss: 0.594880
+
 59%|█████▉    | 1179/2000 [12:55:36<9:09:24, 40.15s/it][INFO] EPOCH: 1179/2000
+Train loss: 0.575639, Val loss: 0.588364
+
 59%|█████▉    | 1180/2000 [12:56:15<9:06:12, 39.97s/it][INFO] EPOCH: 1180/2000
+Train loss: 0.577973, Val loss: 0.588392
+
 59%|█████▉    | 1181/2000 [12:56:55<9:06:20, 40.02s/it][INFO] EPOCH: 1181/2000
+Train loss: 0.576820, Val loss: 0.614993
+
 59%|█████▉    | 1182/2000 [12:57:35<9:05:49, 40.04s/it][INFO] EPOCH: 1182/2000
+Train loss: 0.578695, Val loss: 0.601809
+
 59%|█████▉    | 1183/2000 [12:58:16<9:05:24, 40.05s/it][INFO] EPOCH: 1183/2000
+Train loss: 0.577932, Val loss: 0.589441
+
 59%|█████▉    | 1184/2000 [12:58:55<9:03:55, 39.99s/it][INFO] EPOCH: 1184/2000
+Train loss: 0.576972, Val loss: 0.601250
+
 59%|█████▉    | 1185/2000 [12:59:36<9:04:43, 40.10s/it][INFO] EPOCH: 1185/2000
+Train loss: 0.577806, Val loss: 0.592205
+
 59%|█████▉    | 1186/2000 [13:00:16<9:05:03, 40.18s/it][INFO] EPOCH: 1186/2000
+Train loss: 0.576279, Val loss: 0.592254
+
 59%|█████▉    | 1187/2000 [13:00:56<9:04:21, 40.17s/it][INFO] EPOCH: 1187/2000
+Train loss: 0.577141, Val loss: 0.593933
+
 59%|█████▉    | 1188/2000 [13:01:36<9:03:31, 40.16s/it][INFO] EPOCH: 1188/2000
+Train loss: 0.577306, Val loss: 0.597366
+
 59%|█████▉    | 1189/2000 [13:02:17<9:02:56, 40.17s/it][INFO] EPOCH: 1189/2000
+Train loss: 0.576234, Val loss: 0.590828
+
 60%|█████▉    | 1190/2000 [13:02:57<9:02:40, 40.20s/it][INFO] EPOCH: 1190/2000
+Train loss: 0.576538, Val loss: 0.598913
+
 60%|█████▉    | 1191/2000 [13:03:37<9:02:23, 40.23s/it][INFO] EPOCH: 1191/2000
+Train loss: 0.578307, Val loss: 0.591720
+
 60%|█████▉    | 1192/2000 [13:04:17<9:01:14, 40.19s/it][INFO] EPOCH: 1192/2000
+Train loss: 0.578633, Val loss: 0.593490
+
 60%|█████▉    | 1193/2000 [13:04:57<8:57:38, 39.97s/it][INFO] EPOCH: 1193/2000
+Train loss: 0.577970, Val loss: 0.592570
+
 60%|█████▉    | 1194/2000 [13:05:36<8:52:31, 39.64s/it][INFO] EPOCH: 1194/2000
+Train loss: 0.577939, Val loss: 0.596645
+
 60%|█████▉    | 1195/2000 [13:06:16<8:54:11, 39.82s/it][INFO] EPOCH: 1195/2000
+Train loss: 0.577133, Val loss: 0.602194
+
 60%|█████▉    | 1196/2000 [13:06:56<8:55:34, 39.97s/it][INFO] EPOCH: 1196/2000
+Train loss: 0.577949, Val loss: 0.590900
+
 60%|█████▉    | 1197/2000 [13:07:36<8:55:47, 40.03s/it][INFO] EPOCH: 1197/2000
+Train loss: 0.578034, Val loss: 0.588609
+
 60%|█████▉    | 1198/2000 [13:08:16<8:54:54, 40.02s/it][INFO] EPOCH: 1198/2000
+Train loss: 0.577005, Val loss: 0.597024
+
 60%|█████▉    | 1199/2000 [13:08:56<8:54:41, 40.05s/it][INFO] EPOCH: 1199/2000
+Train loss: 0.577420, Val loss: 0.593506
+
 60%|██████    | 1200/2000 [13:09:35<8:49:03, 39.68s/it][INFO] EPOCH: 1200/2000
+Train loss: 0.577659, Val loss: 0.590602
+
 60%|██████    | 1201/2000 [13:10:14<8:46:06, 39.51s/it][INFO] EPOCH: 1201/2000
+Train loss: 0.578467, Val loss: 0.588718
+
 60%|██████    | 1202/2000 [13:10:52<8:38:12, 38.96s/it][INFO] EPOCH: 1202/2000
+Train loss: 0.577390, Val loss: 0.587279
+
 60%|██████    | 1203/2000 [13:11:31<8:37:01, 38.92s/it][INFO] EPOCH: 1203/2000
+Train loss: 0.576453, Val loss: 0.594144
+
 60%|██████    | 1204/2000 [13:12:11<8:39:52, 39.19s/it][INFO] EPOCH: 1204/2000
+Train loss: 0.577253, Val loss: 0.588192
+
 60%|██████    | 1205/2000 [13:12:51<8:42:33, 39.44s/it][INFO] EPOCH: 1205/2000
+Train loss: 0.577650, Val loss: 0.589401
+
 60%|██████    | 1206/2000 [13:13:31<8:44:30, 39.64s/it][INFO] EPOCH: 1206/2000
+Train loss: 0.576448, Val loss: 0.597703
+
 60%|██████    | 1207/2000 [13:14:11<8:46:03, 39.80s/it][INFO] EPOCH: 1207/2000
+Train loss: 0.576044, Val loss: 0.587111
+
 60%|██████    | 1208/2000 [13:14:51<8:46:32, 39.89s/it][INFO] EPOCH: 1208/2000
+Train loss: 0.577049, Val loss: 0.602768
+
 60%|██████    | 1209/2000 [13:15:31<8:47:12, 39.99s/it][INFO] EPOCH: 1209/2000
+Train loss: 0.578679, Val loss: 0.591037
+
 60%|██████    | 1210/2000 [13:16:11<8:46:33, 39.99s/it][INFO] EPOCH: 1210/2000
+Train loss: 0.578407, Val loss: 0.596770
+
 61%|██████    | 1211/2000 [13:16:51<8:43:04, 39.78s/it][INFO] EPOCH: 1211/2000
+Train loss: 0.577749, Val loss: 0.594849
+
 61%|██████    | 1212/2000 [13:17:29<8:38:50, 39.51s/it][INFO] EPOCH: 1212/2000
+Train loss: 0.576693, Val loss: 0.591968
+
 61%|██████    | 1213/2000 [13:18:10<8:40:30, 39.68s/it][INFO] EPOCH: 1213/2000
+Train loss: 0.576970, Val loss: 0.587083
+
 61%|██████    | 1214/2000 [13:18:48<8:36:45, 39.45s/it][INFO] EPOCH: 1214/2000
+Train loss: 0.578236, Val loss: 0.596479
+
 61%|██████    | 1215/2000 [13:19:27<8:34:11, 39.30s/it][INFO] EPOCH: 1215/2000
+Train loss: 0.578260, Val loss: 0.598331
+
 61%|██████    | 1216/2000 [13:20:06<8:32:26, 39.22s/it][INFO] EPOCH: 1216/2000
+Train loss: 0.576909, Val loss: 0.588330
+
 61%|██████    | 1217/2000 [13:20:47<8:35:06, 39.47s/it][INFO] EPOCH: 1217/2000
+Train loss: 0.575840, Val loss: 0.621084
+
 61%|██████    | 1218/2000 [13:21:27<8:37:36, 39.71s/it][INFO] EPOCH: 1218/2000
+Train loss: 0.578514, Val loss: 0.605298
+
 61%|██████    | 1219/2000 [13:22:07<8:38:21, 39.82s/it][INFO] EPOCH: 1219/2000
+Train loss: 0.577388, Val loss: 0.605535
+
 61%|██████    | 1220/2000 [13:22:47<8:38:41, 39.90s/it][INFO] EPOCH: 1220/2000
+Train loss: 0.578088, Val loss: 0.587412
+
 61%|██████    | 1221/2000 [13:23:27<8:38:59, 39.97s/it][INFO] EPOCH: 1221/2000
+Train loss: 0.575802, Val loss: 0.595657
+
 61%|██████    | 1222/2000 [13:24:07<8:37:47, 39.93s/it][INFO] EPOCH: 1222/2000
+Train loss: 0.579024, Val loss: 0.625187
+
 61%|██████    | 1223/2000 [13:24:46<8:33:22, 39.64s/it][INFO] EPOCH: 1223/2000
+Train loss: 0.575688, Val loss: 0.591715
+
 61%|██████    | 1224/2000 [13:25:26<8:34:02, 39.75s/it][INFO] EPOCH: 1224/2000
+Train loss: 0.577745, Val loss: 0.588442
+
 61%|██████▏   | 1225/2000 [13:26:06<8:34:18, 39.82s/it][INFO] EPOCH: 1225/2000
+Train loss: 0.576926, Val loss: 0.595236
+
 61%|██████▏   | 1226/2000 [13:26:46<8:34:02, 39.85s/it][INFO] EPOCH: 1226/2000
+Train loss: 0.578914, Val loss: 0.591300
+
 61%|██████▏   | 1227/2000 [13:27:26<8:34:09, 39.91s/it][INFO] EPOCH: 1227/2000
+Train loss: 0.576719, Val loss: 0.588781
+
 61%|██████▏   | 1228/2000 [13:28:05<8:29:23, 39.59s/it][INFO] EPOCH: 1228/2000
+Train loss: 0.577536, Val loss: 0.588046
+
 61%|██████▏   | 1229/2000 [13:28:44<8:29:04, 39.62s/it][INFO] EPOCH: 1229/2000
+Train loss: 0.577619, Val loss: 0.592960
+
 62%|██████▏   | 1230/2000 [13:29:23<8:25:26, 39.39s/it][INFO] EPOCH: 1230/2000
+Train loss: 0.577659, Val loss: 0.588295
+
 62%|██████▏   | 1231/2000 [13:30:01<8:17:57, 38.85s/it][INFO] EPOCH: 1231/2000
+Train loss: 0.576940, Val loss: 0.594365
+
 62%|██████▏   | 1232/2000 [13:30:41<8:22:53, 39.29s/it][INFO] EPOCH: 1232/2000
+Train loss: 0.577257, Val loss: 0.597145
+
 62%|██████▏   | 1233/2000 [13:31:21<8:22:41, 39.32s/it][INFO] EPOCH: 1233/2000
+Train loss: 0.577761, Val loss: 0.597119
+
 62%|██████▏   | 1234/2000 [13:32:01<8:25:10, 39.57s/it][INFO] EPOCH: 1234/2000
+Train loss: 0.577739, Val loss: 0.597563
+
 62%|██████▏   | 1235/2000 [13:32:41<8:25:30, 39.65s/it][INFO] EPOCH: 1235/2000
+Train loss: 0.578362, Val loss: 0.592832
+
 62%|██████▏   | 1236/2000 [13:33:21<8:27:05, 39.82s/it][INFO] EPOCH: 1236/2000
+Train loss: 0.576470, Val loss: 0.605055
+
 62%|██████▏   | 1237/2000 [13:34:00<8:22:45, 39.54s/it][INFO] EPOCH: 1237/2000
+Train loss: 0.578155, Val loss: 0.591548
+
 62%|██████▏   | 1238/2000 [13:34:39<8:22:20, 39.55s/it][INFO] EPOCH: 1238/2000
+Train loss: 0.576862, Val loss: 0.586099
+
 62%|██████▏   | 1239/2000 [13:35:19<8:21:44, 39.56s/it][INFO] EPOCH: 1239/2000
+Train loss: 0.577879, Val loss: 0.589923
+
 62%|██████▏   | 1240/2000 [13:35:58<8:20:25, 39.51s/it][INFO] EPOCH: 1240/2000
+Train loss: 0.577181, Val loss: 0.588335
+
 62%|██████▏   | 1241/2000 [13:36:38<8:22:24, 39.72s/it][INFO] EPOCH: 1241/2000
+Train loss: 0.576836, Val loss: 0.595976
+
 62%|██████▏   | 1242/2000 [13:37:17<8:18:56, 39.49s/it][INFO] EPOCH: 1242/2000
+Train loss: 0.577614, Val loss: 0.598043
+
 62%|██████▏   | 1243/2000 [13:37:56<8:16:03, 39.32s/it][INFO] EPOCH: 1243/2000
+Train loss: 0.576964, Val loss: 0.600027
+
 62%|██████▏   | 1244/2000 [13:38:36<8:18:04, 39.53s/it][INFO] EPOCH: 1244/2000
+Train loss: 0.577602, Val loss: 0.596603
+
 62%|██████▏   | 1245/2000 [13:39:16<8:18:46, 39.64s/it][INFO] EPOCH: 1245/2000
+Train loss: 0.577334, Val loss: 0.607115
+
 62%|██████▏   | 1246/2000 [13:39:55<8:15:27, 39.43s/it][INFO] EPOCH: 1246/2000
+Train loss: 0.578406, Val loss: 0.620426
+
 62%|██████▏   | 1247/2000 [13:40:35<8:16:56, 39.60s/it][INFO] EPOCH: 1247/2000
+Train loss: 0.577709, Val loss: 0.591563
+
 62%|██████▏   | 1248/2000 [13:41:15<8:17:29, 39.69s/it][INFO] EPOCH: 1248/2000
+Train loss: 0.576832, Val loss: 0.618672
+
 62%|██████▏   | 1249/2000 [13:41:55<8:18:34, 39.83s/it][INFO] EPOCH: 1249/2000
+Train loss: 0.576304, Val loss: 0.589903
+
 62%|██████▎   | 1250/2000 [13:42:35<8:18:39, 39.89s/it][INFO] EPOCH: 1250/2000
+Train loss: 0.577568, Val loss: 0.590487
+
 63%|██████▎   | 1251/2000 [13:43:15<8:16:16, 39.76s/it][INFO] EPOCH: 1251/2000
+Train loss: 0.578072, Val loss: 0.598870
+
 63%|██████▎   | 1252/2000 [13:43:54<8:13:31, 39.59s/it][INFO] EPOCH: 1252/2000
+Train loss: 0.576311, Val loss: 0.586865
+
 63%|██████▎   | 1253/2000 [13:44:34<8:14:11, 39.69s/it][INFO] EPOCH: 1253/2000
+Train loss: 0.578459, Val loss: 0.621858
+
 63%|██████▎   | 1254/2000 [13:45:14<8:15:06, 39.82s/it][INFO] EPOCH: 1254/2000
+Train loss: 0.577283, Val loss: 0.587061
+
 63%|██████▎   | 1255/2000 [13:45:54<8:15:39, 39.92s/it][INFO] EPOCH: 1255/2000
+Train loss: 0.576875, Val loss: 0.589755
+
 63%|██████▎   | 1256/2000 [13:46:33<8:11:40, 39.65s/it][INFO] EPOCH: 1256/2000
+Train loss: 0.577081, Val loss: 0.588933
+
 63%|██████▎   | 1257/2000 [13:47:13<8:12:17, 39.75s/it][INFO] EPOCH: 1257/2000
+Train loss: 0.577060, Val loss: 0.590213
+
 63%|██████▎   | 1258/2000 [13:47:53<8:12:20, 39.81s/it][INFO] EPOCH: 1258/2000
+Train loss: 0.577614, Val loss: 0.613022
+
 63%|██████▎   | 1259/2000 [13:48:33<8:10:33, 39.72s/it][INFO] EPOCH: 1259/2000
+Train loss: 0.577573, Val loss: 0.591463
+
 63%|██████▎   | 1260/2000 [13:49:11<8:06:53, 39.48s/it][INFO] EPOCH: 1260/2000
+Train loss: 0.578031, Val loss: 0.607992
+
 63%|██████▎   | 1261/2000 [13:49:50<8:01:54, 39.13s/it][INFO] EPOCH: 1261/2000
+Train loss: 0.577304, Val loss: 0.649586
+
 63%|██████▎   | 1262/2000 [13:50:28<7:57:05, 38.79s/it][INFO] EPOCH: 1262/2000
+Train loss: 0.577730, Val loss: 0.621302
+
 63%|██████▎   | 1263/2000 [13:51:08<8:01:33, 39.20s/it][INFO] EPOCH: 1263/2000
+Train loss: 0.576509, Val loss: 0.599817
+
 63%|██████▎   | 1264/2000 [13:51:47<7:59:11, 39.07s/it][INFO] EPOCH: 1264/2000
+Train loss: 0.578571, Val loss: 0.589409
+
 63%|██████▎   | 1265/2000 [13:52:25<7:57:40, 38.99s/it][INFO] EPOCH: 1265/2000
+Train loss: 0.577177, Val loss: 0.611841
+
 63%|██████▎   | 1266/2000 [13:53:06<8:01:27, 39.36s/it][INFO] EPOCH: 1266/2000
+Train loss: 0.577915, Val loss: 0.590604
+
 63%|██████▎   | 1267/2000 [13:53:46<8:04:08, 39.63s/it][INFO] EPOCH: 1267/2000
+Train loss: 0.577085, Val loss: 0.590707
+
 63%|██████▎   | 1268/2000 [13:54:26<8:04:37, 39.72s/it][INFO] EPOCH: 1268/2000
+Train loss: 0.576901, Val loss: 0.588701
+
 63%|██████▎   | 1269/2000 [13:55:06<8:04:52, 39.80s/it][INFO] EPOCH: 1269/2000
+Train loss: 0.577792, Val loss: 0.589634
+
 64%|██████▎   | 1270/2000 [13:55:46<8:05:02, 39.87s/it][INFO] EPOCH: 1270/2000
+Train loss: 0.576602, Val loss: 0.591734
+
 64%|██████▎   | 1271/2000 [13:56:26<8:04:50, 39.91s/it][INFO] EPOCH: 1271/2000
+Train loss: 0.576894, Val loss: 0.593845
+
 64%|██████▎   | 1272/2000 [13:57:06<8:05:05, 39.98s/it][INFO] EPOCH: 1272/2000
+Train loss: 0.579646, Val loss: 0.598533
+
 64%|██████▎   | 1273/2000 [13:57:46<8:04:45, 40.01s/it][INFO] EPOCH: 1273/2000
+Train loss: 0.576153, Val loss: 0.610233
+
 64%|██████▎   | 1274/2000 [13:58:26<8:04:41, 40.06s/it][INFO] EPOCH: 1274/2000
+Train loss: 0.577860, Val loss: 0.594239
+
 64%|██████▍   | 1275/2000 [13:59:06<8:03:54, 40.05s/it][INFO] EPOCH: 1275/2000
+Train loss: 0.576960, Val loss: 0.587508
+
 64%|██████▍   | 1276/2000 [13:59:46<8:02:21, 39.97s/it][INFO] EPOCH: 1276/2000
+Train loss: 0.576946, Val loss: 0.591248
+
 64%|██████▍   | 1277/2000 [14:00:26<8:01:54, 39.99s/it][INFO] EPOCH: 1277/2000
+Train loss: 0.579824, Val loss: 0.594695
+
 64%|██████▍   | 1278/2000 [14:01:06<8:01:10, 39.99s/it][INFO] EPOCH: 1278/2000
+Train loss: 0.577847, Val loss: 0.589029
+
 64%|██████▍   | 1279/2000 [14:01:46<8:00:52, 40.02s/it][INFO] EPOCH: 1279/2000
+Train loss: 0.578693, Val loss: 0.590779
+
 64%|██████▍   | 1280/2000 [14:02:25<7:56:32, 39.71s/it][INFO] EPOCH: 1280/2000
+Train loss: 0.576402, Val loss: 0.593998
+
 64%|██████▍   | 1281/2000 [14:03:03<7:47:43, 39.03s/it][INFO] EPOCH: 1281/2000
+Train loss: 0.576946, Val loss: 0.587774
+
 64%|██████▍   | 1282/2000 [14:03:42<7:46:55, 39.02s/it][INFO] EPOCH: 1282/2000
+Train loss: 0.576610, Val loss: 0.605097
+
 64%|██████▍   | 1283/2000 [14:04:22<7:49:42, 39.31s/it][INFO] EPOCH: 1283/2000
+Train loss: 0.577171, Val loss: 0.592012
+
 64%|██████▍   | 1284/2000 [14:05:00<7:47:11, 39.15s/it][INFO] EPOCH: 1284/2000
+Train loss: 0.577979, Val loss: 0.591059
+
 64%|██████▍   | 1285/2000 [14:05:40<7:49:45, 39.42s/it][INFO] EPOCH: 1285/2000
+Train loss: 0.577620, Val loss: 0.590910
+
 64%|██████▍   | 1286/2000 [14:06:20<7:51:04, 39.59s/it][INFO] EPOCH: 1286/2000
+Train loss: 0.577618, Val loss: 0.588659
+
 64%|██████▍   | 1287/2000 [14:07:00<7:51:51, 39.71s/it][INFO] EPOCH: 1287/2000
+Train loss: 0.578333, Val loss: 0.609686
+
 64%|██████▍   | 1288/2000 [14:07:41<7:52:31, 39.82s/it][INFO] EPOCH: 1288/2000
+Train loss: 0.577798, Val loss: 0.596667
+
 64%|██████▍   | 1289/2000 [14:08:18<7:44:12, 39.17s/it][INFO] EPOCH: 1289/2000
+Train loss: 0.576839, Val loss: 0.597849
+
 64%|██████▍   | 1290/2000 [14:08:56<7:40:30, 38.92s/it][INFO] EPOCH: 1290/2000
+Train loss: 0.578108, Val loss: 0.589901
+
 65%|██████▍   | 1291/2000 [14:09:37<7:44:10, 39.28s/it][INFO] EPOCH: 1291/2000
+Train loss: 0.576672, Val loss: 0.595949
+
 65%|██████▍   | 1292/2000 [14:10:17<7:46:13, 39.51s/it][INFO] EPOCH: 1292/2000
+Train loss: 0.576768, Val loss: 0.593132
+
 65%|██████▍   | 1293/2000 [14:10:57<7:47:47, 39.70s/it][INFO] EPOCH: 1293/2000
+Train loss: 0.577265, Val loss: 0.605345
+
 65%|██████▍   | 1294/2000 [14:11:37<7:48:03, 39.78s/it][INFO] EPOCH: 1294/2000
+Train loss: 0.577669, Val loss: 0.587333
+
 65%|██████▍   | 1295/2000 [14:12:16<7:44:12, 39.51s/it][INFO] EPOCH: 1295/2000
+Train loss: 0.576628, Val loss: 0.588303
+
 65%|██████▍   | 1296/2000 [14:12:54<7:41:02, 39.29s/it][INFO] EPOCH: 1296/2000
+Train loss: 0.576537, Val loss: 0.590576
+
 65%|██████▍   | 1297/2000 [14:13:34<7:42:33, 39.48s/it][INFO] EPOCH: 1297/2000
+Train loss: 0.577694, Val loss: 0.591209
+
 65%|██████▍   | 1298/2000 [14:14:13<7:39:10, 39.25s/it][INFO] EPOCH: 1298/2000
+Train loss: 0.577477, Val loss: 0.589442
+
 65%|██████▍   | 1299/2000 [14:14:51<7:34:09, 38.87s/it][INFO] EPOCH: 1299/2000
+Train loss: 0.577761, Val loss: 0.595357
+
 65%|██████▌   | 1300/2000 [14:15:29<7:28:58, 38.48s/it][INFO] EPOCH: 1300/2000
+Train loss: 0.576492, Val loss: 0.603886
+
 65%|██████▌   | 1301/2000 [14:16:08<7:31:03, 38.72s/it][INFO] EPOCH: 1301/2000
+Train loss: 0.577467, Val loss: 0.597523
+
 65%|██████▌   | 1302/2000 [14:16:48<7:34:59, 39.11s/it][INFO] EPOCH: 1302/2000
+Train loss: 0.577975, Val loss: 0.593195
+
 65%|██████▌   | 1303/2000 [14:17:28<7:38:25, 39.46s/it][INFO] EPOCH: 1303/2000
+Train loss: 0.576542, Val loss: 0.592196
+
 65%|██████▌   | 1304/2000 [14:18:08<7:40:15, 39.68s/it][INFO] EPOCH: 1304/2000
+Train loss: 0.578333, Val loss: 0.621738
+
 65%|██████▌   | 1305/2000 [14:18:48<7:41:03, 39.80s/it][INFO] EPOCH: 1305/2000
+Train loss: 0.577922, Val loss: 0.596906
+
 65%|██████▌   | 1306/2000 [14:19:29<7:42:01, 39.94s/it][INFO] EPOCH: 1306/2000
+Train loss: 0.576730, Val loss: 0.605839
+
 65%|██████▌   | 1307/2000 [14:20:09<7:42:18, 40.03s/it][INFO] EPOCH: 1307/2000
+Train loss: 0.577098, Val loss: 0.589747
+
 65%|██████▌   | 1308/2000 [14:20:49<7:41:35, 40.02s/it][INFO] EPOCH: 1308/2000
+Train loss: 0.576831, Val loss: 0.592227
+
 65%|██████▌   | 1309/2000 [14:21:29<7:41:01, 40.03s/it][INFO] EPOCH: 1309/2000
+Train loss: 0.577252, Val loss: 0.597668
+
 66%|██████▌   | 1310/2000 [14:22:09<7:41:21, 40.12s/it][INFO] EPOCH: 1310/2000
+Train loss: 0.576829, Val loss: 0.591957
+
 66%|██████▌   | 1311/2000 [14:22:48<7:37:07, 39.81s/it][INFO] EPOCH: 1311/2000
+Train loss: 0.577466, Val loss: 0.603528
+
 66%|██████▌   | 1312/2000 [14:23:27<7:33:35, 39.56s/it][INFO] EPOCH: 1312/2000
+Train loss: 0.576444, Val loss: 0.598967
+
 66%|██████▌   | 1313/2000 [14:24:08<7:35:02, 39.74s/it][INFO] EPOCH: 1313/2000
+Train loss: 0.579097, Val loss: 0.607094
+
 66%|██████▌   | 1314/2000 [14:24:48<7:35:58, 39.88s/it][INFO] EPOCH: 1314/2000
+Train loss: 0.578415, Val loss: 0.601950
+
 66%|██████▌   | 1315/2000 [14:25:28<7:35:19, 39.88s/it][INFO] EPOCH: 1315/2000
+Train loss: 0.575776, Val loss: 0.594125
+
 66%|██████▌   | 1316/2000 [14:26:08<7:35:33, 39.96s/it][INFO] EPOCH: 1316/2000
+Train loss: 0.576993, Val loss: 0.589809
+
 66%|██████▌   | 1317/2000 [14:26:47<7:31:45, 39.69s/it][INFO] EPOCH: 1317/2000
+Train loss: 0.576262, Val loss: 0.591788
+
 66%|██████▌   | 1318/2000 [14:27:27<7:33:25, 39.89s/it][INFO] EPOCH: 1318/2000
+Train loss: 0.578390, Val loss: 0.597784
+
 66%|██████▌   | 1319/2000 [14:28:08<7:34:18, 40.03s/it][INFO] EPOCH: 1319/2000
+Train loss: 0.577564, Val loss: 0.594386
+
 66%|██████▌   | 1320/2000 [14:28:47<7:31:54, 39.87s/it][INFO] EPOCH: 1320/2000
+Train loss: 0.577916, Val loss: 0.597002
+
 66%|██████▌   | 1321/2000 [14:29:26<7:27:17, 39.53s/it][INFO] EPOCH: 1321/2000
+Train loss: 0.576939, Val loss: 0.593318
+
 66%|██████▌   | 1322/2000 [14:30:06<7:29:11, 39.75s/it][INFO] EPOCH: 1322/2000
+Train loss: 0.579346, Val loss: 0.606668
+
 66%|██████▌   | 1323/2000 [14:30:45<7:25:26, 39.48s/it][INFO] EPOCH: 1323/2000
+Train loss: 0.577166, Val loss: 0.595610
+
 66%|██████▌   | 1324/2000 [14:31:23<7:18:30, 38.92s/it][INFO] EPOCH: 1324/2000
+Train loss: 0.577785, Val loss: 0.595096
+
 66%|██████▋   | 1325/2000 [14:32:02<7:18:00, 38.93s/it][INFO] EPOCH: 1325/2000
+Train loss: 0.576813, Val loss: 0.590518
+
 66%|██████▋   | 1326/2000 [14:32:42<7:21:21, 39.29s/it][INFO] EPOCH: 1326/2000
+Train loss: 0.577041, Val loss: 0.605557
+
 66%|██████▋   | 1327/2000 [14:33:21<7:21:24, 39.35s/it][INFO] EPOCH: 1327/2000
+Train loss: 0.576921, Val loss: 0.597058
+
 66%|██████▋   | 1328/2000 [14:34:01<7:21:33, 39.42s/it][INFO] EPOCH: 1328/2000
+Train loss: 0.577309, Val loss: 0.591937
+
 66%|██████▋   | 1329/2000 [14:34:41<7:23:49, 39.69s/it][INFO] EPOCH: 1329/2000
+Train loss: 0.576956, Val loss: 0.622209
+
 66%|██████▋   | 1330/2000 [14:35:21<7:25:20, 39.88s/it][INFO] EPOCH: 1330/2000
+Train loss: 0.577552, Val loss: 0.656250
+
 67%|██████▋   | 1331/2000 [14:36:01<7:25:26, 39.95s/it][INFO] EPOCH: 1331/2000
+Train loss: 0.577412, Val loss: 0.587732
+
 67%|██████▋   | 1332/2000 [14:36:42<7:26:02, 40.06s/it][INFO] EPOCH: 1332/2000
+Train loss: 0.578332, Val loss: 0.590399
+
 67%|██████▋   | 1333/2000 [14:37:21<7:21:46, 39.74s/it][INFO] EPOCH: 1333/2000
+Train loss: 0.577384, Val loss: 0.590806
+
 67%|██████▋   | 1334/2000 [14:38:00<7:21:00, 39.73s/it][INFO] EPOCH: 1334/2000
+Train loss: 0.576984, Val loss: 0.592455
+
 67%|██████▋   | 1335/2000 [14:38:41<7:21:24, 39.83s/it][INFO] EPOCH: 1335/2000
+Train loss: 0.576139, Val loss: 0.604784
+
 67%|██████▋   | 1336/2000 [14:39:21<7:21:50, 39.92s/it][INFO] EPOCH: 1336/2000
+Train loss: 0.577750, Val loss: 0.618847
+
 67%|██████▋   | 1337/2000 [14:40:01<7:22:13, 40.02s/it][INFO] EPOCH: 1337/2000
+Train loss: 0.578033, Val loss: 0.591084
+
 67%|██████▋   | 1338/2000 [14:40:41<7:21:21, 40.00s/it][INFO] EPOCH: 1338/2000
+Train loss: 0.578960, Val loss: 0.586237
+
 67%|██████▋   | 1339/2000 [14:41:21<7:20:45, 40.01s/it][INFO] EPOCH: 1339/2000
+Train loss: 0.577545, Val loss: 0.611471
+
 67%|██████▋   | 1340/2000 [14:42:00<7:16:14, 39.66s/it][INFO] EPOCH: 1340/2000
+Train loss: 0.577589, Val loss: 0.596272
+
 67%|██████▋   | 1341/2000 [14:42:38<7:09:28, 39.10s/it][INFO] EPOCH: 1341/2000
+Train loss: 0.576474, Val loss: 0.591544
+
 67%|██████▋   | 1342/2000 [14:43:16<7:08:07, 39.04s/it][INFO] EPOCH: 1342/2000
+Train loss: 0.577666, Val loss: 0.600823
+
 67%|██████▋   | 1343/2000 [14:43:57<7:11:22, 39.40s/it][INFO] EPOCH: 1343/2000
+Train loss: 0.577877, Val loss: 0.611101
+
 67%|██████▋   | 1344/2000 [14:44:37<7:13:58, 39.69s/it][INFO] EPOCH: 1344/2000
+Train loss: 0.578017, Val loss: 0.591934
+
 67%|██████▋   | 1345/2000 [14:45:15<7:08:36, 39.26s/it][INFO] EPOCH: 1345/2000
+Train loss: 0.577488, Val loss: 0.620984
+
 67%|██████▋   | 1346/2000 [14:45:54<7:06:11, 39.10s/it][INFO] EPOCH: 1346/2000
+Train loss: 0.579010, Val loss: 0.595887
+
 67%|██████▋   | 1347/2000 [14:46:32<7:00:30, 38.64s/it][INFO] EPOCH: 1347/2000
+Train loss: 0.578261, Val loss: 0.608682
+
 67%|██████▋   | 1348/2000 [14:47:09<6:56:24, 38.32s/it][INFO] EPOCH: 1348/2000
+Train loss: 0.577443, Val loss: 0.591912
+
 67%|██████▋   | 1349/2000 [14:47:48<6:57:56, 38.52s/it][INFO] EPOCH: 1349/2000
+Train loss: 0.576574, Val loss: 0.593137
+
 68%|██████▊   | 1350/2000 [14:48:28<7:00:53, 38.85s/it][INFO] EPOCH: 1350/2000
+Train loss: 0.578019, Val loss: 0.586415
+
 68%|██████▊   | 1351/2000 [14:49:07<7:00:04, 38.84s/it][INFO] EPOCH: 1351/2000
+Train loss: 0.576567, Val loss: 0.587351
+
 68%|██████▊   | 1352/2000 [14:49:47<7:03:20, 39.20s/it][INFO] EPOCH: 1352/2000
+Train loss: 0.576414, Val loss: 0.608258
+
 68%|██████▊   | 1353/2000 [14:50:27<7:05:27, 39.45s/it][INFO] EPOCH: 1353/2000
+Train loss: 0.576479, Val loss: 0.594299
+
 68%|██████▊   | 1354/2000 [14:51:06<7:04:49, 39.46s/it][INFO] EPOCH: 1354/2000
+Train loss: 0.577606, Val loss: 0.594073
+
 68%|██████▊   | 1355/2000 [14:51:46<7:06:34, 39.68s/it][INFO] EPOCH: 1355/2000
+Train loss: 0.576582, Val loss: 0.598244
+
 68%|██████▊   | 1356/2000 [14:52:25<7:03:18, 39.44s/it][INFO] EPOCH: 1356/2000
+Train loss: 0.577996, Val loss: 0.633743
+
 68%|██████▊   | 1357/2000 [14:53:05<7:04:59, 39.66s/it][INFO] EPOCH: 1357/2000
+Train loss: 0.577490, Val loss: 0.586456
+
 68%|██████▊   | 1358/2000 [14:53:45<7:04:52, 39.71s/it][INFO] EPOCH: 1358/2000
+Train loss: 0.577810, Val loss: 0.599130
+
 68%|██████▊   | 1359/2000 [14:54:25<7:05:24, 39.82s/it][INFO] EPOCH: 1359/2000
+Train loss: 0.578002, Val loss: 0.593241
+
 68%|██████▊   | 1360/2000 [14:55:06<7:06:02, 39.94s/it][INFO] EPOCH: 1360/2000
+Train loss: 0.578450, Val loss: 0.589860
+
 68%|██████▊   | 1361/2000 [14:55:45<7:05:21, 39.94s/it][INFO] EPOCH: 1361/2000
+Train loss: 0.577434, Val loss: 0.598227
+
 68%|██████▊   | 1362/2000 [14:56:26<7:05:43, 40.04s/it][INFO] EPOCH: 1362/2000
+Train loss: 0.576643, Val loss: 0.600540
+
 68%|██████▊   | 1363/2000 [14:57:06<7:06:05, 40.13s/it][INFO] EPOCH: 1363/2000
+Train loss: 0.577664, Val loss: 0.613335
+
 68%|██████▊   | 1364/2000 [14:57:47<7:06:19, 40.22s/it][INFO] EPOCH: 1364/2000
+Train loss: 0.577212, Val loss: 0.592093
+
 68%|██████▊   | 1365/2000 [14:58:27<7:05:50, 40.24s/it][INFO] EPOCH: 1365/2000
+Train loss: 0.576393, Val loss: 0.595515
+
 68%|██████▊   | 1366/2000 [14:59:07<7:05:12, 40.24s/it][INFO] EPOCH: 1366/2000
+Train loss: 0.577643, Val loss: 0.593520
+
 68%|██████▊   | 1367/2000 [14:59:46<6:59:55, 39.80s/it][INFO] EPOCH: 1367/2000
+Train loss: 0.577140, Val loss: 0.591119
+
 68%|██████▊   | 1368/2000 [15:00:25<6:56:00, 39.49s/it][INFO] EPOCH: 1368/2000
+Train loss: 0.577051, Val loss: 0.594749
+
 68%|██████▊   | 1369/2000 [15:01:05<6:57:43, 39.72s/it][INFO] EPOCH: 1369/2000
+Train loss: 0.577119, Val loss: 0.591469
+
 68%|██████▊   | 1370/2000 [15:01:44<6:55:38, 39.58s/it][INFO] EPOCH: 1370/2000
+Train loss: 0.576811, Val loss: 0.595170
+
 69%|██████▊   | 1371/2000 [15:02:24<6:56:58, 39.77s/it][INFO] EPOCH: 1371/2000
+Train loss: 0.577007, Val loss: 0.593763
+
 69%|██████▊   | 1372/2000 [15:03:03<6:53:23, 39.50s/it][INFO] EPOCH: 1372/2000
+Train loss: 0.576246, Val loss: 0.589852
+
 69%|██████▊   | 1373/2000 [15:03:43<6:53:24, 39.56s/it][INFO] EPOCH: 1373/2000
+Train loss: 0.577714, Val loss: 0.587239
+
 69%|██████▊   | 1374/2000 [15:04:23<6:54:49, 39.76s/it][INFO] EPOCH: 1374/2000
+Train loss: 0.577892, Val loss: 0.619177
+
 69%|██████▉   | 1375/2000 [15:05:04<6:56:10, 39.95s/it][INFO] EPOCH: 1375/2000
+Train loss: 0.577162, Val loss: 0.593077
+
 69%|██████▉   | 1376/2000 [15:05:44<6:56:35, 40.06s/it][INFO] EPOCH: 1376/2000
+Train loss: 0.576788, Val loss: 0.596472
+
 69%|██████▉   | 1377/2000 [15:06:24<6:56:16, 40.09s/it][INFO] EPOCH: 1377/2000
+Train loss: 0.579592, Val loss: 0.622463
+
 69%|██████▉   | 1378/2000 [15:07:03<6:52:54, 39.83s/it][INFO] EPOCH: 1378/2000
+Train loss: 0.577443, Val loss: 0.590211
+
 69%|██████▉   | 1379/2000 [15:07:44<6:53:41, 39.97s/it][INFO] EPOCH: 1379/2000
+Train loss: 0.575564, Val loss: 0.617114
+
 69%|██████▉   | 1380/2000 [15:08:22<6:49:59, 39.68s/it][INFO] EPOCH: 1380/2000
+Train loss: 0.578891, Val loss: 0.592949
+
 69%|██████▉   | 1381/2000 [15:09:02<6:49:19, 39.68s/it][INFO] EPOCH: 1381/2000
+Train loss: 0.577392, Val loss: 0.593134
+
 69%|██████▉   | 1382/2000 [15:09:41<6:46:49, 39.50s/it][INFO] EPOCH: 1382/2000
+Train loss: 0.577096, Val loss: 0.598820
+
 69%|██████▉   | 1383/2000 [15:10:20<6:44:03, 39.29s/it][INFO] EPOCH: 1383/2000
+Train loss: 0.577551, Val loss: 0.604568
+
 69%|██████▉   | 1384/2000 [15:11:00<6:46:37, 39.61s/it][INFO] EPOCH: 1384/2000
+Train loss: 0.576994, Val loss: 0.592280
+
 69%|██████▉   | 1385/2000 [15:11:40<6:46:15, 39.63s/it][INFO] EPOCH: 1385/2000
+Train loss: 0.577994, Val loss: 0.590329
+
 69%|██████▉   | 1386/2000 [15:12:20<6:46:46, 39.75s/it][INFO] EPOCH: 1386/2000
+Train loss: 0.577974, Val loss: 0.589870
+
 69%|██████▉   | 1387/2000 [15:13:00<6:47:33, 39.89s/it][INFO] EPOCH: 1387/2000
+Train loss: 0.576801, Val loss: 0.596962
+
 69%|██████▉   | 1388/2000 [15:13:40<6:47:15, 39.93s/it][INFO] EPOCH: 1388/2000
+Train loss: 0.577111, Val loss: 0.599018
+
 69%|██████▉   | 1389/2000 [15:14:19<6:43:19, 39.61s/it][INFO] EPOCH: 1389/2000
+Train loss: 0.577723, Val loss: 0.588806
+
 70%|██████▉   | 1390/2000 [15:15:00<6:44:55, 39.83s/it][INFO] EPOCH: 1390/2000
+Train loss: 0.577551, Val loss: 0.594892
+
 70%|██████▉   | 1391/2000 [15:15:40<6:45:47, 39.98s/it][INFO] EPOCH: 1391/2000
+Train loss: 0.577165, Val loss: 0.588826
+
 70%|██████▉   | 1392/2000 [15:16:19<6:42:28, 39.72s/it][INFO] EPOCH: 1392/2000
+Train loss: 0.576962, Val loss: 0.593017
+
 70%|██████▉   | 1393/2000 [15:16:57<6:35:17, 39.07s/it][INFO] EPOCH: 1393/2000
+Train loss: 0.577483, Val loss: 0.596158
+
 70%|██████▉   | 1394/2000 [15:17:37<6:37:55, 39.40s/it][INFO] EPOCH: 1394/2000
+Train loss: 0.576887, Val loss: 0.590626
+
 70%|██████▉   | 1395/2000 [15:18:16<6:36:10, 39.29s/it][INFO] EPOCH: 1395/2000
+Train loss: 0.577952, Val loss: 0.588821
+
 70%|██████▉   | 1396/2000 [15:18:55<6:34:38, 39.20s/it][INFO] EPOCH: 1396/2000
+Train loss: 0.578558, Val loss: 0.591919
+
 70%|██████▉   | 1397/2000 [15:19:32<6:29:01, 38.71s/it][INFO] EPOCH: 1397/2000
+Train loss: 0.577567, Val loss: 0.593856
+
 70%|██████▉   | 1398/2000 [15:20:10<6:26:35, 38.53s/it][INFO] EPOCH: 1398/2000
+Train loss: 0.578013, Val loss: 0.590291
+
 70%|██████▉   | 1399/2000 [15:20:49<6:27:07, 38.65s/it][INFO] EPOCH: 1399/2000
+Train loss: 0.577504, Val loss: 0.599952
+
 70%|███████   | 1400/2000 [15:21:29<6:30:53, 39.09s/it][INFO] EPOCH: 1400/2000
+Train loss: 0.577726, Val loss: 0.642759
+
 70%|███████   | 1401/2000 [15:22:10<6:34:34, 39.52s/it][INFO] EPOCH: 1401/2000
+Train loss: 0.577244, Val loss: 0.589366
+
 70%|███████   | 1402/2000 [15:22:50<6:36:23, 39.77s/it][INFO] EPOCH: 1402/2000
+Train loss: 0.577475, Val loss: 0.595157
+
 70%|███████   | 1403/2000 [15:23:30<6:35:48, 39.78s/it][INFO] EPOCH: 1403/2000
+Train loss: 0.576506, Val loss: 0.621619
+
 70%|███████   | 1404/2000 [15:24:10<6:36:39, 39.93s/it][INFO] EPOCH: 1404/2000
+Train loss: 0.578828, Val loss: 0.589151
+
 70%|███████   | 1405/2000 [15:24:51<6:37:05, 40.04s/it][INFO] EPOCH: 1405/2000
+Train loss: 0.576326, Val loss: 0.591664
+
 70%|███████   | 1406/2000 [15:25:31<6:36:04, 40.01s/it][INFO] EPOCH: 1406/2000
+Train loss: 0.576969, Val loss: 0.594347
+
 70%|███████   | 1407/2000 [15:26:11<6:36:51, 40.15s/it][INFO] EPOCH: 1407/2000
+Train loss: 0.576351, Val loss: 0.589450
+
 70%|███████   | 1408/2000 [15:26:50<6:33:00, 39.83s/it][INFO] EPOCH: 1408/2000
+Train loss: 0.578766, Val loss: 0.590960
+
 70%|███████   | 1409/2000 [15:27:29<6:29:30, 39.54s/it][INFO] EPOCH: 1409/2000
+Train loss: 0.577754, Val loss: 0.592814
+
 70%|███████   | 1410/2000 [15:28:09<6:30:26, 39.71s/it][INFO] EPOCH: 1410/2000
+Train loss: 0.577995, Val loss: 0.589855
+
 71%|███████   | 1411/2000 [15:28:49<6:31:26, 39.88s/it][INFO] EPOCH: 1411/2000
+Train loss: 0.576672, Val loss: 0.606344
+
 71%|███████   | 1412/2000 [15:29:30<6:31:35, 39.96s/it][INFO] EPOCH: 1412/2000
+Train loss: 0.579425, Val loss: 0.592781
+
 71%|███████   | 1413/2000 [15:30:10<6:31:31, 40.02s/it][INFO] EPOCH: 1413/2000
+Train loss: 0.575693, Val loss: 0.596070
+
 71%|███████   | 1414/2000 [15:30:50<6:31:24, 40.08s/it][INFO] EPOCH: 1414/2000
+Train loss: 0.578688, Val loss: 0.590685
+
 71%|███████   | 1415/2000 [15:31:29<6:29:01, 39.90s/it][INFO] EPOCH: 1415/2000
+Train loss: 0.576818, Val loss: 0.599653
+
 71%|███████   | 1416/2000 [15:32:08<6:25:39, 39.62s/it][INFO] EPOCH: 1416/2000
+Train loss: 0.577258, Val loss: 0.591783
+
 71%|███████   | 1417/2000 [15:32:47<6:22:15, 39.34s/it][INFO] EPOCH: 1417/2000
+Train loss: 0.576990, Val loss: 0.586659
+
 71%|███████   | 1418/2000 [15:33:25<6:18:36, 39.03s/it][INFO] EPOCH: 1418/2000
+Train loss: 0.576080, Val loss: 0.588789
+
 71%|███████   | 1419/2000 [15:34:05<6:18:21, 39.07s/it][INFO] EPOCH: 1419/2000
+Train loss: 0.576443, Val loss: 0.589707
+
 71%|███████   | 1420/2000 [15:34:45<6:21:22, 39.45s/it][INFO] EPOCH: 1420/2000
+Train loss: 0.576834, Val loss: 0.592841
+
 71%|███████   | 1421/2000 [15:35:24<6:19:50, 39.36s/it][INFO] EPOCH: 1421/2000
+Train loss: 0.578961, Val loss: 0.589905
+
 71%|███████   | 1422/2000 [15:36:05<6:22:14, 39.68s/it][INFO] EPOCH: 1422/2000
+Train loss: 0.576704, Val loss: 0.591346
+
 71%|███████   | 1423/2000 [15:36:43<6:18:14, 39.33s/it][INFO] EPOCH: 1423/2000
+Train loss: 0.577694, Val loss: 0.596882
+
 71%|███████   | 1424/2000 [15:37:24<6:20:59, 39.69s/it][INFO] EPOCH: 1424/2000
+Train loss: 0.576846, Val loss: 0.610801
+
 71%|███████▏  | 1425/2000 [15:38:04<6:22:24, 39.90s/it][INFO] EPOCH: 1425/2000
+Train loss: 0.578063, Val loss: 0.618209
+
 71%|███████▏  | 1426/2000 [15:38:44<6:23:06, 40.05s/it][INFO] EPOCH: 1426/2000
+Train loss: 0.578760, Val loss: 0.594960
+
 71%|███████▏  | 1427/2000 [15:39:25<6:23:10, 40.12s/it][INFO] EPOCH: 1427/2000
+Train loss: 0.577595, Val loss: 0.592616
+
 71%|███████▏  | 1428/2000 [15:40:04<6:19:37, 39.82s/it][INFO] EPOCH: 1428/2000
+Train loss: 0.575436, Val loss: 0.593780
+
 71%|███████▏  | 1429/2000 [15:40:43<6:16:40, 39.58s/it][INFO] EPOCH: 1429/2000
+Train loss: 0.577039, Val loss: 0.589338
+
 72%|███████▏  | 1430/2000 [15:41:23<6:18:24, 39.83s/it][INFO] EPOCH: 1430/2000
+Train loss: 0.578338, Val loss: 0.591295
+
 72%|███████▏  | 1431/2000 [15:42:04<6:19:31, 40.02s/it][INFO] EPOCH: 1431/2000
+Train loss: 0.578596, Val loss: 0.593626
+
 72%|███████▏  | 1432/2000 [15:42:43<6:15:42, 39.69s/it][INFO] EPOCH: 1432/2000
+Train loss: 0.576944, Val loss: 0.588955
+
 72%|███████▏  | 1433/2000 [15:43:22<6:13:34, 39.53s/it][INFO] EPOCH: 1433/2000
+Train loss: 0.576205, Val loss: 0.597933
+
 72%|███████▏  | 1434/2000 [15:43:59<6:07:37, 38.97s/it][INFO] EPOCH: 1434/2000
+Train loss: 0.578258, Val loss: 0.589669
+
 72%|███████▏  | 1435/2000 [15:44:38<6:06:02, 38.87s/it][INFO] EPOCH: 1435/2000
+Train loss: 0.577656, Val loss: 0.598375
+
 72%|███████▏  | 1436/2000 [15:45:17<6:05:19, 38.86s/it][INFO] EPOCH: 1436/2000
+Train loss: 0.577105, Val loss: 0.595159
+
 72%|███████▏  | 1437/2000 [15:45:57<6:09:02, 39.33s/it][INFO] EPOCH: 1437/2000
+Train loss: 0.576681, Val loss: 0.595071
+
 72%|███████▏  | 1438/2000 [15:46:38<6:11:41, 39.68s/it][INFO] EPOCH: 1438/2000
+Train loss: 0.578655, Val loss: 0.588199
+
 72%|███████▏  | 1439/2000 [15:47:17<6:10:14, 39.60s/it][INFO] EPOCH: 1439/2000
+Train loss: 0.577600, Val loss: 0.613621
+
 72%|███████▏  | 1440/2000 [15:47:58<6:12:13, 39.88s/it][INFO] EPOCH: 1440/2000
+Train loss: 0.577203, Val loss: 0.591377
+
 72%|███████▏  | 1441/2000 [15:48:38<6:12:47, 40.01s/it][INFO] EPOCH: 1441/2000
+Train loss: 0.576816, Val loss: 0.597304
+
 72%|███████▏  | 1442/2000 [15:49:18<6:12:12, 40.02s/it][INFO] EPOCH: 1442/2000
+Train loss: 0.578191, Val loss: 0.600077
+
 72%|███████▏  | 1443/2000 [15:49:58<6:12:22, 40.11s/it][INFO] EPOCH: 1443/2000
+Train loss: 0.576440, Val loss: 0.613526
+
 72%|███████▏  | 1444/2000 [15:50:39<6:12:25, 40.19s/it][INFO] EPOCH: 1444/2000
+Train loss: 0.578926, Val loss: 0.595352
+
 72%|███████▏  | 1445/2000 [15:51:19<6:12:23, 40.26s/it][INFO] EPOCH: 1445/2000
+Train loss: 0.576106, Val loss: 0.604646
+
 72%|███████▏  | 1446/2000 [15:51:59<6:09:23, 40.01s/it][INFO] EPOCH: 1446/2000
+Train loss: 0.578750, Val loss: 0.588772
+
 72%|███████▏  | 1447/2000 [15:52:39<6:09:23, 40.08s/it][INFO] EPOCH: 1447/2000
+Train loss: 0.576814, Val loss: 0.623930
+
 72%|███████▏  | 1448/2000 [15:53:19<6:09:36, 40.17s/it][INFO] EPOCH: 1448/2000
+Train loss: 0.578439, Val loss: 0.593067
+
 72%|███████▏  | 1449/2000 [15:53:59<6:08:51, 40.17s/it][INFO] EPOCH: 1449/2000
+Train loss: 0.577598, Val loss: 0.591016
+
 72%|███████▎  | 1450/2000 [15:54:40<6:08:32, 40.21s/it][INFO] EPOCH: 1450/2000
+Train loss: 0.577862, Val loss: 0.589538
+
 73%|███████▎  | 1451/2000 [15:55:19<6:04:56, 39.88s/it][INFO] EPOCH: 1451/2000
+Train loss: 0.576376, Val loss: 0.601063
+
 73%|███████▎  | 1452/2000 [15:55:58<6:02:10, 39.65s/it][INFO] EPOCH: 1452/2000
+Train loss: 0.576287, Val loss: 0.591299
+
 73%|███████▎  | 1453/2000 [15:56:38<6:03:42, 39.90s/it][INFO] EPOCH: 1453/2000
+Train loss: 0.576337, Val loss: 0.600489
+
 73%|███████▎  | 1454/2000 [15:57:19<6:04:01, 40.00s/it][INFO] EPOCH: 1454/2000
+Train loss: 0.577893, Val loss: 0.597725
+
 73%|███████▎  | 1455/2000 [15:57:58<6:00:09, 39.65s/it][INFO] EPOCH: 1455/2000
+Train loss: 0.576970, Val loss: 0.606745
+
 73%|███████▎  | 1456/2000 [15:58:37<5:58:30, 39.54s/it][INFO] EPOCH: 1456/2000
+Train loss: 0.578329, Val loss: 0.621346
+
 73%|███████▎  | 1457/2000 [15:59:17<5:58:49, 39.65s/it][INFO] EPOCH: 1457/2000
+Train loss: 0.576759, Val loss: 0.591342
+
 73%|███████▎  | 1458/2000 [15:59:57<5:59:57, 39.85s/it][INFO] EPOCH: 1458/2000
+Train loss: 0.577342, Val loss: 0.595779
+
 73%|███████▎  | 1459/2000 [16:00:37<6:00:20, 39.96s/it][INFO] EPOCH: 1459/2000
+Train loss: 0.577471, Val loss: 0.616618
+
 73%|███████▎  | 1460/2000 [16:01:18<6:00:27, 40.05s/it][INFO] EPOCH: 1460/2000
+Train loss: 0.576508, Val loss: 0.589771
+
 73%|███████▎  | 1461/2000 [16:01:57<5:56:56, 39.73s/it][INFO] EPOCH: 1461/2000
+Train loss: 0.577738, Val loss: 0.593099
+
 73%|███████▎  | 1462/2000 [16:02:35<5:53:24, 39.41s/it][INFO] EPOCH: 1462/2000
+Train loss: 0.576851, Val loss: 0.592564
+
 73%|███████▎  | 1463/2000 [16:03:14<5:51:33, 39.28s/it][INFO] EPOCH: 1463/2000
+Train loss: 0.578095, Val loss: 0.605216
+
 73%|███████▎  | 1464/2000 [16:03:54<5:52:56, 39.51s/it][INFO] EPOCH: 1464/2000
+Train loss: 0.577250, Val loss: 0.595994
+
 73%|███████▎  | 1465/2000 [16:04:35<5:54:32, 39.76s/it][INFO] EPOCH: 1465/2000
+Train loss: 0.577365, Val loss: 0.589914
+
 73%|███████▎  | 1466/2000 [16:05:15<5:54:55, 39.88s/it][INFO] EPOCH: 1466/2000
+Train loss: 0.578234, Val loss: 0.600402
+
 73%|███████▎  | 1467/2000 [16:05:55<5:55:01, 39.97s/it][INFO] EPOCH: 1467/2000
+Train loss: 0.580129, Val loss: 0.595862
+
 73%|███████▎  | 1468/2000 [16:06:34<5:51:15, 39.62s/it][INFO] EPOCH: 1468/2000
+Train loss: 0.576787, Val loss: 0.592280
+
 73%|███████▎  | 1469/2000 [16:07:12<5:47:24, 39.25s/it][INFO] EPOCH: 1469/2000
+Train loss: 0.577105, Val loss: 0.590350
+
 74%|███████▎  | 1470/2000 [16:07:51<5:45:48, 39.15s/it][INFO] EPOCH: 1470/2000
+Train loss: 0.577225, Val loss: 0.587289
+
 74%|███████▎  | 1471/2000 [16:08:31<5:47:27, 39.41s/it][INFO] EPOCH: 1471/2000
+Train loss: 0.578726, Val loss: 0.598252
+
 74%|███████▎  | 1472/2000 [16:09:11<5:49:06, 39.67s/it][INFO] EPOCH: 1472/2000
+Train loss: 0.577390, Val loss: 0.615895
+
 74%|███████▎  | 1473/2000 [16:09:51<5:49:15, 39.76s/it][INFO] EPOCH: 1473/2000
+Train loss: 0.577464, Val loss: 0.589297
+
 74%|███████▎  | 1474/2000 [16:10:31<5:49:43, 39.89s/it][INFO] EPOCH: 1474/2000
+Train loss: 0.576641, Val loss: 0.589653
+
 74%|███████▍  | 1475/2000 [16:11:12<5:49:51, 39.98s/it][INFO] EPOCH: 1475/2000
+Train loss: 0.576441, Val loss: 0.587375
+
 74%|███████▍  | 1476/2000 [16:11:51<5:46:42, 39.70s/it][INFO] EPOCH: 1476/2000
+Train loss: 0.576480, Val loss: 0.594114
+
 74%|███████▍  | 1477/2000 [16:12:29<5:41:26, 39.17s/it][INFO] EPOCH: 1477/2000
+Train loss: 0.577159, Val loss: 0.598290
+
 74%|███████▍  | 1478/2000 [16:13:09<5:43:24, 39.47s/it][INFO] EPOCH: 1478/2000
+Train loss: 0.577792, Val loss: 0.595106
+
 74%|███████▍  | 1479/2000 [16:13:49<5:45:10, 39.75s/it][INFO] EPOCH: 1479/2000
+Train loss: 0.577844, Val loss: 0.590128
+
 74%|███████▍  | 1480/2000 [16:14:29<5:45:38, 39.88s/it][INFO] EPOCH: 1480/2000
+Train loss: 0.576999, Val loss: 0.589348
+
 74%|███████▍  | 1481/2000 [16:15:09<5:44:50, 39.87s/it][INFO] EPOCH: 1481/2000
+Train loss: 0.576648, Val loss: 0.592024
+
 74%|███████▍  | 1482/2000 [16:15:50<5:45:27, 40.02s/it][INFO] EPOCH: 1482/2000
+Train loss: 0.578760, Val loss: 0.588672
+
 74%|███████▍  | 1483/2000 [16:16:30<5:45:24, 40.09s/it][INFO] EPOCH: 1483/2000
+Train loss: 0.576658, Val loss: 0.599222
+
 74%|███████▍  | 1484/2000 [16:17:10<5:45:52, 40.22s/it][INFO] EPOCH: 1484/2000
+Train loss: 0.578463, Val loss: 0.588924
+
 74%|███████▍  | 1485/2000 [16:17:50<5:44:44, 40.17s/it][INFO] EPOCH: 1485/2000
+Train loss: 0.577548, Val loss: 0.592943
+
 74%|███████▍  | 1486/2000 [16:18:30<5:42:14, 39.95s/it][INFO] EPOCH: 1486/2000
+Train loss: 0.576936, Val loss: 0.588950
+
 74%|███████▍  | 1487/2000 [16:19:10<5:42:05, 40.01s/it][INFO] EPOCH: 1487/2000
+Train loss: 0.577188, Val loss: 0.591400
+
 74%|███████▍  | 1488/2000 [16:19:50<5:41:34, 40.03s/it][INFO] EPOCH: 1488/2000
+Train loss: 0.577219, Val loss: 0.596873
+
 74%|███████▍  | 1489/2000 [16:20:30<5:40:38, 40.00s/it][INFO] EPOCH: 1489/2000
+Train loss: 0.576919, Val loss: 0.590673
+
 74%|███████▍  | 1490/2000 [16:21:08<5:34:13, 39.32s/it][INFO] EPOCH: 1490/2000
+Train loss: 0.576532, Val loss: 0.589782
+
 75%|███████▍  | 1491/2000 [16:21:47<5:32:48, 39.23s/it][INFO] EPOCH: 1491/2000
+Train loss: 0.578581, Val loss: 0.592125
+
 75%|███████▍  | 1492/2000 [16:22:27<5:34:56, 39.56s/it][INFO] EPOCH: 1492/2000
+Train loss: 0.577463, Val loss: 0.623851
+
 75%|███████▍  | 1493/2000 [16:23:07<5:36:12, 39.79s/it][INFO] EPOCH: 1493/2000
+Train loss: 0.578250, Val loss: 0.590813
+
 75%|███████▍  | 1494/2000 [16:23:47<5:35:44, 39.81s/it][INFO] EPOCH: 1494/2000
+Train loss: 0.576887, Val loss: 0.592276
+
 75%|███████▍  | 1495/2000 [16:24:26<5:33:00, 39.57s/it][INFO] EPOCH: 1495/2000
+Train loss: 0.578445, Val loss: 0.590574
+
 75%|███████▍  | 1496/2000 [16:25:07<5:34:21, 39.80s/it][INFO] EPOCH: 1496/2000
+Train loss: 0.576834, Val loss: 0.609599
+
 75%|███████▍  | 1497/2000 [16:25:46<5:33:02, 39.73s/it][INFO] EPOCH: 1497/2000
+Train loss: 0.576387, Val loss: 0.593404
+
 75%|███████▍  | 1498/2000 [16:26:26<5:33:44, 39.89s/it][INFO] EPOCH: 1498/2000
+Train loss: 0.577936, Val loss: 0.599626
+
 75%|███████▍  | 1499/2000 [16:27:07<5:33:45, 39.97s/it][INFO] EPOCH: 1499/2000
+Train loss: 0.577790, Val loss: 0.608849
+
 75%|███████▌  | 1500/2000 [16:27:45<5:29:37, 39.56s/it][INFO] EPOCH: 1500/2000
+Train loss: 0.578356, Val loss: 0.597372
+
 75%|███████▌  | 1501/2000 [16:28:24<5:27:16, 39.35s/it][INFO] EPOCH: 1501/2000
+Train loss: 0.576219, Val loss: 0.597867
+
 75%|███████▌  | 1502/2000 [16:29:03<5:26:43, 39.36s/it][INFO] EPOCH: 1502/2000
+Train loss: 0.579887, Val loss: 0.590692
+
 75%|███████▌  | 1503/2000 [16:29:42<5:25:15, 39.27s/it][INFO] EPOCH: 1503/2000
+Train loss: 0.578626, Val loss: 0.588618
+
 75%|███████▌  | 1504/2000 [16:30:22<5:24:01, 39.20s/it][INFO] EPOCH: 1504/2000
+Train loss: 0.578157, Val loss: 0.586730
+
 75%|███████▌  | 1505/2000 [16:31:00<5:22:31, 39.09s/it][INFO] EPOCH: 1505/2000
+Train loss: 0.576775, Val loss: 0.592395
+
 75%|███████▌  | 1506/2000 [16:31:41<5:24:31, 39.42s/it][INFO] EPOCH: 1506/2000
+Train loss: 0.576551, Val loss: 0.587411
+
 75%|███████▌  | 1507/2000 [16:32:21<5:26:04, 39.69s/it][INFO] EPOCH: 1507/2000
+Train loss: 0.577542, Val loss: 0.592988
+
 75%|███████▌  | 1508/2000 [16:33:01<5:26:23, 39.80s/it][INFO] EPOCH: 1508/2000
+Train loss: 0.577588, Val loss: 0.590216
+
 75%|███████▌  | 1509/2000 [16:33:41<5:26:17, 39.87s/it][INFO] EPOCH: 1509/2000
+Train loss: 0.577224, Val loss: 0.590049
+
 76%|███████▌  | 1510/2000 [16:34:21<5:26:32, 39.98s/it][INFO] EPOCH: 1510/2000
+Train loss: 0.576885, Val loss: 0.591455
+
 76%|███████▌  | 1511/2000 [16:35:01<5:26:26, 40.05s/it][INFO] EPOCH: 1511/2000
+Train loss: 0.579093, Val loss: 0.595412
+
 76%|███████▌  | 1512/2000 [16:35:41<5:24:51, 39.94s/it][INFO] EPOCH: 1512/2000
+Train loss: 0.577029, Val loss: 0.604004
+
 76%|███████▌  | 1513/2000 [16:36:21<5:24:40, 40.00s/it][INFO] EPOCH: 1513/2000
+Train loss: 0.576739, Val loss: 0.589152
+
 76%|███████▌  | 1514/2000 [16:37:00<5:22:07, 39.77s/it][INFO] EPOCH: 1514/2000
+Train loss: 0.578532, Val loss: 0.585936
+
 76%|███████▌  | 1515/2000 [16:37:40<5:19:40, 39.55s/it][INFO] EPOCH: 1515/2000
+Train loss: 0.578638, Val loss: 0.614143
+
 76%|███████▌  | 1516/2000 [16:38:20<5:20:40, 39.75s/it][INFO] EPOCH: 1516/2000
+Train loss: 0.577924, Val loss: 0.596027
+
 76%|███████▌  | 1517/2000 [16:39:00<5:20:07, 39.77s/it][INFO] EPOCH: 1517/2000
+Train loss: 0.576161, Val loss: 0.604243
+
 76%|███████▌  | 1518/2000 [16:39:40<5:20:26, 39.89s/it][INFO] EPOCH: 1518/2000
+Train loss: 0.577273, Val loss: 0.589481
+
 76%|███████▌  | 1519/2000 [16:40:20<5:20:19, 39.96s/it][INFO] EPOCH: 1519/2000
+Train loss: 0.577547, Val loss: 0.591550
+
 76%|███████▌  | 1520/2000 [16:41:00<5:19:59, 40.00s/it][INFO] EPOCH: 1520/2000
+Train loss: 0.576793, Val loss: 0.595407
+
 76%|███████▌  | 1521/2000 [16:41:39<5:16:39, 39.66s/it][INFO] EPOCH: 1521/2000
+Train loss: 0.576687, Val loss: 0.596065
+
 76%|███████▌  | 1522/2000 [16:42:17<5:12:00, 39.16s/it][INFO] EPOCH: 1522/2000
+Train loss: 0.578269, Val loss: 0.600981
+
 76%|███████▌  | 1523/2000 [16:42:56<5:11:13, 39.15s/it][INFO] EPOCH: 1523/2000
+Train loss: 0.577317, Val loss: 0.619448
+
 76%|███████▌  | 1524/2000 [16:43:35<5:09:55, 39.07s/it][INFO] EPOCH: 1524/2000
+Train loss: 0.578649, Val loss: 0.590261
+
 76%|███████▋  | 1525/2000 [16:44:15<5:11:46, 39.38s/it][INFO] EPOCH: 1525/2000
+Train loss: 0.576489, Val loss: 0.614352
+
 76%|███████▋  | 1526/2000 [16:44:55<5:13:08, 39.64s/it][INFO] EPOCH: 1526/2000
+Train loss: 0.576396, Val loss: 0.592379
+
 76%|███████▋  | 1527/2000 [16:45:34<5:10:51, 39.43s/it][INFO] EPOCH: 1527/2000
+Train loss: 0.577155, Val loss: 0.602400
+
 76%|███████▋  | 1528/2000 [16:46:13<5:08:49, 39.26s/it][INFO] EPOCH: 1528/2000
+Train loss: 0.578005, Val loss: 0.593522
+
 76%|███████▋  | 1529/2000 [16:46:51<5:04:35, 38.80s/it][INFO] EPOCH: 1529/2000
+Train loss: 0.575725, Val loss: 0.588912
+
 76%|███████▋  | 1530/2000 [16:47:29<5:02:00, 38.56s/it][INFO] EPOCH: 1530/2000
+Train loss: 0.578109, Val loss: 0.595806
+
 77%|███████▋  | 1531/2000 [16:48:07<5:01:55, 38.63s/it][INFO] EPOCH: 1531/2000
+Train loss: 0.577308, Val loss: 0.592989
+
 77%|███████▋  | 1532/2000 [16:48:48<5:04:55, 39.09s/it][INFO] EPOCH: 1532/2000
+Train loss: 0.577143, Val loss: 0.603958
+
 77%|███████▋  | 1533/2000 [16:49:28<5:07:24, 39.50s/it][INFO] EPOCH: 1533/2000
+Train loss: 0.576458, Val loss: 0.600475
+
 77%|███████▋  | 1534/2000 [16:50:09<5:08:56, 39.78s/it][INFO] EPOCH: 1534/2000
+Train loss: 0.578258, Val loss: 0.595113
+
 77%|███████▋  | 1535/2000 [16:50:49<5:09:25, 39.93s/it][INFO] EPOCH: 1535/2000
+Train loss: 0.576714, Val loss: 0.591396
+
 77%|███████▋  | 1536/2000 [16:51:28<5:07:04, 39.71s/it][INFO] EPOCH: 1536/2000
+Train loss: 0.577254, Val loss: 0.597277
+
 77%|███████▋  | 1537/2000 [16:52:09<5:08:23, 39.96s/it][INFO] EPOCH: 1537/2000
+Train loss: 0.577376, Val loss: 0.588549
+
 77%|███████▋  | 1538/2000 [16:52:49<5:08:30, 40.07s/it][INFO] EPOCH: 1538/2000
+Train loss: 0.576518, Val loss: 0.589338
+
 77%|███████▋  | 1539/2000 [16:53:29<5:08:35, 40.16s/it][INFO] EPOCH: 1539/2000
+Train loss: 0.576086, Val loss: 0.603559
+
 77%|███████▋  | 1540/2000 [16:54:10<5:08:32, 40.24s/it][INFO] EPOCH: 1540/2000
+Train loss: 0.578275, Val loss: 0.590062
+
 77%|███████▋  | 1541/2000 [16:54:50<5:08:10, 40.29s/it][INFO] EPOCH: 1541/2000
+Train loss: 0.578213, Val loss: 0.588913
+
 77%|███████▋  | 1542/2000 [16:55:30<5:07:01, 40.22s/it][INFO] EPOCH: 1542/2000
+Train loss: 0.577557, Val loss: 0.594238
+
 77%|███████▋  | 1543/2000 [16:56:09<5:03:44, 39.88s/it][INFO] EPOCH: 1543/2000
+Train loss: 0.576812, Val loss: 0.613356
+
 77%|███████▋  | 1544/2000 [16:56:47<4:58:14, 39.24s/it][INFO] EPOCH: 1544/2000
+Train loss: 0.577305, Val loss: 0.597833
+
 77%|███████▋  | 1545/2000 [16:57:26<4:56:41, 39.12s/it][INFO] EPOCH: 1545/2000
+Train loss: 0.576684, Val loss: 0.611258
+
 77%|███████▋  | 1546/2000 [16:58:06<4:58:56, 39.51s/it][INFO] EPOCH: 1546/2000
+Train loss: 0.577995, Val loss: 0.591486
+
 77%|███████▋  | 1547/2000 [16:58:46<4:59:56, 39.73s/it][INFO] EPOCH: 1547/2000
+Train loss: 0.577354, Val loss: 0.589522
+
 77%|███████▋  | 1548/2000 [16:59:27<5:00:36, 39.90s/it][INFO] EPOCH: 1548/2000
+Train loss: 0.577111, Val loss: 0.590077
+
 77%|███████▋  | 1549/2000 [17:00:08<5:02:57, 40.31s/it][INFO] EPOCH: 1549/2000
+Train loss: 0.577839, Val loss: 0.610851
+
 78%|███████▊  | 1550/2000 [17:00:47<4:58:50, 39.85s/it][INFO] EPOCH: 1550/2000
+Train loss: 0.577244, Val loss: 0.590577
+
 78%|███████▊  | 1551/2000 [17:01:25<4:55:26, 39.48s/it][INFO] EPOCH: 1551/2000
+Train loss: 0.578106, Val loss: 0.600456
+
 78%|███████▊  | 1552/2000 [17:02:03<4:50:50, 38.95s/it][INFO] EPOCH: 1552/2000
+Train loss: 0.578986, Val loss: 0.586132
+
 78%|███████▊  | 1553/2000 [17:02:41<4:47:12, 38.55s/it][INFO] EPOCH: 1553/2000
+Train loss: 0.576795, Val loss: 0.588161
+
 78%|███████▊  | 1554/2000 [17:03:20<4:47:23, 38.66s/it][INFO] EPOCH: 1554/2000
+Train loss: 0.576884, Val loss: 0.601673
+
 78%|███████▊  | 1555/2000 [17:04:00<4:50:14, 39.13s/it][INFO] EPOCH: 1555/2000
+Train loss: 0.576644, Val loss: 0.591840
+
 78%|███████▊  | 1556/2000 [17:04:39<4:49:52, 39.17s/it][INFO] EPOCH: 1556/2000
+Train loss: 0.577835, Val loss: 0.591580
+
 78%|███████▊  | 1557/2000 [17:05:18<4:48:57, 39.14s/it][INFO] EPOCH: 1557/2000
+Train loss: 0.577498, Val loss: 0.590631
+
 78%|███████▊  | 1558/2000 [17:05:58<4:50:45, 39.47s/it][INFO] EPOCH: 1558/2000
+Train loss: 0.576693, Val loss: 0.588719
+
 78%|███████▊  | 1559/2000 [17:06:38<4:51:15, 39.63s/it][INFO] EPOCH: 1559/2000
+Train loss: 0.578501, Val loss: 0.600111
+
 78%|███████▊  | 1560/2000 [17:07:18<4:51:28, 39.75s/it][INFO] EPOCH: 1560/2000
+Train loss: 0.578411, Val loss: 0.593725
+
 78%|███████▊  | 1561/2000 [17:07:59<4:51:42, 39.87s/it][INFO] EPOCH: 1561/2000
+Train loss: 0.576511, Val loss: 0.591152
+
 78%|███████▊  | 1562/2000 [17:08:39<4:52:14, 40.03s/it][INFO] EPOCH: 1562/2000
+Train loss: 0.576439, Val loss: 0.587943
+
 78%|███████▊  | 1563/2000 [17:09:19<4:51:39, 40.05s/it][INFO] EPOCH: 1563/2000
+Train loss: 0.578014, Val loss: 0.595252
+
 78%|███████▊  | 1564/2000 [17:09:58<4:48:22, 39.68s/it][INFO] EPOCH: 1564/2000
+Train loss: 0.577093, Val loss: 0.593943
+
 78%|███████▊  | 1565/2000 [17:10:37<4:46:12, 39.48s/it][INFO] EPOCH: 1565/2000
+Train loss: 0.576783, Val loss: 0.589479
+
 78%|███████▊  | 1566/2000 [17:11:17<4:47:10, 39.70s/it][INFO] EPOCH: 1566/2000
+Train loss: 0.576684, Val loss: 0.589771
+
 78%|███████▊  | 1567/2000 [17:11:58<4:48:04, 39.92s/it][INFO] EPOCH: 1567/2000
+Train loss: 0.577118, Val loss: 0.590705
+
 78%|███████▊  | 1568/2000 [17:12:37<4:46:48, 39.83s/it][INFO] EPOCH: 1568/2000
+Train loss: 0.578896, Val loss: 0.594784
+
 78%|███████▊  | 1569/2000 [17:13:18<4:47:34, 40.03s/it][INFO] EPOCH: 1569/2000
+Train loss: 0.577178, Val loss: 0.591871
+
 78%|███████▊  | 1570/2000 [17:13:57<4:45:47, 39.88s/it][INFO] EPOCH: 1570/2000
+Train loss: 0.578763, Val loss: 0.590030
+
 79%|███████▊  | 1571/2000 [17:14:37<4:45:36, 39.95s/it][INFO] EPOCH: 1571/2000
+Train loss: 0.577661, Val loss: 0.639615
+
 79%|███████▊  | 1572/2000 [17:15:18<4:45:35, 40.04s/it][INFO] EPOCH: 1572/2000
+Train loss: 0.576509, Val loss: 0.596551
+
 79%|███████▊  | 1573/2000 [17:15:58<4:45:03, 40.05s/it][INFO] EPOCH: 1573/2000
+Train loss: 0.577522, Val loss: 0.594896
+
 79%|███████▊  | 1574/2000 [17:16:37<4:43:21, 39.91s/it][INFO] EPOCH: 1574/2000
+Train loss: 0.575387, Val loss: 0.596557
+
 79%|███████▉  | 1575/2000 [17:17:16<4:41:09, 39.69s/it][INFO] EPOCH: 1575/2000
+Train loss: 0.577189, Val loss: 0.592415
+
 79%|███████▉  | 1576/2000 [17:17:57<4:41:42, 39.86s/it][INFO] EPOCH: 1576/2000
+Train loss: 0.577639, Val loss: 0.597035
+
 79%|███████▉  | 1577/2000 [17:18:36<4:39:29, 39.64s/it][INFO] EPOCH: 1577/2000
+Train loss: 0.576225, Val loss: 0.592354
+
 79%|███████▉  | 1578/2000 [17:19:14<4:35:30, 39.17s/it][INFO] EPOCH: 1578/2000
+Train loss: 0.577049, Val loss: 0.597398
+
 79%|███████▉  | 1579/2000 [17:19:54<4:37:19, 39.52s/it][INFO] EPOCH: 1579/2000
+Train loss: 0.576845, Val loss: 0.598129
+
 79%|███████▉  | 1580/2000 [17:20:35<4:38:36, 39.80s/it][INFO] EPOCH: 1580/2000
+Train loss: 0.577518, Val loss: 0.590715
+
 79%|███████▉  | 1581/2000 [17:21:14<4:36:57, 39.66s/it][INFO] EPOCH: 1581/2000
+Train loss: 0.576627, Val loss: 0.590441
+
 79%|███████▉  | 1582/2000 [17:21:54<4:37:22, 39.81s/it][INFO] EPOCH: 1582/2000
+Train loss: 0.579107, Val loss: 0.588936
+
 79%|███████▉  | 1583/2000 [17:22:35<4:38:07, 40.02s/it][INFO] EPOCH: 1583/2000
+Train loss: 0.577691, Val loss: 0.590734
+
 79%|███████▉  | 1584/2000 [17:23:15<4:38:50, 40.22s/it][INFO] EPOCH: 1584/2000
+Train loss: 0.576585, Val loss: 0.590103
+
 79%|███████▉  | 1585/2000 [17:23:56<4:38:10, 40.22s/it][INFO] EPOCH: 1585/2000
+Train loss: 0.576563, Val loss: 0.599628
+
 79%|███████▉  | 1586/2000 [17:24:36<4:38:15, 40.33s/it][INFO] EPOCH: 1586/2000
+Train loss: 0.577182, Val loss: 0.620327
+
 79%|███████▉  | 1587/2000 [17:25:16<4:37:23, 40.30s/it][INFO] EPOCH: 1587/2000
+Train loss: 0.578077, Val loss: 0.593079
+
 79%|███████▉  | 1588/2000 [17:25:56<4:35:34, 40.13s/it][INFO] EPOCH: 1588/2000
+Train loss: 0.577800, Val loss: 0.586942
+
 79%|███████▉  | 1589/2000 [17:26:36<4:34:58, 40.14s/it][INFO] EPOCH: 1589/2000
+Train loss: 0.577958, Val loss: 0.591296
+
 80%|███████▉  | 1590/2000 [17:27:17<4:34:39, 40.19s/it][INFO] EPOCH: 1590/2000
+Train loss: 0.577358, Val loss: 0.628386
+
 80%|███████▉  | 1591/2000 [17:27:57<4:34:17, 40.24s/it][INFO] EPOCH: 1591/2000
+Train loss: 0.578000, Val loss: 0.588567
+
 80%|███████▉  | 1592/2000 [17:28:37<4:33:44, 40.26s/it][INFO] EPOCH: 1592/2000
+Train loss: 0.575902, Val loss: 0.589680
+
 80%|███████▉  | 1593/2000 [17:29:16<4:30:34, 39.89s/it][INFO] EPOCH: 1593/2000
+Train loss: 0.578168, Val loss: 0.589415
+
 80%|███████▉  | 1594/2000 [17:29:55<4:26:51, 39.44s/it][INFO] EPOCH: 1594/2000
+Train loss: 0.577615, Val loss: 0.587581
+
 80%|███████▉  | 1595/2000 [17:30:34<4:25:41, 39.36s/it][INFO] EPOCH: 1595/2000
+Train loss: 0.577415, Val loss: 0.591577
+
 80%|███████▉  | 1596/2000 [17:31:14<4:27:14, 39.69s/it][INFO] EPOCH: 1596/2000
+Train loss: 0.577310, Val loss: 0.592048
+
 80%|███████▉  | 1597/2000 [17:31:55<4:27:54, 39.89s/it][INFO] EPOCH: 1597/2000
+Train loss: 0.575782, Val loss: 0.611281
+
 80%|███████▉  | 1598/2000 [17:32:35<4:27:56, 39.99s/it][INFO] EPOCH: 1598/2000
+Train loss: 0.579777, Val loss: 0.590335
+
 80%|███████▉  | 1599/2000 [17:33:15<4:28:02, 40.11s/it][INFO] EPOCH: 1599/2000
+Train loss: 0.576659, Val loss: 0.591553
+
 80%|████████  | 1600/2000 [17:33:55<4:27:29, 40.12s/it][INFO] EPOCH: 1600/2000
+Train loss: 0.577838, Val loss: 0.593936
+
 80%|████████  | 1601/2000 [17:34:36<4:27:07, 40.17s/it][INFO] EPOCH: 1601/2000
+Train loss: 0.576944, Val loss: 0.591180
+
 80%|████████  | 1602/2000 [17:35:16<4:26:42, 40.21s/it][INFO] EPOCH: 1602/2000
+Train loss: 0.577859, Val loss: 0.592535
+
 80%|████████  | 1603/2000 [17:35:57<4:26:29, 40.28s/it][INFO] EPOCH: 1603/2000
+Train loss: 0.577432, Val loss: 0.593600
+
 80%|████████  | 1604/2000 [17:36:37<4:25:49, 40.28s/it][INFO] EPOCH: 1604/2000
+Train loss: 0.576408, Val loss: 0.605480
+
 80%|████████  | 1605/2000 [17:37:17<4:25:21, 40.31s/it][INFO] EPOCH: 1605/2000
+Train loss: 0.576092, Val loss: 0.588715
+
 80%|████████  | 1606/2000 [17:37:58<4:24:44, 40.32s/it][INFO] EPOCH: 1606/2000
+Train loss: 0.578510, Val loss: 0.592112
+
 80%|████████  | 1607/2000 [17:38:37<4:22:22, 40.06s/it][INFO] EPOCH: 1607/2000
+Train loss: 0.577946, Val loss: 0.601742
+
 80%|████████  | 1608/2000 [17:39:17<4:21:52, 40.08s/it][INFO] EPOCH: 1608/2000
+Train loss: 0.578385, Val loss: 0.596717
+
 80%|████████  | 1609/2000 [17:39:57<4:20:50, 40.03s/it][INFO] EPOCH: 1609/2000
+Train loss: 0.575770, Val loss: 0.590423
+
 80%|████████  | 1610/2000 [17:40:37<4:20:35, 40.09s/it][INFO] EPOCH: 1610/2000
+Train loss: 0.576346, Val loss: 0.614315
+
 81%|████████  | 1611/2000 [17:41:16<4:17:58, 39.79s/it][INFO] EPOCH: 1611/2000
+Train loss: 0.577890, Val loss: 0.601312
+
 81%|████████  | 1612/2000 [17:41:54<4:13:39, 39.22s/it][INFO] EPOCH: 1612/2000
+Train loss: 0.577628, Val loss: 0.591008
+
 81%|████████  | 1613/2000 [17:42:32<4:11:01, 38.92s/it][INFO] EPOCH: 1613/2000
+Train loss: 0.576571, Val loss: 0.590857
+
 81%|████████  | 1614/2000 [17:43:11<4:09:30, 38.78s/it][INFO] EPOCH: 1614/2000
+Train loss: 0.577331, Val loss: 0.597262
+
 81%|████████  | 1615/2000 [17:43:51<4:11:57, 39.27s/it][INFO] EPOCH: 1615/2000
+Train loss: 0.577090, Val loss: 0.589933
+
 81%|████████  | 1616/2000 [17:44:32<4:13:33, 39.62s/it][INFO] EPOCH: 1616/2000
+Train loss: 0.578927, Val loss: 0.601055
+
 81%|████████  | 1617/2000 [17:45:12<4:13:50, 39.77s/it][INFO] EPOCH: 1617/2000
+Train loss: 0.576532, Val loss: 0.589472
+
 81%|████████  | 1618/2000 [17:45:52<4:14:09, 39.92s/it][INFO] EPOCH: 1618/2000
+Train loss: 0.577391, Val loss: 0.589447
+
 81%|████████  | 1619/2000 [17:46:32<4:13:31, 39.93s/it][INFO] EPOCH: 1619/2000
+Train loss: 0.576365, Val loss: 0.590854
+
 81%|████████  | 1620/2000 [17:47:12<4:13:19, 40.00s/it][INFO] EPOCH: 1620/2000
+Train loss: 0.577579, Val loss: 0.591179
+
 81%|████████  | 1621/2000 [17:47:52<4:12:54, 40.04s/it][INFO] EPOCH: 1621/2000
+Train loss: 0.576876, Val loss: 0.591735
+
 81%|████████  | 1622/2000 [17:48:33<4:12:42, 40.11s/it][INFO] EPOCH: 1622/2000
+Train loss: 0.577790, Val loss: 0.598228
+
 81%|████████  | 1623/2000 [17:49:13<4:11:52, 40.09s/it][INFO] EPOCH: 1623/2000
+Train loss: 0.577923, Val loss: 0.589442
+
 81%|████████  | 1624/2000 [17:49:53<4:10:54, 40.04s/it][INFO] EPOCH: 1624/2000
+Train loss: 0.576731, Val loss: 0.593939
+
 81%|████████▏ | 1625/2000 [17:50:33<4:10:33, 40.09s/it][INFO] EPOCH: 1625/2000
+Train loss: 0.577392, Val loss: 0.588410
+
 81%|████████▏ | 1626/2000 [17:51:13<4:10:17, 40.15s/it][INFO] EPOCH: 1626/2000
+Train loss: 0.577340, Val loss: 0.597223
+
 81%|████████▏ | 1627/2000 [17:51:53<4:09:57, 40.21s/it][INFO] EPOCH: 1627/2000
+Train loss: 0.576417, Val loss: 0.588494
+
 81%|████████▏ | 1628/2000 [17:52:34<4:09:49, 40.30s/it][INFO] EPOCH: 1628/2000
+Train loss: 0.577148, Val loss: 0.591701
+
 81%|████████▏ | 1629/2000 [17:53:14<4:08:43, 40.23s/it][INFO] EPOCH: 1629/2000
+Train loss: 0.577193, Val loss: 0.589880
+
 82%|████████▏ | 1630/2000 [17:53:54<4:08:07, 40.24s/it][INFO] EPOCH: 1630/2000
+Train loss: 0.577432, Val loss: 0.590888
+
 82%|████████▏ | 1631/2000 [17:54:33<4:05:05, 39.85s/it][INFO] EPOCH: 1631/2000
+Train loss: 0.578041, Val loss: 0.590648
+
 82%|████████▏ | 1632/2000 [17:55:12<4:03:05, 39.63s/it][INFO] EPOCH: 1632/2000
+Train loss: 0.576546, Val loss: 0.595864
+
 82%|████████▏ | 1633/2000 [17:55:53<4:03:38, 39.83s/it][INFO] EPOCH: 1633/2000
+Train loss: 0.577196, Val loss: 0.616980
+
 82%|████████▏ | 1634/2000 [17:56:32<4:01:58, 39.67s/it][INFO] EPOCH: 1634/2000
+Train loss: 0.579702, Val loss: 0.592209
+
 82%|████████▏ | 1635/2000 [17:57:12<4:02:07, 39.80s/it][INFO] EPOCH: 1635/2000
+Train loss: 0.577914, Val loss: 0.592796
+
 82%|████████▏ | 1636/2000 [17:57:52<4:02:00, 39.89s/it][INFO] EPOCH: 1636/2000
+Train loss: 0.577262, Val loss: 0.595393
+
 82%|████████▏ | 1637/2000 [17:58:32<4:01:32, 39.93s/it][INFO] EPOCH: 1637/2000
+Train loss: 0.578933, Val loss: 0.590807
+
 82%|████████▏ | 1638/2000 [17:59:12<4:01:33, 40.04s/it][INFO] EPOCH: 1638/2000
+Train loss: 0.578001, Val loss: 0.587520
+
 82%|████████▏ | 1639/2000 [17:59:52<3:59:40, 39.83s/it][INFO] EPOCH: 1639/2000
+Train loss: 0.576424, Val loss: 0.589847
+
 82%|████████▏ | 1640/2000 [18:00:31<3:57:34, 39.60s/it][INFO] EPOCH: 1640/2000
+Train loss: 0.576562, Val loss: 0.587740
+
 82%|████████▏ | 1641/2000 [18:01:11<3:58:39, 39.89s/it][INFO] EPOCH: 1641/2000
+Train loss: 0.576672, Val loss: 0.590490
+
 82%|████████▏ | 1642/2000 [18:01:50<3:56:31, 39.64s/it][INFO] EPOCH: 1642/2000
+Train loss: 0.576245, Val loss: 0.591586
+
 82%|████████▏ | 1643/2000 [18:02:29<3:53:51, 39.30s/it][INFO] EPOCH: 1643/2000
+Train loss: 0.577737, Val loss: 0.592766
+
 82%|████████▏ | 1644/2000 [18:03:08<3:52:50, 39.24s/it][INFO] EPOCH: 1644/2000
+Train loss: 0.577784, Val loss: 0.590008
+
 82%|████████▏ | 1645/2000 [18:03:48<3:54:13, 39.59s/it][INFO] EPOCH: 1645/2000
+Train loss: 0.575657, Val loss: 0.590076
+
 82%|████████▏ | 1646/2000 [18:04:28<3:53:03, 39.50s/it][INFO] EPOCH: 1646/2000
+Train loss: 0.580581, Val loss: 0.590626
+
 82%|████████▏ | 1647/2000 [18:05:08<3:53:30, 39.69s/it][INFO] EPOCH: 1647/2000
+Train loss: 0.576092, Val loss: 0.605160
+
 82%|████████▏ | 1648/2000 [18:05:48<3:54:02, 39.89s/it][INFO] EPOCH: 1648/2000
+Train loss: 0.576695, Val loss: 0.597643
+
 82%|████████▏ | 1649/2000 [18:06:29<3:54:07, 40.02s/it][INFO] EPOCH: 1649/2000
+Train loss: 0.577754, Val loss: 0.592102
+
 82%|████████▎ | 1650/2000 [18:07:08<3:52:51, 39.92s/it][INFO] EPOCH: 1650/2000
+Train loss: 0.576742, Val loss: 0.589149
+
 83%|████████▎ | 1651/2000 [18:07:49<3:53:05, 40.07s/it][INFO] EPOCH: 1651/2000
+Train loss: 0.575819, Val loss: 0.600967
+
 83%|████████▎ | 1652/2000 [18:08:29<3:52:23, 40.07s/it][INFO] EPOCH: 1652/2000
+Train loss: 0.577902, Val loss: 0.593153
+
 83%|████████▎ | 1653/2000 [18:09:08<3:50:58, 39.94s/it][INFO] EPOCH: 1653/2000
+Train loss: 0.577969, Val loss: 0.593983
+
 83%|████████▎ | 1654/2000 [18:09:47<3:47:45, 39.50s/it][INFO] EPOCH: 1654/2000
+Train loss: 0.576932, Val loss: 0.590110
+
 83%|████████▎ | 1655/2000 [18:10:27<3:48:18, 39.71s/it][INFO] EPOCH: 1655/2000
+Train loss: 0.577496, Val loss: 0.592186
+
 83%|████████▎ | 1656/2000 [18:11:07<3:47:21, 39.65s/it][INFO] EPOCH: 1656/2000
+Train loss: 0.577507, Val loss: 0.586806
+
 83%|████████▎ | 1657/2000 [18:11:47<3:48:02, 39.89s/it][INFO] EPOCH: 1657/2000
+Train loss: 0.578162, Val loss: 0.594008
+
 83%|████████▎ | 1658/2000 [18:12:26<3:46:08, 39.67s/it][INFO] EPOCH: 1658/2000
+Train loss: 0.576820, Val loss: 0.592273
+
 83%|████████▎ | 1659/2000 [18:13:04<3:42:12, 39.10s/it][INFO] EPOCH: 1659/2000
+Train loss: 0.577424, Val loss: 0.598787
+
 83%|████████▎ | 1660/2000 [18:13:43<3:41:08, 39.02s/it][INFO] EPOCH: 1660/2000
+Train loss: 0.578226, Val loss: 0.593346
+
 83%|████████▎ | 1661/2000 [18:14:21<3:38:42, 38.71s/it][INFO] EPOCH: 1661/2000
+Train loss: 0.577642, Val loss: 0.589812
+
 83%|████████▎ | 1662/2000 [18:15:01<3:40:26, 39.13s/it][INFO] EPOCH: 1662/2000
+Train loss: 0.575946, Val loss: 0.588922
+
 83%|████████▎ | 1663/2000 [18:15:41<3:42:01, 39.53s/it][INFO] EPOCH: 1663/2000
+Train loss: 0.578506, Val loss: 0.599809
+
 83%|████████▎ | 1664/2000 [18:16:21<3:41:09, 39.49s/it][INFO] EPOCH: 1664/2000
+Train loss: 0.577358, Val loss: 0.588364
+
 83%|████████▎ | 1665/2000 [18:17:00<3:39:50, 39.38s/it][INFO] EPOCH: 1665/2000
+Train loss: 0.576492, Val loss: 0.589713
+
 83%|████████▎ | 1666/2000 [18:17:40<3:40:16, 39.57s/it][INFO] EPOCH: 1666/2000
+Train loss: 0.578638, Val loss: 0.594866
+
 83%|████████▎ | 1667/2000 [18:18:19<3:39:00, 39.46s/it][INFO] EPOCH: 1667/2000
+Train loss: 0.577307, Val loss: 0.599921
+
 83%|████████▎ | 1668/2000 [18:18:59<3:38:46, 39.54s/it][INFO] EPOCH: 1668/2000
+Train loss: 0.576934, Val loss: 0.591712
+
 83%|████████▎ | 1669/2000 [18:19:37<3:36:21, 39.22s/it][INFO] EPOCH: 1669/2000
+Train loss: 0.576940, Val loss: 0.591234
+
 84%|████████▎ | 1670/2000 [18:20:15<3:33:29, 38.82s/it][INFO] EPOCH: 1670/2000
+Train loss: 0.577228, Val loss: 0.595786
+
 84%|████████▎ | 1671/2000 [18:20:53<3:31:54, 38.64s/it][INFO] EPOCH: 1671/2000
+Train loss: 0.576788, Val loss: 0.590200
+
 84%|████████▎ | 1672/2000 [18:21:33<3:32:04, 38.79s/it][INFO] EPOCH: 1672/2000
+Train loss: 0.577408, Val loss: 0.591730
+
 84%|████████▎ | 1673/2000 [18:22:13<3:33:35, 39.19s/it][INFO] EPOCH: 1673/2000
+Train loss: 0.576428, Val loss: 0.589292
+
 84%|████████▎ | 1674/2000 [18:22:52<3:32:27, 39.10s/it][INFO] EPOCH: 1674/2000
+Train loss: 0.576799, Val loss: 0.594049
+
 84%|████████▍ | 1675/2000 [18:23:30<3:30:17, 38.82s/it][INFO] EPOCH: 1675/2000
+Train loss: 0.577847, Val loss: 0.592786
+
 84%|████████▍ | 1676/2000 [18:24:09<3:29:52, 38.86s/it][INFO] EPOCH: 1676/2000
+Train loss: 0.577497, Val loss: 0.589083
+
 84%|████████▍ | 1677/2000 [18:24:49<3:31:13, 39.24s/it][INFO] EPOCH: 1677/2000
+Train loss: 0.576733, Val loss: 0.590727
+
 84%|████████▍ | 1678/2000 [18:25:29<3:32:31, 39.60s/it][INFO] EPOCH: 1678/2000
+Train loss: 0.578332, Val loss: 0.591847
+
 84%|████████▍ | 1679/2000 [18:26:08<3:30:51, 39.41s/it][INFO] EPOCH: 1679/2000
+Train loss: 0.576899, Val loss: 0.591981
+
 84%|████████▍ | 1680/2000 [18:26:47<3:29:31, 39.29s/it][INFO] EPOCH: 1680/2000
+Train loss: 0.578448, Val loss: 0.590979
+
 84%|████████▍ | 1681/2000 [18:27:27<3:29:58, 39.49s/it][INFO] EPOCH: 1681/2000
+Train loss: 0.577502, Val loss: 0.593665
+
 84%|████████▍ | 1682/2000 [18:28:06<3:28:28, 39.33s/it][INFO] EPOCH: 1682/2000
+Train loss: 0.576776, Val loss: 0.593499
+
 84%|████████▍ | 1683/2000 [18:28:45<3:27:17, 39.24s/it][INFO] EPOCH: 1683/2000
+Train loss: 0.577536, Val loss: 0.593054
+
 84%|████████▍ | 1684/2000 [18:29:25<3:28:00, 39.50s/it][INFO] EPOCH: 1684/2000
+Train loss: 0.578838, Val loss: 0.620512
+
 84%|████████▍ | 1685/2000 [18:30:05<3:26:57, 39.42s/it][INFO] EPOCH: 1685/2000
+Train loss: 0.576936, Val loss: 0.590457
+
 84%|████████▍ | 1686/2000 [18:30:45<3:27:54, 39.73s/it][INFO] EPOCH: 1686/2000
+Train loss: 0.577835, Val loss: 0.589500
+
 84%|████████▍ | 1687/2000 [18:31:25<3:27:27, 39.77s/it][INFO] EPOCH: 1687/2000
+Train loss: 0.579646, Val loss: 0.589200
+
 84%|████████▍ | 1688/2000 [18:32:05<3:27:31, 39.91s/it][INFO] EPOCH: 1688/2000
+Train loss: 0.577124, Val loss: 0.593584
+
 84%|████████▍ | 1689/2000 [18:32:45<3:27:25, 40.02s/it][INFO] EPOCH: 1689/2000
+Train loss: 0.578478, Val loss: 0.588573
+
 84%|████████▍ | 1690/2000 [18:33:24<3:24:57, 39.67s/it][INFO] EPOCH: 1690/2000
+Train loss: 0.576133, Val loss: 0.609512
+
 85%|████████▍ | 1691/2000 [18:34:02<3:21:29, 39.12s/it][INFO] EPOCH: 1691/2000
+Train loss: 0.576552, Val loss: 0.604021
+
 85%|████████▍ | 1692/2000 [18:34:42<3:21:58, 39.35s/it][INFO] EPOCH: 1692/2000
+Train loss: 0.577308, Val loss: 0.587591
+
 85%|████████▍ | 1693/2000 [18:35:21<3:20:53, 39.26s/it][INFO] EPOCH: 1693/2000
+Train loss: 0.578097, Val loss: 0.591165
+
 85%|████████▍ | 1694/2000 [18:36:01<3:21:42, 39.55s/it][INFO] EPOCH: 1694/2000
+Train loss: 0.577176, Val loss: 0.606172
+
 85%|████████▍ | 1695/2000 [18:36:42<3:22:18, 39.80s/it][INFO] EPOCH: 1695/2000
+Train loss: 0.577299, Val loss: 0.635005
+
 85%|████████▍ | 1696/2000 [18:37:21<3:20:53, 39.65s/it][INFO] EPOCH: 1696/2000
+Train loss: 0.577203, Val loss: 0.587277
+
 85%|████████▍ | 1697/2000 [18:38:01<3:21:10, 39.84s/it][INFO] EPOCH: 1697/2000
+Train loss: 0.575283, Val loss: 0.608535
+
 85%|████████▍ | 1698/2000 [18:38:41<3:20:12, 39.78s/it][INFO] EPOCH: 1698/2000
+Train loss: 0.577058, Val loss: 0.605272
+
 85%|████████▍ | 1699/2000 [18:39:19<3:16:35, 39.19s/it][INFO] EPOCH: 1699/2000
+Train loss: 0.578333, Val loss: 0.598968
+
 85%|████████▌ | 1700/2000 [18:39:57<3:14:03, 38.81s/it][INFO] EPOCH: 1700/2000
+Train loss: 0.577137, Val loss: 0.596094
+
 85%|████████▌ | 1701/2000 [18:40:36<3:14:00, 38.93s/it][INFO] EPOCH: 1701/2000
+Train loss: 0.578250, Val loss: 0.588187
+
 85%|████████▌ | 1702/2000 [18:41:15<3:14:20, 39.13s/it][INFO] EPOCH: 1702/2000
+Train loss: 0.577302, Val loss: 0.608808
+
 85%|████████▌ | 1703/2000 [18:41:56<3:15:27, 39.49s/it][INFO] EPOCH: 1703/2000
+Train loss: 0.578987, Val loss: 0.589191
+
 85%|████████▌ | 1704/2000 [18:42:36<3:16:07, 39.76s/it][INFO] EPOCH: 1704/2000
+Train loss: 0.576160, Val loss: 0.593343
+
 85%|████████▌ | 1705/2000 [18:43:15<3:14:21, 39.53s/it][INFO] EPOCH: 1705/2000
+Train loss: 0.577563, Val loss: 0.587843
+
 85%|████████▌ | 1706/2000 [18:43:54<3:13:19, 39.46s/it][INFO] EPOCH: 1706/2000
+Train loss: 0.577041, Val loss: 0.590062
+
 85%|████████▌ | 1707/2000 [18:44:34<3:13:00, 39.52s/it][INFO] EPOCH: 1707/2000
+Train loss: 0.578851, Val loss: 0.596183
+
 85%|████████▌ | 1708/2000 [18:45:14<3:13:30, 39.76s/it][INFO] EPOCH: 1708/2000
+Train loss: 0.577664, Val loss: 0.598104
+
 85%|████████▌ | 1709/2000 [18:45:55<3:13:30, 39.90s/it][INFO] EPOCH: 1709/2000
+Train loss: 0.577155, Val loss: 0.587747
+
 86%|████████▌ | 1710/2000 [18:46:35<3:13:41, 40.07s/it][INFO] EPOCH: 1710/2000
+Train loss: 0.577209, Val loss: 0.597184
+
 86%|████████▌ | 1711/2000 [18:47:16<3:13:43, 40.22s/it][INFO] EPOCH: 1711/2000
+Train loss: 0.576851, Val loss: 0.594490
+
 86%|████████▌ | 1712/2000 [18:47:55<3:11:25, 39.88s/it][INFO] EPOCH: 1712/2000
+Train loss: 0.578190, Val loss: 0.592816
+
 86%|████████▌ | 1713/2000 [18:48:35<3:11:09, 39.96s/it][INFO] EPOCH: 1713/2000
+Train loss: 0.577358, Val loss: 0.594877
+
 86%|████████▌ | 1714/2000 [18:49:14<3:09:07, 39.68s/it][INFO] EPOCH: 1714/2000
+Train loss: 0.576832, Val loss: 0.589198
+
 86%|████████▌ | 1715/2000 [18:49:52<3:05:59, 39.16s/it][INFO] EPOCH: 1715/2000
+Train loss: 0.578915, Val loss: 0.594661
+
 86%|████████▌ | 1716/2000 [18:50:31<3:05:22, 39.16s/it][INFO] EPOCH: 1716/2000
+Train loss: 0.578083, Val loss: 0.598475
+
 86%|████████▌ | 1717/2000 [18:51:11<3:06:14, 39.49s/it][INFO] EPOCH: 1717/2000
+Train loss: 0.578644, Val loss: 0.589670
+
 86%|████████▌ | 1718/2000 [18:51:52<3:06:51, 39.76s/it][INFO] EPOCH: 1718/2000
+Train loss: 0.577606, Val loss: 0.601282
+
 86%|████████▌ | 1719/2000 [18:52:32<3:07:14, 39.98s/it][INFO] EPOCH: 1719/2000
+Train loss: 0.577429, Val loss: 0.589667
+
 86%|████████▌ | 1720/2000 [18:53:12<3:06:36, 39.99s/it][INFO] EPOCH: 1720/2000
+Train loss: 0.577394, Val loss: 0.592428
+
 86%|████████▌ | 1721/2000 [18:53:51<3:04:48, 39.74s/it][INFO] EPOCH: 1721/2000
+Train loss: 0.577249, Val loss: 0.607572
+
 86%|████████▌ | 1722/2000 [18:54:31<3:04:17, 39.78s/it][INFO] EPOCH: 1722/2000
+Train loss: 0.577574, Val loss: 0.590762
+
 86%|████████▌ | 1723/2000 [18:55:11<3:04:03, 39.87s/it][INFO] EPOCH: 1723/2000
+Train loss: 0.576557, Val loss: 0.592197
+
 86%|████████▌ | 1724/2000 [18:55:52<3:04:24, 40.09s/it][INFO] EPOCH: 1724/2000
+Train loss: 0.578465, Val loss: 0.595117
+
 86%|████████▋ | 1725/2000 [18:56:31<3:02:11, 39.75s/it][INFO] EPOCH: 1725/2000
+Train loss: 0.576904, Val loss: 0.589571
+
 86%|████████▋ | 1726/2000 [18:57:10<3:00:26, 39.51s/it][INFO] EPOCH: 1726/2000
+Train loss: 0.577537, Val loss: 0.595998
+
 86%|████████▋ | 1727/2000 [18:57:50<3:00:48, 39.74s/it][INFO] EPOCH: 1727/2000
+Train loss: 0.576886, Val loss: 0.588776
+
 86%|████████▋ | 1728/2000 [18:58:30<3:00:38, 39.85s/it][INFO] EPOCH: 1728/2000
+Train loss: 0.576759, Val loss: 0.588723
+
 86%|████████▋ | 1729/2000 [18:59:10<3:00:43, 40.01s/it][INFO] EPOCH: 1729/2000
+Train loss: 0.579930, Val loss: 0.590407
+
 86%|████████▋ | 1730/2000 [18:59:51<3:00:42, 40.16s/it][INFO] EPOCH: 1730/2000
+Train loss: 0.577874, Val loss: 0.595876
+
 87%|████████▋ | 1731/2000 [19:00:31<2:59:59, 40.15s/it][INFO] EPOCH: 1731/2000
+Train loss: 0.578297, Val loss: 0.605400
+
 87%|████████▋ | 1732/2000 [19:01:11<2:59:27, 40.18s/it][INFO] EPOCH: 1732/2000
+Train loss: 0.576135, Val loss: 0.586291
+
 87%|████████▋ | 1733/2000 [19:01:51<2:57:50, 39.97s/it][INFO] EPOCH: 1733/2000
+Train loss: 0.577616, Val loss: 0.588935
+
 87%|████████▋ | 1734/2000 [19:02:30<2:55:54, 39.68s/it][INFO] EPOCH: 1734/2000
+Train loss: 0.576891, Val loss: 0.604574
+
 87%|████████▋ | 1735/2000 [19:03:08<2:53:04, 39.19s/it][INFO] EPOCH: 1735/2000
+Train loss: 0.576501, Val loss: 0.589829
+
 87%|████████▋ | 1736/2000 [19:03:46<2:51:26, 38.96s/it][INFO] EPOCH: 1736/2000
+Train loss: 0.577310, Val loss: 0.592403
+
 87%|████████▋ | 1737/2000 [19:04:26<2:51:44, 39.18s/it][INFO] EPOCH: 1737/2000
+Train loss: 0.578406, Val loss: 0.593432
+
 87%|████████▋ | 1738/2000 [19:05:06<2:52:23, 39.48s/it][INFO] EPOCH: 1738/2000
+Train loss: 0.576891, Val loss: 0.590598
+
 87%|████████▋ | 1739/2000 [19:05:46<2:52:37, 39.69s/it][INFO] EPOCH: 1739/2000
+Train loss: 0.576324, Val loss: 0.596734
+
 87%|████████▋ | 1740/2000 [19:06:26<2:52:30, 39.81s/it][INFO] EPOCH: 1740/2000
+Train loss: 0.576835, Val loss: 0.587731
+
 87%|████████▋ | 1741/2000 [19:07:06<2:50:59, 39.61s/it][INFO] EPOCH: 1741/2000
+Train loss: 0.577083, Val loss: 0.588789
+
 87%|████████▋ | 1742/2000 [19:07:45<2:49:24, 39.40s/it][INFO] EPOCH: 1742/2000
+Train loss: 0.577743, Val loss: 0.612709
+
 87%|████████▋ | 1743/2000 [19:08:24<2:48:18, 39.29s/it][INFO] EPOCH: 1743/2000
+Train loss: 0.577149, Val loss: 0.590303
+
 87%|████████▋ | 1744/2000 [19:09:01<2:45:35, 38.81s/it][INFO] EPOCH: 1744/2000
+Train loss: 0.577728, Val loss: 0.588877
+
 87%|████████▋ | 1745/2000 [19:09:40<2:44:25, 38.69s/it][INFO] EPOCH: 1745/2000
+Train loss: 0.577663, Val loss: 0.609550
+
 87%|████████▋ | 1746/2000 [19:10:18<2:43:32, 38.63s/it][INFO] EPOCH: 1746/2000
+Train loss: 0.576130, Val loss: 0.600258
+
 87%|████████▋ | 1747/2000 [19:10:58<2:44:58, 39.13s/it][INFO] EPOCH: 1747/2000
+Train loss: 0.580376, Val loss: 0.589169
+
 87%|████████▋ | 1748/2000 [19:11:39<2:45:34, 39.42s/it][INFO] EPOCH: 1748/2000
+Train loss: 0.578730, Val loss: 0.591048
+
 87%|████████▋ | 1749/2000 [19:12:19<2:45:39, 39.60s/it][INFO] EPOCH: 1749/2000
+Train loss: 0.578566, Val loss: 0.595832
+
 88%|████████▊ | 1750/2000 [19:12:57<2:44:11, 39.40s/it][INFO] EPOCH: 1750/2000
+Train loss: 0.576765, Val loss: 0.593996
+
 88%|████████▊ | 1751/2000 [19:13:37<2:43:02, 39.29s/it][INFO] EPOCH: 1751/2000
+Train loss: 0.577165, Val loss: 0.598284
+
 88%|████████▊ | 1752/2000 [19:14:17<2:43:24, 39.54s/it][INFO] EPOCH: 1752/2000
+Train loss: 0.576752, Val loss: 0.592215
+
 88%|████████▊ | 1753/2000 [19:14:57<2:43:42, 39.77s/it][INFO] EPOCH: 1753/2000
+Train loss: 0.577475, Val loss: 0.595194
+
 88%|████████▊ | 1754/2000 [19:15:37<2:43:26, 39.86s/it][INFO] EPOCH: 1754/2000
+Train loss: 0.577837, Val loss: 0.609652
+
 88%|████████▊ | 1755/2000 [19:16:19<2:45:17, 40.48s/it][INFO] EPOCH: 1755/2000
+Train loss: 0.576560, Val loss: 0.593761
+
 88%|████████▊ | 1756/2000 [19:16:57<2:41:24, 39.69s/it][INFO] EPOCH: 1756/2000
+Train loss: 0.576951, Val loss: 0.592219
+
 88%|████████▊ | 1757/2000 [19:17:36<2:40:02, 39.52s/it][INFO] EPOCH: 1757/2000
+Train loss: 0.576942, Val loss: 0.589923
+
 88%|████████▊ | 1758/2000 [19:18:15<2:38:48, 39.37s/it][INFO] EPOCH: 1758/2000
+Train loss: 0.578962, Val loss: 0.598807
+
 88%|████████▊ | 1759/2000 [19:18:55<2:39:02, 39.59s/it][INFO] EPOCH: 1759/2000
+Train loss: 0.577070, Val loss: 0.586437
+
 88%|████████▊ | 1760/2000 [19:19:35<2:38:53, 39.72s/it][INFO] EPOCH: 1760/2000
+Train loss: 0.577174, Val loss: 0.589503
+
 88%|████████▊ | 1761/2000 [19:20:14<2:37:46, 39.61s/it][INFO] EPOCH: 1761/2000
+Train loss: 0.578002, Val loss: 0.592936
+
 88%|████████▊ | 1762/2000 [19:20:53<2:36:15, 39.39s/it][INFO] EPOCH: 1762/2000
+Train loss: 0.576752, Val loss: 0.607652
+
 88%|████████▊ | 1763/2000 [19:21:33<2:36:27, 39.61s/it][INFO] EPOCH: 1763/2000
+Train loss: 0.577101, Val loss: 0.586072
+
 88%|████████▊ | 1764/2000 [19:22:13<2:35:57, 39.65s/it][INFO] EPOCH: 1764/2000
+Train loss: 0.577433, Val loss: 0.589454
+
 88%|████████▊ | 1765/2000 [19:22:53<2:35:49, 39.79s/it][INFO] EPOCH: 1765/2000
+Train loss: 0.576831, Val loss: 0.609914
+
 88%|████████▊ | 1766/2000 [19:23:33<2:35:12, 39.80s/it][INFO] EPOCH: 1766/2000
+Train loss: 0.577648, Val loss: 0.614997
+
 88%|████████▊ | 1767/2000 [19:24:13<2:34:53, 39.89s/it][INFO] EPOCH: 1767/2000
+Train loss: 0.577128, Val loss: 0.591863
+
 88%|████████▊ | 1768/2000 [19:24:52<2:33:25, 39.68s/it][INFO] EPOCH: 1768/2000
+Train loss: 0.578850, Val loss: 0.588027
+
 88%|████████▊ | 1769/2000 [19:25:32<2:33:03, 39.75s/it][INFO] EPOCH: 1769/2000
+Train loss: 0.576085, Val loss: 0.591479
+
 88%|████████▊ | 1770/2000 [19:26:12<2:32:37, 39.81s/it][INFO] EPOCH: 1770/2000
+Train loss: 0.577006, Val loss: 0.587475
+
 89%|████████▊ | 1771/2000 [19:26:51<2:31:03, 39.58s/it][INFO] EPOCH: 1771/2000
+Train loss: 0.579225, Val loss: 0.593045
+
 89%|████████▊ | 1772/2000 [19:27:30<2:29:51, 39.44s/it][INFO] EPOCH: 1772/2000
+Train loss: 0.578037, Val loss: 0.603068
+
 89%|████████▊ | 1773/2000 [19:28:10<2:29:56, 39.63s/it][INFO] EPOCH: 1773/2000
+Train loss: 0.576512, Val loss: 0.590429
+
 89%|████████▊ | 1774/2000 [19:28:51<2:29:47, 39.77s/it][INFO] EPOCH: 1774/2000
+Train loss: 0.577492, Val loss: 0.593202
+
 89%|████████▉ | 1775/2000 [19:29:31<2:29:36, 39.90s/it][INFO] EPOCH: 1775/2000
+Train loss: 0.577883, Val loss: 0.594609
+
 89%|████████▉ | 1776/2000 [19:30:09<2:27:09, 39.42s/it][INFO] EPOCH: 1776/2000
+Train loss: 0.577996, Val loss: 0.592540
+
 89%|████████▉ | 1777/2000 [19:30:48<2:26:17, 39.36s/it][INFO] EPOCH: 1777/2000
+Train loss: 0.577686, Val loss: 0.595110
+
 89%|████████▉ | 1778/2000 [19:31:28<2:26:01, 39.47s/it][INFO] EPOCH: 1778/2000
+Train loss: 0.577623, Val loss: 0.586734
+
 89%|████████▉ | 1779/2000 [19:32:06<2:23:40, 39.01s/it][INFO] EPOCH: 1779/2000
+Train loss: 0.577844, Val loss: 0.592573
+
 89%|████████▉ | 1780/2000 [19:32:45<2:22:57, 38.99s/it][INFO] EPOCH: 1780/2000
+Train loss: 0.577254, Val loss: 0.591925
+
 89%|████████▉ | 1781/2000 [19:33:25<2:23:35, 39.34s/it][INFO] EPOCH: 1781/2000
+Train loss: 0.577395, Val loss: 0.588860
+
 89%|████████▉ | 1782/2000 [19:34:05<2:23:46, 39.57s/it][INFO] EPOCH: 1782/2000
+Train loss: 0.577221, Val loss: 0.608814
+
 89%|████████▉ | 1783/2000 [19:34:44<2:22:35, 39.42s/it][INFO] EPOCH: 1783/2000
+Train loss: 0.579010, Val loss: 0.587882
+
 89%|████████▉ | 1784/2000 [19:35:23<2:21:36, 39.34s/it][INFO] EPOCH: 1784/2000
+Train loss: 0.576685, Val loss: 0.602455
+
 89%|████████▉ | 1785/2000 [19:36:03<2:21:43, 39.55s/it][INFO] EPOCH: 1785/2000
+Train loss: 0.576008, Val loss: 0.592204
+
 89%|████████▉ | 1786/2000 [19:36:44<2:21:49, 39.76s/it][INFO] EPOCH: 1786/2000
+Train loss: 0.576714, Val loss: 0.606454
+
 89%|████████▉ | 1787/2000 [19:37:24<2:21:39, 39.90s/it][INFO] EPOCH: 1787/2000
+Train loss: 0.577947, Val loss: 0.589870
+
 89%|████████▉ | 1788/2000 [19:38:04<2:21:13, 39.97s/it][INFO] EPOCH: 1788/2000
+Train loss: 0.577278, Val loss: 0.588857
+
 89%|████████▉ | 1789/2000 [19:38:44<2:20:55, 40.07s/it][INFO] EPOCH: 1789/2000
+Train loss: 0.576634, Val loss: 0.588191
+
 90%|████████▉ | 1790/2000 [19:39:25<2:20:20, 40.10s/it][INFO] EPOCH: 1790/2000
+Train loss: 0.576859, Val loss: 0.588522
+
 90%|████████▉ | 1791/2000 [19:40:04<2:19:02, 39.91s/it][INFO] EPOCH: 1791/2000
+Train loss: 0.577497, Val loss: 0.593067
+
 90%|████████▉ | 1792/2000 [19:40:43<2:17:21, 39.62s/it][INFO] EPOCH: 1792/2000
+Train loss: 0.580312, Val loss: 0.593187
+
 90%|████████▉ | 1793/2000 [19:41:21<2:15:15, 39.21s/it][INFO] EPOCH: 1793/2000
+Train loss: 0.575688, Val loss: 0.591229
+
 90%|████████▉ | 1794/2000 [19:42:00<2:14:37, 39.21s/it][INFO] EPOCH: 1794/2000
+Train loss: 0.577777, Val loss: 0.595525
+
 90%|████████▉ | 1795/2000 [19:42:40<2:14:51, 39.47s/it][INFO] EPOCH: 1795/2000
+Train loss: 0.577191, Val loss: 0.609094
+
 90%|████████▉ | 1796/2000 [19:43:21<2:14:49, 39.65s/it][INFO] EPOCH: 1796/2000
+Train loss: 0.577602, Val loss: 0.590546
+
 90%|████████▉ | 1797/2000 [19:44:00<2:14:21, 39.71s/it][INFO] EPOCH: 1797/2000
+Train loss: 0.577763, Val loss: 0.603496
+
 90%|████████▉ | 1798/2000 [19:44:40<2:13:19, 39.60s/it][INFO] EPOCH: 1798/2000
+Train loss: 0.577511, Val loss: 0.595985
+
 90%|████████▉ | 1799/2000 [19:45:20<2:13:08, 39.74s/it][INFO] EPOCH: 1799/2000
+Train loss: 0.577354, Val loss: 0.591035
+
 90%|█████████ | 1800/2000 [19:46:00<2:12:45, 39.83s/it][INFO] EPOCH: 1800/2000
+Train loss: 0.576256, Val loss: 0.611243
+
 90%|█████████ | 1801/2000 [19:46:40<2:12:13, 39.87s/it][INFO] EPOCH: 1801/2000
+Train loss: 0.576821, Val loss: 0.604401
+
 90%|█████████ | 1802/2000 [19:47:20<2:11:40, 39.90s/it][INFO] EPOCH: 1802/2000
+Train loss: 0.578271, Val loss: 0.596213
+
 90%|█████████ | 1803/2000 [19:48:00<2:11:16, 39.98s/it][INFO] EPOCH: 1803/2000
+Train loss: 0.576890, Val loss: 0.606498
+
 90%|█████████ | 1804/2000 [19:48:40<2:10:50, 40.06s/it][INFO] EPOCH: 1804/2000
+Train loss: 0.577845, Val loss: 0.596678
+
 90%|█████████ | 1805/2000 [19:49:20<2:10:14, 40.07s/it][INFO] EPOCH: 1805/2000
+Train loss: 0.577601, Val loss: 0.588974
+
 90%|█████████ | 1806/2000 [19:50:00<2:09:38, 40.09s/it][INFO] EPOCH: 1806/2000
+Train loss: 0.578295, Val loss: 0.605612
+
 90%|█████████ | 1807/2000 [19:50:41<2:09:03, 40.12s/it][INFO] EPOCH: 1807/2000
+Train loss: 0.576620, Val loss: 0.595314
+
 90%|█████████ | 1808/2000 [19:51:20<2:07:18, 39.78s/it][INFO] EPOCH: 1808/2000
+Train loss: 0.577158, Val loss: 0.591439
+
 90%|█████████ | 1809/2000 [19:51:58<2:05:41, 39.49s/it][INFO] EPOCH: 1809/2000
+Train loss: 0.577392, Val loss: 0.590281
+
 90%|█████████ | 1810/2000 [19:52:38<2:05:31, 39.64s/it][INFO] EPOCH: 1810/2000
+Train loss: 0.577833, Val loss: 0.591725
+
 91%|█████████ | 1811/2000 [19:53:19<2:05:20, 39.79s/it][INFO] EPOCH: 1811/2000
+Train loss: 0.577373, Val loss: 0.590085
+
 91%|█████████ | 1812/2000 [19:53:59<2:04:55, 39.87s/it][INFO] EPOCH: 1812/2000
+Train loss: 0.576116, Val loss: 0.596304
+
 91%|█████████ | 1813/2000 [19:54:39<2:04:27, 39.93s/it][INFO] EPOCH: 1813/2000
+Train loss: 0.577531, Val loss: 0.591363
+
 91%|█████████ | 1814/2000 [19:55:19<2:04:01, 40.01s/it][INFO] EPOCH: 1814/2000
+Train loss: 0.576859, Val loss: 0.594349
+
 91%|█████████ | 1815/2000 [19:55:59<2:03:02, 39.90s/it][INFO] EPOCH: 1815/2000
+Train loss: 0.577191, Val loss: 0.588374
+
 91%|█████████ | 1816/2000 [19:56:39<2:02:31, 39.95s/it][INFO] EPOCH: 1816/2000
+Train loss: 0.578179, Val loss: 0.590888
+
 91%|█████████ | 1817/2000 [19:57:19<2:01:50, 39.95s/it][INFO] EPOCH: 1817/2000
+Train loss: 0.577367, Val loss: 0.590713
+
 91%|█████████ | 1818/2000 [19:57:59<2:01:18, 39.99s/it][INFO] EPOCH: 1818/2000
+Train loss: 0.577080, Val loss: 0.591677
+
 91%|█████████ | 1819/2000 [19:58:39<2:00:37, 39.99s/it][INFO] EPOCH: 1819/2000
+Train loss: 0.578726, Val loss: 0.592581
+
 91%|█████████ | 1820/2000 [19:59:18<1:59:16, 39.76s/it][INFO] EPOCH: 1820/2000
+Train loss: 0.576473, Val loss: 0.603255
+
 91%|█████████ | 1821/2000 [19:59:58<1:59:03, 39.91s/it][INFO] EPOCH: 1821/2000
+Train loss: 0.578124, Val loss: 0.588450
+
 91%|█████████ | 1822/2000 [20:00:37<1:57:29, 39.60s/it][INFO] EPOCH: 1822/2000
+Train loss: 0.577186, Val loss: 0.589703
+
 91%|█████████ | 1823/2000 [20:01:16<1:56:21, 39.44s/it][INFO] EPOCH: 1823/2000
+Train loss: 0.576761, Val loss: 0.591980
+
 91%|█████████ | 1824/2000 [20:01:56<1:56:10, 39.60s/it][INFO] EPOCH: 1824/2000
+Train loss: 0.578694, Val loss: 0.591898
+
 91%|█████████▏| 1825/2000 [20:02:36<1:55:51, 39.72s/it][INFO] EPOCH: 1825/2000
+Train loss: 0.576970, Val loss: 0.591723
+
 91%|█████████▏| 1826/2000 [20:03:16<1:55:34, 39.85s/it][INFO] EPOCH: 1826/2000
+Train loss: 0.576890, Val loss: 0.590659
+
 91%|█████████▏| 1827/2000 [20:03:56<1:55:02, 39.90s/it][INFO] EPOCH: 1827/2000
+Train loss: 0.576804, Val loss: 0.611803
+
 91%|█████████▏| 1828/2000 [20:04:36<1:54:36, 39.98s/it][INFO] EPOCH: 1828/2000
+Train loss: 0.577968, Val loss: 0.593449
+
 91%|█████████▏| 1829/2000 [20:05:16<1:53:52, 39.96s/it][INFO] EPOCH: 1829/2000
+Train loss: 0.577261, Val loss: 0.592590
+
 92%|█████████▏| 1830/2000 [20:05:56<1:53:13, 39.96s/it][INFO] EPOCH: 1830/2000
+Train loss: 0.577665, Val loss: 0.591958
+
 92%|█████████▏| 1831/2000 [20:06:36<1:52:40, 40.00s/it][INFO] EPOCH: 1831/2000
+Train loss: 0.578650, Val loss: 0.599885
+
 92%|█████████▏| 1832/2000 [20:07:16<1:52:07, 40.04s/it][INFO] EPOCH: 1832/2000
+Train loss: 0.577667, Val loss: 0.612242
+
 92%|█████████▏| 1833/2000 [20:07:57<1:51:27, 40.04s/it][INFO] EPOCH: 1833/2000
+Train loss: 0.576760, Val loss: 0.593606
+
 92%|█████████▏| 1834/2000 [20:08:36<1:50:17, 39.86s/it][INFO] EPOCH: 1834/2000
+Train loss: 0.578076, Val loss: 0.588713
+
 92%|█████████▏| 1835/2000 [20:09:14<1:48:20, 39.39s/it][INFO] EPOCH: 1835/2000
+Train loss: 0.578898, Val loss: 0.591498
+
 92%|█████████▏| 1836/2000 [20:09:54<1:48:15, 39.61s/it][INFO] EPOCH: 1836/2000
+Train loss: 0.576328, Val loss: 0.589831
+
 92%|█████████▏| 1837/2000 [20:10:35<1:48:07, 39.80s/it][INFO] EPOCH: 1837/2000
+Train loss: 0.578230, Val loss: 0.596728
+
 92%|█████████▏| 1838/2000 [20:11:15<1:47:47, 39.92s/it][INFO] EPOCH: 1838/2000
+Train loss: 0.576893, Val loss: 0.598435
+
 92%|█████████▏| 1839/2000 [20:11:55<1:47:09, 39.93s/it][INFO] EPOCH: 1839/2000
+Train loss: 0.577307, Val loss: 0.589353
+
 92%|█████████▏| 1840/2000 [20:12:35<1:46:48, 40.06s/it][INFO] EPOCH: 1840/2000
+Train loss: 0.577285, Val loss: 0.593059
+
 92%|█████████▏| 1841/2000 [20:13:14<1:45:31, 39.82s/it][INFO] EPOCH: 1841/2000
+Train loss: 0.576863, Val loss: 0.591068
+
 92%|█████████▏| 1842/2000 [20:13:55<1:45:06, 39.92s/it][INFO] EPOCH: 1842/2000
+Train loss: 0.577997, Val loss: 0.594042
+
 92%|█████████▏| 1843/2000 [20:14:35<1:44:38, 39.99s/it][INFO] EPOCH: 1843/2000
+Train loss: 0.576928, Val loss: 0.596986
+
 92%|█████████▏| 1844/2000 [20:15:15<1:44:03, 40.02s/it][INFO] EPOCH: 1844/2000
+Train loss: 0.577339, Val loss: 0.591171
+
 92%|█████████▏| 1845/2000 [20:15:55<1:43:26, 40.04s/it][INFO] EPOCH: 1845/2000
+Train loss: 0.576997, Val loss: 0.587249
+
 92%|█████████▏| 1846/2000 [20:16:35<1:42:51, 40.07s/it][INFO] EPOCH: 1846/2000
+Train loss: 0.577992, Val loss: 0.600655
+
 92%|█████████▏| 1847/2000 [20:17:15<1:42:07, 40.05s/it][INFO] EPOCH: 1847/2000
+Train loss: 0.577024, Val loss: 0.595600
+
 92%|█████████▏| 1848/2000 [20:17:55<1:41:27, 40.05s/it][INFO] EPOCH: 1848/2000
+Train loss: 0.579476, Val loss: 0.591838
+
 92%|█████████▏| 1849/2000 [20:18:35<1:40:56, 40.11s/it][INFO] EPOCH: 1849/2000
+Train loss: 0.576494, Val loss: 0.587067
+
 92%|█████████▎| 1850/2000 [20:19:15<1:40:13, 40.09s/it][INFO] EPOCH: 1850/2000
+Train loss: 0.576308, Val loss: 0.598726
+
 93%|█████████▎| 1851/2000 [20:19:55<1:39:32, 40.08s/it][INFO] EPOCH: 1851/2000
+Train loss: 0.577959, Val loss: 0.592037
+
 93%|█████████▎| 1852/2000 [20:20:36<1:39:05, 40.17s/it][INFO] EPOCH: 1852/2000
+Train loss: 0.577547, Val loss: 0.587332
+
 93%|█████████▎| 1853/2000 [20:21:16<1:38:28, 40.20s/it][INFO] EPOCH: 1853/2000
+Train loss: 0.577355, Val loss: 0.587769
+
 93%|█████████▎| 1854/2000 [20:21:56<1:37:46, 40.18s/it][INFO] EPOCH: 1854/2000
+Train loss: 0.576478, Val loss: 0.593412
+
 93%|█████████▎| 1855/2000 [20:22:35<1:36:25, 39.90s/it][INFO] EPOCH: 1855/2000
+Train loss: 0.576956, Val loss: 0.595756
+
 93%|█████████▎| 1856/2000 [20:23:16<1:35:53, 39.96s/it][INFO] EPOCH: 1856/2000
+Train loss: 0.577869, Val loss: 0.631051
+
 93%|█████████▎| 1857/2000 [20:23:56<1:35:18, 39.99s/it][INFO] EPOCH: 1857/2000
+Train loss: 0.577625, Val loss: 0.588715
+
 93%|█████████▎| 1858/2000 [20:24:36<1:34:41, 40.01s/it][INFO] EPOCH: 1858/2000
+Train loss: 0.577318, Val loss: 0.592560
+
 93%|█████████▎| 1859/2000 [20:25:16<1:34:15, 40.11s/it][INFO] EPOCH: 1859/2000
+Train loss: 0.578125, Val loss: 0.591881
+
 93%|█████████▎| 1860/2000 [20:25:56<1:33:37, 40.12s/it][INFO] EPOCH: 1860/2000
+Train loss: 0.579434, Val loss: 0.589342
+
 93%|█████████▎| 1861/2000 [20:26:36<1:32:50, 40.08s/it][INFO] EPOCH: 1861/2000
+Train loss: 0.576365, Val loss: 0.604771
+
 93%|█████████▎| 1862/2000 [20:27:16<1:32:15, 40.11s/it][INFO] EPOCH: 1862/2000
+Train loss: 0.578008, Val loss: 0.596850
+
 93%|█████████▎| 1863/2000 [20:27:55<1:30:48, 39.77s/it][INFO] EPOCH: 1863/2000
+Train loss: 0.576931, Val loss: 0.589311
+
 93%|█████████▎| 1864/2000 [20:28:34<1:29:28, 39.47s/it][INFO] EPOCH: 1864/2000
+Train loss: 0.577463, Val loss: 0.597497
+
 93%|█████████▎| 1865/2000 [20:29:14<1:29:15, 39.67s/it][INFO] EPOCH: 1865/2000
+Train loss: 0.577437, Val loss: 0.599400
+
 93%|█████████▎| 1866/2000 [20:29:54<1:28:52, 39.79s/it][INFO] EPOCH: 1866/2000
+Train loss: 0.577266, Val loss: 0.588928
+
 93%|█████████▎| 1867/2000 [20:30:34<1:28:29, 39.92s/it][INFO] EPOCH: 1867/2000
+Train loss: 0.577668, Val loss: 0.591597
+
 93%|█████████▎| 1868/2000 [20:31:15<1:27:56, 39.97s/it][INFO] EPOCH: 1868/2000
+Train loss: 0.576854, Val loss: 0.594082
+
 93%|█████████▎| 1869/2000 [20:31:55<1:27:28, 40.06s/it][INFO] EPOCH: 1869/2000
+Train loss: 0.578032, Val loss: 0.589561
+
 94%|█████████▎| 1870/2000 [20:32:34<1:26:09, 39.76s/it][INFO] EPOCH: 1870/2000
+Train loss: 0.576709, Val loss: 0.589263
+
 94%|█████████▎| 1871/2000 [20:33:13<1:25:09, 39.61s/it][INFO] EPOCH: 1871/2000
+Train loss: 0.577242, Val loss: 0.597922
+
 94%|█████████▎| 1872/2000 [20:33:53<1:24:53, 39.79s/it][INFO] EPOCH: 1872/2000
+Train loss: 0.578096, Val loss: 0.598865
+
 94%|█████████▎| 1873/2000 [20:34:34<1:24:28, 39.91s/it][INFO] EPOCH: 1873/2000
+Train loss: 0.576941, Val loss: 0.598163
+
 94%|█████████▎| 1874/2000 [20:35:13<1:23:42, 39.86s/it][INFO] EPOCH: 1874/2000
+Train loss: 0.577900, Val loss: 0.595562
+
 94%|█████████▍| 1875/2000 [20:35:54<1:23:22, 40.02s/it][INFO] EPOCH: 1875/2000
+Train loss: 0.578262, Val loss: 0.593590
+
 94%|█████████▍| 1876/2000 [20:36:33<1:22:19, 39.83s/it][INFO] EPOCH: 1876/2000
+Train loss: 0.576500, Val loss: 0.610011
+
 94%|█████████▍| 1877/2000 [20:37:11<1:20:41, 39.37s/it][INFO] EPOCH: 1877/2000
+Train loss: 0.577536, Val loss: 0.592063
+
 94%|█████████▍| 1878/2000 [20:37:50<1:19:28, 39.09s/it][INFO] EPOCH: 1878/2000
+Train loss: 0.576762, Val loss: 0.595329
+
 94%|█████████▍| 1879/2000 [20:38:29<1:18:46, 39.06s/it][INFO] EPOCH: 1879/2000
+Train loss: 0.576542, Val loss: 0.620263
+
 94%|█████████▍| 1880/2000 [20:39:09<1:18:41, 39.35s/it][INFO] EPOCH: 1880/2000
+Train loss: 0.576886, Val loss: 0.593788
+
 94%|█████████▍| 1881/2000 [20:39:49<1:18:33, 39.61s/it][INFO] EPOCH: 1881/2000
+Train loss: 0.577655, Val loss: 0.590797
+
 94%|█████████▍| 1882/2000 [20:40:28<1:17:41, 39.51s/it][INFO] EPOCH: 1882/2000
+Train loss: 0.577782, Val loss: 0.591061
+
 94%|█████████▍| 1883/2000 [20:41:08<1:17:11, 39.58s/it][INFO] EPOCH: 1883/2000
+Train loss: 0.577795, Val loss: 0.592036
+
 94%|█████████▍| 1884/2000 [20:41:48<1:16:52, 39.76s/it][INFO] EPOCH: 1884/2000
+Train loss: 0.577245, Val loss: 0.590389
+
 94%|█████████▍| 1885/2000 [20:42:28<1:16:17, 39.80s/it][INFO] EPOCH: 1885/2000
+Train loss: 0.576776, Val loss: 0.595440
+
 94%|█████████▍| 1886/2000 [20:43:07<1:15:09, 39.56s/it][INFO] EPOCH: 1886/2000
+Train loss: 0.576365, Val loss: 0.591903
+
 94%|█████████▍| 1887/2000 [20:43:46<1:14:14, 39.42s/it][INFO] EPOCH: 1887/2000
+Train loss: 0.576936, Val loss: 0.592105
+
 94%|█████████▍| 1888/2000 [20:44:26<1:13:59, 39.63s/it][INFO] EPOCH: 1888/2000
+Train loss: 0.576810, Val loss: 0.589300
+
 94%|█████████▍| 1889/2000 [20:45:07<1:13:37, 39.80s/it][INFO] EPOCH: 1889/2000
+Train loss: 0.579382, Val loss: 0.595377
+
 94%|█████████▍| 1890/2000 [20:45:47<1:13:06, 39.88s/it][INFO] EPOCH: 1890/2000
+Train loss: 0.578056, Val loss: 0.599691
+
 95%|█████████▍| 1891/2000 [20:46:27<1:12:32, 39.93s/it][INFO] EPOCH: 1891/2000
+Train loss: 0.576547, Val loss: 0.601666
+
 95%|█████████▍| 1892/2000 [20:47:07<1:12:02, 40.03s/it][INFO] EPOCH: 1892/2000
+Train loss: 0.576536, Val loss: 0.593049
+
 95%|█████████▍| 1893/2000 [20:47:47<1:11:27, 40.07s/it][INFO] EPOCH: 1893/2000
+Train loss: 0.576874, Val loss: 0.600805
+
 95%|█████████▍| 1894/2000 [20:48:27<1:10:53, 40.12s/it][INFO] EPOCH: 1894/2000
+Train loss: 0.576346, Val loss: 0.590619
+
 95%|█████████▍| 1895/2000 [20:49:07<1:09:43, 39.84s/it][INFO] EPOCH: 1895/2000
+Train loss: 0.578470, Val loss: 0.590678
+
 95%|█████████▍| 1896/2000 [20:49:46<1:08:51, 39.73s/it][INFO] EPOCH: 1896/2000
+Train loss: 0.576121, Val loss: 0.594237
+
 95%|█████████▍| 1897/2000 [20:50:26<1:08:22, 39.83s/it][INFO] EPOCH: 1897/2000
+Train loss: 0.578462, Val loss: 0.597807
+
 95%|█████████▍| 1898/2000 [20:51:06<1:07:36, 39.77s/it][INFO] EPOCH: 1898/2000
+Train loss: 0.577951, Val loss: 0.591041
+
 95%|█████████▍| 1899/2000 [20:51:46<1:07:05, 39.86s/it][INFO] EPOCH: 1899/2000
+Train loss: 0.577543, Val loss: 0.595880
+
 95%|█████████▌| 1900/2000 [20:52:25<1:06:20, 39.80s/it][INFO] EPOCH: 1900/2000
+Train loss: 0.577693, Val loss: 0.587878
+
 95%|█████████▌| 1901/2000 [20:53:05<1:05:19, 39.59s/it][INFO] EPOCH: 1901/2000
+Train loss: 0.576565, Val loss: 0.600278
+
 95%|█████████▌| 1902/2000 [20:53:44<1:04:25, 39.44s/it][INFO] EPOCH: 1902/2000
+Train loss: 0.577999, Val loss: 0.602986
+
 95%|█████████▌| 1903/2000 [20:54:24<1:04:07, 39.66s/it][INFO] EPOCH: 1903/2000
+Train loss: 0.577651, Val loss: 0.628803
+
 95%|█████████▌| 1904/2000 [20:55:04<1:03:30, 39.69s/it][INFO] EPOCH: 1904/2000
+Train loss: 0.576673, Val loss: 0.595836
+
 95%|█████████▌| 1905/2000 [20:55:44<1:03:04, 39.84s/it][INFO] EPOCH: 1905/2000
+Train loss: 0.578061, Val loss: 0.588957
+
 95%|█████████▌| 1906/2000 [20:56:24<1:02:35, 39.95s/it][INFO] EPOCH: 1906/2000
+Train loss: 0.576094, Val loss: 0.599570
+
 95%|█████████▌| 1907/2000 [20:57:03<1:01:34, 39.73s/it][INFO] EPOCH: 1907/2000
+Train loss: 0.578341, Val loss: 0.593257
+
 95%|█████████▌| 1908/2000 [20:57:44<1:01:18, 39.98s/it][INFO] EPOCH: 1908/2000
+Train loss: 0.576018, Val loss: 0.594184
+
 95%|█████████▌| 1909/2000 [20:58:24<1:00:41, 40.02s/it][INFO] EPOCH: 1909/2000
+Train loss: 0.576226, Val loss: 0.612008
+
 96%|█████████▌| 1910/2000 [20:59:04<1:00:06, 40.07s/it][INFO] EPOCH: 1910/2000
+Train loss: 0.580826, Val loss: 0.588884
+
 96%|█████████▌| 1911/2000 [20:59:44<59:24, 40.05s/it]  [INFO] EPOCH: 1911/2000
+Train loss: 0.576537, Val loss: 0.595833
+
 96%|█████████▌| 1912/2000 [21:00:23<58:26, 39.85s/it][INFO] EPOCH: 1912/2000
+Train loss: 0.576988, Val loss: 0.589046
+
 96%|█████████▌| 1913/2000 [21:01:04<57:56, 39.96s/it][INFO] EPOCH: 1913/2000
+Train loss: 0.578510, Val loss: 0.591430
+
 96%|█████████▌| 1914/2000 [21:01:44<57:21, 40.01s/it][INFO] EPOCH: 1914/2000
+Train loss: 0.577277, Val loss: 0.590099
+
 96%|█████████▌| 1915/2000 [21:02:24<56:42, 40.03s/it][INFO] EPOCH: 1915/2000
+Train loss: 0.575986, Val loss: 0.603985
+
 96%|█████████▌| 1916/2000 [21:03:04<56:13, 40.16s/it][INFO] EPOCH: 1916/2000
+Train loss: 0.576675, Val loss: 0.588571
+
 96%|█████████▌| 1917/2000 [21:03:45<55:35, 40.19s/it][INFO] EPOCH: 1917/2000
+Train loss: 0.577227, Val loss: 0.588077
+
 96%|█████████▌| 1918/2000 [21:04:24<54:47, 40.10s/it][INFO] EPOCH: 1918/2000
+Train loss: 0.578870, Val loss: 0.589497
+
 96%|█████████▌| 1919/2000 [21:05:04<53:46, 39.84s/it][INFO] EPOCH: 1919/2000
+Train loss: 0.576045, Val loss: 0.598796
+
 96%|█████████▌| 1920/2000 [21:05:44<53:19, 40.00s/it][INFO] EPOCH: 1920/2000
+Train loss: 0.577213, Val loss: 0.589554
+
 96%|█████████▌| 1921/2000 [21:06:24<52:42, 40.04s/it][INFO] EPOCH: 1921/2000
+Train loss: 0.577558, Val loss: 0.596199
+
 96%|█████████▌| 1922/2000 [21:07:03<51:40, 39.75s/it][INFO] EPOCH: 1922/2000
+Train loss: 0.576945, Val loss: 0.589291
+
 96%|█████████▌| 1923/2000 [21:07:43<50:51, 39.63s/it][INFO] EPOCH: 1923/2000
+Train loss: 0.577004, Val loss: 0.595926
+
 96%|█████████▌| 1924/2000 [21:08:22<50:06, 39.56s/it][INFO] EPOCH: 1924/2000
+Train loss: 0.577259, Val loss: 0.589473
+
 96%|█████████▋| 1925/2000 [21:09:02<49:39, 39.73s/it][INFO] EPOCH: 1925/2000
+Train loss: 0.578850, Val loss: 0.589834
+
 96%|█████████▋| 1926/2000 [21:09:42<49:10, 39.88s/it][INFO] EPOCH: 1926/2000
+Train loss: 0.576966, Val loss: 0.595390
+
 96%|█████████▋| 1927/2000 [21:10:22<48:31, 39.89s/it][INFO] EPOCH: 1927/2000
+Train loss: 0.577476, Val loss: 0.610543
+
 96%|█████████▋| 1928/2000 [21:11:03<48:02, 40.04s/it][INFO] EPOCH: 1928/2000
+Train loss: 0.576272, Val loss: 0.590679
+
 96%|█████████▋| 1929/2000 [21:11:43<47:23, 40.05s/it][INFO] EPOCH: 1929/2000
+Train loss: 0.576639, Val loss: 0.612682
+
 96%|█████████▋| 1930/2000 [21:12:23<46:44, 40.07s/it][INFO] EPOCH: 1930/2000
+Train loss: 0.578031, Val loss: 0.594817
+
 97%|█████████▋| 1931/2000 [21:13:02<45:47, 39.82s/it][INFO] EPOCH: 1931/2000
+Train loss: 0.577204, Val loss: 0.591004
+
 97%|█████████▋| 1932/2000 [21:13:42<45:18, 39.98s/it][INFO] EPOCH: 1932/2000
+Train loss: 0.577641, Val loss: 0.602126
+
 97%|█████████▋| 1933/2000 [21:14:23<44:43, 40.05s/it][INFO] EPOCH: 1933/2000
+Train loss: 0.577575, Val loss: 0.591274
+
 97%|█████████▋| 1934/2000 [21:15:03<44:05, 40.09s/it][INFO] EPOCH: 1934/2000
+Train loss: 0.577146, Val loss: 0.589531
+
 97%|█████████▋| 1935/2000 [21:15:43<43:26, 40.11s/it][INFO] EPOCH: 1935/2000
+Train loss: 0.578727, Val loss: 0.590570
+
 97%|█████████▋| 1936/2000 [21:16:22<42:29, 39.84s/it][INFO] EPOCH: 1936/2000
+Train loss: 0.576555, Val loss: 0.589568
+
 97%|█████████▋| 1937/2000 [21:17:02<41:55, 39.92s/it][INFO] EPOCH: 1937/2000
+Train loss: 0.577553, Val loss: 0.591508
+
 97%|█████████▋| 1938/2000 [21:17:43<41:22, 40.04s/it][INFO] EPOCH: 1938/2000
+Train loss: 0.576204, Val loss: 0.593204
+
 97%|█████████▋| 1939/2000 [21:18:23<40:48, 40.14s/it][INFO] EPOCH: 1939/2000
+Train loss: 0.577312, Val loss: 0.607818
+
 97%|█████████▋| 1940/2000 [21:19:03<40:13, 40.22s/it][INFO] EPOCH: 1940/2000
+Train loss: 0.577828, Val loss: 0.588624
+
 97%|█████████▋| 1941/2000 [21:19:44<39:34, 40.25s/it][INFO] EPOCH: 1941/2000
+Train loss: 0.578533, Val loss: 0.601374
+
 97%|█████████▋| 1942/2000 [21:20:23<38:45, 40.10s/it][INFO] EPOCH: 1942/2000
+Train loss: 0.578508, Val loss: 0.596356
+
 97%|█████████▋| 1943/2000 [21:21:04<38:11, 40.20s/it][INFO] EPOCH: 1943/2000
+Train loss: 0.576263, Val loss: 0.588152
+
 97%|█████████▋| 1944/2000 [21:21:44<37:29, 40.17s/it][INFO] EPOCH: 1944/2000
+Train loss: 0.576828, Val loss: 0.591541
+
 97%|█████████▋| 1945/2000 [21:22:24<36:52, 40.23s/it][INFO] EPOCH: 1945/2000
+Train loss: 0.578400, Val loss: 0.595435
+
 97%|█████████▋| 1946/2000 [21:23:04<35:56, 39.94s/it][INFO] EPOCH: 1946/2000
+Train loss: 0.577342, Val loss: 0.589772
+
 97%|█████████▋| 1947/2000 [21:23:43<35:04, 39.71s/it][INFO] EPOCH: 1947/2000
+Train loss: 0.576201, Val loss: 0.615353
+
 97%|█████████▋| 1948/2000 [21:24:22<34:18, 39.59s/it][INFO] EPOCH: 1948/2000
+Train loss: 0.576298, Val loss: 0.594617
+
 97%|█████████▋| 1949/2000 [21:25:02<33:47, 39.75s/it][INFO] EPOCH: 1949/2000
+Train loss: 0.577815, Val loss: 0.594895
+
 98%|█████████▊| 1950/2000 [21:25:40<32:42, 39.24s/it][INFO] EPOCH: 1950/2000
+Train loss: 0.576724, Val loss: 0.590513
+
 98%|█████████▊| 1951/2000 [21:26:20<32:06, 39.31s/it][INFO] EPOCH: 1951/2000
+Train loss: 0.578638, Val loss: 0.588681
+
 98%|█████████▊| 1952/2000 [21:27:00<31:37, 39.54s/it][INFO] EPOCH: 1952/2000
+Train loss: 0.578167, Val loss: 0.588849
+
 98%|█████████▊| 1953/2000 [21:27:40<31:07, 39.74s/it][INFO] EPOCH: 1953/2000
+Train loss: 0.577031, Val loss: 0.593597
+
 98%|█████████▊| 1954/2000 [21:28:22<30:57, 40.38s/it][INFO] EPOCH: 1954/2000
+Train loss: 0.578173, Val loss: 0.615994
+
 98%|█████████▊| 1955/2000 [21:29:00<29:50, 39.79s/it][INFO] EPOCH: 1955/2000
+Train loss: 0.577220, Val loss: 0.596822
+
 98%|█████████▊| 1956/2000 [21:29:38<28:46, 39.23s/it][INFO] EPOCH: 1956/2000
+Train loss: 0.576915, Val loss: 0.600368
+
 98%|█████████▊| 1957/2000 [21:30:17<28:01, 39.11s/it][INFO] EPOCH: 1957/2000
+Train loss: 0.578720, Val loss: 0.593528
+
 98%|█████████▊| 1958/2000 [21:30:57<27:28, 39.25s/it][INFO] EPOCH: 1958/2000
+Train loss: 0.575561, Val loss: 0.592989
+
 98%|█████████▊| 1959/2000 [21:31:36<26:45, 39.16s/it][INFO] EPOCH: 1959/2000
+Train loss: 0.578677, Val loss: 0.599013
+
 98%|█████████▊| 1960/2000 [21:32:14<26:02, 39.06s/it][INFO] EPOCH: 1960/2000
+Train loss: 0.577090, Val loss: 0.590197
+
 98%|█████████▊| 1961/2000 [21:32:53<25:21, 39.02s/it][INFO] EPOCH: 1961/2000
+Train loss: 0.577551, Val loss: 0.599381
+
 98%|█████████▊| 1962/2000 [21:33:34<24:55, 39.37s/it][INFO] EPOCH: 1962/2000
+Train loss: 0.575727, Val loss: 0.593283
+
 98%|█████████▊| 1963/2000 [21:34:12<24:11, 39.22s/it][INFO] EPOCH: 1963/2000
+Train loss: 0.577526, Val loss: 0.590872
+
 98%|█████████▊| 1964/2000 [21:34:52<23:39, 39.42s/it][INFO] EPOCH: 1964/2000
+Train loss: 0.577090, Val loss: 0.589909
+
 98%|█████████▊| 1965/2000 [21:35:32<23:03, 39.52s/it][INFO] EPOCH: 1965/2000
+Train loss: 0.575537, Val loss: 0.587657
+
 98%|█████████▊| 1966/2000 [21:36:12<22:28, 39.65s/it][INFO] EPOCH: 1966/2000
+Train loss: 0.578865, Val loss: 0.589188
+
 98%|█████████▊| 1967/2000 [21:36:52<21:47, 39.62s/it][INFO] EPOCH: 1967/2000
+Train loss: 0.578002, Val loss: 0.591756
+
 98%|█████████▊| 1968/2000 [21:37:32<21:13, 39.80s/it][INFO] EPOCH: 1968/2000
+Train loss: 0.577826, Val loss: 0.594514
+
 98%|█████████▊| 1969/2000 [21:38:12<20:35, 39.87s/it][INFO] EPOCH: 1969/2000
+Train loss: 0.577161, Val loss: 0.596316
+
 98%|█████████▊| 1970/2000 [21:38:52<19:57, 39.92s/it][INFO] EPOCH: 1970/2000
+Train loss: 0.577920, Val loss: 0.619099
+
 99%|█████████▊| 1971/2000 [21:39:32<19:17, 39.91s/it][INFO] EPOCH: 1971/2000
+Train loss: 0.578509, Val loss: 0.604927
+
 99%|█████████▊| 1972/2000 [21:40:12<18:40, 40.00s/it][INFO] EPOCH: 1972/2000
+Train loss: 0.576812, Val loss: 0.589536
+
 99%|█████████▊| 1973/2000 [21:40:51<17:53, 39.74s/it][INFO] EPOCH: 1973/2000
+Train loss: 0.576976, Val loss: 0.592866
+
 99%|█████████▊| 1974/2000 [21:41:30<17:09, 39.60s/it][INFO] EPOCH: 1974/2000
+Train loss: 0.576456, Val loss: 0.587609
+
 99%|█████████▉| 1975/2000 [21:42:10<16:26, 39.46s/it][INFO] EPOCH: 1975/2000
+Train loss: 0.577252, Val loss: 0.598917
+
 99%|█████████▉| 1976/2000 [21:42:49<15:44, 39.34s/it][INFO] EPOCH: 1976/2000
+Train loss: 0.576688, Val loss: 0.589687
+
 99%|█████████▉| 1977/2000 [21:43:28<15:08, 39.52s/it][INFO] EPOCH: 1977/2000
+Train loss: 0.576679, Val loss: 0.593441
+
 99%|█████████▉| 1978/2000 [21:44:08<14:32, 39.66s/it][INFO] EPOCH: 1978/2000
+Train loss: 0.576708, Val loss: 0.598241
+
 99%|█████████▉| 1979/2000 [21:44:48<13:55, 39.77s/it][INFO] EPOCH: 1979/2000
+Train loss: 0.577082, Val loss: 0.592360
+
 99%|█████████▉| 1980/2000 [21:45:27<13:10, 39.52s/it][INFO] EPOCH: 1980/2000
+Train loss: 0.576725, Val loss: 0.592749
+
 99%|█████████▉| 1981/2000 [21:46:07<12:33, 39.65s/it][INFO] EPOCH: 1981/2000
+Train loss: 0.577363, Val loss: 0.597176
+
 99%|█████████▉| 1982/2000 [21:46:47<11:55, 39.74s/it][INFO] EPOCH: 1982/2000
+Train loss: 0.578143, Val loss: 0.589462
+
 99%|█████████▉| 1983/2000 [21:47:27<11:17, 39.83s/it][INFO] EPOCH: 1983/2000
+Train loss: 0.577510, Val loss: 0.593052
+
 99%|█████████▉| 1984/2000 [21:48:07<10:37, 39.86s/it][INFO] EPOCH: 1984/2000
+Train loss: 0.578339, Val loss: 0.587929
+
 99%|█████████▉| 1985/2000 [21:48:47<09:58, 39.89s/it][INFO] EPOCH: 1985/2000
+Train loss: 0.577378, Val loss: 0.606873
+
 99%|█████████▉| 1986/2000 [21:49:27<09:19, 39.96s/it][INFO] EPOCH: 1986/2000
+Train loss: 0.576897, Val loss: 0.594902
+
 99%|█████████▉| 1987/2000 [21:50:07<08:38, 39.90s/it][INFO] EPOCH: 1987/2000
+Train loss: 0.577671, Val loss: 0.601030
+
 99%|█████████▉| 1988/2000 [21:50:47<07:59, 39.92s/it][INFO] EPOCH: 1988/2000
+Train loss: 0.577472, Val loss: 0.595311
+
 99%|█████████▉| 1989/2000 [21:51:27<07:19, 39.94s/it][INFO] EPOCH: 1989/2000
+Train loss: 0.577710, Val loss: 0.590917
+
100%|█████████▉| 1990/2000 [21:52:07<06:37, 39.80s/it][INFO] EPOCH: 1990/2000
+Train loss: 0.576999, Val loss: 0.613329
+
100%|█████████▉| 1991/2000 [21:52:45<05:54, 39.38s/it][INFO] EPOCH: 1991/2000
+Train loss: 0.577895, Val loss: 0.597607
+
100%|█████████▉| 1992/2000 [21:53:24<05:13, 39.17s/it][INFO] EPOCH: 1992/2000
+Train loss: 0.576462, Val loss: 0.612960
+
100%|█████████▉| 1993/2000 [21:54:03<04:34, 39.19s/it][INFO] EPOCH: 1993/2000
+Train loss: 0.577393, Val loss: 0.597997
+
100%|█████████▉| 1994/2000 [21:54:43<03:56, 39.44s/it][INFO] EPOCH: 1994/2000
+Train loss: 0.579094, Val loss: 0.588920
+
100%|█████████▉| 1995/2000 [21:55:23<03:17, 39.56s/it][INFO] EPOCH: 1995/2000
+Train loss: 0.577055, Val loss: 0.589209
+
100%|█████████▉| 1996/2000 [21:56:03<02:38, 39.68s/it][INFO] EPOCH: 1996/2000
+Train loss: 0.576771, Val loss: 0.589980
+
100%|█████████▉| 1997/2000 [21:56:43<01:59, 39.78s/it][INFO] EPOCH: 1997/2000
+Train loss: 0.576947, Val loss: 0.590138
+
100%|█████████▉| 1998/2000 [21:57:23<01:19, 39.84s/it][INFO] EPOCH: 1998/2000
+Train loss: 0.578944, Val loss: 0.591172
+
100%|█████████▉| 1999/2000 [21:58:03<00:39, 39.91s/it][INFO] EPOCH: 1999/2000
+Train loss: 0.575987, Val loss: 0.590269
+
100%|██████████| 2000/2000 [21:58:43<00:00, 39.97s/it]
100%|██████████| 2000/2000 [21:58:43<00:00, 39.56s/it]
+[INFO] EPOCH: 2000/2000
+Train loss: 0.576810, Val loss: 0.604089
+[INFO] total time taken to train the model: 79123.39s
diff --git a/src/output/model.pth b/src/output/model.pth
new file mode 100644
index 0000000..5e03f1d
--- /dev/null
+++ b/src/output/model.pth
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:cf83342195f1f2bf0bd238133e90aa65303d60c9ed74c85d5ce58938695864ff
+size 94370945
diff --git a/src/output/plot.png b/src/output/plot.png
new file mode 100644
index 0000000..5680b10
--- /dev/null
+++ b/src/output/plot.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6d208759071dec9fb395961a5162427e591d38a1daa3a7a213c38124ca31c479
+size 34041
diff --git a/src/output/predict-plot-2022-3-23_4-40-19.png b/src/output/predict-plot-2022-3-23_4-40-19.png
new file mode 100644
index 0000000..9434889
--- /dev/null
+++ b/src/output/predict-plot-2022-3-23_4-40-19.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:766b23e6f389873135e9763405267cd9227d4bf85335dbc78ec42fcb11f0eb07
+size 58978
diff --git a/src/output/predict-plot.png b/src/output/predict-plot.png
new file mode 100644
index 0000000..1fac605
--- /dev/null
+++ b/src/output/predict-plot.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:fe9049f11c40a76a23f223c1e0b3e40f0cf327f2d423685475d1b61e88ec9110
+size 58692
diff --git a/src/predict.py b/src/predict.py
new file mode 100644
index 0000000..5768c34
--- /dev/null
+++ b/src/predict.py
@@ -0,0 +1,111 @@
+import argparse
+import os
+from os.path import abspath
+from autophotographer import config
+from autophotographer import dataset
+from torchvision import transforms
+import matplotlib.pyplot as plt
+from torch import nn
+import torch
+import argparse
+import datetime
+
+# set project root for fetching files using relative file paths
+script_directory = os.path.dirname(__file__)
+projectRoot = abspath(os.path.join(script_directory, "../"))
+print(projectRoot)
+PLOT_PATH = os.path.join(projectRoot, "src/output/")
+
+# parse arguments for image to predict and model to use
+parser = argparse.ArgumentParser()
+parser.add_argument("-m", "--model", type=os.path.abspath, required=True,
+	help="path to trained model model")
+parser.add_argument('image', type=os.path.abspath, metavar='image-location', nargs='+',
+                    help='path(s) to input image(s)')
+args = vars(parser.parse_args())
+
+model = torch.load(args["model"], config.DEVICE)
+model.to(config.DEVICE)
+
+# Declare transforms
+# build our data pre-processing pipeline
+valTransform = transforms.Compose([
+	transforms.Resize((config.IMAGE_SIZE, config.IMAGE_SIZE)),
+	transforms.ToTensor(),
+	transforms.Normalize(mean=config.MEAN, std=config.STD)
+])
+
+# calulate the std dev and inverse mean
+# calculate the inverse mean and standard deviation
+invMean = [-m/s for (m, s) in zip(config.MEAN, config.STD)]
+invStd = [1/s for s in config.STD]
+
+# define de-normalization transform
+deNormalize = transforms.Normalize(mean=invMean, std=invStd)
+
+# load dataset and dataloader
+print("[INFO] loading the dataset...")
+valSetLen = int(len(dataset.df) * config.VAL_SPLIT)
+trainSetLen = len(dataset.df) - valSetLen
+valSet = dataset.df[trainSetLen:]
+(valDataset, valLoader) = dataset.get_dataloader(valSet,
+	transforms=valTransform, batchSize=config.PRED_BATCH_SIZE,
+	shuffle=True)
+
+if torch.cuda.is_available():
+	map_location = lambda storage, loc: storage.cuda()
+else:
+	map_location = "cpu"
+
+print("[INFO] loading the model...")
+model = torch.load(args["model"], map_location=map_location)
+
+model.to(config.DEVICE)
+model.eval()
+
+batch = next(iter(valLoader))
+(images, ratings) = (batch[0], batch[1])
+
+fig = plt.figure("Results", figsize=(10, 10))
+
+with torch.no_grad():
+    # send the images to the device
+    images = images.to(config.DEVICE)
+    # make the predictions
+    print("[INFO] predicting...")
+    preds = model(images)
+    # loop over all the batch
+    for i in range(0, config.PRED_BATCH_SIZE):
+    	# initalize a subplot
+    	ax = plt.subplot(config.PRED_BATCH_SIZE, 1, i + 1)
+    	# grab the image, de-normalize it, scale the raw pixel
+    	# intensities to the range [0, 255], and change the channel
+    	# ordering from channels first tp channels last
+    	image = images[i]
+    	image = deNormalize(image).cpu().numpy()
+    	image = (image * 255).astype("uint8")
+    	image = image.transpose((1, 2, 0))
+    	# grab the ground truth label 5 decimal places
+    	gtRating = round(ratings[i].cpu().numpy().tolist(), 5)
+    	# grab the predicted label 5 decimal places
+    	pred = round(preds[i].cpu().numpy().tolist()[0], 5)
+    	# calculate percentage difference
+    	if pred > gtRating:
+    		percentage = round(((pred/gtRating) - 1) * 100, 5)
+    		diff = "+" + str(percentage)
+    	else:
+    		percentage = round(((gtRating/pred) - 1) * 100, 5)
+    		diff = "-" + str(percentage)
+    	# add the results and image to the plot
+    	info = "Ground Truth: {}, Predicted: {}, Diff: {}%".format(gtRating,
+    		pred, diff)
+    	plt.imshow(image)
+    	plt.title(info)
+    	plt.axis("off")
+    # show the plot
+    plt.tight_layout()
+    date = datetime.datetime.now()
+    dateString = str(date.year) + "-" + str(date.month) + "-" + str(date.day) + "_" + str(date.hour) + "-" + str(date.minute) + "-" + str(date.second)
+    PLOT_PATH = os.path.join(PLOT_PATH, "predict-plot-" + dateString + ".png")
+    plt.savefig(PLOT_PATH)
+    plt.show()