[2021-06-15 00:57:27,413][root][INFO] - Device: cuda
[2021-06-15 00:57:28,127][root][INFO] - Train set: 19466, Val set: 5436
[2021-06-15 00:57:44,149][root][INFO] - Epoch 1, Itrs 10/50000, Loss=2.618253
[2021-06-15 00:57:46,139][root][INFO] - Epoch 1, Itrs 20/50000, Loss=1.833275
[2021-06-15 00:57:48,194][root][INFO] - Epoch 1, Itrs 30/50000, Loss=1.480497
[2021-06-15 00:57:50,214][root][INFO] - Epoch 1, Itrs 40/50000, Loss=1.222393
[2021-06-15 00:57:52,228][root][INFO] - Epoch 1, Itrs 50/50000, Loss=1.079316
[2021-06-15 00:57:54,113][root][INFO] - Epoch 1, Itrs 60/50000, Loss=1.087117
[2021-06-15 00:57:56,213][root][INFO] - Epoch 1, Itrs 70/50000, Loss=1.125851
[2021-06-15 00:57:58,277][root][INFO] - Epoch 1, Itrs 80/50000, Loss=0.985424
[2021-06-15 00:58:00,396][root][INFO] - Epoch 1, Itrs 90/50000, Loss=0.891563
[2021-06-15 00:58:02,446][root][INFO] - Epoch 1, Itrs 100/50000, Loss=0.972295
[2021-06-15 00:58:04,412][root][INFO] - Epoch 1, Itrs 110/50000, Loss=0.947258
[2021-06-15 00:58:06,459][root][INFO] - Epoch 1, Itrs 120/50000, Loss=0.905263
[2021-06-15 00:58:08,443][root][INFO] - Epoch 1, Itrs 130/50000, Loss=0.907196
[2021-06-15 00:58:10,506][root][INFO] - Epoch 1, Itrs 140/50000, Loss=0.852528
[2021-06-15 00:58:12,616][root][INFO] - Epoch 1, Itrs 150/50000, Loss=0.804597
[2021-06-15 00:58:14,660][root][INFO] - Epoch 1, Itrs 160/50000, Loss=0.842216
[2021-06-15 00:58:16,654][root][INFO] - Epoch 1, Itrs 170/50000, Loss=0.760084
[2021-06-15 00:58:18,731][root][INFO] - Epoch 1, Itrs 180/50000, Loss=0.774833
[2021-06-15 00:58:20,867][root][INFO] - Epoch 1, Itrs 190/50000, Loss=0.734143
[2021-06-15 00:58:22,936][root][INFO] - Epoch 1, Itrs 200/50000, Loss=0.756141
[2021-06-15 00:58:24,937][root][INFO] - Epoch 1, Itrs 210/50000, Loss=0.788071
[2021-06-15 00:58:26,993][root][INFO] - Epoch 1, Itrs 220/50000, Loss=0.802169
[2021-06-15 00:58:29,030][root][INFO] - Epoch 1, Itrs 230/50000, Loss=0.782460
[2021-06-15 00:58:31,055][root][INFO] - Epoch 1, Itrs 240/50000, Loss=0.780169
[2021-06-15 00:58:33,121][root][INFO] - Epoch 1, Itrs 250/50000, Loss=0.733542
[2021-06-15 00:58:35,180][root][INFO] - Epoch 1, Itrs 260/50000, Loss=0.774517
[2021-06-15 00:58:37,272][root][INFO] - Epoch 1, Itrs 270/50000, Loss=0.685185
[2021-06-15 00:58:39,285][root][INFO] - Epoch 1, Itrs 280/50000, Loss=0.786613
[2021-06-15 00:58:41,293][root][INFO] - Epoch 1, Itrs 290/50000, Loss=0.747660
[2021-06-15 00:58:43,298][root][INFO] - Epoch 1, Itrs 300/50000, Loss=0.740505
[2021-06-15 00:58:45,343][root][INFO] - Epoch 1, Itrs 310/50000, Loss=0.694938
[2021-06-15 00:58:47,379][root][INFO] - Epoch 1, Itrs 320/50000, Loss=0.762733
[2021-06-15 00:58:49,427][root][INFO] - Epoch 1, Itrs 330/50000, Loss=0.673180
[2021-06-15 00:58:51,457][root][INFO] - Epoch 1, Itrs 340/50000, Loss=0.702797
[2021-06-15 00:58:53,463][root][INFO] - Epoch 1, Itrs 350/50000, Loss=0.744148
[2021-06-15 00:58:55,501][root][INFO] - Epoch 1, Itrs 360/50000, Loss=0.690143
[2021-06-15 00:58:57,520][root][INFO] - Epoch 1, Itrs 370/50000, Loss=0.682913
[2021-06-15 00:58:59,535][root][INFO] - Epoch 1, Itrs 380/50000, Loss=0.704681
[2021-06-15 00:59:01,646][root][INFO] - Epoch 1, Itrs 390/50000, Loss=0.621481
[2021-06-15 00:59:03,722][root][INFO] - Epoch 1, Itrs 400/50000, Loss=0.667465
[2021-06-15 00:59:05,692][root][INFO] - Epoch 1, Itrs 410/50000, Loss=0.721839
[2021-06-15 00:59:07,846][root][INFO] - Epoch 1, Itrs 420/50000, Loss=0.742013
[2021-06-15 00:59:09,914][root][INFO] - Epoch 1, Itrs 430/50000, Loss=0.637279
[2021-06-15 00:59:11,901][root][INFO] - Epoch 1, Itrs 440/50000, Loss=0.710274
[2021-06-15 00:59:13,962][root][INFO] - Epoch 1, Itrs 450/50000, Loss=0.723988
[2021-06-15 00:59:15,940][root][INFO] - Epoch 1, Itrs 460/50000, Loss=0.699568
[2021-06-15 00:59:18,022][root][INFO] - Epoch 1, Itrs 470/50000, Loss=0.637421
[2021-06-15 00:59:20,010][root][INFO] - Epoch 1, Itrs 480/50000, Loss=0.725101
[2021-06-15 00:59:22,156][root][INFO] - Epoch 1, Itrs 490/50000, Loss=0.779379
[2021-06-15 00:59:24,176][root][INFO] - Epoch 1, Itrs 500/50000, Loss=0.594662
[2021-06-15 00:59:26,189][root][INFO] - Epoch 1, Itrs 510/50000, Loss=0.644598
[2021-06-15 00:59:28,198][root][INFO] - Epoch 1, Itrs 520/50000, Loss=0.712357
[2021-06-15 00:59:30,186][root][INFO] - Epoch 1, Itrs 530/50000, Loss=0.586375
[2021-06-15 00:59:32,218][root][INFO] - Epoch 1, Itrs 540/50000, Loss=0.760567
[2021-06-15 00:59:34,315][root][INFO] - Epoch 1, Itrs 550/50000, Loss=0.642993
[2021-06-15 00:59:36,319][root][INFO] - Epoch 1, Itrs 560/50000, Loss=0.617181
[2021-06-15 00:59:38,296][root][INFO] - Epoch 1, Itrs 570/50000, Loss=0.637882
[2021-06-15 00:59:40,460][root][INFO] - Epoch 1, Itrs 580/50000, Loss=0.679941
[2021-06-15 00:59:42,520][root][INFO] - Epoch 1, Itrs 590/50000, Loss=0.670447
[2021-06-15 00:59:44,508][root][INFO] - Epoch 1, Itrs 600/50000, Loss=0.594776
[2021-06-15 00:59:46,439][root][INFO] - Epoch 1, Itrs 610/50000, Loss=0.643836
[2021-06-15 00:59:48,565][root][INFO] - Epoch 1, Itrs 620/50000, Loss=0.645870
[2021-06-15 00:59:50,592][root][INFO] - Epoch 1, Itrs 630/50000, Loss=0.566337
[2021-06-15 00:59:52,701][root][INFO] - Epoch 1, Itrs 640/50000, Loss=0.651748
[2021-06-15 00:59:54,645][root][INFO] - Epoch 1, Itrs 650/50000, Loss=0.566225
[2021-06-15 00:59:56,786][root][INFO] - Epoch 1, Itrs 660/50000, Loss=0.589520
[2021-06-15 00:59:58,707][root][INFO] - Epoch 1, Itrs 670/50000, Loss=0.657116
[2021-06-15 01:00:00,725][root][INFO] - Epoch 1, Itrs 680/50000, Loss=0.705736
[2021-06-15 01:00:02,786][root][INFO] - Epoch 1, Itrs 690/50000, Loss=0.593766
[2021-06-15 01:00:04,933][root][INFO] - Epoch 1, Itrs 700/50000, Loss=0.609270
[2021-06-15 01:00:06,906][root][INFO] - Epoch 1, Itrs 710/50000, Loss=0.619999
[2021-06-15 01:00:08,994][root][INFO] - Epoch 1, Itrs 720/50000, Loss=0.611127
[2021-06-15 01:00:10,957][root][INFO] - Epoch 1, Itrs 730/50000, Loss=0.585830
[2021-06-15 01:00:12,990][root][INFO] - Epoch 1, Itrs 740/50000, Loss=0.552872
[2021-06-15 01:00:15,052][root][INFO] - Epoch 1, Itrs 750/50000, Loss=0.622050
[2021-06-15 01:00:17,110][root][INFO] - Epoch 1, Itrs 760/50000, Loss=0.626789
[2021-06-15 01:00:19,143][root][INFO] - Epoch 1, Itrs 770/50000, Loss=0.583553
[2021-06-15 01:00:21,235][root][INFO] - Epoch 1, Itrs 780/50000, Loss=0.584253
[2021-06-15 01:00:23,289][root][INFO] - Epoch 1, Itrs 790/50000, Loss=0.601430
[2021-06-15 01:00:25,375][root][INFO] - Epoch 1, Itrs 800/50000, Loss=0.567584
[2021-06-15 01:00:27,308][root][INFO] - Epoch 1, Itrs 810/50000, Loss=0.577718
[2021-06-15 01:00:29,366][root][INFO] - Epoch 1, Itrs 820/50000, Loss=0.560411
[2021-06-15 01:00:31,405][root][INFO] - Epoch 1, Itrs 830/50000, Loss=0.577266
[2021-06-15 01:00:33,436][root][INFO] - Epoch 1, Itrs 840/50000, Loss=0.630239
[2021-06-15 01:00:35,441][root][INFO] - Epoch 1, Itrs 850/50000, Loss=0.622244
[2021-06-15 01:00:37,521][root][INFO] - Epoch 1, Itrs 860/50000, Loss=0.589795
[2021-06-15 01:00:39,476][root][INFO] - Epoch 1, Itrs 870/50000, Loss=0.578102
[2021-06-15 01:00:41,562][root][INFO] - Epoch 1, Itrs 880/50000, Loss=0.681438
[2021-06-15 01:00:43,545][root][INFO] - Epoch 1, Itrs 890/50000, Loss=0.588080
[2021-06-15 01:00:45,578][root][INFO] - Epoch 1, Itrs 900/50000, Loss=0.637490
[2021-06-15 01:00:47,490][root][INFO] - Epoch 1, Itrs 910/50000, Loss=0.560284
[2021-06-15 01:00:49,524][root][INFO] - Epoch 1, Itrs 920/50000, Loss=0.594138
[2021-06-15 01:00:51,483][root][INFO] - Epoch 1, Itrs 930/50000, Loss=0.538414
[2021-06-15 01:00:53,552][root][INFO] - Epoch 1, Itrs 940/50000, Loss=0.570857
[2021-06-15 01:00:55,530][root][INFO] - Epoch 1, Itrs 950/50000, Loss=0.629968
[2021-06-15 01:00:57,558][root][INFO] - Epoch 1, Itrs 960/50000, Loss=0.523128
[2021-06-15 01:00:59,548][root][INFO] - Epoch 1, Itrs 970/50000, Loss=0.651062
[2021-06-15 01:01:01,745][root][INFO] - Epoch 1, Itrs 980/50000, Loss=0.646239
[2021-06-15 01:01:03,749][root][INFO] - Epoch 1, Itrs 990/50000, Loss=0.593900
[2021-06-15 01:01:05,753][root][INFO] - Epoch 1, Itrs 1000/50000, Loss=0.539471
[2021-06-15 01:01:07,943][root][INFO] - Epoch 1, Itrs 1010/50000, Loss=0.602437
[2021-06-15 01:01:09,902][root][INFO] - Epoch 1, Itrs 1020/50000, Loss=0.590933
[2021-06-15 01:01:12,009][root][INFO] - Epoch 1, Itrs 1030/50000, Loss=0.523830
[2021-06-15 01:01:13,965][root][INFO] - Epoch 1, Itrs 1040/50000, Loss=0.547547
[2021-06-15 01:01:15,923][root][INFO] - Epoch 1, Itrs 1050/50000, Loss=0.545019
[2021-06-15 01:01:18,123][root][INFO] - Epoch 1, Itrs 1060/50000, Loss=0.607328
[2021-06-15 01:01:20,150][root][INFO] - Epoch 1, Itrs 1070/50000, Loss=0.568889
[2021-06-15 01:01:22,122][root][INFO] - Epoch 1, Itrs 1080/50000, Loss=0.538265
[2021-06-15 01:01:24,167][root][INFO] - Epoch 1, Itrs 1090/50000, Loss=0.602043
[2021-06-15 01:01:26,116][root][INFO] - Epoch 1, Itrs 1100/50000, Loss=0.594190
[2021-06-15 01:01:28,128][root][INFO] - Epoch 1, Itrs 1110/50000, Loss=0.547296
[2021-06-15 01:01:30,114][root][INFO] - Epoch 1, Itrs 1120/50000, Loss=0.645941
[2021-06-15 01:01:32,144][root][INFO] - Epoch 1, Itrs 1130/50000, Loss=0.610308
[2021-06-15 01:01:34,221][root][INFO] - Epoch 1, Itrs 1140/50000, Loss=0.526650
[2021-06-15 01:01:36,245][root][INFO] - Epoch 1, Itrs 1150/50000, Loss=0.514903
[2021-06-15 01:01:38,263][root][INFO] - Epoch 1, Itrs 1160/50000, Loss=0.587188
[2021-06-15 01:01:40,380][root][INFO] - Epoch 1, Itrs 1170/50000, Loss=0.529585
[2021-06-15 01:01:42,410][root][INFO] - Epoch 1, Itrs 1180/50000, Loss=0.544331
[2021-06-15 01:01:44,369][root][INFO] - Epoch 1, Itrs 1190/50000, Loss=0.548155
[2021-06-15 01:01:46,375][root][INFO] - Epoch 1, Itrs 1200/50000, Loss=0.569523
[2021-06-15 01:01:48,220][root][INFO] - Epoch 1, Itrs 1210/50000, Loss=0.518434
[2021-06-15 01:01:51,853][root][INFO] - Epoch 2, Itrs 1220/50000, Loss=0.560169
[2021-06-15 01:01:54,075][root][INFO] - Epoch 2, Itrs 1230/50000, Loss=0.502386
[2021-06-15 01:01:56,207][root][INFO] - Epoch 2, Itrs 1240/50000, Loss=0.538236
[2021-06-15 01:01:58,481][root][INFO] - Epoch 2, Itrs 1250/50000, Loss=0.532715
[2021-06-15 01:02:00,513][root][INFO] - Epoch 2, Itrs 1260/50000, Loss=0.478466
[2021-06-15 01:02:02,676][root][INFO] - Epoch 2, Itrs 1270/50000, Loss=0.465354
[2021-06-15 01:02:04,825][root][INFO] - Epoch 2, Itrs 1280/50000, Loss=0.493079
[2021-06-15 01:02:06,787][root][INFO] - Epoch 2, Itrs 1290/50000, Loss=0.474953
[2021-06-15 01:02:08,801][root][INFO] - Epoch 2, Itrs 1300/50000, Loss=0.468848
[2021-06-15 01:02:10,789][root][INFO] - Epoch 2, Itrs 1310/50000, Loss=0.510443
[2021-06-15 01:02:12,837][root][INFO] - Epoch 2, Itrs 1320/50000, Loss=0.487882
[2021-06-15 01:02:14,793][root][INFO] - Epoch 2, Itrs 1330/50000, Loss=0.507113
[2021-06-15 01:02:16,889][root][INFO] - Epoch 2, Itrs 1340/50000, Loss=0.544286
[2021-06-15 01:02:18,947][root][INFO] - Epoch 2, Itrs 1350/50000, Loss=0.550433
[2021-06-15 01:02:21,003][root][INFO] - Epoch 2, Itrs 1360/50000, Loss=0.542046
[2021-06-15 01:02:23,038][root][INFO] - Epoch 2, Itrs 1370/50000, Loss=0.475990
[2021-06-15 01:02:25,083][root][INFO] - Epoch 2, Itrs 1380/50000, Loss=0.497746
[2021-06-15 01:02:27,091][root][INFO] - Epoch 2, Itrs 1390/50000, Loss=0.495877
[2021-06-15 01:02:29,034][root][INFO] - Epoch 2, Itrs 1400/50000, Loss=0.483768
[2021-06-15 01:02:31,152][root][INFO] - Epoch 2, Itrs 1410/50000, Loss=0.560648
[2021-06-15 01:02:33,083][root][INFO] - Epoch 2, Itrs 1420/50000, Loss=0.466515
[2021-06-15 01:02:35,130][root][INFO] - Epoch 2, Itrs 1430/50000, Loss=0.461618
[2021-06-15 01:02:37,084][root][INFO] - Epoch 2, Itrs 1440/50000, Loss=0.496546
[2021-06-15 01:02:39,262][root][INFO] - Epoch 2, Itrs 1450/50000, Loss=0.477216
[2021-06-15 01:02:41,125][root][INFO] - Epoch 2, Itrs 1460/50000, Loss=0.471999
[2021-06-15 01:02:43,147][root][INFO] - Epoch 2, Itrs 1470/50000, Loss=0.491159
[2021-06-15 01:02:45,177][root][INFO] - Epoch 2, Itrs 1480/50000, Loss=0.548872
[2021-06-15 01:02:47,214][root][INFO] - Epoch 2, Itrs 1490/50000, Loss=0.488040
[2021-06-15 01:02:49,175][root][INFO] - Epoch 2, Itrs 1500/50000, Loss=0.521580
[2021-06-15 01:02:51,302][root][INFO] - Epoch 2, Itrs 1510/50000, Loss=0.502057
[2021-06-15 01:02:53,293][root][INFO] - Epoch 2, Itrs 1520/50000, Loss=0.551959
[2021-06-15 01:02:55,343][root][INFO] - Epoch 2, Itrs 1530/50000, Loss=0.510474
[2021-06-15 01:02:57,421][root][INFO] - Epoch 2, Itrs 1540/50000, Loss=0.496086
[2021-06-15 01:02:59,378][root][INFO] - Epoch 2, Itrs 1550/50000, Loss=0.552090
[2021-06-15 01:03:01,360][root][INFO] - Epoch 2, Itrs 1560/50000, Loss=0.498125
[2021-06-15 01:03:03,468][root][INFO] - Epoch 2, Itrs 1570/50000, Loss=0.499676
[2021-06-15 01:03:05,591][root][INFO] - Epoch 2, Itrs 1580/50000, Loss=0.464294
[2021-06-15 01:03:07,504][root][INFO] - Epoch 2, Itrs 1590/50000, Loss=0.495334
[2021-06-15 01:03:09,597][root][INFO] - Epoch 2, Itrs 1600/50000, Loss=0.443120
[2021-06-15 01:03:11,627][root][INFO] - Epoch 2, Itrs 1610/50000, Loss=0.507956
[2021-06-15 01:03:13,599][root][INFO] - Epoch 2, Itrs 1620/50000, Loss=0.597492
[2021-06-15 01:03:15,512][root][INFO] - Epoch 2, Itrs 1630/50000, Loss=0.530766
[2021-06-15 01:03:17,741][root][INFO] - Epoch 2, Itrs 1640/50000, Loss=0.469860
[2021-06-15 01:03:19,782][root][INFO] - Epoch 2, Itrs 1650/50000, Loss=0.498714
[2021-06-15 01:03:21,697][root][INFO] - Epoch 2, Itrs 1660/50000, Loss=0.440516
[2021-06-15 01:03:23,654][root][INFO] - Epoch 2, Itrs 1670/50000, Loss=0.458103
[2021-06-15 01:03:25,690][root][INFO] - Epoch 2, Itrs 1680/50000, Loss=0.474739
[2021-06-15 01:03:27,612][root][INFO] - Epoch 2, Itrs 1690/50000, Loss=0.517775
[2021-06-15 01:03:29,755][root][INFO] - Epoch 2, Itrs 1700/50000, Loss=0.458879
[2021-06-15 01:03:31,767][root][INFO] - Epoch 2, Itrs 1710/50000, Loss=0.456491
[2021-06-15 01:03:33,746][root][INFO] - Epoch 2, Itrs 1720/50000, Loss=0.486497
[2021-06-15 01:03:35,774][root][INFO] - Epoch 2, Itrs 1730/50000, Loss=0.494737
[2021-06-15 01:03:37,711][root][INFO] - Epoch 2, Itrs 1740/50000, Loss=0.484822
[2021-06-15 01:03:39,808][root][INFO] - Epoch 2, Itrs 1750/50000, Loss=0.517184
[2021-06-15 01:03:41,899][root][INFO] - Epoch 2, Itrs 1760/50000, Loss=0.512758
[2021-06-15 01:03:43,869][root][INFO] - Epoch 2, Itrs 1770/50000, Loss=0.507617
[2021-06-15 01:03:45,830][root][INFO] - Epoch 2, Itrs 1780/50000, Loss=0.535522
[2021-06-15 01:03:47,805][root][INFO] - Epoch 2, Itrs 1790/50000, Loss=0.510665
[2021-06-15 01:03:49,702][root][INFO] - Epoch 2, Itrs 1800/50000, Loss=0.462685
[2021-06-15 01:03:51,739][root][INFO] - Epoch 2, Itrs 1810/50000, Loss=0.443146
[2021-06-15 01:03:53,728][root][INFO] - Epoch 2, Itrs 1820/50000, Loss=0.520551
[2021-06-15 01:03:55,858][root][INFO] - Epoch 2, Itrs 1830/50000, Loss=0.503184
[2021-06-15 01:03:57,801][root][INFO] - Epoch 2, Itrs 1840/50000, Loss=0.501259
[2021-06-15 01:03:59,841][root][INFO] - Epoch 2, Itrs 1850/50000, Loss=0.493413
[2021-06-15 01:04:01,893][root][INFO] - Epoch 2, Itrs 1860/50000, Loss=0.445934
[2021-06-15 01:04:03,816][root][INFO] - Epoch 2, Itrs 1870/50000, Loss=0.493261
[2021-06-15 01:04:05,771][root][INFO] - Epoch 2, Itrs 1880/50000, Loss=0.478484
[2021-06-15 01:04:07,749][root][INFO] - Epoch 2, Itrs 1890/50000, Loss=0.536004
[2021-06-15 01:04:09,893][root][INFO] - Epoch 2, Itrs 1900/50000, Loss=0.447823
[2021-06-15 01:04:11,787][root][INFO] - Epoch 2, Itrs 1910/50000, Loss=0.466717
[2021-06-15 01:04:13,947][root][INFO] - Epoch 2, Itrs 1920/50000, Loss=0.476514
[2021-06-15 01:04:15,845][root][INFO] - Epoch 2, Itrs 1930/50000, Loss=0.496096
[2021-06-15 01:04:17,953][root][INFO] - Epoch 2, Itrs 1940/50000, Loss=0.537783
[2021-06-15 01:04:19,899][root][INFO] - Epoch 2, Itrs 1950/50000, Loss=0.459565
[2021-06-15 01:04:21,885][root][INFO] - Epoch 2, Itrs 1960/50000, Loss=0.462951
[2021-06-15 01:04:23,889][root][INFO] - Epoch 2, Itrs 1970/50000, Loss=0.484261
[2021-06-15 01:04:25,881][root][INFO] - Epoch 2, Itrs 1980/50000, Loss=0.443150
[2021-06-15 01:04:28,018][root][INFO] - Epoch 2, Itrs 1990/50000, Loss=0.447136
[2021-06-15 01:04:29,933][root][INFO] - Epoch 2, Itrs 2000/50000, Loss=0.469059
[2021-06-15 01:04:31,916][root][INFO] - Epoch 2, Itrs 2010/50000, Loss=0.409812
[2021-06-15 01:04:33,950][root][INFO] - Epoch 2, Itrs 2020/50000, Loss=0.431020
[2021-06-15 01:04:35,969][root][INFO] - Epoch 2, Itrs 2030/50000, Loss=0.444607
[2021-06-15 01:04:37,952][root][INFO] - Epoch 2, Itrs 2040/50000, Loss=0.464258
[2021-06-15 01:04:39,938][root][INFO] - Epoch 2, Itrs 2050/50000, Loss=0.482306
[2021-06-15 01:04:42,005][root][INFO] - Epoch 2, Itrs 2060/50000, Loss=0.491195
[2021-06-15 01:04:43,970][root][INFO] - Epoch 2, Itrs 2070/50000, Loss=0.452655
[2021-06-15 01:04:45,982][root][INFO] - Epoch 2, Itrs 2080/50000, Loss=0.497541
[2021-06-15 01:04:47,987][root][INFO] - Epoch 2, Itrs 2090/50000, Loss=0.452835
[2021-06-15 01:04:49,885][root][INFO] - Epoch 2, Itrs 2100/50000, Loss=0.492908
[2021-06-15 01:04:51,936][root][INFO] - Epoch 2, Itrs 2110/50000, Loss=0.532836
[2021-06-15 01:04:53,886][root][INFO] - Epoch 2, Itrs 2120/50000, Loss=0.508770
[2021-06-15 01:04:56,090][root][INFO] - Epoch 2, Itrs 2130/50000, Loss=0.482633
[2021-06-15 01:04:57,976][root][INFO] - Epoch 2, Itrs 2140/50000, Loss=0.471378
[2021-06-15 01:05:00,061][root][INFO] - Epoch 2, Itrs 2150/50000, Loss=0.456217
[2021-06-15 01:05:02,064][root][INFO] - Epoch 2, Itrs 2160/50000, Loss=0.483606
[2021-06-15 01:05:03,942][root][INFO] - Epoch 2, Itrs 2170/50000, Loss=0.442204
[2021-06-15 01:05:06,116][root][INFO] - Epoch 2, Itrs 2180/50000, Loss=0.506225
[2021-06-15 01:05:08,106][root][INFO] - Epoch 2, Itrs 2190/50000, Loss=0.514251
[2021-06-15 01:05:10,059][root][INFO] - Epoch 2, Itrs 2200/50000, Loss=0.439466
[2021-06-15 01:05:12,152][root][INFO] - Epoch 2, Itrs 2210/50000, Loss=0.498062
[2021-06-15 01:05:14,237][root][INFO] - Epoch 2, Itrs 2220/50000, Loss=0.469683
[2021-06-15 01:05:16,197][root][INFO] - Epoch 2, Itrs 2230/50000, Loss=0.458257
[2021-06-15 01:05:18,247][root][INFO] - Epoch 2, Itrs 2240/50000, Loss=0.417791
[2021-06-15 01:05:20,258][root][INFO] - Epoch 2, Itrs 2250/50000, Loss=0.449850
[2021-06-15 01:05:22,265][root][INFO] - Epoch 2, Itrs 2260/50000, Loss=0.455762
[2021-06-15 01:05:24,317][root][INFO] - Epoch 2, Itrs 2270/50000, Loss=0.459031
[2021-06-15 01:05:26,332][root][INFO] - Epoch 2, Itrs 2280/50000, Loss=0.450845
[2021-06-15 01:05:28,321][root][INFO] - Epoch 2, Itrs 2290/50000, Loss=0.512595
[2021-06-15 01:05:30,269][root][INFO] - Epoch 2, Itrs 2300/50000, Loss=0.455890
[2021-06-15 01:05:32,197][root][INFO] - Epoch 2, Itrs 2310/50000, Loss=0.479053
[2021-06-15 01:05:34,242][root][INFO] - Epoch 2, Itrs 2320/50000, Loss=0.470849
[2021-06-15 01:05:36,344][root][INFO] - Epoch 2, Itrs 2330/50000, Loss=0.440481
[2021-06-15 01:05:38,233][root][INFO] - Epoch 2, Itrs 2340/50000, Loss=0.453530
[2021-06-15 01:05:40,201][root][INFO] - Epoch 2, Itrs 2350/50000, Loss=0.457562
[2021-06-15 01:05:42,254][root][INFO] - Epoch 2, Itrs 2360/50000, Loss=0.420740
[2021-06-15 01:05:44,245][root][INFO] - Epoch 2, Itrs 2370/50000, Loss=0.450120
[2021-06-15 01:05:46,154][root][INFO] - Epoch 2, Itrs 2380/50000, Loss=0.420756
[2021-06-15 01:05:48,220][root][INFO] - Epoch 2, Itrs 2390/50000, Loss=0.386511
[2021-06-15 01:05:50,195][root][INFO] - Epoch 2, Itrs 2400/50000, Loss=0.429170
[2021-06-15 01:05:52,336][root][INFO] - Epoch 2, Itrs 2410/50000, Loss=0.491963
[2021-06-15 01:05:54,318][root][INFO] - Epoch 2, Itrs 2420/50000, Loss=0.456470
[2021-06-15 01:05:56,047][root][INFO] - Epoch 2, Itrs 2430/50000, Loss=0.436149
[2021-06-15 01:06:00,120][root][INFO] - Epoch 3, Itrs 2440/50000, Loss=0.427529
[2021-06-15 01:06:02,389][root][INFO] - Epoch 3, Itrs 2450/50000, Loss=0.439479
[2021-06-15 01:06:04,519][root][INFO] - Epoch 3, Itrs 2460/50000, Loss=0.394277
[2021-06-15 01:06:06,683][root][INFO] - Epoch 3, Itrs 2470/50000, Loss=0.414033
[2021-06-15 01:06:08,689][root][INFO] - Epoch 3, Itrs 2480/50000, Loss=0.399959
[2021-06-15 01:06:10,799][root][INFO] - Epoch 3, Itrs 2490/50000, Loss=0.481131
[2021-06-15 01:06:12,740][root][INFO] - Epoch 3, Itrs 2500/50000, Loss=0.432629
[2021-06-15 01:06:14,787][root][INFO] - Epoch 3, Itrs 2510/50000, Loss=0.408371
[2021-06-15 01:06:16,768][root][INFO] - Epoch 3, Itrs 2520/50000, Loss=0.410953
[2021-06-15 01:06:18,734][root][INFO] - Epoch 3, Itrs 2530/50000, Loss=0.416692
[2021-06-15 01:06:20,731][root][INFO] - Epoch 3, Itrs 2540/50000, Loss=0.433817
[2021-06-15 01:06:22,774][root][INFO] - Epoch 3, Itrs 2550/50000, Loss=0.472129
[2021-06-15 01:06:24,856][root][INFO] - Epoch 3, Itrs 2560/50000, Loss=0.417577
[2021-06-15 01:06:26,859][root][INFO] - Epoch 3, Itrs 2570/50000, Loss=0.401546
[2021-06-15 01:06:28,886][root][INFO] - Epoch 3, Itrs 2580/50000, Loss=0.378403
[2021-06-15 01:06:30,852][root][INFO] - Epoch 3, Itrs 2590/50000, Loss=0.444793
[2021-06-15 01:06:32,914][root][INFO] - Epoch 3, Itrs 2600/50000, Loss=0.389752
[2021-06-15 01:06:35,009][root][INFO] - Epoch 3, Itrs 2610/50000, Loss=0.394335
[2021-06-15 01:06:37,067][root][INFO] - Epoch 3, Itrs 2620/50000, Loss=0.443079
[2021-06-15 01:06:38,991][root][INFO] - Epoch 3, Itrs 2630/50000, Loss=0.420116
[2021-06-15 01:06:41,037][root][INFO] - Epoch 3, Itrs 2640/50000, Loss=0.407753
[2021-06-15 01:06:43,053][root][INFO] - Epoch 3, Itrs 2650/50000, Loss=0.408206
[2021-06-15 01:06:45,057][root][INFO] - Epoch 3, Itrs 2660/50000, Loss=0.427138
[2021-06-15 01:06:47,119][root][INFO] - Epoch 3, Itrs 2670/50000, Loss=0.426217
[2021-06-15 01:06:49,100][root][INFO] - Epoch 3, Itrs 2680/50000, Loss=0.478275
[2021-06-15 01:06:51,148][root][INFO] - Epoch 3, Itrs 2690/50000, Loss=0.412522
[2021-06-15 01:06:53,236][root][INFO] - Epoch 3, Itrs 2700/50000, Loss=0.444189
[2021-06-15 01:06:55,291][root][INFO] - Epoch 3, Itrs 2710/50000, Loss=0.358862
[2021-06-15 01:06:57,253][root][INFO] - Epoch 3, Itrs 2720/50000, Loss=0.435941
[2021-06-15 01:06:59,204][root][INFO] - Epoch 3, Itrs 2730/50000, Loss=0.365260
[2021-06-15 01:07:01,407][root][INFO] - Epoch 3, Itrs 2740/50000, Loss=0.392149
[2021-06-15 01:07:03,477][root][INFO] - Epoch 3, Itrs 2750/50000, Loss=0.456528
[2021-06-15 01:07:05,437][root][INFO] - Epoch 3, Itrs 2760/50000, Loss=0.447303
[2021-06-15 01:07:07,480][root][INFO] - Epoch 3, Itrs 2770/50000, Loss=0.423046
[2021-06-15 01:07:09,581][root][INFO] - Epoch 3, Itrs 2780/50000, Loss=0.411253
[2021-06-15 01:07:11,537][root][INFO] - Epoch 3, Itrs 2790/50000, Loss=0.412928
[2021-06-15 01:07:13,623][root][INFO] - Epoch 3, Itrs 2800/50000, Loss=0.379920
[2021-06-15 01:07:15,529][root][INFO] - Epoch 3, Itrs 2810/50000, Loss=0.402263
[2021-06-15 01:07:17,593][root][INFO] - Epoch 3, Itrs 2820/50000, Loss=0.461077
[2021-06-15 01:07:19,695][root][INFO] - Epoch 3, Itrs 2830/50000, Loss=0.379780
[2021-06-15 01:07:21,745][root][INFO] - Epoch 3, Itrs 2840/50000, Loss=0.387416
[2021-06-15 01:07:23,659][root][INFO] - Epoch 3, Itrs 2850/50000, Loss=0.374101
[2021-06-15 01:07:25,677][root][INFO] - Epoch 3, Itrs 2860/50000, Loss=0.452126
[2021-06-15 01:07:27,653][root][INFO] - Epoch 3, Itrs 2870/50000, Loss=0.423964
[2021-06-15 01:07:29,678][root][INFO] - Epoch 3, Itrs 2880/50000, Loss=0.353935
[2021-06-15 01:07:31,711][root][INFO] - Epoch 3, Itrs 2890/50000, Loss=0.413995
[2021-06-15 01:07:33,674][root][INFO] - Epoch 3, Itrs 2900/50000, Loss=0.365559
[2021-06-15 01:07:35,713][root][INFO] - Epoch 3, Itrs 2910/50000, Loss=0.408909
[2021-06-15 01:07:37,788][root][INFO] - Epoch 3, Itrs 2920/50000, Loss=0.400720
[2021-06-15 01:07:39,797][root][INFO] - Epoch 3, Itrs 2930/50000, Loss=0.434910
[2021-06-15 01:07:41,789][root][INFO] - Epoch 3, Itrs 2940/50000, Loss=0.417163
[2021-06-15 01:07:43,886][root][INFO] - Epoch 3, Itrs 2950/50000, Loss=0.433161
[2021-06-15 01:07:45,741][root][INFO] - Epoch 3, Itrs 2960/50000, Loss=0.445726
[2021-06-15 01:07:47,801][root][INFO] - Epoch 3, Itrs 2970/50000, Loss=0.381925
[2021-06-15 01:07:49,776][root][INFO] - Epoch 3, Itrs 2980/50000, Loss=0.421839
[2021-06-15 01:07:51,800][root][INFO] - Epoch 3, Itrs 2990/50000, Loss=0.408402
[2021-06-15 01:07:53,728][root][INFO] - Epoch 3, Itrs 3000/50000, Loss=0.359476
[2021-06-15 01:07:53,730][root][INFO] - validation...
[2021-06-15 01:07:55,411][root][INFO] - 0/340
[2021-06-15 01:07:55,537][root][INFO] - 1/340
[2021-06-15 01:07:55,638][root][INFO] - 2/340
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[2021-06-15 01:07:56,271][root][INFO] - 6/340
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[2021-06-15 01:08:02,901][root][INFO] - 48/340
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[2021-06-15 01:08:47,699][root][INFO] - miou: 0.5865357086024937
[2021-06-15 01:08:48,551][root][INFO] - Model saved as checkpoints/best_miou.pth
[2021-06-15 01:08:50,381][root][INFO] - Epoch 3, Itrs 3010/50000, Loss=0.399267
[2021-06-15 01:08:52,385][root][INFO] - Epoch 3, Itrs 3020/50000, Loss=0.376995
[2021-06-15 01:08:54,360][root][INFO] - Epoch 3, Itrs 3030/50000, Loss=0.397993
[2021-06-15 01:08:56,380][root][INFO] - Epoch 3, Itrs 3040/50000, Loss=0.417784
[2021-06-15 01:08:58,480][root][INFO] - Epoch 3, Itrs 3050/50000, Loss=0.374837
[2021-06-15 01:09:00,339][root][INFO] - Epoch 3, Itrs 3060/50000, Loss=0.428818
[2021-06-15 01:09:02,394][root][INFO] - Epoch 3, Itrs 3070/50000, Loss=0.406837
[2021-06-15 01:09:04,419][root][INFO] - Epoch 3, Itrs 3080/50000, Loss=0.429086
[2021-06-15 01:09:06,429][root][INFO] - Epoch 3, Itrs 3090/50000, Loss=0.416830
[2021-06-15 01:09:08,389][root][INFO] - Epoch 3, Itrs 3100/50000, Loss=0.426472
[2021-06-15 01:09:10,512][root][INFO] - Epoch 3, Itrs 3110/50000, Loss=0.409357
[2021-06-15 01:09:12,508][root][INFO] - Epoch 3, Itrs 3120/50000, Loss=0.398891
[2021-06-15 01:09:14,543][root][INFO] - Epoch 3, Itrs 3130/50000, Loss=0.414548
[2021-06-15 01:09:16,568][root][INFO] - Epoch 3, Itrs 3140/50000, Loss=0.402039
[2021-06-15 01:09:18,588][root][INFO] - Epoch 3, Itrs 3150/50000, Loss=0.428448
[2021-06-15 01:09:20,678][root][INFO] - Epoch 3, Itrs 3160/50000, Loss=0.384398
[2021-06-15 01:09:22,705][root][INFO] - Epoch 3, Itrs 3170/50000, Loss=0.413528
[2021-06-15 01:09:24,702][root][INFO] - Epoch 3, Itrs 3180/50000, Loss=0.439412
[2021-06-15 01:09:26,620][root][INFO] - Epoch 3, Itrs 3190/50000, Loss=0.414429
[2021-06-15 01:09:28,747][root][INFO] - Epoch 3, Itrs 3200/50000, Loss=0.385614
[2021-06-15 01:09:30,743][root][INFO] - Epoch 3, Itrs 3210/50000, Loss=0.388893
[2021-06-15 01:09:32,612][root][INFO] - Epoch 3, Itrs 3220/50000, Loss=0.422311
[2021-06-15 01:09:34,650][root][INFO] - Epoch 3, Itrs 3230/50000, Loss=0.457420
[2021-06-15 01:09:36,767][root][INFO] - Epoch 3, Itrs 3240/50000, Loss=0.423146
[2021-06-15 01:09:38,661][root][INFO] - Epoch 3, Itrs 3250/50000, Loss=0.368900
[2021-06-15 01:09:40,842][root][INFO] - Epoch 3, Itrs 3260/50000, Loss=0.396657
[2021-06-15 01:09:42,847][root][INFO] - Epoch 3, Itrs 3270/50000, Loss=0.375612
[2021-06-15 01:09:44,782][root][INFO] - Epoch 3, Itrs 3280/50000, Loss=0.387459
[2021-06-15 01:09:46,757][root][INFO] - Epoch 3, Itrs 3290/50000, Loss=0.438317
[2021-06-15 01:09:48,773][root][INFO] - Epoch 3, Itrs 3300/50000, Loss=0.423606
[2021-06-15 01:09:50,841][root][INFO] - Epoch 3, Itrs 3310/50000, Loss=0.403629
[2021-06-15 01:09:52,849][root][INFO] - Epoch 3, Itrs 3320/50000, Loss=0.394072
[2021-06-15 01:09:54,817][root][INFO] - Epoch 3, Itrs 3330/50000, Loss=0.386378
[2021-06-15 01:09:56,780][root][INFO] - Epoch 3, Itrs 3340/50000, Loss=0.427959
[2021-06-15 01:09:58,785][root][INFO] - Epoch 3, Itrs 3350/50000, Loss=0.433539
[2021-06-15 01:10:00,840][root][INFO] - Epoch 3, Itrs 3360/50000, Loss=0.375371
[2021-06-15 01:10:02,864][root][INFO] - Epoch 3, Itrs 3370/50000, Loss=0.422631
[2021-06-15 01:10:04,848][root][INFO] - Epoch 3, Itrs 3380/50000, Loss=0.424508
[2021-06-15 01:10:06,920][root][INFO] - Epoch 3, Itrs 3390/50000, Loss=0.428669
[2021-06-15 01:10:08,940][root][INFO] - Epoch 3, Itrs 3400/50000, Loss=0.369204
[2021-06-15 01:10:10,912][root][INFO] - Epoch 3, Itrs 3410/50000, Loss=0.429815
[2021-06-15 01:10:12,983][root][INFO] - Epoch 3, Itrs 3420/50000, Loss=0.426620
[2021-06-15 01:10:14,992][root][INFO] - Epoch 3, Itrs 3430/50000, Loss=0.431394
[2021-06-15 01:10:17,028][root][INFO] - Epoch 3, Itrs 3440/50000, Loss=0.393034
[2021-06-15 01:10:18,917][root][INFO] - Epoch 3, Itrs 3450/50000, Loss=0.390698
[2021-06-15 01:10:21,085][root][INFO] - Epoch 3, Itrs 3460/50000, Loss=0.391967
[2021-06-15 01:10:23,100][root][INFO] - Epoch 3, Itrs 3470/50000, Loss=0.406418
[2021-06-15 01:10:25,089][root][INFO] - Epoch 3, Itrs 3480/50000, Loss=0.377316
[2021-06-15 01:10:27,058][root][INFO] - Epoch 3, Itrs 3490/50000, Loss=0.444872
[2021-06-15 01:10:29,069][root][INFO] - Epoch 3, Itrs 3500/50000, Loss=0.463860
[2021-06-15 01:10:31,008][root][INFO] - Epoch 3, Itrs 3510/50000, Loss=0.390547
[2021-06-15 01:10:33,018][root][INFO] - Epoch 3, Itrs 3520/50000, Loss=0.389070
[2021-06-15 01:10:35,071][root][INFO] - Epoch 3, Itrs 3530/50000, Loss=0.357578
[2021-06-15 01:10:37,151][root][INFO] - Epoch 3, Itrs 3540/50000, Loss=0.392356
[2021-06-15 01:10:39,182][root][INFO] - Epoch 3, Itrs 3550/50000, Loss=0.388971
[2021-06-15 01:10:41,233][root][INFO] - Epoch 3, Itrs 3560/50000, Loss=0.419183
[2021-06-15 01:10:43,095][root][INFO] - Epoch 3, Itrs 3570/50000, Loss=0.385315
[2021-06-15 01:10:45,168][root][INFO] - Epoch 3, Itrs 3580/50000, Loss=0.437282
[2021-06-15 01:10:47,155][root][INFO] - Epoch 3, Itrs 3590/50000, Loss=0.362149
[2021-06-15 01:10:49,172][root][INFO] - Epoch 3, Itrs 3600/50000, Loss=0.396311
[2021-06-15 01:10:51,106][root][INFO] - Epoch 3, Itrs 3610/50000, Loss=0.403029
[2021-06-15 01:10:53,230][root][INFO] - Epoch 3, Itrs 3620/50000, Loss=0.398004
[2021-06-15 01:10:55,282][root][INFO] - Epoch 3, Itrs 3630/50000, Loss=0.393662
[2021-06-15 01:10:57,151][root][INFO] - Epoch 3, Itrs 3640/50000, Loss=0.419984
[2021-06-15 01:10:58,871][root][INFO] - Epoch 3, Itrs 3650/50000, Loss=0.404223
[2021-06-15 01:11:03,009][root][INFO] - Epoch 4, Itrs 3660/50000, Loss=0.426278
[2021-06-15 01:11:05,144][root][INFO] - Epoch 4, Itrs 3670/50000, Loss=0.372475
[2021-06-15 01:11:07,378][root][INFO] - Epoch 4, Itrs 3680/50000, Loss=0.345089
[2021-06-15 01:11:09,513][root][INFO] - Epoch 4, Itrs 3690/50000, Loss=0.357120
[2021-06-15 01:11:11,534][root][INFO] - Epoch 4, Itrs 3700/50000, Loss=0.317569
[2021-06-15 01:11:13,579][root][INFO] - Epoch 4, Itrs 3710/50000, Loss=0.390599
[2021-06-15 01:11:15,620][root][INFO] - Epoch 4, Itrs 3720/50000, Loss=0.352843
[2021-06-15 01:11:17,682][root][INFO] - Epoch 4, Itrs 3730/50000, Loss=0.360919
[2021-06-15 01:11:19,696][root][INFO] - Epoch 4, Itrs 3740/50000, Loss=0.377312
[2021-06-15 01:11:21,697][root][INFO] - Epoch 4, Itrs 3750/50000, Loss=0.381764
[2021-06-15 01:11:23,729][root][INFO] - Epoch 4, Itrs 3760/50000, Loss=0.371503
[2021-06-15 01:11:25,739][root][INFO] - Epoch 4, Itrs 3770/50000, Loss=0.403006
[2021-06-15 01:11:27,666][root][INFO] - Epoch 4, Itrs 3780/50000, Loss=0.371412
[2021-06-15 01:11:29,769][root][INFO] - Epoch 4, Itrs 3790/50000, Loss=0.364894
[2021-06-15 01:11:31,706][root][INFO] - Epoch 4, Itrs 3800/50000, Loss=0.344004
[2021-06-15 01:11:33,767][root][INFO] - Epoch 4, Itrs 3810/50000, Loss=0.348428
[2021-06-15 01:11:35,730][root][INFO] - Epoch 4, Itrs 3820/50000, Loss=0.377403
[2021-06-15 01:11:37,722][root][INFO] - Epoch 4, Itrs 3830/50000, Loss=0.357531
[2021-06-15 01:11:39,758][root][INFO] - Epoch 4, Itrs 3840/50000, Loss=0.372809
[2021-06-15 01:11:41,671][root][INFO] - Epoch 4, Itrs 3850/50000, Loss=0.337452
[2021-06-15 01:11:43,785][root][INFO] - Epoch 4, Itrs 3860/50000, Loss=0.337160
[2021-06-15 01:11:45,825][root][INFO] - Epoch 4, Itrs 3870/50000, Loss=0.306686
[2021-06-15 01:11:47,736][root][INFO] - Epoch 4, Itrs 3880/50000, Loss=0.376607
[2021-06-15 01:11:49,770][root][INFO] - Epoch 4, Itrs 3890/50000, Loss=0.350667
[2021-06-15 01:11:51,900][root][INFO] - Epoch 4, Itrs 3900/50000, Loss=0.331367
[2021-06-15 01:11:53,871][root][INFO] - Epoch 4, Itrs 3910/50000, Loss=0.360549
[2021-06-15 01:11:55,850][root][INFO] - Epoch 4, Itrs 3920/50000, Loss=0.362075
[2021-06-15 01:11:57,829][root][INFO] - Epoch 4, Itrs 3930/50000, Loss=0.365613
[2021-06-15 01:11:59,823][root][INFO] - Epoch 4, Itrs 3940/50000, Loss=0.337234
[2021-06-15 01:12:01,870][root][INFO] - Epoch 4, Itrs 3950/50000, Loss=0.357632
[2021-06-15 01:12:03,977][root][INFO] - Epoch 4, Itrs 3960/50000, Loss=0.397380
[2021-06-15 01:12:06,044][root][INFO] - Epoch 4, Itrs 3970/50000, Loss=0.347979
[2021-06-15 01:12:08,011][root][INFO] - Epoch 4, Itrs 3980/50000, Loss=0.379396
[2021-06-15 01:12:10,015][root][INFO] - Epoch 4, Itrs 3990/50000, Loss=0.397215
[2021-06-15 01:12:12,031][root][INFO] - Epoch 4, Itrs 4000/50000, Loss=0.365540
[2021-06-15 01:12:13,980][root][INFO] - Epoch 4, Itrs 4010/50000, Loss=0.367475
[2021-06-15 01:12:16,009][root][INFO] - Epoch 4, Itrs 4020/50000, Loss=0.347435
[2021-06-15 01:12:18,081][root][INFO] - Epoch 4, Itrs 4030/50000, Loss=0.340813
[2021-06-15 01:12:20,043][root][INFO] - Epoch 4, Itrs 4040/50000, Loss=0.373856
[2021-06-15 01:12:22,083][root][INFO] - Epoch 4, Itrs 4050/50000, Loss=0.381748
[2021-06-15 01:12:24,165][root][INFO] - Epoch 4, Itrs 4060/50000, Loss=0.339423
[2021-06-15 01:12:26,209][root][INFO] - Epoch 4, Itrs 4070/50000, Loss=0.344641
[2021-06-15 01:12:28,157][root][INFO] - Epoch 4, Itrs 4080/50000, Loss=0.378687
[2021-06-15 01:12:30,266][root][INFO] - Epoch 4, Itrs 4090/50000, Loss=0.380936
[2021-06-15 01:12:32,265][root][INFO] - Epoch 4, Itrs 4100/50000, Loss=0.363021
[2021-06-15 01:12:34,369][root][INFO] - Epoch 4, Itrs 4110/50000, Loss=0.379357
[2021-06-15 01:12:36,392][root][INFO] - Epoch 4, Itrs 4120/50000, Loss=0.384304
[2021-06-15 01:12:38,406][root][INFO] - Epoch 4, Itrs 4130/50000, Loss=0.379989
[2021-06-15 01:12:40,385][root][INFO] - Epoch 4, Itrs 4140/50000, Loss=0.367435
[2021-06-15 01:12:42,527][root][INFO] - Epoch 4, Itrs 4150/50000, Loss=0.357210
[2021-06-15 01:12:44,528][root][INFO] - Epoch 4, Itrs 4160/50000, Loss=0.374011
[2021-06-15 01:12:46,587][root][INFO] - Epoch 4, Itrs 4170/50000, Loss=0.364576
[2021-06-15 01:12:48,489][root][INFO] - Epoch 4, Itrs 4180/50000, Loss=0.366148
[2021-06-15 01:12:50,600][root][INFO] - Epoch 4, Itrs 4190/50000, Loss=0.359729
[2021-06-15 01:12:52,573][root][INFO] - Epoch 4, Itrs 4200/50000, Loss=0.431081
[2021-06-15 01:12:54,556][root][INFO] - Epoch 4, Itrs 4210/50000, Loss=0.339044
[2021-06-15 01:12:56,657][root][INFO] - Epoch 4, Itrs 4220/50000, Loss=0.367462
[2021-06-15 01:12:58,576][root][INFO] - Epoch 4, Itrs 4230/50000, Loss=0.378861
[2021-06-15 01:13:00,675][root][INFO] - Epoch 4, Itrs 4240/50000, Loss=0.364955
[2021-06-15 01:13:02,675][root][INFO] - Epoch 4, Itrs 4250/50000, Loss=0.360521
[2021-06-15 01:13:04,626][root][INFO] - Epoch 4, Itrs 4260/50000, Loss=0.322007
[2021-06-15 01:13:06,754][root][INFO] - Epoch 4, Itrs 4270/50000, Loss=0.451617
[2021-06-15 01:13:08,733][root][INFO] - Epoch 4, Itrs 4280/50000, Loss=0.334982
[2021-06-15 01:13:10,713][root][INFO] - Epoch 4, Itrs 4290/50000, Loss=0.332276
[2021-06-15 01:13:12,801][root][INFO] - Epoch 4, Itrs 4300/50000, Loss=0.324955
[2021-06-15 01:13:14,806][root][INFO] - Epoch 4, Itrs 4310/50000, Loss=0.369966
[2021-06-15 01:13:16,853][root][INFO] - Epoch 4, Itrs 4320/50000, Loss=0.400132
[2021-06-15 01:13:18,821][root][INFO] - Epoch 4, Itrs 4330/50000, Loss=0.329419
[2021-06-15 01:13:20,833][root][INFO] - Epoch 4, Itrs 4340/50000, Loss=0.405757
[2021-06-15 01:13:22,861][root][INFO] - Epoch 4, Itrs 4350/50000, Loss=0.376757
[2021-06-15 01:13:24,929][root][INFO] - Epoch 4, Itrs 4360/50000, Loss=0.399273
[2021-06-15 01:13:26,891][root][INFO] - Epoch 4, Itrs 4370/50000, Loss=0.377494
[2021-06-15 01:13:28,951][root][INFO] - Epoch 4, Itrs 4380/50000, Loss=0.330259
[2021-06-15 01:13:30,949][root][INFO] - Epoch 4, Itrs 4390/50000, Loss=0.348447
[2021-06-15 01:13:32,987][root][INFO] - Epoch 4, Itrs 4400/50000, Loss=0.333287
[2021-06-15 01:13:35,009][root][INFO] - Epoch 4, Itrs 4410/50000, Loss=0.396133
[2021-06-15 01:13:36,935][root][INFO] - Epoch 4, Itrs 4420/50000, Loss=0.344622
[2021-06-15 01:13:39,047][root][INFO] - Epoch 4, Itrs 4430/50000, Loss=0.365851
[2021-06-15 01:13:41,093][root][INFO] - Epoch 4, Itrs 4440/50000, Loss=0.360290
[2021-06-15 01:13:43,180][root][INFO] - Epoch 4, Itrs 4450/50000, Loss=0.345139
[2021-06-15 01:13:45,168][root][INFO] - Epoch 4, Itrs 4460/50000, Loss=0.397340
[2021-06-15 01:13:47,279][root][INFO] - Epoch 4, Itrs 4470/50000, Loss=0.371048
[2021-06-15 01:13:49,294][root][INFO] - Epoch 4, Itrs 4480/50000, Loss=0.397013
[2021-06-15 01:13:51,337][root][INFO] - Epoch 4, Itrs 4490/50000, Loss=0.379122
[2021-06-15 01:13:53,338][root][INFO] - Epoch 4, Itrs 4500/50000, Loss=0.354594
[2021-06-15 01:13:55,321][root][INFO] - Epoch 4, Itrs 4510/50000, Loss=0.379148
[2021-06-15 01:13:57,215][root][INFO] - Epoch 4, Itrs 4520/50000, Loss=0.361833
[2021-06-15 01:13:59,268][root][INFO] - Epoch 4, Itrs 4530/50000, Loss=0.352008
[2021-06-15 01:14:01,253][root][INFO] - Epoch 4, Itrs 4540/50000, Loss=0.352689
[2021-06-15 01:14:03,362][root][INFO] - Epoch 4, Itrs 4550/50000, Loss=0.348069
[2021-06-15 01:14:05,310][root][INFO] - Epoch 4, Itrs 4560/50000, Loss=0.432835
[2021-06-15 01:14:07,490][root][INFO] - Epoch 4, Itrs 4570/50000, Loss=0.345211
[2021-06-15 01:14:09,458][root][INFO] - Epoch 4, Itrs 4580/50000, Loss=0.346849
[2021-06-15 01:14:11,444][root][INFO] - Epoch 4, Itrs 4590/50000, Loss=0.411882
[2021-06-15 01:14:13,545][root][INFO] - Epoch 4, Itrs 4600/50000, Loss=0.374067
[2021-06-15 01:14:15,589][root][INFO] - Epoch 4, Itrs 4610/50000, Loss=0.348373
[2021-06-15 01:14:17,498][root][INFO] - Epoch 4, Itrs 4620/50000, Loss=0.334718
[2021-06-15 01:14:19,509][root][INFO] - Epoch 4, Itrs 4630/50000, Loss=0.333282
[2021-06-15 01:14:21,557][root][INFO] - Epoch 4, Itrs 4640/50000, Loss=0.379508
[2021-06-15 01:14:23,506][root][INFO] - Epoch 4, Itrs 4650/50000, Loss=0.411397
[2021-06-15 01:14:25,535][root][INFO] - Epoch 4, Itrs 4660/50000, Loss=0.344883
[2021-06-15 01:14:27,529][root][INFO] - Epoch 4, Itrs 4670/50000, Loss=0.349046
[2021-06-15 01:14:29,576][root][INFO] - Epoch 4, Itrs 4680/50000, Loss=0.368013
[2021-06-15 01:14:31,521][root][INFO] - Epoch 4, Itrs 4690/50000, Loss=0.401062
[2021-06-15 01:14:33,602][root][INFO] - Epoch 4, Itrs 4700/50000, Loss=0.379035
[2021-06-15 01:14:35,649][root][INFO] - Epoch 4, Itrs 4710/50000, Loss=0.338012
[2021-06-15 01:14:37,648][root][INFO] - Epoch 4, Itrs 4720/50000, Loss=0.352460
[2021-06-15 01:14:39,735][root][INFO] - Epoch 4, Itrs 4730/50000, Loss=0.392134
[2021-06-15 01:14:41,682][root][INFO] - Epoch 4, Itrs 4740/50000, Loss=0.363546
[2021-06-15 01:14:43,604][root][INFO] - Epoch 4, Itrs 4750/50000, Loss=0.369214
[2021-06-15 01:14:45,619][root][INFO] - Epoch 4, Itrs 4760/50000, Loss=0.358225
[2021-06-15 01:14:47,716][root][INFO] - Epoch 4, Itrs 4770/50000, Loss=0.334440
[2021-06-15 01:14:49,668][root][INFO] - Epoch 4, Itrs 4780/50000, Loss=0.338968
[2021-06-15 01:14:51,696][root][INFO] - Epoch 4, Itrs 4790/50000, Loss=0.333919
[2021-06-15 01:14:53,718][root][INFO] - Epoch 4, Itrs 4800/50000, Loss=0.387158
[2021-06-15 01:14:55,709][root][INFO] - Epoch 4, Itrs 4810/50000, Loss=0.358793
[2021-06-15 01:14:57,697][root][INFO] - Epoch 4, Itrs 4820/50000, Loss=0.319444
[2021-06-15 01:14:59,787][root][INFO] - Epoch 4, Itrs 4830/50000, Loss=0.356219
[2021-06-15 01:15:01,905][root][INFO] - Epoch 4, Itrs 4840/50000, Loss=0.342828
[2021-06-15 01:15:03,941][root][INFO] - Epoch 4, Itrs 4850/50000, Loss=0.374944
[2021-06-15 01:15:05,751][root][INFO] - Epoch 4, Itrs 4860/50000, Loss=0.380359
[2021-06-15 01:15:09,445][root][INFO] - Epoch 5, Itrs 4870/50000, Loss=0.355709
[2021-06-15 01:15:11,698][root][INFO] - Epoch 5, Itrs 4880/50000, Loss=0.341755
[2021-06-15 01:15:14,025][root][INFO] - Epoch 5, Itrs 4890/50000, Loss=0.318513
[2021-06-15 01:15:16,352][root][INFO] - Epoch 5, Itrs 4900/50000, Loss=0.283264
[2021-06-15 01:15:18,439][root][INFO] - Epoch 5, Itrs 4910/50000, Loss=0.304810
[2021-06-15 01:15:20,393][root][INFO] - Epoch 5, Itrs 4920/50000, Loss=0.318086
[2021-06-15 01:15:22,484][root][INFO] - Epoch 5, Itrs 4930/50000, Loss=0.320366
[2021-06-15 01:15:24,508][root][INFO] - Epoch 5, Itrs 4940/50000, Loss=0.389941
[2021-06-15 01:15:26,575][root][INFO] - Epoch 5, Itrs 4950/50000, Loss=0.303925
[2021-06-15 01:15:28,634][root][INFO] - Epoch 5, Itrs 4960/50000, Loss=0.325721
[2021-06-15 01:15:30,670][root][INFO] - Epoch 5, Itrs 4970/50000, Loss=0.327951
[2021-06-15 01:15:32,668][root][INFO] - Epoch 5, Itrs 4980/50000, Loss=0.313308
[2021-06-15 01:15:34,637][root][INFO] - Epoch 5, Itrs 4990/50000, Loss=0.290425
[2021-06-15 01:15:36,763][root][INFO] - Epoch 5, Itrs 5000/50000, Loss=0.339856
[2021-06-15 01:15:38,793][root][INFO] - Epoch 5, Itrs 5010/50000, Loss=0.311121
[2021-06-15 01:15:40,782][root][INFO] - Epoch 5, Itrs 5020/50000, Loss=0.327861
[2021-06-15 01:15:42,806][root][INFO] - Epoch 5, Itrs 5030/50000, Loss=0.329985
[2021-06-15 01:15:44,806][root][INFO] - Epoch 5, Itrs 5040/50000, Loss=0.338631
[2021-06-15 01:15:46,799][root][INFO] - Epoch 5, Itrs 5050/50000, Loss=0.319908
[2021-06-15 01:15:48,834][root][INFO] - Epoch 5, Itrs 5060/50000, Loss=0.314232
[2021-06-15 01:15:50,926][root][INFO] - Epoch 5, Itrs 5070/50000, Loss=0.287567
[2021-06-15 01:15:52,929][root][INFO] - Epoch 5, Itrs 5080/50000, Loss=0.339154
[2021-06-15 01:15:54,980][root][INFO] - Epoch 5, Itrs 5090/50000, Loss=0.328724
[2021-06-15 01:15:57,029][root][INFO] - Epoch 5, Itrs 5100/50000, Loss=0.306044
[2021-06-15 01:15:59,072][root][INFO] - Epoch 5, Itrs 5110/50000, Loss=0.290008
[2021-06-15 01:16:01,122][root][INFO] - Epoch 5, Itrs 5120/50000, Loss=0.326161
[2021-06-15 01:16:03,111][root][INFO] - Epoch 5, Itrs 5130/50000, Loss=0.331052
[2021-06-15 01:16:05,100][root][INFO] - Epoch 5, Itrs 5140/50000, Loss=0.347279
[2021-06-15 01:16:07,254][root][INFO] - Epoch 5, Itrs 5150/50000, Loss=0.332107
[2021-06-15 01:16:09,305][root][INFO] - Epoch 5, Itrs 5160/50000, Loss=0.298586
[2021-06-15 01:16:11,359][root][INFO] - Epoch 5, Itrs 5170/50000, Loss=0.342329
[2021-06-15 01:16:13,265][root][INFO] - Epoch 5, Itrs 5180/50000, Loss=0.328224
[2021-06-15 01:16:15,371][root][INFO] - Epoch 5, Itrs 5190/50000, Loss=0.315468
[2021-06-15 01:16:17,371][root][INFO] - Epoch 5, Itrs 5200/50000, Loss=0.286340
[2021-06-15 01:16:19,506][root][INFO] - Epoch 5, Itrs 5210/50000, Loss=0.344912
[2021-06-15 01:16:21,535][root][INFO] - Epoch 5, Itrs 5220/50000, Loss=0.315224
[2021-06-15 01:16:23,448][root][INFO] - Epoch 5, Itrs 5230/50000, Loss=0.320072
[2021-06-15 01:16:25,529][root][INFO] - Epoch 5, Itrs 5240/50000, Loss=0.307250
[2021-06-15 01:16:27,492][root][INFO] - Epoch 5, Itrs 5250/50000, Loss=0.304992
[2021-06-15 01:16:29,508][root][INFO] - Epoch 5, Itrs 5260/50000, Loss=0.323624
[2021-06-15 01:16:31,577][root][INFO] - Epoch 5, Itrs 5270/50000, Loss=0.324300
[2021-06-15 01:16:33,588][root][INFO] - Epoch 5, Itrs 5280/50000, Loss=0.316271
[2021-06-15 01:16:35,549][root][INFO] - Epoch 5, Itrs 5290/50000, Loss=0.304743
[2021-06-15 01:16:37,714][root][INFO] - Epoch 5, Itrs 5300/50000, Loss=0.364505
[2021-06-15 01:16:39,730][root][INFO] - Epoch 5, Itrs 5310/50000, Loss=0.352955
[2021-06-15 01:16:41,725][root][INFO] - Epoch 5, Itrs 5320/50000, Loss=0.307974
[2021-06-15 01:16:43,770][root][INFO] - Epoch 5, Itrs 5330/50000, Loss=0.344439
[2021-06-15 01:16:45,822][root][INFO] - Epoch 5, Itrs 5340/50000, Loss=0.391514
[2021-06-15 01:16:47,814][root][INFO] - Epoch 5, Itrs 5350/50000, Loss=0.327175
[2021-06-15 01:16:49,794][root][INFO] - Epoch 5, Itrs 5360/50000, Loss=0.322124
[2021-06-15 01:16:51,849][root][INFO] - Epoch 5, Itrs 5370/50000, Loss=0.349399
[2021-06-15 01:16:53,877][root][INFO] - Epoch 5, Itrs 5380/50000, Loss=0.315935
[2021-06-15 01:16:55,880][root][INFO] - Epoch 5, Itrs 5390/50000, Loss=0.360723
[2021-06-15 01:16:57,924][root][INFO] - Epoch 5, Itrs 5400/50000, Loss=0.324553
[2021-06-15 01:16:59,892][root][INFO] - Epoch 5, Itrs 5410/50000, Loss=0.333110
[2021-06-15 01:17:01,948][root][INFO] - Epoch 5, Itrs 5420/50000, Loss=0.310160
[2021-06-15 01:17:03,995][root][INFO] - Epoch 5, Itrs 5430/50000, Loss=0.314876
[2021-06-15 01:17:06,062][root][INFO] - Epoch 5, Itrs 5440/50000, Loss=0.304544
[2021-06-15 01:17:08,084][root][INFO] - Epoch 5, Itrs 5450/50000, Loss=0.323915
[2021-06-15 01:17:10,105][root][INFO] - Epoch 5, Itrs 5460/50000, Loss=0.335714
[2021-06-15 01:17:12,146][root][INFO] - Epoch 5, Itrs 5470/50000, Loss=0.317561
[2021-06-15 01:17:14,164][root][INFO] - Epoch 5, Itrs 5480/50000, Loss=0.297022
[2021-06-15 01:17:16,164][root][INFO] - Epoch 5, Itrs 5490/50000, Loss=0.316666
[2021-06-15 01:17:18,213][root][INFO] - Epoch 5, Itrs 5500/50000, Loss=0.315435
[2021-06-15 01:17:20,329][root][INFO] - Epoch 5, Itrs 5510/50000, Loss=0.337716
[2021-06-15 01:17:22,289][root][INFO] - Epoch 5, Itrs 5520/50000, Loss=0.340976
[2021-06-15 01:17:24,413][root][INFO] - Epoch 5, Itrs 5530/50000, Loss=0.320250
[2021-06-15 01:17:26,337][root][INFO] - Epoch 5, Itrs 5540/50000, Loss=0.347569
[2021-06-15 01:17:28,402][root][INFO] - Epoch 5, Itrs 5550/50000, Loss=0.317967
[2021-06-15 01:17:30,469][root][INFO] - Epoch 5, Itrs 5560/50000, Loss=0.327729
[2021-06-15 01:17:32,470][root][INFO] - Epoch 5, Itrs 5570/50000, Loss=0.338391
[2021-06-15 01:17:34,555][root][INFO] - Epoch 5, Itrs 5580/50000, Loss=0.311693
[2021-06-15 01:17:36,567][root][INFO] - Epoch 5, Itrs 5590/50000, Loss=0.334431
[2021-06-15 01:17:38,566][root][INFO] - Epoch 5, Itrs 5600/50000, Loss=0.333481
[2021-06-15 01:17:40,598][root][INFO] - Epoch 5, Itrs 5610/50000, Loss=0.320045
[2021-06-15 01:17:42,658][root][INFO] - Epoch 5, Itrs 5620/50000, Loss=0.336693
[2021-06-15 01:17:44,581][root][INFO] - Epoch 5, Itrs 5630/50000, Loss=0.342699
[2021-06-15 01:17:46,710][root][INFO] - Epoch 5, Itrs 5640/50000, Loss=0.343464
[2021-06-15 01:17:48,693][root][INFO] - Epoch 5, Itrs 5650/50000, Loss=0.342198
[2021-06-15 01:17:50,649][root][INFO] - Epoch 5, Itrs 5660/50000, Loss=0.286189
[2021-06-15 01:17:52,741][root][INFO] - Epoch 5, Itrs 5670/50000, Loss=0.292711
[2021-06-15 01:17:54,783][root][INFO] - Epoch 5, Itrs 5680/50000, Loss=0.296026
[2021-06-15 01:17:56,725][root][INFO] - Epoch 5, Itrs 5690/50000, Loss=0.295724
[2021-06-15 01:17:58,738][root][INFO] - Epoch 5, Itrs 5700/50000, Loss=0.341918
[2021-06-15 01:18:00,903][root][INFO] - Epoch 5, Itrs 5710/50000, Loss=0.320249
[2021-06-15 01:18:02,843][root][INFO] - Epoch 5, Itrs 5720/50000, Loss=0.337951
[2021-06-15 01:18:04,898][root][INFO] - Epoch 5, Itrs 5730/50000, Loss=0.315884
[2021-06-15 01:18:06,894][root][INFO] - Epoch 5, Itrs 5740/50000, Loss=0.305509
[2021-06-15 01:18:08,999][root][INFO] - Epoch 5, Itrs 5750/50000, Loss=0.351554
[2021-06-15 01:18:11,064][root][INFO] - Epoch 5, Itrs 5760/50000, Loss=0.304219
[2021-06-15 01:18:13,091][root][INFO] - Epoch 5, Itrs 5770/50000, Loss=0.354075
[2021-06-15 01:18:15,067][root][INFO] - Epoch 5, Itrs 5780/50000, Loss=0.324613
[2021-06-15 01:18:17,205][root][INFO] - Epoch 5, Itrs 5790/50000, Loss=0.313727
[2021-06-15 01:18:19,323][root][INFO] - Epoch 5, Itrs 5800/50000, Loss=0.309495
[2021-06-15 01:18:21,310][root][INFO] - Epoch 5, Itrs 5810/50000, Loss=0.293428
[2021-06-15 01:18:23,283][root][INFO] - Epoch 5, Itrs 5820/50000, Loss=0.323730
[2021-06-15 01:18:25,338][root][INFO] - Epoch 5, Itrs 5830/50000, Loss=0.335263
[2021-06-15 01:18:27,268][root][INFO] - Epoch 5, Itrs 5840/50000, Loss=0.331922
[2021-06-15 01:18:29,385][root][INFO] - Epoch 5, Itrs 5850/50000, Loss=0.331807
[2021-06-15 01:18:31,313][root][INFO] - Epoch 5, Itrs 5860/50000, Loss=0.359364
[2021-06-15 01:18:33,334][root][INFO] - Epoch 5, Itrs 5870/50000, Loss=0.324796
[2021-06-15 01:18:35,387][root][INFO] - Epoch 5, Itrs 5880/50000, Loss=0.319435
[2021-06-15 01:18:37,459][root][INFO] - Epoch 5, Itrs 5890/50000, Loss=0.323229
[2021-06-15 01:18:39,383][root][INFO] - Epoch 5, Itrs 5900/50000, Loss=0.313664
[2021-06-15 01:18:41,537][root][INFO] - Epoch 5, Itrs 5910/50000, Loss=0.354940
[2021-06-15 01:18:43,632][root][INFO] - Epoch 5, Itrs 5920/50000, Loss=0.327494
[2021-06-15 01:18:45,580][root][INFO] - Epoch 5, Itrs 5930/50000, Loss=0.331024
[2021-06-15 01:18:47,565][root][INFO] - Epoch 5, Itrs 5940/50000, Loss=0.345261
[2021-06-15 01:18:49,676][root][INFO] - Epoch 5, Itrs 5950/50000, Loss=0.316634
[2021-06-15 01:18:51,595][root][INFO] - Epoch 5, Itrs 5960/50000, Loss=0.303920
[2021-06-15 01:18:53,701][root][INFO] - Epoch 5, Itrs 5970/50000, Loss=0.336466
[2021-06-15 01:18:55,668][root][INFO] - Epoch 5, Itrs 5980/50000, Loss=0.317117
[2021-06-15 01:18:57,737][root][INFO] - Epoch 5, Itrs 5990/50000, Loss=0.348326
[2021-06-15 01:18:59,792][root][INFO] - Epoch 5, Itrs 6000/50000, Loss=0.340034
[2021-06-15 01:18:59,794][root][INFO] - validation...
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[2021-06-15 01:19:53,739][root][INFO] - miou: 0.6032073418811129
[2021-06-15 01:19:54,950][root][INFO] - Model saved as checkpoints/best_miou.pth
[2021-06-15 01:19:56,897][root][INFO] - Epoch 5, Itrs 6010/50000, Loss=0.329038
[2021-06-15 01:19:58,764][root][INFO] - Epoch 5, Itrs 6020/50000, Loss=0.332292
[2021-06-15 01:20:00,777][root][INFO] - Epoch 5, Itrs 6030/50000, Loss=0.332268
[2021-06-15 01:20:02,840][root][INFO] - Epoch 5, Itrs 6040/50000, Loss=0.343769
[2021-06-15 01:20:04,840][root][INFO] - Epoch 5, Itrs 6050/50000, Loss=0.336150
[2021-06-15 01:20:06,837][root][INFO] - Epoch 5, Itrs 6060/50000, Loss=0.280000
[2021-06-15 01:20:08,862][root][INFO] - Epoch 5, Itrs 6070/50000, Loss=0.359611
[2021-06-15 01:20:10,604][root][INFO] - Epoch 5, Itrs 6080/50000, Loss=0.313812
[2021-06-15 01:20:14,654][root][INFO] - Epoch 6, Itrs 6090/50000, Loss=0.341882
[2021-06-15 01:20:16,963][root][INFO] - Epoch 6, Itrs 6100/50000, Loss=0.265323
[2021-06-15 01:20:19,133][root][INFO] - Epoch 6, Itrs 6110/50000, Loss=0.265306
[2021-06-15 01:20:21,255][root][INFO] - Epoch 6, Itrs 6120/50000, Loss=0.282572
[2021-06-15 01:20:23,185][root][INFO] - Epoch 6, Itrs 6130/50000, Loss=0.312370
[2021-06-15 01:20:25,150][root][INFO] - Epoch 6, Itrs 6140/50000, Loss=0.325602
[2021-06-15 01:20:27,073][root][INFO] - Epoch 6, Itrs 6150/50000, Loss=0.299674
[2021-06-15 01:20:29,263][root][INFO] - Epoch 6, Itrs 6160/50000, Loss=0.295198
[2021-06-15 01:20:31,227][root][INFO] - Epoch 6, Itrs 6170/50000, Loss=0.268686
[2021-06-15 01:20:33,381][root][INFO] - Epoch 6, Itrs 6180/50000, Loss=0.306192
[2021-06-15 01:20:35,317][root][INFO] - Epoch 6, Itrs 6190/50000, Loss=0.281979
[2021-06-15 01:20:37,313][root][INFO] - Epoch 6, Itrs 6200/50000, Loss=0.294337
[2021-06-15 01:20:39,369][root][INFO] - Epoch 6, Itrs 6210/50000, Loss=0.279336
[2021-06-15 01:20:41,421][root][INFO] - Epoch 6, Itrs 6220/50000, Loss=0.296487
[2021-06-15 01:20:43,435][root][INFO] - Epoch 6, Itrs 6230/50000, Loss=0.309011
[2021-06-15 01:20:45,400][root][INFO] - Epoch 6, Itrs 6240/50000, Loss=0.275470
[2021-06-15 01:20:47,420][root][INFO] - Epoch 6, Itrs 6250/50000, Loss=0.305511
[2021-06-15 01:20:49,352][root][INFO] - Epoch 6, Itrs 6260/50000, Loss=0.267438
[2021-06-15 01:20:51,321][root][INFO] - Epoch 6, Itrs 6270/50000, Loss=0.315687
[2021-06-15 01:20:53,466][root][INFO] - Epoch 6, Itrs 6280/50000, Loss=0.297185
[2021-06-15 01:20:55,396][root][INFO] - Epoch 6, Itrs 6290/50000, Loss=0.299106
[2021-06-15 01:20:57,388][root][INFO] - Epoch 6, Itrs 6300/50000, Loss=0.289930
[2021-06-15 01:20:59,461][root][INFO] - Epoch 6, Itrs 6310/50000, Loss=0.343542
[2021-06-15 01:21:01,469][root][INFO] - Epoch 6, Itrs 6320/50000, Loss=0.314911
[2021-06-15 01:21:03,407][root][INFO] - Epoch 6, Itrs 6330/50000, Loss=0.304373
[2021-06-15 01:21:05,503][root][INFO] - Epoch 6, Itrs 6340/50000, Loss=0.325558
[2021-06-15 01:21:07,519][root][INFO] - Epoch 6, Itrs 6350/50000, Loss=0.306029
[2021-06-15 01:21:09,510][root][INFO] - Epoch 6, Itrs 6360/50000, Loss=0.324769
[2021-06-15 01:21:11,445][root][INFO] - Epoch 6, Itrs 6370/50000, Loss=0.326581
[2021-06-15 01:21:13,439][root][INFO] - Epoch 6, Itrs 6380/50000, Loss=0.299332
[2021-06-15 01:21:15,557][root][INFO] - Epoch 6, Itrs 6390/50000, Loss=0.269159
[2021-06-15 01:21:17,665][root][INFO] - Epoch 6, Itrs 6400/50000, Loss=0.291390
[2021-06-15 01:21:19,673][root][INFO] - Epoch 6, Itrs 6410/50000, Loss=0.288618
[2021-06-15 01:21:21,604][root][INFO] - Epoch 6, Itrs 6420/50000, Loss=0.297337
[2021-06-15 01:21:23,584][root][INFO] - Epoch 6, Itrs 6430/50000, Loss=0.262308
[2021-06-15 01:21:25,658][root][INFO] - Epoch 6, Itrs 6440/50000, Loss=0.275493
[2021-06-15 01:21:27,616][root][INFO] - Epoch 6, Itrs 6450/50000, Loss=0.298698
[2021-06-15 01:21:29,636][root][INFO] - Epoch 6, Itrs 6460/50000, Loss=0.298679
[2021-06-15 01:21:31,656][root][INFO] - Epoch 6, Itrs 6470/50000, Loss=0.303085
[2021-06-15 01:21:33,615][root][INFO] - Epoch 6, Itrs 6480/50000, Loss=0.309226
[2021-06-15 01:21:35,746][root][INFO] - Epoch 6, Itrs 6490/50000, Loss=0.326352
[2021-06-15 01:21:37,700][root][INFO] - Epoch 6, Itrs 6500/50000, Loss=0.314239
[2021-06-15 01:21:39,698][root][INFO] - Epoch 6, Itrs 6510/50000, Loss=0.287683
[2021-06-15 01:21:41,675][root][INFO] - Epoch 6, Itrs 6520/50000, Loss=0.304827
[2021-06-15 01:21:43,706][root][INFO] - Epoch 6, Itrs 6530/50000, Loss=0.321175
[2021-06-15 01:21:45,809][root][INFO] - Epoch 6, Itrs 6540/50000, Loss=0.320441
[2021-06-15 01:21:47,773][root][INFO] - Epoch 6, Itrs 6550/50000, Loss=0.297339
[2021-06-15 01:21:49,773][root][INFO] - Epoch 6, Itrs 6560/50000, Loss=0.277369
[2021-06-15 01:21:51,740][root][INFO] - Epoch 6, Itrs 6570/50000, Loss=0.266812
[2021-06-15 01:21:53,804][root][INFO] - Epoch 6, Itrs 6580/50000, Loss=0.299985
[2021-06-15 01:21:55,793][root][INFO] - Epoch 6, Itrs 6590/50000, Loss=0.281894
[2021-06-15 01:21:57,845][root][INFO] - Epoch 6, Itrs 6600/50000, Loss=0.326669
[2021-06-15 01:21:59,896][root][INFO] - Epoch 6, Itrs 6610/50000, Loss=0.293691
[2021-06-15 01:22:01,825][root][INFO] - Epoch 6, Itrs 6620/50000, Loss=0.276038
[2021-06-15 01:22:03,953][root][INFO] - Epoch 6, Itrs 6630/50000, Loss=0.322247
[2021-06-15 01:22:05,808][root][INFO] - Epoch 6, Itrs 6640/50000, Loss=0.311240
[2021-06-15 01:22:07,990][root][INFO] - Epoch 6, Itrs 6650/50000, Loss=0.283669
[2021-06-15 01:22:09,923][root][INFO] - Epoch 6, Itrs 6660/50000, Loss=0.281898
[2021-06-15 01:22:11,937][root][INFO] - Epoch 6, Itrs 6670/50000, Loss=0.300900
[2021-06-15 01:22:13,950][root][INFO] - Epoch 6, Itrs 6680/50000, Loss=0.291285
[2021-06-15 01:22:15,925][root][INFO] - Epoch 6, Itrs 6690/50000, Loss=0.293901
[2021-06-15 01:22:17,987][root][INFO] - Epoch 6, Itrs 6700/50000, Loss=0.306126
[2021-06-15 01:22:19,925][root][INFO] - Epoch 6, Itrs 6710/50000, Loss=0.318166
[2021-06-15 01:22:22,021][root][INFO] - Epoch 6, Itrs 6720/50000, Loss=0.309086
[2021-06-15 01:22:23,873][root][INFO] - Epoch 6, Itrs 6730/50000, Loss=0.316976
[2021-06-15 01:22:25,986][root][INFO] - Epoch 6, Itrs 6740/50000, Loss=0.304818
[2021-06-15 01:22:27,853][root][INFO] - Epoch 6, Itrs 6750/50000, Loss=0.304262
[2021-06-15 01:22:29,967][root][INFO] - Epoch 6, Itrs 6760/50000, Loss=0.300819
[2021-06-15 01:22:31,945][root][INFO] - Epoch 6, Itrs 6770/50000, Loss=0.303980
[2021-06-15 01:22:34,030][root][INFO] - Epoch 6, Itrs 6780/50000, Loss=0.312515
[2021-06-15 01:22:35,982][root][INFO] - Epoch 6, Itrs 6790/50000, Loss=0.302361
[2021-06-15 01:22:38,026][root][INFO] - Epoch 6, Itrs 6800/50000, Loss=0.317707
[2021-06-15 01:22:40,053][root][INFO] - Epoch 6, Itrs 6810/50000, Loss=0.302069
[2021-06-15 01:22:42,048][root][INFO] - Epoch 6, Itrs 6820/50000, Loss=0.267661
[2021-06-15 01:22:43,968][root][INFO] - Epoch 6, Itrs 6830/50000, Loss=0.288286
[2021-06-15 01:22:45,959][root][INFO] - Epoch 6, Itrs 6840/50000, Loss=0.283764
[2021-06-15 01:22:47,987][root][INFO] - Epoch 6, Itrs 6850/50000, Loss=0.274622
[2021-06-15 01:22:49,973][root][INFO] - Epoch 6, Itrs 6860/50000, Loss=0.271189
[2021-06-15 01:22:52,002][root][INFO] - Epoch 6, Itrs 6870/50000, Loss=0.300108
[2021-06-15 01:22:54,087][root][INFO] - Epoch 6, Itrs 6880/50000, Loss=0.299082
[2021-06-15 01:22:56,085][root][INFO] - Epoch 6, Itrs 6890/50000, Loss=0.274896
[2021-06-15 01:22:58,026][root][INFO] - Epoch 6, Itrs 6900/50000, Loss=0.302128
[2021-06-15 01:22:59,979][root][INFO] - Epoch 6, Itrs 6910/50000, Loss=0.319077
[2021-06-15 01:23:02,081][root][INFO] - Epoch 6, Itrs 6920/50000, Loss=0.300520
[2021-06-15 01:23:04,089][root][INFO] - Epoch 6, Itrs 6930/50000, Loss=0.301295
[2021-06-15 01:23:06,103][root][INFO] - Epoch 6, Itrs 6940/50000, Loss=0.341731
[2021-06-15 01:23:08,086][root][INFO] - Epoch 6, Itrs 6950/50000, Loss=0.281456
[2021-06-15 01:23:10,019][root][INFO] - Epoch 6, Itrs 6960/50000, Loss=0.283661
[2021-06-15 01:23:12,192][root][INFO] - Epoch 6, Itrs 6970/50000, Loss=0.283569
[2021-06-15 01:23:14,193][root][INFO] - Epoch 6, Itrs 6980/50000, Loss=0.287484
[2021-06-15 01:23:16,144][root][INFO] - Epoch 6, Itrs 6990/50000, Loss=0.311439
[2021-06-15 01:23:18,134][root][INFO] - Epoch 6, Itrs 7000/50000, Loss=0.309213
[2021-06-15 01:23:20,182][root][INFO] - Epoch 6, Itrs 7010/50000, Loss=0.322825
[2021-06-15 01:23:22,259][root][INFO] - Epoch 6, Itrs 7020/50000, Loss=0.307569
[2021-06-15 01:23:24,086][root][INFO] - Epoch 6, Itrs 7030/50000, Loss=0.290142
[2021-06-15 01:23:26,206][root][INFO] - Epoch 6, Itrs 7040/50000, Loss=0.298172
[2021-06-15 01:23:28,190][root][INFO] - Epoch 6, Itrs 7050/50000, Loss=0.293597
[2021-06-15 01:23:30,149][root][INFO] - Epoch 6, Itrs 7060/50000, Loss=0.310056
[2021-06-15 01:23:32,081][root][INFO] - Epoch 6, Itrs 7070/50000, Loss=0.293516
[2021-06-15 01:23:34,163][root][INFO] - Epoch 6, Itrs 7080/50000, Loss=0.352013
[2021-06-15 01:23:36,082][root][INFO] - Epoch 6, Itrs 7090/50000, Loss=0.286638
[2021-06-15 01:23:38,153][root][INFO] - Epoch 6, Itrs 7100/50000, Loss=0.276592
[2021-06-15 01:23:40,137][root][INFO] - Epoch 6, Itrs 7110/50000, Loss=0.264039
[2021-06-15 01:23:42,244][root][INFO] - Epoch 6, Itrs 7120/50000, Loss=0.306754
[2021-06-15 01:23:44,236][root][INFO] - Epoch 6, Itrs 7130/50000, Loss=0.266874
[2021-06-15 01:23:46,181][root][INFO] - Epoch 6, Itrs 7140/50000, Loss=0.284780
[2021-06-15 01:23:48,172][root][INFO] - Epoch 6, Itrs 7150/50000, Loss=0.302493
[2021-06-15 01:23:50,232][root][INFO] - Epoch 6, Itrs 7160/50000, Loss=0.297393
[2021-06-15 01:23:52,081][root][INFO] - Epoch 6, Itrs 7170/50000, Loss=0.297453
[2021-06-15 01:23:54,241][root][INFO] - Epoch 6, Itrs 7180/50000, Loss=0.271001
[2021-06-15 01:23:56,300][root][INFO] - Epoch 6, Itrs 7190/50000, Loss=0.276552
[2021-06-15 01:23:58,305][root][INFO] - Epoch 6, Itrs 7200/50000, Loss=0.311811
[2021-06-15 01:24:00,243][root][INFO] - Epoch 6, Itrs 7210/50000, Loss=0.339782
[2021-06-15 01:24:02,319][root][INFO] - Epoch 6, Itrs 7220/50000, Loss=0.262582
[2021-06-15 01:24:04,270][root][INFO] - Epoch 6, Itrs 7230/50000, Loss=0.310404
[2021-06-15 01:24:06,258][root][INFO] - Epoch 6, Itrs 7240/50000, Loss=0.283296
[2021-06-15 01:24:08,226][root][INFO] - Epoch 6, Itrs 7250/50000, Loss=0.312343
[2021-06-15 01:24:10,189][root][INFO] - Epoch 6, Itrs 7260/50000, Loss=0.309678
[2021-06-15 01:24:12,336][root][INFO] - Epoch 6, Itrs 7270/50000, Loss=0.308991
[2021-06-15 01:24:14,241][root][INFO] - Epoch 6, Itrs 7280/50000, Loss=0.286312
[2021-06-15 01:24:16,224][root][INFO] - Epoch 6, Itrs 7290/50000, Loss=0.305193
[2021-06-15 01:24:17,960][root][INFO] - Epoch 6, Itrs 7300/50000, Loss=0.310449
[2021-06-15 01:24:22,167][root][INFO] - Epoch 7, Itrs 7310/50000, Loss=0.293102
[2021-06-15 01:24:24,464][root][INFO] - Epoch 7, Itrs 7320/50000, Loss=0.262268
[2021-06-15 01:24:26,572][root][INFO] - Epoch 7, Itrs 7330/50000, Loss=0.276048
[2021-06-15 01:24:28,582][root][INFO] - Epoch 7, Itrs 7340/50000, Loss=0.268193
[2021-06-15 01:24:30,560][root][INFO] - Epoch 7, Itrs 7350/50000, Loss=0.287666
[2021-06-15 01:24:32,588][root][INFO] - Epoch 7, Itrs 7360/50000, Loss=0.252857
[2021-06-15 01:24:34,663][root][INFO] - Epoch 7, Itrs 7370/50000, Loss=0.263536
[2021-06-15 01:24:36,650][root][INFO] - Epoch 7, Itrs 7380/50000, Loss=0.264608
[2021-06-15 01:24:38,686][root][INFO] - Epoch 7, Itrs 7390/50000, Loss=0.283550
[2021-06-15 01:24:40,694][root][INFO] - Epoch 7, Itrs 7400/50000, Loss=0.298976
[2021-06-15 01:24:42,726][root][INFO] - Epoch 7, Itrs 7410/50000, Loss=0.277538
[2021-06-15 01:24:44,647][root][INFO] - Epoch 7, Itrs 7420/50000, Loss=0.272185
[2021-06-15 01:24:46,689][root][INFO] - Epoch 7, Itrs 7430/50000, Loss=0.273371
[2021-06-15 01:24:48,669][root][INFO] - Epoch 7, Itrs 7440/50000, Loss=0.248727
[2021-06-15 01:24:50,712][root][INFO] - Epoch 7, Itrs 7450/50000, Loss=0.296553
[2021-06-15 01:24:52,680][root][INFO] - Epoch 7, Itrs 7460/50000, Loss=0.291416
[2021-06-15 01:24:54,691][root][INFO] - Epoch 7, Itrs 7470/50000, Loss=0.273280
[2021-06-15 01:24:56,730][root][INFO] - Epoch 7, Itrs 7480/50000, Loss=0.251371
[2021-06-15 01:24:58,788][root][INFO] - Epoch 7, Itrs 7490/50000, Loss=0.265025
[2021-06-15 01:25:00,797][root][INFO] - Epoch 7, Itrs 7500/50000, Loss=0.296813
[2021-06-15 01:25:02,731][root][INFO] - Epoch 7, Itrs 7510/50000, Loss=0.282064
[2021-06-15 01:25:04,734][root][INFO] - Epoch 7, Itrs 7520/50000, Loss=0.286735
[2021-06-15 01:25:06,714][root][INFO] - Epoch 7, Itrs 7530/50000, Loss=0.274940
[2021-06-15 01:25:08,740][root][INFO] - Epoch 7, Itrs 7540/50000, Loss=0.275842
[2021-06-15 01:25:10,723][root][INFO] - Epoch 7, Itrs 7550/50000, Loss=0.278598
[2021-06-15 01:25:12,712][root][INFO] - Epoch 7, Itrs 7560/50000, Loss=0.252296
[2021-06-15 01:25:14,718][root][INFO] - Epoch 7, Itrs 7570/50000, Loss=0.264240
[2021-06-15 01:25:16,804][root][INFO] - Epoch 7, Itrs 7580/50000, Loss=0.282085
[2021-06-15 01:25:18,850][root][INFO] - Epoch 7, Itrs 7590/50000, Loss=0.280444
[2021-06-15 01:25:20,863][root][INFO] - Epoch 7, Itrs 7600/50000, Loss=0.266463
[2021-06-15 01:25:22,909][root][INFO] - Epoch 7, Itrs 7610/50000, Loss=0.262938
[2021-06-15 01:25:24,905][root][INFO] - Epoch 7, Itrs 7620/50000, Loss=0.271649
[2021-06-15 01:25:26,889][root][INFO] - Epoch 7, Itrs 7630/50000, Loss=0.260596
[2021-06-15 01:25:28,943][root][INFO] - Epoch 7, Itrs 7640/50000, Loss=0.316339
[2021-06-15 01:25:30,954][root][INFO] - Epoch 7, Itrs 7650/50000, Loss=0.267206
[2021-06-15 01:25:32,983][root][INFO] - Epoch 7, Itrs 7660/50000, Loss=0.241685
[2021-06-15 01:25:35,072][root][INFO] - Epoch 7, Itrs 7670/50000, Loss=0.269328
[2021-06-15 01:25:36,976][root][INFO] - Epoch 7, Itrs 7680/50000, Loss=0.266957
[2021-06-15 01:25:38,940][root][INFO] - Epoch 7, Itrs 7690/50000, Loss=0.281680
[2021-06-15 01:25:40,978][root][INFO] - Epoch 7, Itrs 7700/50000, Loss=0.253991
[2021-06-15 01:25:42,937][root][INFO] - Epoch 7, Itrs 7710/50000, Loss=0.267406
[2021-06-15 01:25:45,010][root][INFO] - Epoch 7, Itrs 7720/50000, Loss=0.252076
[2021-06-15 01:25:47,003][root][INFO] - Epoch 7, Itrs 7730/50000, Loss=0.285040
[2021-06-15 01:25:49,092][root][INFO] - Epoch 7, Itrs 7740/50000, Loss=0.290545
[2021-06-15 01:25:51,102][root][INFO] - Epoch 7, Itrs 7750/50000, Loss=0.280877
[2021-06-15 01:25:53,075][root][INFO] - Epoch 7, Itrs 7760/50000, Loss=0.251242
[2021-06-15 01:25:55,110][root][INFO] - Epoch 7, Itrs 7770/50000, Loss=0.281914
[2021-06-15 01:25:57,105][root][INFO] - Epoch 7, Itrs 7780/50000, Loss=0.281776
[2021-06-15 01:25:59,145][root][INFO] - Epoch 7, Itrs 7790/50000, Loss=0.263735
[2021-06-15 01:26:01,006][root][INFO] - Epoch 7, Itrs 7800/50000, Loss=0.323627
[2021-06-15 01:26:03,157][root][INFO] - Epoch 7, Itrs 7810/50000, Loss=0.319551
[2021-06-15 01:26:05,185][root][INFO] - Epoch 7, Itrs 7820/50000, Loss=0.290673
[2021-06-15 01:26:07,202][root][INFO] - Epoch 7, Itrs 7830/50000, Loss=0.277635
[2021-06-15 01:26:09,158][root][INFO] - Epoch 7, Itrs 7840/50000, Loss=0.301317
[2021-06-15 01:26:11,276][root][INFO] - Epoch 7, Itrs 7850/50000, Loss=0.276222
[2021-06-15 01:26:13,209][root][INFO] - Epoch 7, Itrs 7860/50000, Loss=0.271800
[2021-06-15 01:26:15,179][root][INFO] - Epoch 7, Itrs 7870/50000, Loss=0.273283
[2021-06-15 01:26:17,237][root][INFO] - Epoch 7, Itrs 7880/50000, Loss=0.266954
[2021-06-15 01:26:19,192][root][INFO] - Epoch 7, Itrs 7890/50000, Loss=0.267390
[2021-06-15 01:26:21,245][root][INFO] - Epoch 7, Itrs 7900/50000, Loss=0.247746
[2021-06-15 01:26:23,298][root][INFO] - Epoch 7, Itrs 7910/50000, Loss=0.253849
[2021-06-15 01:26:25,345][root][INFO] - Epoch 7, Itrs 7920/50000, Loss=0.282658
[2021-06-15 01:26:27,336][root][INFO] - Epoch 7, Itrs 7930/50000, Loss=0.296120
[2021-06-15 01:26:29,312][root][INFO] - Epoch 7, Itrs 7940/50000, Loss=0.276883
[2021-06-15 01:26:31,357][root][INFO] - Epoch 7, Itrs 7950/50000, Loss=0.250749
[2021-06-15 01:26:33,363][root][INFO] - Epoch 7, Itrs 7960/50000, Loss=0.274974
[2021-06-15 01:26:35,369][root][INFO] - Epoch 7, Itrs 7970/50000, Loss=0.273433
[2021-06-15 01:26:37,252][root][INFO] - Epoch 7, Itrs 7980/50000, Loss=0.276288
[2021-06-15 01:26:39,301][root][INFO] - Epoch 7, Itrs 7990/50000, Loss=0.270037
[2021-06-15 01:26:41,214][root][INFO] - Epoch 7, Itrs 8000/50000, Loss=0.283935
[2021-06-15 01:26:43,273][root][INFO] - Epoch 7, Itrs 8010/50000, Loss=0.265311
[2021-06-15 01:26:45,232][root][INFO] - Epoch 7, Itrs 8020/50000, Loss=0.249807
[2021-06-15 01:26:47,330][root][INFO] - Epoch 7, Itrs 8030/50000, Loss=0.301334
[2021-06-15 01:26:49,390][root][INFO] - Epoch 7, Itrs 8040/50000, Loss=0.286679
[2021-06-15 01:26:51,434][root][INFO] - Epoch 7, Itrs 8050/50000, Loss=0.296498
[2021-06-15 01:26:53,411][root][INFO] - Epoch 7, Itrs 8060/50000, Loss=0.249496
[2021-06-15 01:26:55,369][root][INFO] - Epoch 7, Itrs 8070/50000, Loss=0.269219
[2021-06-15 01:26:57,307][root][INFO] - Epoch 7, Itrs 8080/50000, Loss=0.270967
[2021-06-15 01:26:59,390][root][INFO] - Epoch 7, Itrs 8090/50000, Loss=0.255008
[2021-06-15 01:27:01,391][root][INFO] - Epoch 7, Itrs 8100/50000, Loss=0.289623
[2021-06-15 01:27:03,444][root][INFO] - Epoch 7, Itrs 8110/50000, Loss=0.260512
[2021-06-15 01:27:05,373][root][INFO] - Epoch 7, Itrs 8120/50000, Loss=0.275967
[2021-06-15 01:27:07,407][root][INFO] - Epoch 7, Itrs 8130/50000, Loss=0.307205
[2021-06-15 01:27:09,412][root][INFO] - Epoch 7, Itrs 8140/50000, Loss=0.245556
[2021-06-15 01:27:11,521][root][INFO] - Epoch 7, Itrs 8150/50000, Loss=0.281268
[2021-06-15 01:27:13,463][root][INFO] - Epoch 7, Itrs 8160/50000, Loss=0.268170
[2021-06-15 01:27:15,432][root][INFO] - Epoch 7, Itrs 8170/50000, Loss=0.279370
[2021-06-15 01:27:17,471][root][INFO] - Epoch 7, Itrs 8180/50000, Loss=0.263591
[2021-06-15 01:27:19,467][root][INFO] - Epoch 7, Itrs 8190/50000, Loss=0.271124
[2021-06-15 01:27:21,413][root][INFO] - Epoch 7, Itrs 8200/50000, Loss=0.293426
[2021-06-15 01:27:23,508][root][INFO] - Epoch 7, Itrs 8210/50000, Loss=0.283549
[2021-06-15 01:27:25,462][root][INFO] - Epoch 7, Itrs 8220/50000, Loss=0.269343
[2021-06-15 01:27:27,452][root][INFO] - Epoch 7, Itrs 8230/50000, Loss=0.288871
[2021-06-15 01:27:29,433][root][INFO] - Epoch 7, Itrs 8240/50000, Loss=0.269767
[2021-06-15 01:27:31,478][root][INFO] - Epoch 7, Itrs 8250/50000, Loss=0.273270
[2021-06-15 01:27:33,392][root][INFO] - Epoch 7, Itrs 8260/50000, Loss=0.257359
[2021-06-15 01:27:35,406][root][INFO] - Epoch 7, Itrs 8270/50000, Loss=0.279828
[2021-06-15 01:27:37,486][root][INFO] - Epoch 7, Itrs 8280/50000, Loss=0.282335
[2021-06-15 01:27:39,408][root][INFO] - Epoch 7, Itrs 8290/50000, Loss=0.291906
[2021-06-15 01:27:41,474][root][INFO] - Epoch 7, Itrs 8300/50000, Loss=0.284490
[2021-06-15 01:27:43,448][root][INFO] - Epoch 7, Itrs 8310/50000, Loss=0.258451
[2021-06-15 01:27:45,420][root][INFO] - Epoch 7, Itrs 8320/50000, Loss=0.283315
[2021-06-15 01:27:47,481][root][INFO] - Epoch 7, Itrs 8330/50000, Loss=0.302637
[2021-06-15 01:27:49,384][root][INFO] - Epoch 7, Itrs 8340/50000, Loss=0.289218
[2021-06-15 01:27:51,515][root][INFO] - Epoch 7, Itrs 8350/50000, Loss=0.247218
[2021-06-15 01:27:53,528][root][INFO] - Epoch 7, Itrs 8360/50000, Loss=0.286753
[2021-06-15 01:27:55,569][root][INFO] - Epoch 7, Itrs 8370/50000, Loss=0.255410
[2021-06-15 01:27:57,448][root][INFO] - Epoch 7, Itrs 8380/50000, Loss=0.286384
[2021-06-15 01:27:59,518][root][INFO] - Epoch 7, Itrs 8390/50000, Loss=0.264954
[2021-06-15 01:28:01,519][root][INFO] - Epoch 7, Itrs 8400/50000, Loss=0.277215
[2021-06-15 01:28:03,565][root][INFO] - Epoch 7, Itrs 8410/50000, Loss=0.318831
[2021-06-15 01:28:05,498][root][INFO] - Epoch 7, Itrs 8420/50000, Loss=0.287705
[2021-06-15 01:28:07,469][root][INFO] - Epoch 7, Itrs 8430/50000, Loss=0.276296
[2021-06-15 01:28:09,588][root][INFO] - Epoch 7, Itrs 8440/50000, Loss=0.271366
[2021-06-15 01:28:11,567][root][INFO] - Epoch 7, Itrs 8450/50000, Loss=0.297688
[2021-06-15 01:28:13,628][root][INFO] - Epoch 7, Itrs 8460/50000, Loss=0.271276
[2021-06-15 01:28:15,676][root][INFO] - Epoch 7, Itrs 8470/50000, Loss=0.269494
[2021-06-15 01:28:17,649][root][INFO] - Epoch 7, Itrs 8480/50000, Loss=0.285611
[2021-06-15 01:28:19,692][root][INFO] - Epoch 7, Itrs 8490/50000, Loss=0.291477
[2021-06-15 01:28:21,657][root][INFO] - Epoch 7, Itrs 8500/50000, Loss=0.286387
[2021-06-15 01:28:23,460][root][INFO] - Epoch 7, Itrs 8510/50000, Loss=0.274630
[2021-06-15 01:28:27,276][root][INFO] - Epoch 8, Itrs 8520/50000, Loss=0.244431
[2021-06-15 01:28:29,600][root][INFO] - Epoch 8, Itrs 8530/50000, Loss=0.231177
[2021-06-15 01:28:31,837][root][INFO] - Epoch 8, Itrs 8540/50000, Loss=0.255267
[2021-06-15 01:28:33,868][root][INFO] - Epoch 8, Itrs 8550/50000, Loss=0.260905
[2021-06-15 01:28:35,982][root][INFO] - Epoch 8, Itrs 8560/50000, Loss=0.234598
[2021-06-15 01:28:38,024][root][INFO] - Epoch 8, Itrs 8570/50000, Loss=0.243821
[2021-06-15 01:28:39,977][root][INFO] - Epoch 8, Itrs 8580/50000, Loss=0.262903
[2021-06-15 01:28:42,049][root][INFO] - Epoch 8, Itrs 8590/50000, Loss=0.273825
[2021-06-15 01:28:44,081][root][INFO] - Epoch 8, Itrs 8600/50000, Loss=0.252110
[2021-06-15 01:28:46,033][root][INFO] - Epoch 8, Itrs 8610/50000, Loss=0.237582
[2021-06-15 01:28:48,072][root][INFO] - Epoch 8, Itrs 8620/50000, Loss=0.267654
[2021-06-15 01:28:50,005][root][INFO] - Epoch 8, Itrs 8630/50000, Loss=0.294494
[2021-06-15 01:28:52,137][root][INFO] - Epoch 8, Itrs 8640/50000, Loss=0.234832
[2021-06-15 01:28:54,173][root][INFO] - Epoch 8, Itrs 8650/50000, Loss=0.240880
[2021-06-15 01:28:56,196][root][INFO] - Epoch 8, Itrs 8660/50000, Loss=0.256689
[2021-06-15 01:28:58,161][root][INFO] - Epoch 8, Itrs 8670/50000, Loss=0.244592
[2021-06-15 01:29:00,231][root][INFO] - Epoch 8, Itrs 8680/50000, Loss=0.266672
[2021-06-15 01:29:02,334][root][INFO] - Epoch 8, Itrs 8690/50000, Loss=0.245583
[2021-06-15 01:29:04,332][root][INFO] - Epoch 8, Itrs 8700/50000, Loss=0.267388
[2021-06-15 01:29:06,360][root][INFO] - Epoch 8, Itrs 8710/50000, Loss=0.264097
[2021-06-15 01:29:08,396][root][INFO] - Epoch 8, Itrs 8720/50000, Loss=0.275711
[2021-06-15 01:29:10,303][root][INFO] - Epoch 8, Itrs 8730/50000, Loss=0.240480
[2021-06-15 01:29:12,392][root][INFO] - Epoch 8, Itrs 8740/50000, Loss=0.253914
[2021-06-15 01:29:14,354][root][INFO] - Epoch 8, Itrs 8750/50000, Loss=0.263035
[2021-06-15 01:29:16,435][root][INFO] - Epoch 8, Itrs 8760/50000, Loss=0.264530
[2021-06-15 01:29:18,313][root][INFO] - Epoch 8, Itrs 8770/50000, Loss=0.232417
[2021-06-15 01:29:20,421][root][INFO] - Epoch 8, Itrs 8780/50000, Loss=0.252076
[2021-06-15 01:29:22,376][root][INFO] - Epoch 8, Itrs 8790/50000, Loss=0.288785
[2021-06-15 01:29:24,412][root][INFO] - Epoch 8, Itrs 8800/50000, Loss=0.257230
[2021-06-15 01:29:26,535][root][INFO] - Epoch 8, Itrs 8810/50000, Loss=0.251032
[2021-06-15 01:29:28,487][root][INFO] - Epoch 8, Itrs 8820/50000, Loss=0.242571
[2021-06-15 01:29:30,418][root][INFO] - Epoch 8, Itrs 8830/50000, Loss=0.231835
[2021-06-15 01:29:32,377][root][INFO] - Epoch 8, Itrs 8840/50000, Loss=0.251114
[2021-06-15 01:29:34,388][root][INFO] - Epoch 8, Itrs 8850/50000, Loss=0.271150
[2021-06-15 01:29:36,451][root][INFO] - Epoch 8, Itrs 8860/50000, Loss=0.268638
[2021-06-15 01:29:38,404][root][INFO] - Epoch 8, Itrs 8870/50000, Loss=0.268983
[2021-06-15 01:29:40,554][root][INFO] - Epoch 8, Itrs 8880/50000, Loss=0.283006
[2021-06-15 01:29:42,527][root][INFO] - Epoch 8, Itrs 8890/50000, Loss=0.251976
[2021-06-15 01:29:44,484][root][INFO] - Epoch 8, Itrs 8900/50000, Loss=0.260610
[2021-06-15 01:29:46,555][root][INFO] - Epoch 8, Itrs 8910/50000, Loss=0.257047
[2021-06-15 01:29:48,519][root][INFO] - Epoch 8, Itrs 8920/50000, Loss=0.265278
[2021-06-15 01:29:50,557][root][INFO] - Epoch 8, Itrs 8930/50000, Loss=0.238470
[2021-06-15 01:29:52,655][root][INFO] - Epoch 8, Itrs 8940/50000, Loss=0.267747
[2021-06-15 01:29:54,611][root][INFO] - Epoch 8, Itrs 8950/50000, Loss=0.240977
[2021-06-15 01:29:56,658][root][INFO] - Epoch 8, Itrs 8960/50000, Loss=0.252721
[2021-06-15 01:29:58,569][root][INFO] - Epoch 8, Itrs 8970/50000, Loss=0.307566
[2021-06-15 01:30:00,501][root][INFO] - Epoch 8, Itrs 8980/50000, Loss=0.286083
[2021-06-15 01:30:02,529][root][INFO] - Epoch 8, Itrs 8990/50000, Loss=0.253582
[2021-06-15 01:30:04,576][root][INFO] - Epoch 8, Itrs 9000/50000, Loss=0.236133
[2021-06-15 01:30:04,578][root][INFO] - validation...
[2021-06-15 01:30:06,325][root][INFO] - 0/340
[2021-06-15 01:30:06,471][root][INFO] - 1/340
[2021-06-15 01:30:06,696][root][INFO] - 2/340
[2021-06-15 01:30:06,889][root][INFO] - 3/340
[2021-06-15 01:30:07,081][root][INFO] - 4/340
[2021-06-15 01:30:07,274][root][INFO] - 5/340
[2021-06-15 01:30:07,457][root][INFO] - 6/340
[2021-06-15 01:30:07,593][root][INFO] - 7/340
[2021-06-15 01:30:07,734][root][INFO] - 8/340
[2021-06-15 01:30:07,853][root][INFO] - 9/340
[2021-06-15 01:30:07,968][root][INFO] - 10/340
[2021-06-15 01:30:08,086][root][INFO] - 11/340
[2021-06-15 01:30:08,212][root][INFO] - 12/340
[2021-06-15 01:30:08,336][root][INFO] - 13/340
[2021-06-15 01:30:08,439][root][INFO] - 14/340
[2021-06-15 01:30:08,572][root][INFO] - 15/340
[2021-06-15 01:30:08,833][root][INFO] - 16/340
[2021-06-15 01:30:08,963][root][INFO] - 17/340
[2021-06-15 01:30:09,209][root][INFO] - 18/340
[2021-06-15 01:30:09,333][root][INFO] - 19/340
[2021-06-15 01:30:09,457][root][INFO] - 20/340
[2021-06-15 01:30:09,549][root][INFO] - 21/340
[2021-06-15 01:30:09,660][root][INFO] - 22/340
[2021-06-15 01:30:09,784][root][INFO] - 23/340
[2021-06-15 01:30:10,299][root][INFO] - 24/340
[2021-06-15 01:30:10,410][root][INFO] - 25/340
[2021-06-15 01:30:10,569][root][INFO] - 26/340
[2021-06-15 01:30:10,728][root][INFO] - 27/340
[2021-06-15 01:30:10,823][root][INFO] - 28/340
[2021-06-15 01:30:10,926][root][INFO] - 29/340
[2021-06-15 01:30:11,033][root][INFO] - 30/340
[2021-06-15 01:30:11,105][root][INFO] - 31/340
[2021-06-15 01:30:11,671][root][INFO] - 32/340
[2021-06-15 01:30:11,829][root][INFO] - 33/340
[2021-06-15 01:30:11,987][root][INFO] - 34/340
[2021-06-15 01:30:12,171][root][INFO] - 35/340
[2021-06-15 01:30:12,318][root][INFO] - 36/340
[2021-06-15 01:30:12,454][root][INFO] - 37/340
[2021-06-15 01:30:12,536][root][INFO] - 38/340
[2021-06-15 01:30:12,607][root][INFO] - 39/340
[2021-06-15 01:30:12,905][root][INFO] - 40/340
[2021-06-15 01:30:13,045][root][INFO] - 41/340
[2021-06-15 01:30:13,213][root][INFO] - 42/340
[2021-06-15 01:30:13,348][root][INFO] - 43/340
[2021-06-15 01:30:13,497][root][INFO] - 44/340
[2021-06-15 01:30:13,622][root][INFO] - 45/340
[2021-06-15 01:30:13,793][root][INFO] - 46/340
[2021-06-15 01:30:13,955][root][INFO] - 47/340
[2021-06-15 01:30:14,388][root][INFO] - 48/340
[2021-06-15 01:30:14,524][root][INFO] - 49/340
[2021-06-15 01:30:14,606][root][INFO] - 50/340
[2021-06-15 01:30:14,703][root][INFO] - 51/340
[2021-06-15 01:30:14,786][root][INFO] - 52/340
[2021-06-15 01:30:14,864][root][INFO] - 53/340
[2021-06-15 01:30:14,955][root][INFO] - 54/340
[2021-06-15 01:30:15,032][root][INFO] - 55/340
[2021-06-15 01:30:15,700][root][INFO] - 56/340
[2021-06-15 01:30:15,867][root][INFO] - 57/340
[2021-06-15 01:30:15,979][root][INFO] - 58/340
[2021-06-15 01:30:16,129][root][INFO] - 59/340
[2021-06-15 01:30:16,273][root][INFO] - 60/340
[2021-06-15 01:30:16,390][root][INFO] - 61/340
[2021-06-15 01:30:16,479][root][INFO] - 62/340
[2021-06-15 01:30:16,625][root][INFO] - 63/340
[2021-06-15 01:30:16,827][root][INFO] - 64/340
[2021-06-15 01:30:16,982][root][INFO] - 65/340
[2021-06-15 01:30:17,120][root][INFO] - 66/340
[2021-06-15 01:30:17,309][root][INFO] - 67/340
[2021-06-15 01:30:17,497][root][INFO] - 68/340
[2021-06-15 01:30:17,655][root][INFO] - 69/340
[2021-06-15 01:30:17,797][root][INFO] - 70/340
[2021-06-15 01:30:17,989][root][INFO] - 71/340
[2021-06-15 01:30:18,252][root][INFO] - 72/340
[2021-06-15 01:30:18,385][root][INFO] - 73/340
[2021-06-15 01:30:18,480][root][INFO] - 74/340
[2021-06-15 01:30:18,615][root][INFO] - 75/340
[2021-06-15 01:30:18,784][root][INFO] - 76/340
[2021-06-15 01:30:18,938][root][INFO] - 77/340
[2021-06-15 01:30:19,106][root][INFO] - 78/340
[2021-06-15 01:30:19,274][root][INFO] - 79/340
[2021-06-15 01:30:19,417][root][INFO] - 80/340
[2021-06-15 01:30:19,497][root][INFO] - 81/340
[2021-06-15 01:30:19,572][root][INFO] - 82/340
[2021-06-15 01:30:19,646][root][INFO] - 83/340
[2021-06-15 01:30:19,723][root][INFO] - 84/340
[2021-06-15 01:30:19,830][root][INFO] - 85/340
[2021-06-15 01:30:19,977][root][INFO] - 86/340
[2021-06-15 01:30:20,100][root][INFO] - 87/340
[2021-06-15 01:30:20,493][root][INFO] - 88/340
[2021-06-15 01:30:20,636][root][INFO] - 89/340
[2021-06-15 01:30:20,760][root][INFO] - 90/340
[2021-06-15 01:30:20,856][root][INFO] - 91/340
[2021-06-15 01:30:20,988][root][INFO] - 92/340
[2021-06-15 01:30:21,132][root][INFO] - 93/340
[2021-06-15 01:30:21,238][root][INFO] - 94/340
[2021-06-15 01:30:21,375][root][INFO] - 95/340
[2021-06-15 01:30:21,662][root][INFO] - 96/340
[2021-06-15 01:30:21,790][root][INFO] - 97/340
[2021-06-15 01:30:21,942][root][INFO] - 98/340
[2021-06-15 01:30:22,018][root][INFO] - 99/340
[2021-06-15 01:30:22,129][root][INFO] - 100/340
[2021-06-15 01:30:22,213][root][INFO] - 101/340
[2021-06-15 01:30:22,295][root][INFO] - 102/340
[2021-06-15 01:30:22,386][root][INFO] - 103/340
[2021-06-15 01:30:23,000][root][INFO] - 104/340
[2021-06-15 01:30:23,142][root][INFO] - 105/340
[2021-06-15 01:30:23,332][root][INFO] - 106/340
[2021-06-15 01:30:23,467][root][INFO] - 107/340
[2021-06-15 01:30:23,633][root][INFO] - 108/340
[2021-06-15 01:30:23,808][root][INFO] - 109/340
[2021-06-15 01:30:23,925][root][INFO] - 110/340
[2021-06-15 01:30:24,081][root][INFO] - 111/340
[2021-06-15 01:30:24,353][root][INFO] - 112/340
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[2021-06-15 01:30:58,676][root][INFO] - miou: 0.6082720040986808
[2021-06-15 01:30:59,695][root][INFO] - Model saved as checkpoints/best_miou.pth
[2021-06-15 01:31:01,514][root][INFO] - Epoch 8, Itrs 9010/50000, Loss=0.282608
[2021-06-15 01:31:03,472][root][INFO] - Epoch 8, Itrs 9020/50000, Loss=0.250763
[2021-06-15 01:31:05,549][root][INFO] - Epoch 8, Itrs 9030/50000, Loss=0.249875
[2021-06-15 01:31:07,562][root][INFO] - Epoch 8, Itrs 9040/50000, Loss=0.240837
[2021-06-15 01:31:09,491][root][INFO] - Epoch 8, Itrs 9050/50000, Loss=0.258994
[2021-06-15 01:31:11,568][root][INFO] - Epoch 8, Itrs 9060/50000, Loss=0.273585
[2021-06-15 01:31:13,565][root][INFO] - Epoch 8, Itrs 9070/50000, Loss=0.243739
[2021-06-15 01:31:15,653][root][INFO] - Epoch 8, Itrs 9080/50000, Loss=0.238053
[2021-06-15 01:31:17,570][root][INFO] - Epoch 8, Itrs 9090/50000, Loss=0.267964
[2021-06-15 01:31:19,529][root][INFO] - Epoch 8, Itrs 9100/50000, Loss=0.257559
[2021-06-15 01:31:21,642][root][INFO] - Epoch 8, Itrs 9110/50000, Loss=0.272844
[2021-06-15 01:31:23,581][root][INFO] - Epoch 8, Itrs 9120/50000, Loss=0.261055
[2021-06-15 01:31:25,501][root][INFO] - Epoch 8, Itrs 9130/50000, Loss=0.259887
[2021-06-15 01:31:27,440][root][INFO] - Epoch 8, Itrs 9140/50000, Loss=0.272309
[2021-06-15 01:31:29,574][root][INFO] - Epoch 8, Itrs 9150/50000, Loss=0.235958
[2021-06-15 01:31:31,523][root][INFO] - Epoch 8, Itrs 9160/50000, Loss=0.234065
[2021-06-15 01:31:33,429][root][INFO] - Epoch 8, Itrs 9170/50000, Loss=0.226847
[2021-06-15 01:31:35,497][root][INFO] - Epoch 8, Itrs 9180/50000, Loss=0.293487
[2021-06-15 01:31:37,507][root][INFO] - Epoch 8, Itrs 9190/50000, Loss=0.231379
[2021-06-15 01:31:39,391][root][INFO] - Epoch 8, Itrs 9200/50000, Loss=0.252727
[2021-06-15 01:31:41,562][root][INFO] - Epoch 8, Itrs 9210/50000, Loss=0.266043
[2021-06-15 01:31:43,587][root][INFO] - Epoch 8, Itrs 9220/50000, Loss=0.255208
[2021-06-15 01:31:45,617][root][INFO] - Epoch 8, Itrs 9230/50000, Loss=0.258355
[2021-06-15 01:31:47,585][root][INFO] - Epoch 8, Itrs 9240/50000, Loss=0.259035
[2021-06-15 01:31:49,549][root][INFO] - Epoch 8, Itrs 9250/50000, Loss=0.254825
[2021-06-15 01:31:51,541][root][INFO] - Epoch 8, Itrs 9260/50000, Loss=0.266229
[2021-06-15 01:31:53,652][root][INFO] - Epoch 8, Itrs 9270/50000, Loss=0.233041
[2021-06-15 01:31:55,634][root][INFO] - Epoch 8, Itrs 9280/50000, Loss=0.254466
[2021-06-15 01:31:57,714][root][INFO] - Epoch 8, Itrs 9290/50000, Loss=0.276593
[2021-06-15 01:31:59,669][root][INFO] - Epoch 8, Itrs 9300/50000, Loss=0.296286
[2021-06-15 01:32:01,662][root][INFO] - Epoch 8, Itrs 9310/50000, Loss=0.255305
[2021-06-15 01:32:03,652][root][INFO] - Epoch 8, Itrs 9320/50000, Loss=0.263834
[2021-06-15 01:32:05,701][root][INFO] - Epoch 8, Itrs 9330/50000, Loss=0.280005
[2021-06-15 01:32:07,674][root][INFO] - Epoch 8, Itrs 9340/50000, Loss=0.269338
[2021-06-15 01:32:09,629][root][INFO] - Epoch 8, Itrs 9350/50000, Loss=0.251024
[2021-06-15 01:32:11,654][root][INFO] - Epoch 8, Itrs 9360/50000, Loss=0.235708
[2021-06-15 01:32:13,734][root][INFO] - Epoch 8, Itrs 9370/50000, Loss=0.288271
[2021-06-15 01:32:15,708][root][INFO] - Epoch 8, Itrs 9380/50000, Loss=0.269692
[2021-06-15 01:32:17,758][root][INFO] - Epoch 8, Itrs 9390/50000, Loss=0.266452
[2021-06-15 01:32:19,750][root][INFO] - Epoch 8, Itrs 9400/50000, Loss=0.236283
[2021-06-15 01:32:21,696][root][INFO] - Epoch 8, Itrs 9410/50000, Loss=0.243587
[2021-06-15 01:32:23,600][root][INFO] - Epoch 8, Itrs 9420/50000, Loss=0.220245
[2021-06-15 01:32:25,525][root][INFO] - Epoch 8, Itrs 9430/50000, Loss=0.238479
[2021-06-15 01:32:27,627][root][INFO] - Epoch 8, Itrs 9440/50000, Loss=0.247258
[2021-06-15 01:32:29,656][root][INFO] - Epoch 8, Itrs 9450/50000, Loss=0.274696
[2021-06-15 01:32:31,688][root][INFO] - Epoch 8, Itrs 9460/50000, Loss=0.312536
[2021-06-15 01:32:33,772][root][INFO] - Epoch 8, Itrs 9470/50000, Loss=0.304778
[2021-06-15 01:32:35,815][root][INFO] - Epoch 8, Itrs 9480/50000, Loss=0.256897
[2021-06-15 01:32:37,782][root][INFO] - Epoch 8, Itrs 9490/50000, Loss=0.280708
[2021-06-15 01:32:39,831][root][INFO] - Epoch 8, Itrs 9500/50000, Loss=0.247700
[2021-06-15 01:32:41,708][root][INFO] - Epoch 8, Itrs 9510/50000, Loss=0.270871
[2021-06-15 01:32:43,821][root][INFO] - Epoch 8, Itrs 9520/50000, Loss=0.252957
[2021-06-15 01:32:45,745][root][INFO] - Epoch 8, Itrs 9530/50000, Loss=0.249229
[2021-06-15 01:32:47,714][root][INFO] - Epoch 8, Itrs 9540/50000, Loss=0.244612
[2021-06-15 01:32:49,834][root][INFO] - Epoch 8, Itrs 9550/50000, Loss=0.250058
[2021-06-15 01:32:51,749][root][INFO] - Epoch 8, Itrs 9560/50000, Loss=0.245090
[2021-06-15 01:32:53,826][root][INFO] - Epoch 8, Itrs 9570/50000, Loss=0.231756
[2021-06-15 01:32:55,776][root][INFO] - Epoch 8, Itrs 9580/50000, Loss=0.245780
[2021-06-15 01:32:57,802][root][INFO] - Epoch 8, Itrs 9590/50000, Loss=0.254665
[2021-06-15 01:32:59,796][root][INFO] - Epoch 8, Itrs 9600/50000, Loss=0.252787
[2021-06-15 01:33:01,824][root][INFO] - Epoch 8, Itrs 9610/50000, Loss=0.251602
[2021-06-15 01:33:03,714][root][INFO] - Epoch 8, Itrs 9620/50000, Loss=0.263197
[2021-06-15 01:33:05,808][root][INFO] - Epoch 8, Itrs 9630/50000, Loss=0.253477
[2021-06-15 01:33:07,869][root][INFO] - Epoch 8, Itrs 9640/50000, Loss=0.294445
[2021-06-15 01:33:09,839][root][INFO] - Epoch 8, Itrs 9650/50000, Loss=0.281483
[2021-06-15 01:33:11,779][root][INFO] - Epoch 8, Itrs 9660/50000, Loss=0.262777
[2021-06-15 01:33:13,783][root][INFO] - Epoch 8, Itrs 9670/50000, Loss=0.247191
[2021-06-15 01:33:15,906][root][INFO] - Epoch 8, Itrs 9680/50000, Loss=0.273435
[2021-06-15 01:33:17,928][root][INFO] - Epoch 8, Itrs 9690/50000, Loss=0.231779
[2021-06-15 01:33:19,943][root][INFO] - Epoch 8, Itrs 9700/50000, Loss=0.257895
[2021-06-15 01:33:21,974][root][INFO] - Epoch 8, Itrs 9710/50000, Loss=0.286958
[2021-06-15 01:33:23,956][root][INFO] - Epoch 8, Itrs 9720/50000, Loss=0.242416
[2021-06-15 01:33:25,760][root][INFO] - Epoch 8, Itrs 9730/50000, Loss=0.278625
[2021-06-15 01:33:29,528][root][INFO] - Epoch 9, Itrs 9740/50000, Loss=0.253632
[2021-06-15 01:33:31,797][root][INFO] - Epoch 9, Itrs 9750/50000, Loss=0.246860
[2021-06-15 01:33:34,162][root][INFO] - Epoch 9, Itrs 9760/50000, Loss=0.243845
[2021-06-15 01:33:36,247][root][INFO] - Epoch 9, Itrs 9770/50000, Loss=0.228383
[2021-06-15 01:33:38,222][root][INFO] - Epoch 9, Itrs 9780/50000, Loss=0.236312
[2021-06-15 01:33:40,339][root][INFO] - Epoch 9, Itrs 9790/50000, Loss=0.234059
[2021-06-15 01:33:42,376][root][INFO] - Epoch 9, Itrs 9800/50000, Loss=0.224424
[2021-06-15 01:33:44,418][root][INFO] - Epoch 9, Itrs 9810/50000, Loss=0.230536
[2021-06-15 01:33:46,385][root][INFO] - Epoch 9, Itrs 9820/50000, Loss=0.221098
[2021-06-15 01:33:48,437][root][INFO] - Epoch 9, Itrs 9830/50000, Loss=0.238181
[2021-06-15 01:33:50,552][root][INFO] - Epoch 9, Itrs 9840/50000, Loss=0.226778
[2021-06-15 01:33:52,524][root][INFO] - Epoch 9, Itrs 9850/50000, Loss=0.221747
[2021-06-15 01:33:54,543][root][INFO] - Epoch 9, Itrs 9860/50000, Loss=0.229896
[2021-06-15 01:33:56,497][root][INFO] - Epoch 9, Itrs 9870/50000, Loss=0.241161
[2021-06-15 01:33:58,689][root][INFO] - Epoch 9, Itrs 9880/50000, Loss=0.232016
[2021-06-15 01:34:00,648][root][INFO] - Epoch 9, Itrs 9890/50000, Loss=0.217799
[2021-06-15 01:34:02,628][root][INFO] - Epoch 9, Itrs 9900/50000, Loss=0.230898
[2021-06-15 01:34:04,667][root][INFO] - Epoch 9, Itrs 9910/50000, Loss=0.247516
[2021-06-15 01:34:06,789][root][INFO] - Epoch 9, Itrs 9920/50000, Loss=0.240048
[2021-06-15 01:34:08,746][root][INFO] - Epoch 9, Itrs 9930/50000, Loss=0.218501
[2021-06-15 01:34:10,653][root][INFO] - Epoch 9, Itrs 9940/50000, Loss=0.250598
[2021-06-15 01:34:12,791][root][INFO] - Epoch 9, Itrs 9950/50000, Loss=0.235354
[2021-06-15 01:34:14,781][root][INFO] - Epoch 9, Itrs 9960/50000, Loss=0.239199
[2021-06-15 01:34:16,802][root][INFO] - Epoch 9, Itrs 9970/50000, Loss=0.221738
[2021-06-15 01:34:18,861][root][INFO] - Epoch 9, Itrs 9980/50000, Loss=0.230259
[2021-06-15 01:34:20,729][root][INFO] - Epoch 9, Itrs 9990/50000, Loss=0.241426
[2021-06-15 01:34:22,811][root][INFO] - Epoch 9, Itrs 10000/50000, Loss=0.249362
[2021-06-15 01:34:24,837][root][INFO] - Epoch 9, Itrs 10010/50000, Loss=0.224381
[2021-06-15 01:34:26,762][root][INFO] - Epoch 9, Itrs 10020/50000, Loss=0.244631
[2021-06-15 01:34:28,767][root][INFO] - Epoch 9, Itrs 10030/50000, Loss=0.245431
[2021-06-15 01:34:30,848][root][INFO] - Epoch 9, Itrs 10040/50000, Loss=0.221569
[2021-06-15 01:34:32,828][root][INFO] - Epoch 9, Itrs 10050/50000, Loss=0.222839
[2021-06-15 01:34:34,764][root][INFO] - Epoch 9, Itrs 10060/50000, Loss=0.223656
[2021-06-15 01:34:36,886][root][INFO] - Epoch 9, Itrs 10070/50000, Loss=0.266686
[2021-06-15 01:34:38,832][root][INFO] - Epoch 9, Itrs 10080/50000, Loss=0.245191
[2021-06-15 01:34:40,843][root][INFO] - Epoch 9, Itrs 10090/50000, Loss=0.230462
[2021-06-15 01:34:42,914][root][INFO] - Epoch 9, Itrs 10100/50000, Loss=0.231642
[2021-06-15 01:34:44,899][root][INFO] - Epoch 9, Itrs 10110/50000, Loss=0.241214
[2021-06-15 01:34:46,966][root][INFO] - Epoch 9, Itrs 10120/50000, Loss=0.231527
[2021-06-15 01:34:49,059][root][INFO] - Epoch 9, Itrs 10130/50000, Loss=0.227907
[2021-06-15 01:34:51,043][root][INFO] - Epoch 9, Itrs 10140/50000, Loss=0.261873
[2021-06-15 01:34:52,944][root][INFO] - Epoch 9, Itrs 10150/50000, Loss=0.240370
[2021-06-15 01:34:54,891][root][INFO] - Epoch 9, Itrs 10160/50000, Loss=0.236374
[2021-06-15 01:34:56,993][root][INFO] - Epoch 9, Itrs 10170/50000, Loss=0.234981
[2021-06-15 01:34:59,113][root][INFO] - Epoch 9, Itrs 10180/50000, Loss=0.228976
[2021-06-15 01:35:01,096][root][INFO] - Epoch 9, Itrs 10190/50000, Loss=0.228492
[2021-06-15 01:35:03,054][root][INFO] - Epoch 9, Itrs 10200/50000, Loss=0.241365
[2021-06-15 01:35:05,071][root][INFO] - Epoch 9, Itrs 10210/50000, Loss=0.229159
[2021-06-15 01:35:07,009][root][INFO] - Epoch 9, Itrs 10220/50000, Loss=0.252948
[2021-06-15 01:35:09,114][root][INFO] - Epoch 9, Itrs 10230/50000, Loss=0.245934
[2021-06-15 01:35:11,083][root][INFO] - Epoch 9, Itrs 10240/50000, Loss=0.252251
[2021-06-15 01:35:13,143][root][INFO] - Epoch 9, Itrs 10250/50000, Loss=0.233896
[2021-06-15 01:35:15,196][root][INFO] - Epoch 9, Itrs 10260/50000, Loss=0.239651
[2021-06-15 01:35:17,197][root][INFO] - Epoch 9, Itrs 10270/50000, Loss=0.249381
[2021-06-15 01:35:19,164][root][INFO] - Epoch 9, Itrs 10280/50000, Loss=0.233184
[2021-06-15 01:35:21,165][root][INFO] - Epoch 9, Itrs 10290/50000, Loss=0.236879
[2021-06-15 01:35:23,184][root][INFO] - Epoch 9, Itrs 10300/50000, Loss=0.267182
[2021-06-15 01:35:25,226][root][INFO] - Epoch 9, Itrs 10310/50000, Loss=0.246905
[2021-06-15 01:35:27,292][root][INFO] - Epoch 9, Itrs 10320/50000, Loss=0.263707
[2021-06-15 01:35:29,313][root][INFO] - Epoch 9, Itrs 10330/50000, Loss=0.248677
[2021-06-15 01:35:31,234][root][INFO] - Epoch 9, Itrs 10340/50000, Loss=0.252777
[2021-06-15 01:35:33,184][root][INFO] - Epoch 9, Itrs 10350/50000, Loss=0.250919
[2021-06-15 01:35:35,163][root][INFO] - Epoch 9, Itrs 10360/50000, Loss=0.238681
[2021-06-15 01:35:37,260][root][INFO] - Epoch 9, Itrs 10370/50000, Loss=0.249320
[2021-06-15 01:35:39,227][root][INFO] - Epoch 9, Itrs 10380/50000, Loss=0.225789
[2021-06-15 01:35:41,319][root][INFO] - Epoch 9, Itrs 10390/50000, Loss=0.244576
[2021-06-15 01:35:43,313][root][INFO] - Epoch 9, Itrs 10400/50000, Loss=0.228204
[2021-06-15 01:35:45,305][root][INFO] - Epoch 9, Itrs 10410/50000, Loss=0.225764
[2021-06-15 01:35:47,386][root][INFO] - Epoch 9, Itrs 10420/50000, Loss=0.249978
[2021-06-15 01:35:49,360][root][INFO] - Epoch 9, Itrs 10430/50000, Loss=0.228812
[2021-06-15 01:35:51,361][root][INFO] - Epoch 9, Itrs 10440/50000, Loss=0.227914
[2021-06-15 01:35:53,458][root][INFO] - Epoch 9, Itrs 10450/50000, Loss=0.252665
[2021-06-15 01:35:55,362][root][INFO] - Epoch 9, Itrs 10460/50000, Loss=0.250176
[2021-06-15 01:35:57,450][root][INFO] - Epoch 9, Itrs 10470/50000, Loss=0.253104
[2021-06-15 01:35:59,374][root][INFO] - Epoch 9, Itrs 10480/50000, Loss=0.234579
[2021-06-15 01:36:01,478][root][INFO] - Epoch 9, Itrs 10490/50000, Loss=0.256722
[2021-06-15 01:36:03,389][root][INFO] - Epoch 9, Itrs 10500/50000, Loss=0.230146
[2021-06-15 01:36:05,341][root][INFO] - Epoch 9, Itrs 10510/50000, Loss=0.262264
[2021-06-15 01:36:07,347][root][INFO] - Epoch 9, Itrs 10520/50000, Loss=0.251072
[2021-06-15 01:36:09,478][root][INFO] - Epoch 9, Itrs 10530/50000, Loss=0.261440
[2021-06-15 01:36:11,441][root][INFO] - Epoch 9, Itrs 10540/50000, Loss=0.235390
[2021-06-15 01:36:13,501][root][INFO] - Epoch 9, Itrs 10550/50000, Loss=0.245289
[2021-06-15 01:36:15,481][root][INFO] - Epoch 9, Itrs 10560/50000, Loss=0.263611
[2021-06-15 01:36:17,441][root][INFO] - Epoch 9, Itrs 10570/50000, Loss=0.284035
[2021-06-15 01:36:19,438][root][INFO] - Epoch 9, Itrs 10580/50000, Loss=0.253197
[2021-06-15 01:36:21,417][root][INFO] - Epoch 9, Itrs 10590/50000, Loss=0.240761
[2021-06-15 01:36:23,399][root][INFO] - Epoch 9, Itrs 10600/50000, Loss=0.241380
[2021-06-15 01:36:25,408][root][INFO] - Epoch 9, Itrs 10610/50000, Loss=0.255132
[2021-06-15 01:36:27,452][root][INFO] - Epoch 9, Itrs 10620/50000, Loss=0.240834
[2021-06-15 01:36:29,517][root][INFO] - Epoch 9, Itrs 10630/50000, Loss=0.267271
[2021-06-15 01:36:31,532][root][INFO] - Epoch 9, Itrs 10640/50000, Loss=0.234543
[2021-06-15 01:36:33,469][root][INFO] - Epoch 9, Itrs 10650/50000, Loss=0.235661
[2021-06-15 01:36:35,453][root][INFO] - Epoch 9, Itrs 10660/50000, Loss=0.247608
[2021-06-15 01:36:37,569][root][INFO] - Epoch 9, Itrs 10670/50000, Loss=0.254945
[2021-06-15 01:36:39,461][root][INFO] - Epoch 9, Itrs 10680/50000, Loss=0.250863
[2021-06-15 01:36:41,530][root][INFO] - Epoch 9, Itrs 10690/50000, Loss=0.256559
[2021-06-15 01:36:43,629][root][INFO] - Epoch 9, Itrs 10700/50000, Loss=0.269859
[2021-06-15 01:36:45,638][root][INFO] - Epoch 9, Itrs 10710/50000, Loss=0.234493
[2021-06-15 01:36:47,617][root][INFO] - Epoch 9, Itrs 10720/50000, Loss=0.290384
[2021-06-15 01:36:49,625][root][INFO] - Epoch 9, Itrs 10730/50000, Loss=0.262947
[2021-06-15 01:36:51,587][root][INFO] - Epoch 9, Itrs 10740/50000, Loss=0.251881
[2021-06-15 01:36:53,643][root][INFO] - Epoch 9, Itrs 10750/50000, Loss=0.242069
[2021-06-15 01:36:55,575][root][INFO] - Epoch 9, Itrs 10760/50000, Loss=0.253299
[2021-06-15 01:36:57,610][root][INFO] - Epoch 9, Itrs 10770/50000, Loss=0.237965
[2021-06-15 01:36:59,682][root][INFO] - Epoch 9, Itrs 10780/50000, Loss=0.217946
[2021-06-15 01:37:01,591][root][INFO] - Epoch 9, Itrs 10790/50000, Loss=0.239255
[2021-06-15 01:37:03,566][root][INFO] - Epoch 9, Itrs 10800/50000, Loss=0.261803
[2021-06-15 01:37:05,669][root][INFO] - Epoch 9, Itrs 10810/50000, Loss=0.235896
[2021-06-15 01:37:07,614][root][INFO] - Epoch 9, Itrs 10820/50000, Loss=0.253245
[2021-06-15 01:37:09,604][root][INFO] - Epoch 9, Itrs 10830/50000, Loss=0.243573
[2021-06-15 01:37:11,543][root][INFO] - Epoch 9, Itrs 10840/50000, Loss=0.248867
[2021-06-15 01:37:13,499][root][INFO] - Epoch 9, Itrs 10850/50000, Loss=0.238006
[2021-06-15 01:37:15,497][root][INFO] - Epoch 9, Itrs 10860/50000, Loss=0.246615
[2021-06-15 01:37:17,376][root][INFO] - Epoch 9, Itrs 10870/50000, Loss=0.264949
[2021-06-15 01:37:19,484][root][INFO] - Epoch 9, Itrs 10880/50000, Loss=0.246507
[2021-06-15 01:37:21,573][root][INFO] - Epoch 9, Itrs 10890/50000, Loss=0.230223
[2021-06-15 01:37:23,642][root][INFO] - Epoch 9, Itrs 10900/50000, Loss=0.237556
[2021-06-15 01:37:25,545][root][INFO] - Epoch 9, Itrs 10910/50000, Loss=0.256918
[2021-06-15 01:37:27,587][root][INFO] - Epoch 9, Itrs 10920/50000, Loss=0.241826
[2021-06-15 01:37:29,677][root][INFO] - Epoch 9, Itrs 10930/50000, Loss=0.239683
[2021-06-15 01:37:31,526][root][INFO] - Epoch 9, Itrs 10940/50000, Loss=0.235815
[2021-06-15 01:37:33,260][root][INFO] - Epoch 9, Itrs 10950/50000, Loss=0.234897
[2021-06-15 01:37:37,158][root][INFO] - Epoch 10, Itrs 10960/50000, Loss=0.225880
[2021-06-15 01:37:39,491][root][INFO] - Epoch 10, Itrs 10970/50000, Loss=0.225152
[2021-06-15 01:37:41,885][root][INFO] - Epoch 10, Itrs 10980/50000, Loss=0.214667
[2021-06-15 01:37:43,924][root][INFO] - Epoch 10, Itrs 10990/50000, Loss=0.218312
[2021-06-15 01:37:46,067][root][INFO] - Epoch 10, Itrs 11000/50000, Loss=0.225619
[2021-06-15 01:37:48,010][root][INFO] - Epoch 10, Itrs 11010/50000, Loss=0.232136
[2021-06-15 01:37:50,024][root][INFO] - Epoch 10, Itrs 11020/50000, Loss=0.234620
[2021-06-15 01:37:51,982][root][INFO] - Epoch 10, Itrs 11030/50000, Loss=0.231174
[2021-06-15 01:37:54,036][root][INFO] - Epoch 10, Itrs 11040/50000, Loss=0.226016
[2021-06-15 01:37:56,045][root][INFO] - Epoch 10, Itrs 11050/50000, Loss=0.219436
[2021-06-15 01:37:58,076][root][INFO] - Epoch 10, Itrs 11060/50000, Loss=0.221670
[2021-06-15 01:38:00,104][root][INFO] - Epoch 10, Itrs 11070/50000, Loss=0.225595
[2021-06-15 01:38:02,183][root][INFO] - Epoch 10, Itrs 11080/50000, Loss=0.251823
[2021-06-15 01:38:04,231][root][INFO] - Epoch 10, Itrs 11090/50000, Loss=0.217534
[2021-06-15 01:38:06,208][root][INFO] - Epoch 10, Itrs 11100/50000, Loss=0.202586
[2021-06-15 01:38:08,298][root][INFO] - Epoch 10, Itrs 11110/50000, Loss=0.228039
[2021-06-15 01:38:10,280][root][INFO] - Epoch 10, Itrs 11120/50000, Loss=0.230098
[2021-06-15 01:38:12,433][root][INFO] - Epoch 10, Itrs 11130/50000, Loss=0.221741
[2021-06-15 01:38:14,318][root][INFO] - Epoch 10, Itrs 11140/50000, Loss=0.219960
[2021-06-15 01:38:16,482][root][INFO] - Epoch 10, Itrs 11150/50000, Loss=0.222836
[2021-06-15 01:38:18,541][root][INFO] - Epoch 10, Itrs 11160/50000, Loss=0.211400
[2021-06-15 01:38:20,524][root][INFO] - Epoch 10, Itrs 11170/50000, Loss=0.217343
[2021-06-15 01:38:22,551][root][INFO] - Epoch 10, Itrs 11180/50000, Loss=0.219108
[2021-06-15 01:38:24,557][root][INFO] - Epoch 10, Itrs 11190/50000, Loss=0.210252
[2021-06-15 01:38:26,639][root][INFO] - Epoch 10, Itrs 11200/50000, Loss=0.227309
[2021-06-15 01:38:28,559][root][INFO] - Epoch 10, Itrs 11210/50000, Loss=0.211420
[2021-06-15 01:38:30,561][root][INFO] - Epoch 10, Itrs 11220/50000, Loss=0.209565
[2021-06-15 01:38:32,724][root][INFO] - Epoch 10, Itrs 11230/50000, Loss=0.242395
[2021-06-15 01:38:34,599][root][INFO] - Epoch 10, Itrs 11240/50000, Loss=0.223231
[2021-06-15 01:38:36,671][root][INFO] - Epoch 10, Itrs 11250/50000, Loss=0.213021
[2021-06-15 01:38:38,802][root][INFO] - Epoch 10, Itrs 11260/50000, Loss=0.224672
[2021-06-15 01:38:40,788][root][INFO] - Epoch 10, Itrs 11270/50000, Loss=0.234397
[2021-06-15 01:38:42,710][root][INFO] - Epoch 10, Itrs 11280/50000, Loss=0.248459
[2021-06-15 01:38:44,679][root][INFO] - Epoch 10, Itrs 11290/50000, Loss=0.228187
[2021-06-15 01:38:46,770][root][INFO] - Epoch 10, Itrs 11300/50000, Loss=0.225432
[2021-06-15 01:38:48,715][root][INFO] - Epoch 10, Itrs 11310/50000, Loss=0.239282
[2021-06-15 01:38:50,693][root][INFO] - Epoch 10, Itrs 11320/50000, Loss=0.228599
[2021-06-15 01:38:52,697][root][INFO] - Epoch 10, Itrs 11330/50000, Loss=0.204312
[2021-06-15 01:38:54,713][root][INFO] - Epoch 10, Itrs 11340/50000, Loss=0.220200
[2021-06-15 01:38:56,632][root][INFO] - Epoch 10, Itrs 11350/50000, Loss=0.222227
[2021-06-15 01:38:58,676][root][INFO] - Epoch 10, Itrs 11360/50000, Loss=0.215807
[2021-06-15 01:39:00,596][root][INFO] - Epoch 10, Itrs 11370/50000, Loss=0.243905
[2021-06-15 01:39:02,620][root][INFO] - Epoch 10, Itrs 11380/50000, Loss=0.228434
[2021-06-15 01:39:04,661][root][INFO] - Epoch 10, Itrs 11390/50000, Loss=0.211201
[2021-06-15 01:39:06,714][root][INFO] - Epoch 10, Itrs 11400/50000, Loss=0.201684
[2021-06-15 01:39:08,662][root][INFO] - Epoch 10, Itrs 11410/50000, Loss=0.238614
[2021-06-15 01:39:10,696][root][INFO] - Epoch 10, Itrs 11420/50000, Loss=0.228659
[2021-06-15 01:39:12,750][root][INFO] - Epoch 10, Itrs 11430/50000, Loss=0.207103
[2021-06-15 01:39:14,639][root][INFO] - Epoch 10, Itrs 11440/50000, Loss=0.228850
[2021-06-15 01:39:16,813][root][INFO] - Epoch 10, Itrs 11450/50000, Loss=0.212746
[2021-06-15 01:39:18,680][root][INFO] - Epoch 10, Itrs 11460/50000, Loss=0.227393
[2021-06-15 01:39:20,804][root][INFO] - Epoch 10, Itrs 11470/50000, Loss=0.245886
[2021-06-15 01:39:22,770][root][INFO] - Epoch 10, Itrs 11480/50000, Loss=0.223171
[2021-06-15 01:39:24,763][root][INFO] - Epoch 10, Itrs 11490/50000, Loss=0.219005
[2021-06-15 01:39:26,833][root][INFO] - Epoch 10, Itrs 11500/50000, Loss=0.208602
[2021-06-15 01:39:28,890][root][INFO] - Epoch 10, Itrs 11510/50000, Loss=0.205760
[2021-06-15 01:39:30,853][root][INFO] - Epoch 10, Itrs 11520/50000, Loss=0.221695
[2021-06-15 01:39:32,876][root][INFO] - Epoch 10, Itrs 11530/50000, Loss=0.204317
[2021-06-15 01:39:34,850][root][INFO] - Epoch 10, Itrs 11540/50000, Loss=0.221122
[2021-06-15 01:39:36,881][root][INFO] - Epoch 10, Itrs 11550/50000, Loss=0.234765
[2021-06-15 01:39:38,867][root][INFO] - Epoch 10, Itrs 11560/50000, Loss=0.235127
[2021-06-15 01:39:40,861][root][INFO] - Epoch 10, Itrs 11570/50000, Loss=0.209648
[2021-06-15 01:39:42,846][root][INFO] - Epoch 10, Itrs 11580/50000, Loss=0.250914
[2021-06-15 01:39:44,936][root][INFO] - Epoch 10, Itrs 11590/50000, Loss=0.224596
[2021-06-15 01:39:46,903][root][INFO] - Epoch 10, Itrs 11600/50000, Loss=0.237974
[2021-06-15 01:39:48,962][root][INFO] - Epoch 10, Itrs 11610/50000, Loss=0.216658
[2021-06-15 01:39:50,961][root][INFO] - Epoch 10, Itrs 11620/50000, Loss=0.221885
[2021-06-15 01:39:52,951][root][INFO] - Epoch 10, Itrs 11630/50000, Loss=0.210987
[2021-06-15 01:39:54,934][root][INFO] - Epoch 10, Itrs 11640/50000, Loss=0.231304
[2021-06-15 01:39:56,992][root][INFO] - Epoch 10, Itrs 11650/50000, Loss=0.214084
[2021-06-15 01:39:58,928][root][INFO] - Epoch 10, Itrs 11660/50000, Loss=0.229227
[2021-06-15 01:40:00,840][root][INFO] - Epoch 10, Itrs 11670/50000, Loss=0.231750
[2021-06-15 01:40:02,856][root][INFO] - Epoch 10, Itrs 11680/50000, Loss=0.222625
[2021-06-15 01:40:04,870][root][INFO] - Epoch 10, Itrs 11690/50000, Loss=0.253862
[2021-06-15 01:40:06,941][root][INFO] - Epoch 10, Itrs 11700/50000, Loss=0.232699
[2021-06-15 01:40:08,833][root][INFO] - Epoch 10, Itrs 11710/50000, Loss=0.230354
[2021-06-15 01:40:10,931][root][INFO] - Epoch 10, Itrs 11720/50000, Loss=0.216587
[2021-06-15 01:40:12,842][root][INFO] - Epoch 10, Itrs 11730/50000, Loss=0.226373
[2021-06-15 01:40:14,900][root][INFO] - Epoch 10, Itrs 11740/50000, Loss=0.223654
[2021-06-15 01:40:16,944][root][INFO] - Epoch 10, Itrs 11750/50000, Loss=0.215560
[2021-06-15 01:40:18,860][root][INFO] - Epoch 10, Itrs 11760/50000, Loss=0.225665
[2021-06-15 01:40:20,929][root][INFO] - Epoch 10, Itrs 11770/50000, Loss=0.216716
[2021-06-15 01:40:22,913][root][INFO] - Epoch 10, Itrs 11780/50000, Loss=0.251942
[2021-06-15 01:40:24,912][root][INFO] - Epoch 10, Itrs 11790/50000, Loss=0.200486
[2021-06-15 01:40:26,872][root][INFO] - Epoch 10, Itrs 11800/50000, Loss=0.232339
[2021-06-15 01:40:28,824][root][INFO] - Epoch 10, Itrs 11810/50000, Loss=0.230281
[2021-06-15 01:40:30,854][root][INFO] - Epoch 10, Itrs 11820/50000, Loss=0.206033
[2021-06-15 01:40:32,824][root][INFO] - Epoch 10, Itrs 11830/50000, Loss=0.230663
[2021-06-15 01:40:34,818][root][INFO] - Epoch 10, Itrs 11840/50000, Loss=0.217552
[2021-06-15 01:40:36,882][root][INFO] - Epoch 10, Itrs 11850/50000, Loss=0.212791
[2021-06-15 01:40:38,927][root][INFO] - Epoch 10, Itrs 11860/50000, Loss=0.233337
[2021-06-15 01:40:40,839][root][INFO] - Epoch 10, Itrs 11870/50000, Loss=0.218418
[2021-06-15 01:40:42,943][root][INFO] - Epoch 10, Itrs 11880/50000, Loss=0.231822
[2021-06-15 01:40:44,938][root][INFO] - Epoch 10, Itrs 11890/50000, Loss=0.238971
[2021-06-15 01:40:46,967][root][INFO] - Epoch 10, Itrs 11900/50000, Loss=0.241539
[2021-06-15 01:40:48,950][root][INFO] - Epoch 10, Itrs 11910/50000, Loss=0.226001
[2021-06-15 01:40:50,949][root][INFO] - Epoch 10, Itrs 11920/50000, Loss=0.243519
[2021-06-15 01:40:52,991][root][INFO] - Epoch 10, Itrs 11930/50000, Loss=0.208648
[2021-06-15 01:40:54,987][root][INFO] - Epoch 10, Itrs 11940/50000, Loss=0.247027
[2021-06-15 01:40:57,094][root][INFO] - Epoch 10, Itrs 11950/50000, Loss=0.240708
[2021-06-15 01:40:59,037][root][INFO] - Epoch 10, Itrs 11960/50000, Loss=0.220520
[2021-06-15 01:41:00,989][root][INFO] - Epoch 10, Itrs 11970/50000, Loss=0.238224
[2021-06-15 01:41:02,974][root][INFO] - Epoch 10, Itrs 11980/50000, Loss=0.222056
[2021-06-15 01:41:05,121][root][INFO] - Epoch 10, Itrs 11990/50000, Loss=0.227591
[2021-06-15 01:41:07,091][root][INFO] - Epoch 10, Itrs 12000/50000, Loss=0.239080
[2021-06-15 01:41:07,098][root][INFO] - validation...
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[2021-06-15 01:42:01,220][root][INFO] - miou: 0.6123930051696395
[2021-06-15 01:42:02,048][root][INFO] - Model saved as checkpoints/best_miou.pth
[2021-06-15 01:42:03,878][root][INFO] - Epoch 10, Itrs 12010/50000, Loss=0.236113
[2021-06-15 01:42:05,880][root][INFO] - Epoch 10, Itrs 12020/50000, Loss=0.237023
[2021-06-15 01:42:07,845][root][INFO] - Epoch 10, Itrs 12030/50000, Loss=0.219177
[2021-06-15 01:42:09,787][root][INFO] - Epoch 10, Itrs 12040/50000, Loss=0.222951
[2021-06-15 01:42:11,793][root][INFO] - Epoch 10, Itrs 12050/50000, Loss=0.243242
[2021-06-15 01:42:13,878][root][INFO] - Epoch 10, Itrs 12060/50000, Loss=0.239785
[2021-06-15 01:42:15,893][root][INFO] - Epoch 10, Itrs 12070/50000, Loss=0.237415
[2021-06-15 01:42:17,868][root][INFO] - Epoch 10, Itrs 12080/50000, Loss=0.232678
[2021-06-15 01:42:19,905][root][INFO] - Epoch 10, Itrs 12090/50000, Loss=0.234199
[2021-06-15 01:42:21,928][root][INFO] - Epoch 10, Itrs 12100/50000, Loss=0.212954
[2021-06-15 01:42:23,840][root][INFO] - Epoch 10, Itrs 12110/50000, Loss=0.245592
[2021-06-15 01:42:25,862][root][INFO] - Epoch 10, Itrs 12120/50000, Loss=0.237722
[2021-06-15 01:42:27,931][root][INFO] - Epoch 10, Itrs 12130/50000, Loss=0.212859
[2021-06-15 01:42:29,857][root][INFO] - Epoch 10, Itrs 12140/50000, Loss=0.233385
[2021-06-15 01:42:31,953][root][INFO] - Epoch 10, Itrs 12150/50000, Loss=0.246039
[2021-06-15 01:42:33,780][root][INFO] - Epoch 10, Itrs 12160/50000, Loss=0.217349
[2021-06-15 01:42:35,457][root][INFO] - Epoch 10, Itrs 12170/50000, Loss=0.227545
[2021-06-15 01:42:39,805][root][INFO] - Epoch 11, Itrs 12180/50000, Loss=0.225793
[2021-06-15 01:42:42,172][root][INFO] - Epoch 11, Itrs 12190/50000, Loss=0.194939
[2021-06-15 01:42:44,373][root][INFO] - Epoch 11, Itrs 12200/50000, Loss=0.196715
[2021-06-15 01:42:46,389][root][INFO] - Epoch 11, Itrs 12210/50000, Loss=0.210833
[2021-06-15 01:42:48,425][root][INFO] - Epoch 11, Itrs 12220/50000, Loss=0.182352
[2021-06-15 01:42:50,552][root][INFO] - Epoch 11, Itrs 12230/50000, Loss=0.225827
[2021-06-15 01:42:52,448][root][INFO] - Epoch 11, Itrs 12240/50000, Loss=0.205387
[2021-06-15 01:42:54,550][root][INFO] - Epoch 11, Itrs 12250/50000, Loss=0.207773
[2021-06-15 01:42:56,677][root][INFO] - Epoch 11, Itrs 12260/50000, Loss=0.203678
[2021-06-15 01:42:58,775][root][INFO] - Epoch 11, Itrs 12270/50000, Loss=0.203148
[2021-06-15 01:43:00,710][root][INFO] - Epoch 11, Itrs 12280/50000, Loss=0.211706
[2021-06-15 01:43:02,769][root][INFO] - Epoch 11, Itrs 12290/50000, Loss=0.211023
[2021-06-15 01:43:04,777][root][INFO] - Epoch 11, Itrs 12300/50000, Loss=0.216225
[2021-06-15 01:43:06,911][root][INFO] - Epoch 11, Itrs 12310/50000, Loss=0.205599
[2021-06-15 01:43:08,960][root][INFO] - Epoch 11, Itrs 12320/50000, Loss=0.216047
[2021-06-15 01:43:10,986][root][INFO] - Epoch 11, Itrs 12330/50000, Loss=0.223727
[2021-06-15 01:43:13,169][root][INFO] - Epoch 11, Itrs 12340/50000, Loss=0.208008
[2021-06-15 01:43:15,150][root][INFO] - Epoch 11, Itrs 12350/50000, Loss=0.223580
[2021-06-15 01:43:17,178][root][INFO] - Epoch 11, Itrs 12360/50000, Loss=0.219678
[2021-06-15 01:43:19,220][root][INFO] - Epoch 11, Itrs 12370/50000, Loss=0.241428
[2021-06-15 01:43:21,195][root][INFO] - Epoch 11, Itrs 12380/50000, Loss=0.231541
[2021-06-15 01:43:23,272][root][INFO] - Epoch 11, Itrs 12390/50000, Loss=0.212693
[2021-06-15 01:43:25,317][root][INFO] - Epoch 11, Itrs 12400/50000, Loss=0.205686
[2021-06-15 01:43:27,231][root][INFO] - Epoch 11, Itrs 12410/50000, Loss=0.229803
[2021-06-15 01:43:29,309][root][INFO] - Epoch 11, Itrs 12420/50000, Loss=0.219189
[2021-06-15 01:43:31,354][root][INFO] - Epoch 11, Itrs 12430/50000, Loss=0.198867
[2021-06-15 01:43:33,379][root][INFO] - Epoch 11, Itrs 12440/50000, Loss=0.187154
[2021-06-15 01:43:35,433][root][INFO] - Epoch 11, Itrs 12450/50000, Loss=0.223897
[2021-06-15 01:43:37,460][root][INFO] - Epoch 11, Itrs 12460/50000, Loss=0.229248
[2021-06-15 01:43:39,479][root][INFO] - Epoch 11, Itrs 12470/50000, Loss=0.199343
[2021-06-15 01:43:41,540][root][INFO] - Epoch 11, Itrs 12480/50000, Loss=0.220814
[2021-06-15 01:43:43,549][root][INFO] - Epoch 11, Itrs 12490/50000, Loss=0.208561
[2021-06-15 01:43:45,462][root][INFO] - Epoch 11, Itrs 12500/50000, Loss=0.206934
[2021-06-15 01:43:47,525][root][INFO] - Epoch 11, Itrs 12510/50000, Loss=0.219765
[2021-06-15 01:43:49,645][root][INFO] - Epoch 11, Itrs 12520/50000, Loss=0.207319
[2021-06-15 01:43:51,680][root][INFO] - Epoch 11, Itrs 12530/50000, Loss=0.204938
[2021-06-15 01:43:53,672][root][INFO] - Epoch 11, Itrs 12540/50000, Loss=0.211439
[2021-06-15 01:43:55,727][root][INFO] - Epoch 11, Itrs 12550/50000, Loss=0.201771
[2021-06-15 01:43:57,747][root][INFO] - Epoch 11, Itrs 12560/50000, Loss=0.225176
[2021-06-15 01:43:59,761][root][INFO] - Epoch 11, Itrs 12570/50000, Loss=0.221679
[2021-06-15 01:44:01,692][root][INFO] - Epoch 11, Itrs 12580/50000, Loss=0.210816
[2021-06-15 01:44:03,855][root][INFO] - Epoch 11, Itrs 12590/50000, Loss=0.219537
[2021-06-15 01:44:05,880][root][INFO] - Epoch 11, Itrs 12600/50000, Loss=0.212695
[2021-06-15 01:44:07,850][root][INFO] - Epoch 11, Itrs 12610/50000, Loss=0.214378
[2021-06-15 01:44:10,012][root][INFO] - Epoch 11, Itrs 12620/50000, Loss=0.202750
[2021-06-15 01:44:11,969][root][INFO] - Epoch 11, Itrs 12630/50000, Loss=0.212730
[2021-06-15 01:44:13,992][root][INFO] - Epoch 11, Itrs 12640/50000, Loss=0.202547
[2021-06-15 01:44:16,018][root][INFO] - Epoch 11, Itrs 12650/50000, Loss=0.213177
[2021-06-15 01:44:18,054][root][INFO] - Epoch 11, Itrs 12660/50000, Loss=0.208144
[2021-06-15 01:44:20,134][root][INFO] - Epoch 11, Itrs 12670/50000, Loss=0.211849
[2021-06-15 01:44:22,021][root][INFO] - Epoch 11, Itrs 12680/50000, Loss=0.197123
[2021-06-15 01:44:24,166][root][INFO] - Epoch 11, Itrs 12690/50000, Loss=0.221415
[2021-06-15 01:44:26,139][root][INFO] - Epoch 11, Itrs 12700/50000, Loss=0.222999
[2021-06-15 01:44:28,338][root][INFO] - Epoch 11, Itrs 12710/50000, Loss=0.215860
[2021-06-15 01:44:30,249][root][INFO] - Epoch 11, Itrs 12720/50000, Loss=0.229015
[2021-06-15 01:44:32,371][root][INFO] - Epoch 11, Itrs 12730/50000, Loss=0.196624
[2021-06-15 01:44:34,321][root][INFO] - Epoch 11, Itrs 12740/50000, Loss=0.215279
[2021-06-15 01:44:36,322][root][INFO] - Epoch 11, Itrs 12750/50000, Loss=0.256954
[2021-06-15 01:44:38,364][root][INFO] - Epoch 11, Itrs 12760/50000, Loss=0.204466
[2021-06-15 01:44:40,513][root][INFO] - Epoch 11, Itrs 12770/50000, Loss=0.250176
[2021-06-15 01:44:42,513][root][INFO] - Epoch 11, Itrs 12780/50000, Loss=0.240922
[2021-06-15 01:44:44,635][root][INFO] - Epoch 11, Itrs 12790/50000, Loss=0.207018
[2021-06-15 01:44:46,695][root][INFO] - Epoch 11, Itrs 12800/50000, Loss=0.209112
[2021-06-15 01:44:48,706][root][INFO] - Epoch 11, Itrs 12810/50000, Loss=0.218464
[2021-06-15 01:44:50,702][root][INFO] - Epoch 11, Itrs 12820/50000, Loss=0.211345
[2021-06-15 01:44:52,754][root][INFO] - Epoch 11, Itrs 12830/50000, Loss=0.210915
[2021-06-15 01:44:54,828][root][INFO] - Epoch 11, Itrs 12840/50000, Loss=0.213244
[2021-06-15 01:44:56,965][root][INFO] - Epoch 11, Itrs 12850/50000, Loss=0.226004
[2021-06-15 01:44:58,932][root][INFO] - Epoch 11, Itrs 12860/50000, Loss=0.239318
[2021-06-15 01:45:01,027][root][INFO] - Epoch 11, Itrs 12870/50000, Loss=0.211368
[2021-06-15 01:45:03,009][root][INFO] - Epoch 11, Itrs 12880/50000, Loss=0.219204
[2021-06-15 01:45:05,020][root][INFO] - Epoch 11, Itrs 12890/50000, Loss=0.225749
[2021-06-15 01:45:07,135][root][INFO] - Epoch 11, Itrs 12900/50000, Loss=0.217172
[2021-06-15 01:45:09,042][root][INFO] - Epoch 11, Itrs 12910/50000, Loss=0.220061
[2021-06-15 01:45:11,137][root][INFO] - Epoch 11, Itrs 12920/50000, Loss=0.204955
[2021-06-15 01:45:13,077][root][INFO] - Epoch 11, Itrs 12930/50000, Loss=0.203406
[2021-06-15 01:45:15,169][root][INFO] - Epoch 11, Itrs 12940/50000, Loss=0.198986
[2021-06-15 01:45:17,187][root][INFO] - Epoch 11, Itrs 12950/50000, Loss=0.227200
[2021-06-15 01:45:19,089][root][INFO] - Epoch 11, Itrs 12960/50000, Loss=0.217075
[2021-06-15 01:45:21,169][root][INFO] - Epoch 11, Itrs 12970/50000, Loss=0.225007
[2021-06-15 01:45:23,236][root][INFO] - Epoch 11, Itrs 12980/50000, Loss=0.198712
[2021-06-15 01:45:25,311][root][INFO] - Epoch 11, Itrs 12990/50000, Loss=0.218504
[2021-06-15 01:45:27,433][root][INFO] - Epoch 11, Itrs 13000/50000, Loss=0.229227
[2021-06-15 01:45:29,405][root][INFO] - Epoch 11, Itrs 13010/50000, Loss=0.208686
[2021-06-15 01:45:31,473][root][INFO] - Epoch 11, Itrs 13020/50000, Loss=0.237787
[2021-06-15 01:45:33,547][root][INFO] - Epoch 11, Itrs 13030/50000, Loss=0.209314
[2021-06-15 01:45:35,469][root][INFO] - Epoch 11, Itrs 13040/50000, Loss=0.227606
[2021-06-15 01:45:37,554][root][INFO] - Epoch 11, Itrs 13050/50000, Loss=0.232847
[2021-06-15 01:45:39,603][root][INFO] - Epoch 11, Itrs 13060/50000, Loss=0.214504
[2021-06-15 01:45:41,654][root][INFO] - Epoch 11, Itrs 13070/50000, Loss=0.208274
[2021-06-15 01:45:43,662][root][INFO] - Epoch 11, Itrs 13080/50000, Loss=0.239638
[2021-06-15 01:45:45,778][root][INFO] - Epoch 11, Itrs 13090/50000, Loss=0.201148
[2021-06-15 01:45:47,708][root][INFO] - Epoch 11, Itrs 13100/50000, Loss=0.215550
[2021-06-15 01:45:49,747][root][INFO] - Epoch 11, Itrs 13110/50000, Loss=0.250313
[2021-06-15 01:45:51,820][root][INFO] - Epoch 11, Itrs 13120/50000, Loss=0.205827
[2021-06-15 01:45:53,760][root][INFO] - Epoch 11, Itrs 13130/50000, Loss=0.209744
[2021-06-15 01:45:55,639][root][INFO] - Epoch 11, Itrs 13140/50000, Loss=0.223606
[2021-06-15 01:45:57,879][root][INFO] - Epoch 11, Itrs 13150/50000, Loss=0.229092
[2021-06-15 01:45:59,884][root][INFO] - Epoch 11, Itrs 13160/50000, Loss=0.209924
[2021-06-15 01:46:02,016][root][INFO] - Epoch 11, Itrs 13170/50000, Loss=0.214652
[2021-06-15 01:46:03,884][root][INFO] - Epoch 11, Itrs 13180/50000, Loss=0.214955
[2021-06-15 01:46:05,920][root][INFO] - Epoch 11, Itrs 13190/50000, Loss=0.211027
[2021-06-15 01:46:07,913][root][INFO] - Epoch 11, Itrs 13200/50000, Loss=0.219163
[2021-06-15 01:46:09,965][root][INFO] - Epoch 11, Itrs 13210/50000, Loss=0.205693
[2021-06-15 01:46:12,089][root][INFO] - Epoch 11, Itrs 13220/50000, Loss=0.234990
[2021-06-15 01:46:13,993][root][INFO] - Epoch 11, Itrs 13230/50000, Loss=0.225148
[2021-06-15 01:46:16,125][root][INFO] - Epoch 11, Itrs 13240/50000, Loss=0.210062
[2021-06-15 01:46:18,162][root][INFO] - Epoch 11, Itrs 13250/50000, Loss=0.251668
[2021-06-15 01:46:20,142][root][INFO] - Epoch 11, Itrs 13260/50000, Loss=0.226061
[2021-06-15 01:46:22,165][root][INFO] - Epoch 11, Itrs 13270/50000, Loss=0.205482
[2021-06-15 01:46:24,312][root][INFO] - Epoch 11, Itrs 13280/50000, Loss=0.205041
[2021-06-15 01:46:26,242][root][INFO] - Epoch 11, Itrs 13290/50000, Loss=0.204473
[2021-06-15 01:46:28,202][root][INFO] - Epoch 11, Itrs 13300/50000, Loss=0.203384
[2021-06-15 01:46:30,256][root][INFO] - Epoch 11, Itrs 13310/50000, Loss=0.226302
[2021-06-15 01:46:32,305][root][INFO] - Epoch 11, Itrs 13320/50000, Loss=0.223366
[2021-06-15 01:46:34,305][root][INFO] - Epoch 11, Itrs 13330/50000, Loss=0.204386
[2021-06-15 01:46:36,356][root][INFO] - Epoch 11, Itrs 13340/50000, Loss=0.222461
[2021-06-15 01:46:38,371][root][INFO] - Epoch 11, Itrs 13350/50000, Loss=0.200626
[2021-06-15 01:46:40,332][root][INFO] - Epoch 11, Itrs 13360/50000, Loss=0.203779
[2021-06-15 01:46:42,345][root][INFO] - Epoch 11, Itrs 13370/50000, Loss=0.212733
[2021-06-15 01:46:44,131][root][INFO] - Epoch 11, Itrs 13380/50000, Loss=0.200778
[2021-06-15 01:46:47,934][root][INFO] - Epoch 12, Itrs 13390/50000, Loss=0.206214
[2021-06-15 01:46:50,309][root][INFO] - Epoch 12, Itrs 13400/50000, Loss=0.191147
[2021-06-15 01:46:52,416][root][INFO] - Epoch 12, Itrs 13410/50000, Loss=0.183575
[2021-06-15 01:46:54,605][root][INFO] - Epoch 12, Itrs 13420/50000, Loss=0.212803
[2021-06-15 01:46:56,761][root][INFO] - Epoch 12, Itrs 13430/50000, Loss=0.193255
[2021-06-15 01:46:58,683][root][INFO] - Epoch 12, Itrs 13440/50000, Loss=0.199714
[2021-06-15 01:47:00,795][root][INFO] - Epoch 12, Itrs 13450/50000, Loss=0.197508
[2021-06-15 01:47:02,692][root][INFO] - Epoch 12, Itrs 13460/50000, Loss=0.204394
[2021-06-15 01:47:04,769][root][INFO] - Epoch 12, Itrs 13470/50000, Loss=0.203147
[2021-06-15 01:47:06,868][root][INFO] - Epoch 12, Itrs 13480/50000, Loss=0.197320
[2021-06-15 01:47:08,950][root][INFO] - Epoch 12, Itrs 13490/50000, Loss=0.186538
[2021-06-15 01:47:10,957][root][INFO] - Epoch 12, Itrs 13500/50000, Loss=0.206823
[2021-06-15 01:47:12,865][root][INFO] - Epoch 12, Itrs 13510/50000, Loss=0.193180
[2021-06-15 01:47:14,900][root][INFO] - Epoch 12, Itrs 13520/50000, Loss=0.187444
[2021-06-15 01:47:17,121][root][INFO] - Epoch 12, Itrs 13530/50000, Loss=0.195504
[2021-06-15 01:47:19,109][root][INFO] - Epoch 12, Itrs 13540/50000, Loss=0.204601
[2021-06-15 01:47:21,097][root][INFO] - Epoch 12, Itrs 13550/50000, Loss=0.214744
[2021-06-15 01:47:23,171][root][INFO] - Epoch 12, Itrs 13560/50000, Loss=0.196847
[2021-06-15 01:47:25,193][root][INFO] - Epoch 12, Itrs 13570/50000, Loss=0.191802
[2021-06-15 01:47:27,181][root][INFO] - Epoch 12, Itrs 13580/50000, Loss=0.204947
[2021-06-15 01:47:29,301][root][INFO] - Epoch 12, Itrs 13590/50000, Loss=0.214872
[2021-06-15 01:47:31,257][root][INFO] - Epoch 12, Itrs 13600/50000, Loss=0.201303
[2021-06-15 01:47:33,368][root][INFO] - Epoch 12, Itrs 13610/50000, Loss=0.210254
[2021-06-15 01:47:35,317][root][INFO] - Epoch 12, Itrs 13620/50000, Loss=0.211353
[2021-06-15 01:47:37,413][root][INFO] - Epoch 12, Itrs 13630/50000, Loss=0.221056
[2021-06-15 01:47:39,486][root][INFO] - Epoch 12, Itrs 13640/50000, Loss=0.203004
[2021-06-15 01:47:41,512][root][INFO] - Epoch 12, Itrs 13650/50000, Loss=0.192351
[2021-06-15 01:47:43,505][root][INFO] - Epoch 12, Itrs 13660/50000, Loss=0.198206
[2021-06-15 01:47:45,483][root][INFO] - Epoch 12, Itrs 13670/50000, Loss=0.201805
[2021-06-15 01:47:47,459][root][INFO] - Epoch 12, Itrs 13680/50000, Loss=0.221096
[2021-06-15 01:47:49,557][root][INFO] - Epoch 12, Itrs 13690/50000, Loss=0.204135
[2021-06-15 01:47:51,554][root][INFO] - Epoch 12, Itrs 13700/50000, Loss=0.206034
[2021-06-15 01:47:53,674][root][INFO] - Epoch 12, Itrs 13710/50000, Loss=0.198754
[2021-06-15 01:47:55,678][root][INFO] - Epoch 12, Itrs 13720/50000, Loss=0.191814
[2021-06-15 01:47:57,780][root][INFO] - Epoch 12, Itrs 13730/50000, Loss=0.211568
[2021-06-15 01:47:59,815][root][INFO] - Epoch 12, Itrs 13740/50000, Loss=0.202891
[2021-06-15 01:48:01,773][root][INFO] - Epoch 12, Itrs 13750/50000, Loss=0.203387
[2021-06-15 01:48:03,830][root][INFO] - Epoch 12, Itrs 13760/50000, Loss=0.200204
[2021-06-15 01:48:05,735][root][INFO] - Epoch 12, Itrs 13770/50000, Loss=0.224450
[2021-06-15 01:48:07,857][root][INFO] - Epoch 12, Itrs 13780/50000, Loss=0.202137
[2021-06-15 01:48:09,923][root][INFO] - Epoch 12, Itrs 13790/50000, Loss=0.199775
[2021-06-15 01:48:11,941][root][INFO] - Epoch 12, Itrs 13800/50000, Loss=0.198842
[2021-06-15 01:48:13,966][root][INFO] - Epoch 12, Itrs 13810/50000, Loss=0.210109
[2021-06-15 01:48:16,065][root][INFO] - Epoch 12, Itrs 13820/50000, Loss=0.202623
[2021-06-15 01:48:18,095][root][INFO] - Epoch 12, Itrs 13830/50000, Loss=0.187339
[2021-06-15 01:48:20,064][root][INFO] - Epoch 12, Itrs 13840/50000, Loss=0.196195
[2021-06-15 01:48:21,992][root][INFO] - Epoch 12, Itrs 13850/50000, Loss=0.201846
[2021-06-15 01:48:24,113][root][INFO] - Epoch 12, Itrs 13860/50000, Loss=0.205558
[2021-06-15 01:48:26,110][root][INFO] - Epoch 12, Itrs 13870/50000, Loss=0.216809
[2021-06-15 01:48:28,194][root][INFO] - Epoch 12, Itrs 13880/50000, Loss=0.207565
[2021-06-15 01:48:30,244][root][INFO] - Epoch 12, Itrs 13890/50000, Loss=0.189023
[2021-06-15 01:48:32,306][root][INFO] - Epoch 12, Itrs 13900/50000, Loss=0.226558
[2021-06-15 01:48:34,304][root][INFO] - Epoch 12, Itrs 13910/50000, Loss=0.212436
[2021-06-15 01:48:36,371][root][INFO] - Epoch 12, Itrs 13920/50000, Loss=0.202666
[2021-06-15 01:48:38,414][root][INFO] - Epoch 12, Itrs 13930/50000, Loss=0.206528
[2021-06-15 01:48:40,365][root][INFO] - Epoch 12, Itrs 13940/50000, Loss=0.211402
[2021-06-15 01:48:42,368][root][INFO] - Epoch 12, Itrs 13950/50000, Loss=0.206929
[2021-06-15 01:48:44,338][root][INFO] - Epoch 12, Itrs 13960/50000, Loss=0.219433
[2021-06-15 01:48:46,511][root][INFO] - Epoch 12, Itrs 13970/50000, Loss=0.203451
[2021-06-15 01:48:48,504][root][INFO] - Epoch 12, Itrs 13980/50000, Loss=0.182744
[2021-06-15 01:48:50,555][root][INFO] - Epoch 12, Itrs 13990/50000, Loss=0.212585
[2021-06-15 01:48:52,555][root][INFO] - Epoch 12, Itrs 14000/50000, Loss=0.206540
[2021-06-15 01:48:54,589][root][INFO] - Epoch 12, Itrs 14010/50000, Loss=0.196774
[2021-06-15 01:48:56,536][root][INFO] - Epoch 12, Itrs 14020/50000, Loss=0.215196
[2021-06-15 01:48:58,597][root][INFO] - Epoch 12, Itrs 14030/50000, Loss=0.194048
[2021-06-15 01:49:00,645][root][INFO] - Epoch 12, Itrs 14040/50000, Loss=0.191760
[2021-06-15 01:49:02,579][root][INFO] - Epoch 12, Itrs 14050/50000, Loss=0.216653
[2021-06-15 01:49:04,696][root][INFO] - Epoch 12, Itrs 14060/50000, Loss=0.211504
[2021-06-15 01:49:06,818][root][INFO] - Epoch 12, Itrs 14070/50000, Loss=0.200394
[2021-06-15 01:49:08,837][root][INFO] - Epoch 12, Itrs 14080/50000, Loss=0.189134
[2021-06-15 01:49:10,741][root][INFO] - Epoch 12, Itrs 14090/50000, Loss=0.205997
[2021-06-15 01:49:12,742][root][INFO] - Epoch 12, Itrs 14100/50000, Loss=0.209335
[2021-06-15 01:49:14,805][root][INFO] - Epoch 12, Itrs 14110/50000, Loss=0.191488
[2021-06-15 01:49:16,806][root][INFO] - Epoch 12, Itrs 14120/50000, Loss=0.215332
[2021-06-15 01:49:18,869][root][INFO] - Epoch 12, Itrs 14130/50000, Loss=0.204906
[2021-06-15 01:49:20,830][root][INFO] - Epoch 12, Itrs 14140/50000, Loss=0.203661
[2021-06-15 01:49:22,962][root][INFO] - Epoch 12, Itrs 14150/50000, Loss=0.222037
[2021-06-15 01:49:24,948][root][INFO] - Epoch 12, Itrs 14160/50000, Loss=0.211311
[2021-06-15 01:49:26,959][root][INFO] - Epoch 12, Itrs 14170/50000, Loss=0.208612
[2021-06-15 01:49:28,981][root][INFO] - Epoch 12, Itrs 14180/50000, Loss=0.193059
[2021-06-15 01:49:31,034][root][INFO] - Epoch 12, Itrs 14190/50000, Loss=0.197370
[2021-06-15 01:49:33,073][root][INFO] - Epoch 12, Itrs 14200/50000, Loss=0.186294
[2021-06-15 01:49:35,096][root][INFO] - Epoch 12, Itrs 14210/50000, Loss=0.233861
[2021-06-15 01:49:37,168][root][INFO] - Epoch 12, Itrs 14220/50000, Loss=0.213875
[2021-06-15 01:49:39,217][root][INFO] - Epoch 12, Itrs 14230/50000, Loss=0.215145
[2021-06-15 01:49:41,305][root][INFO] - Epoch 12, Itrs 14240/50000, Loss=0.207168
[2021-06-15 01:49:43,221][root][INFO] - Epoch 12, Itrs 14250/50000, Loss=0.186963
[2021-06-15 01:49:45,298][root][INFO] - Epoch 12, Itrs 14260/50000, Loss=0.196864
[2021-06-15 01:49:47,269][root][INFO] - Epoch 12, Itrs 14270/50000, Loss=0.229247
[2021-06-15 01:49:49,356][root][INFO] - Epoch 12, Itrs 14280/50000, Loss=0.213237
[2021-06-15 01:49:51,279][root][INFO] - Epoch 12, Itrs 14290/50000, Loss=0.188207
[2021-06-15 01:49:53,339][root][INFO] - Epoch 12, Itrs 14300/50000, Loss=0.210204
[2021-06-15 01:49:55,332][root][INFO] - Epoch 12, Itrs 14310/50000, Loss=0.217674
[2021-06-15 01:49:57,468][root][INFO] - Epoch 12, Itrs 14320/50000, Loss=0.196564
[2021-06-15 01:49:59,390][root][INFO] - Epoch 12, Itrs 14330/50000, Loss=0.196025
[2021-06-15 01:50:01,511][root][INFO] - Epoch 12, Itrs 14340/50000, Loss=0.221640
[2021-06-15 01:50:03,579][root][INFO] - Epoch 12, Itrs 14350/50000, Loss=0.213526
[2021-06-15 01:50:05,555][root][INFO] - Epoch 12, Itrs 14360/50000, Loss=0.194037
[2021-06-15 01:50:07,489][root][INFO] - Epoch 12, Itrs 14370/50000, Loss=0.204993
[2021-06-15 01:50:09,534][root][INFO] - Epoch 12, Itrs 14380/50000, Loss=0.210208
[2021-06-15 01:50:11,499][root][INFO] - Epoch 12, Itrs 14390/50000, Loss=0.186105
[2021-06-15 01:50:13,593][root][INFO] - Epoch 12, Itrs 14400/50000, Loss=0.195234
[2021-06-15 01:50:15,523][root][INFO] - Epoch 12, Itrs 14410/50000, Loss=0.213554
[2021-06-15 01:50:17,587][root][INFO] - Epoch 12, Itrs 14420/50000, Loss=0.200153
[2021-06-15 01:50:19,653][root][INFO] - Epoch 12, Itrs 14430/50000, Loss=0.208023
[2021-06-15 01:50:21,608][root][INFO] - Epoch 12, Itrs 14440/50000, Loss=0.207336
[2021-06-15 01:50:23,595][root][INFO] - Epoch 12, Itrs 14450/50000, Loss=0.215996
[2021-06-15 01:50:25,664][root][INFO] - Epoch 12, Itrs 14460/50000, Loss=0.220172
[2021-06-15 01:50:27,725][root][INFO] - Epoch 12, Itrs 14470/50000, Loss=0.225803
[2021-06-15 01:50:29,717][root][INFO] - Epoch 12, Itrs 14480/50000, Loss=0.208813
[2021-06-15 01:50:31,794][root][INFO] - Epoch 12, Itrs 14490/50000, Loss=0.188866
[2021-06-15 01:50:33,782][root][INFO] - Epoch 12, Itrs 14500/50000, Loss=0.210964
[2021-06-15 01:50:35,831][root][INFO] - Epoch 12, Itrs 14510/50000, Loss=0.197325
[2021-06-15 01:50:37,771][root][INFO] - Epoch 12, Itrs 14520/50000, Loss=0.200185
[2021-06-15 01:50:39,894][root][INFO] - Epoch 12, Itrs 14530/50000, Loss=0.211456
[2021-06-15 01:50:42,014][root][INFO] - Epoch 12, Itrs 14540/50000, Loss=0.192616
[2021-06-15 01:50:44,278][root][INFO] - Epoch 12, Itrs 14550/50000, Loss=0.206570
[2021-06-15 01:50:46,149][root][INFO] - Epoch 12, Itrs 14560/50000, Loss=0.224487
[2021-06-15 01:50:48,109][root][INFO] - Epoch 12, Itrs 14570/50000, Loss=0.186990
[2021-06-15 01:50:50,126][root][INFO] - Epoch 12, Itrs 14580/50000, Loss=0.206242
[2021-06-15 01:50:52,133][root][INFO] - Epoch 12, Itrs 14590/50000, Loss=0.188490
[2021-06-15 01:50:53,866][root][INFO] - Epoch 12, Itrs 14600/50000, Loss=0.220522
[2021-06-15 01:50:57,851][root][INFO] - Epoch 13, Itrs 14610/50000, Loss=0.208368
[2021-06-15 01:51:00,096][root][INFO] - Epoch 13, Itrs 14620/50000, Loss=0.160420
[2021-06-15 01:51:02,418][root][INFO] - Epoch 13, Itrs 14630/50000, Loss=0.181555
[2021-06-15 01:51:04,557][root][INFO] - Epoch 13, Itrs 14640/50000, Loss=0.190151
[2021-06-15 01:51:06,589][root][INFO] - Epoch 13, Itrs 14650/50000, Loss=0.180119
[2021-06-15 01:51:08,588][root][INFO] - Epoch 13, Itrs 14660/50000, Loss=0.172592
[2021-06-15 01:51:10,728][root][INFO] - Epoch 13, Itrs 14670/50000, Loss=0.194880
[2021-06-15 01:51:12,773][root][INFO] - Epoch 13, Itrs 14680/50000, Loss=0.203193
[2021-06-15 01:51:14,869][root][INFO] - Epoch 13, Itrs 14690/50000, Loss=0.183198
[2021-06-15 01:51:16,852][root][INFO] - Epoch 13, Itrs 14700/50000, Loss=0.187219
[2021-06-15 01:51:18,777][root][INFO] - Epoch 13, Itrs 14710/50000, Loss=0.194772
[2021-06-15 01:51:20,958][root][INFO] - Epoch 13, Itrs 14720/50000, Loss=0.196379
[2021-06-15 01:51:23,017][root][INFO] - Epoch 13, Itrs 14730/50000, Loss=0.168391
[2021-06-15 01:51:25,010][root][INFO] - Epoch 13, Itrs 14740/50000, Loss=0.171020
[2021-06-15 01:51:27,050][root][INFO] - Epoch 13, Itrs 14750/50000, Loss=0.205411
[2021-06-15 01:51:29,201][root][INFO] - Epoch 13, Itrs 14760/50000, Loss=0.202439
[2021-06-15 01:51:31,282][root][INFO] - Epoch 13, Itrs 14770/50000, Loss=0.187275
[2021-06-15 01:51:33,366][root][INFO] - Epoch 13, Itrs 14780/50000, Loss=0.190748
[2021-06-15 01:51:35,394][root][INFO] - Epoch 13, Itrs 14790/50000, Loss=0.186825
[2021-06-15 01:51:37,480][root][INFO] - Epoch 13, Itrs 14800/50000, Loss=0.208487
[2021-06-15 01:51:39,457][root][INFO] - Epoch 13, Itrs 14810/50000, Loss=0.188832
[2021-06-15 01:51:41,561][root][INFO] - Epoch 13, Itrs 14820/50000, Loss=0.206023
[2021-06-15 01:51:43,583][root][INFO] - Epoch 13, Itrs 14830/50000, Loss=0.192837
[2021-06-15 01:51:45,728][root][INFO] - Epoch 13, Itrs 14840/50000, Loss=0.195122
[2021-06-15 01:51:47,658][root][INFO] - Epoch 13, Itrs 14850/50000, Loss=0.209162
[2021-06-15 01:51:49,723][root][INFO] - Epoch 13, Itrs 14860/50000, Loss=0.205092
[2021-06-15 01:51:51,751][root][INFO] - Epoch 13, Itrs 14870/50000, Loss=0.216021
[2021-06-15 01:51:53,791][root][INFO] - Epoch 13, Itrs 14880/50000, Loss=0.197255
[2021-06-15 01:51:55,954][root][INFO] - Epoch 13, Itrs 14890/50000, Loss=0.190155
[2021-06-15 01:51:57,921][root][INFO] - Epoch 13, Itrs 14900/50000, Loss=0.198399
[2021-06-15 01:51:59,931][root][INFO] - Epoch 13, Itrs 14910/50000, Loss=0.190270
[2021-06-15 01:52:02,007][root][INFO] - Epoch 13, Itrs 14920/50000, Loss=0.195817
[2021-06-15 01:52:04,093][root][INFO] - Epoch 13, Itrs 14930/50000, Loss=0.190538
[2021-06-15 01:52:06,080][root][INFO] - Epoch 13, Itrs 14940/50000, Loss=0.214148
[2021-06-15 01:52:08,151][root][INFO] - Epoch 13, Itrs 14950/50000, Loss=0.206967
[2021-06-15 01:52:10,090][root][INFO] - Epoch 13, Itrs 14960/50000, Loss=0.196613
[2021-06-15 01:52:12,259][root][INFO] - Epoch 13, Itrs 14970/50000, Loss=0.183454
[2021-06-15 01:52:14,182][root][INFO] - Epoch 13, Itrs 14980/50000, Loss=0.177119
[2021-06-15 01:52:16,243][root][INFO] - Epoch 13, Itrs 14990/50000, Loss=0.193463
[2021-06-15 01:52:18,358][root][INFO] - Epoch 13, Itrs 15000/50000, Loss=0.190763
[2021-06-15 01:52:18,359][root][INFO] - validation...
[2021-06-15 01:52:19,981][root][INFO] - 0/340
[2021-06-15 01:52:20,167][root][INFO] - 1/340
[2021-06-15 01:52:20,346][root][INFO] - 2/340
[2021-06-15 01:52:20,542][root][INFO] - 3/340
[2021-06-15 01:52:20,717][root][INFO] - 4/340
[2021-06-15 01:52:20,837][root][INFO] - 5/340
[2021-06-15 01:52:20,955][root][INFO] - 6/340
[2021-06-15 01:52:21,110][root][INFO] - 7/340
[2021-06-15 01:52:21,285][root][INFO] - 8/340
[2021-06-15 01:52:21,429][root][INFO] - 9/340
[2021-06-15 01:52:21,595][root][INFO] - 10/340
[2021-06-15 01:52:21,788][root][INFO] - 11/340
[2021-06-15 01:52:21,912][root][INFO] - 12/340
[2021-06-15 01:52:22,028][root][INFO] - 13/340
[2021-06-15 01:52:22,144][root][INFO] - 14/340
[2021-06-15 01:52:22,266][root][INFO] - 15/340
[2021-06-15 01:52:22,473][root][INFO] - 16/340
[2021-06-15 01:52:22,584][root][INFO] - 17/340
[2021-06-15 01:52:22,733][root][INFO] - 18/340
[2021-06-15 01:52:22,890][root][INFO] - 19/340
[2021-06-15 01:52:23,040][root][INFO] - 20/340
[2021-06-15 01:52:23,166][root][INFO] - 21/340
[2021-06-15 01:52:23,288][root][INFO] - 22/340
[2021-06-15 01:52:23,445][root][INFO] - 23/340
[2021-06-15 01:52:23,615][root][INFO] - 24/340
[2021-06-15 01:52:23,728][root][INFO] - 25/340
[2021-06-15 01:52:24,068][root][INFO] - 26/340
[2021-06-15 01:52:24,306][root][INFO] - 27/340
[2021-06-15 01:52:24,415][root][INFO] - 28/340
[2021-06-15 01:52:24,560][root][INFO] - 29/340
[2021-06-15 01:52:24,659][root][INFO] - 30/340
[2021-06-15 01:52:24,736][root][INFO] - 31/340
[2021-06-15 01:52:24,858][root][INFO] - 32/340
[2021-06-15 01:52:25,042][root][INFO] - 33/340
[2021-06-15 01:52:25,380][root][INFO] - 34/340
[2021-06-15 01:52:25,557][root][INFO] - 35/340
[2021-06-15 01:52:25,695][root][INFO] - 36/340
[2021-06-15 01:52:25,837][root][INFO] - 37/340
[2021-06-15 01:52:25,952][root][INFO] - 38/340
[2021-06-15 01:52:26,056][root][INFO] - 39/340
[2021-06-15 01:52:26,193][root][INFO] - 40/340
[2021-06-15 01:52:26,307][root][INFO] - 41/340
[2021-06-15 01:52:26,570][root][INFO] - 42/340
[2021-06-15 01:52:26,783][root][INFO] - 43/340
[2021-06-15 01:52:26,933][root][INFO] - 44/340
[2021-06-15 01:52:27,080][root][INFO] - 45/340
[2021-06-15 01:52:27,189][root][INFO] - 46/340
[2021-06-15 01:52:27,377][root][INFO] - 47/340
[2021-06-15 01:52:27,545][root][INFO] - 48/340
[2021-06-15 01:52:27,693][root][INFO] - 49/340
[2021-06-15 01:52:27,857][root][INFO] - 50/340
[2021-06-15 01:52:28,211][root][INFO] - 51/340
[2021-06-15 01:52:28,329][root][INFO] - 52/340
[2021-06-15 01:52:28,442][root][INFO] - 53/340
[2021-06-15 01:52:28,567][root][INFO] - 54/340
[2021-06-15 01:52:28,695][root][INFO] - 55/340
[2021-06-15 01:52:28,828][root][INFO] - 56/340
[2021-06-15 01:52:28,972][root][INFO] - 57/340
[2021-06-15 01:52:29,083][root][INFO] - 58/340
[2021-06-15 01:52:29,233][root][INFO] - 59/340
[2021-06-15 01:52:29,369][root][INFO] - 60/340
[2021-06-15 01:52:29,541][root][INFO] - 61/340
[2021-06-15 01:52:29,660][root][INFO] - 62/340
[2021-06-15 01:52:29,766][root][INFO] - 63/340
[2021-06-15 01:52:29,942][root][INFO] - 64/340
[2021-06-15 01:52:30,045][root][INFO] - 65/340
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[2021-06-15 01:53:12,237][root][INFO] - miou: 0.6116101558731875
[2021-06-15 01:53:14,148][root][INFO] - Epoch 13, Itrs 15010/50000, Loss=0.211170
[2021-06-15 01:53:16,195][root][INFO] - Epoch 13, Itrs 15020/50000, Loss=0.186760
[2021-06-15 01:53:18,269][root][INFO] - Epoch 13, Itrs 15030/50000, Loss=0.213675
[2021-06-15 01:53:20,111][root][INFO] - Epoch 13, Itrs 15040/50000, Loss=0.189833
[2021-06-15 01:53:22,215][root][INFO] - Epoch 13, Itrs 15050/50000, Loss=0.171541
[2021-06-15 01:53:24,251][root][INFO] - Epoch 13, Itrs 15060/50000, Loss=0.214201
[2021-06-15 01:53:26,310][root][INFO] - Epoch 13, Itrs 15070/50000, Loss=0.207290
[2021-06-15 01:53:28,348][root][INFO] - Epoch 13, Itrs 15080/50000, Loss=0.187256
[2021-06-15 01:53:30,458][root][INFO] - Epoch 13, Itrs 15090/50000, Loss=0.195363
[2021-06-15 01:53:32,414][root][INFO] - Epoch 13, Itrs 15100/50000, Loss=0.180839
[2021-06-15 01:53:34,478][root][INFO] - Epoch 13, Itrs 15110/50000, Loss=0.201974
[2021-06-15 01:53:36,562][root][INFO] - Epoch 13, Itrs 15120/50000, Loss=0.181353
[2021-06-15 01:53:38,535][root][INFO] - Epoch 13, Itrs 15130/50000, Loss=0.205120
[2021-06-15 01:53:40,568][root][INFO] - Epoch 13, Itrs 15140/50000, Loss=0.201002
[2021-06-15 01:53:42,553][root][INFO] - Epoch 13, Itrs 15150/50000, Loss=0.182586
[2021-06-15 01:53:44,578][root][INFO] - Epoch 13, Itrs 15160/50000, Loss=0.179037
[2021-06-15 01:53:46,585][root][INFO] - Epoch 13, Itrs 15170/50000, Loss=0.192508
[2021-06-15 01:53:48,669][root][INFO] - Epoch 13, Itrs 15180/50000, Loss=0.204713
[2021-06-15 01:53:50,698][root][INFO] - Epoch 13, Itrs 15190/50000, Loss=0.194837
[2021-06-15 01:53:52,820][root][INFO] - Epoch 13, Itrs 15200/50000, Loss=0.199005
[2021-06-15 01:53:54,729][root][INFO] - Epoch 13, Itrs 15210/50000, Loss=0.185229
[2021-06-15 01:53:56,730][root][INFO] - Epoch 13, Itrs 15220/50000, Loss=0.188917
[2021-06-15 01:53:58,752][root][INFO] - Epoch 13, Itrs 15230/50000, Loss=0.189510
[2021-06-15 01:54:00,846][root][INFO] - Epoch 13, Itrs 15240/50000, Loss=0.200411
[2021-06-15 01:54:02,836][root][INFO] - Epoch 13, Itrs 15250/50000, Loss=0.189069
[2021-06-15 01:54:04,940][root][INFO] - Epoch 13, Itrs 15260/50000, Loss=0.180890
[2021-06-15 01:54:06,972][root][INFO] - Epoch 13, Itrs 15270/50000, Loss=0.176384
[2021-06-15 01:54:08,958][root][INFO] - Epoch 13, Itrs 15280/50000, Loss=0.190107
[2021-06-15 01:54:11,049][root][INFO] - Epoch 13, Itrs 15290/50000, Loss=0.191267
[2021-06-15 01:54:13,068][root][INFO] - Epoch 13, Itrs 15300/50000, Loss=0.196584
[2021-06-15 01:54:15,074][root][INFO] - Epoch 13, Itrs 15310/50000, Loss=0.204176
[2021-06-15 01:54:17,090][root][INFO] - Epoch 13, Itrs 15320/50000, Loss=0.193243
[2021-06-15 01:54:19,158][root][INFO] - Epoch 13, Itrs 15330/50000, Loss=0.200699
[2021-06-15 01:54:21,126][root][INFO] - Epoch 13, Itrs 15340/50000, Loss=0.210008
[2021-06-15 01:54:23,180][root][INFO] - Epoch 13, Itrs 15350/50000, Loss=0.213203
[2021-06-15 01:54:25,196][root][INFO] - Epoch 13, Itrs 15360/50000, Loss=0.196766
[2021-06-15 01:54:27,274][root][INFO] - Epoch 13, Itrs 15370/50000, Loss=0.199973
[2021-06-15 01:54:29,243][root][INFO] - Epoch 13, Itrs 15380/50000, Loss=0.183252
[2021-06-15 01:54:31,346][root][INFO] - Epoch 13, Itrs 15390/50000, Loss=0.189345
[2021-06-15 01:54:33,386][root][INFO] - Epoch 13, Itrs 15400/50000, Loss=0.178398
[2021-06-15 01:54:35,317][root][INFO] - Epoch 13, Itrs 15410/50000, Loss=0.188232
[2021-06-15 01:54:37,426][root][INFO] - Epoch 13, Itrs 15420/50000, Loss=0.199084
[2021-06-15 01:54:39,452][root][INFO] - Epoch 13, Itrs 15430/50000, Loss=0.185786
[2021-06-15 01:54:41,493][root][INFO] - Epoch 13, Itrs 15440/50000, Loss=0.199819
[2021-06-15 01:54:43,380][root][INFO] - Epoch 13, Itrs 15450/50000, Loss=0.187184
[2021-06-15 01:54:45,576][root][INFO] - Epoch 13, Itrs 15460/50000, Loss=0.212052
[2021-06-15 01:54:47,609][root][INFO] - Epoch 13, Itrs 15470/50000, Loss=0.213708
[2021-06-15 01:54:49,669][root][INFO] - Epoch 13, Itrs 15480/50000, Loss=0.200748
[2021-06-15 01:54:51,712][root][INFO] - Epoch 13, Itrs 15490/50000, Loss=0.198830
[2021-06-15 01:54:53,756][root][INFO] - Epoch 13, Itrs 15500/50000, Loss=0.178074
[2021-06-15 01:54:55,695][root][INFO] - Epoch 13, Itrs 15510/50000, Loss=0.192995
[2021-06-15 01:54:57,728][root][INFO] - Epoch 13, Itrs 15520/50000, Loss=0.187981
[2021-06-15 01:54:59,781][root][INFO] - Epoch 13, Itrs 15530/50000, Loss=0.198238
[2021-06-15 01:55:01,792][root][INFO] - Epoch 13, Itrs 15540/50000, Loss=0.185526
[2021-06-15 01:55:03,795][root][INFO] - Epoch 13, Itrs 15550/50000, Loss=0.189439
[2021-06-15 01:55:05,812][root][INFO] - Epoch 13, Itrs 15560/50000, Loss=0.199492
[2021-06-15 01:55:07,832][root][INFO] - Epoch 13, Itrs 15570/50000, Loss=0.196938
[2021-06-15 01:55:09,843][root][INFO] - Epoch 13, Itrs 15580/50000, Loss=0.195320
[2021-06-15 01:55:11,933][root][INFO] - Epoch 13, Itrs 15590/50000, Loss=0.201577
[2021-06-15 01:55:14,049][root][INFO] - Epoch 13, Itrs 15600/50000, Loss=0.199303
[2021-06-15 01:55:16,072][root][INFO] - Epoch 13, Itrs 15610/50000, Loss=0.201476
[2021-06-15 01:55:18,050][root][INFO] - Epoch 13, Itrs 15620/50000, Loss=0.207087
[2021-06-15 01:55:20,000][root][INFO] - Epoch 13, Itrs 15630/50000, Loss=0.207369
[2021-06-15 01:55:22,057][root][INFO] - Epoch 13, Itrs 15640/50000, Loss=0.202130
[2021-06-15 01:55:23,971][root][INFO] - Epoch 13, Itrs 15650/50000, Loss=0.179630
[2021-06-15 01:55:26,021][root][INFO] - Epoch 13, Itrs 15660/50000, Loss=0.202068
[2021-06-15 01:55:28,148][root][INFO] - Epoch 13, Itrs 15670/50000, Loss=0.211681
[2021-06-15 01:55:30,163][root][INFO] - Epoch 13, Itrs 15680/50000, Loss=0.183641
[2021-06-15 01:55:32,180][root][INFO] - Epoch 13, Itrs 15690/50000, Loss=0.186028
[2021-06-15 01:55:34,276][root][INFO] - Epoch 13, Itrs 15700/50000, Loss=0.195538
[2021-06-15 01:55:36,246][root][INFO] - Epoch 13, Itrs 15710/50000, Loss=0.189058
[2021-06-15 01:55:38,349][root][INFO] - Epoch 13, Itrs 15720/50000, Loss=0.194192
[2021-06-15 01:55:40,307][root][INFO] - Epoch 13, Itrs 15730/50000, Loss=0.195929
[2021-06-15 01:55:42,370][root][INFO] - Epoch 13, Itrs 15740/50000, Loss=0.189274
[2021-06-15 01:55:44,358][root][INFO] - Epoch 13, Itrs 15750/50000, Loss=0.192390
[2021-06-15 01:55:46,411][root][INFO] - Epoch 13, Itrs 15760/50000, Loss=0.199229
[2021-06-15 01:55:48,541][root][INFO] - Epoch 13, Itrs 15770/50000, Loss=0.186849
[2021-06-15 01:55:50,471][root][INFO] - Epoch 13, Itrs 15780/50000, Loss=0.191173
[2021-06-15 01:55:52,449][root][INFO] - Epoch 13, Itrs 15790/50000, Loss=0.187698
[2021-06-15 01:55:54,567][root][INFO] - Epoch 13, Itrs 15800/50000, Loss=0.201425
[2021-06-15 01:55:56,509][root][INFO] - Epoch 13, Itrs 15810/50000, Loss=0.209092
[2021-06-15 01:55:58,246][root][INFO] - Epoch 13, Itrs 15820/50000, Loss=0.208963
[2021-06-15 01:56:01,990][root][INFO] - Epoch 14, Itrs 15830/50000, Loss=0.182557
[2021-06-15 01:56:04,306][root][INFO] - Epoch 14, Itrs 15840/50000, Loss=0.180705
[2021-06-15 01:56:06,514][root][INFO] - Epoch 14, Itrs 15850/50000, Loss=0.182593
[2021-06-15 01:56:08,621][root][INFO] - Epoch 14, Itrs 15860/50000, Loss=0.173531
[2021-06-15 01:56:10,801][root][INFO] - Epoch 14, Itrs 15870/50000, Loss=0.181262
[2021-06-15 01:56:12,837][root][INFO] - Epoch 14, Itrs 15880/50000, Loss=0.185641
[2021-06-15 01:56:14,910][root][INFO] - Epoch 14, Itrs 15890/50000, Loss=0.197330
[2021-06-15 01:56:16,922][root][INFO] - Epoch 14, Itrs 15900/50000, Loss=0.178814
[2021-06-15 01:56:18,897][root][INFO] - Epoch 14, Itrs 15910/50000, Loss=0.194740
[2021-06-15 01:56:21,052][root][INFO] - Epoch 14, Itrs 15920/50000, Loss=0.211991
[2021-06-15 01:56:22,912][root][INFO] - Epoch 14, Itrs 15930/50000, Loss=0.180265
[2021-06-15 01:56:24,930][root][INFO] - Epoch 14, Itrs 15940/50000, Loss=0.182711
[2021-06-15 01:56:27,084][root][INFO] - Epoch 14, Itrs 15950/50000, Loss=0.177720
[2021-06-15 01:56:29,057][root][INFO] - Epoch 14, Itrs 15960/50000, Loss=0.158720
[2021-06-15 01:56:31,058][root][INFO] - Epoch 14, Itrs 15970/50000, Loss=0.187041
[2021-06-15 01:56:33,041][root][INFO] - Epoch 14, Itrs 15980/50000, Loss=0.181811
[2021-06-15 01:56:35,078][root][INFO] - Epoch 14, Itrs 15990/50000, Loss=0.178040
[2021-06-15 01:56:37,077][root][INFO] - Epoch 14, Itrs 16000/50000, Loss=0.197294
[2021-06-15 01:56:38,908][root][INFO] - Epoch 14, Itrs 16010/50000, Loss=0.169499
[2021-06-15 01:56:41,105][root][INFO] - Epoch 14, Itrs 16020/50000, Loss=0.191646
[2021-06-15 01:56:43,083][root][INFO] - Epoch 14, Itrs 16030/50000, Loss=0.187862
[2021-06-15 01:56:45,116][root][INFO] - Epoch 14, Itrs 16040/50000, Loss=0.176595
[2021-06-15 01:56:47,139][root][INFO] - Epoch 14, Itrs 16050/50000, Loss=0.191163
[2021-06-15 01:56:49,129][root][INFO] - Epoch 14, Itrs 16060/50000, Loss=0.175583
[2021-06-15 01:56:51,248][root][INFO] - Epoch 14, Itrs 16070/50000, Loss=0.191759
[2021-06-15 01:56:53,115][root][INFO] - Epoch 14, Itrs 16080/50000, Loss=0.192182
[2021-06-15 01:56:55,141][root][INFO] - Epoch 14, Itrs 16090/50000, Loss=0.176160
[2021-06-15 01:56:57,253][root][INFO] - Epoch 14, Itrs 16100/50000, Loss=0.171053
[2021-06-15 01:56:59,189][root][INFO] - Epoch 14, Itrs 16110/50000, Loss=0.181490
[2021-06-15 01:57:01,228][root][INFO] - Epoch 14, Itrs 16120/50000, Loss=0.186831
[2021-06-15 01:57:03,193][root][INFO] - Epoch 14, Itrs 16130/50000, Loss=0.197497
[2021-06-15 01:57:05,240][root][INFO] - Epoch 14, Itrs 16140/50000, Loss=0.178589
[2021-06-15 01:57:07,329][root][INFO] - Epoch 14, Itrs 16150/50000, Loss=0.168406
[2021-06-15 01:57:09,260][root][INFO] - Epoch 14, Itrs 16160/50000, Loss=0.186152
[2021-06-15 01:57:11,321][root][INFO] - Epoch 14, Itrs 16170/50000, Loss=0.173846
[2021-06-15 01:57:13,283][root][INFO] - Epoch 14, Itrs 16180/50000, Loss=0.183977
[2021-06-15 01:57:15,432][root][INFO] - Epoch 14, Itrs 16190/50000, Loss=0.193806
[2021-06-15 01:57:17,297][root][INFO] - Epoch 14, Itrs 16200/50000, Loss=0.157881
[2021-06-15 01:57:19,390][root][INFO] - Epoch 14, Itrs 16210/50000, Loss=0.187523
[2021-06-15 01:57:21,402][root][INFO] - Epoch 14, Itrs 16220/50000, Loss=0.178807
[2021-06-15 01:57:23,478][root][INFO] - Epoch 14, Itrs 16230/50000, Loss=0.187210
[2021-06-15 01:57:25,449][root][INFO] - Epoch 14, Itrs 16240/50000, Loss=0.185460
[2021-06-15 01:57:27,493][root][INFO] - Epoch 14, Itrs 16250/50000, Loss=0.184840
[2021-06-15 01:57:29,469][root][INFO] - Epoch 14, Itrs 16260/50000, Loss=0.170675
[2021-06-15 01:57:31,460][root][INFO] - Epoch 14, Itrs 16270/50000, Loss=0.186858
[2021-06-15 01:57:33,502][root][INFO] - Epoch 14, Itrs 16280/50000, Loss=0.189894
[2021-06-15 01:57:35,608][root][INFO] - Epoch 14, Itrs 16290/50000, Loss=0.186591
[2021-06-15 01:57:37,593][root][INFO] - Epoch 14, Itrs 16300/50000, Loss=0.190662
[2021-06-15 01:57:39,606][root][INFO] - Epoch 14, Itrs 16310/50000, Loss=0.175014
[2021-06-15 01:57:41,577][root][INFO] - Epoch 14, Itrs 16320/50000, Loss=0.184172
[2021-06-15 01:57:43,563][root][INFO] - Epoch 14, Itrs 16330/50000, Loss=0.186083
[2021-06-15 01:57:45,625][root][INFO] - Epoch 14, Itrs 16340/50000, Loss=0.185510
[2021-06-15 01:57:47,505][root][INFO] - Epoch 14, Itrs 16350/50000, Loss=0.173802
[2021-06-15 01:57:49,452][root][INFO] - Epoch 14, Itrs 16360/50000, Loss=0.197058
[2021-06-15 01:57:51,603][root][INFO] - Epoch 14, Itrs 16370/50000, Loss=0.191484
[2021-06-15 01:57:53,623][root][INFO] - Epoch 14, Itrs 16380/50000, Loss=0.182875
[2021-06-15 01:57:55,717][root][INFO] - Epoch 14, Itrs 16390/50000, Loss=0.200361
[2021-06-15 01:57:57,649][root][INFO] - Epoch 14, Itrs 16400/50000, Loss=0.184775
[2021-06-15 01:57:59,802][root][INFO] - Epoch 14, Itrs 16410/50000, Loss=0.191714
[2021-06-15 01:58:01,676][root][INFO] - Epoch 14, Itrs 16420/50000, Loss=0.204743
[2021-06-15 01:58:03,696][root][INFO] - Epoch 14, Itrs 16430/50000, Loss=0.177060
[2021-06-15 01:58:05,681][root][INFO] - Epoch 14, Itrs 16440/50000, Loss=0.172628
[2021-06-15 01:58:07,735][root][INFO] - Epoch 14, Itrs 16450/50000, Loss=0.187102
[2021-06-15 01:58:09,721][root][INFO] - Epoch 14, Itrs 16460/50000, Loss=0.187353
[2021-06-15 01:58:11,712][root][INFO] - Epoch 14, Itrs 16470/50000, Loss=0.193788
[2021-06-15 01:58:13,811][root][INFO] - Epoch 14, Itrs 16480/50000, Loss=0.195292
[2021-06-15 01:58:15,793][root][INFO] - Epoch 14, Itrs 16490/50000, Loss=0.191563
[2021-06-15 01:58:17,855][root][INFO] - Epoch 14, Itrs 16500/50000, Loss=0.186706
[2021-06-15 01:58:19,817][root][INFO] - Epoch 14, Itrs 16510/50000, Loss=0.193885
[2021-06-15 01:58:21,748][root][INFO] - Epoch 14, Itrs 16520/50000, Loss=0.158421
[2021-06-15 01:58:23,813][root][INFO] - Epoch 14, Itrs 16530/50000, Loss=0.179828
[2021-06-15 01:58:25,864][root][INFO] - Epoch 14, Itrs 16540/50000, Loss=0.189671
[2021-06-15 01:58:27,852][root][INFO] - Epoch 14, Itrs 16550/50000, Loss=0.174257
[2021-06-15 01:58:29,784][root][INFO] - Epoch 14, Itrs 16560/50000, Loss=0.201296
[2021-06-15 01:58:31,875][root][INFO] - Epoch 14, Itrs 16570/50000, Loss=0.181570
[2021-06-15 01:58:33,920][root][INFO] - Epoch 14, Itrs 16580/50000, Loss=0.180533
[2021-06-15 01:58:35,883][root][INFO] - Epoch 14, Itrs 16590/50000, Loss=0.196215
[2021-06-15 01:58:37,817][root][INFO] - Epoch 14, Itrs 16600/50000, Loss=0.179142
[2021-06-15 01:58:40,036][root][INFO] - Epoch 14, Itrs 16610/50000, Loss=0.189702
[2021-06-15 01:58:42,010][root][INFO] - Epoch 14, Itrs 16620/50000, Loss=0.182814
[2021-06-15 01:58:44,015][root][INFO] - Epoch 14, Itrs 16630/50000, Loss=0.193958
[2021-06-15 01:58:45,925][root][INFO] - Epoch 14, Itrs 16640/50000, Loss=0.178973
[2021-06-15 01:58:48,008][root][INFO] - Epoch 14, Itrs 16650/50000, Loss=0.176123
[2021-06-15 01:58:50,074][root][INFO] - Epoch 14, Itrs 16660/50000, Loss=0.188997
[2021-06-15 01:58:52,059][root][INFO] - Epoch 14, Itrs 16670/50000, Loss=0.179490
[2021-06-15 01:58:54,060][root][INFO] - Epoch 14, Itrs 16680/50000, Loss=0.199570
[2021-06-15 01:58:56,099][root][INFO] - Epoch 14, Itrs 16690/50000, Loss=0.206793
[2021-06-15 01:58:58,125][root][INFO] - Epoch 14, Itrs 16700/50000, Loss=0.183292
[2021-06-15 01:59:00,131][root][INFO] - Epoch 14, Itrs 16710/50000, Loss=0.186620
[2021-06-15 01:59:02,128][root][INFO] - Epoch 14, Itrs 16720/50000, Loss=0.198233
[2021-06-15 01:59:04,023][root][INFO] - Epoch 14, Itrs 16730/50000, Loss=0.177997
[2021-06-15 01:59:06,068][root][INFO] - Epoch 14, Itrs 16740/50000, Loss=0.191038
[2021-06-15 01:59:08,104][root][INFO] - Epoch 14, Itrs 16750/50000, Loss=0.186255
[2021-06-15 01:59:10,143][root][INFO] - Epoch 14, Itrs 16760/50000, Loss=0.206707
[2021-06-15 01:59:12,108][root][INFO] - Epoch 14, Itrs 16770/50000, Loss=0.172671
[2021-06-15 01:59:14,235][root][INFO] - Epoch 14, Itrs 16780/50000, Loss=0.191673
[2021-06-15 01:59:16,110][root][INFO] - Epoch 14, Itrs 16790/50000, Loss=0.193757
[2021-06-15 01:59:18,129][root][INFO] - Epoch 14, Itrs 16800/50000, Loss=0.197295
[2021-06-15 01:59:20,128][root][INFO] - Epoch 14, Itrs 16810/50000, Loss=0.199723
[2021-06-15 01:59:22,173][root][INFO] - Epoch 14, Itrs 16820/50000, Loss=0.197133
[2021-06-15 01:59:24,287][root][INFO] - Epoch 14, Itrs 16830/50000, Loss=0.173187
[2021-06-15 01:59:26,219][root][INFO] - Epoch 14, Itrs 16840/50000, Loss=0.183179
[2021-06-15 01:59:28,344][root][INFO] - Epoch 14, Itrs 16850/50000, Loss=0.195004
[2021-06-15 01:59:30,252][root][INFO] - Epoch 14, Itrs 16860/50000, Loss=0.198229
[2021-06-15 01:59:32,342][root][INFO] - Epoch 14, Itrs 16870/50000, Loss=0.160544
[2021-06-15 01:59:34,375][root][INFO] - Epoch 14, Itrs 16880/50000, Loss=0.173521
[2021-06-15 01:59:36,340][root][INFO] - Epoch 14, Itrs 16890/50000, Loss=0.175821
[2021-06-15 01:59:38,321][root][INFO] - Epoch 14, Itrs 16900/50000, Loss=0.172396
[2021-06-15 01:59:40,286][root][INFO] - Epoch 14, Itrs 16910/50000, Loss=0.173999
[2021-06-15 01:59:42,301][root][INFO] - Epoch 14, Itrs 16920/50000, Loss=0.201200
[2021-06-15 01:59:44,341][root][INFO] - Epoch 14, Itrs 16930/50000, Loss=0.190552
[2021-06-15 01:59:46,446][root][INFO] - Epoch 14, Itrs 16940/50000, Loss=0.170513
[2021-06-15 01:59:48,508][root][INFO] - Epoch 14, Itrs 16950/50000, Loss=0.201534
[2021-06-15 01:59:50,391][root][INFO] - Epoch 14, Itrs 16960/50000, Loss=0.196154
[2021-06-15 01:59:52,526][root][INFO] - Epoch 14, Itrs 16970/50000, Loss=0.199014
[2021-06-15 01:59:54,445][root][INFO] - Epoch 14, Itrs 16980/50000, Loss=0.199766
[2021-06-15 01:59:56,438][root][INFO] - Epoch 14, Itrs 16990/50000, Loss=0.186460
[2021-06-15 01:59:58,537][root][INFO] - Epoch 14, Itrs 17000/50000, Loss=0.172036
[2021-06-15 02:00:00,440][root][INFO] - Epoch 14, Itrs 17010/50000, Loss=0.194392
[2021-06-15 02:00:02,591][root][INFO] - Epoch 14, Itrs 17020/50000, Loss=0.195942
[2021-06-15 02:00:04,362][root][INFO] - Epoch 14, Itrs 17030/50000, Loss=0.176373
[2021-06-15 02:00:08,007][root][INFO] - Epoch 15, Itrs 17040/50000, Loss=0.185066
[2021-06-15 02:00:10,149][root][INFO] - Epoch 15, Itrs 17050/50000, Loss=0.165607
[2021-06-15 02:00:12,487][root][INFO] - Epoch 15, Itrs 17060/50000, Loss=0.190047
[2021-06-15 02:00:14,758][root][INFO] - Epoch 15, Itrs 17070/50000, Loss=0.166062
[2021-06-15 02:00:16,867][root][INFO] - Epoch 15, Itrs 17080/50000, Loss=0.179701
[2021-06-15 02:00:18,914][root][INFO] - Epoch 15, Itrs 17090/50000, Loss=0.165159
[2021-06-15 02:00:20,991][root][INFO] - Epoch 15, Itrs 17100/50000, Loss=0.189460
[2021-06-15 02:00:22,898][root][INFO] - Epoch 15, Itrs 17110/50000, Loss=0.163787
[2021-06-15 02:00:25,011][root][INFO] - Epoch 15, Itrs 17120/50000, Loss=0.176641
[2021-06-15 02:00:26,902][root][INFO] - Epoch 15, Itrs 17130/50000, Loss=0.164669
[2021-06-15 02:00:28,961][root][INFO] - Epoch 15, Itrs 17140/50000, Loss=0.180799
[2021-06-15 02:00:31,104][root][INFO] - Epoch 15, Itrs 17150/50000, Loss=0.177741
[2021-06-15 02:00:33,068][root][INFO] - Epoch 15, Itrs 17160/50000, Loss=0.173967
[2021-06-15 02:00:35,037][root][INFO] - Epoch 15, Itrs 17170/50000, Loss=0.174579
[2021-06-15 02:00:37,138][root][INFO] - Epoch 15, Itrs 17180/50000, Loss=0.186558
[2021-06-15 02:00:39,134][root][INFO] - Epoch 15, Itrs 17190/50000, Loss=0.159747
[2021-06-15 02:00:41,137][root][INFO] - Epoch 15, Itrs 17200/50000, Loss=0.163775
[2021-06-15 02:00:43,094][root][INFO] - Epoch 15, Itrs 17210/50000, Loss=0.164344
[2021-06-15 02:00:45,149][root][INFO] - Epoch 15, Itrs 17220/50000, Loss=0.190143
[2021-06-15 02:00:47,259][root][INFO] - Epoch 15, Itrs 17230/50000, Loss=0.186079
[2021-06-15 02:00:49,219][root][INFO] - Epoch 15, Itrs 17240/50000, Loss=0.171366
[2021-06-15 02:00:51,204][root][INFO] - Epoch 15, Itrs 17250/50000, Loss=0.157236
[2021-06-15 02:00:53,290][root][INFO] - Epoch 15, Itrs 17260/50000, Loss=0.179575
[2021-06-15 02:00:55,325][root][INFO] - Epoch 15, Itrs 17270/50000, Loss=0.172899
[2021-06-15 02:00:57,316][root][INFO] - Epoch 15, Itrs 17280/50000, Loss=0.182643
[2021-06-15 02:00:59,264][root][INFO] - Epoch 15, Itrs 17290/50000, Loss=0.169486
[2021-06-15 02:01:01,346][root][INFO] - Epoch 15, Itrs 17300/50000, Loss=0.163452
[2021-06-15 02:01:03,351][root][INFO] - Epoch 15, Itrs 17310/50000, Loss=0.168659
[2021-06-15 02:01:05,358][root][INFO] - Epoch 15, Itrs 17320/50000, Loss=0.185757
[2021-06-15 02:01:07,362][root][INFO] - Epoch 15, Itrs 17330/50000, Loss=0.179136
[2021-06-15 02:01:09,376][root][INFO] - Epoch 15, Itrs 17340/50000, Loss=0.177241
[2021-06-15 02:01:11,421][root][INFO] - Epoch 15, Itrs 17350/50000, Loss=0.176122
[2021-06-15 02:01:13,388][root][INFO] - Epoch 15, Itrs 17360/50000, Loss=0.184898
[2021-06-15 02:01:15,425][root][INFO] - Epoch 15, Itrs 17370/50000, Loss=0.149192
[2021-06-15 02:01:17,441][root][INFO] - Epoch 15, Itrs 17380/50000, Loss=0.179043
[2021-06-15 02:01:19,453][root][INFO] - Epoch 15, Itrs 17390/50000, Loss=0.179760
[2021-06-15 02:01:21,403][root][INFO] - Epoch 15, Itrs 17400/50000, Loss=0.180276
[2021-06-15 02:01:23,391][root][INFO] - Epoch 15, Itrs 17410/50000, Loss=0.174807
[2021-06-15 02:01:25,389][root][INFO] - Epoch 15, Itrs 17420/50000, Loss=0.182436
[2021-06-15 02:01:27,413][root][INFO] - Epoch 15, Itrs 17430/50000, Loss=0.190885
[2021-06-15 02:01:29,521][root][INFO] - Epoch 15, Itrs 17440/50000, Loss=0.182444
[2021-06-15 02:01:31,477][root][INFO] - Epoch 15, Itrs 17450/50000, Loss=0.167559
[2021-06-15 02:01:33,476][root][INFO] - Epoch 15, Itrs 17460/50000, Loss=0.173993
[2021-06-15 02:01:35,596][root][INFO] - Epoch 15, Itrs 17470/50000, Loss=0.179887
[2021-06-15 02:01:37,668][root][INFO] - Epoch 15, Itrs 17480/50000, Loss=0.169212
[2021-06-15 02:01:39,614][root][INFO] - Epoch 15, Itrs 17490/50000, Loss=0.176692
[2021-06-15 02:01:41,608][root][INFO] - Epoch 15, Itrs 17500/50000, Loss=0.164931
[2021-06-15 02:01:43,573][root][INFO] - Epoch 15, Itrs 17510/50000, Loss=0.156380
[2021-06-15 02:01:45,623][root][INFO] - Epoch 15, Itrs 17520/50000, Loss=0.184694
[2021-06-15 02:01:47,683][root][INFO] - Epoch 15, Itrs 17530/50000, Loss=0.176342
[2021-06-15 02:01:49,679][root][INFO] - Epoch 15, Itrs 17540/50000, Loss=0.181428
[2021-06-15 02:01:51,695][root][INFO] - Epoch 15, Itrs 17550/50000, Loss=0.162489
[2021-06-15 02:01:53,674][root][INFO] - Epoch 15, Itrs 17560/50000, Loss=0.177454
[2021-06-15 02:01:55,579][root][INFO] - Epoch 15, Itrs 17570/50000, Loss=0.170327
[2021-06-15 02:01:57,743][root][INFO] - Epoch 15, Itrs 17580/50000, Loss=0.165485
[2021-06-15 02:01:59,708][root][INFO] - Epoch 15, Itrs 17590/50000, Loss=0.193408
[2021-06-15 02:02:01,791][root][INFO] - Epoch 15, Itrs 17600/50000, Loss=0.178868
[2021-06-15 02:02:03,753][root][INFO] - Epoch 15, Itrs 17610/50000, Loss=0.175934
[2021-06-15 02:02:05,767][root][INFO] - Epoch 15, Itrs 17620/50000, Loss=0.177151
[2021-06-15 02:02:07,781][root][INFO] - Epoch 15, Itrs 17630/50000, Loss=0.168368
[2021-06-15 02:02:09,897][root][INFO] - Epoch 15, Itrs 17640/50000, Loss=0.159242
[2021-06-15 02:02:11,842][root][INFO] - Epoch 15, Itrs 17650/50000, Loss=0.177333
[2021-06-15 02:02:13,959][root][INFO] - Epoch 15, Itrs 17660/50000, Loss=0.184866
[2021-06-15 02:02:15,959][root][INFO] - Epoch 15, Itrs 17670/50000, Loss=0.187179
[2021-06-15 02:02:17,799][root][INFO] - Epoch 15, Itrs 17680/50000, Loss=0.183265
[2021-06-15 02:02:19,883][root][INFO] - Epoch 15, Itrs 17690/50000, Loss=0.180558
[2021-06-15 02:02:21,949][root][INFO] - Epoch 15, Itrs 17700/50000, Loss=0.167677
[2021-06-15 02:02:23,919][root][INFO] - Epoch 15, Itrs 17710/50000, Loss=0.175587
[2021-06-15 02:02:25,932][root][INFO] - Epoch 15, Itrs 17720/50000, Loss=0.170784
[2021-06-15 02:02:27,929][root][INFO] - Epoch 15, Itrs 17730/50000, Loss=0.175960
[2021-06-15 02:02:29,949][root][INFO] - Epoch 15, Itrs 17740/50000, Loss=0.184406
[2021-06-15 02:02:31,858][root][INFO] - Epoch 15, Itrs 17750/50000, Loss=0.166211
[2021-06-15 02:02:33,972][root][INFO] - Epoch 15, Itrs 17760/50000, Loss=0.180420
[2021-06-15 02:02:35,976][root][INFO] - Epoch 15, Itrs 17770/50000, Loss=0.185777
[2021-06-15 02:02:37,978][root][INFO] - Epoch 15, Itrs 17780/50000, Loss=0.169707
[2021-06-15 02:02:39,973][root][INFO] - Epoch 15, Itrs 17790/50000, Loss=0.189730
[2021-06-15 02:02:41,976][root][INFO] - Epoch 15, Itrs 17800/50000, Loss=0.182295
[2021-06-15 02:02:44,011][root][INFO] - Epoch 15, Itrs 17810/50000, Loss=0.176737
[2021-06-15 02:02:45,976][root][INFO] - Epoch 15, Itrs 17820/50000, Loss=0.155389
[2021-06-15 02:02:48,100][root][INFO] - Epoch 15, Itrs 17830/50000, Loss=0.155749
[2021-06-15 02:02:50,056][root][INFO] - Epoch 15, Itrs 17840/50000, Loss=0.175843
[2021-06-15 02:02:52,046][root][INFO] - Epoch 15, Itrs 17850/50000, Loss=0.194961
[2021-06-15 02:02:54,037][root][INFO] - Epoch 15, Itrs 17860/50000, Loss=0.169547
[2021-06-15 02:02:56,107][root][INFO] - Epoch 15, Itrs 17870/50000, Loss=0.191692
[2021-06-15 02:02:58,146][root][INFO] - Epoch 15, Itrs 17880/50000, Loss=0.188797
[2021-06-15 02:03:00,107][root][INFO] - Epoch 15, Itrs 17890/50000, Loss=0.177986
[2021-06-15 02:03:02,073][root][INFO] - Epoch 15, Itrs 17900/50000, Loss=0.182024
[2021-06-15 02:03:04,052][root][INFO] - Epoch 15, Itrs 17910/50000, Loss=0.180514
[2021-06-15 02:03:06,128][root][INFO] - Epoch 15, Itrs 17920/50000, Loss=0.170001
[2021-06-15 02:03:08,166][root][INFO] - Epoch 15, Itrs 17930/50000, Loss=0.176343
[2021-06-15 02:03:10,107][root][INFO] - Epoch 15, Itrs 17940/50000, Loss=0.168126
[2021-06-15 02:03:12,124][root][INFO] - Epoch 15, Itrs 17950/50000, Loss=0.178160
[2021-06-15 02:03:14,122][root][INFO] - Epoch 15, Itrs 17960/50000, Loss=0.188517
[2021-06-15 02:03:16,004][root][INFO] - Epoch 15, Itrs 17970/50000, Loss=0.177201
[2021-06-15 02:03:17,985][root][INFO] - Epoch 15, Itrs 17980/50000, Loss=0.190105
[2021-06-15 02:03:19,946][root][INFO] - Epoch 15, Itrs 17990/50000, Loss=0.176155
[2021-06-15 02:03:22,071][root][INFO] - Epoch 15, Itrs 18000/50000, Loss=0.183915
[2021-06-15 02:03:22,073][root][INFO] - validation...
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[2021-06-15 02:04:16,070][root][INFO] - miou: 0.6158422077111434
[2021-06-15 02:04:17,100][root][INFO] - Model saved as checkpoints/best_miou.pth
[2021-06-15 02:04:18,958][root][INFO] - Epoch 15, Itrs 18010/50000, Loss=0.211264
[2021-06-15 02:04:20,882][root][INFO] - Epoch 15, Itrs 18020/50000, Loss=0.171708
[2021-06-15 02:04:22,889][root][INFO] - Epoch 15, Itrs 18030/50000, Loss=0.169356
[2021-06-15 02:04:24,841][root][INFO] - Epoch 15, Itrs 18040/50000, Loss=0.165863
[2021-06-15 02:04:26,748][root][INFO] - Epoch 15, Itrs 18050/50000, Loss=0.179998
[2021-06-15 02:04:28,814][root][INFO] - Epoch 15, Itrs 18060/50000, Loss=0.184581
[2021-06-15 02:04:30,852][root][INFO] - Epoch 15, Itrs 18070/50000, Loss=0.175124
[2021-06-15 02:04:32,732][root][INFO] - Epoch 15, Itrs 18080/50000, Loss=0.177785
[2021-06-15 02:04:34,869][root][INFO] - Epoch 15, Itrs 18090/50000, Loss=0.180813
[2021-06-15 02:04:36,809][root][INFO] - Epoch 15, Itrs 18100/50000, Loss=0.183401
[2021-06-15 02:04:38,810][root][INFO] - Epoch 15, Itrs 18110/50000, Loss=0.185173
[2021-06-15 02:04:40,805][root][INFO] - Epoch 15, Itrs 18120/50000, Loss=0.170585
[2021-06-15 02:04:42,903][root][INFO] - Epoch 15, Itrs 18130/50000, Loss=0.186370
[2021-06-15 02:04:44,865][root][INFO] - Epoch 15, Itrs 18140/50000, Loss=0.188410
[2021-06-15 02:04:46,831][root][INFO] - Epoch 15, Itrs 18150/50000, Loss=0.194974
[2021-06-15 02:04:48,818][root][INFO] - Epoch 15, Itrs 18160/50000, Loss=0.175554
[2021-06-15 02:04:50,745][root][INFO] - Epoch 15, Itrs 18170/50000, Loss=0.164312
[2021-06-15 02:04:53,023][root][INFO] - Epoch 15, Itrs 18180/50000, Loss=0.182954
[2021-06-15 02:04:54,890][root][INFO] - Epoch 15, Itrs 18190/50000, Loss=0.175195
[2021-06-15 02:04:56,939][root][INFO] - Epoch 15, Itrs 18200/50000, Loss=0.182215
[2021-06-15 02:04:59,005][root][INFO] - Epoch 15, Itrs 18210/50000, Loss=0.175248
[2021-06-15 02:05:00,890][root][INFO] - Epoch 15, Itrs 18220/50000, Loss=0.173980
[2021-06-15 02:05:02,927][root][INFO] - Epoch 15, Itrs 18230/50000, Loss=0.179128
[2021-06-15 02:05:04,851][root][INFO] - Epoch 15, Itrs 18240/50000, Loss=0.182551
[2021-06-15 02:05:06,593][root][INFO] - Epoch 15, Itrs 18250/50000, Loss=0.175671
[2021-06-15 02:05:10,293][root][INFO] - Epoch 16, Itrs 18260/50000, Loss=0.187059
[2021-06-15 02:05:12,403][root][INFO] - Epoch 16, Itrs 18270/50000, Loss=0.175538
[2021-06-15 02:05:14,637][root][INFO] - Epoch 16, Itrs 18280/50000, Loss=0.175284
[2021-06-15 02:05:17,015][root][INFO] - Epoch 16, Itrs 18290/50000, Loss=0.176453
[2021-06-15 02:05:19,075][root][INFO] - Epoch 16, Itrs 18300/50000, Loss=0.155072
[2021-06-15 02:05:21,170][root][INFO] - Epoch 16, Itrs 18310/50000, Loss=0.162769
[2021-06-15 02:05:23,256][root][INFO] - Epoch 16, Itrs 18320/50000, Loss=0.158640
[2021-06-15 02:05:25,315][root][INFO] - Epoch 16, Itrs 18330/50000, Loss=0.161247
[2021-06-15 02:05:27,342][root][INFO] - Epoch 16, Itrs 18340/50000, Loss=0.168119
[2021-06-15 02:05:29,291][root][INFO] - Epoch 16, Itrs 18350/50000, Loss=0.166040
[2021-06-15 02:05:31,568][root][INFO] - Epoch 16, Itrs 18360/50000, Loss=0.169029
[2021-06-15 02:05:33,502][root][INFO] - Epoch 16, Itrs 18370/50000, Loss=0.176401
[2021-06-15 02:05:35,564][root][INFO] - Epoch 16, Itrs 18380/50000, Loss=0.171262
[2021-06-15 02:05:37,534][root][INFO] - Epoch 16, Itrs 18390/50000, Loss=0.155841
[2021-06-15 02:05:39,588][root][INFO] - Epoch 16, Itrs 18400/50000, Loss=0.173000
[2021-06-15 02:05:41,685][root][INFO] - Epoch 16, Itrs 18410/50000, Loss=0.184793
[2021-06-15 02:05:43,689][root][INFO] - Epoch 16, Itrs 18420/50000, Loss=0.170998
[2021-06-15 02:05:45,747][root][INFO] - Epoch 16, Itrs 18430/50000, Loss=0.153578
[2021-06-15 02:05:47,710][root][INFO] - Epoch 16, Itrs 18440/50000, Loss=0.159671
[2021-06-15 02:05:49,777][root][INFO] - Epoch 16, Itrs 18450/50000, Loss=0.162917
[2021-06-15 02:05:51,880][root][INFO] - Epoch 16, Itrs 18460/50000, Loss=0.163410
[2021-06-15 02:05:53,860][root][INFO] - Epoch 16, Itrs 18470/50000, Loss=0.174624
[2021-06-15 02:05:55,924][root][INFO] - Epoch 16, Itrs 18480/50000, Loss=0.165078
[2021-06-15 02:05:57,855][root][INFO] - Epoch 16, Itrs 18490/50000, Loss=0.169758
[2021-06-15 02:05:59,960][root][INFO] - Epoch 16, Itrs 18500/50000, Loss=0.170106
[2021-06-15 02:06:01,949][root][INFO] - Epoch 16, Itrs 18510/50000, Loss=0.159865
[2021-06-15 02:06:04,025][root][INFO] - Epoch 16, Itrs 18520/50000, Loss=0.171420
[2021-06-15 02:06:06,000][root][INFO] - Epoch 16, Itrs 18530/50000, Loss=0.157158
[2021-06-15 02:06:08,201][root][INFO] - Epoch 16, Itrs 18540/50000, Loss=0.172983
[2021-06-15 02:06:10,192][root][INFO] - Epoch 16, Itrs 18550/50000, Loss=0.174348
[2021-06-15 02:06:12,201][root][INFO] - Epoch 16, Itrs 18560/50000, Loss=0.155852
[2021-06-15 02:06:14,099][root][INFO] - Epoch 16, Itrs 18570/50000, Loss=0.182276
[2021-06-15 02:06:16,105][root][INFO] - Epoch 16, Itrs 18580/50000, Loss=0.157667
[2021-06-15 02:06:18,258][root][INFO] - Epoch 16, Itrs 18590/50000, Loss=0.175356
[2021-06-15 02:06:20,157][root][INFO] - Epoch 16, Itrs 18600/50000, Loss=0.167048
[2021-06-15 02:06:22,337][root][INFO] - Epoch 16, Itrs 18610/50000, Loss=0.168004
[2021-06-15 02:06:24,430][root][INFO] - Epoch 16, Itrs 18620/50000, Loss=0.170218
[2021-06-15 02:06:26,387][root][INFO] - Epoch 16, Itrs 18630/50000, Loss=0.158753
[2021-06-15 02:06:28,540][root][INFO] - Epoch 16, Itrs 18640/50000, Loss=0.158817
[2021-06-15 02:06:30,455][root][INFO] - Epoch 16, Itrs 18650/50000, Loss=0.177330
[2021-06-15 02:06:32,445][root][INFO] - Epoch 16, Itrs 18660/50000, Loss=0.164862
[2021-06-15 02:06:34,614][root][INFO] - Epoch 16, Itrs 18670/50000, Loss=0.182507
[2021-06-15 02:06:36,555][root][INFO] - Epoch 16, Itrs 18680/50000, Loss=0.177220
[2021-06-15 02:06:38,574][root][INFO] - Epoch 16, Itrs 18690/50000, Loss=0.175554
[2021-06-15 02:06:40,499][root][INFO] - Epoch 16, Itrs 18700/50000, Loss=0.171755
[2021-06-15 02:06:42,740][root][INFO] - Epoch 16, Itrs 18710/50000, Loss=0.176471
[2021-06-15 02:06:44,671][root][INFO] - Epoch 16, Itrs 18720/50000, Loss=0.176509
[2021-06-15 02:06:46,619][root][INFO] - Epoch 16, Itrs 18730/50000, Loss=0.168398
[2021-06-15 02:06:48,824][root][INFO] - Epoch 16, Itrs 18740/50000, Loss=0.161857
[2021-06-15 02:06:50,869][root][INFO] - Epoch 16, Itrs 18750/50000, Loss=0.161110
[2021-06-15 02:06:52,862][root][INFO] - Epoch 16, Itrs 18760/50000, Loss=0.172637
[2021-06-15 02:06:54,885][root][INFO] - Epoch 16, Itrs 18770/50000, Loss=0.161588
[2021-06-15 02:06:56,896][root][INFO] - Epoch 16, Itrs 18780/50000, Loss=0.173074
[2021-06-15 02:06:58,945][root][INFO] - Epoch 16, Itrs 18790/50000, Loss=0.171681
[2021-06-15 02:07:00,975][root][INFO] - Epoch 16, Itrs 18800/50000, Loss=0.177634
[2021-06-15 02:07:03,088][root][INFO] - Epoch 16, Itrs 18810/50000, Loss=0.167967
[2021-06-15 02:07:05,070][root][INFO] - Epoch 16, Itrs 18820/50000, Loss=0.173703
[2021-06-15 02:07:07,087][root][INFO] - Epoch 16, Itrs 18830/50000, Loss=0.159136
[2021-06-15 02:07:09,154][root][INFO] - Epoch 16, Itrs 18840/50000, Loss=0.181536
[2021-06-15 02:07:11,178][root][INFO] - Epoch 16, Itrs 18850/50000, Loss=0.178245
[2021-06-15 02:07:13,233][root][INFO] - Epoch 16, Itrs 18860/50000, Loss=0.176533
[2021-06-15 02:07:15,236][root][INFO] - Epoch 16, Itrs 18870/50000, Loss=0.163982
[2021-06-15 02:07:17,325][root][INFO] - Epoch 16, Itrs 18880/50000, Loss=0.167770
[2021-06-15 02:07:19,298][root][INFO] - Epoch 16, Itrs 18890/50000, Loss=0.171842
[2021-06-15 02:07:21,339][root][INFO] - Epoch 16, Itrs 18900/50000, Loss=0.179939
[2021-06-15 02:07:23,183][root][INFO] - Epoch 16, Itrs 18910/50000, Loss=0.176927
[2021-06-15 02:07:25,366][root][INFO] - Epoch 16, Itrs 18920/50000, Loss=0.181307
[2021-06-15 02:07:27,453][root][INFO] - Epoch 16, Itrs 18930/50000, Loss=0.188741
[2021-06-15 02:07:29,458][root][INFO] - Epoch 16, Itrs 18940/50000, Loss=0.181522
[2021-06-15 02:07:31,470][root][INFO] - Epoch 16, Itrs 18950/50000, Loss=0.176998
[2021-06-15 02:07:33,505][root][INFO] - Epoch 16, Itrs 18960/50000, Loss=0.161141
[2021-06-15 02:07:35,537][root][INFO] - Epoch 16, Itrs 18970/50000, Loss=0.176796
[2021-06-15 02:07:37,544][root][INFO] - Epoch 16, Itrs 18980/50000, Loss=0.176227
[2021-06-15 02:07:39,561][root][INFO] - Epoch 16, Itrs 18990/50000, Loss=0.185848
[2021-06-15 02:07:41,562][root][INFO] - Epoch 16, Itrs 19000/50000, Loss=0.170776
[2021-06-15 02:07:43,646][root][INFO] - Epoch 16, Itrs 19010/50000, Loss=0.167085
[2021-06-15 02:07:45,637][root][INFO] - Epoch 16, Itrs 19020/50000, Loss=0.166075
[2021-06-15 02:07:47,674][root][INFO] - Epoch 16, Itrs 19030/50000, Loss=0.171142
[2021-06-15 02:07:49,651][root][INFO] - Epoch 16, Itrs 19040/50000, Loss=0.166113
[2021-06-15 02:07:51,752][root][INFO] - Epoch 16, Itrs 19050/50000, Loss=0.154215
[2021-06-15 02:07:53,689][root][INFO] - Epoch 16, Itrs 19060/50000, Loss=0.157683
[2021-06-15 02:07:55,781][root][INFO] - Epoch 16, Itrs 19070/50000, Loss=0.170053
[2021-06-15 02:07:57,801][root][INFO] - Epoch 16, Itrs 19080/50000, Loss=0.176782
[2021-06-15 02:07:59,919][root][INFO] - Epoch 16, Itrs 19090/50000, Loss=0.179512
[2021-06-15 02:08:01,851][root][INFO] - Epoch 16, Itrs 19100/50000, Loss=0.170390
[2021-06-15 02:08:03,900][root][INFO] - Epoch 16, Itrs 19110/50000, Loss=0.170369
[2021-06-15 02:08:05,920][root][INFO] - Epoch 16, Itrs 19120/50000, Loss=0.168277
[2021-06-15 02:08:08,001][root][INFO] - Epoch 16, Itrs 19130/50000, Loss=0.168330
[2021-06-15 02:08:09,966][root][INFO] - Epoch 16, Itrs 19140/50000, Loss=0.175312
[2021-06-15 02:08:12,113][root][INFO] - Epoch 16, Itrs 19150/50000, Loss=0.188365
[2021-06-15 02:08:13,957][root][INFO] - Epoch 16, Itrs 19160/50000, Loss=0.172482
[2021-06-15 02:08:16,092][root][INFO] - Epoch 16, Itrs 19170/50000, Loss=0.171523
[2021-06-15 02:08:18,144][root][INFO] - Epoch 16, Itrs 19180/50000, Loss=0.191132
[2021-06-15 02:08:20,112][root][INFO] - Epoch 16, Itrs 19190/50000, Loss=0.162253
[2021-06-15 02:08:22,155][root][INFO] - Epoch 16, Itrs 19200/50000, Loss=0.173303
[2021-06-15 02:08:24,261][root][INFO] - Epoch 16, Itrs 19210/50000, Loss=0.180850
[2021-06-15 02:08:26,192][root][INFO] - Epoch 16, Itrs 19220/50000, Loss=0.161595
[2021-06-15 02:08:28,287][root][INFO] - Epoch 16, Itrs 19230/50000, Loss=0.170588
[2021-06-15 02:08:30,296][root][INFO] - Epoch 16, Itrs 19240/50000, Loss=0.173152
[2021-06-15 02:08:32,341][root][INFO] - Epoch 16, Itrs 19250/50000, Loss=0.162225
[2021-06-15 02:08:34,270][root][INFO] - Epoch 16, Itrs 19260/50000, Loss=0.175078
[2021-06-15 02:08:36,329][root][INFO] - Epoch 16, Itrs 19270/50000, Loss=0.175533
[2021-06-15 02:08:38,366][root][INFO] - Epoch 16, Itrs 19280/50000, Loss=0.170781
[2021-06-15 02:08:40,377][root][INFO] - Epoch 16, Itrs 19290/50000, Loss=0.167385
[2021-06-15 02:08:42,364][root][INFO] - Epoch 16, Itrs 19300/50000, Loss=0.161458
[2021-06-15 02:08:44,442][root][INFO] - Epoch 16, Itrs 19310/50000, Loss=0.175077
[2021-06-15 02:08:46,417][root][INFO] - Epoch 16, Itrs 19320/50000, Loss=0.177468
[2021-06-15 02:08:48,471][root][INFO] - Epoch 16, Itrs 19330/50000, Loss=0.169693
[2021-06-15 02:08:50,422][root][INFO] - Epoch 16, Itrs 19340/50000, Loss=0.181809
[2021-06-15 02:08:52,469][root][INFO] - Epoch 16, Itrs 19350/50000, Loss=0.185603
[2021-06-15 02:08:54,572][root][INFO] - Epoch 16, Itrs 19360/50000, Loss=0.171681
[2021-06-15 02:08:56,590][root][INFO] - Epoch 16, Itrs 19370/50000, Loss=0.163718
[2021-06-15 02:08:58,726][root][INFO] - Epoch 16, Itrs 19380/50000, Loss=0.153980
[2021-06-15 02:09:00,634][root][INFO] - Epoch 16, Itrs 19390/50000, Loss=0.155787
[2021-06-15 02:09:02,726][root][INFO] - Epoch 16, Itrs 19400/50000, Loss=0.173080
[2021-06-15 02:09:04,707][root][INFO] - Epoch 16, Itrs 19410/50000, Loss=0.176028
[2021-06-15 02:09:06,592][root][INFO] - Epoch 16, Itrs 19420/50000, Loss=0.190908
[2021-06-15 02:09:08,665][root][INFO] - Epoch 16, Itrs 19430/50000, Loss=0.175625
[2021-06-15 02:09:10,851][root][INFO] - Epoch 16, Itrs 19440/50000, Loss=0.146378
[2021-06-15 02:09:12,920][root][INFO] - Epoch 16, Itrs 19450/50000, Loss=0.180338
[2021-06-15 02:09:14,812][root][INFO] - Epoch 16, Itrs 19460/50000, Loss=0.182826
[2021-06-15 02:09:16,555][root][INFO] - Epoch 16, Itrs 19470/50000, Loss=0.166941
[2021-06-15 02:09:20,393][root][INFO] - Epoch 17, Itrs 19480/50000, Loss=0.181554
[2021-06-15 02:09:22,561][root][INFO] - Epoch 17, Itrs 19490/50000, Loss=0.167369
[2021-06-15 02:09:24,733][root][INFO] - Epoch 17, Itrs 19500/50000, Loss=0.170324
[2021-06-15 02:09:27,002][root][INFO] - Epoch 17, Itrs 19510/50000, Loss=0.162655
[2021-06-15 02:09:29,235][root][INFO] - Epoch 17, Itrs 19520/50000, Loss=0.164158
[2021-06-15 02:09:31,318][root][INFO] - Epoch 17, Itrs 19530/50000, Loss=0.154675
[2021-06-15 02:09:33,327][root][INFO] - Epoch 17, Itrs 19540/50000, Loss=0.165948
[2021-06-15 02:09:35,405][root][INFO] - Epoch 17, Itrs 19550/50000, Loss=0.167677
[2021-06-15 02:09:37,500][root][INFO] - Epoch 17, Itrs 19560/50000, Loss=0.153227
[2021-06-15 02:09:39,561][root][INFO] - Epoch 17, Itrs 19570/50000, Loss=0.163449
[2021-06-15 02:09:41,585][root][INFO] - Epoch 17, Itrs 19580/50000, Loss=0.151650
[2021-06-15 02:09:43,693][root][INFO] - Epoch 17, Itrs 19590/50000, Loss=0.149165
[2021-06-15 02:09:45,636][root][INFO] - Epoch 17, Itrs 19600/50000, Loss=0.151203
[2021-06-15 02:09:47,728][root][INFO] - Epoch 17, Itrs 19610/50000, Loss=0.166023
[2021-06-15 02:09:49,764][root][INFO] - Epoch 17, Itrs 19620/50000, Loss=0.165219
[2021-06-15 02:09:51,806][root][INFO] - Epoch 17, Itrs 19630/50000, Loss=0.148443
[2021-06-15 02:09:53,809][root][INFO] - Epoch 17, Itrs 19640/50000, Loss=0.142075
[2021-06-15 02:09:55,912][root][INFO] - Epoch 17, Itrs 19650/50000, Loss=0.157324
[2021-06-15 02:09:57,889][root][INFO] - Epoch 17, Itrs 19660/50000, Loss=0.156122
[2021-06-15 02:09:59,849][root][INFO] - Epoch 17, Itrs 19670/50000, Loss=0.166280
[2021-06-15 02:10:01,877][root][INFO] - Epoch 17, Itrs 19680/50000, Loss=0.178313
[2021-06-15 02:10:03,869][root][INFO] - Epoch 17, Itrs 19690/50000, Loss=0.166811
[2021-06-15 02:10:05,938][root][INFO] - Epoch 17, Itrs 19700/50000, Loss=0.159567
[2021-06-15 02:10:08,038][root][INFO] - Epoch 17, Itrs 19710/50000, Loss=0.161375
[2021-06-15 02:10:10,026][root][INFO] - Epoch 17, Itrs 19720/50000, Loss=0.162943
[2021-06-15 02:10:12,061][root][INFO] - Epoch 17, Itrs 19730/50000, Loss=0.171594
[2021-06-15 02:10:14,095][root][INFO] - Epoch 17, Itrs 19740/50000, Loss=0.175973
[2021-06-15 02:10:16,213][root][INFO] - Epoch 17, Itrs 19750/50000, Loss=0.156995
[2021-06-15 02:10:18,095][root][INFO] - Epoch 17, Itrs 19760/50000, Loss=0.163285
[2021-06-15 02:10:20,224][root][INFO] - Epoch 17, Itrs 19770/50000, Loss=0.175163
[2021-06-15 02:10:22,269][root][INFO] - Epoch 17, Itrs 19780/50000, Loss=0.160247
[2021-06-15 02:10:24,221][root][INFO] - Epoch 17, Itrs 19790/50000, Loss=0.163261
[2021-06-15 02:10:26,374][root][INFO] - Epoch 17, Itrs 19800/50000, Loss=0.158631
[2021-06-15 02:10:28,340][root][INFO] - Epoch 17, Itrs 19810/50000, Loss=0.176371
[2021-06-15 02:10:30,421][root][INFO] - Epoch 17, Itrs 19820/50000, Loss=0.151371
[2021-06-15 02:10:32,407][root][INFO] - Epoch 17, Itrs 19830/50000, Loss=0.168486
[2021-06-15 02:10:34,521][root][INFO] - Epoch 17, Itrs 19840/50000, Loss=0.170462
[2021-06-15 02:10:36,461][root][INFO] - Epoch 17, Itrs 19850/50000, Loss=0.165235
[2021-06-15 02:10:38,567][root][INFO] - Epoch 17, Itrs 19860/50000, Loss=0.177021
[2021-06-15 02:10:40,521][root][INFO] - Epoch 17, Itrs 19870/50000, Loss=0.155634
[2021-06-15 02:10:42,448][root][INFO] - Epoch 17, Itrs 19880/50000, Loss=0.159680
[2021-06-15 02:10:44,577][root][INFO] - Epoch 17, Itrs 19890/50000, Loss=0.172115
[2021-06-15 02:10:46,578][root][INFO] - Epoch 17, Itrs 19900/50000, Loss=0.165308
[2021-06-15 02:10:48,731][root][INFO] - Epoch 17, Itrs 19910/50000, Loss=0.177355
[2021-06-15 02:10:50,712][root][INFO] - Epoch 17, Itrs 19920/50000, Loss=0.175974
[2021-06-15 02:10:52,757][root][INFO] - Epoch 17, Itrs 19930/50000, Loss=0.163968
[2021-06-15 02:10:54,711][root][INFO] - Epoch 17, Itrs 19940/50000, Loss=0.174836
[2021-06-15 02:10:56,758][root][INFO] - Epoch 17, Itrs 19950/50000, Loss=0.156351
[2021-06-15 02:10:58,778][root][INFO] - Epoch 17, Itrs 19960/50000, Loss=0.171764
[2021-06-15 02:11:00,851][root][INFO] - Epoch 17, Itrs 19970/50000, Loss=0.163832
[2021-06-15 02:11:02,824][root][INFO] - Epoch 17, Itrs 19980/50000, Loss=0.152340
[2021-06-15 02:11:04,846][root][INFO] - Epoch 17, Itrs 19990/50000, Loss=0.152276
[2021-06-15 02:11:06,874][root][INFO] - Epoch 17, Itrs 20000/50000, Loss=0.160165
[2021-06-15 02:11:08,946][root][INFO] - Epoch 17, Itrs 20010/50000, Loss=0.161229
[2021-06-15 02:11:10,980][root][INFO] - Epoch 17, Itrs 20020/50000, Loss=0.158179
[2021-06-15 02:11:13,004][root][INFO] - Epoch 17, Itrs 20030/50000, Loss=0.161308
[2021-06-15 02:11:15,078][root][INFO] - Epoch 17, Itrs 20040/50000, Loss=0.168456
[2021-06-15 02:11:17,118][root][INFO] - Epoch 17, Itrs 20050/50000, Loss=0.152161
[2021-06-15 02:11:19,104][root][INFO] - Epoch 17, Itrs 20060/50000, Loss=0.158214
[2021-06-15 02:11:21,180][root][INFO] - Epoch 17, Itrs 20070/50000, Loss=0.159028
[2021-06-15 02:11:23,154][root][INFO] - Epoch 17, Itrs 20080/50000, Loss=0.161771
[2021-06-15 02:11:25,254][root][INFO] - Epoch 17, Itrs 20090/50000, Loss=0.165435
[2021-06-15 02:11:27,330][root][INFO] - Epoch 17, Itrs 20100/50000, Loss=0.169464
[2021-06-15 02:11:29,323][root][INFO] - Epoch 17, Itrs 20110/50000, Loss=0.178626
[2021-06-15 02:11:31,357][root][INFO] - Epoch 17, Itrs 20120/50000, Loss=0.162180
[2021-06-15 02:11:33,374][root][INFO] - Epoch 17, Itrs 20130/50000, Loss=0.163467
[2021-06-15 02:11:35,415][root][INFO] - Epoch 17, Itrs 20140/50000, Loss=0.174712
[2021-06-15 02:11:37,414][root][INFO] - Epoch 17, Itrs 20150/50000, Loss=0.155869
[2021-06-15 02:11:39,354][root][INFO] - Epoch 17, Itrs 20160/50000, Loss=0.159623
[2021-06-15 02:11:41,341][root][INFO] - Epoch 17, Itrs 20170/50000, Loss=0.172513
[2021-06-15 02:11:43,362][root][INFO] - Epoch 17, Itrs 20180/50000, Loss=0.167779
[2021-06-15 02:11:45,394][root][INFO] - Epoch 17, Itrs 20190/50000, Loss=0.154182
[2021-06-15 02:11:47,373][root][INFO] - Epoch 17, Itrs 20200/50000, Loss=0.156847
[2021-06-15 02:11:49,522][root][INFO] - Epoch 17, Itrs 20210/50000, Loss=0.179603
[2021-06-15 02:11:51,489][root][INFO] - Epoch 17, Itrs 20220/50000, Loss=0.159122
[2021-06-15 02:11:53,569][root][INFO] - Epoch 17, Itrs 20230/50000, Loss=0.159072
[2021-06-15 02:11:55,709][root][INFO] - Epoch 17, Itrs 20240/50000, Loss=0.166155
[2021-06-15 02:11:57,638][root][INFO] - Epoch 17, Itrs 20250/50000, Loss=0.159921
[2021-06-15 02:11:59,695][root][INFO] - Epoch 17, Itrs 20260/50000, Loss=0.169415
[2021-06-15 02:12:01,725][root][INFO] - Epoch 17, Itrs 20270/50000, Loss=0.165288
[2021-06-15 02:12:03,841][root][INFO] - Epoch 17, Itrs 20280/50000, Loss=0.175670
[2021-06-15 02:12:05,785][root][INFO] - Epoch 17, Itrs 20290/50000, Loss=0.177530
[2021-06-15 02:12:07,748][root][INFO] - Epoch 17, Itrs 20300/50000, Loss=0.171590
[2021-06-15 02:12:09,821][root][INFO] - Epoch 17, Itrs 20310/50000, Loss=0.167122
[2021-06-15 02:12:11,866][root][INFO] - Epoch 17, Itrs 20320/50000, Loss=0.153071
[2021-06-15 02:12:13,901][root][INFO] - Epoch 17, Itrs 20330/50000, Loss=0.163488
[2021-06-15 02:12:15,900][root][INFO] - Epoch 17, Itrs 20340/50000, Loss=0.158521
[2021-06-15 02:12:17,913][root][INFO] - Epoch 17, Itrs 20350/50000, Loss=0.162291
[2021-06-15 02:12:19,959][root][INFO] - Epoch 17, Itrs 20360/50000, Loss=0.178003
[2021-06-15 02:12:21,983][root][INFO] - Epoch 17, Itrs 20370/50000, Loss=0.161436
[2021-06-15 02:12:24,025][root][INFO] - Epoch 17, Itrs 20380/50000, Loss=0.174390
[2021-06-15 02:12:25,985][root][INFO] - Epoch 17, Itrs 20390/50000, Loss=0.164112
[2021-06-15 02:12:28,045][root][INFO] - Epoch 17, Itrs 20400/50000, Loss=0.169611
[2021-06-15 02:12:30,112][root][INFO] - Epoch 17, Itrs 20410/50000, Loss=0.173577
[2021-06-15 02:12:32,052][root][INFO] - Epoch 17, Itrs 20420/50000, Loss=0.162207
[2021-06-15 02:12:34,120][root][INFO] - Epoch 17, Itrs 20430/50000, Loss=0.169677
[2021-06-15 02:12:36,149][root][INFO] - Epoch 17, Itrs 20440/50000, Loss=0.159961
[2021-06-15 02:12:38,088][root][INFO] - Epoch 17, Itrs 20450/50000, Loss=0.167009
[2021-06-15 02:12:40,177][root][INFO] - Epoch 17, Itrs 20460/50000, Loss=0.173784
[2021-06-15 02:12:42,232][root][INFO] - Epoch 17, Itrs 20470/50000, Loss=0.160520
[2021-06-15 02:12:44,272][root][INFO] - Epoch 17, Itrs 20480/50000, Loss=0.156004
[2021-06-15 02:12:46,266][root][INFO] - Epoch 17, Itrs 20490/50000, Loss=0.168758
[2021-06-15 02:12:48,352][root][INFO] - Epoch 17, Itrs 20500/50000, Loss=0.165328
[2021-06-15 02:12:50,286][root][INFO] - Epoch 17, Itrs 20510/50000, Loss=0.152994
[2021-06-15 02:12:52,309][root][INFO] - Epoch 17, Itrs 20520/50000, Loss=0.168885
[2021-06-15 02:12:54,334][root][INFO] - Epoch 17, Itrs 20530/50000, Loss=0.173694
[2021-06-15 02:12:56,427][root][INFO] - Epoch 17, Itrs 20540/50000, Loss=0.160160
[2021-06-15 02:12:58,529][root][INFO] - Epoch 17, Itrs 20550/50000, Loss=0.174427
[2021-06-15 02:13:00,509][root][INFO] - Epoch 17, Itrs 20560/50000, Loss=0.158923
[2021-06-15 02:13:02,587][root][INFO] - Epoch 17, Itrs 20570/50000, Loss=0.168720
[2021-06-15 02:13:04,577][root][INFO] - Epoch 17, Itrs 20580/50000, Loss=0.162239
[2021-06-15 02:13:06,596][root][INFO] - Epoch 17, Itrs 20590/50000, Loss=0.168248
[2021-06-15 02:13:08,629][root][INFO] - Epoch 17, Itrs 20600/50000, Loss=0.164181
[2021-06-15 02:13:10,724][root][INFO] - Epoch 17, Itrs 20610/50000, Loss=0.167765
[2021-06-15 02:13:12,635][root][INFO] - Epoch 17, Itrs 20620/50000, Loss=0.170940
[2021-06-15 02:13:14,868][root][INFO] - Epoch 17, Itrs 20630/50000, Loss=0.160126
[2021-06-15 02:13:16,709][root][INFO] - Epoch 17, Itrs 20640/50000, Loss=0.176223
[2021-06-15 02:13:18,746][root][INFO] - Epoch 17, Itrs 20650/50000, Loss=0.159258
[2021-06-15 02:13:20,794][root][INFO] - Epoch 17, Itrs 20660/50000, Loss=0.173849
[2021-06-15 02:13:22,900][root][INFO] - Epoch 17, Itrs 20670/50000, Loss=0.152708
[2021-06-15 02:13:24,739][root][INFO] - Epoch 17, Itrs 20680/50000, Loss=0.169792
[2021-06-15 02:13:28,056][root][INFO] - Epoch 18, Itrs 20690/50000, Loss=0.162660
[2021-06-15 02:13:30,389][root][INFO] - Epoch 18, Itrs 20700/50000, Loss=0.168025
[2021-06-15 02:13:32,602][root][INFO] - Epoch 18, Itrs 20710/50000, Loss=0.161078
[2021-06-15 02:13:34,866][root][INFO] - Epoch 18, Itrs 20720/50000, Loss=0.153711
[2021-06-15 02:13:37,098][root][INFO] - Epoch 18, Itrs 20730/50000, Loss=0.158161
[2021-06-15 02:13:39,192][root][INFO] - Epoch 18, Itrs 20740/50000, Loss=0.150963
[2021-06-15 02:13:41,319][root][INFO] - Epoch 18, Itrs 20750/50000, Loss=0.137709
[2021-06-15 02:13:43,331][root][INFO] - Epoch 18, Itrs 20760/50000, Loss=0.134629
[2021-06-15 02:13:45,384][root][INFO] - Epoch 18, Itrs 20770/50000, Loss=0.158353
[2021-06-15 02:13:47,401][root][INFO] - Epoch 18, Itrs 20780/50000, Loss=0.159056
[2021-06-15 02:13:49,439][root][INFO] - Epoch 18, Itrs 20790/50000, Loss=0.172701
[2021-06-15 02:13:51,462][root][INFO] - Epoch 18, Itrs 20800/50000, Loss=0.143740
[2021-06-15 02:13:53,391][root][INFO] - Epoch 18, Itrs 20810/50000, Loss=0.169041
[2021-06-15 02:13:55,553][root][INFO] - Epoch 18, Itrs 20820/50000, Loss=0.161685
[2021-06-15 02:13:57,595][root][INFO] - Epoch 18, Itrs 20830/50000, Loss=0.147070
[2021-06-15 02:13:59,521][root][INFO] - Epoch 18, Itrs 20840/50000, Loss=0.177501
[2021-06-15 02:14:01,638][root][INFO] - Epoch 18, Itrs 20850/50000, Loss=0.157152
[2021-06-15 02:14:03,657][root][INFO] - Epoch 18, Itrs 20860/50000, Loss=0.150713
[2021-06-15 02:14:05,669][root][INFO] - Epoch 18, Itrs 20870/50000, Loss=0.159114
[2021-06-15 02:14:07,848][root][INFO] - Epoch 18, Itrs 20880/50000, Loss=0.152924
[2021-06-15 02:14:09,873][root][INFO] - Epoch 18, Itrs 20890/50000, Loss=0.146896
[2021-06-15 02:14:11,868][root][INFO] - Epoch 18, Itrs 20900/50000, Loss=0.149338
[2021-06-15 02:14:13,940][root][INFO] - Epoch 18, Itrs 20910/50000, Loss=0.162717
[2021-06-15 02:14:15,954][root][INFO] - Epoch 18, Itrs 20920/50000, Loss=0.147774
[2021-06-15 02:14:17,972][root][INFO] - Epoch 18, Itrs 20930/50000, Loss=0.143915
[2021-06-15 02:14:19,998][root][INFO] - Epoch 18, Itrs 20940/50000, Loss=0.162357
[2021-06-15 02:14:22,091][root][INFO] - Epoch 18, Itrs 20950/50000, Loss=0.143343
[2021-06-15 02:14:24,067][root][INFO] - Epoch 18, Itrs 20960/50000, Loss=0.152925
[2021-06-15 02:14:26,129][root][INFO] - Epoch 18, Itrs 20970/50000, Loss=0.158376
[2021-06-15 02:14:28,136][root][INFO] - Epoch 18, Itrs 20980/50000, Loss=0.162349
[2021-06-15 02:14:30,227][root][INFO] - Epoch 18, Itrs 20990/50000, Loss=0.174200
[2021-06-15 02:14:32,175][root][INFO] - Epoch 18, Itrs 21000/50000, Loss=0.168143
[2021-06-15 02:14:32,181][root][INFO] - validation...
[2021-06-15 02:14:34,033][root][INFO] - 0/340
[2021-06-15 02:14:34,209][root][INFO] - 1/340
[2021-06-15 02:14:34,397][root][INFO] - 2/340
[2021-06-15 02:14:34,543][root][INFO] - 3/340
[2021-06-15 02:14:34,702][root][INFO] - 4/340
[2021-06-15 02:14:34,803][root][INFO] - 5/340
[2021-06-15 02:14:34,899][root][INFO] - 6/340
[2021-06-15 02:14:34,987][root][INFO] - 7/340
[2021-06-15 02:14:35,274][root][INFO] - 8/340
[2021-06-15 02:14:35,418][root][INFO] - 9/340
[2021-06-15 02:14:35,631][root][INFO] - 10/340
[2021-06-15 02:14:35,817][root][INFO] - 11/340
[2021-06-15 02:14:35,961][root][INFO] - 12/340
[2021-06-15 02:14:36,089][root][INFO] - 13/340
[2021-06-15 02:14:36,189][root][INFO] - 14/340
[2021-06-15 02:14:36,273][root][INFO] - 15/340
[2021-06-15 02:14:36,472][root][INFO] - 16/340
[2021-06-15 02:14:36,646][root][INFO] - 17/340
[2021-06-15 02:14:36,811][root][INFO] - 18/340
[2021-06-15 02:14:36,945][root][INFO] - 19/340
[2021-06-15 02:14:37,042][root][INFO] - 20/340
[2021-06-15 02:14:37,186][root][INFO] - 21/340
[2021-06-15 02:14:37,305][root][INFO] - 22/340
[2021-06-15 02:14:37,415][root][INFO] - 23/340
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[2021-06-15 02:15:26,009][root][INFO] - 339/340
[2021-06-15 02:15:26,188][root][INFO] - miou: 0.6135157921444138
[2021-06-15 02:15:27,978][root][INFO] - Epoch 18, Itrs 21010/50000, Loss=0.160393
[2021-06-15 02:15:29,980][root][INFO] - Epoch 18, Itrs 21020/50000, Loss=0.163129
[2021-06-15 02:15:31,992][root][INFO] - Epoch 18, Itrs 21030/50000, Loss=0.162317
[2021-06-15 02:15:34,057][root][INFO] - Epoch 18, Itrs 21040/50000, Loss=0.143082
[2021-06-15 02:15:36,123][root][INFO] - Epoch 18, Itrs 21050/50000, Loss=0.152206
[2021-06-15 02:15:38,052][root][INFO] - Epoch 18, Itrs 21060/50000, Loss=0.171738
[2021-06-15 02:15:40,179][root][INFO] - Epoch 18, Itrs 21070/50000, Loss=0.156472
[2021-06-15 02:15:42,173][root][INFO] - Epoch 18, Itrs 21080/50000, Loss=0.147293
[2021-06-15 02:15:44,231][root][INFO] - Epoch 18, Itrs 21090/50000, Loss=0.165314
[2021-06-15 02:15:46,266][root][INFO] - Epoch 18, Itrs 21100/50000, Loss=0.152852
[2021-06-15 02:15:48,375][root][INFO] - Epoch 18, Itrs 21110/50000, Loss=0.156508
[2021-06-15 02:15:50,384][root][INFO] - Epoch 18, Itrs 21120/50000, Loss=0.167865
[2021-06-15 02:15:52,465][root][INFO] - Epoch 18, Itrs 21130/50000, Loss=0.169316
[2021-06-15 02:15:54,442][root][INFO] - Epoch 18, Itrs 21140/50000, Loss=0.146574
[2021-06-15 02:15:56,466][root][INFO] - Epoch 18, Itrs 21150/50000, Loss=0.148824
[2021-06-15 02:15:58,389][root][INFO] - Epoch 18, Itrs 21160/50000, Loss=0.153748
[2021-06-15 02:16:00,473][root][INFO] - Epoch 18, Itrs 21170/50000, Loss=0.161450
[2021-06-15 02:16:02,474][root][INFO] - Epoch 18, Itrs 21180/50000, Loss=0.151617
[2021-06-15 02:16:04,406][root][INFO] - Epoch 18, Itrs 21190/50000, Loss=0.169397
[2021-06-15 02:16:06,489][root][INFO] - Epoch 18, Itrs 21200/50000, Loss=0.146244
[2021-06-15 02:16:08,474][root][INFO] - Epoch 18, Itrs 21210/50000, Loss=0.151494
[2021-06-15 02:16:10,569][root][INFO] - Epoch 18, Itrs 21220/50000, Loss=0.164736
[2021-06-15 02:16:12,628][root][INFO] - Epoch 18, Itrs 21230/50000, Loss=0.150889
[2021-06-15 02:16:14,538][root][INFO] - Epoch 18, Itrs 21240/50000, Loss=0.158459
[2021-06-15 02:16:16,564][root][INFO] - Epoch 18, Itrs 21250/50000, Loss=0.166144
[2021-06-15 02:16:18,560][root][INFO] - Epoch 18, Itrs 21260/50000, Loss=0.148791
[2021-06-15 02:16:20,677][root][INFO] - Epoch 18, Itrs 21270/50000, Loss=0.153653
[2021-06-15 02:16:22,790][root][INFO] - Epoch 18, Itrs 21280/50000, Loss=0.171716
[2021-06-15 02:16:24,648][root][INFO] - Epoch 18, Itrs 21290/50000, Loss=0.152842
[2021-06-15 02:16:26,791][root][INFO] - Epoch 18, Itrs 21300/50000, Loss=0.166602
[2021-06-15 02:16:28,719][root][INFO] - Epoch 18, Itrs 21310/50000, Loss=0.157991
[2021-06-15 02:16:30,795][root][INFO] - Epoch 18, Itrs 21320/50000, Loss=0.155675
[2021-06-15 02:16:32,841][root][INFO] - Epoch 18, Itrs 21330/50000, Loss=0.161723
[2021-06-15 02:16:35,004][root][INFO] - Epoch 18, Itrs 21340/50000, Loss=0.157184
[2021-06-15 02:16:36,938][root][INFO] - Epoch 18, Itrs 21350/50000, Loss=0.178170
[2021-06-15 02:16:38,945][root][INFO] - Epoch 18, Itrs 21360/50000, Loss=0.164000
[2021-06-15 02:16:40,965][root][INFO] - Epoch 18, Itrs 21370/50000, Loss=0.158173
[2021-06-15 02:16:42,960][root][INFO] - Epoch 18, Itrs 21380/50000, Loss=0.151369
[2021-06-15 02:16:44,995][root][INFO] - Epoch 18, Itrs 21390/50000, Loss=0.159448
[2021-06-15 02:16:47,111][root][INFO] - Epoch 18, Itrs 21400/50000, Loss=0.167201
[2021-06-15 02:16:49,052][root][INFO] - Epoch 18, Itrs 21410/50000, Loss=0.158313
[2021-06-15 02:16:51,081][root][INFO] - Epoch 18, Itrs 21420/50000, Loss=0.157494
[2021-06-15 02:16:53,072][root][INFO] - Epoch 18, Itrs 21430/50000, Loss=0.167954
[2021-06-15 02:16:55,061][root][INFO] - Epoch 18, Itrs 21440/50000, Loss=0.166665
[2021-06-15 02:16:57,086][root][INFO] - Epoch 18, Itrs 21450/50000, Loss=0.151084
[2021-06-15 02:16:59,099][root][INFO] - Epoch 18, Itrs 21460/50000, Loss=0.148953
[2021-06-15 02:17:01,139][root][INFO] - Epoch 18, Itrs 21470/50000, Loss=0.159173
[2021-06-15 02:17:03,126][root][INFO] - Epoch 18, Itrs 21480/50000, Loss=0.164870
[2021-06-15 02:17:05,227][root][INFO] - Epoch 18, Itrs 21490/50000, Loss=0.158633
[2021-06-15 02:17:07,134][root][INFO] - Epoch 18, Itrs 21500/50000, Loss=0.166115
[2021-06-15 02:17:09,220][root][INFO] - Epoch 18, Itrs 21510/50000, Loss=0.152609
[2021-06-15 02:17:11,295][root][INFO] - Epoch 18, Itrs 21520/50000, Loss=0.169756
[2021-06-15 02:17:13,314][root][INFO] - Epoch 18, Itrs 21530/50000, Loss=0.152761
[2021-06-15 02:17:15,348][root][INFO] - Epoch 18, Itrs 21540/50000, Loss=0.177189
[2021-06-15 02:17:17,326][root][INFO] - Epoch 18, Itrs 21550/50000, Loss=0.160977
[2021-06-15 02:17:19,432][root][INFO] - Epoch 18, Itrs 21560/50000, Loss=0.159606
[2021-06-15 02:17:21,409][root][INFO] - Epoch 18, Itrs 21570/50000, Loss=0.156469
[2021-06-15 02:17:23,452][root][INFO] - Epoch 18, Itrs 21580/50000, Loss=0.154294
[2021-06-15 02:17:25,466][root][INFO] - Epoch 18, Itrs 21590/50000, Loss=0.158259
[2021-06-15 02:17:27,544][root][INFO] - Epoch 18, Itrs 21600/50000, Loss=0.144234
[2021-06-15 02:17:29,527][root][INFO] - Epoch 18, Itrs 21610/50000, Loss=0.167990
[2021-06-15 02:17:31,516][root][INFO] - Epoch 18, Itrs 21620/50000, Loss=0.152383
[2021-06-15 02:17:33,505][root][INFO] - Epoch 18, Itrs 21630/50000, Loss=0.163789
[2021-06-15 02:17:35,492][root][INFO] - Epoch 18, Itrs 21640/50000, Loss=0.152090
[2021-06-15 02:17:37,630][root][INFO] - Epoch 18, Itrs 21650/50000, Loss=0.159153
[2021-06-15 02:17:39,669][root][INFO] - Epoch 18, Itrs 21660/50000, Loss=0.158393
[2021-06-15 02:17:41,621][root][INFO] - Epoch 18, Itrs 21670/50000, Loss=0.150776
[2021-06-15 02:17:43,677][root][INFO] - Epoch 18, Itrs 21680/50000, Loss=0.160262
[2021-06-15 02:17:45,671][root][INFO] - Epoch 18, Itrs 21690/50000, Loss=0.153425
[2021-06-15 02:17:47,697][root][INFO] - Epoch 18, Itrs 21700/50000, Loss=0.148405
[2021-06-15 02:17:49,707][root][INFO] - Epoch 18, Itrs 21710/50000, Loss=0.156906
[2021-06-15 02:17:51,812][root][INFO] - Epoch 18, Itrs 21720/50000, Loss=0.163378
[2021-06-15 02:17:53,807][root][INFO] - Epoch 18, Itrs 21730/50000, Loss=0.162835
[2021-06-15 02:17:55,929][root][INFO] - Epoch 18, Itrs 21740/50000, Loss=0.149911
[2021-06-15 02:17:57,882][root][INFO] - Epoch 18, Itrs 21750/50000, Loss=0.159488
[2021-06-15 02:17:59,836][root][INFO] - Epoch 18, Itrs 21760/50000, Loss=0.153654
[2021-06-15 02:18:01,890][root][INFO] - Epoch 18, Itrs 21770/50000, Loss=0.149105
[2021-06-15 02:18:03,978][root][INFO] - Epoch 18, Itrs 21780/50000, Loss=0.163163
[2021-06-15 02:18:06,006][root][INFO] - Epoch 18, Itrs 21790/50000, Loss=0.154351
[2021-06-15 02:18:07,979][root][INFO] - Epoch 18, Itrs 21800/50000, Loss=0.157299
[2021-06-15 02:18:10,087][root][INFO] - Epoch 18, Itrs 21810/50000, Loss=0.179070
[2021-06-15 02:18:12,077][root][INFO] - Epoch 18, Itrs 21820/50000, Loss=0.164501
[2021-06-15 02:18:14,141][root][INFO] - Epoch 18, Itrs 21830/50000, Loss=0.160905
[2021-06-15 02:18:16,165][root][INFO] - Epoch 18, Itrs 21840/50000, Loss=0.164103
[2021-06-15 02:18:18,311][root][INFO] - Epoch 18, Itrs 21850/50000, Loss=0.157535
[2021-06-15 02:18:20,353][root][INFO] - Epoch 18, Itrs 21860/50000, Loss=0.152520
[2021-06-15 02:18:22,380][root][INFO] - Epoch 18, Itrs 21870/50000, Loss=0.150333
[2021-06-15 02:18:24,351][root][INFO] - Epoch 18, Itrs 21880/50000, Loss=0.169958
[2021-06-15 02:18:26,489][root][INFO] - Epoch 18, Itrs 21890/50000, Loss=0.148825
[2021-06-15 02:18:28,249][root][INFO] - Epoch 18, Itrs 21900/50000, Loss=0.159465
[2021-06-15 02:18:32,164][root][INFO] - Epoch 19, Itrs 21910/50000, Loss=0.155283
[2021-06-15 02:18:34,524][root][INFO] - Epoch 19, Itrs 21920/50000, Loss=0.143072
[2021-06-15 02:18:36,792][root][INFO] - Epoch 19, Itrs 21930/50000, Loss=0.163842
[2021-06-15 02:18:38,977][root][INFO] - Epoch 19, Itrs 21940/50000, Loss=0.142736
[2021-06-15 02:18:41,092][root][INFO] - Epoch 19, Itrs 21950/50000, Loss=0.152158
[2021-06-15 02:18:43,163][root][INFO] - Epoch 19, Itrs 21960/50000, Loss=0.165676
[2021-06-15 02:18:45,240][root][INFO] - Epoch 19, Itrs 21970/50000, Loss=0.144289
[2021-06-15 02:18:47,197][root][INFO] - Epoch 19, Itrs 21980/50000, Loss=0.151265
[2021-06-15 02:18:49,295][root][INFO] - Epoch 19, Itrs 21990/50000, Loss=0.151748
[2021-06-15 02:18:51,159][root][INFO] - Epoch 19, Itrs 22000/50000, Loss=0.140751
[2021-06-15 02:18:53,357][root][INFO] - Epoch 19, Itrs 22010/50000, Loss=0.155787
[2021-06-15 02:18:55,356][root][INFO] - Epoch 19, Itrs 22020/50000, Loss=0.151318
[2021-06-15 02:18:57,333][root][INFO] - Epoch 19, Itrs 22030/50000, Loss=0.146649
[2021-06-15 02:18:59,397][root][INFO] - Epoch 19, Itrs 22040/50000, Loss=0.157481
[2021-06-15 02:19:01,440][root][INFO] - Epoch 19, Itrs 22050/50000, Loss=0.155486
[2021-06-15 02:19:03,551][root][INFO] - Epoch 19, Itrs 22060/50000, Loss=0.149882
[2021-06-15 02:19:05,583][root][INFO] - Epoch 19, Itrs 22070/50000, Loss=0.141661
[2021-06-15 02:19:07,533][root][INFO] - Epoch 19, Itrs 22080/50000, Loss=0.153489
[2021-06-15 02:19:09,601][root][INFO] - Epoch 19, Itrs 22090/50000, Loss=0.140019
[2021-06-15 02:19:11,684][root][INFO] - Epoch 19, Itrs 22100/50000, Loss=0.158969
[2021-06-15 02:19:13,662][root][INFO] - Epoch 19, Itrs 22110/50000, Loss=0.140670
[2021-06-15 02:19:15,709][root][INFO] - Epoch 19, Itrs 22120/50000, Loss=0.175263
[2021-06-15 02:19:17,739][root][INFO] - Epoch 19, Itrs 22130/50000, Loss=0.149353
[2021-06-15 02:19:19,728][root][INFO] - Epoch 19, Itrs 22140/50000, Loss=0.148924
[2021-06-15 02:19:21,750][root][INFO] - Epoch 19, Itrs 22150/50000, Loss=0.153091
[2021-06-15 02:19:23,743][root][INFO] - Epoch 19, Itrs 22160/50000, Loss=0.156576
[2021-06-15 02:19:25,745][root][INFO] - Epoch 19, Itrs 22170/50000, Loss=0.150878
[2021-06-15 02:19:27,715][root][INFO] - Epoch 19, Itrs 22180/50000, Loss=0.163049
[2021-06-15 02:19:29,771][root][INFO] - Epoch 19, Itrs 22190/50000, Loss=0.145809
[2021-06-15 02:19:31,777][root][INFO] - Epoch 19, Itrs 22200/50000, Loss=0.159143
[2021-06-15 02:19:33,873][root][INFO] - Epoch 19, Itrs 22210/50000, Loss=0.147444
[2021-06-15 02:19:35,804][root][INFO] - Epoch 19, Itrs 22220/50000, Loss=0.144259
[2021-06-15 02:19:37,894][root][INFO] - Epoch 19, Itrs 22230/50000, Loss=0.158354
[2021-06-15 02:19:39,993][root][INFO] - Epoch 19, Itrs 22240/50000, Loss=0.139344
[2021-06-15 02:19:41,984][root][INFO] - Epoch 19, Itrs 22250/50000, Loss=0.159715
[2021-06-15 02:19:43,973][root][INFO] - Epoch 19, Itrs 22260/50000, Loss=0.146157
[2021-06-15 02:19:46,009][root][INFO] - Epoch 19, Itrs 22270/50000, Loss=0.149001
[2021-06-15 02:19:48,146][root][INFO] - Epoch 19, Itrs 22280/50000, Loss=0.147765
[2021-06-15 02:19:50,229][root][INFO] - Epoch 19, Itrs 22290/50000, Loss=0.143567
[2021-06-15 02:19:52,287][root][INFO] - Epoch 19, Itrs 22300/50000, Loss=0.152096
[2021-06-15 02:19:54,120][root][INFO] - Epoch 19, Itrs 22310/50000, Loss=0.156073
[2021-06-15 02:19:56,354][root][INFO] - Epoch 19, Itrs 22320/50000, Loss=0.162259
[2021-06-15 02:19:58,359][root][INFO] - Epoch 19, Itrs 22330/50000, Loss=0.145027
[2021-06-15 02:20:00,347][root][INFO] - Epoch 19, Itrs 22340/50000, Loss=0.145704
[2021-06-15 02:20:02,424][root][INFO] - Epoch 19, Itrs 22350/50000, Loss=0.148010
[2021-06-15 02:20:04,405][root][INFO] - Epoch 19, Itrs 22360/50000, Loss=0.154894
[2021-06-15 02:20:06,463][root][INFO] - Epoch 19, Itrs 22370/50000, Loss=0.138190
[2021-06-15 02:20:08,425][root][INFO] - Epoch 19, Itrs 22380/50000, Loss=0.147695
[2021-06-15 02:20:10,529][root][INFO] - Epoch 19, Itrs 22390/50000, Loss=0.141780
[2021-06-15 02:20:12,476][root][INFO] - Epoch 19, Itrs 22400/50000, Loss=0.154655
[2021-06-15 02:20:14,577][root][INFO] - Epoch 19, Itrs 22410/50000, Loss=0.149054
[2021-06-15 02:20:16,555][root][INFO] - Epoch 19, Itrs 22420/50000, Loss=0.151704
[2021-06-15 02:20:18,591][root][INFO] - Epoch 19, Itrs 22430/50000, Loss=0.154466
[2021-06-15 02:20:20,565][root][INFO] - Epoch 19, Itrs 22440/50000, Loss=0.149146
[2021-06-15 02:20:22,577][root][INFO] - Epoch 19, Itrs 22450/50000, Loss=0.170406
[2021-06-15 02:20:24,666][root][INFO] - Epoch 19, Itrs 22460/50000, Loss=0.155929
[2021-06-15 02:20:26,585][root][INFO] - Epoch 19, Itrs 22470/50000, Loss=0.151880
[2021-06-15 02:20:28,629][root][INFO] - Epoch 19, Itrs 22480/50000, Loss=0.149278
[2021-06-15 02:20:30,725][root][INFO] - Epoch 19, Itrs 22490/50000, Loss=0.146988
[2021-06-15 02:20:32,689][root][INFO] - Epoch 19, Itrs 22500/50000, Loss=0.153088
[2021-06-15 02:20:34,695][root][INFO] - Epoch 19, Itrs 22510/50000, Loss=0.168282
[2021-06-15 02:20:36,703][root][INFO] - Epoch 19, Itrs 22520/50000, Loss=0.149510
[2021-06-15 02:20:38,778][root][INFO] - Epoch 19, Itrs 22530/50000, Loss=0.155021
[2021-06-15 02:20:40,994][root][INFO] - Epoch 19, Itrs 22540/50000, Loss=0.139816
[2021-06-15 02:20:42,917][root][INFO] - Epoch 19, Itrs 22550/50000, Loss=0.153231
[2021-06-15 02:20:44,907][root][INFO] - Epoch 19, Itrs 22560/50000, Loss=0.155640
[2021-06-15 02:20:46,864][root][INFO] - Epoch 19, Itrs 22570/50000, Loss=0.157799
[2021-06-15 02:20:48,919][root][INFO] - Epoch 19, Itrs 22580/50000, Loss=0.170667
[2021-06-15 02:20:51,052][root][INFO] - Epoch 19, Itrs 22590/50000, Loss=0.151212
[2021-06-15 02:20:52,987][root][INFO] - Epoch 19, Itrs 22600/50000, Loss=0.145639
[2021-06-15 02:20:54,921][root][INFO] - Epoch 19, Itrs 22610/50000, Loss=0.162856
[2021-06-15 02:20:57,000][root][INFO] - Epoch 19, Itrs 22620/50000, Loss=0.169426
[2021-06-15 02:20:58,867][root][INFO] - Epoch 19, Itrs 22630/50000, Loss=0.154640
[2021-06-15 02:21:01,020][root][INFO] - Epoch 19, Itrs 22640/50000, Loss=0.162105
[2021-06-15 02:21:03,049][root][INFO] - Epoch 19, Itrs 22650/50000, Loss=0.153269
[2021-06-15 02:21:05,085][root][INFO] - Epoch 19, Itrs 22660/50000, Loss=0.147071
[2021-06-15 02:21:07,192][root][INFO] - Epoch 19, Itrs 22670/50000, Loss=0.162761
[2021-06-15 02:21:09,066][root][INFO] - Epoch 19, Itrs 22680/50000, Loss=0.148610
[2021-06-15 02:21:11,141][root][INFO] - Epoch 19, Itrs 22690/50000, Loss=0.161683
[2021-06-15 02:21:13,117][root][INFO] - Epoch 19, Itrs 22700/50000, Loss=0.159748
[2021-06-15 02:21:15,121][root][INFO] - Epoch 19, Itrs 22710/50000, Loss=0.142244
[2021-06-15 02:21:17,083][root][INFO] - Epoch 19, Itrs 22720/50000, Loss=0.154649
[2021-06-15 02:21:19,252][root][INFO] - Epoch 19, Itrs 22730/50000, Loss=0.158792
[2021-06-15 02:21:21,249][root][INFO] - Epoch 19, Itrs 22740/50000, Loss=0.146386
[2021-06-15 02:21:23,304][root][INFO] - Epoch 19, Itrs 22750/50000, Loss=0.149864
[2021-06-15 02:21:25,303][root][INFO] - Epoch 19, Itrs 22760/50000, Loss=0.154564
[2021-06-15 02:21:27,395][root][INFO] - Epoch 19, Itrs 22770/50000, Loss=0.161004
[2021-06-15 02:21:29,337][root][INFO] - Epoch 19, Itrs 22780/50000, Loss=0.152978
[2021-06-15 02:21:31,446][root][INFO] - Epoch 19, Itrs 22790/50000, Loss=0.157025
[2021-06-15 02:21:33,502][root][INFO] - Epoch 19, Itrs 22800/50000, Loss=0.144336
[2021-06-15 02:21:35,600][root][INFO] - Epoch 19, Itrs 22810/50000, Loss=0.161501
[2021-06-15 02:21:37,564][root][INFO] - Epoch 19, Itrs 22820/50000, Loss=0.157524
[2021-06-15 02:21:39,529][root][INFO] - Epoch 19, Itrs 22830/50000, Loss=0.153914
[2021-06-15 02:21:41,414][root][INFO] - Epoch 19, Itrs 22840/50000, Loss=0.145158
[2021-06-15 02:21:43,532][root][INFO] - Epoch 19, Itrs 22850/50000, Loss=0.149316
[2021-06-15 02:21:45,590][root][INFO] - Epoch 19, Itrs 22860/50000, Loss=0.159980
[2021-06-15 02:21:47,579][root][INFO] - Epoch 19, Itrs 22870/50000, Loss=0.160044
[2021-06-15 02:21:49,655][root][INFO] - Epoch 19, Itrs 22880/50000, Loss=0.165176
[2021-06-15 02:21:51,647][root][INFO] - Epoch 19, Itrs 22890/50000, Loss=0.172477
[2021-06-15 02:21:53,594][root][INFO] - Epoch 19, Itrs 22900/50000, Loss=0.135741
[2021-06-15 02:21:55,519][root][INFO] - Epoch 19, Itrs 22910/50000, Loss=0.144718
[2021-06-15 02:21:57,543][root][INFO] - Epoch 19, Itrs 22920/50000, Loss=0.159218
[2021-06-15 02:21:59,655][root][INFO] - Epoch 19, Itrs 22930/50000, Loss=0.150910
[2021-06-15 02:22:01,687][root][INFO] - Epoch 19, Itrs 22940/50000, Loss=0.154012
[2021-06-15 02:22:03,746][root][INFO] - Epoch 19, Itrs 22950/50000, Loss=0.156145
[2021-06-15 02:22:05,657][root][INFO] - Epoch 19, Itrs 22960/50000, Loss=0.164080
[2021-06-15 02:22:07,681][root][INFO] - Epoch 19, Itrs 22970/50000, Loss=0.160479
[2021-06-15 02:22:09,672][root][INFO] - Epoch 19, Itrs 22980/50000, Loss=0.157073
[2021-06-15 02:22:11,765][root][INFO] - Epoch 19, Itrs 22990/50000, Loss=0.159063
[2021-06-15 02:22:13,752][root][INFO] - Epoch 19, Itrs 23000/50000, Loss=0.139436
[2021-06-15 02:22:15,768][root][INFO] - Epoch 19, Itrs 23010/50000, Loss=0.154268
[2021-06-15 02:22:17,783][root][INFO] - Epoch 19, Itrs 23020/50000, Loss=0.162004
[2021-06-15 02:22:19,937][root][INFO] - Epoch 19, Itrs 23030/50000, Loss=0.149101
[2021-06-15 02:22:21,956][root][INFO] - Epoch 19, Itrs 23040/50000, Loss=0.135284
[2021-06-15 02:22:23,991][root][INFO] - Epoch 19, Itrs 23050/50000, Loss=0.156308
[2021-06-15 02:22:26,028][root][INFO] - Epoch 19, Itrs 23060/50000, Loss=0.148424
[2021-06-15 02:22:27,938][root][INFO] - Epoch 19, Itrs 23070/50000, Loss=0.167748
[2021-06-15 02:22:30,020][root][INFO] - Epoch 19, Itrs 23080/50000, Loss=0.153260
[2021-06-15 02:22:32,002][root][INFO] - Epoch 19, Itrs 23090/50000, Loss=0.166578
[2021-06-15 02:22:34,129][root][INFO] - Epoch 19, Itrs 23100/50000, Loss=0.147964
[2021-06-15 02:22:36,134][root][INFO] - Epoch 19, Itrs 23110/50000, Loss=0.166812
[2021-06-15 02:22:37,869][root][INFO] - Epoch 19, Itrs 23120/50000, Loss=0.161319
[2021-06-15 02:22:41,629][root][INFO] - Epoch 20, Itrs 23130/50000, Loss=0.143826
[2021-06-15 02:22:44,026][root][INFO] - Epoch 20, Itrs 23140/50000, Loss=0.146128
[2021-06-15 02:22:46,416][root][INFO] - Epoch 20, Itrs 23150/50000, Loss=0.142967
[2021-06-15 02:22:48,491][root][INFO] - Epoch 20, Itrs 23160/50000, Loss=0.156945
[2021-06-15 02:22:50,641][root][INFO] - Epoch 20, Itrs 23170/50000, Loss=0.141924
[2021-06-15 02:22:52,708][root][INFO] - Epoch 20, Itrs 23180/50000, Loss=0.150273
[2021-06-15 02:22:54,685][root][INFO] - Epoch 20, Itrs 23190/50000, Loss=0.147432
[2021-06-15 02:22:56,708][root][INFO] - Epoch 20, Itrs 23200/50000, Loss=0.159370
[2021-06-15 02:22:58,833][root][INFO] - Epoch 20, Itrs 23210/50000, Loss=0.148827
[2021-06-15 02:23:00,856][root][INFO] - Epoch 20, Itrs 23220/50000, Loss=0.152792
[2021-06-15 02:23:02,856][root][INFO] - Epoch 20, Itrs 23230/50000, Loss=0.153182
[2021-06-15 02:23:04,786][root][INFO] - Epoch 20, Itrs 23240/50000, Loss=0.147732
[2021-06-15 02:23:06,860][root][INFO] - Epoch 20, Itrs 23250/50000, Loss=0.150513
[2021-06-15 02:23:08,981][root][INFO] - Epoch 20, Itrs 23260/50000, Loss=0.153941
[2021-06-15 02:23:11,018][root][INFO] - Epoch 20, Itrs 23270/50000, Loss=0.131520
[2021-06-15 02:23:13,109][root][INFO] - Epoch 20, Itrs 23280/50000, Loss=0.144091
[2021-06-15 02:23:15,120][root][INFO] - Epoch 20, Itrs 23290/50000, Loss=0.151257
[2021-06-15 02:23:17,139][root][INFO] - Epoch 20, Itrs 23300/50000, Loss=0.152747
[2021-06-15 02:23:19,131][root][INFO] - Epoch 20, Itrs 23310/50000, Loss=0.154817
[2021-06-15 02:23:21,273][root][INFO] - Epoch 20, Itrs 23320/50000, Loss=0.143703
[2021-06-15 02:23:23,293][root][INFO] - Epoch 20, Itrs 23330/50000, Loss=0.149238
[2021-06-15 02:23:25,413][root][INFO] - Epoch 20, Itrs 23340/50000, Loss=0.150249
[2021-06-15 02:23:27,494][root][INFO] - Epoch 20, Itrs 23350/50000, Loss=0.137697
[2021-06-15 02:23:29,493][root][INFO] - Epoch 20, Itrs 23360/50000, Loss=0.135287
[2021-06-15 02:23:31,485][root][INFO] - Epoch 20, Itrs 23370/50000, Loss=0.163182
[2021-06-15 02:23:33,693][root][INFO] - Epoch 20, Itrs 23380/50000, Loss=0.152791
[2021-06-15 02:23:35,662][root][INFO] - Epoch 20, Itrs 23390/50000, Loss=0.134574
[2021-06-15 02:23:37,746][root][INFO] - Epoch 20, Itrs 23400/50000, Loss=0.156854
[2021-06-15 02:23:39,704][root][INFO] - Epoch 20, Itrs 23410/50000, Loss=0.149589
[2021-06-15 02:23:41,721][root][INFO] - Epoch 20, Itrs 23420/50000, Loss=0.155240
[2021-06-15 02:23:43,854][root][INFO] - Epoch 20, Itrs 23430/50000, Loss=0.160746
[2021-06-15 02:23:45,846][root][INFO] - Epoch 20, Itrs 23440/50000, Loss=0.143178
[2021-06-15 02:23:47,861][root][INFO] - Epoch 20, Itrs 23450/50000, Loss=0.134595
[2021-06-15 02:23:49,789][root][INFO] - Epoch 20, Itrs 23460/50000, Loss=0.156036
[2021-06-15 02:23:51,872][root][INFO] - Epoch 20, Itrs 23470/50000, Loss=0.148565
[2021-06-15 02:23:53,850][root][INFO] - Epoch 20, Itrs 23480/50000, Loss=0.153081
[2021-06-15 02:23:55,898][root][INFO] - Epoch 20, Itrs 23490/50000, Loss=0.139278
[2021-06-15 02:23:58,021][root][INFO] - Epoch 20, Itrs 23500/50000, Loss=0.150251
[2021-06-15 02:24:00,101][root][INFO] - Epoch 20, Itrs 23510/50000, Loss=0.154283
[2021-06-15 02:24:02,093][root][INFO] - Epoch 20, Itrs 23520/50000, Loss=0.152072
[2021-06-15 02:24:04,110][root][INFO] - Epoch 20, Itrs 23530/50000, Loss=0.137394
[2021-06-15 02:24:06,162][root][INFO] - Epoch 20, Itrs 23540/50000, Loss=0.148281
[2021-06-15 02:24:08,222][root][INFO] - Epoch 20, Itrs 23550/50000, Loss=0.146085
[2021-06-15 02:24:10,230][root][INFO] - Epoch 20, Itrs 23560/50000, Loss=0.149895
[2021-06-15 02:24:12,248][root][INFO] - Epoch 20, Itrs 23570/50000, Loss=0.150175
[2021-06-15 02:24:14,261][root][INFO] - Epoch 20, Itrs 23580/50000, Loss=0.129342
[2021-06-15 02:24:16,385][root][INFO] - Epoch 20, Itrs 23590/50000, Loss=0.145768
[2021-06-15 02:24:18,236][root][INFO] - Epoch 20, Itrs 23600/50000, Loss=0.144471
[2021-06-15 02:24:20,362][root][INFO] - Epoch 20, Itrs 23610/50000, Loss=0.144851
[2021-06-15 02:24:22,387][root][INFO] - Epoch 20, Itrs 23620/50000, Loss=0.157452
[2021-06-15 02:24:24,347][root][INFO] - Epoch 20, Itrs 23630/50000, Loss=0.134988
[2021-06-15 02:24:26,477][root][INFO] - Epoch 20, Itrs 23640/50000, Loss=0.153995
[2021-06-15 02:24:28,525][root][INFO] - Epoch 20, Itrs 23650/50000, Loss=0.151985
[2021-06-15 02:24:30,596][root][INFO] - Epoch 20, Itrs 23660/50000, Loss=0.152022
[2021-06-15 02:24:32,620][root][INFO] - Epoch 20, Itrs 23670/50000, Loss=0.159850
[2021-06-15 02:24:34,626][root][INFO] - Epoch 20, Itrs 23680/50000, Loss=0.145072
[2021-06-15 02:24:36,559][root][INFO] - Epoch 20, Itrs 23690/50000, Loss=0.137512
[2021-06-15 02:24:38,622][root][INFO] - Epoch 20, Itrs 23700/50000, Loss=0.158373
[2021-06-15 02:24:40,746][root][INFO] - Epoch 20, Itrs 23710/50000, Loss=0.155678
[2021-06-15 02:24:42,811][root][INFO] - Epoch 20, Itrs 23720/50000, Loss=0.147773
[2021-06-15 02:24:44,801][root][INFO] - Epoch 20, Itrs 23730/50000, Loss=0.149826
[2021-06-15 02:24:46,825][root][INFO] - Epoch 20, Itrs 23740/50000, Loss=0.154933
[2021-06-15 02:24:48,835][root][INFO] - Epoch 20, Itrs 23750/50000, Loss=0.156432
[2021-06-15 02:24:50,901][root][INFO] - Epoch 20, Itrs 23760/50000, Loss=0.138911
[2021-06-15 02:24:52,989][root][INFO] - Epoch 20, Itrs 23770/50000, Loss=0.153409
[2021-06-15 02:24:55,076][root][INFO] - Epoch 20, Itrs 23780/50000, Loss=0.157340
[2021-06-15 02:24:57,147][root][INFO] - Epoch 20, Itrs 23790/50000, Loss=0.141431
[2021-06-15 02:24:59,067][root][INFO] - Epoch 20, Itrs 23800/50000, Loss=0.148953
[2021-06-15 02:25:01,224][root][INFO] - Epoch 20, Itrs 23810/50000, Loss=0.162327
[2021-06-15 02:25:03,161][root][INFO] - Epoch 20, Itrs 23820/50000, Loss=0.155831
[2021-06-15 02:25:05,233][root][INFO] - Epoch 20, Itrs 23830/50000, Loss=0.152559
[2021-06-15 02:25:07,245][root][INFO] - Epoch 20, Itrs 23840/50000, Loss=0.140081
[2021-06-15 02:25:09,284][root][INFO] - Epoch 20, Itrs 23850/50000, Loss=0.147672
[2021-06-15 02:25:11,309][root][INFO] - Epoch 20, Itrs 23860/50000, Loss=0.154415
[2021-06-15 02:25:13,408][root][INFO] - Epoch 20, Itrs 23870/50000, Loss=0.149874
[2021-06-15 02:25:15,424][root][INFO] - Epoch 20, Itrs 23880/50000, Loss=0.152595
[2021-06-15 02:25:17,485][root][INFO] - Epoch 20, Itrs 23890/50000, Loss=0.146421
[2021-06-15 02:25:19,550][root][INFO] - Epoch 20, Itrs 23900/50000, Loss=0.156374
[2021-06-15 02:25:21,626][root][INFO] - Epoch 20, Itrs 23910/50000, Loss=0.158225
[2021-06-15 02:25:23,589][root][INFO] - Epoch 20, Itrs 23920/50000, Loss=0.140295
[2021-06-15 02:25:25,762][root][INFO] - Epoch 20, Itrs 23930/50000, Loss=0.137688
[2021-06-15 02:25:27,755][root][INFO] - Epoch 20, Itrs 23940/50000, Loss=0.137798
[2021-06-15 02:25:29,839][root][INFO] - Epoch 20, Itrs 23950/50000, Loss=0.149301
[2021-06-15 02:25:31,943][root][INFO] - Epoch 20, Itrs 23960/50000, Loss=0.138929
[2021-06-15 02:25:33,926][root][INFO] - Epoch 20, Itrs 23970/50000, Loss=0.145372
[2021-06-15 02:25:36,060][root][INFO] - Epoch 20, Itrs 23980/50000, Loss=0.155848
[2021-06-15 02:25:38,156][root][INFO] - Epoch 20, Itrs 23990/50000, Loss=0.149562
[2021-06-15 02:25:40,192][root][INFO] - Epoch 20, Itrs 24000/50000, Loss=0.140912
[2021-06-15 02:25:40,194][root][INFO] - validation...
[2021-06-15 02:25:41,742][root][INFO] - 0/340
[2021-06-15 02:25:41,943][root][INFO] - 1/340
[2021-06-15 02:25:42,111][root][INFO] - 2/340
[2021-06-15 02:25:42,309][root][INFO] - 3/340
[2021-06-15 02:25:42,494][root][INFO] - 4/340
[2021-06-15 02:25:42,681][root][INFO] - 5/340
[2021-06-15 02:25:42,876][root][INFO] - 6/340
[2021-06-15 02:25:43,013][root][INFO] - 7/340
[2021-06-15 02:25:43,158][root][INFO] - 8/340
[2021-06-15 02:25:43,392][root][INFO] - 9/340
[2021-06-15 02:25:43,525][root][INFO] - 10/340
[2021-06-15 02:25:43,670][root][INFO] - 11/340
[2021-06-15 02:25:43,794][root][INFO] - 12/340
[2021-06-15 02:25:43,921][root][INFO] - 13/340
[2021-06-15 02:25:44,102][root][INFO] - 14/340
[2021-06-15 02:25:44,199][root][INFO] - 15/340
[2021-06-15 02:25:44,278][root][INFO] - 16/340
[2021-06-15 02:25:44,648][root][INFO] - 17/340
[2021-06-15 02:25:44,771][root][INFO] - 18/340
[2021-06-15 02:25:44,897][root][INFO] - 19/340
[2021-06-15 02:25:45,036][root][INFO] - 20/340
[2021-06-15 02:25:45,180][root][INFO] - 21/340
[2021-06-15 02:25:45,345][root][INFO] - 22/340
[2021-06-15 02:25:45,492][root][INFO] - 23/340
[2021-06-15 02:25:45,663][root][INFO] - 24/340
[2021-06-15 02:25:45,927][root][INFO] - 25/340
[2021-06-15 02:25:46,089][root][INFO] - 26/340
[2021-06-15 02:25:46,217][root][INFO] - 27/340
[2021-06-15 02:25:46,408][root][INFO] - 28/340
[2021-06-15 02:25:46,557][root][INFO] - 29/340
[2021-06-15 02:25:46,699][root][INFO] - 30/340
[2021-06-15 02:25:46,837][root][INFO] - 31/340
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[2021-06-15 02:25:47,283][root][INFO] - 33/340
[2021-06-15 02:25:47,419][root][INFO] - 34/340
[2021-06-15 02:25:47,541][root][INFO] - 35/340
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[2021-06-15 02:25:47,759][root][INFO] - 37/340
[2021-06-15 02:25:47,886][root][INFO] - 38/340
[2021-06-15 02:25:47,996][root][INFO] - 39/340
[2021-06-15 02:25:48,135][root][INFO] - 40/340
[2021-06-15 02:25:48,467][root][INFO] - 41/340
[2021-06-15 02:25:48,637][root][INFO] - 42/340
[2021-06-15 02:25:48,805][root][INFO] - 43/340
[2021-06-15 02:25:48,901][root][INFO] - 44/340
[2021-06-15 02:25:49,022][root][INFO] - 45/340
[2021-06-15 02:25:49,138][root][INFO] - 46/340
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[2021-06-15 02:25:49,474][root][INFO] - 48/340
[2021-06-15 02:25:49,711][root][INFO] - 49/340
[2021-06-15 02:25:49,817][root][INFO] - 50/340
[2021-06-15 02:25:49,952][root][INFO] - 51/340
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[2021-06-15 02:25:50,205][root][INFO] - 53/340
[2021-06-15 02:25:50,337][root][INFO] - 54/340
[2021-06-15 02:25:50,495][root][INFO] - 55/340
[2021-06-15 02:25:50,634][root][INFO] - 56/340
[2021-06-15 02:25:50,834][root][INFO] - 57/340
[2021-06-15 02:25:50,989][root][INFO] - 58/340
[2021-06-15 02:25:51,105][root][INFO] - 59/340
[2021-06-15 02:25:51,212][root][INFO] - 60/340
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[2021-06-15 02:25:51,597][root][INFO] - 62/340
[2021-06-15 02:25:51,763][root][INFO] - 63/340
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[2021-06-15 02:25:52,571][root][INFO] - 67/340
[2021-06-15 02:25:52,728][root][INFO] - 68/340
[2021-06-15 02:25:52,883][root][INFO] - 69/340
[2021-06-15 02:25:53,040][root][INFO] - 70/340
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[2021-06-15 02:25:53,346][root][INFO] - 72/340
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[2021-06-15 02:25:55,408][root][INFO] - 88/340
[2021-06-15 02:25:56,013][root][INFO] - 89/340
[2021-06-15 02:25:56,148][root][INFO] - 90/340
[2021-06-15 02:25:56,298][root][INFO] - 91/340
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[2021-06-15 02:25:56,563][root][INFO] - 93/340
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[2021-06-15 02:26:34,024][root][INFO] - miou: 0.6158695606803863
[2021-06-15 02:26:34,948][root][INFO] - Model saved as checkpoints/best_miou.pth
[2021-06-15 02:26:36,859][root][INFO] - Epoch 20, Itrs 24010/50000, Loss=0.150248
[2021-06-15 02:26:38,746][root][INFO] - Epoch 20, Itrs 24020/50000, Loss=0.155145
[2021-06-15 02:26:40,752][root][INFO] - Epoch 20, Itrs 24030/50000, Loss=0.157058
[2021-06-15 02:26:42,868][root][INFO] - Epoch 20, Itrs 24040/50000, Loss=0.144267
[2021-06-15 02:26:44,891][root][INFO] - Epoch 20, Itrs 24050/50000, Loss=0.145824
[2021-06-15 02:26:46,905][root][INFO] - Epoch 20, Itrs 24060/50000, Loss=0.141080
[2021-06-15 02:26:48,879][root][INFO] - Epoch 20, Itrs 24070/50000, Loss=0.150437
[2021-06-15 02:26:51,029][root][INFO] - Epoch 20, Itrs 24080/50000, Loss=0.155182
[2021-06-15 02:26:53,039][root][INFO] - Epoch 20, Itrs 24090/50000, Loss=0.143457
[2021-06-15 02:26:55,142][root][INFO] - Epoch 20, Itrs 24100/50000, Loss=0.152282
[2021-06-15 02:26:56,987][root][INFO] - Epoch 20, Itrs 24110/50000, Loss=0.144937
[2021-06-15 02:26:59,174][root][INFO] - Epoch 20, Itrs 24120/50000, Loss=0.145450
[2021-06-15 02:27:01,216][root][INFO] - Epoch 20, Itrs 24130/50000, Loss=0.143661
[2021-06-15 02:27:03,291][root][INFO] - Epoch 20, Itrs 24140/50000, Loss=0.150543
[2021-06-15 02:27:05,188][root][INFO] - Epoch 20, Itrs 24150/50000, Loss=0.135764
[2021-06-15 02:27:07,265][root][INFO] - Epoch 20, Itrs 24160/50000, Loss=0.149525
[2021-06-15 02:27:09,284][root][INFO] - Epoch 20, Itrs 24170/50000, Loss=0.147114
[2021-06-15 02:27:11,345][root][INFO] - Epoch 20, Itrs 24180/50000, Loss=0.149664
[2021-06-15 02:27:13,396][root][INFO] - Epoch 20, Itrs 24190/50000, Loss=0.152912
[2021-06-15 02:27:15,449][root][INFO] - Epoch 20, Itrs 24200/50000, Loss=0.151604
[2021-06-15 02:27:17,413][root][INFO] - Epoch 20, Itrs 24210/50000, Loss=0.140850
[2021-06-15 02:27:19,457][root][INFO] - Epoch 20, Itrs 24220/50000, Loss=0.164908
[2021-06-15 02:27:21,533][root][INFO] - Epoch 20, Itrs 24230/50000, Loss=0.150807
[2021-06-15 02:27:23,433][root][INFO] - Epoch 20, Itrs 24240/50000, Loss=0.151698
[2021-06-15 02:27:25,523][root][INFO] - Epoch 20, Itrs 24250/50000, Loss=0.148971
[2021-06-15 02:27:27,450][root][INFO] - Epoch 20, Itrs 24260/50000, Loss=0.157626
[2021-06-15 02:27:29,549][root][INFO] - Epoch 20, Itrs 24270/50000, Loss=0.163091
[2021-06-15 02:27:31,566][root][INFO] - Epoch 20, Itrs 24280/50000, Loss=0.148205
[2021-06-15 02:27:33,689][root][INFO] - Epoch 20, Itrs 24290/50000, Loss=0.142785
[2021-06-15 02:27:35,643][root][INFO] - Epoch 20, Itrs 24300/50000, Loss=0.139056
[2021-06-15 02:27:37,711][root][INFO] - Epoch 20, Itrs 24310/50000, Loss=0.139381
[2021-06-15 02:27:39,639][root][INFO] - Epoch 20, Itrs 24320/50000, Loss=0.147651
[2021-06-15 02:27:41,530][root][INFO] - Epoch 20, Itrs 24330/50000, Loss=0.159962
[2021-06-15 02:27:43,205][root][INFO] - Epoch 20, Itrs 24340/50000, Loss=0.157661
[2021-06-15 02:27:47,567][root][INFO] - Epoch 21, Itrs 24350/50000, Loss=0.145873
[2021-06-15 02:27:49,950][root][INFO] - Epoch 21, Itrs 24360/50000, Loss=0.133628
[2021-06-15 02:27:51,995][root][INFO] - Epoch 21, Itrs 24370/50000, Loss=0.155439
[2021-06-15 02:27:54,052][root][INFO] - Epoch 21, Itrs 24380/50000, Loss=0.140511
[2021-06-15 02:27:56,145][root][INFO] - Epoch 21, Itrs 24390/50000, Loss=0.160690
[2021-06-15 02:27:58,121][root][INFO] - Epoch 21, Itrs 24400/50000, Loss=0.149651
[2021-06-15 02:28:00,272][root][INFO] - Epoch 21, Itrs 24410/50000, Loss=0.149652
[2021-06-15 02:28:02,379][root][INFO] - Epoch 21, Itrs 24420/50000, Loss=0.144516
[2021-06-15 02:28:04,381][root][INFO] - Epoch 21, Itrs 24430/50000, Loss=0.146356
[2021-06-15 02:28:06,399][root][INFO] - Epoch 21, Itrs 24440/50000, Loss=0.148329
[2021-06-15 02:28:08,549][root][INFO] - Epoch 21, Itrs 24450/50000, Loss=0.149973
[2021-06-15 02:28:10,605][root][INFO] - Epoch 21, Itrs 24460/50000, Loss=0.146168
[2021-06-15 02:28:12,593][root][INFO] - Epoch 21, Itrs 24470/50000, Loss=0.139700
[2021-06-15 02:28:14,641][root][INFO] - Epoch 21, Itrs 24480/50000, Loss=0.134028
[2021-06-15 02:28:16,778][root][INFO] - Epoch 21, Itrs 24490/50000, Loss=0.137549
[2021-06-15 02:28:18,703][root][INFO] - Epoch 21, Itrs 24500/50000, Loss=0.150098
[2021-06-15 02:28:20,700][root][INFO] - Epoch 21, Itrs 24510/50000, Loss=0.140640
[2021-06-15 02:28:22,753][root][INFO] - Epoch 21, Itrs 24520/50000, Loss=0.146851
[2021-06-15 02:28:24,875][root][INFO] - Epoch 21, Itrs 24530/50000, Loss=0.151800
[2021-06-15 02:28:26,953][root][INFO] - Epoch 21, Itrs 24540/50000, Loss=0.139666
[2021-06-15 02:28:28,821][root][INFO] - Epoch 21, Itrs 24550/50000, Loss=0.140166
[2021-06-15 02:28:30,864][root][INFO] - Epoch 21, Itrs 24560/50000, Loss=0.142686
[2021-06-15 02:28:32,917][root][INFO] - Epoch 21, Itrs 24570/50000, Loss=0.139310
[2021-06-15 02:28:35,064][root][INFO] - Epoch 21, Itrs 24580/50000, Loss=0.142649
[2021-06-15 02:28:37,063][root][INFO] - Epoch 21, Itrs 24590/50000, Loss=0.136598
[2021-06-15 02:28:39,115][root][INFO] - Epoch 21, Itrs 24600/50000, Loss=0.136338
[2021-06-15 02:28:41,228][root][INFO] - Epoch 21, Itrs 24610/50000, Loss=0.137045
[2021-06-15 02:28:43,239][root][INFO] - Epoch 21, Itrs 24620/50000, Loss=0.150068
[2021-06-15 02:28:45,287][root][INFO] - Epoch 21, Itrs 24630/50000, Loss=0.143435
[2021-06-15 02:28:47,311][root][INFO] - Epoch 21, Itrs 24640/50000, Loss=0.149835
[2021-06-15 02:28:49,340][root][INFO] - Epoch 21, Itrs 24650/50000, Loss=0.142695
[2021-06-15 02:28:51,382][root][INFO] - Epoch 21, Itrs 24660/50000, Loss=0.140867
[2021-06-15 02:28:53,443][root][INFO] - Epoch 21, Itrs 24670/50000, Loss=0.143411
[2021-06-15 02:28:55,423][root][INFO] - Epoch 21, Itrs 24680/50000, Loss=0.139963
[2021-06-15 02:28:57,494][root][INFO] - Epoch 21, Itrs 24690/50000, Loss=0.157863
[2021-06-15 02:28:59,464][root][INFO] - Epoch 21, Itrs 24700/50000, Loss=0.141078
[2021-06-15 02:29:01,498][root][INFO] - Epoch 21, Itrs 24710/50000, Loss=0.143958
[2021-06-15 02:29:03,502][root][INFO] - Epoch 21, Itrs 24720/50000, Loss=0.142748
[2021-06-15 02:29:05,485][root][INFO] - Epoch 21, Itrs 24730/50000, Loss=0.151229
[2021-06-15 02:29:07,548][root][INFO] - Epoch 21, Itrs 24740/50000, Loss=0.153173
[2021-06-15 02:29:09,519][root][INFO] - Epoch 21, Itrs 24750/50000, Loss=0.138518
[2021-06-15 02:29:11,560][root][INFO] - Epoch 21, Itrs 24760/50000, Loss=0.141461
[2021-06-15 02:29:13,513][root][INFO] - Epoch 21, Itrs 24770/50000, Loss=0.133908
[2021-06-15 02:29:15,591][root][INFO] - Epoch 21, Itrs 24780/50000, Loss=0.141475
[2021-06-15 02:29:17,688][root][INFO] - Epoch 21, Itrs 24790/50000, Loss=0.143058
[2021-06-15 02:29:19,737][root][INFO] - Epoch 21, Itrs 24800/50000, Loss=0.154464
[2021-06-15 02:29:21,655][root][INFO] - Epoch 21, Itrs 24810/50000, Loss=0.141071
[2021-06-15 02:29:23,813][root][INFO] - Epoch 21, Itrs 24820/50000, Loss=0.153235
[2021-06-15 02:29:25,894][root][INFO] - Epoch 21, Itrs 24830/50000, Loss=0.153611
[2021-06-15 02:29:27,905][root][INFO] - Epoch 21, Itrs 24840/50000, Loss=0.150846
[2021-06-15 02:29:29,991][root][INFO] - Epoch 21, Itrs 24850/50000, Loss=0.144350
[2021-06-15 02:29:31,878][root][INFO] - Epoch 21, Itrs 24860/50000, Loss=0.143721
[2021-06-15 02:29:33,916][root][INFO] - Epoch 21, Itrs 24870/50000, Loss=0.139215
[2021-06-15 02:29:35,881][root][INFO] - Epoch 21, Itrs 24880/50000, Loss=0.142090
[2021-06-15 02:29:37,982][root][INFO] - Epoch 21, Itrs 24890/50000, Loss=0.142041
[2021-06-15 02:29:39,976][root][INFO] - Epoch 21, Itrs 24900/50000, Loss=0.139969
[2021-06-15 02:29:41,903][root][INFO] - Epoch 21, Itrs 24910/50000, Loss=0.146354
[2021-06-15 02:29:43,956][root][INFO] - Epoch 21, Itrs 24920/50000, Loss=0.138962
[2021-06-15 02:29:46,025][root][INFO] - Epoch 21, Itrs 24930/50000, Loss=0.146718
[2021-06-15 02:29:48,098][root][INFO] - Epoch 21, Itrs 24940/50000, Loss=0.138254
[2021-06-15 02:29:50,089][root][INFO] - Epoch 21, Itrs 24950/50000, Loss=0.141331
[2021-06-15 02:29:52,148][root][INFO] - Epoch 21, Itrs 24960/50000, Loss=0.140857
[2021-06-15 02:29:54,113][root][INFO] - Epoch 21, Itrs 24970/50000, Loss=0.149603
[2021-06-15 02:29:56,191][root][INFO] - Epoch 21, Itrs 24980/50000, Loss=0.133931
[2021-06-15 02:29:58,273][root][INFO] - Epoch 21, Itrs 24990/50000, Loss=0.146579
[2021-06-15 02:30:00,321][root][INFO] - Epoch 21, Itrs 25000/50000, Loss=0.134400
[2021-06-15 02:30:02,339][root][INFO] - Epoch 21, Itrs 25010/50000, Loss=0.150009
[2021-06-15 02:30:04,463][root][INFO] - Epoch 21, Itrs 25020/50000, Loss=0.153101
[2021-06-15 02:30:06,424][root][INFO] - Epoch 21, Itrs 25030/50000, Loss=0.145072
[2021-06-15 02:30:08,516][root][INFO] - Epoch 21, Itrs 25040/50000, Loss=0.140221
[2021-06-15 02:30:10,451][root][INFO] - Epoch 21, Itrs 25050/50000, Loss=0.155542
[2021-06-15 02:30:12,481][root][INFO] - Epoch 21, Itrs 25060/50000, Loss=0.132891
[2021-06-15 02:30:14,392][root][INFO] - Epoch 21, Itrs 25070/50000, Loss=0.133569
[2021-06-15 02:30:16,489][root][INFO] - Epoch 21, Itrs 25080/50000, Loss=0.143146
[2021-06-15 02:30:18,604][root][INFO] - Epoch 21, Itrs 25090/50000, Loss=0.138447
[2021-06-15 02:30:20,564][root][INFO] - Epoch 21, Itrs 25100/50000, Loss=0.137821
[2021-06-15 02:30:22,630][root][INFO] - Epoch 21, Itrs 25110/50000, Loss=0.133540
[2021-06-15 02:30:24,698][root][INFO] - Epoch 21, Itrs 25120/50000, Loss=0.146260
[2021-06-15 02:30:26,630][root][INFO] - Epoch 21, Itrs 25130/50000, Loss=0.134290
[2021-06-15 02:30:28,720][root][INFO] - Epoch 21, Itrs 25140/50000, Loss=0.132650
[2021-06-15 02:30:30,772][root][INFO] - Epoch 21, Itrs 25150/50000, Loss=0.138371
[2021-06-15 02:30:32,801][root][INFO] - Epoch 21, Itrs 25160/50000, Loss=0.135802
[2021-06-15 02:30:34,847][root][INFO] - Epoch 21, Itrs 25170/50000, Loss=0.153103
[2021-06-15 02:30:36,842][root][INFO] - Epoch 21, Itrs 25180/50000, Loss=0.138692
[2021-06-15 02:30:38,751][root][INFO] - Epoch 21, Itrs 25190/50000, Loss=0.132877
[2021-06-15 02:30:40,836][root][INFO] - Epoch 21, Itrs 25200/50000, Loss=0.145420
[2021-06-15 02:30:42,781][root][INFO] - Epoch 21, Itrs 25210/50000, Loss=0.146715
[2021-06-15 02:30:44,854][root][INFO] - Epoch 21, Itrs 25220/50000, Loss=0.147406
[2021-06-15 02:30:46,933][root][INFO] - Epoch 21, Itrs 25230/50000, Loss=0.141384
[2021-06-15 02:30:48,940][root][INFO] - Epoch 21, Itrs 25240/50000, Loss=0.131227
[2021-06-15 02:30:50,943][root][INFO] - Epoch 21, Itrs 25250/50000, Loss=0.140597
[2021-06-15 02:30:52,977][root][INFO] - Epoch 21, Itrs 25260/50000, Loss=0.137166
[2021-06-15 02:30:55,027][root][INFO] - Epoch 21, Itrs 25270/50000, Loss=0.137363
[2021-06-15 02:30:56,932][root][INFO] - Epoch 21, Itrs 25280/50000, Loss=0.149657
[2021-06-15 02:30:59,078][root][INFO] - Epoch 21, Itrs 25290/50000, Loss=0.141637
[2021-06-15 02:31:01,144][root][INFO] - Epoch 21, Itrs 25300/50000, Loss=0.147606
[2021-06-15 02:31:03,141][root][INFO] - Epoch 21, Itrs 25310/50000, Loss=0.145258
[2021-06-15 02:31:05,253][root][INFO] - Epoch 21, Itrs 25320/50000, Loss=0.143430
[2021-06-15 02:31:07,173][root][INFO] - Epoch 21, Itrs 25330/50000, Loss=0.144155
[2021-06-15 02:31:09,315][root][INFO] - Epoch 21, Itrs 25340/50000, Loss=0.140222
[2021-06-15 02:31:11,323][root][INFO] - Epoch 21, Itrs 25350/50000, Loss=0.146629
[2021-06-15 02:31:13,382][root][INFO] - Epoch 21, Itrs 25360/50000, Loss=0.149437
[2021-06-15 02:31:15,330][root][INFO] - Epoch 21, Itrs 25370/50000, Loss=0.149018
[2021-06-15 02:31:17,432][root][INFO] - Epoch 21, Itrs 25380/50000, Loss=0.149837
[2021-06-15 02:31:19,479][root][INFO] - Epoch 21, Itrs 25390/50000, Loss=0.145059
[2021-06-15 02:31:21,476][root][INFO] - Epoch 21, Itrs 25400/50000, Loss=0.140413
[2021-06-15 02:31:23,432][root][INFO] - Epoch 21, Itrs 25410/50000, Loss=0.135227
[2021-06-15 02:31:25,564][root][INFO] - Epoch 21, Itrs 25420/50000, Loss=0.154709
[2021-06-15 02:31:27,472][root][INFO] - Epoch 21, Itrs 25430/50000, Loss=0.147880
[2021-06-15 02:31:29,565][root][INFO] - Epoch 21, Itrs 25440/50000, Loss=0.154772
[2021-06-15 02:31:31,617][root][INFO] - Epoch 21, Itrs 25450/50000, Loss=0.142738
[2021-06-15 02:31:33,652][root][INFO] - Epoch 21, Itrs 25460/50000, Loss=0.142121
[2021-06-15 02:31:35,696][root][INFO] - Epoch 21, Itrs 25470/50000, Loss=0.147705
[2021-06-15 02:31:37,614][root][INFO] - Epoch 21, Itrs 25480/50000, Loss=0.143698
[2021-06-15 02:31:39,709][root][INFO] - Epoch 21, Itrs 25490/50000, Loss=0.137489
[2021-06-15 02:31:41,745][root][INFO] - Epoch 21, Itrs 25500/50000, Loss=0.160436
[2021-06-15 02:31:43,742][root][INFO] - Epoch 21, Itrs 25510/50000, Loss=0.144044
[2021-06-15 02:31:45,720][root][INFO] - Epoch 21, Itrs 25520/50000, Loss=0.140194
[2021-06-15 02:31:47,843][root][INFO] - Epoch 21, Itrs 25530/50000, Loss=0.149933
[2021-06-15 02:31:49,820][root][INFO] - Epoch 21, Itrs 25540/50000, Loss=0.141164
[2021-06-15 02:31:51,574][root][INFO] - Epoch 21, Itrs 25550/50000, Loss=0.153837
[2021-06-15 02:31:55,217][root][INFO] - Epoch 22, Itrs 25560/50000, Loss=0.137016
[2021-06-15 02:31:57,472][root][INFO] - Epoch 22, Itrs 25570/50000, Loss=0.123978
[2021-06-15 02:31:59,712][root][INFO] - Epoch 22, Itrs 25580/50000, Loss=0.126760
[2021-06-15 02:32:01,978][root][INFO] - Epoch 22, Itrs 25590/50000, Loss=0.130564
[2021-06-15 02:32:04,242][root][INFO] - Epoch 22, Itrs 25600/50000, Loss=0.124514
[2021-06-15 02:32:06,194][root][INFO] - Epoch 22, Itrs 25610/50000, Loss=0.138765
[2021-06-15 02:32:08,237][root][INFO] - Epoch 22, Itrs 25620/50000, Loss=0.135731
[2021-06-15 02:32:10,265][root][INFO] - Epoch 22, Itrs 25630/50000, Loss=0.130084
[2021-06-15 02:32:12,253][root][INFO] - Epoch 22, Itrs 25640/50000, Loss=0.136038
[2021-06-15 02:32:14,368][root][INFO] - Epoch 22, Itrs 25650/50000, Loss=0.131941
[2021-06-15 02:32:16,432][root][INFO] - Epoch 22, Itrs 25660/50000, Loss=0.134708
[2021-06-15 02:32:18,386][root][INFO] - Epoch 22, Itrs 25670/50000, Loss=0.137865
[2021-06-15 02:32:20,435][root][INFO] - Epoch 22, Itrs 25680/50000, Loss=0.130560
[2021-06-15 02:32:22,460][root][INFO] - Epoch 22, Itrs 25690/50000, Loss=0.141065
[2021-06-15 02:32:24,638][root][INFO] - Epoch 22, Itrs 25700/50000, Loss=0.142176
[2021-06-15 02:32:26,592][root][INFO] - Epoch 22, Itrs 25710/50000, Loss=0.141484
[2021-06-15 02:32:28,502][root][INFO] - Epoch 22, Itrs 25720/50000, Loss=0.129592
[2021-06-15 02:32:30,639][root][INFO] - Epoch 22, Itrs 25730/50000, Loss=0.131406
[2021-06-15 02:32:32,623][root][INFO] - Epoch 22, Itrs 25740/50000, Loss=0.126734
[2021-06-15 02:32:34,684][root][INFO] - Epoch 22, Itrs 25750/50000, Loss=0.149006
[2021-06-15 02:32:36,695][root][INFO] - Epoch 22, Itrs 25760/50000, Loss=0.135733
[2021-06-15 02:32:38,725][root][INFO] - Epoch 22, Itrs 25770/50000, Loss=0.127785
[2021-06-15 02:32:40,862][root][INFO] - Epoch 22, Itrs 25780/50000, Loss=0.149390
[2021-06-15 02:32:42,844][root][INFO] - Epoch 22, Itrs 25790/50000, Loss=0.133007
[2021-06-15 02:32:44,917][root][INFO] - Epoch 22, Itrs 25800/50000, Loss=0.140962
[2021-06-15 02:32:46,886][root][INFO] - Epoch 22, Itrs 25810/50000, Loss=0.132136
[2021-06-15 02:32:48,980][root][INFO] - Epoch 22, Itrs 25820/50000, Loss=0.133517
[2021-06-15 02:32:50,940][root][INFO] - Epoch 22, Itrs 25830/50000, Loss=0.141921
[2021-06-15 02:32:53,009][root][INFO] - Epoch 22, Itrs 25840/50000, Loss=0.134575
[2021-06-15 02:32:55,067][root][INFO] - Epoch 22, Itrs 25850/50000, Loss=0.138846
[2021-06-15 02:32:57,053][root][INFO] - Epoch 22, Itrs 25860/50000, Loss=0.145724
[2021-06-15 02:32:59,094][root][INFO] - Epoch 22, Itrs 25870/50000, Loss=0.143627
[2021-06-15 02:33:01,098][root][INFO] - Epoch 22, Itrs 25880/50000, Loss=0.157492
[2021-06-15 02:33:03,029][root][INFO] - Epoch 22, Itrs 25890/50000, Loss=0.143676
[2021-06-15 02:33:05,147][root][INFO] - Epoch 22, Itrs 25900/50000, Loss=0.129098
[2021-06-15 02:33:07,267][root][INFO] - Epoch 22, Itrs 25910/50000, Loss=0.141118
[2021-06-15 02:33:09,277][root][INFO] - Epoch 22, Itrs 25920/50000, Loss=0.144864
[2021-06-15 02:33:11,335][root][INFO] - Epoch 22, Itrs 25930/50000, Loss=0.157059
[2021-06-15 02:33:13,438][root][INFO] - Epoch 22, Itrs 25940/50000, Loss=0.135633
[2021-06-15 02:33:15,484][root][INFO] - Epoch 22, Itrs 25950/50000, Loss=0.132957
[2021-06-15 02:33:17,489][root][INFO] - Epoch 22, Itrs 25960/50000, Loss=0.140966
[2021-06-15 02:33:19,542][root][INFO] - Epoch 22, Itrs 25970/50000, Loss=0.142758
[2021-06-15 02:33:21,549][root][INFO] - Epoch 22, Itrs 25980/50000, Loss=0.142373
[2021-06-15 02:33:23,546][root][INFO] - Epoch 22, Itrs 25990/50000, Loss=0.134621
[2021-06-15 02:33:25,579][root][INFO] - Epoch 22, Itrs 26000/50000, Loss=0.145815
[2021-06-15 02:33:27,637][root][INFO] - Epoch 22, Itrs 26010/50000, Loss=0.152691
[2021-06-15 02:33:29,559][root][INFO] - Epoch 22, Itrs 26020/50000, Loss=0.145350
[2021-06-15 02:33:31,654][root][INFO] - Epoch 22, Itrs 26030/50000, Loss=0.132020
[2021-06-15 02:33:33,655][root][INFO] - Epoch 22, Itrs 26040/50000, Loss=0.140590
[2021-06-15 02:33:35,823][root][INFO] - Epoch 22, Itrs 26050/50000, Loss=0.136564
[2021-06-15 02:33:37,656][root][INFO] - Epoch 22, Itrs 26060/50000, Loss=0.136529
[2021-06-15 02:33:39,724][root][INFO] - Epoch 22, Itrs 26070/50000, Loss=0.133452
[2021-06-15 02:33:41,821][root][INFO] - Epoch 22, Itrs 26080/50000, Loss=0.137034
[2021-06-15 02:33:43,852][root][INFO] - Epoch 22, Itrs 26090/50000, Loss=0.134324
[2021-06-15 02:33:45,895][root][INFO] - Epoch 22, Itrs 26100/50000, Loss=0.135411
[2021-06-15 02:33:47,909][root][INFO] - Epoch 22, Itrs 26110/50000, Loss=0.127048
[2021-06-15 02:33:49,949][root][INFO] - Epoch 22, Itrs 26120/50000, Loss=0.141170
[2021-06-15 02:33:51,892][root][INFO] - Epoch 22, Itrs 26130/50000, Loss=0.156345
[2021-06-15 02:33:53,985][root][INFO] - Epoch 22, Itrs 26140/50000, Loss=0.131601
[2021-06-15 02:33:55,985][root][INFO] - Epoch 22, Itrs 26150/50000, Loss=0.134810
[2021-06-15 02:33:57,891][root][INFO] - Epoch 22, Itrs 26160/50000, Loss=0.147665
[2021-06-15 02:33:59,953][root][INFO] - Epoch 22, Itrs 26170/50000, Loss=0.133245
[2021-06-15 02:34:02,055][root][INFO] - Epoch 22, Itrs 26180/50000, Loss=0.129256
[2021-06-15 02:34:04,060][root][INFO] - Epoch 22, Itrs 26190/50000, Loss=0.147343
[2021-06-15 02:34:05,993][root][INFO] - Epoch 22, Itrs 26200/50000, Loss=0.140343
[2021-06-15 02:34:07,989][root][INFO] - Epoch 22, Itrs 26210/50000, Loss=0.141941
[2021-06-15 02:34:10,010][root][INFO] - Epoch 22, Itrs 26220/50000, Loss=0.132975
[2021-06-15 02:34:12,143][root][INFO] - Epoch 22, Itrs 26230/50000, Loss=0.145334
[2021-06-15 02:34:14,172][root][INFO] - Epoch 22, Itrs 26240/50000, Loss=0.143712
[2021-06-15 02:34:16,292][root][INFO] - Epoch 22, Itrs 26250/50000, Loss=0.149810
[2021-06-15 02:34:18,250][root][INFO] - Epoch 22, Itrs 26260/50000, Loss=0.146278
[2021-06-15 02:34:20,202][root][INFO] - Epoch 22, Itrs 26270/50000, Loss=0.153547
[2021-06-15 02:34:22,209][root][INFO] - Epoch 22, Itrs 26280/50000, Loss=0.141408
[2021-06-15 02:34:24,299][root][INFO] - Epoch 22, Itrs 26290/50000, Loss=0.149040
[2021-06-15 02:34:26,301][root][INFO] - Epoch 22, Itrs 26300/50000, Loss=0.147933
[2021-06-15 02:34:28,316][root][INFO] - Epoch 22, Itrs 26310/50000, Loss=0.141345
[2021-06-15 02:34:30,298][root][INFO] - Epoch 22, Itrs 26320/50000, Loss=0.138975
[2021-06-15 02:34:32,297][root][INFO] - Epoch 22, Itrs 26330/50000, Loss=0.134379
[2021-06-15 02:34:34,284][root][INFO] - Epoch 22, Itrs 26340/50000, Loss=0.135547
[2021-06-15 02:34:36,334][root][INFO] - Epoch 22, Itrs 26350/50000, Loss=0.153290
[2021-06-15 02:34:38,241][root][INFO] - Epoch 22, Itrs 26360/50000, Loss=0.132120
[2021-06-15 02:34:40,279][root][INFO] - Epoch 22, Itrs 26370/50000, Loss=0.125260
[2021-06-15 02:34:42,408][root][INFO] - Epoch 22, Itrs 26380/50000, Loss=0.135969
[2021-06-15 02:34:44,365][root][INFO] - Epoch 22, Itrs 26390/50000, Loss=0.138911
[2021-06-15 02:34:46,364][root][INFO] - Epoch 22, Itrs 26400/50000, Loss=0.135078
[2021-06-15 02:34:48,333][root][INFO] - Epoch 22, Itrs 26410/50000, Loss=0.144725
[2021-06-15 02:34:50,358][root][INFO] - Epoch 22, Itrs 26420/50000, Loss=0.138596
[2021-06-15 02:34:52,408][root][INFO] - Epoch 22, Itrs 26430/50000, Loss=0.140221
[2021-06-15 02:34:54,416][root][INFO] - Epoch 22, Itrs 26440/50000, Loss=0.135626
[2021-06-15 02:34:56,446][root][INFO] - Epoch 22, Itrs 26450/50000, Loss=0.137681
[2021-06-15 02:34:58,507][root][INFO] - Epoch 22, Itrs 26460/50000, Loss=0.136619
[2021-06-15 02:35:00,565][root][INFO] - Epoch 22, Itrs 26470/50000, Loss=0.150648
[2021-06-15 02:35:02,521][root][INFO] - Epoch 22, Itrs 26480/50000, Loss=0.140444
[2021-06-15 02:35:04,631][root][INFO] - Epoch 22, Itrs 26490/50000, Loss=0.144225
[2021-06-15 02:35:06,642][root][INFO] - Epoch 22, Itrs 26500/50000, Loss=0.139840
[2021-06-15 02:35:08,758][root][INFO] - Epoch 22, Itrs 26510/50000, Loss=0.134212
[2021-06-15 02:35:10,660][root][INFO] - Epoch 22, Itrs 26520/50000, Loss=0.139375
[2021-06-15 02:35:12,621][root][INFO] - Epoch 22, Itrs 26530/50000, Loss=0.141464
[2021-06-15 02:35:14,785][root][INFO] - Epoch 22, Itrs 26540/50000, Loss=0.137795
[2021-06-15 02:35:16,839][root][INFO] - Epoch 22, Itrs 26550/50000, Loss=0.144418
[2021-06-15 02:35:18,821][root][INFO] - Epoch 22, Itrs 26560/50000, Loss=0.128481
[2021-06-15 02:35:20,893][root][INFO] - Epoch 22, Itrs 26570/50000, Loss=0.148956
[2021-06-15 02:35:22,859][root][INFO] - Epoch 22, Itrs 26580/50000, Loss=0.144736
[2021-06-15 02:35:24,942][root][INFO] - Epoch 22, Itrs 26590/50000, Loss=0.135734
[2021-06-15 02:35:26,885][root][INFO] - Epoch 22, Itrs 26600/50000, Loss=0.141862
[2021-06-15 02:35:28,938][root][INFO] - Epoch 22, Itrs 26610/50000, Loss=0.138416
[2021-06-15 02:35:30,929][root][INFO] - Epoch 22, Itrs 26620/50000, Loss=0.134865
[2021-06-15 02:35:33,007][root][INFO] - Epoch 22, Itrs 26630/50000, Loss=0.133364
[2021-06-15 02:35:34,998][root][INFO] - Epoch 22, Itrs 26640/50000, Loss=0.138822
[2021-06-15 02:35:36,922][root][INFO] - Epoch 22, Itrs 26650/50000, Loss=0.149459
[2021-06-15 02:35:39,126][root][INFO] - Epoch 22, Itrs 26660/50000, Loss=0.147209
[2021-06-15 02:35:41,039][root][INFO] - Epoch 22, Itrs 26670/50000, Loss=0.140512
[2021-06-15 02:35:43,157][root][INFO] - Epoch 22, Itrs 26680/50000, Loss=0.153374
[2021-06-15 02:35:45,144][root][INFO] - Epoch 22, Itrs 26690/50000, Loss=0.138794
[2021-06-15 02:35:47,079][root][INFO] - Epoch 22, Itrs 26700/50000, Loss=0.139817
[2021-06-15 02:35:49,212][root][INFO] - Epoch 22, Itrs 26710/50000, Loss=0.138408
[2021-06-15 02:35:51,225][root][INFO] - Epoch 22, Itrs 26720/50000, Loss=0.138318
[2021-06-15 02:35:53,356][root][INFO] - Epoch 22, Itrs 26730/50000, Loss=0.140890
[2021-06-15 02:35:55,210][root][INFO] - Epoch 22, Itrs 26740/50000, Loss=0.148240
[2021-06-15 02:35:57,184][root][INFO] - Epoch 22, Itrs 26750/50000, Loss=0.150308
[2021-06-15 02:35:59,211][root][INFO] - Epoch 22, Itrs 26760/50000, Loss=0.147326
[2021-06-15 02:36:00,955][root][INFO] - Epoch 22, Itrs 26770/50000, Loss=0.151573
[2021-06-15 02:36:05,170][root][INFO] - Epoch 23, Itrs 26780/50000, Loss=0.148639
[2021-06-15 02:36:07,409][root][INFO] - Epoch 23, Itrs 26790/50000, Loss=0.147894
[2021-06-15 02:36:09,590][root][INFO] - Epoch 23, Itrs 26800/50000, Loss=0.131490
[2021-06-15 02:36:11,771][root][INFO] - Epoch 23, Itrs 26810/50000, Loss=0.132827
[2021-06-15 02:36:13,774][root][INFO] - Epoch 23, Itrs 26820/50000, Loss=0.128460
[2021-06-15 02:36:15,834][root][INFO] - Epoch 23, Itrs 26830/50000, Loss=0.130252
[2021-06-15 02:36:17,736][root][INFO] - Epoch 23, Itrs 26840/50000, Loss=0.131446
[2021-06-15 02:36:19,887][root][INFO] - Epoch 23, Itrs 26850/50000, Loss=0.132943
[2021-06-15 02:36:21,887][root][INFO] - Epoch 23, Itrs 26860/50000, Loss=0.137238
[2021-06-15 02:36:23,991][root][INFO] - Epoch 23, Itrs 26870/50000, Loss=0.155583
[2021-06-15 02:36:25,997][root][INFO] - Epoch 23, Itrs 26880/50000, Loss=0.140484
[2021-06-15 02:36:28,066][root][INFO] - Epoch 23, Itrs 26890/50000, Loss=0.135221
[2021-06-15 02:36:30,094][root][INFO] - Epoch 23, Itrs 26900/50000, Loss=0.128386
[2021-06-15 02:36:32,185][root][INFO] - Epoch 23, Itrs 26910/50000, Loss=0.138142
[2021-06-15 02:36:34,249][root][INFO] - Epoch 23, Itrs 26920/50000, Loss=0.124833
[2021-06-15 02:36:36,355][root][INFO] - Epoch 23, Itrs 26930/50000, Loss=0.142079
[2021-06-15 02:36:38,480][root][INFO] - Epoch 23, Itrs 26940/50000, Loss=0.141916
[2021-06-15 02:36:40,509][root][INFO] - Epoch 23, Itrs 26950/50000, Loss=0.125533
[2021-06-15 02:36:42,484][root][INFO] - Epoch 23, Itrs 26960/50000, Loss=0.126406
[2021-06-15 02:36:44,469][root][INFO] - Epoch 23, Itrs 26970/50000, Loss=0.135618
[2021-06-15 02:36:46,653][root][INFO] - Epoch 23, Itrs 26980/50000, Loss=0.143649
[2021-06-15 02:36:48,639][root][INFO] - Epoch 23, Itrs 26990/50000, Loss=0.139277
[2021-06-15 02:36:50,757][root][INFO] - Epoch 23, Itrs 27000/50000, Loss=0.137958
[2021-06-15 02:36:50,758][root][INFO] - validation...
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[2021-06-15 02:37:44,537][root][INFO] - 339/340
[2021-06-15 02:37:44,739][root][INFO] - miou: 0.6136872140268432
[2021-06-15 02:37:46,634][root][INFO] - Epoch 23, Itrs 27010/50000, Loss=0.121280
[2021-06-15 02:37:48,571][root][INFO] - Epoch 23, Itrs 27020/50000, Loss=0.134824
[2021-06-15 02:37:50,620][root][INFO] - Epoch 23, Itrs 27030/50000, Loss=0.129811
[2021-06-15 02:37:52,579][root][INFO] - Epoch 23, Itrs 27040/50000, Loss=0.139658
[2021-06-15 02:37:54,584][root][INFO] - Epoch 23, Itrs 27050/50000, Loss=0.129548
[2021-06-15 02:37:56,610][root][INFO] - Epoch 23, Itrs 27060/50000, Loss=0.135135
[2021-06-15 02:37:58,693][root][INFO] - Epoch 23, Itrs 27070/50000, Loss=0.138944
[2021-06-15 02:38:00,757][root][INFO] - Epoch 23, Itrs 27080/50000, Loss=0.135715
[2021-06-15 02:38:02,794][root][INFO] - Epoch 23, Itrs 27090/50000, Loss=0.135232
[2021-06-15 02:38:04,886][root][INFO] - Epoch 23, Itrs 27100/50000, Loss=0.138057
[2021-06-15 02:38:06,862][root][INFO] - Epoch 23, Itrs 27110/50000, Loss=0.128121
[2021-06-15 02:38:08,940][root][INFO] - Epoch 23, Itrs 27120/50000, Loss=0.146260
[2021-06-15 02:38:10,973][root][INFO] - Epoch 23, Itrs 27130/50000, Loss=0.125903
[2021-06-15 02:38:12,988][root][INFO] - Epoch 23, Itrs 27140/50000, Loss=0.134197
[2021-06-15 02:38:14,869][root][INFO] - Epoch 23, Itrs 27150/50000, Loss=0.135203
[2021-06-15 02:38:16,958][root][INFO] - Epoch 23, Itrs 27160/50000, Loss=0.127919
[2021-06-15 02:38:18,979][root][INFO] - Epoch 23, Itrs 27170/50000, Loss=0.136963
[2021-06-15 02:38:21,010][root][INFO] - Epoch 23, Itrs 27180/50000, Loss=0.134983
[2021-06-15 02:38:23,115][root][INFO] - Epoch 23, Itrs 27190/50000, Loss=0.140414
[2021-06-15 02:38:25,037][root][INFO] - Epoch 23, Itrs 27200/50000, Loss=0.137398
[2021-06-15 02:38:27,097][root][INFO] - Epoch 23, Itrs 27210/50000, Loss=0.139152
[2021-06-15 02:38:29,156][root][INFO] - Epoch 23, Itrs 27220/50000, Loss=0.156021
[2021-06-15 02:38:31,173][root][INFO] - Epoch 23, Itrs 27230/50000, Loss=0.143361
[2021-06-15 02:38:33,105][root][INFO] - Epoch 23, Itrs 27240/50000, Loss=0.131020
[2021-06-15 02:38:35,269][root][INFO] - Epoch 23, Itrs 27250/50000, Loss=0.134146
[2021-06-15 02:38:37,396][root][INFO] - Epoch 23, Itrs 27260/50000, Loss=0.135661
[2021-06-15 02:38:39,323][root][INFO] - Epoch 23, Itrs 27270/50000, Loss=0.137245
[2021-06-15 02:38:41,408][root][INFO] - Epoch 23, Itrs 27280/50000, Loss=0.143509
[2021-06-15 02:38:43,453][root][INFO] - Epoch 23, Itrs 27290/50000, Loss=0.142054
[2021-06-15 02:38:45,373][root][INFO] - Epoch 23, Itrs 27300/50000, Loss=0.138747
[2021-06-15 02:38:47,462][root][INFO] - Epoch 23, Itrs 27310/50000, Loss=0.146720
[2021-06-15 02:38:49,462][root][INFO] - Epoch 23, Itrs 27320/50000, Loss=0.145331
[2021-06-15 02:38:51,517][root][INFO] - Epoch 23, Itrs 27330/50000, Loss=0.146731
[2021-06-15 02:38:53,531][root][INFO] - Epoch 23, Itrs 27340/50000, Loss=0.139921
[2021-06-15 02:38:55,498][root][INFO] - Epoch 23, Itrs 27350/50000, Loss=0.138758
[2021-06-15 02:38:57,652][root][INFO] - Epoch 23, Itrs 27360/50000, Loss=0.143337
[2021-06-15 02:38:59,694][root][INFO] - Epoch 23, Itrs 27370/50000, Loss=0.130824
[2021-06-15 02:39:01,685][root][INFO] - Epoch 23, Itrs 27380/50000, Loss=0.142799
[2021-06-15 02:39:03,636][root][INFO] - Epoch 23, Itrs 27390/50000, Loss=0.138166
[2021-06-15 02:39:05,561][root][INFO] - Epoch 23, Itrs 27400/50000, Loss=0.136610
[2021-06-15 02:39:07,561][root][INFO] - Epoch 23, Itrs 27410/50000, Loss=0.144389
[2021-06-15 02:39:09,686][root][INFO] - Epoch 23, Itrs 27420/50000, Loss=0.121658
[2021-06-15 02:39:11,715][root][INFO] - Epoch 23, Itrs 27430/50000, Loss=0.148499
[2021-06-15 02:39:13,741][root][INFO] - Epoch 23, Itrs 27440/50000, Loss=0.139522
[2021-06-15 02:39:15,869][root][INFO] - Epoch 23, Itrs 27450/50000, Loss=0.143679
[2021-06-15 02:39:17,783][root][INFO] - Epoch 23, Itrs 27460/50000, Loss=0.128097
[2021-06-15 02:39:19,895][root][INFO] - Epoch 23, Itrs 27470/50000, Loss=0.125795
[2021-06-15 02:39:21,799][root][INFO] - Epoch 23, Itrs 27480/50000, Loss=0.142482
[2021-06-15 02:39:23,827][root][INFO] - Epoch 23, Itrs 27490/50000, Loss=0.141007
[2021-06-15 02:39:25,832][root][INFO] - Epoch 23, Itrs 27500/50000, Loss=0.133754
[2021-06-15 02:39:27,872][root][INFO] - Epoch 23, Itrs 27510/50000, Loss=0.144488
[2021-06-15 02:39:29,924][root][INFO] - Epoch 23, Itrs 27520/50000, Loss=0.146024
[2021-06-15 02:39:31,877][root][INFO] - Epoch 23, Itrs 27530/50000, Loss=0.126784
[2021-06-15 02:39:33,924][root][INFO] - Epoch 23, Itrs 27540/50000, Loss=0.137847
[2021-06-15 02:39:35,857][root][INFO] - Epoch 23, Itrs 27550/50000, Loss=0.128777
[2021-06-15 02:39:37,946][root][INFO] - Epoch 23, Itrs 27560/50000, Loss=0.145206
[2021-06-15 02:39:40,002][root][INFO] - Epoch 23, Itrs 27570/50000, Loss=0.151374
[2021-06-15 02:39:42,065][root][INFO] - Epoch 23, Itrs 27580/50000, Loss=0.135176
[2021-06-15 02:39:44,093][root][INFO] - Epoch 23, Itrs 27590/50000, Loss=0.139465
[2021-06-15 02:39:46,093][root][INFO] - Epoch 23, Itrs 27600/50000, Loss=0.138688
[2021-06-15 02:39:48,107][root][INFO] - Epoch 23, Itrs 27610/50000, Loss=0.145722
[2021-06-15 02:39:50,264][root][INFO] - Epoch 23, Itrs 27620/50000, Loss=0.134411
[2021-06-15 02:39:52,225][root][INFO] - Epoch 23, Itrs 27630/50000, Loss=0.143956
[2021-06-15 02:39:54,229][root][INFO] - Epoch 23, Itrs 27640/50000, Loss=0.131988
[2021-06-15 02:39:56,358][root][INFO] - Epoch 23, Itrs 27650/50000, Loss=0.146752
[2021-06-15 02:39:58,363][root][INFO] - Epoch 23, Itrs 27660/50000, Loss=0.141046
[2021-06-15 02:40:00,299][root][INFO] - Epoch 23, Itrs 27670/50000, Loss=0.143868
[2021-06-15 02:40:02,401][root][INFO] - Epoch 23, Itrs 27680/50000, Loss=0.130672
[2021-06-15 02:40:04,345][root][INFO] - Epoch 23, Itrs 27690/50000, Loss=0.139259
[2021-06-15 02:40:06,439][root][INFO] - Epoch 23, Itrs 27700/50000, Loss=0.135909
[2021-06-15 02:40:08,366][root][INFO] - Epoch 23, Itrs 27710/50000, Loss=0.133961
[2021-06-15 02:40:10,419][root][INFO] - Epoch 23, Itrs 27720/50000, Loss=0.133885
[2021-06-15 02:40:12,434][root][INFO] - Epoch 23, Itrs 27730/50000, Loss=0.149090
[2021-06-15 02:40:14,421][root][INFO] - Epoch 23, Itrs 27740/50000, Loss=0.135790
[2021-06-15 02:40:16,398][root][INFO] - Epoch 23, Itrs 27750/50000, Loss=0.141438
[2021-06-15 02:40:18,380][root][INFO] - Epoch 23, Itrs 27760/50000, Loss=0.126996
[2021-06-15 02:40:20,527][root][INFO] - Epoch 23, Itrs 27770/50000, Loss=0.140016
[2021-06-15 02:40:22,497][root][INFO] - Epoch 23, Itrs 27780/50000, Loss=0.139064
[2021-06-15 02:40:24,587][root][INFO] - Epoch 23, Itrs 27790/50000, Loss=0.139216
[2021-06-15 02:40:26,574][root][INFO] - Epoch 23, Itrs 27800/50000, Loss=0.132852
[2021-06-15 02:40:28,597][root][INFO] - Epoch 23, Itrs 27810/50000, Loss=0.124038
[2021-06-15 02:40:30,556][root][INFO] - Epoch 23, Itrs 27820/50000, Loss=0.133058
[2021-06-15 02:40:32,705][root][INFO] - Epoch 23, Itrs 27830/50000, Loss=0.142903
[2021-06-15 02:40:34,621][root][INFO] - Epoch 23, Itrs 27840/50000, Loss=0.154295
[2021-06-15 02:40:36,605][root][INFO] - Epoch 23, Itrs 27850/50000, Loss=0.144094
[2021-06-15 02:40:38,706][root][INFO] - Epoch 23, Itrs 27860/50000, Loss=0.138274
[2021-06-15 02:40:40,706][root][INFO] - Epoch 23, Itrs 27870/50000, Loss=0.135648
[2021-06-15 02:40:42,729][root][INFO] - Epoch 23, Itrs 27880/50000, Loss=0.139695
[2021-06-15 02:40:44,849][root][INFO] - Epoch 23, Itrs 27890/50000, Loss=0.132897
[2021-06-15 02:40:46,846][root][INFO] - Epoch 23, Itrs 27900/50000, Loss=0.153196
[2021-06-15 02:40:48,813][root][INFO] - Epoch 23, Itrs 27910/50000, Loss=0.134170
[2021-06-15 02:40:50,897][root][INFO] - Epoch 23, Itrs 27920/50000, Loss=0.128894
[2021-06-15 02:40:52,992][root][INFO] - Epoch 23, Itrs 27930/50000, Loss=0.137290
[2021-06-15 02:40:54,957][root][INFO] - Epoch 23, Itrs 27940/50000, Loss=0.151858
[2021-06-15 02:40:56,963][root][INFO] - Epoch 23, Itrs 27950/50000, Loss=0.133094
[2021-06-15 02:40:58,981][root][INFO] - Epoch 23, Itrs 27960/50000, Loss=0.143224
[2021-06-15 02:41:01,130][root][INFO] - Epoch 23, Itrs 27970/50000, Loss=0.131250
[2021-06-15 02:41:03,060][root][INFO] - Epoch 23, Itrs 27980/50000, Loss=0.137897
[2021-06-15 02:41:04,806][root][INFO] - Epoch 23, Itrs 27990/50000, Loss=0.141383
[2021-06-15 02:41:09,245][root][INFO] - Epoch 24, Itrs 28000/50000, Loss=0.139361
[2021-06-15 02:41:11,429][root][INFO] - Epoch 24, Itrs 28010/50000, Loss=0.128492
[2021-06-15 02:41:13,509][root][INFO] - Epoch 24, Itrs 28020/50000, Loss=0.137505
[2021-06-15 02:41:15,589][root][INFO] - Epoch 24, Itrs 28030/50000, Loss=0.127577
[2021-06-15 02:41:17,598][root][INFO] - Epoch 24, Itrs 28040/50000, Loss=0.129685
[2021-06-15 02:41:19,685][root][INFO] - Epoch 24, Itrs 28050/50000, Loss=0.137659
[2021-06-15 02:41:21,706][root][INFO] - Epoch 24, Itrs 28060/50000, Loss=0.128330
[2021-06-15 02:41:23,770][root][INFO] - Epoch 24, Itrs 28070/50000, Loss=0.130493
[2021-06-15 02:41:25,843][root][INFO] - Epoch 24, Itrs 28080/50000, Loss=0.143134
[2021-06-15 02:41:27,907][root][INFO] - Epoch 24, Itrs 28090/50000, Loss=0.142252
[2021-06-15 02:41:29,874][root][INFO] - Epoch 24, Itrs 28100/50000, Loss=0.128669
[2021-06-15 02:41:31,928][root][INFO] - Epoch 24, Itrs 28110/50000, Loss=0.134840
[2021-06-15 02:41:34,057][root][INFO] - Epoch 24, Itrs 28120/50000, Loss=0.134978
[2021-06-15 02:41:36,189][root][INFO] - Epoch 24, Itrs 28130/50000, Loss=0.125896
[2021-06-15 02:41:38,282][root][INFO] - Epoch 24, Itrs 28140/50000, Loss=0.130454
[2021-06-15 02:41:40,226][root][INFO] - Epoch 24, Itrs 28150/50000, Loss=0.133612
[2021-06-15 02:41:42,354][root][INFO] - Epoch 24, Itrs 28160/50000, Loss=0.118727
[2021-06-15 02:41:44,369][root][INFO] - Epoch 24, Itrs 28170/50000, Loss=0.129309
[2021-06-15 02:41:46,364][root][INFO] - Epoch 24, Itrs 28180/50000, Loss=0.132178
[2021-06-15 02:41:48,461][root][INFO] - Epoch 24, Itrs 28190/50000, Loss=0.126655
[2021-06-15 02:41:50,527][root][INFO] - Epoch 24, Itrs 28200/50000, Loss=0.131437
[2021-06-15 02:41:52,471][root][INFO] - Epoch 24, Itrs 28210/50000, Loss=0.122741
[2021-06-15 02:41:54,569][root][INFO] - Epoch 24, Itrs 28220/50000, Loss=0.138915
[2021-06-15 02:41:56,583][root][INFO] - Epoch 24, Itrs 28230/50000, Loss=0.145636
[2021-06-15 02:41:58,550][root][INFO] - Epoch 24, Itrs 28240/50000, Loss=0.136267
[2021-06-15 02:42:00,698][root][INFO] - Epoch 24, Itrs 28250/50000, Loss=0.131282
[2021-06-15 02:42:02,754][root][INFO] - Epoch 24, Itrs 28260/50000, Loss=0.131425
[2021-06-15 02:42:04,851][root][INFO] - Epoch 24, Itrs 28270/50000, Loss=0.135297
[2021-06-15 02:42:06,785][root][INFO] - Epoch 24, Itrs 28280/50000, Loss=0.124052
[2021-06-15 02:42:08,877][root][INFO] - Epoch 24, Itrs 28290/50000, Loss=0.137766
[2021-06-15 02:42:10,815][root][INFO] - Epoch 24, Itrs 28300/50000, Loss=0.132866
[2021-06-15 02:42:12,921][root][INFO] - Epoch 24, Itrs 28310/50000, Loss=0.131180
[2021-06-15 02:42:14,851][root][INFO] - Epoch 24, Itrs 28320/50000, Loss=0.122714
[2021-06-15 02:42:16,993][root][INFO] - Epoch 24, Itrs 28330/50000, Loss=0.130907
[2021-06-15 02:42:19,046][root][INFO] - Epoch 24, Itrs 28340/50000, Loss=0.131249
[2021-06-15 02:42:21,110][root][INFO] - Epoch 24, Itrs 28350/50000, Loss=0.122825
[2021-06-15 02:42:23,242][root][INFO] - Epoch 24, Itrs 28360/50000, Loss=0.128725
[2021-06-15 02:42:25,112][root][INFO] - Epoch 24, Itrs 28370/50000, Loss=0.138774
[2021-06-15 02:42:27,139][root][INFO] - Epoch 24, Itrs 28380/50000, Loss=0.143847
[2021-06-15 02:42:29,299][root][INFO] - Epoch 24, Itrs 28390/50000, Loss=0.142204
[2021-06-15 02:42:31,369][root][INFO] - Epoch 24, Itrs 28400/50000, Loss=0.130292
[2021-06-15 02:42:33,372][root][INFO] - Epoch 24, Itrs 28410/50000, Loss=0.134467
[2021-06-15 02:42:35,441][root][INFO] - Epoch 24, Itrs 28420/50000, Loss=0.129080
[2021-06-15 02:42:37,672][root][INFO] - Epoch 24, Itrs 28430/50000, Loss=0.135248
[2021-06-15 02:42:39,587][root][INFO] - Epoch 24, Itrs 28440/50000, Loss=0.128387
[2021-06-15 02:42:41,670][root][INFO] - Epoch 24, Itrs 28450/50000, Loss=0.126162
[2021-06-15 02:42:43,610][root][INFO] - Epoch 24, Itrs 28460/50000, Loss=0.133999
[2021-06-15 02:42:45,702][root][INFO] - Epoch 24, Itrs 28470/50000, Loss=0.133435
[2021-06-15 02:42:47,721][root][INFO] - Epoch 24, Itrs 28480/50000, Loss=0.125235
[2021-06-15 02:42:49,797][root][INFO] - Epoch 24, Itrs 28490/50000, Loss=0.121034
[2021-06-15 02:42:51,816][root][INFO] - Epoch 24, Itrs 28500/50000, Loss=0.139181
[2021-06-15 02:42:53,737][root][INFO] - Epoch 24, Itrs 28510/50000, Loss=0.133197
[2021-06-15 02:42:55,852][root][INFO] - Epoch 24, Itrs 28520/50000, Loss=0.121855
[2021-06-15 02:42:57,751][root][INFO] - Epoch 24, Itrs 28530/50000, Loss=0.139270
[2021-06-15 02:42:59,829][root][INFO] - Epoch 24, Itrs 28540/50000, Loss=0.135190
[2021-06-15 02:43:01,752][root][INFO] - Epoch 24, Itrs 28550/50000, Loss=0.142305
[2021-06-15 02:43:03,988][root][INFO] - Epoch 24, Itrs 28560/50000, Loss=0.134714
[2021-06-15 02:43:06,009][root][INFO] - Epoch 24, Itrs 28570/50000, Loss=0.125517
[2021-06-15 02:43:08,018][root][INFO] - Epoch 24, Itrs 28580/50000, Loss=0.127736
[2021-06-15 02:43:09,991][root][INFO] - Epoch 24, Itrs 28590/50000, Loss=0.124902
[2021-06-15 02:43:11,963][root][INFO] - Epoch 24, Itrs 28600/50000, Loss=0.139209
[2021-06-15 02:43:14,092][root][INFO] - Epoch 24, Itrs 28610/50000, Loss=0.131431
[2021-06-15 02:43:16,075][root][INFO] - Epoch 24, Itrs 28620/50000, Loss=0.135356
[2021-06-15 02:43:18,089][root][INFO] - Epoch 24, Itrs 28630/50000, Loss=0.136203
[2021-06-15 02:43:20,121][root][INFO] - Epoch 24, Itrs 28640/50000, Loss=0.141999
[2021-06-15 02:43:22,268][root][INFO] - Epoch 24, Itrs 28650/50000, Loss=0.122837
[2021-06-15 02:43:24,240][root][INFO] - Epoch 24, Itrs 28660/50000, Loss=0.138688
[2021-06-15 02:43:26,344][root][INFO] - Epoch 24, Itrs 28670/50000, Loss=0.137375
[2021-06-15 02:43:28,292][root][INFO] - Epoch 24, Itrs 28680/50000, Loss=0.125234
[2021-06-15 02:43:30,286][root][INFO] - Epoch 24, Itrs 28690/50000, Loss=0.141398
[2021-06-15 02:43:32,365][root][INFO] - Epoch 24, Itrs 28700/50000, Loss=0.135579
[2021-06-15 02:43:34,231][root][INFO] - Epoch 24, Itrs 28710/50000, Loss=0.137707
[2021-06-15 02:43:36,356][root][INFO] - Epoch 24, Itrs 28720/50000, Loss=0.126158
[2021-06-15 02:43:38,479][root][INFO] - Epoch 24, Itrs 28730/50000, Loss=0.133229
[2021-06-15 02:43:40,466][root][INFO] - Epoch 24, Itrs 28740/50000, Loss=0.128627
[2021-06-15 02:43:42,496][root][INFO] - Epoch 24, Itrs 28750/50000, Loss=0.130637
[2021-06-15 02:43:44,478][root][INFO] - Epoch 24, Itrs 28760/50000, Loss=0.136969
[2021-06-15 02:43:46,594][root][INFO] - Epoch 24, Itrs 28770/50000, Loss=0.124232
[2021-06-15 02:43:48,529][root][INFO] - Epoch 24, Itrs 28780/50000, Loss=0.138898
[2021-06-15 02:43:50,566][root][INFO] - Epoch 24, Itrs 28790/50000, Loss=0.136113
[2021-06-15 02:43:52,453][root][INFO] - Epoch 24, Itrs 28800/50000, Loss=0.128340
[2021-06-15 02:43:54,729][root][INFO] - Epoch 24, Itrs 28810/50000, Loss=0.136162
[2021-06-15 02:43:56,770][root][INFO] - Epoch 24, Itrs 28820/50000, Loss=0.136778
[2021-06-15 02:43:58,821][root][INFO] - Epoch 24, Itrs 28830/50000, Loss=0.135113
[2021-06-15 02:44:00,801][root][INFO] - Epoch 24, Itrs 28840/50000, Loss=0.136791
[2021-06-15 02:44:02,852][root][INFO] - Epoch 24, Itrs 28850/50000, Loss=0.136096
[2021-06-15 02:44:04,829][root][INFO] - Epoch 24, Itrs 28860/50000, Loss=0.133430
[2021-06-15 02:44:06,966][root][INFO] - Epoch 24, Itrs 28870/50000, Loss=0.142897
[2021-06-15 02:44:09,029][root][INFO] - Epoch 24, Itrs 28880/50000, Loss=0.139402
[2021-06-15 02:44:11,055][root][INFO] - Epoch 24, Itrs 28890/50000, Loss=0.140451
[2021-06-15 02:44:13,018][root][INFO] - Epoch 24, Itrs 28900/50000, Loss=0.138910
[2021-06-15 02:44:15,155][root][INFO] - Epoch 24, Itrs 28910/50000, Loss=0.135841
[2021-06-15 02:44:17,181][root][INFO] - Epoch 24, Itrs 28920/50000, Loss=0.135107
[2021-06-15 02:44:19,116][root][INFO] - Epoch 24, Itrs 28930/50000, Loss=0.120292
[2021-06-15 02:44:21,169][root][INFO] - Epoch 24, Itrs 28940/50000, Loss=0.136790
[2021-06-15 02:44:23,154][root][INFO] - Epoch 24, Itrs 28950/50000, Loss=0.126507
[2021-06-15 02:44:25,228][root][INFO] - Epoch 24, Itrs 28960/50000, Loss=0.135982
[2021-06-15 02:44:27,283][root][INFO] - Epoch 24, Itrs 28970/50000, Loss=0.128199
[2021-06-15 02:44:29,329][root][INFO] - Epoch 24, Itrs 28980/50000, Loss=0.128109
[2021-06-15 02:44:31,345][root][INFO] - Epoch 24, Itrs 28990/50000, Loss=0.124922
[2021-06-15 02:44:33,415][root][INFO] - Epoch 24, Itrs 29000/50000, Loss=0.140307
[2021-06-15 02:44:35,495][root][INFO] - Epoch 24, Itrs 29010/50000, Loss=0.127003
[2021-06-15 02:44:37,427][root][INFO] - Epoch 24, Itrs 29020/50000, Loss=0.140422
[2021-06-15 02:44:39,503][root][INFO] - Epoch 24, Itrs 29030/50000, Loss=0.132468
[2021-06-15 02:44:41,558][root][INFO] - Epoch 24, Itrs 29040/50000, Loss=0.136651
[2021-06-15 02:44:43,461][root][INFO] - Epoch 24, Itrs 29050/50000, Loss=0.131647
[2021-06-15 02:44:45,595][root][INFO] - Epoch 24, Itrs 29060/50000, Loss=0.128132
[2021-06-15 02:44:47,701][root][INFO] - Epoch 24, Itrs 29070/50000, Loss=0.130496
[2021-06-15 02:44:49,626][root][INFO] - Epoch 24, Itrs 29080/50000, Loss=0.137754
[2021-06-15 02:44:51,755][root][INFO] - Epoch 24, Itrs 29090/50000, Loss=0.126124
[2021-06-15 02:44:53,793][root][INFO] - Epoch 24, Itrs 29100/50000, Loss=0.137235
[2021-06-15 02:44:55,804][root][INFO] - Epoch 24, Itrs 29110/50000, Loss=0.140235
[2021-06-15 02:44:57,782][root][INFO] - Epoch 24, Itrs 29120/50000, Loss=0.146484
[2021-06-15 02:44:59,838][root][INFO] - Epoch 24, Itrs 29130/50000, Loss=0.144360
[2021-06-15 02:45:01,879][root][INFO] - Epoch 24, Itrs 29140/50000, Loss=0.129725
[2021-06-15 02:45:03,978][root][INFO] - Epoch 24, Itrs 29150/50000, Loss=0.132135
[2021-06-15 02:45:05,981][root][INFO] - Epoch 24, Itrs 29160/50000, Loss=0.135331
[2021-06-15 02:45:07,869][root][INFO] - Epoch 24, Itrs 29170/50000, Loss=0.143327
[2021-06-15 02:45:10,031][root][INFO] - Epoch 24, Itrs 29180/50000, Loss=0.141417
[2021-06-15 02:45:12,106][root][INFO] - Epoch 24, Itrs 29190/50000, Loss=0.140140
[2021-06-15 02:45:13,954][root][INFO] - Epoch 24, Itrs 29200/50000, Loss=0.128828
[2021-06-15 02:45:17,601][root][INFO] - Epoch 25, Itrs 29210/50000, Loss=0.139894
[2021-06-15 02:45:19,758][root][INFO] - Epoch 25, Itrs 29220/50000, Loss=0.132288
[2021-06-15 02:45:22,103][root][INFO] - Epoch 25, Itrs 29230/50000, Loss=0.129684
[2021-06-15 02:45:24,491][root][INFO] - Epoch 25, Itrs 29240/50000, Loss=0.127954
[2021-06-15 02:45:26,547][root][INFO] - Epoch 25, Itrs 29250/50000, Loss=0.138515
[2021-06-15 02:45:28,500][root][INFO] - Epoch 25, Itrs 29260/50000, Loss=0.129264
[2021-06-15 02:45:30,517][root][INFO] - Epoch 25, Itrs 29270/50000, Loss=0.135235
[2021-06-15 02:45:32,548][root][INFO] - Epoch 25, Itrs 29280/50000, Loss=0.125626
[2021-06-15 02:45:34,737][root][INFO] - Epoch 25, Itrs 29290/50000, Loss=0.125847
[2021-06-15 02:45:36,701][root][INFO] - Epoch 25, Itrs 29300/50000, Loss=0.111301
[2021-06-15 02:45:38,752][root][INFO] - Epoch 25, Itrs 29310/50000, Loss=0.135238
[2021-06-15 02:45:40,820][root][INFO] - Epoch 25, Itrs 29320/50000, Loss=0.118942
[2021-06-15 02:45:42,872][root][INFO] - Epoch 25, Itrs 29330/50000, Loss=0.119788
[2021-06-15 02:45:44,922][root][INFO] - Epoch 25, Itrs 29340/50000, Loss=0.126542
[2021-06-15 02:45:46,934][root][INFO] - Epoch 25, Itrs 29350/50000, Loss=0.128776
[2021-06-15 02:45:48,991][root][INFO] - Epoch 25, Itrs 29360/50000, Loss=0.128817
[2021-06-15 02:45:50,895][root][INFO] - Epoch 25, Itrs 29370/50000, Loss=0.133926
[2021-06-15 02:45:52,988][root][INFO] - Epoch 25, Itrs 29380/50000, Loss=0.126973
[2021-06-15 02:45:54,978][root][INFO] - Epoch 25, Itrs 29390/50000, Loss=0.125083
[2021-06-15 02:45:56,981][root][INFO] - Epoch 25, Itrs 29400/50000, Loss=0.128553
[2021-06-15 02:45:58,979][root][INFO] - Epoch 25, Itrs 29410/50000, Loss=0.137365
[2021-06-15 02:46:01,143][root][INFO] - Epoch 25, Itrs 29420/50000, Loss=0.114644
[2021-06-15 02:46:03,180][root][INFO] - Epoch 25, Itrs 29430/50000, Loss=0.132132
[2021-06-15 02:46:05,204][root][INFO] - Epoch 25, Itrs 29440/50000, Loss=0.117820
[2021-06-15 02:46:07,151][root][INFO] - Epoch 25, Itrs 29450/50000, Loss=0.120446
[2021-06-15 02:46:09,151][root][INFO] - Epoch 25, Itrs 29460/50000, Loss=0.132359
[2021-06-15 02:46:11,159][root][INFO] - Epoch 25, Itrs 29470/50000, Loss=0.128942
[2021-06-15 02:46:13,322][root][INFO] - Epoch 25, Itrs 29480/50000, Loss=0.131997
[2021-06-15 02:46:15,370][root][INFO] - Epoch 25, Itrs 29490/50000, Loss=0.134330
[2021-06-15 02:46:17,364][root][INFO] - Epoch 25, Itrs 29500/50000, Loss=0.128985
[2021-06-15 02:46:19,363][root][INFO] - Epoch 25, Itrs 29510/50000, Loss=0.140078
[2021-06-15 02:46:21,435][root][INFO] - Epoch 25, Itrs 29520/50000, Loss=0.134044
[2021-06-15 02:46:23,477][root][INFO] - Epoch 25, Itrs 29530/50000, Loss=0.133790
[2021-06-15 02:46:25,465][root][INFO] - Epoch 25, Itrs 29540/50000, Loss=0.136846
[2021-06-15 02:46:27,590][root][INFO] - Epoch 25, Itrs 29550/50000, Loss=0.117319
[2021-06-15 02:46:29,571][root][INFO] - Epoch 25, Itrs 29560/50000, Loss=0.120874
[2021-06-15 02:46:31,631][root][INFO] - Epoch 25, Itrs 29570/50000, Loss=0.142306
[2021-06-15 02:46:33,628][root][INFO] - Epoch 25, Itrs 29580/50000, Loss=0.135898
[2021-06-15 02:46:35,755][root][INFO] - Epoch 25, Itrs 29590/50000, Loss=0.136956
[2021-06-15 02:46:37,740][root][INFO] - Epoch 25, Itrs 29600/50000, Loss=0.133812
[2021-06-15 02:46:39,721][root][INFO] - Epoch 25, Itrs 29610/50000, Loss=0.128465
[2021-06-15 02:46:41,844][root][INFO] - Epoch 25, Itrs 29620/50000, Loss=0.128736
[2021-06-15 02:46:43,954][root][INFO] - Epoch 25, Itrs 29630/50000, Loss=0.121641
[2021-06-15 02:46:45,910][root][INFO] - Epoch 25, Itrs 29640/50000, Loss=0.120490
[2021-06-15 02:46:47,922][root][INFO] - Epoch 25, Itrs 29650/50000, Loss=0.127285
[2021-06-15 02:46:49,994][root][INFO] - Epoch 25, Itrs 29660/50000, Loss=0.128966
[2021-06-15 02:46:51,943][root][INFO] - Epoch 25, Itrs 29670/50000, Loss=0.129538
[2021-06-15 02:46:54,006][root][INFO] - Epoch 25, Itrs 29680/50000, Loss=0.149285
[2021-06-15 02:46:56,061][root][INFO] - Epoch 25, Itrs 29690/50000, Loss=0.135538
[2021-06-15 02:46:58,126][root][INFO] - Epoch 25, Itrs 29700/50000, Loss=0.125413
[2021-06-15 02:47:00,115][root][INFO] - Epoch 25, Itrs 29710/50000, Loss=0.129911
[2021-06-15 02:47:02,192][root][INFO] - Epoch 25, Itrs 29720/50000, Loss=0.124911
[2021-06-15 02:47:04,319][root][INFO] - Epoch 25, Itrs 29730/50000, Loss=0.131179
[2021-06-15 02:47:06,356][root][INFO] - Epoch 25, Itrs 29740/50000, Loss=0.128763
[2021-06-15 02:47:08,299][root][INFO] - Epoch 25, Itrs 29750/50000, Loss=0.127831
[2021-06-15 02:47:10,375][root][INFO] - Epoch 25, Itrs 29760/50000, Loss=0.115588
[2021-06-15 02:47:12,405][root][INFO] - Epoch 25, Itrs 29770/50000, Loss=0.126058
[2021-06-15 02:47:14,413][root][INFO] - Epoch 25, Itrs 29780/50000, Loss=0.129593
[2021-06-15 02:47:16,508][root][INFO] - Epoch 25, Itrs 29790/50000, Loss=0.129042
[2021-06-15 02:47:18,442][root][INFO] - Epoch 25, Itrs 29800/50000, Loss=0.147278
[2021-06-15 02:47:20,455][root][INFO] - Epoch 25, Itrs 29810/50000, Loss=0.137470
[2021-06-15 02:47:22,534][root][INFO] - Epoch 25, Itrs 29820/50000, Loss=0.126665
[2021-06-15 02:47:24,539][root][INFO] - Epoch 25, Itrs 29830/50000, Loss=0.135588
[2021-06-15 02:47:26,583][root][INFO] - Epoch 25, Itrs 29840/50000, Loss=0.127700
[2021-06-15 02:47:28,633][root][INFO] - Epoch 25, Itrs 29850/50000, Loss=0.127867
[2021-06-15 02:47:30,606][root][INFO] - Epoch 25, Itrs 29860/50000, Loss=0.125706
[2021-06-15 02:47:32,636][root][INFO] - Epoch 25, Itrs 29870/50000, Loss=0.116060
[2021-06-15 02:47:34,638][root][INFO] - Epoch 25, Itrs 29880/50000, Loss=0.140618
[2021-06-15 02:47:36,812][root][INFO] - Epoch 25, Itrs 29890/50000, Loss=0.131170
[2021-06-15 02:47:38,781][root][INFO] - Epoch 25, Itrs 29900/50000, Loss=0.134693
[2021-06-15 02:47:40,756][root][INFO] - Epoch 25, Itrs 29910/50000, Loss=0.127013
[2021-06-15 02:47:42,838][root][INFO] - Epoch 25, Itrs 29920/50000, Loss=0.125478
[2021-06-15 02:47:44,982][root][INFO] - Epoch 25, Itrs 29930/50000, Loss=0.115370
[2021-06-15 02:47:46,996][root][INFO] - Epoch 25, Itrs 29940/50000, Loss=0.134081
[2021-06-15 02:47:48,982][root][INFO] - Epoch 25, Itrs 29950/50000, Loss=0.118408
[2021-06-15 02:47:50,894][root][INFO] - Epoch 25, Itrs 29960/50000, Loss=0.138929
[2021-06-15 02:47:52,997][root][INFO] - Epoch 25, Itrs 29970/50000, Loss=0.130717
[2021-06-15 02:47:55,079][root][INFO] - Epoch 25, Itrs 29980/50000, Loss=0.127792
[2021-06-15 02:47:57,069][root][INFO] - Epoch 25, Itrs 29990/50000, Loss=0.135696
[2021-06-15 02:47:59,175][root][INFO] - Epoch 25, Itrs 30000/50000, Loss=0.126794
[2021-06-15 02:47:59,177][root][INFO] - validation...
[2021-06-15 02:48:01,060][root][INFO] - 0/340
[2021-06-15 02:48:01,260][root][INFO] - 1/340
[2021-06-15 02:48:01,403][root][INFO] - 2/340
[2021-06-15 02:48:01,553][root][INFO] - 3/340
[2021-06-15 02:48:01,667][root][INFO] - 4/340
[2021-06-15 02:48:01,784][root][INFO] - 5/340
[2021-06-15 02:48:01,860][root][INFO] - 6/340
[2021-06-15 02:48:01,935][root][INFO] - 7/340
[2021-06-15 02:48:02,160][root][INFO] - 8/340
[2021-06-15 02:48:02,350][root][INFO] - 9/340
[2021-06-15 02:48:02,472][root][INFO] - 10/340
[2021-06-15 02:48:02,622][root][INFO] - 11/340
[2021-06-15 02:48:02,713][root][INFO] - 12/340
[2021-06-15 02:48:02,854][root][INFO] - 13/340
[2021-06-15 02:48:02,965][root][INFO] - 14/340
[2021-06-15 02:48:03,084][root][INFO] - 15/340
[2021-06-15 02:48:03,464][root][INFO] - 16/340
[2021-06-15 02:48:03,632][root][INFO] - 17/340
[2021-06-15 02:48:03,723][root][INFO] - 18/340
[2021-06-15 02:48:03,835][root][INFO] - 19/340
[2021-06-15 02:48:03,942][root][INFO] - 20/340
[2021-06-15 02:48:04,083][root][INFO] - 21/340
[2021-06-15 02:48:04,227][root][INFO] - 22/340
[2021-06-15 02:48:04,382][root][INFO] - 23/340
[2021-06-15 02:48:04,642][root][INFO] - 24/340
[2021-06-15 02:48:05,023][root][INFO] - 25/340
[2021-06-15 02:48:05,146][root][INFO] - 26/340
[2021-06-15 02:48:05,277][root][INFO] - 27/340
[2021-06-15 02:48:05,375][root][INFO] - 28/340
[2021-06-15 02:48:05,503][root][INFO] - 29/340
[2021-06-15 02:48:05,624][root][INFO] - 30/340
[2021-06-15 02:48:05,706][root][INFO] - 31/340
[2021-06-15 02:48:05,877][root][INFO] - 32/340
[2021-06-15 02:48:06,406][root][INFO] - 33/340
[2021-06-15 02:48:06,563][root][INFO] - 34/340
[2021-06-15 02:48:06,701][root][INFO] - 35/340
[2021-06-15 02:48:06,845][root][INFO] - 36/340
[2021-06-15 02:48:06,929][root][INFO] - 37/340
[2021-06-15 02:48:07,004][root][INFO] - 38/340
[2021-06-15 02:48:07,149][root][INFO] - 39/340
[2021-06-15 02:48:07,307][root][INFO] - 40/340
[2021-06-15 02:48:07,820][root][INFO] - 41/340
[2021-06-15 02:48:07,993][root][INFO] - 42/340
[2021-06-15 02:48:08,156][root][INFO] - 43/340
[2021-06-15 02:48:08,293][root][INFO] - 44/340
[2021-06-15 02:48:08,410][root][INFO] - 45/340
[2021-06-15 02:48:08,521][root][INFO] - 46/340
[2021-06-15 02:48:08,639][root][INFO] - 47/340
[2021-06-15 02:48:08,775][root][INFO] - 48/340
[2021-06-15 02:48:09,195][root][INFO] - 49/340
[2021-06-15 02:48:09,344][root][INFO] - 50/340
[2021-06-15 02:48:09,508][root][INFO] - 51/340
[2021-06-15 02:48:09,653][root][INFO] - 52/340
[2021-06-15 02:48:09,757][root][INFO] - 53/340
[2021-06-15 02:48:09,884][root][INFO] - 54/340
[2021-06-15 02:48:09,976][root][INFO] - 55/340
[2021-06-15 02:48:10,053][root][INFO] - 56/340
[2021-06-15 02:48:10,380][root][INFO] - 57/340
[2021-06-15 02:48:10,501][root][INFO] - 58/340
[2021-06-15 02:48:10,636][root][INFO] - 59/340
[2021-06-15 02:48:10,818][root][INFO] - 60/340
[2021-06-15 02:48:10,957][root][INFO] - 61/340
[2021-06-15 02:48:11,149][root][INFO] - 62/340
[2021-06-15 02:48:11,273][root][INFO] - 63/340
[2021-06-15 02:48:11,408][root][INFO] - 64/340
[2021-06-15 02:48:11,627][root][INFO] - 65/340
[2021-06-15 02:48:11,751][root][INFO] - 66/340
[2021-06-15 02:48:11,893][root][INFO] - 67/340
[2021-06-15 02:48:12,049][root][INFO] - 68/340
[2021-06-15 02:48:12,208][root][INFO] - 69/340
[2021-06-15 02:48:12,326][root][INFO] - 70/340
[2021-06-15 02:48:12,441][root][INFO] - 71/340
[2021-06-15 02:48:12,552][root][INFO] - 72/340
[2021-06-15 02:48:12,701][root][INFO] - 73/340
[2021-06-15 02:48:12,819][root][INFO] - 74/340
[2021-06-15 02:48:12,969][root][INFO] - 75/340
[2021-06-15 02:48:13,155][root][INFO] - 76/340
[2021-06-15 02:48:13,329][root][INFO] - 77/340
[2021-06-15 02:48:13,503][root][INFO] - 78/340
[2021-06-15 02:48:13,630][root][INFO] - 79/340
[2021-06-15 02:48:13,775][root][INFO] - 80/340
[2021-06-15 02:48:14,092][root][INFO] - 81/340
[2021-06-15 02:48:14,219][root][INFO] - 82/340
[2021-06-15 02:48:14,336][root][INFO] - 83/340
[2021-06-15 02:48:14,481][root][INFO] - 84/340
[2021-06-15 02:48:14,586][root][INFO] - 85/340
[2021-06-15 02:48:14,715][root][INFO] - 86/340
[2021-06-15 02:48:14,856][root][INFO] - 87/340
[2021-06-15 02:48:14,989][root][INFO] - 88/340
[2021-06-15 02:48:15,230][root][INFO] - 89/340
[2021-06-15 02:48:15,319][root][INFO] - 90/340
[2021-06-15 02:48:15,425][root][INFO] - 91/340
[2021-06-15 02:48:15,523][root][INFO] - 92/340
[2021-06-15 02:48:15,647][root][INFO] - 93/340
[2021-06-15 02:48:15,770][root][INFO] - 94/340
[2021-06-15 02:48:15,925][root][INFO] - 95/340
[2021-06-15 02:48:16,077][root][INFO] - 96/340
[2021-06-15 02:48:16,381][root][INFO] - 97/340
[2021-06-15 02:48:16,478][root][INFO] - 98/340
[2021-06-15 02:48:16,580][root][INFO] - 99/340
[2021-06-15 02:48:16,699][root][INFO] - 100/340
[2021-06-15 02:48:16,818][root][INFO] - 101/340
[2021-06-15 02:48:16,952][root][INFO] - 102/340
[2021-06-15 02:48:17,096][root][INFO] - 103/340
[2021-06-15 02:48:17,228][root][INFO] - 104/340
[2021-06-15 02:48:17,560][root][INFO] - 105/340
[2021-06-15 02:48:17,723][root][INFO] - 106/340
[2021-06-15 02:48:17,858][root][INFO] - 107/340
[2021-06-15 02:48:17,967][root][INFO] - 108/340
[2021-06-15 02:48:18,102][root][INFO] - 109/340
[2021-06-15 02:48:18,224][root][INFO] - 110/340
[2021-06-15 02:48:18,377][root][INFO] - 111/340
[2021-06-15 02:48:18,551][root][INFO] - 112/340
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[2021-06-15 02:48:53,326][root][INFO] - miou: 0.6129544274400572
[2021-06-15 02:48:55,175][root][INFO] - Epoch 25, Itrs 30010/50000, Loss=0.121790
[2021-06-15 02:48:57,148][root][INFO] - Epoch 25, Itrs 30020/50000, Loss=0.133258
[2021-06-15 02:48:59,084][root][INFO] - Epoch 25, Itrs 30030/50000, Loss=0.124628
[2021-06-15 02:49:01,261][root][INFO] - Epoch 25, Itrs 30040/50000, Loss=0.134712
[2021-06-15 02:49:03,273][root][INFO] - Epoch 25, Itrs 30050/50000, Loss=0.128141
[2021-06-15 02:49:05,159][root][INFO] - Epoch 25, Itrs 30060/50000, Loss=0.134680
[2021-06-15 02:49:07,245][root][INFO] - Epoch 25, Itrs 30070/50000, Loss=0.132029
[2021-06-15 02:49:09,329][root][INFO] - Epoch 25, Itrs 30080/50000, Loss=0.123090
[2021-06-15 02:49:11,307][root][INFO] - Epoch 25, Itrs 30090/50000, Loss=0.128858
[2021-06-15 02:49:13,292][root][INFO] - Epoch 25, Itrs 30100/50000, Loss=0.149487
[2021-06-15 02:49:15,394][root][INFO] - Epoch 25, Itrs 30110/50000, Loss=0.120712
[2021-06-15 02:49:17,448][root][INFO] - Epoch 25, Itrs 30120/50000, Loss=0.125812
[2021-06-15 02:49:19,381][root][INFO] - Epoch 25, Itrs 30130/50000, Loss=0.127266
[2021-06-15 02:49:21,363][root][INFO] - Epoch 25, Itrs 30140/50000, Loss=0.140987
[2021-06-15 02:49:23,445][root][INFO] - Epoch 25, Itrs 30150/50000, Loss=0.138907
[2021-06-15 02:49:25,506][root][INFO] - Epoch 25, Itrs 30160/50000, Loss=0.133221
[2021-06-15 02:49:27,613][root][INFO] - Epoch 25, Itrs 30170/50000, Loss=0.133733
[2021-06-15 02:49:29,473][root][INFO] - Epoch 25, Itrs 30180/50000, Loss=0.140526
[2021-06-15 02:49:31,609][root][INFO] - Epoch 25, Itrs 30190/50000, Loss=0.134727
[2021-06-15 02:49:33,540][root][INFO] - Epoch 25, Itrs 30200/50000, Loss=0.122059
[2021-06-15 02:49:35,639][root][INFO] - Epoch 25, Itrs 30210/50000, Loss=0.128617
[2021-06-15 02:49:37,709][root][INFO] - Epoch 25, Itrs 30220/50000, Loss=0.122543
[2021-06-15 02:49:39,668][root][INFO] - Epoch 25, Itrs 30230/50000, Loss=0.130652
[2021-06-15 02:49:41,728][root][INFO] - Epoch 25, Itrs 30240/50000, Loss=0.124915
[2021-06-15 02:49:43,799][root][INFO] - Epoch 25, Itrs 30250/50000, Loss=0.130084
[2021-06-15 02:49:45,759][root][INFO] - Epoch 25, Itrs 30260/50000, Loss=0.138247
[2021-06-15 02:49:47,784][root][INFO] - Epoch 25, Itrs 30270/50000, Loss=0.129096
[2021-06-15 02:49:49,822][root][INFO] - Epoch 25, Itrs 30280/50000, Loss=0.140380
[2021-06-15 02:49:51,789][root][INFO] - Epoch 25, Itrs 30290/50000, Loss=0.130231
[2021-06-15 02:49:53,801][root][INFO] - Epoch 25, Itrs 30300/50000, Loss=0.143896
[2021-06-15 02:49:55,807][root][INFO] - Epoch 25, Itrs 30310/50000, Loss=0.123143
[2021-06-15 02:49:57,762][root][INFO] - Epoch 25, Itrs 30320/50000, Loss=0.131520
[2021-06-15 02:49:59,812][root][INFO] - Epoch 25, Itrs 30330/50000, Loss=0.127610
[2021-06-15 02:50:01,933][root][INFO] - Epoch 25, Itrs 30340/50000, Loss=0.134269
[2021-06-15 02:50:03,947][root][INFO] - Epoch 25, Itrs 30350/50000, Loss=0.126400
[2021-06-15 02:50:05,805][root][INFO] - Epoch 25, Itrs 30360/50000, Loss=0.125595
[2021-06-15 02:50:07,874][root][INFO] - Epoch 25, Itrs 30370/50000, Loss=0.147956
[2021-06-15 02:50:09,874][root][INFO] - Epoch 25, Itrs 30380/50000, Loss=0.123214
[2021-06-15 02:50:11,992][root][INFO] - Epoch 25, Itrs 30390/50000, Loss=0.136840
[2021-06-15 02:50:13,891][root][INFO] - Epoch 25, Itrs 30400/50000, Loss=0.127305
[2021-06-15 02:50:15,997][root][INFO] - Epoch 25, Itrs 30410/50000, Loss=0.134479
[2021-06-15 02:50:17,740][root][INFO] - Epoch 25, Itrs 30420/50000, Loss=0.124734
[2021-06-15 02:50:21,650][root][INFO] - Epoch 26, Itrs 30430/50000, Loss=0.119994
[2021-06-15 02:50:23,920][root][INFO] - Epoch 26, Itrs 30440/50000, Loss=0.134617
[2021-06-15 02:50:26,199][root][INFO] - Epoch 26, Itrs 30450/50000, Loss=0.127678
[2021-06-15 02:50:28,488][root][INFO] - Epoch 26, Itrs 30460/50000, Loss=0.133572
[2021-06-15 02:50:30,559][root][INFO] - Epoch 26, Itrs 30470/50000, Loss=0.127062
[2021-06-15 02:50:32,503][root][INFO] - Epoch 26, Itrs 30480/50000, Loss=0.119694
[2021-06-15 02:50:34,637][root][INFO] - Epoch 26, Itrs 30490/50000, Loss=0.116550
[2021-06-15 02:50:36,633][root][INFO] - Epoch 26, Itrs 30500/50000, Loss=0.129024
[2021-06-15 02:50:38,679][root][INFO] - Epoch 26, Itrs 30510/50000, Loss=0.119491
[2021-06-15 02:50:40,816][root][INFO] - Epoch 26, Itrs 30520/50000, Loss=0.121725
[2021-06-15 02:50:42,827][root][INFO] - Epoch 26, Itrs 30530/50000, Loss=0.108951
[2021-06-15 02:50:44,913][root][INFO] - Epoch 26, Itrs 30540/50000, Loss=0.127450
[2021-06-15 02:50:46,951][root][INFO] - Epoch 26, Itrs 30550/50000, Loss=0.134194
[2021-06-15 02:50:48,942][root][INFO] - Epoch 26, Itrs 30560/50000, Loss=0.115381
[2021-06-15 02:50:51,083][root][INFO] - Epoch 26, Itrs 30570/50000, Loss=0.134339
[2021-06-15 02:50:53,179][root][INFO] - Epoch 26, Itrs 30580/50000, Loss=0.130589
[2021-06-15 02:50:55,170][root][INFO] - Epoch 26, Itrs 30590/50000, Loss=0.133153
[2021-06-15 02:50:57,177][root][INFO] - Epoch 26, Itrs 30600/50000, Loss=0.135501
[2021-06-15 02:50:59,294][root][INFO] - Epoch 26, Itrs 30610/50000, Loss=0.128947
[2021-06-15 02:51:01,249][root][INFO] - Epoch 26, Itrs 30620/50000, Loss=0.116037
[2021-06-15 02:51:03,219][root][INFO] - Epoch 26, Itrs 30630/50000, Loss=0.141737
[2021-06-15 02:51:05,237][root][INFO] - Epoch 26, Itrs 30640/50000, Loss=0.132150
[2021-06-15 02:51:07,333][root][INFO] - Epoch 26, Itrs 30650/50000, Loss=0.123154
[2021-06-15 02:51:09,318][root][INFO] - Epoch 26, Itrs 30660/50000, Loss=0.121755
[2021-06-15 02:51:11,419][root][INFO] - Epoch 26, Itrs 30670/50000, Loss=0.129774
[2021-06-15 02:51:13,470][root][INFO] - Epoch 26, Itrs 30680/50000, Loss=0.132022
[2021-06-15 02:51:15,477][root][INFO] - Epoch 26, Itrs 30690/50000, Loss=0.128979
[2021-06-15 02:51:17,605][root][INFO] - Epoch 26, Itrs 30700/50000, Loss=0.133108
[2021-06-15 02:51:19,592][root][INFO] - Epoch 26, Itrs 30710/50000, Loss=0.132877
[2021-06-15 02:51:21,643][root][INFO] - Epoch 26, Itrs 30720/50000, Loss=0.123406
[2021-06-15 02:51:23,681][root][INFO] - Epoch 26, Itrs 30730/50000, Loss=0.120427
[2021-06-15 02:51:25,706][root][INFO] - Epoch 26, Itrs 30740/50000, Loss=0.119653
[2021-06-15 02:51:27,671][root][INFO] - Epoch 26, Itrs 30750/50000, Loss=0.139545
[2021-06-15 02:51:29,718][root][INFO] - Epoch 26, Itrs 30760/50000, Loss=0.128091
[2021-06-15 02:51:31,622][root][INFO] - Epoch 26, Itrs 30770/50000, Loss=0.121236
[2021-06-15 02:51:33,705][root][INFO] - Epoch 26, Itrs 30780/50000, Loss=0.115110
[2021-06-15 02:51:35,771][root][INFO] - Epoch 26, Itrs 30790/50000, Loss=0.117611
[2021-06-15 02:51:37,912][root][INFO] - Epoch 26, Itrs 30800/50000, Loss=0.132262
[2021-06-15 02:51:39,812][root][INFO] - Epoch 26, Itrs 30810/50000, Loss=0.128172
[2021-06-15 02:51:41,895][root][INFO] - Epoch 26, Itrs 30820/50000, Loss=0.129111
[2021-06-15 02:51:44,014][root][INFO] - Epoch 26, Itrs 30830/50000, Loss=0.126577
[2021-06-15 02:51:45,970][root][INFO] - Epoch 26, Itrs 30840/50000, Loss=0.127312
[2021-06-15 02:51:48,027][root][INFO] - Epoch 26, Itrs 30850/50000, Loss=0.131106
[2021-06-15 02:51:49,996][root][INFO] - Epoch 26, Itrs 30860/50000, Loss=0.124879
[2021-06-15 02:51:52,122][root][INFO] - Epoch 26, Itrs 30870/50000, Loss=0.126298
[2021-06-15 02:51:54,068][root][INFO] - Epoch 26, Itrs 30880/50000, Loss=0.121709
[2021-06-15 02:51:56,028][root][INFO] - Epoch 26, Itrs 30890/50000, Loss=0.131144
[2021-06-15 02:51:58,117][root][INFO] - Epoch 26, Itrs 30900/50000, Loss=0.119327
[2021-06-15 02:52:00,137][root][INFO] - Epoch 26, Itrs 30910/50000, Loss=0.116535
[2021-06-15 02:52:02,079][root][INFO] - Epoch 26, Itrs 30920/50000, Loss=0.132587
[2021-06-15 02:52:04,219][root][INFO] - Epoch 26, Itrs 30930/50000, Loss=0.132986
[2021-06-15 02:52:06,181][root][INFO] - Epoch 26, Itrs 30940/50000, Loss=0.114480
[2021-06-15 02:52:08,202][root][INFO] - Epoch 26, Itrs 30950/50000, Loss=0.116646
[2021-06-15 02:52:10,304][root][INFO] - Epoch 26, Itrs 30960/50000, Loss=0.115987
[2021-06-15 02:52:12,232][root][INFO] - Epoch 26, Itrs 30970/50000, Loss=0.116180
[2021-06-15 02:52:14,330][root][INFO] - Epoch 26, Itrs 30980/50000, Loss=0.129480
[2021-06-15 02:52:16,387][root][INFO] - Epoch 26, Itrs 30990/50000, Loss=0.126451
[2021-06-15 02:52:18,398][root][INFO] - Epoch 26, Itrs 31000/50000, Loss=0.140609
[2021-06-15 02:52:20,410][root][INFO] - Epoch 26, Itrs 31010/50000, Loss=0.126173
[2021-06-15 02:52:22,396][root][INFO] - Epoch 26, Itrs 31020/50000, Loss=0.135416
[2021-06-15 02:52:24,338][root][INFO] - Epoch 26, Itrs 31030/50000, Loss=0.125540
[2021-06-15 02:52:26,458][root][INFO] - Epoch 26, Itrs 31040/50000, Loss=0.127582
[2021-06-15 02:52:28,538][root][INFO] - Epoch 26, Itrs 31050/50000, Loss=0.145799
[2021-06-15 02:52:30,697][root][INFO] - Epoch 26, Itrs 31060/50000, Loss=0.123372
[2021-06-15 02:52:32,660][root][INFO] - Epoch 26, Itrs 31070/50000, Loss=0.124266
[2021-06-15 02:52:34,664][root][INFO] - Epoch 26, Itrs 31080/50000, Loss=0.135215
[2021-06-15 02:52:36,765][root][INFO] - Epoch 26, Itrs 31090/50000, Loss=0.120935
[2021-06-15 02:52:38,770][root][INFO] - Epoch 26, Itrs 31100/50000, Loss=0.125306
[2021-06-15 02:52:40,726][root][INFO] - Epoch 26, Itrs 31110/50000, Loss=0.123747
[2021-06-15 02:52:42,873][root][INFO] - Epoch 26, Itrs 31120/50000, Loss=0.126728
[2021-06-15 02:52:44,802][root][INFO] - Epoch 26, Itrs 31130/50000, Loss=0.124213
[2021-06-15 02:52:46,866][root][INFO] - Epoch 26, Itrs 31140/50000, Loss=0.127544
[2021-06-15 02:52:49,065][root][INFO] - Epoch 26, Itrs 31150/50000, Loss=0.128853
[2021-06-15 02:52:51,042][root][INFO] - Epoch 26, Itrs 31160/50000, Loss=0.130430
[2021-06-15 02:52:53,013][root][INFO] - Epoch 26, Itrs 31170/50000, Loss=0.131717
[2021-06-15 02:52:55,156][root][INFO] - Epoch 26, Itrs 31180/50000, Loss=0.136936
[2021-06-15 02:52:57,069][root][INFO] - Epoch 26, Itrs 31190/50000, Loss=0.121036
[2021-06-15 02:52:59,288][root][INFO] - Epoch 26, Itrs 31200/50000, Loss=0.113412
[2021-06-15 02:53:01,304][root][INFO] - Epoch 26, Itrs 31210/50000, Loss=0.120591
[2021-06-15 02:53:03,210][root][INFO] - Epoch 26, Itrs 31220/50000, Loss=0.141825
[2021-06-15 02:53:05,269][root][INFO] - Epoch 26, Itrs 31230/50000, Loss=0.123777
[2021-06-15 02:53:07,345][root][INFO] - Epoch 26, Itrs 31240/50000, Loss=0.104701
[2021-06-15 02:53:09,278][root][INFO] - Epoch 26, Itrs 31250/50000, Loss=0.121718
[2021-06-15 02:53:11,259][root][INFO] - Epoch 26, Itrs 31260/50000, Loss=0.132510
[2021-06-15 02:53:13,321][root][INFO] - Epoch 26, Itrs 31270/50000, Loss=0.136632
[2021-06-15 02:53:15,354][root][INFO] - Epoch 26, Itrs 31280/50000, Loss=0.132075
[2021-06-15 02:53:17,419][root][INFO] - Epoch 26, Itrs 31290/50000, Loss=0.136708
[2021-06-15 02:53:19,405][root][INFO] - Epoch 26, Itrs 31300/50000, Loss=0.123706
[2021-06-15 02:53:21,337][root][INFO] - Epoch 26, Itrs 31310/50000, Loss=0.127485
[2021-06-15 02:53:23,410][root][INFO] - Epoch 26, Itrs 31320/50000, Loss=0.126029
[2021-06-15 02:53:25,481][root][INFO] - Epoch 26, Itrs 31330/50000, Loss=0.125818
[2021-06-15 02:53:27,373][root][INFO] - Epoch 26, Itrs 31340/50000, Loss=0.136076
[2021-06-15 02:53:29,427][root][INFO] - Epoch 26, Itrs 31350/50000, Loss=0.122565
[2021-06-15 02:53:31,400][root][INFO] - Epoch 26, Itrs 31360/50000, Loss=0.122642
[2021-06-15 02:53:33,480][root][INFO] - Epoch 26, Itrs 31370/50000, Loss=0.126352
[2021-06-15 02:53:35,543][root][INFO] - Epoch 26, Itrs 31380/50000, Loss=0.124763
[2021-06-15 02:53:37,526][root][INFO] - Epoch 26, Itrs 31390/50000, Loss=0.115945
[2021-06-15 02:53:39,566][root][INFO] - Epoch 26, Itrs 31400/50000, Loss=0.128902
[2021-06-15 02:53:41,545][root][INFO] - Epoch 26, Itrs 31410/50000, Loss=0.144223
[2021-06-15 02:53:43,617][root][INFO] - Epoch 26, Itrs 31420/50000, Loss=0.126059
[2021-06-15 02:53:45,713][root][INFO] - Epoch 26, Itrs 31430/50000, Loss=0.123576
[2021-06-15 02:53:47,742][root][INFO] - Epoch 26, Itrs 31440/50000, Loss=0.119043
[2021-06-15 02:53:49,763][root][INFO] - Epoch 26, Itrs 31450/50000, Loss=0.131998
[2021-06-15 02:53:51,851][root][INFO] - Epoch 26, Itrs 31460/50000, Loss=0.117733
[2021-06-15 02:53:53,819][root][INFO] - Epoch 26, Itrs 31470/50000, Loss=0.136588
[2021-06-15 02:53:55,886][root][INFO] - Epoch 26, Itrs 31480/50000, Loss=0.118774
[2021-06-15 02:53:57,847][root][INFO] - Epoch 26, Itrs 31490/50000, Loss=0.125974
[2021-06-15 02:53:59,906][root][INFO] - Epoch 26, Itrs 31500/50000, Loss=0.126595
[2021-06-15 02:54:01,873][root][INFO] - Epoch 26, Itrs 31510/50000, Loss=0.129559
[2021-06-15 02:54:03,990][root][INFO] - Epoch 26, Itrs 31520/50000, Loss=0.128350
[2021-06-15 02:54:05,865][root][INFO] - Epoch 26, Itrs 31530/50000, Loss=0.129354
[2021-06-15 02:54:08,035][root][INFO] - Epoch 26, Itrs 31540/50000, Loss=0.122797
[2021-06-15 02:54:09,990][root][INFO] - Epoch 26, Itrs 31550/50000, Loss=0.135453
[2021-06-15 02:54:11,905][root][INFO] - Epoch 26, Itrs 31560/50000, Loss=0.121567
[2021-06-15 02:54:14,030][root][INFO] - Epoch 26, Itrs 31570/50000, Loss=0.135202
[2021-06-15 02:54:16,002][root][INFO] - Epoch 26, Itrs 31580/50000, Loss=0.128968
[2021-06-15 02:54:17,999][root][INFO] - Epoch 26, Itrs 31590/50000, Loss=0.129458
[2021-06-15 02:54:20,142][root][INFO] - Epoch 26, Itrs 31600/50000, Loss=0.122496
[2021-06-15 02:54:22,235][root][INFO] - Epoch 26, Itrs 31610/50000, Loss=0.126417
[2021-06-15 02:54:24,207][root][INFO] - Epoch 26, Itrs 31620/50000, Loss=0.126811
[2021-06-15 02:54:26,122][root][INFO] - Epoch 26, Itrs 31630/50000, Loss=0.129964
[2021-06-15 02:54:27,866][root][INFO] - Epoch 26, Itrs 31640/50000, Loss=0.131131
[2021-06-15 02:54:32,054][root][INFO] - Epoch 27, Itrs 31650/50000, Loss=0.133385
[2021-06-15 02:54:34,296][root][INFO] - Epoch 27, Itrs 31660/50000, Loss=0.115840
[2021-06-15 02:54:36,512][root][INFO] - Epoch 27, Itrs 31670/50000, Loss=0.125113
[2021-06-15 02:54:38,657][root][INFO] - Epoch 27, Itrs 31680/50000, Loss=0.119979
[2021-06-15 02:54:40,555][root][INFO] - Epoch 27, Itrs 31690/50000, Loss=0.115448
[2021-06-15 02:54:42,704][root][INFO] - Epoch 27, Itrs 31700/50000, Loss=0.119589
[2021-06-15 02:54:44,814][root][INFO] - Epoch 27, Itrs 31710/50000, Loss=0.130901
[2021-06-15 02:54:46,956][root][INFO] - Epoch 27, Itrs 31720/50000, Loss=0.123852
[2021-06-15 02:54:48,919][root][INFO] - Epoch 27, Itrs 31730/50000, Loss=0.122425
[2021-06-15 02:54:50,886][root][INFO] - Epoch 27, Itrs 31740/50000, Loss=0.121397
[2021-06-15 02:54:52,888][root][INFO] - Epoch 27, Itrs 31750/50000, Loss=0.121599
[2021-06-15 02:54:55,008][root][INFO] - Epoch 27, Itrs 31760/50000, Loss=0.112879
[2021-06-15 02:54:56,924][root][INFO] - Epoch 27, Itrs 31770/50000, Loss=0.111901
[2021-06-15 02:54:59,154][root][INFO] - Epoch 27, Itrs 31780/50000, Loss=0.126459
[2021-06-15 02:55:01,125][root][INFO] - Epoch 27, Itrs 31790/50000, Loss=0.119484
[2021-06-15 02:55:03,170][root][INFO] - Epoch 27, Itrs 31800/50000, Loss=0.116778
[2021-06-15 02:55:05,366][root][INFO] - Epoch 27, Itrs 31810/50000, Loss=0.132374
[2021-06-15 02:55:07,281][root][INFO] - Epoch 27, Itrs 31820/50000, Loss=0.117468
[2021-06-15 02:55:09,333][root][INFO] - Epoch 27, Itrs 31830/50000, Loss=0.129288
[2021-06-15 02:55:11,453][root][INFO] - Epoch 27, Itrs 31840/50000, Loss=0.127629
[2021-06-15 02:55:13,386][root][INFO] - Epoch 27, Itrs 31850/50000, Loss=0.130313
[2021-06-15 02:55:15,560][root][INFO] - Epoch 27, Itrs 31860/50000, Loss=0.131738
[2021-06-15 02:55:17,405][root][INFO] - Epoch 27, Itrs 31870/50000, Loss=0.113207
[2021-06-15 02:55:19,581][root][INFO] - Epoch 27, Itrs 31880/50000, Loss=0.125326
[2021-06-15 02:55:21,694][root][INFO] - Epoch 27, Itrs 31890/50000, Loss=0.121271
[2021-06-15 02:55:23,774][root][INFO] - Epoch 27, Itrs 31900/50000, Loss=0.121694
[2021-06-15 02:55:25,822][root][INFO] - Epoch 27, Itrs 31910/50000, Loss=0.122082
[2021-06-15 02:55:27,789][root][INFO] - Epoch 27, Itrs 31920/50000, Loss=0.121051
[2021-06-15 02:55:29,739][root][INFO] - Epoch 27, Itrs 31930/50000, Loss=0.116807
[2021-06-15 02:55:31,736][root][INFO] - Epoch 27, Itrs 31940/50000, Loss=0.122279
[2021-06-15 02:55:33,795][root][INFO] - Epoch 27, Itrs 31950/50000, Loss=0.117998
[2021-06-15 02:55:35,806][root][INFO] - Epoch 27, Itrs 31960/50000, Loss=0.118194
[2021-06-15 02:55:37,812][root][INFO] - Epoch 27, Itrs 31970/50000, Loss=0.117527
[2021-06-15 02:55:39,832][root][INFO] - Epoch 27, Itrs 31980/50000, Loss=0.124288
[2021-06-15 02:55:41,932][root][INFO] - Epoch 27, Itrs 31990/50000, Loss=0.123324
[2021-06-15 02:55:43,960][root][INFO] - Epoch 27, Itrs 32000/50000, Loss=0.127860
[2021-06-15 02:55:46,033][root][INFO] - Epoch 27, Itrs 32010/50000, Loss=0.119190
[2021-06-15 02:55:48,063][root][INFO] - Epoch 27, Itrs 32020/50000, Loss=0.124289
[2021-06-15 02:55:49,987][root][INFO] - Epoch 27, Itrs 32030/50000, Loss=0.123794
[2021-06-15 02:55:51,909][root][INFO] - Epoch 27, Itrs 32040/50000, Loss=0.118017
[2021-06-15 02:55:54,017][root][INFO] - Epoch 27, Itrs 32050/50000, Loss=0.123243
[2021-06-15 02:55:56,060][root][INFO] - Epoch 27, Itrs 32060/50000, Loss=0.120490
[2021-06-15 02:55:58,112][root][INFO] - Epoch 27, Itrs 32070/50000, Loss=0.115536
[2021-06-15 02:56:00,180][root][INFO] - Epoch 27, Itrs 32080/50000, Loss=0.119962
[2021-06-15 02:56:02,207][root][INFO] - Epoch 27, Itrs 32090/50000, Loss=0.120729
[2021-06-15 02:56:04,186][root][INFO] - Epoch 27, Itrs 32100/50000, Loss=0.127881
[2021-06-15 02:56:06,251][root][INFO] - Epoch 27, Itrs 32110/50000, Loss=0.136566
[2021-06-15 02:56:08,133][root][INFO] - Epoch 27, Itrs 32120/50000, Loss=0.117833
[2021-06-15 02:56:10,235][root][INFO] - Epoch 27, Itrs 32130/50000, Loss=0.122804
[2021-06-15 02:56:12,333][root][INFO] - Epoch 27, Itrs 32140/50000, Loss=0.119674
[2021-06-15 02:56:14,333][root][INFO] - Epoch 27, Itrs 32150/50000, Loss=0.122123
[2021-06-15 02:56:16,416][root][INFO] - Epoch 27, Itrs 32160/50000, Loss=0.127384
[2021-06-15 02:56:18,460][root][INFO] - Epoch 27, Itrs 32170/50000, Loss=0.119378
[2021-06-15 02:56:20,468][root][INFO] - Epoch 27, Itrs 32180/50000, Loss=0.134121
[2021-06-15 02:56:22,442][root][INFO] - Epoch 27, Itrs 32190/50000, Loss=0.127151
[2021-06-15 02:56:24,545][root][INFO] - Epoch 27, Itrs 32200/50000, Loss=0.130434
[2021-06-15 02:56:26,564][root][INFO] - Epoch 27, Itrs 32210/50000, Loss=0.124575
[2021-06-15 02:56:28,525][root][INFO] - Epoch 27, Itrs 32220/50000, Loss=0.121509
[2021-06-15 02:56:30,611][root][INFO] - Epoch 27, Itrs 32230/50000, Loss=0.122450
[2021-06-15 02:56:32,698][root][INFO] - Epoch 27, Itrs 32240/50000, Loss=0.120365
[2021-06-15 02:56:34,677][root][INFO] - Epoch 27, Itrs 32250/50000, Loss=0.121221
[2021-06-15 02:56:36,696][root][INFO] - Epoch 27, Itrs 32260/50000, Loss=0.116448
[2021-06-15 02:56:38,720][root][INFO] - Epoch 27, Itrs 32270/50000, Loss=0.118083
[2021-06-15 02:56:40,674][root][INFO] - Epoch 27, Itrs 32280/50000, Loss=0.127672
[2021-06-15 02:56:42,765][root][INFO] - Epoch 27, Itrs 32290/50000, Loss=0.138122
[2021-06-15 02:56:44,698][root][INFO] - Epoch 27, Itrs 32300/50000, Loss=0.124988
[2021-06-15 02:56:46,732][root][INFO] - Epoch 27, Itrs 32310/50000, Loss=0.124289
[2021-06-15 02:56:48,807][root][INFO] - Epoch 27, Itrs 32320/50000, Loss=0.123969
[2021-06-15 02:56:50,820][root][INFO] - Epoch 27, Itrs 32330/50000, Loss=0.133024
[2021-06-15 02:56:52,857][root][INFO] - Epoch 27, Itrs 32340/50000, Loss=0.132203
[2021-06-15 02:56:54,859][root][INFO] - Epoch 27, Itrs 32350/50000, Loss=0.125721
[2021-06-15 02:56:56,861][root][INFO] - Epoch 27, Itrs 32360/50000, Loss=0.119265
[2021-06-15 02:56:58,937][root][INFO] - Epoch 27, Itrs 32370/50000, Loss=0.127185
[2021-06-15 02:57:01,032][root][INFO] - Epoch 27, Itrs 32380/50000, Loss=0.130375
[2021-06-15 02:57:02,939][root][INFO] - Epoch 27, Itrs 32390/50000, Loss=0.125996
[2021-06-15 02:57:04,979][root][INFO] - Epoch 27, Itrs 32400/50000, Loss=0.133429
[2021-06-15 02:57:07,015][root][INFO] - Epoch 27, Itrs 32410/50000, Loss=0.135173
[2021-06-15 02:57:09,087][root][INFO] - Epoch 27, Itrs 32420/50000, Loss=0.132797
[2021-06-15 02:57:11,043][root][INFO] - Epoch 27, Itrs 32430/50000, Loss=0.123107
[2021-06-15 02:57:13,171][root][INFO] - Epoch 27, Itrs 32440/50000, Loss=0.115408
[2021-06-15 02:57:15,192][root][INFO] - Epoch 27, Itrs 32450/50000, Loss=0.127399
[2021-06-15 02:57:17,151][root][INFO] - Epoch 27, Itrs 32460/50000, Loss=0.125881
[2021-06-15 02:57:19,273][root][INFO] - Epoch 27, Itrs 32470/50000, Loss=0.122787
[2021-06-15 02:57:21,281][root][INFO] - Epoch 27, Itrs 32480/50000, Loss=0.131270
[2021-06-15 02:57:23,414][root][INFO] - Epoch 27, Itrs 32490/50000, Loss=0.117571
[2021-06-15 02:57:25,489][root][INFO] - Epoch 27, Itrs 32500/50000, Loss=0.133611
[2021-06-15 02:57:27,462][root][INFO] - Epoch 27, Itrs 32510/50000, Loss=0.122604
[2021-06-15 02:57:29,615][root][INFO] - Epoch 27, Itrs 32520/50000, Loss=0.124417
[2021-06-15 02:57:31,541][root][INFO] - Epoch 27, Itrs 32530/50000, Loss=0.120623
[2021-06-15 02:57:33,506][root][INFO] - Epoch 27, Itrs 32540/50000, Loss=0.137835
[2021-06-15 02:57:35,457][root][INFO] - Epoch 27, Itrs 32550/50000, Loss=0.124893
[2021-06-15 02:57:37,500][root][INFO] - Epoch 27, Itrs 32560/50000, Loss=0.129851
[2021-06-15 02:57:39,550][root][INFO] - Epoch 27, Itrs 32570/50000, Loss=0.124446
[2021-06-15 02:57:41,472][root][INFO] - Epoch 27, Itrs 32580/50000, Loss=0.126922
[2021-06-15 02:57:43,716][root][INFO] - Epoch 27, Itrs 32590/50000, Loss=0.120365
[2021-06-15 02:57:45,735][root][INFO] - Epoch 27, Itrs 32600/50000, Loss=0.126845
[2021-06-15 02:57:47,863][root][INFO] - Epoch 27, Itrs 32610/50000, Loss=0.121491
[2021-06-15 02:57:49,911][root][INFO] - Epoch 27, Itrs 32620/50000, Loss=0.125161
[2021-06-15 02:57:51,804][root][INFO] - Epoch 27, Itrs 32630/50000, Loss=0.126693
[2021-06-15 02:57:53,833][root][INFO] - Epoch 27, Itrs 32640/50000, Loss=0.123166
[2021-06-15 02:57:55,902][root][INFO] - Epoch 27, Itrs 32650/50000, Loss=0.128862
[2021-06-15 02:57:57,859][root][INFO] - Epoch 27, Itrs 32660/50000, Loss=0.130581
[2021-06-15 02:57:59,972][root][INFO] - Epoch 27, Itrs 32670/50000, Loss=0.135486
[2021-06-15 02:58:01,881][root][INFO] - Epoch 27, Itrs 32680/50000, Loss=0.134920
[2021-06-15 02:58:03,869][root][INFO] - Epoch 27, Itrs 32690/50000, Loss=0.134977
[2021-06-15 02:58:05,808][root][INFO] - Epoch 27, Itrs 32700/50000, Loss=0.119276
[2021-06-15 02:58:07,913][root][INFO] - Epoch 27, Itrs 32710/50000, Loss=0.126693
[2021-06-15 02:58:09,974][root][INFO] - Epoch 27, Itrs 32720/50000, Loss=0.126989
[2021-06-15 02:58:12,019][root][INFO] - Epoch 27, Itrs 32730/50000, Loss=0.131468
[2021-06-15 02:58:13,989][root][INFO] - Epoch 27, Itrs 32740/50000, Loss=0.118059
[2021-06-15 02:58:16,100][root][INFO] - Epoch 27, Itrs 32750/50000, Loss=0.127772
[2021-06-15 02:58:18,033][root][INFO] - Epoch 27, Itrs 32760/50000, Loss=0.124275
[2021-06-15 02:58:20,087][root][INFO] - Epoch 27, Itrs 32770/50000, Loss=0.129806
[2021-06-15 02:58:22,190][root][INFO] - Epoch 27, Itrs 32780/50000, Loss=0.118534
[2021-06-15 02:58:24,239][root][INFO] - Epoch 27, Itrs 32790/50000, Loss=0.128116
[2021-06-15 02:58:26,287][root][INFO] - Epoch 27, Itrs 32800/50000, Loss=0.131099
[2021-06-15 02:58:28,248][root][INFO] - Epoch 27, Itrs 32810/50000, Loss=0.128111
[2021-06-15 02:58:30,283][root][INFO] - Epoch 27, Itrs 32820/50000, Loss=0.125349
[2021-06-15 02:58:32,286][root][INFO] - Epoch 27, Itrs 32830/50000, Loss=0.127877
[2021-06-15 02:58:34,351][root][INFO] - Epoch 27, Itrs 32840/50000, Loss=0.129977
[2021-06-15 02:58:36,276][root][INFO] - Epoch 27, Itrs 32850/50000, Loss=0.130019
[2021-06-15 02:58:39,786][root][INFO] - Epoch 28, Itrs 32860/50000, Loss=0.135355
[2021-06-15 02:58:42,276][root][INFO] - Epoch 28, Itrs 32870/50000, Loss=0.116698
[2021-06-15 02:58:44,561][root][INFO] - Epoch 28, Itrs 32880/50000, Loss=0.123003
[2021-06-15 02:58:46,603][root][INFO] - Epoch 28, Itrs 32890/50000, Loss=0.123069
[2021-06-15 02:58:48,730][root][INFO] - Epoch 28, Itrs 32900/50000, Loss=0.112699
[2021-06-15 02:58:50,905][root][INFO] - Epoch 28, Itrs 32910/50000, Loss=0.116522
[2021-06-15 02:58:52,907][root][INFO] - Epoch 28, Itrs 32920/50000, Loss=0.118782
[2021-06-15 02:58:54,988][root][INFO] - Epoch 28, Itrs 32930/50000, Loss=0.118138
[2021-06-15 02:58:56,997][root][INFO] - Epoch 28, Itrs 32940/50000, Loss=0.120210
[2021-06-15 02:58:59,035][root][INFO] - Epoch 28, Itrs 32950/50000, Loss=0.117505
[2021-06-15 02:59:00,972][root][INFO] - Epoch 28, Itrs 32960/50000, Loss=0.119399
[2021-06-15 02:59:02,987][root][INFO] - Epoch 28, Itrs 32970/50000, Loss=0.126128
[2021-06-15 02:59:05,091][root][INFO] - Epoch 28, Itrs 32980/50000, Loss=0.124682
[2021-06-15 02:59:07,091][root][INFO] - Epoch 28, Itrs 32990/50000, Loss=0.121991
[2021-06-15 02:59:09,170][root][INFO] - Epoch 28, Itrs 33000/50000, Loss=0.126686
[2021-06-15 02:59:09,172][root][INFO] - validation...
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[2021-06-15 03:00:02,997][root][INFO] - miou: 0.6129292711273842
[2021-06-15 03:00:04,832][root][INFO] - Epoch 28, Itrs 33010/50000, Loss=0.128466
[2021-06-15 03:00:06,801][root][INFO] - Epoch 28, Itrs 33020/50000, Loss=0.122735
[2021-06-15 03:00:08,944][root][INFO] - Epoch 28, Itrs 33030/50000, Loss=0.117820
[2021-06-15 03:00:10,930][root][INFO] - Epoch 28, Itrs 33040/50000, Loss=0.123919
[2021-06-15 03:00:12,900][root][INFO] - Epoch 28, Itrs 33050/50000, Loss=0.129014
[2021-06-15 03:00:15,003][root][INFO] - Epoch 28, Itrs 33060/50000, Loss=0.125661
[2021-06-15 03:00:17,041][root][INFO] - Epoch 28, Itrs 33070/50000, Loss=0.125182
[2021-06-15 03:00:19,040][root][INFO] - Epoch 28, Itrs 33080/50000, Loss=0.115525
[2021-06-15 03:00:21,061][root][INFO] - Epoch 28, Itrs 33090/50000, Loss=0.118848
[2021-06-15 03:00:23,100][root][INFO] - Epoch 28, Itrs 33100/50000, Loss=0.129883
[2021-06-15 03:00:25,179][root][INFO] - Epoch 28, Itrs 33110/50000, Loss=0.124666
[2021-06-15 03:00:27,167][root][INFO] - Epoch 28, Itrs 33120/50000, Loss=0.119460
[2021-06-15 03:00:29,174][root][INFO] - Epoch 28, Itrs 33130/50000, Loss=0.123587
[2021-06-15 03:00:31,244][root][INFO] - Epoch 28, Itrs 33140/50000, Loss=0.132320
[2021-06-15 03:00:33,198][root][INFO] - Epoch 28, Itrs 33150/50000, Loss=0.117202
[2021-06-15 03:00:35,355][root][INFO] - Epoch 28, Itrs 33160/50000, Loss=0.119641
[2021-06-15 03:00:37,262][root][INFO] - Epoch 28, Itrs 33170/50000, Loss=0.121614
[2021-06-15 03:00:39,268][root][INFO] - Epoch 28, Itrs 33180/50000, Loss=0.119473
[2021-06-15 03:00:41,345][root][INFO] - Epoch 28, Itrs 33190/50000, Loss=0.118981
[2021-06-15 03:00:43,353][root][INFO] - Epoch 28, Itrs 33200/50000, Loss=0.129335
[2021-06-15 03:00:45,451][root][INFO] - Epoch 28, Itrs 33210/50000, Loss=0.118060
[2021-06-15 03:00:47,490][root][INFO] - Epoch 28, Itrs 33220/50000, Loss=0.124488
[2021-06-15 03:00:49,450][root][INFO] - Epoch 28, Itrs 33230/50000, Loss=0.121736
[2021-06-15 03:00:51,453][root][INFO] - Epoch 28, Itrs 33240/50000, Loss=0.122764
[2021-06-15 03:00:53,612][root][INFO] - Epoch 28, Itrs 33250/50000, Loss=0.120005
[2021-06-15 03:00:55,670][root][INFO] - Epoch 28, Itrs 33260/50000, Loss=0.122862
[2021-06-15 03:00:57,704][root][INFO] - Epoch 28, Itrs 33270/50000, Loss=0.111797
[2021-06-15 03:00:59,715][root][INFO] - Epoch 28, Itrs 33280/50000, Loss=0.123570
[2021-06-15 03:01:01,682][root][INFO] - Epoch 28, Itrs 33290/50000, Loss=0.118237
[2021-06-15 03:01:03,755][root][INFO] - Epoch 28, Itrs 33300/50000, Loss=0.117682
[2021-06-15 03:01:05,805][root][INFO] - Epoch 28, Itrs 33310/50000, Loss=0.115594
[2021-06-15 03:01:07,805][root][INFO] - Epoch 28, Itrs 33320/50000, Loss=0.116875
[2021-06-15 03:01:09,857][root][INFO] - Epoch 28, Itrs 33330/50000, Loss=0.123516
[2021-06-15 03:01:11,789][root][INFO] - Epoch 28, Itrs 33340/50000, Loss=0.130893
[2021-06-15 03:01:13,961][root][INFO] - Epoch 28, Itrs 33350/50000, Loss=0.120285
[2021-06-15 03:01:15,913][root][INFO] - Epoch 28, Itrs 33360/50000, Loss=0.123159
[2021-06-15 03:01:17,964][root][INFO] - Epoch 28, Itrs 33370/50000, Loss=0.113321
[2021-06-15 03:01:20,000][root][INFO] - Epoch 28, Itrs 33380/50000, Loss=0.122815
[2021-06-15 03:01:21,954][root][INFO] - Epoch 28, Itrs 33390/50000, Loss=0.124847
[2021-06-15 03:01:24,061][root][INFO] - Epoch 28, Itrs 33400/50000, Loss=0.120364
[2021-06-15 03:01:26,076][root][INFO] - Epoch 28, Itrs 33410/50000, Loss=0.118535
[2021-06-15 03:01:28,115][root][INFO] - Epoch 28, Itrs 33420/50000, Loss=0.125457
[2021-06-15 03:01:30,116][root][INFO] - Epoch 28, Itrs 33430/50000, Loss=0.119627
[2021-06-15 03:01:32,191][root][INFO] - Epoch 28, Itrs 33440/50000, Loss=0.123777
[2021-06-15 03:01:34,203][root][INFO] - Epoch 28, Itrs 33450/50000, Loss=0.132179
[2021-06-15 03:01:36,109][root][INFO] - Epoch 28, Itrs 33460/50000, Loss=0.111424
[2021-06-15 03:01:38,195][root][INFO] - Epoch 28, Itrs 33470/50000, Loss=0.125449
[2021-06-15 03:01:40,135][root][INFO] - Epoch 28, Itrs 33480/50000, Loss=0.120390
[2021-06-15 03:01:42,221][root][INFO] - Epoch 28, Itrs 33490/50000, Loss=0.115307
[2021-06-15 03:01:44,205][root][INFO] - Epoch 28, Itrs 33500/50000, Loss=0.124270
[2021-06-15 03:01:46,287][root][INFO] - Epoch 28, Itrs 33510/50000, Loss=0.117792
[2021-06-15 03:01:48,329][root][INFO] - Epoch 28, Itrs 33520/50000, Loss=0.122034
[2021-06-15 03:01:50,362][root][INFO] - Epoch 28, Itrs 33530/50000, Loss=0.140265
[2021-06-15 03:01:52,386][root][INFO] - Epoch 28, Itrs 33540/50000, Loss=0.128573
[2021-06-15 03:01:54,480][root][INFO] - Epoch 28, Itrs 33550/50000, Loss=0.122022
[2021-06-15 03:01:56,447][root][INFO] - Epoch 28, Itrs 33560/50000, Loss=0.120359
[2021-06-15 03:01:58,469][root][INFO] - Epoch 28, Itrs 33570/50000, Loss=0.127108
[2021-06-15 03:02:00,618][root][INFO] - Epoch 28, Itrs 33580/50000, Loss=0.117255
[2021-06-15 03:02:02,538][root][INFO] - Epoch 28, Itrs 33590/50000, Loss=0.124438
[2021-06-15 03:02:04,597][root][INFO] - Epoch 28, Itrs 33600/50000, Loss=0.120693
[2021-06-15 03:02:06,601][root][INFO] - Epoch 28, Itrs 33610/50000, Loss=0.130486
[2021-06-15 03:02:08,779][root][INFO] - Epoch 28, Itrs 33620/50000, Loss=0.120312
[2021-06-15 03:02:10,833][root][INFO] - Epoch 28, Itrs 33630/50000, Loss=0.126467
[2021-06-15 03:02:12,793][root][INFO] - Epoch 28, Itrs 33640/50000, Loss=0.127172
[2021-06-15 03:02:14,738][root][INFO] - Epoch 28, Itrs 33650/50000, Loss=0.117258
[2021-06-15 03:02:16,697][root][INFO] - Epoch 28, Itrs 33660/50000, Loss=0.121189
[2021-06-15 03:02:18,791][root][INFO] - Epoch 28, Itrs 33670/50000, Loss=0.118745
[2021-06-15 03:02:20,914][root][INFO] - Epoch 28, Itrs 33680/50000, Loss=0.115452
[2021-06-15 03:02:22,922][root][INFO] - Epoch 28, Itrs 33690/50000, Loss=0.125644
[2021-06-15 03:02:24,981][root][INFO] - Epoch 28, Itrs 33700/50000, Loss=0.123591
[2021-06-15 03:02:26,952][root][INFO] - Epoch 28, Itrs 33710/50000, Loss=0.123564
[2021-06-15 03:02:29,100][root][INFO] - Epoch 28, Itrs 33720/50000, Loss=0.121264
[2021-06-15 03:02:31,041][root][INFO] - Epoch 28, Itrs 33730/50000, Loss=0.130519
[2021-06-15 03:02:33,052][root][INFO] - Epoch 28, Itrs 33740/50000, Loss=0.121917
[2021-06-15 03:02:34,940][root][INFO] - Epoch 28, Itrs 33750/50000, Loss=0.111670
[2021-06-15 03:02:37,044][root][INFO] - Epoch 28, Itrs 33760/50000, Loss=0.117511
[2021-06-15 03:02:38,961][root][INFO] - Epoch 28, Itrs 33770/50000, Loss=0.117908
[2021-06-15 03:02:41,001][root][INFO] - Epoch 28, Itrs 33780/50000, Loss=0.113011
[2021-06-15 03:02:43,060][root][INFO] - Epoch 28, Itrs 33790/50000, Loss=0.124717
[2021-06-15 03:02:45,115][root][INFO] - Epoch 28, Itrs 33800/50000, Loss=0.125519
[2021-06-15 03:02:47,055][root][INFO] - Epoch 28, Itrs 33810/50000, Loss=0.115763
[2021-06-15 03:02:49,083][root][INFO] - Epoch 28, Itrs 33820/50000, Loss=0.120277
[2021-06-15 03:02:51,103][root][INFO] - Epoch 28, Itrs 33830/50000, Loss=0.128712
[2021-06-15 03:02:53,203][root][INFO] - Epoch 28, Itrs 33840/50000, Loss=0.115734
[2021-06-15 03:02:55,254][root][INFO] - Epoch 28, Itrs 33850/50000, Loss=0.114214
[2021-06-15 03:02:57,188][root][INFO] - Epoch 28, Itrs 33860/50000, Loss=0.120061
[2021-06-15 03:02:59,165][root][INFO] - Epoch 28, Itrs 33870/50000, Loss=0.116750
[2021-06-15 03:03:01,242][root][INFO] - Epoch 28, Itrs 33880/50000, Loss=0.120845
[2021-06-15 03:03:03,171][root][INFO] - Epoch 28, Itrs 33890/50000, Loss=0.123016
[2021-06-15 03:03:05,385][root][INFO] - Epoch 28, Itrs 33900/50000, Loss=0.125399
[2021-06-15 03:03:07,358][root][INFO] - Epoch 28, Itrs 33910/50000, Loss=0.114075
[2021-06-15 03:03:09,480][root][INFO] - Epoch 28, Itrs 33920/50000, Loss=0.120184
[2021-06-15 03:03:11,408][root][INFO] - Epoch 28, Itrs 33930/50000, Loss=0.120223
[2021-06-15 03:03:13,537][root][INFO] - Epoch 28, Itrs 33940/50000, Loss=0.118628
[2021-06-15 03:03:15,389][root][INFO] - Epoch 28, Itrs 33950/50000, Loss=0.125439
[2021-06-15 03:03:17,517][root][INFO] - Epoch 28, Itrs 33960/50000, Loss=0.117892
[2021-06-15 03:03:19,634][root][INFO] - Epoch 28, Itrs 33970/50000, Loss=0.120012
[2021-06-15 03:03:21,548][root][INFO] - Epoch 28, Itrs 33980/50000, Loss=0.123261
[2021-06-15 03:03:23,584][root][INFO] - Epoch 28, Itrs 33990/50000, Loss=0.120394
[2021-06-15 03:03:25,633][root][INFO] - Epoch 28, Itrs 34000/50000, Loss=0.126794
[2021-06-15 03:03:27,586][root][INFO] - Epoch 28, Itrs 34010/50000, Loss=0.132609
[2021-06-15 03:03:29,708][root][INFO] - Epoch 28, Itrs 34020/50000, Loss=0.120742
[2021-06-15 03:03:31,640][root][INFO] - Epoch 28, Itrs 34030/50000, Loss=0.132568
[2021-06-15 03:03:33,773][root][INFO] - Epoch 28, Itrs 34040/50000, Loss=0.115250
[2021-06-15 03:03:35,781][root][INFO] - Epoch 28, Itrs 34050/50000, Loss=0.127780
[2021-06-15 03:03:37,767][root][INFO] - Epoch 28, Itrs 34060/50000, Loss=0.124763
[2021-06-15 03:03:39,530][root][INFO] - Epoch 28, Itrs 34070/50000, Loss=0.114699
[2021-06-15 03:03:43,065][root][INFO] - Epoch 29, Itrs 34080/50000, Loss=0.125745
[2021-06-15 03:03:45,427][root][INFO] - Epoch 29, Itrs 34090/50000, Loss=0.120367
[2021-06-15 03:03:47,875][root][INFO] - Epoch 29, Itrs 34100/50000, Loss=0.127095
[2021-06-15 03:03:50,016][root][INFO] - Epoch 29, Itrs 34110/50000, Loss=0.118175
[2021-06-15 03:03:52,029][root][INFO] - Epoch 29, Itrs 34120/50000, Loss=0.109878
[2021-06-15 03:03:54,145][root][INFO] - Epoch 29, Itrs 34130/50000, Loss=0.111464
[2021-06-15 03:03:56,325][root][INFO] - Epoch 29, Itrs 34140/50000, Loss=0.123869
[2021-06-15 03:03:58,225][root][INFO] - Epoch 29, Itrs 34150/50000, Loss=0.117700
[2021-06-15 03:04:00,356][root][INFO] - Epoch 29, Itrs 34160/50000, Loss=0.118892
[2021-06-15 03:04:02,289][root][INFO] - Epoch 29, Itrs 34170/50000, Loss=0.121599
[2021-06-15 03:04:04,431][root][INFO] - Epoch 29, Itrs 34180/50000, Loss=0.121803
[2021-06-15 03:04:06,373][root][INFO] - Epoch 29, Itrs 34190/50000, Loss=0.117577
[2021-06-15 03:04:08,408][root][INFO] - Epoch 29, Itrs 34200/50000, Loss=0.118300
[2021-06-15 03:04:10,542][root][INFO] - Epoch 29, Itrs 34210/50000, Loss=0.132026
[2021-06-15 03:04:12,474][root][INFO] - Epoch 29, Itrs 34220/50000, Loss=0.116838
[2021-06-15 03:04:14,480][root][INFO] - Epoch 29, Itrs 34230/50000, Loss=0.119316
[2021-06-15 03:04:16,435][root][INFO] - Epoch 29, Itrs 34240/50000, Loss=0.124135
[2021-06-15 03:04:18,457][root][INFO] - Epoch 29, Itrs 34250/50000, Loss=0.126396
[2021-06-15 03:04:20,571][root][INFO] - Epoch 29, Itrs 34260/50000, Loss=0.116220
[2021-06-15 03:04:22,614][root][INFO] - Epoch 29, Itrs 34270/50000, Loss=0.126292
[2021-06-15 03:04:24,607][root][INFO] - Epoch 29, Itrs 34280/50000, Loss=0.118510
[2021-06-15 03:04:26,678][root][INFO] - Epoch 29, Itrs 34290/50000, Loss=0.114088
[2021-06-15 03:04:28,709][root][INFO] - Epoch 29, Itrs 34300/50000, Loss=0.117338
[2021-06-15 03:04:30,633][root][INFO] - Epoch 29, Itrs 34310/50000, Loss=0.119143
[2021-06-15 03:04:32,810][root][INFO] - Epoch 29, Itrs 34320/50000, Loss=0.117922
[2021-06-15 03:04:34,863][root][INFO] - Epoch 29, Itrs 34330/50000, Loss=0.123867
[2021-06-15 03:04:36,869][root][INFO] - Epoch 29, Itrs 34340/50000, Loss=0.108312
[2021-06-15 03:04:38,840][root][INFO] - Epoch 29, Itrs 34350/50000, Loss=0.123497
[2021-06-15 03:04:40,858][root][INFO] - Epoch 29, Itrs 34360/50000, Loss=0.119893
[2021-06-15 03:04:42,935][root][INFO] - Epoch 29, Itrs 34370/50000, Loss=0.115162
[2021-06-15 03:04:44,928][root][INFO] - Epoch 29, Itrs 34380/50000, Loss=0.114261
[2021-06-15 03:04:46,929][root][INFO] - Epoch 29, Itrs 34390/50000, Loss=0.112059
[2021-06-15 03:04:48,979][root][INFO] - Epoch 29, Itrs 34400/50000, Loss=0.125921
[2021-06-15 03:04:51,031][root][INFO] - Epoch 29, Itrs 34410/50000, Loss=0.121405
[2021-06-15 03:04:53,149][root][INFO] - Epoch 29, Itrs 34420/50000, Loss=0.111290
[2021-06-15 03:04:55,102][root][INFO] - Epoch 29, Itrs 34430/50000, Loss=0.113491
[2021-06-15 03:04:57,089][root][INFO] - Epoch 29, Itrs 34440/50000, Loss=0.120461
[2021-06-15 03:04:59,121][root][INFO] - Epoch 29, Itrs 34450/50000, Loss=0.107496
[2021-06-15 03:05:01,228][root][INFO] - Epoch 29, Itrs 34460/50000, Loss=0.124020
[2021-06-15 03:05:03,238][root][INFO] - Epoch 29, Itrs 34470/50000, Loss=0.123665
[2021-06-15 03:05:05,294][root][INFO] - Epoch 29, Itrs 34480/50000, Loss=0.124056
[2021-06-15 03:05:07,340][root][INFO] - Epoch 29, Itrs 34490/50000, Loss=0.120421
[2021-06-15 03:05:09,381][root][INFO] - Epoch 29, Itrs 34500/50000, Loss=0.123028
[2021-06-15 03:05:11,376][root][INFO] - Epoch 29, Itrs 34510/50000, Loss=0.111519
[2021-06-15 03:05:13,393][root][INFO] - Epoch 29, Itrs 34520/50000, Loss=0.125347
[2021-06-15 03:05:15,339][root][INFO] - Epoch 29, Itrs 34530/50000, Loss=0.125773
[2021-06-15 03:05:17,426][root][INFO] - Epoch 29, Itrs 34540/50000, Loss=0.110043
[2021-06-15 03:05:19,403][root][INFO] - Epoch 29, Itrs 34550/50000, Loss=0.121619
[2021-06-15 03:05:21,472][root][INFO] - Epoch 29, Itrs 34560/50000, Loss=0.109551
[2021-06-15 03:05:23,429][root][INFO] - Epoch 29, Itrs 34570/50000, Loss=0.120638
[2021-06-15 03:05:25,553][root][INFO] - Epoch 29, Itrs 34580/50000, Loss=0.118986
[2021-06-15 03:05:27,486][root][INFO] - Epoch 29, Itrs 34590/50000, Loss=0.117019
[2021-06-15 03:05:29,505][root][INFO] - Epoch 29, Itrs 34600/50000, Loss=0.120808
[2021-06-15 03:05:31,526][root][INFO] - Epoch 29, Itrs 34610/50000, Loss=0.116641
[2021-06-15 03:05:33,676][root][INFO] - Epoch 29, Itrs 34620/50000, Loss=0.114262
[2021-06-15 03:05:35,736][root][INFO] - Epoch 29, Itrs 34630/50000, Loss=0.126610
[2021-06-15 03:05:37,717][root][INFO] - Epoch 29, Itrs 34640/50000, Loss=0.125764
[2021-06-15 03:05:39,810][root][INFO] - Epoch 29, Itrs 34650/50000, Loss=0.117938
[2021-06-15 03:05:41,768][root][INFO] - Epoch 29, Itrs 34660/50000, Loss=0.118941
[2021-06-15 03:05:43,823][root][INFO] - Epoch 29, Itrs 34670/50000, Loss=0.116718
[2021-06-15 03:05:45,733][root][INFO] - Epoch 29, Itrs 34680/50000, Loss=0.125474
[2021-06-15 03:05:47,760][root][INFO] - Epoch 29, Itrs 34690/50000, Loss=0.122636
[2021-06-15 03:05:49,886][root][INFO] - Epoch 29, Itrs 34700/50000, Loss=0.117403
[2021-06-15 03:05:51,781][root][INFO] - Epoch 29, Itrs 34710/50000, Loss=0.123426
[2021-06-15 03:05:53,997][root][INFO] - Epoch 29, Itrs 34720/50000, Loss=0.115583
[2021-06-15 03:05:56,015][root][INFO] - Epoch 29, Itrs 34730/50000, Loss=0.119560
[2021-06-15 03:05:57,920][root][INFO] - Epoch 29, Itrs 34740/50000, Loss=0.111560
[2021-06-15 03:05:59,974][root][INFO] - Epoch 29, Itrs 34750/50000, Loss=0.120006
[2021-06-15 03:06:01,956][root][INFO] - Epoch 29, Itrs 34760/50000, Loss=0.118388
[2021-06-15 03:06:04,047][root][INFO] - Epoch 29, Itrs 34770/50000, Loss=0.124403
[2021-06-15 03:06:06,163][root][INFO] - Epoch 29, Itrs 34780/50000, Loss=0.114433
[2021-06-15 03:06:08,175][root][INFO] - Epoch 29, Itrs 34790/50000, Loss=0.121862
[2021-06-15 03:06:10,067][root][INFO] - Epoch 29, Itrs 34800/50000, Loss=0.120027
[2021-06-15 03:06:12,081][root][INFO] - Epoch 29, Itrs 34810/50000, Loss=0.125315
[2021-06-15 03:06:14,153][root][INFO] - Epoch 29, Itrs 34820/50000, Loss=0.115616
[2021-06-15 03:06:16,066][root][INFO] - Epoch 29, Itrs 34830/50000, Loss=0.113702
[2021-06-15 03:06:18,161][root][INFO] - Epoch 29, Itrs 34840/50000, Loss=0.121156
[2021-06-15 03:06:20,206][root][INFO] - Epoch 29, Itrs 34850/50000, Loss=0.120080
[2021-06-15 03:06:22,334][root][INFO] - Epoch 29, Itrs 34860/50000, Loss=0.121105
[2021-06-15 03:06:24,316][root][INFO] - Epoch 29, Itrs 34870/50000, Loss=0.118574
[2021-06-15 03:06:26,214][root][INFO] - Epoch 29, Itrs 34880/50000, Loss=0.127375
[2021-06-15 03:06:28,286][root][INFO] - Epoch 29, Itrs 34890/50000, Loss=0.123817
[2021-06-15 03:06:30,293][root][INFO] - Epoch 29, Itrs 34900/50000, Loss=0.124404
[2021-06-15 03:06:32,445][root][INFO] - Epoch 29, Itrs 34910/50000, Loss=0.122899
[2021-06-15 03:06:34,454][root][INFO] - Epoch 29, Itrs 34920/50000, Loss=0.117778
[2021-06-15 03:06:36,513][root][INFO] - Epoch 29, Itrs 34930/50000, Loss=0.117094
[2021-06-15 03:06:38,477][root][INFO] - Epoch 29, Itrs 34940/50000, Loss=0.119180
[2021-06-15 03:06:40,448][root][INFO] - Epoch 29, Itrs 34950/50000, Loss=0.120141
[2021-06-15 03:06:42,430][root][INFO] - Epoch 29, Itrs 34960/50000, Loss=0.117181
[2021-06-15 03:06:44,566][root][INFO] - Epoch 29, Itrs 34970/50000, Loss=0.111619
[2021-06-15 03:06:46,492][root][INFO] - Epoch 29, Itrs 34980/50000, Loss=0.116875
[2021-06-15 03:06:48,541][root][INFO] - Epoch 29, Itrs 34990/50000, Loss=0.113524
[2021-06-15 03:06:50,677][root][INFO] - Epoch 29, Itrs 35000/50000, Loss=0.128755
[2021-06-15 03:06:52,669][root][INFO] - Epoch 29, Itrs 35010/50000, Loss=0.127048
[2021-06-15 03:06:54,721][root][INFO] - Epoch 29, Itrs 35020/50000, Loss=0.125431
[2021-06-15 03:06:56,657][root][INFO] - Epoch 29, Itrs 35030/50000, Loss=0.126326
[2021-06-15 03:06:58,655][root][INFO] - Epoch 29, Itrs 35040/50000, Loss=0.117008
[2021-06-15 03:07:00,634][root][INFO] - Epoch 29, Itrs 35050/50000, Loss=0.122546
[2021-06-15 03:07:02,751][root][INFO] - Epoch 29, Itrs 35060/50000, Loss=0.121383
[2021-06-15 03:07:04,787][root][INFO] - Epoch 29, Itrs 35070/50000, Loss=0.120055
[2021-06-15 03:07:06,841][root][INFO] - Epoch 29, Itrs 35080/50000, Loss=0.109790
[2021-06-15 03:07:08,997][root][INFO] - Epoch 29, Itrs 35090/50000, Loss=0.120832
[2021-06-15 03:07:10,931][root][INFO] - Epoch 29, Itrs 35100/50000, Loss=0.121371
[2021-06-15 03:07:12,894][root][INFO] - Epoch 29, Itrs 35110/50000, Loss=0.124448
[2021-06-15 03:07:14,956][root][INFO] - Epoch 29, Itrs 35120/50000, Loss=0.112215
[2021-06-15 03:07:16,973][root][INFO] - Epoch 29, Itrs 35130/50000, Loss=0.120386
[2021-06-15 03:07:18,980][root][INFO] - Epoch 29, Itrs 35140/50000, Loss=0.123389
[2021-06-15 03:07:20,954][root][INFO] - Epoch 29, Itrs 35150/50000, Loss=0.117314
[2021-06-15 03:07:22,899][root][INFO] - Epoch 29, Itrs 35160/50000, Loss=0.116912
[2021-06-15 03:07:25,003][root][INFO] - Epoch 29, Itrs 35170/50000, Loss=0.124583
[2021-06-15 03:07:26,999][root][INFO] - Epoch 29, Itrs 35180/50000, Loss=0.123330
[2021-06-15 03:07:29,026][root][INFO] - Epoch 29, Itrs 35190/50000, Loss=0.126269
[2021-06-15 03:07:31,102][root][INFO] - Epoch 29, Itrs 35200/50000, Loss=0.131251
[2021-06-15 03:07:33,244][root][INFO] - Epoch 29, Itrs 35210/50000, Loss=0.112279
[2021-06-15 03:07:35,192][root][INFO] - Epoch 29, Itrs 35220/50000, Loss=0.124091
[2021-06-15 03:07:37,215][root][INFO] - Epoch 29, Itrs 35230/50000, Loss=0.113705
[2021-06-15 03:07:39,210][root][INFO] - Epoch 29, Itrs 35240/50000, Loss=0.125937
[2021-06-15 03:07:41,288][root][INFO] - Epoch 29, Itrs 35250/50000, Loss=0.126602
[2021-06-15 03:07:43,270][root][INFO] - Epoch 29, Itrs 35260/50000, Loss=0.113853
[2021-06-15 03:07:45,196][root][INFO] - Epoch 29, Itrs 35270/50000, Loss=0.112773
[2021-06-15 03:07:47,180][root][INFO] - Epoch 29, Itrs 35280/50000, Loss=0.126117
[2021-06-15 03:07:48,928][root][INFO] - Epoch 29, Itrs 35290/50000, Loss=0.117646
[2021-06-15 03:07:52,996][root][INFO] - Epoch 30, Itrs 35300/50000, Loss=0.116936
[2021-06-15 03:07:55,311][root][INFO] - Epoch 30, Itrs 35310/50000, Loss=0.117761
[2021-06-15 03:07:57,380][root][INFO] - Epoch 30, Itrs 35320/50000, Loss=0.110190
[2021-06-15 03:07:59,476][root][INFO] - Epoch 30, Itrs 35330/50000, Loss=0.128077
[2021-06-15 03:08:01,685][root][INFO] - Epoch 30, Itrs 35340/50000, Loss=0.117229
[2021-06-15 03:08:03,865][root][INFO] - Epoch 30, Itrs 35350/50000, Loss=0.123159
[2021-06-15 03:08:05,830][root][INFO] - Epoch 30, Itrs 35360/50000, Loss=0.118171
[2021-06-15 03:08:07,898][root][INFO] - Epoch 30, Itrs 35370/50000, Loss=0.115313
[2021-06-15 03:08:09,960][root][INFO] - Epoch 30, Itrs 35380/50000, Loss=0.125754
[2021-06-15 03:08:11,909][root][INFO] - Epoch 30, Itrs 35390/50000, Loss=0.108295
[2021-06-15 03:08:14,057][root][INFO] - Epoch 30, Itrs 35400/50000, Loss=0.119236
[2021-06-15 03:08:16,036][root][INFO] - Epoch 30, Itrs 35410/50000, Loss=0.103920
[2021-06-15 03:08:18,190][root][INFO] - Epoch 30, Itrs 35420/50000, Loss=0.112968
[2021-06-15 03:08:20,159][root][INFO] - Epoch 30, Itrs 35430/50000, Loss=0.108095
[2021-06-15 03:08:22,283][root][INFO] - Epoch 30, Itrs 35440/50000, Loss=0.122766
[2021-06-15 03:08:24,284][root][INFO] - Epoch 30, Itrs 35450/50000, Loss=0.128141
[2021-06-15 03:08:26,353][root][INFO] - Epoch 30, Itrs 35460/50000, Loss=0.118087
[2021-06-15 03:08:28,384][root][INFO] - Epoch 30, Itrs 35470/50000, Loss=0.123092
[2021-06-15 03:08:30,357][root][INFO] - Epoch 30, Itrs 35480/50000, Loss=0.119632
[2021-06-15 03:08:32,428][root][INFO] - Epoch 30, Itrs 35490/50000, Loss=0.113693
[2021-06-15 03:08:34,575][root][INFO] - Epoch 30, Itrs 35500/50000, Loss=0.109602
[2021-06-15 03:08:36,570][root][INFO] - Epoch 30, Itrs 35510/50000, Loss=0.127023
[2021-06-15 03:08:38,626][root][INFO] - Epoch 30, Itrs 35520/50000, Loss=0.110310
[2021-06-15 03:08:40,714][root][INFO] - Epoch 30, Itrs 35530/50000, Loss=0.124015
[2021-06-15 03:08:42,786][root][INFO] - Epoch 30, Itrs 35540/50000, Loss=0.112454
[2021-06-15 03:08:44,773][root][INFO] - Epoch 30, Itrs 35550/50000, Loss=0.111732
[2021-06-15 03:08:46,752][root][INFO] - Epoch 30, Itrs 35560/50000, Loss=0.108416
[2021-06-15 03:08:48,889][root][INFO] - Epoch 30, Itrs 35570/50000, Loss=0.124318
[2021-06-15 03:08:50,837][root][INFO] - Epoch 30, Itrs 35580/50000, Loss=0.111749
[2021-06-15 03:08:52,964][root][INFO] - Epoch 30, Itrs 35590/50000, Loss=0.122020
[2021-06-15 03:08:54,976][root][INFO] - Epoch 30, Itrs 35600/50000, Loss=0.122073
[2021-06-15 03:08:56,986][root][INFO] - Epoch 30, Itrs 35610/50000, Loss=0.126004
[2021-06-15 03:08:58,909][root][INFO] - Epoch 30, Itrs 35620/50000, Loss=0.106283
[2021-06-15 03:09:01,009][root][INFO] - Epoch 30, Itrs 35630/50000, Loss=0.112826
[2021-06-15 03:09:03,051][root][INFO] - Epoch 30, Itrs 35640/50000, Loss=0.112569
[2021-06-15 03:09:05,109][root][INFO] - Epoch 30, Itrs 35650/50000, Loss=0.120908
[2021-06-15 03:09:07,097][root][INFO] - Epoch 30, Itrs 35660/50000, Loss=0.109082
[2021-06-15 03:09:09,204][root][INFO] - Epoch 30, Itrs 35670/50000, Loss=0.110977
[2021-06-15 03:09:11,114][root][INFO] - Epoch 30, Itrs 35680/50000, Loss=0.118250
[2021-06-15 03:09:13,250][root][INFO] - Epoch 30, Itrs 35690/50000, Loss=0.122038
[2021-06-15 03:09:15,209][root][INFO] - Epoch 30, Itrs 35700/50000, Loss=0.117211
[2021-06-15 03:09:17,233][root][INFO] - Epoch 30, Itrs 35710/50000, Loss=0.118258
[2021-06-15 03:09:19,322][root][INFO] - Epoch 30, Itrs 35720/50000, Loss=0.116335
[2021-06-15 03:09:21,246][root][INFO] - Epoch 30, Itrs 35730/50000, Loss=0.114686
[2021-06-15 03:09:23,353][root][INFO] - Epoch 30, Itrs 35740/50000, Loss=0.117930
[2021-06-15 03:09:25,492][root][INFO] - Epoch 30, Itrs 35750/50000, Loss=0.120860
[2021-06-15 03:09:27,439][root][INFO] - Epoch 30, Itrs 35760/50000, Loss=0.120159
[2021-06-15 03:09:29,563][root][INFO] - Epoch 30, Itrs 35770/50000, Loss=0.120496
[2021-06-15 03:09:31,528][root][INFO] - Epoch 30, Itrs 35780/50000, Loss=0.112273
[2021-06-15 03:09:33,592][root][INFO] - Epoch 30, Itrs 35790/50000, Loss=0.122005
[2021-06-15 03:09:35,650][root][INFO] - Epoch 30, Itrs 35800/50000, Loss=0.113536
[2021-06-15 03:09:37,727][root][INFO] - Epoch 30, Itrs 35810/50000, Loss=0.110955
[2021-06-15 03:09:39,754][root][INFO] - Epoch 30, Itrs 35820/50000, Loss=0.121021
[2021-06-15 03:09:41,844][root][INFO] - Epoch 30, Itrs 35830/50000, Loss=0.128086
[2021-06-15 03:09:43,690][root][INFO] - Epoch 30, Itrs 35840/50000, Loss=0.129682
[2021-06-15 03:09:45,852][root][INFO] - Epoch 30, Itrs 35850/50000, Loss=0.121646
[2021-06-15 03:09:47,807][root][INFO] - Epoch 30, Itrs 35860/50000, Loss=0.115472
[2021-06-15 03:09:49,835][root][INFO] - Epoch 30, Itrs 35870/50000, Loss=0.119516
[2021-06-15 03:09:51,914][root][INFO] - Epoch 30, Itrs 35880/50000, Loss=0.116373
[2021-06-15 03:09:53,962][root][INFO] - Epoch 30, Itrs 35890/50000, Loss=0.103436
[2021-06-15 03:09:56,010][root][INFO] - Epoch 30, Itrs 35900/50000, Loss=0.116410
[2021-06-15 03:09:57,997][root][INFO] - Epoch 30, Itrs 35910/50000, Loss=0.120949
[2021-06-15 03:10:00,246][root][INFO] - Epoch 30, Itrs 35920/50000, Loss=0.122834
[2021-06-15 03:10:02,285][root][INFO] - Epoch 30, Itrs 35930/50000, Loss=0.121188
[2021-06-15 03:10:04,247][root][INFO] - Epoch 30, Itrs 35940/50000, Loss=0.113782
[2021-06-15 03:10:06,268][root][INFO] - Epoch 30, Itrs 35950/50000, Loss=0.118120
[2021-06-15 03:10:08,326][root][INFO] - Epoch 30, Itrs 35960/50000, Loss=0.110468
[2021-06-15 03:10:10,355][root][INFO] - Epoch 30, Itrs 35970/50000, Loss=0.118348
[2021-06-15 03:10:12,401][root][INFO] - Epoch 30, Itrs 35980/50000, Loss=0.111825
[2021-06-15 03:10:14,313][root][INFO] - Epoch 30, Itrs 35990/50000, Loss=0.117812
[2021-06-15 03:10:16,262][root][INFO] - Epoch 30, Itrs 36000/50000, Loss=0.122982
[2021-06-15 03:10:16,269][root][INFO] - validation...
[2021-06-15 03:10:18,370][root][INFO] - 0/340
[2021-06-15 03:10:18,550][root][INFO] - 1/340
[2021-06-15 03:10:18,694][root][INFO] - 2/340
[2021-06-15 03:10:18,885][root][INFO] - 3/340
[2021-06-15 03:10:19,041][root][INFO] - 4/340
[2021-06-15 03:10:19,203][root][INFO] - 5/340
[2021-06-15 03:10:19,347][root][INFO] - 6/340
[2021-06-15 03:10:19,496][root][INFO] - 7/340
[2021-06-15 03:10:19,679][root][INFO] - 8/340
[2021-06-15 03:10:19,856][root][INFO] - 9/340
[2021-06-15 03:10:20,015][root][INFO] - 10/340
[2021-06-15 03:10:20,105][root][INFO] - 11/340
[2021-06-15 03:10:20,209][root][INFO] - 12/340
[2021-06-15 03:10:20,314][root][INFO] - 13/340
[2021-06-15 03:10:20,447][root][INFO] - 14/340
[2021-06-15 03:10:20,571][root][INFO] - 15/340
[2021-06-15 03:10:20,726][root][INFO] - 16/340
[2021-06-15 03:10:20,871][root][INFO] - 17/340
[2021-06-15 03:10:21,005][root][INFO] - 18/340
[2021-06-15 03:10:21,161][root][INFO] - 19/340
[2021-06-15 03:10:21,302][root][INFO] - 20/340
[2021-06-15 03:10:21,448][root][INFO] - 21/340
[2021-06-15 03:10:21,569][root][INFO] - 22/340
[2021-06-15 03:10:21,775][root][INFO] - 23/340
[2021-06-15 03:10:21,906][root][INFO] - 24/340
[2021-06-15 03:10:22,173][root][INFO] - 25/340
[2021-06-15 03:10:22,332][root][INFO] - 26/340
[2021-06-15 03:10:22,502][root][INFO] - 27/340
[2021-06-15 03:10:22,638][root][INFO] - 28/340
[2021-06-15 03:10:22,757][root][INFO] - 29/340
[2021-06-15 03:10:22,894][root][INFO] - 30/340
[2021-06-15 03:10:23,022][root][INFO] - 31/340
[2021-06-15 03:10:23,157][root][INFO] - 32/340
[2021-06-15 03:10:23,480][root][INFO] - 33/340
[2021-06-15 03:10:23,554][root][INFO] - 34/340
[2021-06-15 03:10:23,630][root][INFO] - 35/340
[2021-06-15 03:10:23,734][root][INFO] - 36/340
[2021-06-15 03:10:23,849][root][INFO] - 37/340
[2021-06-15 03:10:23,994][root][INFO] - 38/340
[2021-06-15 03:10:24,121][root][INFO] - 39/340
[2021-06-15 03:10:24,352][root][INFO] - 40/340
[2021-06-15 03:10:24,662][root][INFO] - 41/340
[2021-06-15 03:10:24,827][root][INFO] - 42/340
[2021-06-15 03:10:24,913][root][INFO] - 43/340
[2021-06-15 03:10:24,993][root][INFO] - 44/340
[2021-06-15 03:10:25,082][root][INFO] - 45/340
[2021-06-15 03:10:25,194][root][INFO] - 46/340
[2021-06-15 03:10:25,313][root][INFO] - 47/340
[2021-06-15 03:10:25,802][root][INFO] - 48/340
[2021-06-15 03:10:26,008][root][INFO] - 49/340
[2021-06-15 03:10:26,152][root][INFO] - 50/340
[2021-06-15 03:10:26,275][root][INFO] - 51/340
[2021-06-15 03:10:26,354][root][INFO] - 52/340
[2021-06-15 03:10:26,457][root][INFO] - 53/340
[2021-06-15 03:10:26,572][root][INFO] - 54/340
[2021-06-15 03:10:26,695][root][INFO] - 55/340
[2021-06-15 03:10:27,199][root][INFO] - 56/340
[2021-06-15 03:10:27,361][root][INFO] - 57/340
[2021-06-15 03:10:27,500][root][INFO] - 58/340
[2021-06-15 03:10:27,627][root][INFO] - 59/340
[2021-06-15 03:10:27,753][root][INFO] - 60/340
[2021-06-15 03:10:27,871][root][INFO] - 61/340
[2021-06-15 03:10:28,008][root][INFO] - 62/340
[2021-06-15 03:10:28,126][root][INFO] - 63/340
[2021-06-15 03:10:28,520][root][INFO] - 64/340
[2021-06-15 03:10:28,661][root][INFO] - 65/340
[2021-06-15 03:10:28,785][root][INFO] - 66/340
[2021-06-15 03:10:28,908][root][INFO] - 67/340
[2021-06-15 03:10:29,023][root][INFO] - 68/340
[2021-06-15 03:10:29,160][root][INFO] - 69/340
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[2021-06-15 03:11:10,326][root][INFO] - miou: 0.6140216924282765
[2021-06-15 03:11:12,182][root][INFO] - Epoch 30, Itrs 36010/50000, Loss=0.115416
[2021-06-15 03:11:14,155][root][INFO] - Epoch 30, Itrs 36020/50000, Loss=0.117108
[2021-06-15 03:11:16,285][root][INFO] - Epoch 30, Itrs 36030/50000, Loss=0.128952
[2021-06-15 03:11:18,231][root][INFO] - Epoch 30, Itrs 36040/50000, Loss=0.113385
[2021-06-15 03:11:20,271][root][INFO] - Epoch 30, Itrs 36050/50000, Loss=0.114819
[2021-06-15 03:11:22,196][root][INFO] - Epoch 30, Itrs 36060/50000, Loss=0.121532
[2021-06-15 03:11:24,218][root][INFO] - Epoch 30, Itrs 36070/50000, Loss=0.114003
[2021-06-15 03:11:26,210][root][INFO] - Epoch 30, Itrs 36080/50000, Loss=0.118478
[2021-06-15 03:11:28,318][root][INFO] - Epoch 30, Itrs 36090/50000, Loss=0.111939
[2021-06-15 03:11:30,301][root][INFO] - Epoch 30, Itrs 36100/50000, Loss=0.114724
[2021-06-15 03:11:32,398][root][INFO] - Epoch 30, Itrs 36110/50000, Loss=0.109784
[2021-06-15 03:11:34,441][root][INFO] - Epoch 30, Itrs 36120/50000, Loss=0.107323
[2021-06-15 03:11:36,408][root][INFO] - Epoch 30, Itrs 36130/50000, Loss=0.116930
[2021-06-15 03:11:38,545][root][INFO] - Epoch 30, Itrs 36140/50000, Loss=0.123617
[2021-06-15 03:11:40,515][root][INFO] - Epoch 30, Itrs 36150/50000, Loss=0.116192
[2021-06-15 03:11:42,536][root][INFO] - Epoch 30, Itrs 36160/50000, Loss=0.115601
[2021-06-15 03:11:44,525][root][INFO] - Epoch 30, Itrs 36170/50000, Loss=0.106418
[2021-06-15 03:11:46,601][root][INFO] - Epoch 30, Itrs 36180/50000, Loss=0.117446
[2021-06-15 03:11:48,580][root][INFO] - Epoch 30, Itrs 36190/50000, Loss=0.119017
[2021-06-15 03:11:50,617][root][INFO] - Epoch 30, Itrs 36200/50000, Loss=0.119211
[2021-06-15 03:11:52,550][root][INFO] - Epoch 30, Itrs 36210/50000, Loss=0.118677
[2021-06-15 03:11:54,616][root][INFO] - Epoch 30, Itrs 36220/50000, Loss=0.129711
[2021-06-15 03:11:56,624][root][INFO] - Epoch 30, Itrs 36230/50000, Loss=0.114807
[2021-06-15 03:11:58,503][root][INFO] - Epoch 30, Itrs 36240/50000, Loss=0.117683
[2021-06-15 03:12:00,677][root][INFO] - Epoch 30, Itrs 36250/50000, Loss=0.111993
[2021-06-15 03:12:02,777][root][INFO] - Epoch 30, Itrs 36260/50000, Loss=0.116911
[2021-06-15 03:12:04,890][root][INFO] - Epoch 30, Itrs 36270/50000, Loss=0.120190
[2021-06-15 03:12:06,941][root][INFO] - Epoch 30, Itrs 36280/50000, Loss=0.113031
[2021-06-15 03:12:09,021][root][INFO] - Epoch 30, Itrs 36290/50000, Loss=0.122936
[2021-06-15 03:12:10,980][root][INFO] - Epoch 30, Itrs 36300/50000, Loss=0.109033
[2021-06-15 03:12:13,005][root][INFO] - Epoch 30, Itrs 36310/50000, Loss=0.119073
[2021-06-15 03:12:15,088][root][INFO] - Epoch 30, Itrs 36320/50000, Loss=0.127211
[2021-06-15 03:12:17,116][root][INFO] - Epoch 30, Itrs 36330/50000, Loss=0.119426
[2021-06-15 03:12:19,114][root][INFO] - Epoch 30, Itrs 36340/50000, Loss=0.115683
[2021-06-15 03:12:21,085][root][INFO] - Epoch 30, Itrs 36350/50000, Loss=0.117386
[2021-06-15 03:12:23,175][root][INFO] - Epoch 30, Itrs 36360/50000, Loss=0.117326
[2021-06-15 03:12:25,217][root][INFO] - Epoch 30, Itrs 36370/50000, Loss=0.124767
[2021-06-15 03:12:27,313][root][INFO] - Epoch 30, Itrs 36380/50000, Loss=0.131618
[2021-06-15 03:12:29,262][root][INFO] - Epoch 30, Itrs 36390/50000, Loss=0.118352
[2021-06-15 03:12:31,414][root][INFO] - Epoch 30, Itrs 36400/50000, Loss=0.132166
[2021-06-15 03:12:33,513][root][INFO] - Epoch 30, Itrs 36410/50000, Loss=0.109341
[2021-06-15 03:12:35,446][root][INFO] - Epoch 30, Itrs 36420/50000, Loss=0.122240
[2021-06-15 03:12:37,475][root][INFO] - Epoch 30, Itrs 36430/50000, Loss=0.119948
[2021-06-15 03:12:39,587][root][INFO] - Epoch 30, Itrs 36440/50000, Loss=0.117544
[2021-06-15 03:12:41,541][root][INFO] - Epoch 30, Itrs 36450/50000, Loss=0.118196
[2021-06-15 03:12:43,644][root][INFO] - Epoch 30, Itrs 36460/50000, Loss=0.112991
[2021-06-15 03:12:45,616][root][INFO] - Epoch 30, Itrs 36470/50000, Loss=0.110543
[2021-06-15 03:12:47,735][root][INFO] - Epoch 30, Itrs 36480/50000, Loss=0.124798
[2021-06-15 03:12:49,808][root][INFO] - Epoch 30, Itrs 36490/50000, Loss=0.121309
[2021-06-15 03:12:51,626][root][INFO] - Epoch 30, Itrs 36500/50000, Loss=0.125933
[2021-06-15 03:12:53,309][root][INFO] - Epoch 30, Itrs 36510/50000, Loss=0.114708
[2021-06-15 03:12:57,662][root][INFO] - Epoch 31, Itrs 36520/50000, Loss=0.111535
[2021-06-15 03:12:59,876][root][INFO] - Epoch 31, Itrs 36530/50000, Loss=0.111167
[2021-06-15 03:13:02,021][root][INFO] - Epoch 31, Itrs 36540/50000, Loss=0.117733
[2021-06-15 03:13:04,212][root][INFO] - Epoch 31, Itrs 36550/50000, Loss=0.117183
[2021-06-15 03:13:06,140][root][INFO] - Epoch 31, Itrs 36560/50000, Loss=0.115185
[2021-06-15 03:13:08,292][root][INFO] - Epoch 31, Itrs 36570/50000, Loss=0.108926
[2021-06-15 03:13:10,193][root][INFO] - Epoch 31, Itrs 36580/50000, Loss=0.108297
[2021-06-15 03:13:12,223][root][INFO] - Epoch 31, Itrs 36590/50000, Loss=0.113840
[2021-06-15 03:13:14,418][root][INFO] - Epoch 31, Itrs 36600/50000, Loss=0.122200
[2021-06-15 03:13:16,365][root][INFO] - Epoch 31, Itrs 36610/50000, Loss=0.112682
[2021-06-15 03:13:18,424][root][INFO] - Epoch 31, Itrs 36620/50000, Loss=0.120645
[2021-06-15 03:13:20,434][root][INFO] - Epoch 31, Itrs 36630/50000, Loss=0.109879
[2021-06-15 03:13:22,465][root][INFO] - Epoch 31, Itrs 36640/50000, Loss=0.112575
[2021-06-15 03:13:24,614][root][INFO] - Epoch 31, Itrs 36650/50000, Loss=0.115798
[2021-06-15 03:13:26,580][root][INFO] - Epoch 31, Itrs 36660/50000, Loss=0.110260
[2021-06-15 03:13:28,628][root][INFO] - Epoch 31, Itrs 36670/50000, Loss=0.112294
[2021-06-15 03:13:30,657][root][INFO] - Epoch 31, Itrs 36680/50000, Loss=0.114969
[2021-06-15 03:13:32,565][root][INFO] - Epoch 31, Itrs 36690/50000, Loss=0.108973
[2021-06-15 03:13:34,717][root][INFO] - Epoch 31, Itrs 36700/50000, Loss=0.119459
[2021-06-15 03:13:36,806][root][INFO] - Epoch 31, Itrs 36710/50000, Loss=0.121017
[2021-06-15 03:13:38,827][root][INFO] - Epoch 31, Itrs 36720/50000, Loss=0.117873
[2021-06-15 03:13:40,853][root][INFO] - Epoch 31, Itrs 36730/50000, Loss=0.115326
[2021-06-15 03:13:42,856][root][INFO] - Epoch 31, Itrs 36740/50000, Loss=0.115838
[2021-06-15 03:13:44,877][root][INFO] - Epoch 31, Itrs 36750/50000, Loss=0.111062
[2021-06-15 03:13:46,862][root][INFO] - Epoch 31, Itrs 36760/50000, Loss=0.120974
[2021-06-15 03:13:48,933][root][INFO] - Epoch 31, Itrs 36770/50000, Loss=0.108710
[2021-06-15 03:13:50,965][root][INFO] - Epoch 31, Itrs 36780/50000, Loss=0.117560
[2021-06-15 03:13:52,933][root][INFO] - Epoch 31, Itrs 36790/50000, Loss=0.112989
[2021-06-15 03:13:54,961][root][INFO] - Epoch 31, Itrs 36800/50000, Loss=0.109688
[2021-06-15 03:13:56,957][root][INFO] - Epoch 31, Itrs 36810/50000, Loss=0.117068
[2021-06-15 03:13:59,065][root][INFO] - Epoch 31, Itrs 36820/50000, Loss=0.120467
[2021-06-15 03:14:00,999][root][INFO] - Epoch 31, Itrs 36830/50000, Loss=0.111106
[2021-06-15 03:14:03,082][root][INFO] - Epoch 31, Itrs 36840/50000, Loss=0.108477
[2021-06-15 03:14:05,139][root][INFO] - Epoch 31, Itrs 36850/50000, Loss=0.113794
[2021-06-15 03:14:07,240][root][INFO] - Epoch 31, Itrs 36860/50000, Loss=0.112780
[2021-06-15 03:14:09,172][root][INFO] - Epoch 31, Itrs 36870/50000, Loss=0.121095
[2021-06-15 03:14:11,286][root][INFO] - Epoch 31, Itrs 36880/50000, Loss=0.125025
[2021-06-15 03:14:13,299][root][INFO] - Epoch 31, Itrs 36890/50000, Loss=0.112252
[2021-06-15 03:14:15,294][root][INFO] - Epoch 31, Itrs 36900/50000, Loss=0.116256
[2021-06-15 03:14:17,380][root][INFO] - Epoch 31, Itrs 36910/50000, Loss=0.108528
[2021-06-15 03:14:19,299][root][INFO] - Epoch 31, Itrs 36920/50000, Loss=0.113374
[2021-06-15 03:14:21,316][root][INFO] - Epoch 31, Itrs 36930/50000, Loss=0.111847
[2021-06-15 03:14:23,407][root][INFO] - Epoch 31, Itrs 36940/50000, Loss=0.125776
[2021-06-15 03:14:25,407][root][INFO] - Epoch 31, Itrs 36950/50000, Loss=0.121728
[2021-06-15 03:14:27,438][root][INFO] - Epoch 31, Itrs 36960/50000, Loss=0.121898
[2021-06-15 03:14:29,523][root][INFO] - Epoch 31, Itrs 36970/50000, Loss=0.130203
[2021-06-15 03:14:31,507][root][INFO] - Epoch 31, Itrs 36980/50000, Loss=0.108806
[2021-06-15 03:14:33,530][root][INFO] - Epoch 31, Itrs 36990/50000, Loss=0.107992
[2021-06-15 03:14:35,644][root][INFO] - Epoch 31, Itrs 37000/50000, Loss=0.117966
[2021-06-15 03:14:37,725][root][INFO] - Epoch 31, Itrs 37010/50000, Loss=0.112171
[2021-06-15 03:14:39,609][root][INFO] - Epoch 31, Itrs 37020/50000, Loss=0.119355
[2021-06-15 03:14:41,645][root][INFO] - Epoch 31, Itrs 37030/50000, Loss=0.124081
[2021-06-15 03:14:43,662][root][INFO] - Epoch 31, Itrs 37040/50000, Loss=0.110108
[2021-06-15 03:14:45,594][root][INFO] - Epoch 31, Itrs 37050/50000, Loss=0.109996
[2021-06-15 03:14:47,796][root][INFO] - Epoch 31, Itrs 37060/50000, Loss=0.119129
[2021-06-15 03:14:49,816][root][INFO] - Epoch 31, Itrs 37070/50000, Loss=0.117001
[2021-06-15 03:14:51,795][root][INFO] - Epoch 31, Itrs 37080/50000, Loss=0.113415
[2021-06-15 03:14:53,895][root][INFO] - Epoch 31, Itrs 37090/50000, Loss=0.112407
[2021-06-15 03:14:55,875][root][INFO] - Epoch 31, Itrs 37100/50000, Loss=0.107372
[2021-06-15 03:14:57,871][root][INFO] - Epoch 31, Itrs 37110/50000, Loss=0.120129
[2021-06-15 03:15:00,005][root][INFO] - Epoch 31, Itrs 37120/50000, Loss=0.117410
[2021-06-15 03:15:01,929][root][INFO] - Epoch 31, Itrs 37130/50000, Loss=0.115484
[2021-06-15 03:15:04,003][root][INFO] - Epoch 31, Itrs 37140/50000, Loss=0.122373
[2021-06-15 03:15:05,932][root][INFO] - Epoch 31, Itrs 37150/50000, Loss=0.106342
[2021-06-15 03:15:07,857][root][INFO] - Epoch 31, Itrs 37160/50000, Loss=0.123496
[2021-06-15 03:15:09,995][root][INFO] - Epoch 31, Itrs 37170/50000, Loss=0.115175
[2021-06-15 03:15:11,995][root][INFO] - Epoch 31, Itrs 37180/50000, Loss=0.119087
[2021-06-15 03:15:14,011][root][INFO] - Epoch 31, Itrs 37190/50000, Loss=0.115511
[2021-06-15 03:15:16,068][root][INFO] - Epoch 31, Itrs 37200/50000, Loss=0.121229
[2021-06-15 03:15:18,204][root][INFO] - Epoch 31, Itrs 37210/50000, Loss=0.115057
[2021-06-15 03:15:20,065][root][INFO] - Epoch 31, Itrs 37220/50000, Loss=0.109560
[2021-06-15 03:15:22,213][root][INFO] - Epoch 31, Itrs 37230/50000, Loss=0.120158
[2021-06-15 03:15:24,169][root][INFO] - Epoch 31, Itrs 37240/50000, Loss=0.119300
[2021-06-15 03:15:26,236][root][INFO] - Epoch 31, Itrs 37250/50000, Loss=0.113315
[2021-06-15 03:15:28,133][root][INFO] - Epoch 31, Itrs 37260/50000, Loss=0.124550
[2021-06-15 03:15:30,295][root][INFO] - Epoch 31, Itrs 37270/50000, Loss=0.114310
[2021-06-15 03:15:32,269][root][INFO] - Epoch 31, Itrs 37280/50000, Loss=0.125681
[2021-06-15 03:15:34,274][root][INFO] - Epoch 31, Itrs 37290/50000, Loss=0.111440
[2021-06-15 03:15:36,327][root][INFO] - Epoch 31, Itrs 37300/50000, Loss=0.107439
[2021-06-15 03:15:38,374][root][INFO] - Epoch 31, Itrs 37310/50000, Loss=0.124514
[2021-06-15 03:15:40,377][root][INFO] - Epoch 31, Itrs 37320/50000, Loss=0.119308
[2021-06-15 03:15:42,373][root][INFO] - Epoch 31, Itrs 37330/50000, Loss=0.119310
[2021-06-15 03:15:44,494][root][INFO] - Epoch 31, Itrs 37340/50000, Loss=0.112627
[2021-06-15 03:15:46,491][root][INFO] - Epoch 31, Itrs 37350/50000, Loss=0.114114
[2021-06-15 03:15:48,573][root][INFO] - Epoch 31, Itrs 37360/50000, Loss=0.117205
[2021-06-15 03:15:50,547][root][INFO] - Epoch 31, Itrs 37370/50000, Loss=0.109317
[2021-06-15 03:15:52,503][root][INFO] - Epoch 31, Itrs 37380/50000, Loss=0.120004
[2021-06-15 03:15:54,551][root][INFO] - Epoch 31, Itrs 37390/50000, Loss=0.108977
[2021-06-15 03:15:56,691][root][INFO] - Epoch 31, Itrs 37400/50000, Loss=0.113961
[2021-06-15 03:15:58,654][root][INFO] - Epoch 31, Itrs 37410/50000, Loss=0.111878
[2021-06-15 03:16:00,566][root][INFO] - Epoch 31, Itrs 37420/50000, Loss=0.112260
[2021-06-15 03:16:02,583][root][INFO] - Epoch 31, Itrs 37430/50000, Loss=0.128664
[2021-06-15 03:16:04,714][root][INFO] - Epoch 31, Itrs 37440/50000, Loss=0.124397
[2021-06-15 03:16:06,800][root][INFO] - Epoch 31, Itrs 37450/50000, Loss=0.110445
[2021-06-15 03:16:08,715][root][INFO] - Epoch 31, Itrs 37460/50000, Loss=0.113882
[2021-06-15 03:16:10,681][root][INFO] - Epoch 31, Itrs 37470/50000, Loss=0.115417
[2021-06-15 03:16:12,808][root][INFO] - Epoch 31, Itrs 37480/50000, Loss=0.114566
[2021-06-15 03:16:14,724][root][INFO] - Epoch 31, Itrs 37490/50000, Loss=0.112341
[2021-06-15 03:16:16,856][root][INFO] - Epoch 31, Itrs 37500/50000, Loss=0.112934
[2021-06-15 03:16:18,834][root][INFO] - Epoch 31, Itrs 37510/50000, Loss=0.110563
[2021-06-15 03:16:20,868][root][INFO] - Epoch 31, Itrs 37520/50000, Loss=0.120569
[2021-06-15 03:16:22,894][root][INFO] - Epoch 31, Itrs 37530/50000, Loss=0.103619
[2021-06-15 03:16:24,940][root][INFO] - Epoch 31, Itrs 37540/50000, Loss=0.108715
[2021-06-15 03:16:26,957][root][INFO] - Epoch 31, Itrs 37550/50000, Loss=0.106619
[2021-06-15 03:16:28,975][root][INFO] - Epoch 31, Itrs 37560/50000, Loss=0.114394
[2021-06-15 03:16:31,112][root][INFO] - Epoch 31, Itrs 37570/50000, Loss=0.119433
[2021-06-15 03:16:33,124][root][INFO] - Epoch 31, Itrs 37580/50000, Loss=0.118692
[2021-06-15 03:16:35,174][root][INFO] - Epoch 31, Itrs 37590/50000, Loss=0.115850
[2021-06-15 03:16:37,280][root][INFO] - Epoch 31, Itrs 37600/50000, Loss=0.123100
[2021-06-15 03:16:39,228][root][INFO] - Epoch 31, Itrs 37610/50000, Loss=0.115491
[2021-06-15 03:16:41,213][root][INFO] - Epoch 31, Itrs 37620/50000, Loss=0.122187
[2021-06-15 03:16:43,228][root][INFO] - Epoch 31, Itrs 37630/50000, Loss=0.116823
[2021-06-15 03:16:45,275][root][INFO] - Epoch 31, Itrs 37640/50000, Loss=0.111688
[2021-06-15 03:16:47,243][root][INFO] - Epoch 31, Itrs 37650/50000, Loss=0.120382
[2021-06-15 03:16:49,293][root][INFO] - Epoch 31, Itrs 37660/50000, Loss=0.114908
[2021-06-15 03:16:51,507][root][INFO] - Epoch 31, Itrs 37670/50000, Loss=0.108199
[2021-06-15 03:16:53,485][root][INFO] - Epoch 31, Itrs 37680/50000, Loss=0.120203
[2021-06-15 03:16:55,537][root][INFO] - Epoch 31, Itrs 37690/50000, Loss=0.110407
[2021-06-15 03:16:57,457][root][INFO] - Epoch 31, Itrs 37700/50000, Loss=0.113424
[2021-06-15 03:16:59,435][root][INFO] - Epoch 31, Itrs 37710/50000, Loss=0.124083
[2021-06-15 03:17:01,200][root][INFO] - Epoch 31, Itrs 37720/50000, Loss=0.119562
[2021-06-15 03:17:04,734][root][INFO] - Epoch 32, Itrs 37730/50000, Loss=0.110538
[2021-06-15 03:17:07,198][root][INFO] - Epoch 32, Itrs 37740/50000, Loss=0.107168
[2021-06-15 03:17:09,493][root][INFO] - Epoch 32, Itrs 37750/50000, Loss=0.111768
[2021-06-15 03:17:11,612][root][INFO] - Epoch 32, Itrs 37760/50000, Loss=0.117907
[2021-06-15 03:17:13,624][root][INFO] - Epoch 32, Itrs 37770/50000, Loss=0.104844
[2021-06-15 03:17:15,642][root][INFO] - Epoch 32, Itrs 37780/50000, Loss=0.110735
[2021-06-15 03:17:17,750][root][INFO] - Epoch 32, Itrs 37790/50000, Loss=0.108819
[2021-06-15 03:17:19,801][root][INFO] - Epoch 32, Itrs 37800/50000, Loss=0.115503
[2021-06-15 03:17:21,875][root][INFO] - Epoch 32, Itrs 37810/50000, Loss=0.109083
[2021-06-15 03:17:23,894][root][INFO] - Epoch 32, Itrs 37820/50000, Loss=0.113133
[2021-06-15 03:17:25,968][root][INFO] - Epoch 32, Itrs 37830/50000, Loss=0.108099
[2021-06-15 03:17:27,861][root][INFO] - Epoch 32, Itrs 37840/50000, Loss=0.118087
[2021-06-15 03:17:30,014][root][INFO] - Epoch 32, Itrs 37850/50000, Loss=0.114882
[2021-06-15 03:17:32,029][root][INFO] - Epoch 32, Itrs 37860/50000, Loss=0.121672
[2021-06-15 03:17:34,019][root][INFO] - Epoch 32, Itrs 37870/50000, Loss=0.107751
[2021-06-15 03:17:36,010][root][INFO] - Epoch 32, Itrs 37880/50000, Loss=0.114843
[2021-06-15 03:17:38,097][root][INFO] - Epoch 32, Itrs 37890/50000, Loss=0.114083
[2021-06-15 03:17:40,156][root][INFO] - Epoch 32, Itrs 37900/50000, Loss=0.114256
[2021-06-15 03:17:42,257][root][INFO] - Epoch 32, Itrs 37910/50000, Loss=0.113527
[2021-06-15 03:17:44,320][root][INFO] - Epoch 32, Itrs 37920/50000, Loss=0.125570
[2021-06-15 03:17:46,364][root][INFO] - Epoch 32, Itrs 37930/50000, Loss=0.110332
[2021-06-15 03:17:48,340][root][INFO] - Epoch 32, Itrs 37940/50000, Loss=0.108104
[2021-06-15 03:17:50,357][root][INFO] - Epoch 32, Itrs 37950/50000, Loss=0.109691
[2021-06-15 03:17:52,247][root][INFO] - Epoch 32, Itrs 37960/50000, Loss=0.118527
[2021-06-15 03:17:54,369][root][INFO] - Epoch 32, Itrs 37970/50000, Loss=0.117194
[2021-06-15 03:17:56,468][root][INFO] - Epoch 32, Itrs 37980/50000, Loss=0.109291
[2021-06-15 03:17:58,538][root][INFO] - Epoch 32, Itrs 37990/50000, Loss=0.102342
[2021-06-15 03:18:00,606][root][INFO] - Epoch 32, Itrs 38000/50000, Loss=0.117631
[2021-06-15 03:18:02,608][root][INFO] - Epoch 32, Itrs 38010/50000, Loss=0.122152
[2021-06-15 03:18:04,690][root][INFO] - Epoch 32, Itrs 38020/50000, Loss=0.111295
[2021-06-15 03:18:06,642][root][INFO] - Epoch 32, Itrs 38030/50000, Loss=0.118394
[2021-06-15 03:18:08,629][root][INFO] - Epoch 32, Itrs 38040/50000, Loss=0.102577
[2021-06-15 03:18:10,637][root][INFO] - Epoch 32, Itrs 38050/50000, Loss=0.120901
[2021-06-15 03:18:12,810][root][INFO] - Epoch 32, Itrs 38060/50000, Loss=0.113800
[2021-06-15 03:18:14,799][root][INFO] - Epoch 32, Itrs 38070/50000, Loss=0.121656
[2021-06-15 03:18:16,816][root][INFO] - Epoch 32, Itrs 38080/50000, Loss=0.115033
[2021-06-15 03:18:18,855][root][INFO] - Epoch 32, Itrs 38090/50000, Loss=0.109271
[2021-06-15 03:18:20,916][root][INFO] - Epoch 32, Itrs 38100/50000, Loss=0.114780
[2021-06-15 03:18:22,896][root][INFO] - Epoch 32, Itrs 38110/50000, Loss=0.111030
[2021-06-15 03:18:24,943][root][INFO] - Epoch 32, Itrs 38120/50000, Loss=0.111026
[2021-06-15 03:18:26,963][root][INFO] - Epoch 32, Itrs 38130/50000, Loss=0.114189
[2021-06-15 03:18:29,040][root][INFO] - Epoch 32, Itrs 38140/50000, Loss=0.116678
[2021-06-15 03:18:31,061][root][INFO] - Epoch 32, Itrs 38150/50000, Loss=0.117348
[2021-06-15 03:18:32,965][root][INFO] - Epoch 32, Itrs 38160/50000, Loss=0.104562
[2021-06-15 03:18:35,023][root][INFO] - Epoch 32, Itrs 38170/50000, Loss=0.112085
[2021-06-15 03:18:37,064][root][INFO] - Epoch 32, Itrs 38180/50000, Loss=0.116121
[2021-06-15 03:18:39,100][root][INFO] - Epoch 32, Itrs 38190/50000, Loss=0.116683
[2021-06-15 03:18:41,201][root][INFO] - Epoch 32, Itrs 38200/50000, Loss=0.113442
[2021-06-15 03:18:43,138][root][INFO] - Epoch 32, Itrs 38210/50000, Loss=0.127940
[2021-06-15 03:18:45,201][root][INFO] - Epoch 32, Itrs 38220/50000, Loss=0.118832
[2021-06-15 03:18:47,284][root][INFO] - Epoch 32, Itrs 38230/50000, Loss=0.118775
[2021-06-15 03:18:49,154][root][INFO] - Epoch 32, Itrs 38240/50000, Loss=0.115380
[2021-06-15 03:18:51,331][root][INFO] - Epoch 32, Itrs 38250/50000, Loss=0.121057
[2021-06-15 03:18:53,398][root][INFO] - Epoch 32, Itrs 38260/50000, Loss=0.125210
[2021-06-15 03:18:55,317][root][INFO] - Epoch 32, Itrs 38270/50000, Loss=0.114522
[2021-06-15 03:18:57,414][root][INFO] - Epoch 32, Itrs 38280/50000, Loss=0.115363
[2021-06-15 03:18:59,541][root][INFO] - Epoch 32, Itrs 38290/50000, Loss=0.113382
[2021-06-15 03:19:01,531][root][INFO] - Epoch 32, Itrs 38300/50000, Loss=0.108392
[2021-06-15 03:19:03,585][root][INFO] - Epoch 32, Itrs 38310/50000, Loss=0.115775
[2021-06-15 03:19:05,633][root][INFO] - Epoch 32, Itrs 38320/50000, Loss=0.117080
[2021-06-15 03:19:07,753][root][INFO] - Epoch 32, Itrs 38330/50000, Loss=0.109367
[2021-06-15 03:19:09,617][root][INFO] - Epoch 32, Itrs 38340/50000, Loss=0.108578
[2021-06-15 03:19:11,727][root][INFO] - Epoch 32, Itrs 38350/50000, Loss=0.112853
[2021-06-15 03:19:13,697][root][INFO] - Epoch 32, Itrs 38360/50000, Loss=0.112654
[2021-06-15 03:19:15,807][root][INFO] - Epoch 32, Itrs 38370/50000, Loss=0.112416
[2021-06-15 03:19:17,805][root][INFO] - Epoch 32, Itrs 38380/50000, Loss=0.114563
[2021-06-15 03:19:19,850][root][INFO] - Epoch 32, Itrs 38390/50000, Loss=0.113550
[2021-06-15 03:19:21,820][root][INFO] - Epoch 32, Itrs 38400/50000, Loss=0.110449
[2021-06-15 03:19:23,866][root][INFO] - Epoch 32, Itrs 38410/50000, Loss=0.123943
[2021-06-15 03:19:25,924][root][INFO] - Epoch 32, Itrs 38420/50000, Loss=0.118022
[2021-06-15 03:19:27,978][root][INFO] - Epoch 32, Itrs 38430/50000, Loss=0.109728
[2021-06-15 03:19:29,926][root][INFO] - Epoch 32, Itrs 38440/50000, Loss=0.117150
[2021-06-15 03:19:32,099][root][INFO] - Epoch 32, Itrs 38450/50000, Loss=0.113549
[2021-06-15 03:19:34,025][root][INFO] - Epoch 32, Itrs 38460/50000, Loss=0.119939
[2021-06-15 03:19:35,999][root][INFO] - Epoch 32, Itrs 38470/50000, Loss=0.108889
[2021-06-15 03:19:38,007][root][INFO] - Epoch 32, Itrs 38480/50000, Loss=0.124221
[2021-06-15 03:19:40,056][root][INFO] - Epoch 32, Itrs 38490/50000, Loss=0.112064
[2021-06-15 03:19:42,129][root][INFO] - Epoch 32, Itrs 38500/50000, Loss=0.106572
[2021-06-15 03:19:44,064][root][INFO] - Epoch 32, Itrs 38510/50000, Loss=0.108601
[2021-06-15 03:19:46,193][root][INFO] - Epoch 32, Itrs 38520/50000, Loss=0.111621
[2021-06-15 03:19:48,190][root][INFO] - Epoch 32, Itrs 38530/50000, Loss=0.105764
[2021-06-15 03:19:50,160][root][INFO] - Epoch 32, Itrs 38540/50000, Loss=0.118472
[2021-06-15 03:19:52,187][root][INFO] - Epoch 32, Itrs 38550/50000, Loss=0.116228
[2021-06-15 03:19:54,233][root][INFO] - Epoch 32, Itrs 38560/50000, Loss=0.117368
[2021-06-15 03:19:56,260][root][INFO] - Epoch 32, Itrs 38570/50000, Loss=0.122258
[2021-06-15 03:19:58,390][root][INFO] - Epoch 32, Itrs 38580/50000, Loss=0.118313
[2021-06-15 03:20:00,320][root][INFO] - Epoch 32, Itrs 38590/50000, Loss=0.107855
[2021-06-15 03:20:02,521][root][INFO] - Epoch 32, Itrs 38600/50000, Loss=0.114774
[2021-06-15 03:20:04,469][root][INFO] - Epoch 32, Itrs 38610/50000, Loss=0.114142
[2021-06-15 03:20:06,440][root][INFO] - Epoch 32, Itrs 38620/50000, Loss=0.117397
[2021-06-15 03:20:08,467][root][INFO] - Epoch 32, Itrs 38630/50000, Loss=0.107384
[2021-06-15 03:20:10,574][root][INFO] - Epoch 32, Itrs 38640/50000, Loss=0.106298
[2021-06-15 03:20:12,481][root][INFO] - Epoch 32, Itrs 38650/50000, Loss=0.111682
[2021-06-15 03:20:14,570][root][INFO] - Epoch 32, Itrs 38660/50000, Loss=0.112153
[2021-06-15 03:20:16,586][root][INFO] - Epoch 32, Itrs 38670/50000, Loss=0.118834
[2021-06-15 03:20:18,562][root][INFO] - Epoch 32, Itrs 38680/50000, Loss=0.113675
[2021-06-15 03:20:20,535][root][INFO] - Epoch 32, Itrs 38690/50000, Loss=0.111481
[2021-06-15 03:20:22,596][root][INFO] - Epoch 32, Itrs 38700/50000, Loss=0.118366
[2021-06-15 03:20:24,620][root][INFO] - Epoch 32, Itrs 38710/50000, Loss=0.105875
[2021-06-15 03:20:26,605][root][INFO] - Epoch 32, Itrs 38720/50000, Loss=0.110762
[2021-06-15 03:20:28,692][root][INFO] - Epoch 32, Itrs 38730/50000, Loss=0.113105
[2021-06-15 03:20:30,736][root][INFO] - Epoch 32, Itrs 38740/50000, Loss=0.114175
[2021-06-15 03:20:32,766][root][INFO] - Epoch 32, Itrs 38750/50000, Loss=0.111457
[2021-06-15 03:20:34,874][root][INFO] - Epoch 32, Itrs 38760/50000, Loss=0.117193
[2021-06-15 03:20:36,798][root][INFO] - Epoch 32, Itrs 38770/50000, Loss=0.116349
[2021-06-15 03:20:38,827][root][INFO] - Epoch 32, Itrs 38780/50000, Loss=0.131702
[2021-06-15 03:20:40,893][root][INFO] - Epoch 32, Itrs 38790/50000, Loss=0.110664
[2021-06-15 03:20:42,796][root][INFO] - Epoch 32, Itrs 38800/50000, Loss=0.112510
[2021-06-15 03:20:44,786][root][INFO] - Epoch 32, Itrs 38810/50000, Loss=0.121598
[2021-06-15 03:20:46,886][root][INFO] - Epoch 32, Itrs 38820/50000, Loss=0.112648
[2021-06-15 03:20:49,069][root][INFO] - Epoch 32, Itrs 38830/50000, Loss=0.123673
[2021-06-15 03:20:51,039][root][INFO] - Epoch 32, Itrs 38840/50000, Loss=0.108254
[2021-06-15 03:20:52,993][root][INFO] - Epoch 32, Itrs 38850/50000, Loss=0.107382
[2021-06-15 03:20:55,073][root][INFO] - Epoch 32, Itrs 38860/50000, Loss=0.116749
[2021-06-15 03:20:57,025][root][INFO] - Epoch 32, Itrs 38870/50000, Loss=0.114326
[2021-06-15 03:20:59,143][root][INFO] - Epoch 32, Itrs 38880/50000, Loss=0.115550
[2021-06-15 03:21:01,150][root][INFO] - Epoch 32, Itrs 38890/50000, Loss=0.117198
[2021-06-15 03:21:03,168][root][INFO] - Epoch 32, Itrs 38900/50000, Loss=0.107012
[2021-06-15 03:21:05,272][root][INFO] - Epoch 32, Itrs 38910/50000, Loss=0.113319
[2021-06-15 03:21:07,314][root][INFO] - Epoch 32, Itrs 38920/50000, Loss=0.110663
[2021-06-15 03:21:09,227][root][INFO] - Epoch 32, Itrs 38930/50000, Loss=0.111820
[2021-06-15 03:21:10,971][root][INFO] - Epoch 32, Itrs 38940/50000, Loss=0.110543
[2021-06-15 03:21:14,862][root][INFO] - Epoch 33, Itrs 38950/50000, Loss=0.116662
[2021-06-15 03:21:16,996][root][INFO] - Epoch 33, Itrs 38960/50000, Loss=0.117385
[2021-06-15 03:21:19,283][root][INFO] - Epoch 33, Itrs 38970/50000, Loss=0.108057
[2021-06-15 03:21:21,379][root][INFO] - Epoch 33, Itrs 38980/50000, Loss=0.115397
[2021-06-15 03:21:23,676][root][INFO] - Epoch 33, Itrs 38990/50000, Loss=0.105193
[2021-06-15 03:21:25,668][root][INFO] - Epoch 33, Itrs 39000/50000, Loss=0.102075
[2021-06-15 03:21:25,669][root][INFO] - validation...
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[2021-06-15 03:22:19,658][root][INFO] - miou: 0.6147112556207616
[2021-06-15 03:22:21,551][root][INFO] - Epoch 33, Itrs 39010/50000, Loss=0.112355
[2021-06-15 03:22:23,473][root][INFO] - Epoch 33, Itrs 39020/50000, Loss=0.110177
[2021-06-15 03:22:25,594][root][INFO] - Epoch 33, Itrs 39030/50000, Loss=0.102219
[2021-06-15 03:22:27,562][root][INFO] - Epoch 33, Itrs 39040/50000, Loss=0.113645
[2021-06-15 03:22:29,691][root][INFO] - Epoch 33, Itrs 39050/50000, Loss=0.104619
[2021-06-15 03:22:31,754][root][INFO] - Epoch 33, Itrs 39060/50000, Loss=0.110651
[2021-06-15 03:22:33,683][root][INFO] - Epoch 33, Itrs 39070/50000, Loss=0.113703
[2021-06-15 03:22:35,674][root][INFO] - Epoch 33, Itrs 39080/50000, Loss=0.114260
[2021-06-15 03:22:37,691][root][INFO] - Epoch 33, Itrs 39090/50000, Loss=0.104776
[2021-06-15 03:22:39,766][root][INFO] - Epoch 33, Itrs 39100/50000, Loss=0.112640
[2021-06-15 03:22:41,816][root][INFO] - Epoch 33, Itrs 39110/50000, Loss=0.114930
[2021-06-15 03:22:43,832][root][INFO] - Epoch 33, Itrs 39120/50000, Loss=0.117530
[2021-06-15 03:22:45,858][root][INFO] - Epoch 33, Itrs 39130/50000, Loss=0.097348
[2021-06-15 03:22:47,823][root][INFO] - Epoch 33, Itrs 39140/50000, Loss=0.107621
[2021-06-15 03:22:49,836][root][INFO] - Epoch 33, Itrs 39150/50000, Loss=0.106773
[2021-06-15 03:22:51,869][root][INFO] - Epoch 33, Itrs 39160/50000, Loss=0.105197
[2021-06-15 03:22:54,016][root][INFO] - Epoch 33, Itrs 39170/50000, Loss=0.118832
[2021-06-15 03:22:55,994][root][INFO] - Epoch 33, Itrs 39180/50000, Loss=0.113821
[2021-06-15 03:22:57,900][root][INFO] - Epoch 33, Itrs 39190/50000, Loss=0.107866
[2021-06-15 03:22:59,998][root][INFO] - Epoch 33, Itrs 39200/50000, Loss=0.114331
[2021-06-15 03:23:02,029][root][INFO] - Epoch 33, Itrs 39210/50000, Loss=0.108553
[2021-06-15 03:23:04,163][root][INFO] - Epoch 33, Itrs 39220/50000, Loss=0.117973
[2021-06-15 03:23:06,123][root][INFO] - Epoch 33, Itrs 39230/50000, Loss=0.103580
[2021-06-15 03:23:08,196][root][INFO] - Epoch 33, Itrs 39240/50000, Loss=0.107866
[2021-06-15 03:23:10,260][root][INFO] - Epoch 33, Itrs 39250/50000, Loss=0.114678
[2021-06-15 03:23:12,270][root][INFO] - Epoch 33, Itrs 39260/50000, Loss=0.121175
[2021-06-15 03:23:14,306][root][INFO] - Epoch 33, Itrs 39270/50000, Loss=0.120722
[2021-06-15 03:23:16,227][root][INFO] - Epoch 33, Itrs 39280/50000, Loss=0.120319
[2021-06-15 03:23:18,333][root][INFO] - Epoch 33, Itrs 39290/50000, Loss=0.110984
[2021-06-15 03:23:20,373][root][INFO] - Epoch 33, Itrs 39300/50000, Loss=0.107833
[2021-06-15 03:23:22,349][root][INFO] - Epoch 33, Itrs 39310/50000, Loss=0.119250
[2021-06-15 03:23:24,427][root][INFO] - Epoch 33, Itrs 39320/50000, Loss=0.112065
[2021-06-15 03:23:26,498][root][INFO] - Epoch 33, Itrs 39330/50000, Loss=0.117332
[2021-06-15 03:23:28,552][root][INFO] - Epoch 33, Itrs 39340/50000, Loss=0.110330
[2021-06-15 03:23:30,557][root][INFO] - Epoch 33, Itrs 39350/50000, Loss=0.115937
[2021-06-15 03:23:32,583][root][INFO] - Epoch 33, Itrs 39360/50000, Loss=0.113225
[2021-06-15 03:23:34,596][root][INFO] - Epoch 33, Itrs 39370/50000, Loss=0.108386
[2021-06-15 03:23:36,590][root][INFO] - Epoch 33, Itrs 39380/50000, Loss=0.102717
[2021-06-15 03:23:38,673][root][INFO] - Epoch 33, Itrs 39390/50000, Loss=0.117989
[2021-06-15 03:23:40,692][root][INFO] - Epoch 33, Itrs 39400/50000, Loss=0.111630
[2021-06-15 03:23:42,760][root][INFO] - Epoch 33, Itrs 39410/50000, Loss=0.111053
[2021-06-15 03:23:44,841][root][INFO] - Epoch 33, Itrs 39420/50000, Loss=0.102563
[2021-06-15 03:23:46,835][root][INFO] - Epoch 33, Itrs 39430/50000, Loss=0.109562
[2021-06-15 03:23:48,767][root][INFO] - Epoch 33, Itrs 39440/50000, Loss=0.103687
[2021-06-15 03:23:50,800][root][INFO] - Epoch 33, Itrs 39450/50000, Loss=0.115216
[2021-06-15 03:23:52,849][root][INFO] - Epoch 33, Itrs 39460/50000, Loss=0.117377
[2021-06-15 03:23:54,990][root][INFO] - Epoch 33, Itrs 39470/50000, Loss=0.121030
[2021-06-15 03:23:56,961][root][INFO] - Epoch 33, Itrs 39480/50000, Loss=0.113001
[2021-06-15 03:23:58,904][root][INFO] - Epoch 33, Itrs 39490/50000, Loss=0.121190
[2021-06-15 03:24:01,000][root][INFO] - Epoch 33, Itrs 39500/50000, Loss=0.109921
[2021-06-15 03:24:02,980][root][INFO] - Epoch 33, Itrs 39510/50000, Loss=0.111957
[2021-06-15 03:24:04,988][root][INFO] - Epoch 33, Itrs 39520/50000, Loss=0.107113
[2021-06-15 03:24:07,011][root][INFO] - Epoch 33, Itrs 39530/50000, Loss=0.113838
[2021-06-15 03:24:09,009][root][INFO] - Epoch 33, Itrs 39540/50000, Loss=0.112615
[2021-06-15 03:24:11,105][root][INFO] - Epoch 33, Itrs 39550/50000, Loss=0.114625
[2021-06-15 03:24:12,949][root][INFO] - Epoch 33, Itrs 39560/50000, Loss=0.106390
[2021-06-15 03:24:14,976][root][INFO] - Epoch 33, Itrs 39570/50000, Loss=0.112770
[2021-06-15 03:24:17,085][root][INFO] - Epoch 33, Itrs 39580/50000, Loss=0.109943
[2021-06-15 03:24:19,171][root][INFO] - Epoch 33, Itrs 39590/50000, Loss=0.112724
[2021-06-15 03:24:21,134][root][INFO] - Epoch 33, Itrs 39600/50000, Loss=0.099458
[2021-06-15 03:24:23,109][root][INFO] - Epoch 33, Itrs 39610/50000, Loss=0.115605
[2021-06-15 03:24:25,171][root][INFO] - Epoch 33, Itrs 39620/50000, Loss=0.114311
[2021-06-15 03:24:27,267][root][INFO] - Epoch 33, Itrs 39630/50000, Loss=0.103016
[2021-06-15 03:24:29,195][root][INFO] - Epoch 33, Itrs 39640/50000, Loss=0.111404
[2021-06-15 03:24:31,169][root][INFO] - Epoch 33, Itrs 39650/50000, Loss=0.116289
[2021-06-15 03:24:33,278][root][INFO] - Epoch 33, Itrs 39660/50000, Loss=0.103306
[2021-06-15 03:24:35,232][root][INFO] - Epoch 33, Itrs 39670/50000, Loss=0.115050
[2021-06-15 03:24:37,320][root][INFO] - Epoch 33, Itrs 39680/50000, Loss=0.111283
[2021-06-15 03:24:39,266][root][INFO] - Epoch 33, Itrs 39690/50000, Loss=0.104245
[2021-06-15 03:24:41,321][root][INFO] - Epoch 33, Itrs 39700/50000, Loss=0.105572
[2021-06-15 03:24:43,452][root][INFO] - Epoch 33, Itrs 39710/50000, Loss=0.110610
[2021-06-15 03:24:45,453][root][INFO] - Epoch 33, Itrs 39720/50000, Loss=0.104558
[2021-06-15 03:24:47,458][root][INFO] - Epoch 33, Itrs 39730/50000, Loss=0.109897
[2021-06-15 03:24:49,562][root][INFO] - Epoch 33, Itrs 39740/50000, Loss=0.109152
[2021-06-15 03:24:51,638][root][INFO] - Epoch 33, Itrs 39750/50000, Loss=0.103296
[2021-06-15 03:24:53,624][root][INFO] - Epoch 33, Itrs 39760/50000, Loss=0.117033
[2021-06-15 03:24:55,673][root][INFO] - Epoch 33, Itrs 39770/50000, Loss=0.119126
[2021-06-15 03:24:57,614][root][INFO] - Epoch 33, Itrs 39780/50000, Loss=0.109000
[2021-06-15 03:24:59,749][root][INFO] - Epoch 33, Itrs 39790/50000, Loss=0.109808
[2021-06-15 03:25:01,786][root][INFO] - Epoch 33, Itrs 39800/50000, Loss=0.118067
[2021-06-15 03:25:03,701][root][INFO] - Epoch 33, Itrs 39810/50000, Loss=0.119227
[2021-06-15 03:25:05,852][root][INFO] - Epoch 33, Itrs 39820/50000, Loss=0.104775
[2021-06-15 03:25:07,917][root][INFO] - Epoch 33, Itrs 39830/50000, Loss=0.104962
[2021-06-15 03:25:09,929][root][INFO] - Epoch 33, Itrs 39840/50000, Loss=0.110640
[2021-06-15 03:25:11,930][root][INFO] - Epoch 33, Itrs 39850/50000, Loss=0.124018
[2021-06-15 03:25:14,029][root][INFO] - Epoch 33, Itrs 39860/50000, Loss=0.124139
[2021-06-15 03:25:16,058][root][INFO] - Epoch 33, Itrs 39870/50000, Loss=0.112710
[2021-06-15 03:25:18,072][root][INFO] - Epoch 33, Itrs 39880/50000, Loss=0.119237
[2021-06-15 03:25:19,977][root][INFO] - Epoch 33, Itrs 39890/50000, Loss=0.114485
[2021-06-15 03:25:22,163][root][INFO] - Epoch 33, Itrs 39900/50000, Loss=0.107071
[2021-06-15 03:25:24,094][root][INFO] - Epoch 33, Itrs 39910/50000, Loss=0.126942
[2021-06-15 03:25:26,258][root][INFO] - Epoch 33, Itrs 39920/50000, Loss=0.118739
[2021-06-15 03:25:28,232][root][INFO] - Epoch 33, Itrs 39930/50000, Loss=0.114806
[2021-06-15 03:25:30,289][root][INFO] - Epoch 33, Itrs 39940/50000, Loss=0.110047
[2021-06-15 03:25:32,316][root][INFO] - Epoch 33, Itrs 39950/50000, Loss=0.114661
[2021-06-15 03:25:34,284][root][INFO] - Epoch 33, Itrs 39960/50000, Loss=0.102335
[2021-06-15 03:25:36,264][root][INFO] - Epoch 33, Itrs 39970/50000, Loss=0.112406
[2021-06-15 03:25:38,342][root][INFO] - Epoch 33, Itrs 39980/50000, Loss=0.106755
[2021-06-15 03:25:40,389][root][INFO] - Epoch 33, Itrs 39990/50000, Loss=0.110370
[2021-06-15 03:25:42,455][root][INFO] - Epoch 33, Itrs 40000/50000, Loss=0.115996
[2021-06-15 03:25:44,344][root][INFO] - Epoch 33, Itrs 40010/50000, Loss=0.107628
[2021-06-15 03:25:46,429][root][INFO] - Epoch 33, Itrs 40020/50000, Loss=0.115618
[2021-06-15 03:25:48,431][root][INFO] - Epoch 33, Itrs 40030/50000, Loss=0.112263
[2021-06-15 03:25:50,495][root][INFO] - Epoch 33, Itrs 40040/50000, Loss=0.106813
[2021-06-15 03:25:52,582][root][INFO] - Epoch 33, Itrs 40050/50000, Loss=0.111698
[2021-06-15 03:25:54,528][root][INFO] - Epoch 33, Itrs 40060/50000, Loss=0.114521
[2021-06-15 03:25:56,608][root][INFO] - Epoch 33, Itrs 40070/50000, Loss=0.113571
[2021-06-15 03:25:58,615][root][INFO] - Epoch 33, Itrs 40080/50000, Loss=0.118235
[2021-06-15 03:26:00,677][root][INFO] - Epoch 33, Itrs 40090/50000, Loss=0.108784
[2021-06-15 03:26:02,638][root][INFO] - Epoch 33, Itrs 40100/50000, Loss=0.117606
[2021-06-15 03:26:04,669][root][INFO] - Epoch 33, Itrs 40110/50000, Loss=0.106530
[2021-06-15 03:26:06,702][root][INFO] - Epoch 33, Itrs 40120/50000, Loss=0.113012
[2021-06-15 03:26:08,734][root][INFO] - Epoch 33, Itrs 40130/50000, Loss=0.109063
[2021-06-15 03:26:10,757][root][INFO] - Epoch 33, Itrs 40140/50000, Loss=0.116779
[2021-06-15 03:26:12,595][root][INFO] - Epoch 33, Itrs 40150/50000, Loss=0.115928
[2021-06-15 03:26:14,337][root][INFO] - Epoch 33, Itrs 40160/50000, Loss=0.109956
[2021-06-15 03:26:18,561][root][INFO] - Epoch 34, Itrs 40170/50000, Loss=0.114395
[2021-06-15 03:26:20,780][root][INFO] - Epoch 34, Itrs 40180/50000, Loss=0.114939
[2021-06-15 03:26:22,931][root][INFO] - Epoch 34, Itrs 40190/50000, Loss=0.110488
[2021-06-15 03:26:25,175][root][INFO] - Epoch 34, Itrs 40200/50000, Loss=0.112539
[2021-06-15 03:26:27,094][root][INFO] - Epoch 34, Itrs 40210/50000, Loss=0.104811
[2021-06-15 03:26:29,129][root][INFO] - Epoch 34, Itrs 40220/50000, Loss=0.116429
[2021-06-15 03:26:31,208][root][INFO] - Epoch 34, Itrs 40230/50000, Loss=0.106436
[2021-06-15 03:26:33,344][root][INFO] - Epoch 34, Itrs 40240/50000, Loss=0.119007
[2021-06-15 03:26:35,314][root][INFO] - Epoch 34, Itrs 40250/50000, Loss=0.096496
[2021-06-15 03:26:37,409][root][INFO] - Epoch 34, Itrs 40260/50000, Loss=0.108285
[2021-06-15 03:26:39,501][root][INFO] - Epoch 34, Itrs 40270/50000, Loss=0.103099
[2021-06-15 03:26:41,549][root][INFO] - Epoch 34, Itrs 40280/50000, Loss=0.117640
[2021-06-15 03:26:43,705][root][INFO] - Epoch 34, Itrs 40290/50000, Loss=0.107758
[2021-06-15 03:26:45,623][root][INFO] - Epoch 34, Itrs 40300/50000, Loss=0.106191
[2021-06-15 03:26:47,810][root][INFO] - Epoch 34, Itrs 40310/50000, Loss=0.103912
[2021-06-15 03:26:49,684][root][INFO] - Epoch 34, Itrs 40320/50000, Loss=0.103615
[2021-06-15 03:26:51,861][root][INFO] - Epoch 34, Itrs 40330/50000, Loss=0.106938
[2021-06-15 03:26:53,880][root][INFO] - Epoch 34, Itrs 40340/50000, Loss=0.101662
[2021-06-15 03:26:55,956][root][INFO] - Epoch 34, Itrs 40350/50000, Loss=0.124711
[2021-06-15 03:26:57,976][root][INFO] - Epoch 34, Itrs 40360/50000, Loss=0.105014
[2021-06-15 03:26:59,991][root][INFO] - Epoch 34, Itrs 40370/50000, Loss=0.121455
[2021-06-15 03:27:02,089][root][INFO] - Epoch 34, Itrs 40380/50000, Loss=0.106820
[2021-06-15 03:27:04,164][root][INFO] - Epoch 34, Itrs 40390/50000, Loss=0.113911
[2021-06-15 03:27:06,157][root][INFO] - Epoch 34, Itrs 40400/50000, Loss=0.105609
[2021-06-15 03:27:08,206][root][INFO] - Epoch 34, Itrs 40410/50000, Loss=0.107928
[2021-06-15 03:27:10,191][root][INFO] - Epoch 34, Itrs 40420/50000, Loss=0.105178
[2021-06-15 03:27:12,196][root][INFO] - Epoch 34, Itrs 40430/50000, Loss=0.119145
[2021-06-15 03:27:14,305][root][INFO] - Epoch 34, Itrs 40440/50000, Loss=0.108886
[2021-06-15 03:27:16,277][root][INFO] - Epoch 34, Itrs 40450/50000, Loss=0.115126
[2021-06-15 03:27:18,425][root][INFO] - Epoch 34, Itrs 40460/50000, Loss=0.117265
[2021-06-15 03:27:20,447][root][INFO] - Epoch 34, Itrs 40470/50000, Loss=0.114716
[2021-06-15 03:27:22,450][root][INFO] - Epoch 34, Itrs 40480/50000, Loss=0.111555
[2021-06-15 03:27:24,446][root][INFO] - Epoch 34, Itrs 40490/50000, Loss=0.112834
[2021-06-15 03:27:26,518][root][INFO] - Epoch 34, Itrs 40500/50000, Loss=0.104444
[2021-06-15 03:27:28,582][root][INFO] - Epoch 34, Itrs 40510/50000, Loss=0.106771
[2021-06-15 03:27:30,562][root][INFO] - Epoch 34, Itrs 40520/50000, Loss=0.116731
[2021-06-15 03:27:32,609][root][INFO] - Epoch 34, Itrs 40530/50000, Loss=0.119881
[2021-06-15 03:27:34,711][root][INFO] - Epoch 34, Itrs 40540/50000, Loss=0.114403
[2021-06-15 03:27:36,738][root][INFO] - Epoch 34, Itrs 40550/50000, Loss=0.118484
[2021-06-15 03:27:38,654][root][INFO] - Epoch 34, Itrs 40560/50000, Loss=0.102398
[2021-06-15 03:27:40,826][root][INFO] - Epoch 34, Itrs 40570/50000, Loss=0.108953
[2021-06-15 03:27:42,762][root][INFO] - Epoch 34, Itrs 40580/50000, Loss=0.111469
[2021-06-15 03:27:44,805][root][INFO] - Epoch 34, Itrs 40590/50000, Loss=0.111087
[2021-06-15 03:27:46,924][root][INFO] - Epoch 34, Itrs 40600/50000, Loss=0.114763
[2021-06-15 03:27:48,948][root][INFO] - Epoch 34, Itrs 40610/50000, Loss=0.114331
[2021-06-15 03:27:50,918][root][INFO] - Epoch 34, Itrs 40620/50000, Loss=0.108600
[2021-06-15 03:27:52,977][root][INFO] - Epoch 34, Itrs 40630/50000, Loss=0.119221
[2021-06-15 03:27:55,086][root][INFO] - Epoch 34, Itrs 40640/50000, Loss=0.108850
[2021-06-15 03:27:57,089][root][INFO] - Epoch 34, Itrs 40650/50000, Loss=0.116297
[2021-06-15 03:27:59,080][root][INFO] - Epoch 34, Itrs 40660/50000, Loss=0.110158
[2021-06-15 03:28:01,167][root][INFO] - Epoch 34, Itrs 40670/50000, Loss=0.116360
[2021-06-15 03:28:03,133][root][INFO] - Epoch 34, Itrs 40680/50000, Loss=0.102839
[2021-06-15 03:28:05,190][root][INFO] - Epoch 34, Itrs 40690/50000, Loss=0.110257
[2021-06-15 03:28:07,234][root][INFO] - Epoch 34, Itrs 40700/50000, Loss=0.114703
[2021-06-15 03:28:09,335][root][INFO] - Epoch 34, Itrs 40710/50000, Loss=0.106918
[2021-06-15 03:28:11,326][root][INFO] - Epoch 34, Itrs 40720/50000, Loss=0.114558
[2021-06-15 03:28:13,309][root][INFO] - Epoch 34, Itrs 40730/50000, Loss=0.120060
[2021-06-15 03:28:15,327][root][INFO] - Epoch 34, Itrs 40740/50000, Loss=0.111517
[2021-06-15 03:28:17,323][root][INFO] - Epoch 34, Itrs 40750/50000, Loss=0.106272
[2021-06-15 03:28:19,500][root][INFO] - Epoch 34, Itrs 40760/50000, Loss=0.112514
[2021-06-15 03:28:21,606][root][INFO] - Epoch 34, Itrs 40770/50000, Loss=0.117159
[2021-06-15 03:28:23,516][root][INFO] - Epoch 34, Itrs 40780/50000, Loss=0.101962
[2021-06-15 03:28:25,531][root][INFO] - Epoch 34, Itrs 40790/50000, Loss=0.103365
[2021-06-15 03:28:27,604][root][INFO] - Epoch 34, Itrs 40800/50000, Loss=0.108941
[2021-06-15 03:28:29,660][root][INFO] - Epoch 34, Itrs 40810/50000, Loss=0.113025
[2021-06-15 03:28:31,745][root][INFO] - Epoch 34, Itrs 40820/50000, Loss=0.096948
[2021-06-15 03:28:33,729][root][INFO] - Epoch 34, Itrs 40830/50000, Loss=0.103743
[2021-06-15 03:28:35,774][root][INFO] - Epoch 34, Itrs 40840/50000, Loss=0.104515
[2021-06-15 03:28:37,872][root][INFO] - Epoch 34, Itrs 40850/50000, Loss=0.111649
[2021-06-15 03:28:39,874][root][INFO] - Epoch 34, Itrs 40860/50000, Loss=0.112454
[2021-06-15 03:28:41,944][root][INFO] - Epoch 34, Itrs 40870/50000, Loss=0.105896
[2021-06-15 03:28:44,113][root][INFO] - Epoch 34, Itrs 40880/50000, Loss=0.110287
[2021-06-15 03:28:45,954][root][INFO] - Epoch 34, Itrs 40890/50000, Loss=0.108549
[2021-06-15 03:28:48,047][root][INFO] - Epoch 34, Itrs 40900/50000, Loss=0.119685
[2021-06-15 03:28:50,031][root][INFO] - Epoch 34, Itrs 40910/50000, Loss=0.108689
[2021-06-15 03:28:52,049][root][INFO] - Epoch 34, Itrs 40920/50000, Loss=0.108338
[2021-06-15 03:28:54,090][root][INFO] - Epoch 34, Itrs 40930/50000, Loss=0.103016
[2021-06-15 03:28:56,074][root][INFO] - Epoch 34, Itrs 40940/50000, Loss=0.112012
[2021-06-15 03:28:58,183][root][INFO] - Epoch 34, Itrs 40950/50000, Loss=0.104513
[2021-06-15 03:29:00,145][root][INFO] - Epoch 34, Itrs 40960/50000, Loss=0.116702
[2021-06-15 03:29:02,172][root][INFO] - Epoch 34, Itrs 40970/50000, Loss=0.109493
[2021-06-15 03:29:04,203][root][INFO] - Epoch 34, Itrs 40980/50000, Loss=0.106634
[2021-06-15 03:29:06,353][root][INFO] - Epoch 34, Itrs 40990/50000, Loss=0.109912
[2021-06-15 03:29:08,281][root][INFO] - Epoch 34, Itrs 41000/50000, Loss=0.114624
[2021-06-15 03:29:10,267][root][INFO] - Epoch 34, Itrs 41010/50000, Loss=0.111413
[2021-06-15 03:29:12,268][root][INFO] - Epoch 34, Itrs 41020/50000, Loss=0.122997
[2021-06-15 03:29:14,333][root][INFO] - Epoch 34, Itrs 41030/50000, Loss=0.110025
[2021-06-15 03:29:16,323][root][INFO] - Epoch 34, Itrs 41040/50000, Loss=0.111770
[2021-06-15 03:29:18,318][root][INFO] - Epoch 34, Itrs 41050/50000, Loss=0.117662
[2021-06-15 03:29:20,348][root][INFO] - Epoch 34, Itrs 41060/50000, Loss=0.110085
[2021-06-15 03:29:22,360][root][INFO] - Epoch 34, Itrs 41070/50000, Loss=0.112864
[2021-06-15 03:29:24,448][root][INFO] - Epoch 34, Itrs 41080/50000, Loss=0.110846
[2021-06-15 03:29:26,544][root][INFO] - Epoch 34, Itrs 41090/50000, Loss=0.111020
[2021-06-15 03:29:28,571][root][INFO] - Epoch 34, Itrs 41100/50000, Loss=0.108687
[2021-06-15 03:29:30,505][root][INFO] - Epoch 34, Itrs 41110/50000, Loss=0.107560
[2021-06-15 03:29:32,603][root][INFO] - Epoch 34, Itrs 41120/50000, Loss=0.115745
[2021-06-15 03:29:34,574][root][INFO] - Epoch 34, Itrs 41130/50000, Loss=0.115801
[2021-06-15 03:29:36,580][root][INFO] - Epoch 34, Itrs 41140/50000, Loss=0.102529
[2021-06-15 03:29:38,609][root][INFO] - Epoch 34, Itrs 41150/50000, Loss=0.110780
[2021-06-15 03:29:40,724][root][INFO] - Epoch 34, Itrs 41160/50000, Loss=0.102975
[2021-06-15 03:29:42,694][root][INFO] - Epoch 34, Itrs 41170/50000, Loss=0.112944
[2021-06-15 03:29:44,803][root][INFO] - Epoch 34, Itrs 41180/50000, Loss=0.108742
[2021-06-15 03:29:46,863][root][INFO] - Epoch 34, Itrs 41190/50000, Loss=0.106005
[2021-06-15 03:29:48,844][root][INFO] - Epoch 34, Itrs 41200/50000, Loss=0.110759
[2021-06-15 03:29:50,843][root][INFO] - Epoch 34, Itrs 41210/50000, Loss=0.117992
[2021-06-15 03:29:52,955][root][INFO] - Epoch 34, Itrs 41220/50000, Loss=0.111956
[2021-06-15 03:29:54,981][root][INFO] - Epoch 34, Itrs 41230/50000, Loss=0.109183
[2021-06-15 03:29:56,997][root][INFO] - Epoch 34, Itrs 41240/50000, Loss=0.100759
[2021-06-15 03:29:58,949][root][INFO] - Epoch 34, Itrs 41250/50000, Loss=0.103183
[2021-06-15 03:30:01,102][root][INFO] - Epoch 34, Itrs 41260/50000, Loss=0.112719
[2021-06-15 03:30:03,078][root][INFO] - Epoch 34, Itrs 41270/50000, Loss=0.114300
[2021-06-15 03:30:05,160][root][INFO] - Epoch 34, Itrs 41280/50000, Loss=0.100451
[2021-06-15 03:30:07,115][root][INFO] - Epoch 34, Itrs 41290/50000, Loss=0.112007
[2021-06-15 03:30:09,148][root][INFO] - Epoch 34, Itrs 41300/50000, Loss=0.113399
[2021-06-15 03:30:11,181][root][INFO] - Epoch 34, Itrs 41310/50000, Loss=0.112351
[2021-06-15 03:30:13,089][root][INFO] - Epoch 34, Itrs 41320/50000, Loss=0.101294
[2021-06-15 03:30:15,227][root][INFO] - Epoch 34, Itrs 41330/50000, Loss=0.103154
[2021-06-15 03:30:17,309][root][INFO] - Epoch 34, Itrs 41340/50000, Loss=0.115649
[2021-06-15 03:30:19,293][root][INFO] - Epoch 34, Itrs 41350/50000, Loss=0.103951
[2021-06-15 03:30:21,375][root][INFO] - Epoch 34, Itrs 41360/50000, Loss=0.111954
[2021-06-15 03:30:23,152][root][INFO] - Epoch 34, Itrs 41370/50000, Loss=0.108796
[2021-06-15 03:30:26,837][root][INFO] - Epoch 35, Itrs 41380/50000, Loss=0.105250
[2021-06-15 03:30:29,134][root][INFO] - Epoch 35, Itrs 41390/50000, Loss=0.110028
[2021-06-15 03:30:31,093][root][INFO] - Epoch 35, Itrs 41400/50000, Loss=0.106933
[2021-06-15 03:30:33,341][root][INFO] - Epoch 35, Itrs 41410/50000, Loss=0.102012
[2021-06-15 03:30:35,673][root][INFO] - Epoch 35, Itrs 41420/50000, Loss=0.112098
[2021-06-15 03:30:37,772][root][INFO] - Epoch 35, Itrs 41430/50000, Loss=0.100756
[2021-06-15 03:30:39,867][root][INFO] - Epoch 35, Itrs 41440/50000, Loss=0.103635
[2021-06-15 03:30:41,906][root][INFO] - Epoch 35, Itrs 41450/50000, Loss=0.104677
[2021-06-15 03:30:44,013][root][INFO] - Epoch 35, Itrs 41460/50000, Loss=0.114182
[2021-06-15 03:30:46,068][root][INFO] - Epoch 35, Itrs 41470/50000, Loss=0.096996
[2021-06-15 03:30:48,061][root][INFO] - Epoch 35, Itrs 41480/50000, Loss=0.108537
[2021-06-15 03:30:50,040][root][INFO] - Epoch 35, Itrs 41490/50000, Loss=0.102713
[2021-06-15 03:30:52,130][root][INFO] - Epoch 35, Itrs 41500/50000, Loss=0.113607
[2021-06-15 03:30:54,276][root][INFO] - Epoch 35, Itrs 41510/50000, Loss=0.102582
[2021-06-15 03:30:56,231][root][INFO] - Epoch 35, Itrs 41520/50000, Loss=0.117317
[2021-06-15 03:30:58,338][root][INFO] - Epoch 35, Itrs 41530/50000, Loss=0.107587
[2021-06-15 03:31:00,433][root][INFO] - Epoch 35, Itrs 41540/50000, Loss=0.111709
[2021-06-15 03:31:02,395][root][INFO] - Epoch 35, Itrs 41550/50000, Loss=0.107597
[2021-06-15 03:31:04,448][root][INFO] - Epoch 35, Itrs 41560/50000, Loss=0.108758
[2021-06-15 03:31:06,563][root][INFO] - Epoch 35, Itrs 41570/50000, Loss=0.113387
[2021-06-15 03:31:08,584][root][INFO] - Epoch 35, Itrs 41580/50000, Loss=0.115596
[2021-06-15 03:31:10,704][root][INFO] - Epoch 35, Itrs 41590/50000, Loss=0.109170
[2021-06-15 03:31:12,650][root][INFO] - Epoch 35, Itrs 41600/50000, Loss=0.108724
[2021-06-15 03:31:14,688][root][INFO] - Epoch 35, Itrs 41610/50000, Loss=0.097760
[2021-06-15 03:31:16,689][root][INFO] - Epoch 35, Itrs 41620/50000, Loss=0.109612
[2021-06-15 03:31:18,702][root][INFO] - Epoch 35, Itrs 41630/50000, Loss=0.099441
[2021-06-15 03:31:20,767][root][INFO] - Epoch 35, Itrs 41640/50000, Loss=0.102931
[2021-06-15 03:31:22,866][root][INFO] - Epoch 35, Itrs 41650/50000, Loss=0.105312
[2021-06-15 03:31:24,824][root][INFO] - Epoch 35, Itrs 41660/50000, Loss=0.111794
[2021-06-15 03:31:26,931][root][INFO] - Epoch 35, Itrs 41670/50000, Loss=0.103554
[2021-06-15 03:31:28,946][root][INFO] - Epoch 35, Itrs 41680/50000, Loss=0.105242
[2021-06-15 03:31:30,881][root][INFO] - Epoch 35, Itrs 41690/50000, Loss=0.101175
[2021-06-15 03:31:33,034][root][INFO] - Epoch 35, Itrs 41700/50000, Loss=0.110967
[2021-06-15 03:31:35,034][root][INFO] - Epoch 35, Itrs 41710/50000, Loss=0.118992
[2021-06-15 03:31:36,936][root][INFO] - Epoch 35, Itrs 41720/50000, Loss=0.109060
[2021-06-15 03:31:39,015][root][INFO] - Epoch 35, Itrs 41730/50000, Loss=0.107988
[2021-06-15 03:31:41,113][root][INFO] - Epoch 35, Itrs 41740/50000, Loss=0.104116
[2021-06-15 03:31:43,023][root][INFO] - Epoch 35, Itrs 41750/50000, Loss=0.099854
[2021-06-15 03:31:45,088][root][INFO] - Epoch 35, Itrs 41760/50000, Loss=0.115677
[2021-06-15 03:31:47,222][root][INFO] - Epoch 35, Itrs 41770/50000, Loss=0.107894
[2021-06-15 03:31:49,188][root][INFO] - Epoch 35, Itrs 41780/50000, Loss=0.106631
[2021-06-15 03:31:51,209][root][INFO] - Epoch 35, Itrs 41790/50000, Loss=0.105537
[2021-06-15 03:31:53,286][root][INFO] - Epoch 35, Itrs 41800/50000, Loss=0.111047
[2021-06-15 03:31:55,314][root][INFO] - Epoch 35, Itrs 41810/50000, Loss=0.104651
[2021-06-15 03:31:57,376][root][INFO] - Epoch 35, Itrs 41820/50000, Loss=0.112628
[2021-06-15 03:31:59,282][root][INFO] - Epoch 35, Itrs 41830/50000, Loss=0.115903
[2021-06-15 03:32:01,374][root][INFO] - Epoch 35, Itrs 41840/50000, Loss=0.110134
[2021-06-15 03:32:03,436][root][INFO] - Epoch 35, Itrs 41850/50000, Loss=0.110374
[2021-06-15 03:32:05,520][root][INFO] - Epoch 35, Itrs 41860/50000, Loss=0.097830
[2021-06-15 03:32:07,456][root][INFO] - Epoch 35, Itrs 41870/50000, Loss=0.112313
[2021-06-15 03:32:09,483][root][INFO] - Epoch 35, Itrs 41880/50000, Loss=0.117529
[2021-06-15 03:32:11,495][root][INFO] - Epoch 35, Itrs 41890/50000, Loss=0.109570
[2021-06-15 03:32:13,590][root][INFO] - Epoch 35, Itrs 41900/50000, Loss=0.095798
[2021-06-15 03:32:15,493][root][INFO] - Epoch 35, Itrs 41910/50000, Loss=0.103404
[2021-06-15 03:32:17,618][root][INFO] - Epoch 35, Itrs 41920/50000, Loss=0.106038
[2021-06-15 03:32:19,609][root][INFO] - Epoch 35, Itrs 41930/50000, Loss=0.104024
[2021-06-15 03:32:21,598][root][INFO] - Epoch 35, Itrs 41940/50000, Loss=0.106327
[2021-06-15 03:32:23,704][root][INFO] - Epoch 35, Itrs 41950/50000, Loss=0.112266
[2021-06-15 03:32:25,765][root][INFO] - Epoch 35, Itrs 41960/50000, Loss=0.119715
[2021-06-15 03:32:27,648][root][INFO] - Epoch 35, Itrs 41970/50000, Loss=0.114192
[2021-06-15 03:32:29,847][root][INFO] - Epoch 35, Itrs 41980/50000, Loss=0.110709
[2021-06-15 03:32:31,778][root][INFO] - Epoch 35, Itrs 41990/50000, Loss=0.113459
[2021-06-15 03:32:34,000][root][INFO] - Epoch 35, Itrs 42000/50000, Loss=0.108295
[2021-06-15 03:32:34,001][root][INFO] - validation...
[2021-06-15 03:32:35,823][root][INFO] - 0/340
[2021-06-15 03:32:35,988][root][INFO] - 1/340
[2021-06-15 03:32:36,195][root][INFO] - 2/340
[2021-06-15 03:32:36,369][root][INFO] - 3/340
[2021-06-15 03:32:36,513][root][INFO] - 4/340
[2021-06-15 03:32:36,641][root][INFO] - 5/340
[2021-06-15 03:32:36,765][root][INFO] - 6/340
[2021-06-15 03:32:36,857][root][INFO] - 7/340
[2021-06-15 03:32:37,079][root][INFO] - 8/340
[2021-06-15 03:32:37,182][root][INFO] - 9/340
[2021-06-15 03:32:37,344][root][INFO] - 10/340
[2021-06-15 03:32:37,507][root][INFO] - 11/340
[2021-06-15 03:32:37,686][root][INFO] - 12/340
[2021-06-15 03:32:37,829][root][INFO] - 13/340
[2021-06-15 03:32:37,927][root][INFO] - 14/340
[2021-06-15 03:32:38,008][root][INFO] - 15/340
[2021-06-15 03:32:38,191][root][INFO] - 16/340
[2021-06-15 03:32:38,399][root][INFO] - 17/340
[2021-06-15 03:32:38,556][root][INFO] - 18/340
[2021-06-15 03:32:38,687][root][INFO] - 19/340
[2021-06-15 03:32:38,770][root][INFO] - 20/340
[2021-06-15 03:32:38,913][root][INFO] - 21/340
[2021-06-15 03:32:39,045][root][INFO] - 22/340
[2021-06-15 03:32:39,169][root][INFO] - 23/340
[2021-06-15 03:32:39,605][root][INFO] - 24/340
[2021-06-15 03:32:39,765][root][INFO] - 25/340
[2021-06-15 03:32:39,888][root][INFO] - 26/340
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[2021-06-15 03:33:27,911][root][INFO] - miou: 0.614530359890868
[2021-06-15 03:33:29,803][root][INFO] - Epoch 35, Itrs 42010/50000, Loss=0.105165
[2021-06-15 03:33:31,879][root][INFO] - Epoch 35, Itrs 42020/50000, Loss=0.101982
[2021-06-15 03:33:33,878][root][INFO] - Epoch 35, Itrs 42030/50000, Loss=0.108802
[2021-06-15 03:33:35,892][root][INFO] - Epoch 35, Itrs 42040/50000, Loss=0.118188
[2021-06-15 03:33:37,994][root][INFO] - Epoch 35, Itrs 42050/50000, Loss=0.107435
[2021-06-15 03:33:39,987][root][INFO] - Epoch 35, Itrs 42060/50000, Loss=0.108464
[2021-06-15 03:33:41,905][root][INFO] - Epoch 35, Itrs 42070/50000, Loss=0.109313
[2021-06-15 03:33:44,015][root][INFO] - Epoch 35, Itrs 42080/50000, Loss=0.108018
[2021-06-15 03:33:45,973][root][INFO] - Epoch 35, Itrs 42090/50000, Loss=0.116034
[2021-06-15 03:33:48,010][root][INFO] - Epoch 35, Itrs 42100/50000, Loss=0.111973
[2021-06-15 03:33:50,150][root][INFO] - Epoch 35, Itrs 42110/50000, Loss=0.113444
[2021-06-15 03:33:52,081][root][INFO] - Epoch 35, Itrs 42120/50000, Loss=0.114523
[2021-06-15 03:33:54,097][root][INFO] - Epoch 35, Itrs 42130/50000, Loss=0.103182
[2021-06-15 03:33:56,189][root][INFO] - Epoch 35, Itrs 42140/50000, Loss=0.114827
[2021-06-15 03:33:58,300][root][INFO] - Epoch 35, Itrs 42150/50000, Loss=0.106861
[2021-06-15 03:34:00,231][root][INFO] - Epoch 35, Itrs 42160/50000, Loss=0.104011
[2021-06-15 03:34:02,259][root][INFO] - Epoch 35, Itrs 42170/50000, Loss=0.110141
[2021-06-15 03:34:04,383][root][INFO] - Epoch 35, Itrs 42180/50000, Loss=0.111274
[2021-06-15 03:34:06,427][root][INFO] - Epoch 35, Itrs 42190/50000, Loss=0.104209
[2021-06-15 03:34:08,503][root][INFO] - Epoch 35, Itrs 42200/50000, Loss=0.108857
[2021-06-15 03:34:10,375][root][INFO] - Epoch 35, Itrs 42210/50000, Loss=0.115758
[2021-06-15 03:34:12,493][root][INFO] - Epoch 35, Itrs 42220/50000, Loss=0.109787
[2021-06-15 03:34:14,458][root][INFO] - Epoch 35, Itrs 42230/50000, Loss=0.111195
[2021-06-15 03:34:16,529][root][INFO] - Epoch 35, Itrs 42240/50000, Loss=0.108925
[2021-06-15 03:34:18,550][root][INFO] - Epoch 35, Itrs 42250/50000, Loss=0.101433
[2021-06-15 03:34:20,582][root][INFO] - Epoch 35, Itrs 42260/50000, Loss=0.114581
[2021-06-15 03:34:22,617][root][INFO] - Epoch 35, Itrs 42270/50000, Loss=0.097990
[2021-06-15 03:34:24,736][root][INFO] - Epoch 35, Itrs 42280/50000, Loss=0.115533
[2021-06-15 03:34:26,729][root][INFO] - Epoch 35, Itrs 42290/50000, Loss=0.108488
[2021-06-15 03:34:28,698][root][INFO] - Epoch 35, Itrs 42300/50000, Loss=0.105414
[2021-06-15 03:34:30,695][root][INFO] - Epoch 35, Itrs 42310/50000, Loss=0.116201
[2021-06-15 03:34:32,631][root][INFO] - Epoch 35, Itrs 42320/50000, Loss=0.106829
[2021-06-15 03:34:34,721][root][INFO] - Epoch 35, Itrs 42330/50000, Loss=0.111177
[2021-06-15 03:34:36,785][root][INFO] - Epoch 35, Itrs 42340/50000, Loss=0.103844
[2021-06-15 03:34:38,839][root][INFO] - Epoch 35, Itrs 42350/50000, Loss=0.113409
[2021-06-15 03:34:40,829][root][INFO] - Epoch 35, Itrs 42360/50000, Loss=0.116128
[2021-06-15 03:34:42,789][root][INFO] - Epoch 35, Itrs 42370/50000, Loss=0.108882
[2021-06-15 03:34:44,893][root][INFO] - Epoch 35, Itrs 42380/50000, Loss=0.108901
[2021-06-15 03:34:46,905][root][INFO] - Epoch 35, Itrs 42390/50000, Loss=0.109605
[2021-06-15 03:34:48,873][root][INFO] - Epoch 35, Itrs 42400/50000, Loss=0.111808
[2021-06-15 03:34:51,013][root][INFO] - Epoch 35, Itrs 42410/50000, Loss=0.117151
[2021-06-15 03:34:52,890][root][INFO] - Epoch 35, Itrs 42420/50000, Loss=0.113383
[2021-06-15 03:34:55,073][root][INFO] - Epoch 35, Itrs 42430/50000, Loss=0.102608
[2021-06-15 03:34:57,077][root][INFO] - Epoch 35, Itrs 42440/50000, Loss=0.105839
[2021-06-15 03:34:59,130][root][INFO] - Epoch 35, Itrs 42450/50000, Loss=0.109236
[2021-06-15 03:35:01,117][root][INFO] - Epoch 35, Itrs 42460/50000, Loss=0.108641
[2021-06-15 03:35:03,136][root][INFO] - Epoch 35, Itrs 42470/50000, Loss=0.114875
[2021-06-15 03:35:05,177][root][INFO] - Epoch 35, Itrs 42480/50000, Loss=0.105006
[2021-06-15 03:35:07,281][root][INFO] - Epoch 35, Itrs 42490/50000, Loss=0.114440
[2021-06-15 03:35:09,213][root][INFO] - Epoch 35, Itrs 42500/50000, Loss=0.124886
[2021-06-15 03:35:11,259][root][INFO] - Epoch 35, Itrs 42510/50000, Loss=0.107593
[2021-06-15 03:35:13,362][root][INFO] - Epoch 35, Itrs 42520/50000, Loss=0.103495
[2021-06-15 03:35:15,425][root][INFO] - Epoch 35, Itrs 42530/50000, Loss=0.112667
[2021-06-15 03:35:17,393][root][INFO] - Epoch 35, Itrs 42540/50000, Loss=0.109767
[2021-06-15 03:35:19,449][root][INFO] - Epoch 35, Itrs 42550/50000, Loss=0.113387
[2021-06-15 03:35:21,453][root][INFO] - Epoch 35, Itrs 42560/50000, Loss=0.113949
[2021-06-15 03:35:23,468][root][INFO] - Epoch 35, Itrs 42570/50000, Loss=0.107255
[2021-06-15 03:35:25,511][root][INFO] - Epoch 35, Itrs 42580/50000, Loss=0.107029
[2021-06-15 03:35:27,257][root][INFO] - Epoch 35, Itrs 42590/50000, Loss=0.105680
[2021-06-15 03:35:31,289][root][INFO] - Epoch 36, Itrs 42600/50000, Loss=0.114550
[2021-06-15 03:35:33,616][root][INFO] - Epoch 36, Itrs 42610/50000, Loss=0.111963
[2021-06-15 03:35:35,885][root][INFO] - Epoch 36, Itrs 42620/50000, Loss=0.108044
[2021-06-15 03:35:38,102][root][INFO] - Epoch 36, Itrs 42630/50000, Loss=0.106872
[2021-06-15 03:35:40,130][root][INFO] - Epoch 36, Itrs 42640/50000, Loss=0.100822
[2021-06-15 03:35:42,334][root][INFO] - Epoch 36, Itrs 42650/50000, Loss=0.106378
[2021-06-15 03:35:44,253][root][INFO] - Epoch 36, Itrs 42660/50000, Loss=0.110795
[2021-06-15 03:35:46,490][root][INFO] - Epoch 36, Itrs 42670/50000, Loss=0.106330
[2021-06-15 03:35:48,556][root][INFO] - Epoch 36, Itrs 42680/50000, Loss=0.100909
[2021-06-15 03:35:50,596][root][INFO] - Epoch 36, Itrs 42690/50000, Loss=0.098775
[2021-06-15 03:35:52,502][root][INFO] - Epoch 36, Itrs 42700/50000, Loss=0.105300
[2021-06-15 03:35:54,589][root][INFO] - Epoch 36, Itrs 42710/50000, Loss=0.105468
[2021-06-15 03:35:56,585][root][INFO] - Epoch 36, Itrs 42720/50000, Loss=0.108262
[2021-06-15 03:35:58,660][root][INFO] - Epoch 36, Itrs 42730/50000, Loss=0.098505
[2021-06-15 03:36:00,641][root][INFO] - Epoch 36, Itrs 42740/50000, Loss=0.106214
[2021-06-15 03:36:02,809][root][INFO] - Epoch 36, Itrs 42750/50000, Loss=0.111969
[2021-06-15 03:36:04,893][root][INFO] - Epoch 36, Itrs 42760/50000, Loss=0.107197
[2021-06-15 03:36:06,882][root][INFO] - Epoch 36, Itrs 42770/50000, Loss=0.118103
[2021-06-15 03:36:08,939][root][INFO] - Epoch 36, Itrs 42780/50000, Loss=0.108797
[2021-06-15 03:36:11,025][root][INFO] - Epoch 36, Itrs 42790/50000, Loss=0.122004
[2021-06-15 03:36:13,035][root][INFO] - Epoch 36, Itrs 42800/50000, Loss=0.100653
[2021-06-15 03:36:15,143][root][INFO] - Epoch 36, Itrs 42810/50000, Loss=0.103375
[2021-06-15 03:36:17,033][root][INFO] - Epoch 36, Itrs 42820/50000, Loss=0.114889
[2021-06-15 03:36:19,092][root][INFO] - Epoch 36, Itrs 42830/50000, Loss=0.113000
[2021-06-15 03:36:21,161][root][INFO] - Epoch 36, Itrs 42840/50000, Loss=0.112613
[2021-06-15 03:36:23,214][root][INFO] - Epoch 36, Itrs 42850/50000, Loss=0.109142
[2021-06-15 03:36:25,270][root][INFO] - Epoch 36, Itrs 42860/50000, Loss=0.099864
[2021-06-15 03:36:27,401][root][INFO] - Epoch 36, Itrs 42870/50000, Loss=0.105492
[2021-06-15 03:36:29,397][root][INFO] - Epoch 36, Itrs 42880/50000, Loss=0.102967
[2021-06-15 03:36:31,425][root][INFO] - Epoch 36, Itrs 42890/50000, Loss=0.110218
[2021-06-15 03:36:33,427][root][INFO] - Epoch 36, Itrs 42900/50000, Loss=0.110557
[2021-06-15 03:36:35,407][root][INFO] - Epoch 36, Itrs 42910/50000, Loss=0.108287
[2021-06-15 03:36:37,462][root][INFO] - Epoch 36, Itrs 42920/50000, Loss=0.102401
[2021-06-15 03:36:39,370][root][INFO] - Epoch 36, Itrs 42930/50000, Loss=0.119425
[2021-06-15 03:36:41,440][root][INFO] - Epoch 36, Itrs 42940/50000, Loss=0.103215
[2021-06-15 03:36:43,550][root][INFO] - Epoch 36, Itrs 42950/50000, Loss=0.116447
[2021-06-15 03:36:45,532][root][INFO] - Epoch 36, Itrs 42960/50000, Loss=0.106076
[2021-06-15 03:36:47,642][root][INFO] - Epoch 36, Itrs 42970/50000, Loss=0.100839
[2021-06-15 03:36:49,736][root][INFO] - Epoch 36, Itrs 42980/50000, Loss=0.107551
[2021-06-15 03:36:51,706][root][INFO] - Epoch 36, Itrs 42990/50000, Loss=0.105645
[2021-06-15 03:36:53,751][root][INFO] - Epoch 36, Itrs 43000/50000, Loss=0.104120
[2021-06-15 03:36:55,838][root][INFO] - Epoch 36, Itrs 43010/50000, Loss=0.103810
[2021-06-15 03:36:57,874][root][INFO] - Epoch 36, Itrs 43020/50000, Loss=0.108050
[2021-06-15 03:36:59,917][root][INFO] - Epoch 36, Itrs 43030/50000, Loss=0.103952
[2021-06-15 03:37:01,952][root][INFO] - Epoch 36, Itrs 43040/50000, Loss=0.106992
[2021-06-15 03:37:04,004][root][INFO] - Epoch 36, Itrs 43050/50000, Loss=0.102648
[2021-06-15 03:37:05,965][root][INFO] - Epoch 36, Itrs 43060/50000, Loss=0.109362
[2021-06-15 03:37:08,112][root][INFO] - Epoch 36, Itrs 43070/50000, Loss=0.105988
[2021-06-15 03:37:10,141][root][INFO] - Epoch 36, Itrs 43080/50000, Loss=0.106277
[2021-06-15 03:37:12,127][root][INFO] - Epoch 36, Itrs 43090/50000, Loss=0.107639
[2021-06-15 03:37:14,194][root][INFO] - Epoch 36, Itrs 43100/50000, Loss=0.114011
[2021-06-15 03:37:16,220][root][INFO] - Epoch 36, Itrs 43110/50000, Loss=0.117530
[2021-06-15 03:37:18,241][root][INFO] - Epoch 36, Itrs 43120/50000, Loss=0.101755
[2021-06-15 03:37:20,277][root][INFO] - Epoch 36, Itrs 43130/50000, Loss=0.114343
[2021-06-15 03:37:22,270][root][INFO] - Epoch 36, Itrs 43140/50000, Loss=0.102524
[2021-06-15 03:37:24,401][root][INFO] - Epoch 36, Itrs 43150/50000, Loss=0.114071
[2021-06-15 03:37:26,320][root][INFO] - Epoch 36, Itrs 43160/50000, Loss=0.116762
[2021-06-15 03:37:28,378][root][INFO] - Epoch 36, Itrs 43170/50000, Loss=0.101537
[2021-06-15 03:37:30,397][root][INFO] - Epoch 36, Itrs 43180/50000, Loss=0.111371
[2021-06-15 03:37:32,413][root][INFO] - Epoch 36, Itrs 43190/50000, Loss=0.106262
[2021-06-15 03:37:34,407][root][INFO] - Epoch 36, Itrs 43200/50000, Loss=0.107831
[2021-06-15 03:37:36,478][root][INFO] - Epoch 36, Itrs 43210/50000, Loss=0.107247
[2021-06-15 03:37:38,470][root][INFO] - Epoch 36, Itrs 43220/50000, Loss=0.114182
[2021-06-15 03:37:40,563][root][INFO] - Epoch 36, Itrs 43230/50000, Loss=0.111706
[2021-06-15 03:37:42,586][root][INFO] - Epoch 36, Itrs 43240/50000, Loss=0.107945
[2021-06-15 03:37:44,692][root][INFO] - Epoch 36, Itrs 43250/50000, Loss=0.101892
[2021-06-15 03:37:46,710][root][INFO] - Epoch 36, Itrs 43260/50000, Loss=0.096302
[2021-06-15 03:37:48,569][root][INFO] - Epoch 36, Itrs 43270/50000, Loss=0.104296
[2021-06-15 03:37:50,634][root][INFO] - Epoch 36, Itrs 43280/50000, Loss=0.113639
[2021-06-15 03:37:52,763][root][INFO] - Epoch 36, Itrs 43290/50000, Loss=0.105171
[2021-06-15 03:37:54,754][root][INFO] - Epoch 36, Itrs 43300/50000, Loss=0.113367
[2021-06-15 03:37:56,825][root][INFO] - Epoch 36, Itrs 43310/50000, Loss=0.106921
[2021-06-15 03:37:58,780][root][INFO] - Epoch 36, Itrs 43320/50000, Loss=0.113534
[2021-06-15 03:38:00,793][root][INFO] - Epoch 36, Itrs 43330/50000, Loss=0.102535
[2021-06-15 03:38:02,919][root][INFO] - Epoch 36, Itrs 43340/50000, Loss=0.107220
[2021-06-15 03:38:04,846][root][INFO] - Epoch 36, Itrs 43350/50000, Loss=0.114848
[2021-06-15 03:38:06,802][root][INFO] - Epoch 36, Itrs 43360/50000, Loss=0.112282
[2021-06-15 03:38:08,882][root][INFO] - Epoch 36, Itrs 43370/50000, Loss=0.094832
[2021-06-15 03:38:11,043][root][INFO] - Epoch 36, Itrs 43380/50000, Loss=0.101599
[2021-06-15 03:38:13,022][root][INFO] - Epoch 36, Itrs 43390/50000, Loss=0.112433
[2021-06-15 03:38:14,920][root][INFO] - Epoch 36, Itrs 43400/50000, Loss=0.112569
[2021-06-15 03:38:17,039][root][INFO] - Epoch 36, Itrs 43410/50000, Loss=0.111371
[2021-06-15 03:38:19,032][root][INFO] - Epoch 36, Itrs 43420/50000, Loss=0.103906
[2021-06-15 03:38:21,078][root][INFO] - Epoch 36, Itrs 43430/50000, Loss=0.097748
[2021-06-15 03:38:23,133][root][INFO] - Epoch 36, Itrs 43440/50000, Loss=0.119762
[2021-06-15 03:38:25,163][root][INFO] - Epoch 36, Itrs 43450/50000, Loss=0.108097
[2021-06-15 03:38:27,162][root][INFO] - Epoch 36, Itrs 43460/50000, Loss=0.108749
[2021-06-15 03:38:29,199][root][INFO] - Epoch 36, Itrs 43470/50000, Loss=0.104667
[2021-06-15 03:38:31,152][root][INFO] - Epoch 36, Itrs 43480/50000, Loss=0.114351
[2021-06-15 03:38:33,220][root][INFO] - Epoch 36, Itrs 43490/50000, Loss=0.111309
[2021-06-15 03:38:35,241][root][INFO] - Epoch 36, Itrs 43500/50000, Loss=0.111128
[2021-06-15 03:38:37,277][root][INFO] - Epoch 36, Itrs 43510/50000, Loss=0.106562
[2021-06-15 03:38:39,297][root][INFO] - Epoch 36, Itrs 43520/50000, Loss=0.105970
[2021-06-15 03:38:41,299][root][INFO] - Epoch 36, Itrs 43530/50000, Loss=0.107559
[2021-06-15 03:38:43,224][root][INFO] - Epoch 36, Itrs 43540/50000, Loss=0.116162
[2021-06-15 03:38:45,381][root][INFO] - Epoch 36, Itrs 43550/50000, Loss=0.108051
[2021-06-15 03:38:47,527][root][INFO] - Epoch 36, Itrs 43560/50000, Loss=0.114197
[2021-06-15 03:38:49,484][root][INFO] - Epoch 36, Itrs 43570/50000, Loss=0.104782
[2021-06-15 03:38:51,455][root][INFO] - Epoch 36, Itrs 43580/50000, Loss=0.112232
[2021-06-15 03:38:53,415][root][INFO] - Epoch 36, Itrs 43590/50000, Loss=0.108666
[2021-06-15 03:38:55,586][root][INFO] - Epoch 36, Itrs 43600/50000, Loss=0.106197
[2021-06-15 03:38:57,597][root][INFO] - Epoch 36, Itrs 43610/50000, Loss=0.110801
[2021-06-15 03:38:59,577][root][INFO] - Epoch 36, Itrs 43620/50000, Loss=0.107689
[2021-06-15 03:39:01,587][root][INFO] - Epoch 36, Itrs 43630/50000, Loss=0.109617
[2021-06-15 03:39:03,750][root][INFO] - Epoch 36, Itrs 43640/50000, Loss=0.098908
[2021-06-15 03:39:05,700][root][INFO] - Epoch 36, Itrs 43650/50000, Loss=0.109308
[2021-06-15 03:39:07,730][root][INFO] - Epoch 36, Itrs 43660/50000, Loss=0.106929
[2021-06-15 03:39:09,752][root][INFO] - Epoch 36, Itrs 43670/50000, Loss=0.107891
[2021-06-15 03:39:11,773][root][INFO] - Epoch 36, Itrs 43680/50000, Loss=0.110753
[2021-06-15 03:39:13,732][root][INFO] - Epoch 36, Itrs 43690/50000, Loss=0.110342
[2021-06-15 03:39:15,901][root][INFO] - Epoch 36, Itrs 43700/50000, Loss=0.108402
[2021-06-15 03:39:17,921][root][INFO] - Epoch 36, Itrs 43710/50000, Loss=0.111077
[2021-06-15 03:39:19,928][root][INFO] - Epoch 36, Itrs 43720/50000, Loss=0.104384
[2021-06-15 03:39:21,999][root][INFO] - Epoch 36, Itrs 43730/50000, Loss=0.114392
[2021-06-15 03:39:24,070][root][INFO] - Epoch 36, Itrs 43740/50000, Loss=0.108077
[2021-06-15 03:39:26,050][root][INFO] - Epoch 36, Itrs 43750/50000, Loss=0.106138
[2021-06-15 03:39:28,087][root][INFO] - Epoch 36, Itrs 43760/50000, Loss=0.106354
[2021-06-15 03:39:30,066][root][INFO] - Epoch 36, Itrs 43770/50000, Loss=0.106657
[2021-06-15 03:39:32,155][root][INFO] - Epoch 36, Itrs 43780/50000, Loss=0.110131
[2021-06-15 03:39:34,163][root][INFO] - Epoch 36, Itrs 43790/50000, Loss=0.102768
[2021-06-15 03:39:36,046][root][INFO] - Epoch 36, Itrs 43800/50000, Loss=0.103730
[2021-06-15 03:39:37,795][root][INFO] - Epoch 36, Itrs 43810/50000, Loss=0.106513
[2021-06-15 03:39:41,665][root][INFO] - Epoch 37, Itrs 43820/50000, Loss=0.107202
[2021-06-15 03:39:43,909][root][INFO] - Epoch 37, Itrs 43830/50000, Loss=0.111819
[2021-06-15 03:39:46,137][root][INFO] - Epoch 37, Itrs 43840/50000, Loss=0.106084
[2021-06-15 03:39:48,366][root][INFO] - Epoch 37, Itrs 43850/50000, Loss=0.103786
[2021-06-15 03:39:50,472][root][INFO] - Epoch 37, Itrs 43860/50000, Loss=0.101744
[2021-06-15 03:39:52,649][root][INFO] - Epoch 37, Itrs 43870/50000, Loss=0.102385
[2021-06-15 03:39:54,609][root][INFO] - Epoch 37, Itrs 43880/50000, Loss=0.101783
[2021-06-15 03:39:56,776][root][INFO] - Epoch 37, Itrs 43890/50000, Loss=0.100664
[2021-06-15 03:39:58,830][root][INFO] - Epoch 37, Itrs 43900/50000, Loss=0.106236
[2021-06-15 03:40:00,869][root][INFO] - Epoch 37, Itrs 43910/50000, Loss=0.104125
[2021-06-15 03:40:02,946][root][INFO] - Epoch 37, Itrs 43920/50000, Loss=0.110859
[2021-06-15 03:40:04,879][root][INFO] - Epoch 37, Itrs 43930/50000, Loss=0.104310
[2021-06-15 03:40:07,056][root][INFO] - Epoch 37, Itrs 43940/50000, Loss=0.097689
[2021-06-15 03:40:09,001][root][INFO] - Epoch 37, Itrs 43950/50000, Loss=0.110949
[2021-06-15 03:40:11,024][root][INFO] - Epoch 37, Itrs 43960/50000, Loss=0.103313
[2021-06-15 03:40:13,018][root][INFO] - Epoch 37, Itrs 43970/50000, Loss=0.101795
[2021-06-15 03:40:15,064][root][INFO] - Epoch 37, Itrs 43980/50000, Loss=0.108974
[2021-06-15 03:40:17,251][root][INFO] - Epoch 37, Itrs 43990/50000, Loss=0.103654
[2021-06-15 03:40:19,232][root][INFO] - Epoch 37, Itrs 44000/50000, Loss=0.106846
[2021-06-15 03:40:21,306][root][INFO] - Epoch 37, Itrs 44010/50000, Loss=0.115049
[2021-06-15 03:40:23,405][root][INFO] - Epoch 37, Itrs 44020/50000, Loss=0.103402
[2021-06-15 03:40:25,486][root][INFO] - Epoch 37, Itrs 44030/50000, Loss=0.103914
[2021-06-15 03:40:27,517][root][INFO] - Epoch 37, Itrs 44040/50000, Loss=0.110482
[2021-06-15 03:40:29,599][root][INFO] - Epoch 37, Itrs 44050/50000, Loss=0.096574
[2021-06-15 03:40:31,654][root][INFO] - Epoch 37, Itrs 44060/50000, Loss=0.109384
[2021-06-15 03:40:33,627][root][INFO] - Epoch 37, Itrs 44070/50000, Loss=0.107860
[2021-06-15 03:40:35,731][root][INFO] - Epoch 37, Itrs 44080/50000, Loss=0.102151
[2021-06-15 03:40:37,663][root][INFO] - Epoch 37, Itrs 44090/50000, Loss=0.102485
[2021-06-15 03:40:39,768][root][INFO] - Epoch 37, Itrs 44100/50000, Loss=0.101180
[2021-06-15 03:40:41,778][root][INFO] - Epoch 37, Itrs 44110/50000, Loss=0.110772
[2021-06-15 03:40:43,707][root][INFO] - Epoch 37, Itrs 44120/50000, Loss=0.108939
[2021-06-15 03:40:45,736][root][INFO] - Epoch 37, Itrs 44130/50000, Loss=0.107404
[2021-06-15 03:40:47,884][root][INFO] - Epoch 37, Itrs 44140/50000, Loss=0.113985
[2021-06-15 03:40:49,874][root][INFO] - Epoch 37, Itrs 44150/50000, Loss=0.109699
[2021-06-15 03:40:51,896][root][INFO] - Epoch 37, Itrs 44160/50000, Loss=0.107560
[2021-06-15 03:40:53,972][root][INFO] - Epoch 37, Itrs 44170/50000, Loss=0.112599
[2021-06-15 03:40:55,915][root][INFO] - Epoch 37, Itrs 44180/50000, Loss=0.110423
[2021-06-15 03:40:58,071][root][INFO] - Epoch 37, Itrs 44190/50000, Loss=0.106692
[2021-06-15 03:41:00,208][root][INFO] - Epoch 37, Itrs 44200/50000, Loss=0.097260
[2021-06-15 03:41:02,225][root][INFO] - Epoch 37, Itrs 44210/50000, Loss=0.107980
[2021-06-15 03:41:04,212][root][INFO] - Epoch 37, Itrs 44220/50000, Loss=0.112579
[2021-06-15 03:41:06,178][root][INFO] - Epoch 37, Itrs 44230/50000, Loss=0.112926
[2021-06-15 03:41:08,214][root][INFO] - Epoch 37, Itrs 44240/50000, Loss=0.106849
[2021-06-15 03:41:10,305][root][INFO] - Epoch 37, Itrs 44250/50000, Loss=0.099636
[2021-06-15 03:41:12,283][root][INFO] - Epoch 37, Itrs 44260/50000, Loss=0.109877
[2021-06-15 03:41:14,254][root][INFO] - Epoch 37, Itrs 44270/50000, Loss=0.104809
[2021-06-15 03:41:16,290][root][INFO] - Epoch 37, Itrs 44280/50000, Loss=0.100534
[2021-06-15 03:41:18,388][root][INFO] - Epoch 37, Itrs 44290/50000, Loss=0.103931
[2021-06-15 03:41:20,286][root][INFO] - Epoch 37, Itrs 44300/50000, Loss=0.108275
[2021-06-15 03:41:22,410][root][INFO] - Epoch 37, Itrs 44310/50000, Loss=0.112410
[2021-06-15 03:41:24,463][root][INFO] - Epoch 37, Itrs 44320/50000, Loss=0.111543
[2021-06-15 03:41:26,535][root][INFO] - Epoch 37, Itrs 44330/50000, Loss=0.117556
[2021-06-15 03:41:28,505][root][INFO] - Epoch 37, Itrs 44340/50000, Loss=0.102213
[2021-06-15 03:41:30,550][root][INFO] - Epoch 37, Itrs 44350/50000, Loss=0.109614
[2021-06-15 03:41:32,571][root][INFO] - Epoch 37, Itrs 44360/50000, Loss=0.105895
[2021-06-15 03:41:34,600][root][INFO] - Epoch 37, Itrs 44370/50000, Loss=0.111204
[2021-06-15 03:41:36,593][root][INFO] - Epoch 37, Itrs 44380/50000, Loss=0.116763
[2021-06-15 03:41:38,718][root][INFO] - Epoch 37, Itrs 44390/50000, Loss=0.106752
[2021-06-15 03:41:40,779][root][INFO] - Epoch 37, Itrs 44400/50000, Loss=0.116808
[2021-06-15 03:41:42,755][root][INFO] - Epoch 37, Itrs 44410/50000, Loss=0.100954
[2021-06-15 03:41:44,835][root][INFO] - Epoch 37, Itrs 44420/50000, Loss=0.101448
[2021-06-15 03:41:46,779][root][INFO] - Epoch 37, Itrs 44430/50000, Loss=0.110646
[2021-06-15 03:41:48,923][root][INFO] - Epoch 37, Itrs 44440/50000, Loss=0.101834
[2021-06-15 03:41:50,833][root][INFO] - Epoch 37, Itrs 44450/50000, Loss=0.107859
[2021-06-15 03:41:53,010][root][INFO] - Epoch 37, Itrs 44460/50000, Loss=0.117738
[2021-06-15 03:41:55,090][root][INFO] - Epoch 37, Itrs 44470/50000, Loss=0.120118
[2021-06-15 03:41:57,025][root][INFO] - Epoch 37, Itrs 44480/50000, Loss=0.102952
[2021-06-15 03:41:59,189][root][INFO] - Epoch 37, Itrs 44490/50000, Loss=0.104922
[2021-06-15 03:42:01,177][root][INFO] - Epoch 37, Itrs 44500/50000, Loss=0.105868
[2021-06-15 03:42:03,172][root][INFO] - Epoch 37, Itrs 44510/50000, Loss=0.103472
[2021-06-15 03:42:05,063][root][INFO] - Epoch 37, Itrs 44520/50000, Loss=0.105012
[2021-06-15 03:42:07,173][root][INFO] - Epoch 37, Itrs 44530/50000, Loss=0.091529
[2021-06-15 03:42:09,254][root][INFO] - Epoch 37, Itrs 44540/50000, Loss=0.113898
[2021-06-15 03:42:11,152][root][INFO] - Epoch 37, Itrs 44550/50000, Loss=0.102187
[2021-06-15 03:42:13,309][root][INFO] - Epoch 37, Itrs 44560/50000, Loss=0.107708
[2021-06-15 03:42:15,334][root][INFO] - Epoch 37, Itrs 44570/50000, Loss=0.106957
[2021-06-15 03:42:17,307][root][INFO] - Epoch 37, Itrs 44580/50000, Loss=0.107237
[2021-06-15 03:42:19,448][root][INFO] - Epoch 37, Itrs 44590/50000, Loss=0.108940
[2021-06-15 03:42:21,565][root][INFO] - Epoch 37, Itrs 44600/50000, Loss=0.101446
[2021-06-15 03:42:23,498][root][INFO] - Epoch 37, Itrs 44610/50000, Loss=0.110498
[2021-06-15 03:42:25,494][root][INFO] - Epoch 37, Itrs 44620/50000, Loss=0.107350
[2021-06-15 03:42:27,603][root][INFO] - Epoch 37, Itrs 44630/50000, Loss=0.104986
[2021-06-15 03:42:29,564][root][INFO] - Epoch 37, Itrs 44640/50000, Loss=0.101209
[2021-06-15 03:42:31,591][root][INFO] - Epoch 37, Itrs 44650/50000, Loss=0.117972
[2021-06-15 03:42:33,672][root][INFO] - Epoch 37, Itrs 44660/50000, Loss=0.106667
[2021-06-15 03:42:35,664][root][INFO] - Epoch 37, Itrs 44670/50000, Loss=0.102044
[2021-06-15 03:42:37,589][root][INFO] - Epoch 37, Itrs 44680/50000, Loss=0.100142
[2021-06-15 03:42:39,599][root][INFO] - Epoch 37, Itrs 44690/50000, Loss=0.100579
[2021-06-15 03:42:41,617][root][INFO] - Epoch 37, Itrs 44700/50000, Loss=0.105667
[2021-06-15 03:42:43,622][root][INFO] - Epoch 37, Itrs 44710/50000, Loss=0.105931
[2021-06-15 03:42:45,751][root][INFO] - Epoch 37, Itrs 44720/50000, Loss=0.102980
[2021-06-15 03:42:47,709][root][INFO] - Epoch 37, Itrs 44730/50000, Loss=0.101955
[2021-06-15 03:42:49,836][root][INFO] - Epoch 37, Itrs 44740/50000, Loss=0.113867
[2021-06-15 03:42:51,825][root][INFO] - Epoch 37, Itrs 44750/50000, Loss=0.106926
[2021-06-15 03:42:53,834][root][INFO] - Epoch 37, Itrs 44760/50000, Loss=0.111828
[2021-06-15 03:42:55,861][root][INFO] - Epoch 37, Itrs 44770/50000, Loss=0.113070
[2021-06-15 03:42:57,911][root][INFO] - Epoch 37, Itrs 44780/50000, Loss=0.100598
[2021-06-15 03:42:59,964][root][INFO] - Epoch 37, Itrs 44790/50000, Loss=0.106445
[2021-06-15 03:43:02,047][root][INFO] - Epoch 37, Itrs 44800/50000, Loss=0.102424
[2021-06-15 03:43:04,002][root][INFO] - Epoch 37, Itrs 44810/50000, Loss=0.104842
[2021-06-15 03:43:06,021][root][INFO] - Epoch 37, Itrs 44820/50000, Loss=0.101522
[2021-06-15 03:43:08,149][root][INFO] - Epoch 37, Itrs 44830/50000, Loss=0.100563
[2021-06-15 03:43:10,110][root][INFO] - Epoch 37, Itrs 44840/50000, Loss=0.112684
[2021-06-15 03:43:12,230][root][INFO] - Epoch 37, Itrs 44850/50000, Loss=0.108868
[2021-06-15 03:43:14,163][root][INFO] - Epoch 37, Itrs 44860/50000, Loss=0.100661
[2021-06-15 03:43:16,251][root][INFO] - Epoch 37, Itrs 44870/50000, Loss=0.105300
[2021-06-15 03:43:18,229][root][INFO] - Epoch 37, Itrs 44880/50000, Loss=0.104147
[2021-06-15 03:43:20,271][root][INFO] - Epoch 37, Itrs 44890/50000, Loss=0.107836
[2021-06-15 03:43:22,423][root][INFO] - Epoch 37, Itrs 44900/50000, Loss=0.091634
[2021-06-15 03:43:24,275][root][INFO] - Epoch 37, Itrs 44910/50000, Loss=0.112471
[2021-06-15 03:43:26,369][root][INFO] - Epoch 37, Itrs 44920/50000, Loss=0.105110
[2021-06-15 03:43:28,529][root][INFO] - Epoch 37, Itrs 44930/50000, Loss=0.108159
[2021-06-15 03:43:30,476][root][INFO] - Epoch 37, Itrs 44940/50000, Loss=0.109787
[2021-06-15 03:43:32,581][root][INFO] - Epoch 37, Itrs 44950/50000, Loss=0.115538
[2021-06-15 03:43:34,640][root][INFO] - Epoch 37, Itrs 44960/50000, Loss=0.115072
[2021-06-15 03:43:36,636][root][INFO] - Epoch 37, Itrs 44970/50000, Loss=0.110250
[2021-06-15 03:43:38,620][root][INFO] - Epoch 37, Itrs 44980/50000, Loss=0.112598
[2021-06-15 03:43:40,605][root][INFO] - Epoch 37, Itrs 44990/50000, Loss=0.108391
[2021-06-15 03:43:42,604][root][INFO] - Epoch 37, Itrs 45000/50000, Loss=0.107241
[2021-06-15 03:43:42,617][root][INFO] - validation...
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[2021-06-15 03:44:36,552][root][INFO] - miou: 0.6146156013737553
[2021-06-15 03:44:38,478][root][INFO] - Epoch 37, Itrs 45010/50000, Loss=0.104319
[2021-06-15 03:44:40,296][root][INFO] - Epoch 37, Itrs 45020/50000, Loss=0.108297
[2021-06-15 03:44:43,710][root][INFO] - Epoch 38, Itrs 45030/50000, Loss=0.105315
[2021-06-15 03:44:46,194][root][INFO] - Epoch 38, Itrs 45040/50000, Loss=0.104749
[2021-06-15 03:44:48,272][root][INFO] - Epoch 38, Itrs 45050/50000, Loss=0.099919
[2021-06-15 03:44:50,597][root][INFO] - Epoch 38, Itrs 45060/50000, Loss=0.106506
[2021-06-15 03:44:52,707][root][INFO] - Epoch 38, Itrs 45070/50000, Loss=0.102379
[2021-06-15 03:44:54,927][root][INFO] - Epoch 38, Itrs 45080/50000, Loss=0.098016
[2021-06-15 03:44:57,001][root][INFO] - Epoch 38, Itrs 45090/50000, Loss=0.106843
[2021-06-15 03:44:58,884][root][INFO] - Epoch 38, Itrs 45100/50000, Loss=0.101240
[2021-06-15 03:45:00,992][root][INFO] - Epoch 38, Itrs 45110/50000, Loss=0.116881
[2021-06-15 03:45:03,011][root][INFO] - Epoch 38, Itrs 45120/50000, Loss=0.107612
[2021-06-15 03:45:05,053][root][INFO] - Epoch 38, Itrs 45130/50000, Loss=0.118354
[2021-06-15 03:45:07,104][root][INFO] - Epoch 38, Itrs 45140/50000, Loss=0.102028
[2021-06-15 03:45:09,215][root][INFO] - Epoch 38, Itrs 45150/50000, Loss=0.105549
[2021-06-15 03:45:11,176][root][INFO] - Epoch 38, Itrs 45160/50000, Loss=0.105759
[2021-06-15 03:45:13,222][root][INFO] - Epoch 38, Itrs 45170/50000, Loss=0.095463
[2021-06-15 03:45:15,260][root][INFO] - Epoch 38, Itrs 45180/50000, Loss=0.117243
[2021-06-15 03:45:17,369][root][INFO] - Epoch 38, Itrs 45190/50000, Loss=0.098743
[2021-06-15 03:45:19,418][root][INFO] - Epoch 38, Itrs 45200/50000, Loss=0.106357
[2021-06-15 03:45:21,480][root][INFO] - Epoch 38, Itrs 45210/50000, Loss=0.107621
[2021-06-15 03:45:23,553][root][INFO] - Epoch 38, Itrs 45220/50000, Loss=0.104640
[2021-06-15 03:45:25,537][root][INFO] - Epoch 38, Itrs 45230/50000, Loss=0.102023
[2021-06-15 03:45:27,583][root][INFO] - Epoch 38, Itrs 45240/50000, Loss=0.113861
[2021-06-15 03:45:29,553][root][INFO] - Epoch 38, Itrs 45250/50000, Loss=0.106905
[2021-06-15 03:45:31,509][root][INFO] - Epoch 38, Itrs 45260/50000, Loss=0.106477
[2021-06-15 03:45:33,701][root][INFO] - Epoch 38, Itrs 45270/50000, Loss=0.103728
[2021-06-15 03:45:35,746][root][INFO] - Epoch 38, Itrs 45280/50000, Loss=0.106011
[2021-06-15 03:45:37,803][root][INFO] - Epoch 38, Itrs 45290/50000, Loss=0.095780
[2021-06-15 03:45:39,699][root][INFO] - Epoch 38, Itrs 45300/50000, Loss=0.113795
[2021-06-15 03:45:41,838][root][INFO] - Epoch 38, Itrs 45310/50000, Loss=0.108741
[2021-06-15 03:45:43,761][root][INFO] - Epoch 38, Itrs 45320/50000, Loss=0.096677
[2021-06-15 03:45:45,889][root][INFO] - Epoch 38, Itrs 45330/50000, Loss=0.114478
[2021-06-15 03:45:47,840][root][INFO] - Epoch 38, Itrs 45340/50000, Loss=0.110809
[2021-06-15 03:45:49,881][root][INFO] - Epoch 38, Itrs 45350/50000, Loss=0.101872
[2021-06-15 03:45:51,949][root][INFO] - Epoch 38, Itrs 45360/50000, Loss=0.100071
[2021-06-15 03:45:54,081][root][INFO] - Epoch 38, Itrs 45370/50000, Loss=0.101084
[2021-06-15 03:45:56,137][root][INFO] - Epoch 38, Itrs 45380/50000, Loss=0.112587
[2021-06-15 03:45:58,150][root][INFO] - Epoch 38, Itrs 45390/50000, Loss=0.092247
[2021-06-15 03:46:00,153][root][INFO] - Epoch 38, Itrs 45400/50000, Loss=0.101100
[2021-06-15 03:46:02,260][root][INFO] - Epoch 38, Itrs 45410/50000, Loss=0.098186
[2021-06-15 03:46:04,295][root][INFO] - Epoch 38, Itrs 45420/50000, Loss=0.102373
[2021-06-15 03:46:06,277][root][INFO] - Epoch 38, Itrs 45430/50000, Loss=0.104792
[2021-06-15 03:46:08,328][root][INFO] - Epoch 38, Itrs 45440/50000, Loss=0.111563
[2021-06-15 03:46:10,352][root][INFO] - Epoch 38, Itrs 45450/50000, Loss=0.108562
[2021-06-15 03:46:12,333][root][INFO] - Epoch 38, Itrs 45460/50000, Loss=0.108061
[2021-06-15 03:46:14,376][root][INFO] - Epoch 38, Itrs 45470/50000, Loss=0.100480
[2021-06-15 03:46:16,371][root][INFO] - Epoch 38, Itrs 45480/50000, Loss=0.102858
[2021-06-15 03:46:18,313][root][INFO] - Epoch 38, Itrs 45490/50000, Loss=0.103782
[2021-06-15 03:46:20,437][root][INFO] - Epoch 38, Itrs 45500/50000, Loss=0.108906
[2021-06-15 03:46:22,457][root][INFO] - Epoch 38, Itrs 45510/50000, Loss=0.103600
[2021-06-15 03:46:24,491][root][INFO] - Epoch 38, Itrs 45520/50000, Loss=0.100847
[2021-06-15 03:46:26,531][root][INFO] - Epoch 38, Itrs 45530/50000, Loss=0.107407
[2021-06-15 03:46:28,509][root][INFO] - Epoch 38, Itrs 45540/50000, Loss=0.111564
[2021-06-15 03:46:30,559][root][INFO] - Epoch 38, Itrs 45550/50000, Loss=0.103528
[2021-06-15 03:46:32,644][root][INFO] - Epoch 38, Itrs 45560/50000, Loss=0.105331
[2021-06-15 03:46:34,564][root][INFO] - Epoch 38, Itrs 45570/50000, Loss=0.112376
[2021-06-15 03:46:36,503][root][INFO] - Epoch 38, Itrs 45580/50000, Loss=0.111498
[2021-06-15 03:46:38,638][root][INFO] - Epoch 38, Itrs 45590/50000, Loss=0.114566
[2021-06-15 03:46:40,741][root][INFO] - Epoch 38, Itrs 45600/50000, Loss=0.101587
[2021-06-15 03:46:42,764][root][INFO] - Epoch 38, Itrs 45610/50000, Loss=0.110412
[2021-06-15 03:46:44,801][root][INFO] - Epoch 38, Itrs 45620/50000, Loss=0.100493
[2021-06-15 03:46:46,904][root][INFO] - Epoch 38, Itrs 45630/50000, Loss=0.109979
[2021-06-15 03:46:48,915][root][INFO] - Epoch 38, Itrs 45640/50000, Loss=0.101524
[2021-06-15 03:46:50,933][root][INFO] - Epoch 38, Itrs 45650/50000, Loss=0.101456
[2021-06-15 03:46:52,919][root][INFO] - Epoch 38, Itrs 45660/50000, Loss=0.109068
[2021-06-15 03:46:54,992][root][INFO] - Epoch 38, Itrs 45670/50000, Loss=0.105493
[2021-06-15 03:46:56,881][root][INFO] - Epoch 38, Itrs 45680/50000, Loss=0.107619
[2021-06-15 03:46:58,914][root][INFO] - Epoch 38, Itrs 45690/50000, Loss=0.111948
[2021-06-15 03:47:00,970][root][INFO] - Epoch 38, Itrs 45700/50000, Loss=0.103575
[2021-06-15 03:47:02,993][root][INFO] - Epoch 38, Itrs 45710/50000, Loss=0.112228
[2021-06-15 03:47:04,948][root][INFO] - Epoch 38, Itrs 45720/50000, Loss=0.100472
[2021-06-15 03:47:07,089][root][INFO] - Epoch 38, Itrs 45730/50000, Loss=0.107774
[2021-06-15 03:47:09,060][root][INFO] - Epoch 38, Itrs 45740/50000, Loss=0.104537
[2021-06-15 03:47:11,179][root][INFO] - Epoch 38, Itrs 45750/50000, Loss=0.103759
[2021-06-15 03:47:13,276][root][INFO] - Epoch 38, Itrs 45760/50000, Loss=0.114578
[2021-06-15 03:47:15,382][root][INFO] - Epoch 38, Itrs 45770/50000, Loss=0.103836
[2021-06-15 03:47:17,370][root][INFO] - Epoch 38, Itrs 45780/50000, Loss=0.108096
[2021-06-15 03:47:19,386][root][INFO] - Epoch 38, Itrs 45790/50000, Loss=0.109055
[2021-06-15 03:47:21,421][root][INFO] - Epoch 38, Itrs 45800/50000, Loss=0.100903
[2021-06-15 03:47:23,470][root][INFO] - Epoch 38, Itrs 45810/50000, Loss=0.108500
[2021-06-15 03:47:25,617][root][INFO] - Epoch 38, Itrs 45820/50000, Loss=0.100776
[2021-06-15 03:47:27,473][root][INFO] - Epoch 38, Itrs 45830/50000, Loss=0.109866
[2021-06-15 03:47:29,579][root][INFO] - Epoch 38, Itrs 45840/50000, Loss=0.103810
[2021-06-15 03:47:31,729][root][INFO] - Epoch 38, Itrs 45850/50000, Loss=0.112358
[2021-06-15 03:47:33,707][root][INFO] - Epoch 38, Itrs 45860/50000, Loss=0.099749
[2021-06-15 03:47:35,820][root][INFO] - Epoch 38, Itrs 45870/50000, Loss=0.106443
[2021-06-15 03:47:37,839][root][INFO] - Epoch 38, Itrs 45880/50000, Loss=0.101193
[2021-06-15 03:47:39,805][root][INFO] - Epoch 38, Itrs 45890/50000, Loss=0.106448
[2021-06-15 03:47:41,909][root][INFO] - Epoch 38, Itrs 45900/50000, Loss=0.099323
[2021-06-15 03:47:43,841][root][INFO] - Epoch 38, Itrs 45910/50000, Loss=0.111811
[2021-06-15 03:47:45,927][root][INFO] - Epoch 38, Itrs 45920/50000, Loss=0.110072
[2021-06-15 03:47:47,952][root][INFO] - Epoch 38, Itrs 45930/50000, Loss=0.097189
[2021-06-15 03:47:49,969][root][INFO] - Epoch 38, Itrs 45940/50000, Loss=0.092037
[2021-06-15 03:47:51,952][root][INFO] - Epoch 38, Itrs 45950/50000, Loss=0.102902
[2021-06-15 03:47:53,988][root][INFO] - Epoch 38, Itrs 45960/50000, Loss=0.102255
[2021-06-15 03:47:56,015][root][INFO] - Epoch 38, Itrs 45970/50000, Loss=0.112018
[2021-06-15 03:47:58,029][root][INFO] - Epoch 38, Itrs 45980/50000, Loss=0.100523
[2021-06-15 03:48:00,117][root][INFO] - Epoch 38, Itrs 45990/50000, Loss=0.104922
[2021-06-15 03:48:02,052][root][INFO] - Epoch 38, Itrs 46000/50000, Loss=0.104311
[2021-06-15 03:48:04,212][root][INFO] - Epoch 38, Itrs 46010/50000, Loss=0.102334
[2021-06-15 03:48:06,224][root][INFO] - Epoch 38, Itrs 46020/50000, Loss=0.108363
[2021-06-15 03:48:08,258][root][INFO] - Epoch 38, Itrs 46030/50000, Loss=0.101468
[2021-06-15 03:48:10,246][root][INFO] - Epoch 38, Itrs 46040/50000, Loss=0.118058
[2021-06-15 03:48:12,311][root][INFO] - Epoch 38, Itrs 46050/50000, Loss=0.112382
[2021-06-15 03:48:14,327][root][INFO] - Epoch 38, Itrs 46060/50000, Loss=0.105868
[2021-06-15 03:48:16,302][root][INFO] - Epoch 38, Itrs 46070/50000, Loss=0.104830
[2021-06-15 03:48:18,363][root][INFO] - Epoch 38, Itrs 46080/50000, Loss=0.114321
[2021-06-15 03:48:20,506][root][INFO] - Epoch 38, Itrs 46090/50000, Loss=0.111953
[2021-06-15 03:48:22,438][root][INFO] - Epoch 38, Itrs 46100/50000, Loss=0.105541
[2021-06-15 03:48:24,457][root][INFO] - Epoch 38, Itrs 46110/50000, Loss=0.107613
[2021-06-15 03:48:26,505][root][INFO] - Epoch 38, Itrs 46120/50000, Loss=0.097584
[2021-06-15 03:48:28,643][root][INFO] - Epoch 38, Itrs 46130/50000, Loss=0.110051
[2021-06-15 03:48:30,669][root][INFO] - Epoch 38, Itrs 46140/50000, Loss=0.103356
[2021-06-15 03:48:32,661][root][INFO] - Epoch 38, Itrs 46150/50000, Loss=0.104454
[2021-06-15 03:48:34,800][root][INFO] - Epoch 38, Itrs 46160/50000, Loss=0.111334
[2021-06-15 03:48:36,802][root][INFO] - Epoch 38, Itrs 46170/50000, Loss=0.102827
[2021-06-15 03:48:38,780][root][INFO] - Epoch 38, Itrs 46180/50000, Loss=0.106308
[2021-06-15 03:48:40,736][root][INFO] - Epoch 38, Itrs 46190/50000, Loss=0.111285
[2021-06-15 03:48:42,752][root][INFO] - Epoch 38, Itrs 46200/50000, Loss=0.102451
[2021-06-15 03:48:44,701][root][INFO] - Epoch 38, Itrs 46210/50000, Loss=0.104493
[2021-06-15 03:48:46,770][root][INFO] - Epoch 38, Itrs 46220/50000, Loss=0.095930
[2021-06-15 03:48:48,818][root][INFO] - Epoch 38, Itrs 46230/50000, Loss=0.104149
[2021-06-15 03:48:50,582][root][INFO] - Epoch 38, Itrs 46240/50000, Loss=0.102988
[2021-06-15 03:48:54,471][root][INFO] - Epoch 39, Itrs 46250/50000, Loss=0.112308
[2021-06-15 03:48:56,673][root][INFO] - Epoch 39, Itrs 46260/50000, Loss=0.101406
[2021-06-15 03:48:59,013][root][INFO] - Epoch 39, Itrs 46270/50000, Loss=0.105819
[2021-06-15 03:49:01,267][root][INFO] - Epoch 39, Itrs 46280/50000, Loss=0.102313
[2021-06-15 03:49:03,320][root][INFO] - Epoch 39, Itrs 46290/50000, Loss=0.101221
[2021-06-15 03:49:05,287][root][INFO] - Epoch 39, Itrs 46300/50000, Loss=0.107329
[2021-06-15 03:49:07,299][root][INFO] - Epoch 39, Itrs 46310/50000, Loss=0.106731
[2021-06-15 03:49:09,348][root][INFO] - Epoch 39, Itrs 46320/50000, Loss=0.103518
[2021-06-15 03:49:11,379][root][INFO] - Epoch 39, Itrs 46330/50000, Loss=0.101935
[2021-06-15 03:49:13,470][root][INFO] - Epoch 39, Itrs 46340/50000, Loss=0.101288
[2021-06-15 03:49:15,553][root][INFO] - Epoch 39, Itrs 46350/50000, Loss=0.103133
[2021-06-15 03:49:17,541][root][INFO] - Epoch 39, Itrs 46360/50000, Loss=0.107417
[2021-06-15 03:49:19,610][root][INFO] - Epoch 39, Itrs 46370/50000, Loss=0.098842
[2021-06-15 03:49:21,684][root][INFO] - Epoch 39, Itrs 46380/50000, Loss=0.112274
[2021-06-15 03:49:23,681][root][INFO] - Epoch 39, Itrs 46390/50000, Loss=0.098890
[2021-06-15 03:49:25,731][root][INFO] - Epoch 39, Itrs 46400/50000, Loss=0.094148
[2021-06-15 03:49:27,753][root][INFO] - Epoch 39, Itrs 46410/50000, Loss=0.104981
[2021-06-15 03:49:29,802][root][INFO] - Epoch 39, Itrs 46420/50000, Loss=0.109780
[2021-06-15 03:49:31,875][root][INFO] - Epoch 39, Itrs 46430/50000, Loss=0.095760
[2021-06-15 03:49:33,898][root][INFO] - Epoch 39, Itrs 46440/50000, Loss=0.094150
[2021-06-15 03:49:35,913][root][INFO] - Epoch 39, Itrs 46450/50000, Loss=0.111579
[2021-06-15 03:49:37,885][root][INFO] - Epoch 39, Itrs 46460/50000, Loss=0.103096
[2021-06-15 03:49:39,934][root][INFO] - Epoch 39, Itrs 46470/50000, Loss=0.105547
[2021-06-15 03:49:41,965][root][INFO] - Epoch 39, Itrs 46480/50000, Loss=0.104879
[2021-06-15 03:49:44,069][root][INFO] - Epoch 39, Itrs 46490/50000, Loss=0.104000
[2021-06-15 03:49:45,994][root][INFO] - Epoch 39, Itrs 46500/50000, Loss=0.101402
[2021-06-15 03:49:48,075][root][INFO] - Epoch 39, Itrs 46510/50000, Loss=0.102671
[2021-06-15 03:49:50,000][root][INFO] - Epoch 39, Itrs 46520/50000, Loss=0.102834
[2021-06-15 03:49:52,100][root][INFO] - Epoch 39, Itrs 46530/50000, Loss=0.105271
[2021-06-15 03:49:54,133][root][INFO] - Epoch 39, Itrs 46540/50000, Loss=0.102304
[2021-06-15 03:49:56,184][root][INFO] - Epoch 39, Itrs 46550/50000, Loss=0.108827
[2021-06-15 03:49:58,356][root][INFO] - Epoch 39, Itrs 46560/50000, Loss=0.113479
[2021-06-15 03:50:00,347][root][INFO] - Epoch 39, Itrs 46570/50000, Loss=0.111896
[2021-06-15 03:50:02,341][root][INFO] - Epoch 39, Itrs 46580/50000, Loss=0.105028
[2021-06-15 03:50:04,413][root][INFO] - Epoch 39, Itrs 46590/50000, Loss=0.109213
[2021-06-15 03:50:06,407][root][INFO] - Epoch 39, Itrs 46600/50000, Loss=0.105045
[2021-06-15 03:50:08,407][root][INFO] - Epoch 39, Itrs 46610/50000, Loss=0.109341
[2021-06-15 03:50:10,516][root][INFO] - Epoch 39, Itrs 46620/50000, Loss=0.100512
[2021-06-15 03:50:12,530][root][INFO] - Epoch 39, Itrs 46630/50000, Loss=0.101573
[2021-06-15 03:50:14,534][root][INFO] - Epoch 39, Itrs 46640/50000, Loss=0.107075
[2021-06-15 03:50:16,549][root][INFO] - Epoch 39, Itrs 46650/50000, Loss=0.098964
[2021-06-15 03:50:18,608][root][INFO] - Epoch 39, Itrs 46660/50000, Loss=0.102038
[2021-06-15 03:50:20,602][root][INFO] - Epoch 39, Itrs 46670/50000, Loss=0.101095
[2021-06-15 03:50:22,710][root][INFO] - Epoch 39, Itrs 46680/50000, Loss=0.098813
[2021-06-15 03:50:24,789][root][INFO] - Epoch 39, Itrs 46690/50000, Loss=0.104758
[2021-06-15 03:50:26,696][root][INFO] - Epoch 39, Itrs 46700/50000, Loss=0.103516
[2021-06-15 03:50:28,764][root][INFO] - Epoch 39, Itrs 46710/50000, Loss=0.108695
[2021-06-15 03:50:30,790][root][INFO] - Epoch 39, Itrs 46720/50000, Loss=0.114621
[2021-06-15 03:50:32,768][root][INFO] - Epoch 39, Itrs 46730/50000, Loss=0.100584
[2021-06-15 03:50:34,826][root][INFO] - Epoch 39, Itrs 46740/50000, Loss=0.098830
[2021-06-15 03:50:36,840][root][INFO] - Epoch 39, Itrs 46750/50000, Loss=0.099432
[2021-06-15 03:50:38,816][root][INFO] - Epoch 39, Itrs 46760/50000, Loss=0.101588
[2021-06-15 03:50:41,024][root][INFO] - Epoch 39, Itrs 46770/50000, Loss=0.100853
[2021-06-15 03:50:42,975][root][INFO] - Epoch 39, Itrs 46780/50000, Loss=0.103747
[2021-06-15 03:50:45,076][root][INFO] - Epoch 39, Itrs 46790/50000, Loss=0.101964
[2021-06-15 03:50:47,009][root][INFO] - Epoch 39, Itrs 46800/50000, Loss=0.096672
[2021-06-15 03:50:49,123][root][INFO] - Epoch 39, Itrs 46810/50000, Loss=0.099346
[2021-06-15 03:50:51,061][root][INFO] - Epoch 39, Itrs 46820/50000, Loss=0.103080
[2021-06-15 03:50:53,170][root][INFO] - Epoch 39, Itrs 46830/50000, Loss=0.098199
[2021-06-15 03:50:55,046][root][INFO] - Epoch 39, Itrs 46840/50000, Loss=0.110220
[2021-06-15 03:50:57,173][root][INFO] - Epoch 39, Itrs 46850/50000, Loss=0.105596
[2021-06-15 03:50:59,221][root][INFO] - Epoch 39, Itrs 46860/50000, Loss=0.103206
[2021-06-15 03:51:01,210][root][INFO] - Epoch 39, Itrs 46870/50000, Loss=0.097412
[2021-06-15 03:51:03,275][root][INFO] - Epoch 39, Itrs 46880/50000, Loss=0.110192
[2021-06-15 03:51:05,276][root][INFO] - Epoch 39, Itrs 46890/50000, Loss=0.103742
[2021-06-15 03:51:07,200][root][INFO] - Epoch 39, Itrs 46900/50000, Loss=0.105159
[2021-06-15 03:51:09,189][root][INFO] - Epoch 39, Itrs 46910/50000, Loss=0.105962
[2021-06-15 03:51:11,261][root][INFO] - Epoch 39, Itrs 46920/50000, Loss=0.106408
[2021-06-15 03:51:13,364][root][INFO] - Epoch 39, Itrs 46930/50000, Loss=0.110789
[2021-06-15 03:51:15,263][root][INFO] - Epoch 39, Itrs 46940/50000, Loss=0.106078
[2021-06-15 03:51:17,460][root][INFO] - Epoch 39, Itrs 46950/50000, Loss=0.106625
[2021-06-15 03:51:19,492][root][INFO] - Epoch 39, Itrs 46960/50000, Loss=0.100259
[2021-06-15 03:51:21,473][root][INFO] - Epoch 39, Itrs 46970/50000, Loss=0.105223
[2021-06-15 03:51:23,394][root][INFO] - Epoch 39, Itrs 46980/50000, Loss=0.108037
[2021-06-15 03:51:25,540][root][INFO] - Epoch 39, Itrs 46990/50000, Loss=0.099149
[2021-06-15 03:51:27,580][root][INFO] - Epoch 39, Itrs 47000/50000, Loss=0.100166
[2021-06-15 03:51:29,620][root][INFO] - Epoch 39, Itrs 47010/50000, Loss=0.103721
[2021-06-15 03:51:31,647][root][INFO] - Epoch 39, Itrs 47020/50000, Loss=0.110455
[2021-06-15 03:51:33,759][root][INFO] - Epoch 39, Itrs 47030/50000, Loss=0.100294
[2021-06-15 03:51:35,691][root][INFO] - Epoch 39, Itrs 47040/50000, Loss=0.100892
[2021-06-15 03:51:37,827][root][INFO] - Epoch 39, Itrs 47050/50000, Loss=0.105885
[2021-06-15 03:51:39,836][root][INFO] - Epoch 39, Itrs 47060/50000, Loss=0.103922
[2021-06-15 03:51:41,723][root][INFO] - Epoch 39, Itrs 47070/50000, Loss=0.107697
[2021-06-15 03:51:43,874][root][INFO] - Epoch 39, Itrs 47080/50000, Loss=0.091688
[2021-06-15 03:51:45,901][root][INFO] - Epoch 39, Itrs 47090/50000, Loss=0.102172
[2021-06-15 03:51:48,015][root][INFO] - Epoch 39, Itrs 47100/50000, Loss=0.103335
[2021-06-15 03:51:50,077][root][INFO] - Epoch 39, Itrs 47110/50000, Loss=0.115662
[2021-06-15 03:51:52,015][root][INFO] - Epoch 39, Itrs 47120/50000, Loss=0.111334
[2021-06-15 03:51:54,090][root][INFO] - Epoch 39, Itrs 47130/50000, Loss=0.110225
[2021-06-15 03:51:56,106][root][INFO] - Epoch 39, Itrs 47140/50000, Loss=0.099858
[2021-06-15 03:51:58,139][root][INFO] - Epoch 39, Itrs 47150/50000, Loss=0.104477
[2021-06-15 03:52:00,053][root][INFO] - Epoch 39, Itrs 47160/50000, Loss=0.115118
[2021-06-15 03:52:02,154][root][INFO] - Epoch 39, Itrs 47170/50000, Loss=0.110163
[2021-06-15 03:52:04,153][root][INFO] - Epoch 39, Itrs 47180/50000, Loss=0.104091
[2021-06-15 03:52:06,213][root][INFO] - Epoch 39, Itrs 47190/50000, Loss=0.109985
[2021-06-15 03:52:08,187][root][INFO] - Epoch 39, Itrs 47200/50000, Loss=0.103507
[2021-06-15 03:52:10,318][root][INFO] - Epoch 39, Itrs 47210/50000, Loss=0.110903
[2021-06-15 03:52:12,272][root][INFO] - Epoch 39, Itrs 47220/50000, Loss=0.100049
[2021-06-15 03:52:14,263][root][INFO] - Epoch 39, Itrs 47230/50000, Loss=0.106504
[2021-06-15 03:52:16,264][root][INFO] - Epoch 39, Itrs 47240/50000, Loss=0.107610
[2021-06-15 03:52:18,408][root][INFO] - Epoch 39, Itrs 47250/50000, Loss=0.098869
[2021-06-15 03:52:20,346][root][INFO] - Epoch 39, Itrs 47260/50000, Loss=0.110153
[2021-06-15 03:52:22,464][root][INFO] - Epoch 39, Itrs 47270/50000, Loss=0.097807
[2021-06-15 03:52:24,469][root][INFO] - Epoch 39, Itrs 47280/50000, Loss=0.102275
[2021-06-15 03:52:26,551][root][INFO] - Epoch 39, Itrs 47290/50000, Loss=0.104990
[2021-06-15 03:52:28,537][root][INFO] - Epoch 39, Itrs 47300/50000, Loss=0.106325
[2021-06-15 03:52:30,636][root][INFO] - Epoch 39, Itrs 47310/50000, Loss=0.108335
[2021-06-15 03:52:32,611][root][INFO] - Epoch 39, Itrs 47320/50000, Loss=0.107410
[2021-06-15 03:52:34,685][root][INFO] - Epoch 39, Itrs 47330/50000, Loss=0.106111
[2021-06-15 03:52:36,667][root][INFO] - Epoch 39, Itrs 47340/50000, Loss=0.102006
[2021-06-15 03:52:38,681][root][INFO] - Epoch 39, Itrs 47350/50000, Loss=0.101927
[2021-06-15 03:52:40,678][root][INFO] - Epoch 39, Itrs 47360/50000, Loss=0.109215
[2021-06-15 03:52:42,694][root][INFO] - Epoch 39, Itrs 47370/50000, Loss=0.103949
[2021-06-15 03:52:44,834][root][INFO] - Epoch 39, Itrs 47380/50000, Loss=0.108735
[2021-06-15 03:52:46,809][root][INFO] - Epoch 39, Itrs 47390/50000, Loss=0.097924
[2021-06-15 03:52:48,807][root][INFO] - Epoch 39, Itrs 47400/50000, Loss=0.097881
[2021-06-15 03:52:50,779][root][INFO] - Epoch 39, Itrs 47410/50000, Loss=0.111678
[2021-06-15 03:52:52,777][root][INFO] - Epoch 39, Itrs 47420/50000, Loss=0.108547
[2021-06-15 03:52:54,811][root][INFO] - Epoch 39, Itrs 47430/50000, Loss=0.109043
[2021-06-15 03:52:56,788][root][INFO] - Epoch 39, Itrs 47440/50000, Loss=0.104684
[2021-06-15 03:52:58,824][root][INFO] - Epoch 39, Itrs 47450/50000, Loss=0.108290
[2021-06-15 03:53:00,563][root][INFO] - Epoch 39, Itrs 47460/50000, Loss=0.109745
[2021-06-15 03:53:04,501][root][INFO] - Epoch 40, Itrs 47470/50000, Loss=0.105517
[2021-06-15 03:53:06,797][root][INFO] - Epoch 40, Itrs 47480/50000, Loss=0.096539
[2021-06-15 03:53:08,979][root][INFO] - Epoch 40, Itrs 47490/50000, Loss=0.107137
[2021-06-15 03:53:11,181][root][INFO] - Epoch 40, Itrs 47500/50000, Loss=0.097513
[2021-06-15 03:53:13,315][root][INFO] - Epoch 40, Itrs 47510/50000, Loss=0.108451
[2021-06-15 03:53:15,445][root][INFO] - Epoch 40, Itrs 47520/50000, Loss=0.105330
[2021-06-15 03:53:17,420][root][INFO] - Epoch 40, Itrs 47530/50000, Loss=0.101423
[2021-06-15 03:53:19,481][root][INFO] - Epoch 40, Itrs 47540/50000, Loss=0.107056
[2021-06-15 03:53:21,583][root][INFO] - Epoch 40, Itrs 47550/50000, Loss=0.101215
[2021-06-15 03:53:23,622][root][INFO] - Epoch 40, Itrs 47560/50000, Loss=0.097421
[2021-06-15 03:53:25,721][root][INFO] - Epoch 40, Itrs 47570/50000, Loss=0.103370
[2021-06-15 03:53:27,662][root][INFO] - Epoch 40, Itrs 47580/50000, Loss=0.101010
[2021-06-15 03:53:29,849][root][INFO] - Epoch 40, Itrs 47590/50000, Loss=0.113931
[2021-06-15 03:53:31,974][root][INFO] - Epoch 40, Itrs 47600/50000, Loss=0.096819
[2021-06-15 03:53:33,965][root][INFO] - Epoch 40, Itrs 47610/50000, Loss=0.107032
[2021-06-15 03:53:35,935][root][INFO] - Epoch 40, Itrs 47620/50000, Loss=0.107988
[2021-06-15 03:53:38,143][root][INFO] - Epoch 40, Itrs 47630/50000, Loss=0.098564
[2021-06-15 03:53:40,044][root][INFO] - Epoch 40, Itrs 47640/50000, Loss=0.110526
[2021-06-15 03:53:42,155][root][INFO] - Epoch 40, Itrs 47650/50000, Loss=0.099373
[2021-06-15 03:53:44,153][root][INFO] - Epoch 40, Itrs 47660/50000, Loss=0.100681
[2021-06-15 03:53:46,184][root][INFO] - Epoch 40, Itrs 47670/50000, Loss=0.107902
[2021-06-15 03:53:48,374][root][INFO] - Epoch 40, Itrs 47680/50000, Loss=0.110705
[2021-06-15 03:53:50,349][root][INFO] - Epoch 40, Itrs 47690/50000, Loss=0.106062
[2021-06-15 03:53:52,283][root][INFO] - Epoch 40, Itrs 47700/50000, Loss=0.095579
[2021-06-15 03:53:54,459][root][INFO] - Epoch 40, Itrs 47710/50000, Loss=0.104941
[2021-06-15 03:53:56,532][root][INFO] - Epoch 40, Itrs 47720/50000, Loss=0.102587
[2021-06-15 03:53:58,522][root][INFO] - Epoch 40, Itrs 47730/50000, Loss=0.102777
[2021-06-15 03:54:00,608][root][INFO] - Epoch 40, Itrs 47740/50000, Loss=0.108140
[2021-06-15 03:54:02,658][root][INFO] - Epoch 40, Itrs 47750/50000, Loss=0.100700
[2021-06-15 03:54:04,767][root][INFO] - Epoch 40, Itrs 47760/50000, Loss=0.113316
[2021-06-15 03:54:06,841][root][INFO] - Epoch 40, Itrs 47770/50000, Loss=0.106045
[2021-06-15 03:54:08,831][root][INFO] - Epoch 40, Itrs 47780/50000, Loss=0.103800
[2021-06-15 03:54:10,858][root][INFO] - Epoch 40, Itrs 47790/50000, Loss=0.104895
[2021-06-15 03:54:13,046][root][INFO] - Epoch 40, Itrs 47800/50000, Loss=0.092484
[2021-06-15 03:54:15,153][root][INFO] - Epoch 40, Itrs 47810/50000, Loss=0.113907
[2021-06-15 03:54:17,225][root][INFO] - Epoch 40, Itrs 47820/50000, Loss=0.113854
[2021-06-15 03:54:19,200][root][INFO] - Epoch 40, Itrs 47830/50000, Loss=0.103381
[2021-06-15 03:54:21,289][root][INFO] - Epoch 40, Itrs 47840/50000, Loss=0.104682
[2021-06-15 03:54:23,459][root][INFO] - Epoch 40, Itrs 47850/50000, Loss=0.106165
[2021-06-15 03:54:25,409][root][INFO] - Epoch 40, Itrs 47860/50000, Loss=0.099830
[2021-06-15 03:54:27,444][root][INFO] - Epoch 40, Itrs 47870/50000, Loss=0.103117
[2021-06-15 03:54:29,501][root][INFO] - Epoch 40, Itrs 47880/50000, Loss=0.108928
[2021-06-15 03:54:31,434][root][INFO] - Epoch 40, Itrs 47890/50000, Loss=0.099489
[2021-06-15 03:54:33,443][root][INFO] - Epoch 40, Itrs 47900/50000, Loss=0.102641
[2021-06-15 03:54:35,560][root][INFO] - Epoch 40, Itrs 47910/50000, Loss=0.108255
[2021-06-15 03:54:37,588][root][INFO] - Epoch 40, Itrs 47920/50000, Loss=0.100254
[2021-06-15 03:54:39,626][root][INFO] - Epoch 40, Itrs 47930/50000, Loss=0.100354
[2021-06-15 03:54:41,617][root][INFO] - Epoch 40, Itrs 47940/50000, Loss=0.106194
[2021-06-15 03:54:43,701][root][INFO] - Epoch 40, Itrs 47950/50000, Loss=0.113515
[2021-06-15 03:54:45,758][root][INFO] - Epoch 40, Itrs 47960/50000, Loss=0.103259
[2021-06-15 03:54:47,668][root][INFO] - Epoch 40, Itrs 47970/50000, Loss=0.100358
[2021-06-15 03:54:49,822][root][INFO] - Epoch 40, Itrs 47980/50000, Loss=0.105191
[2021-06-15 03:54:51,809][root][INFO] - Epoch 40, Itrs 47990/50000, Loss=0.098668
[2021-06-15 03:54:53,977][root][INFO] - Epoch 40, Itrs 48000/50000, Loss=0.094825
[2021-06-15 03:54:53,982][root][INFO] - validation...
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[2021-06-15 03:55:43,634][root][INFO] - 309/340
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[2021-06-15 03:55:44,667][root][INFO] - 315/340
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[2021-06-15 03:55:45,874][root][INFO] - 323/340
[2021-06-15 03:55:45,958][root][INFO] - 324/340
[2021-06-15 03:55:46,082][root][INFO] - 325/340
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[2021-06-15 03:55:47,260][root][INFO] - 335/340
[2021-06-15 03:55:47,341][root][INFO] - 336/340
[2021-06-15 03:55:47,422][root][INFO] - 337/340
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[2021-06-15 03:55:47,563][root][INFO] - 339/340
[2021-06-15 03:55:47,781][root][INFO] - miou: 0.6140217269761747
[2021-06-15 03:55:49,627][root][INFO] - Epoch 40, Itrs 48010/50000, Loss=0.115571
[2021-06-15 03:55:51,623][root][INFO] - Epoch 40, Itrs 48020/50000, Loss=0.101040
[2021-06-15 03:55:53,667][root][INFO] - Epoch 40, Itrs 48030/50000, Loss=0.103824
[2021-06-15 03:55:55,689][root][INFO] - Epoch 40, Itrs 48040/50000, Loss=0.105763
[2021-06-15 03:55:57,813][root][INFO] - Epoch 40, Itrs 48050/50000, Loss=0.100320
[2021-06-15 03:55:59,854][root][INFO] - Epoch 40, Itrs 48060/50000, Loss=0.102873
[2021-06-15 03:56:01,909][root][INFO] - Epoch 40, Itrs 48070/50000, Loss=0.101310
[2021-06-15 03:56:03,958][root][INFO] - Epoch 40, Itrs 48080/50000, Loss=0.101155
[2021-06-15 03:56:06,027][root][INFO] - Epoch 40, Itrs 48090/50000, Loss=0.100911
[2021-06-15 03:56:08,081][root][INFO] - Epoch 40, Itrs 48100/50000, Loss=0.095958
[2021-06-15 03:56:09,948][root][INFO] - Epoch 40, Itrs 48110/50000, Loss=0.105025
[2021-06-15 03:56:12,164][root][INFO] - Epoch 40, Itrs 48120/50000, Loss=0.092289
[2021-06-15 03:56:14,200][root][INFO] - Epoch 40, Itrs 48130/50000, Loss=0.106753
[2021-06-15 03:56:16,217][root][INFO] - Epoch 40, Itrs 48140/50000, Loss=0.107314
[2021-06-15 03:56:18,261][root][INFO] - Epoch 40, Itrs 48150/50000, Loss=0.102147
[2021-06-15 03:56:20,233][root][INFO] - Epoch 40, Itrs 48160/50000, Loss=0.112213
[2021-06-15 03:56:22,285][root][INFO] - Epoch 40, Itrs 48170/50000, Loss=0.100628
[2021-06-15 03:56:24,428][root][INFO] - Epoch 40, Itrs 48180/50000, Loss=0.098179
[2021-06-15 03:56:26,376][root][INFO] - Epoch 40, Itrs 48190/50000, Loss=0.100469
[2021-06-15 03:56:28,539][root][INFO] - Epoch 40, Itrs 48200/50000, Loss=0.102753
[2021-06-15 03:56:30,452][root][INFO] - Epoch 40, Itrs 48210/50000, Loss=0.101771
[2021-06-15 03:56:32,511][root][INFO] - Epoch 40, Itrs 48220/50000, Loss=0.114223
[2021-06-15 03:56:34,502][root][INFO] - Epoch 40, Itrs 48230/50000, Loss=0.101808
[2021-06-15 03:56:36,638][root][INFO] - Epoch 40, Itrs 48240/50000, Loss=0.101528
[2021-06-15 03:56:38,605][root][INFO] - Epoch 40, Itrs 48250/50000, Loss=0.101403
[2021-06-15 03:56:40,660][root][INFO] - Epoch 40, Itrs 48260/50000, Loss=0.101405
[2021-06-15 03:56:42,660][root][INFO] - Epoch 40, Itrs 48270/50000, Loss=0.099788
[2021-06-15 03:56:44,597][root][INFO] - Epoch 40, Itrs 48280/50000, Loss=0.111204
[2021-06-15 03:56:46,700][root][INFO] - Epoch 40, Itrs 48290/50000, Loss=0.106027
[2021-06-15 03:56:48,725][root][INFO] - Epoch 40, Itrs 48300/50000, Loss=0.105716
[2021-06-15 03:56:50,745][root][INFO] - Epoch 40, Itrs 48310/50000, Loss=0.098177
[2021-06-15 03:56:52,717][root][INFO] - Epoch 40, Itrs 48320/50000, Loss=0.096532
[2021-06-15 03:56:54,821][root][INFO] - Epoch 40, Itrs 48330/50000, Loss=0.104381
[2021-06-15 03:56:56,842][root][INFO] - Epoch 40, Itrs 48340/50000, Loss=0.096445
[2021-06-15 03:56:58,859][root][INFO] - Epoch 40, Itrs 48350/50000, Loss=0.097915
[2021-06-15 03:57:00,988][root][INFO] - Epoch 40, Itrs 48360/50000, Loss=0.106944
[2021-06-15 03:57:03,014][root][INFO] - Epoch 40, Itrs 48370/50000, Loss=0.103978
[2021-06-15 03:57:04,999][root][INFO] - Epoch 40, Itrs 48380/50000, Loss=0.107150
[2021-06-15 03:57:06,953][root][INFO] - Epoch 40, Itrs 48390/50000, Loss=0.110211
[2021-06-15 03:57:09,178][root][INFO] - Epoch 40, Itrs 48400/50000, Loss=0.098269
[2021-06-15 03:57:11,110][root][INFO] - Epoch 40, Itrs 48410/50000, Loss=0.113251
[2021-06-15 03:57:13,158][root][INFO] - Epoch 40, Itrs 48420/50000, Loss=0.092772
[2021-06-15 03:57:15,199][root][INFO] - Epoch 40, Itrs 48430/50000, Loss=0.115521
[2021-06-15 03:57:17,215][root][INFO] - Epoch 40, Itrs 48440/50000, Loss=0.103670
[2021-06-15 03:57:19,343][root][INFO] - Epoch 40, Itrs 48450/50000, Loss=0.099093
[2021-06-15 03:57:21,279][root][INFO] - Epoch 40, Itrs 48460/50000, Loss=0.112540
[2021-06-15 03:57:23,417][root][INFO] - Epoch 40, Itrs 48470/50000, Loss=0.102968
[2021-06-15 03:57:25,493][root][INFO] - Epoch 40, Itrs 48480/50000, Loss=0.098146
[2021-06-15 03:57:27,467][root][INFO] - Epoch 40, Itrs 48490/50000, Loss=0.103213
[2021-06-15 03:57:29,425][root][INFO] - Epoch 40, Itrs 48500/50000, Loss=0.110107
[2021-06-15 03:57:31,522][root][INFO] - Epoch 40, Itrs 48510/50000, Loss=0.105877
[2021-06-15 03:57:33,548][root][INFO] - Epoch 40, Itrs 48520/50000, Loss=0.095474
[2021-06-15 03:57:35,584][root][INFO] - Epoch 40, Itrs 48530/50000, Loss=0.115699
[2021-06-15 03:57:37,654][root][INFO] - Epoch 40, Itrs 48540/50000, Loss=0.111427
[2021-06-15 03:57:39,594][root][INFO] - Epoch 40, Itrs 48550/50000, Loss=0.104778
[2021-06-15 03:57:41,701][root][INFO] - Epoch 40, Itrs 48560/50000, Loss=0.105348
[2021-06-15 03:57:43,750][root][INFO] - Epoch 40, Itrs 48570/50000, Loss=0.100712
[2021-06-15 03:57:45,707][root][INFO] - Epoch 40, Itrs 48580/50000, Loss=0.104664
[2021-06-15 03:57:47,760][root][INFO] - Epoch 40, Itrs 48590/50000, Loss=0.105628
[2021-06-15 03:57:49,795][root][INFO] - Epoch 40, Itrs 48600/50000, Loss=0.103251
[2021-06-15 03:57:51,709][root][INFO] - Epoch 40, Itrs 48610/50000, Loss=0.108437
[2021-06-15 03:57:53,853][root][INFO] - Epoch 40, Itrs 48620/50000, Loss=0.105547
[2021-06-15 03:57:55,812][root][INFO] - Epoch 40, Itrs 48630/50000, Loss=0.104908
[2021-06-15 03:57:57,897][root][INFO] - Epoch 40, Itrs 48640/50000, Loss=0.107080
[2021-06-15 03:57:59,867][root][INFO] - Epoch 40, Itrs 48650/50000, Loss=0.104020
[2021-06-15 03:58:01,968][root][INFO] - Epoch 40, Itrs 48660/50000, Loss=0.103057
[2021-06-15 03:58:03,869][root][INFO] - Epoch 40, Itrs 48670/50000, Loss=0.102186
[2021-06-15 03:58:05,557][root][INFO] - Epoch 40, Itrs 48680/50000, Loss=0.105977
[2021-06-15 03:58:09,984][root][INFO] - Epoch 41, Itrs 48690/50000, Loss=0.123038
[2021-06-15 03:58:12,107][root][INFO] - Epoch 41, Itrs 48700/50000, Loss=0.107622
[2021-06-15 03:58:14,320][root][INFO] - Epoch 41, Itrs 48710/50000, Loss=0.109290
[2021-06-15 03:58:16,494][root][INFO] - Epoch 41, Itrs 48720/50000, Loss=0.106174
[2021-06-15 03:58:18,553][root][INFO] - Epoch 41, Itrs 48730/50000, Loss=0.113047
[2021-06-15 03:58:20,593][root][INFO] - Epoch 41, Itrs 48740/50000, Loss=0.103600
[2021-06-15 03:58:22,677][root][INFO] - Epoch 41, Itrs 48750/50000, Loss=0.101607
[2021-06-15 03:58:24,691][root][INFO] - Epoch 41, Itrs 48760/50000, Loss=0.097586
[2021-06-15 03:58:26,826][root][INFO] - Epoch 41, Itrs 48770/50000, Loss=0.102497
[2021-06-15 03:58:28,984][root][INFO] - Epoch 41, Itrs 48780/50000, Loss=0.092006
[2021-06-15 03:58:30,919][root][INFO] - Epoch 41, Itrs 48790/50000, Loss=0.095699
[2021-06-15 03:58:32,920][root][INFO] - Epoch 41, Itrs 48800/50000, Loss=0.111603
[2021-06-15 03:58:34,891][root][INFO] - Epoch 41, Itrs 48810/50000, Loss=0.099924
[2021-06-15 03:58:36,790][root][INFO] - Epoch 41, Itrs 48820/50000, Loss=0.103100
[2021-06-15 03:58:39,049][root][INFO] - Epoch 41, Itrs 48830/50000, Loss=0.104985
[2021-06-15 03:58:40,938][root][INFO] - Epoch 41, Itrs 48840/50000, Loss=0.101928
[2021-06-15 03:58:43,107][root][INFO] - Epoch 41, Itrs 48850/50000, Loss=0.102118
[2021-06-15 03:58:45,044][root][INFO] - Epoch 41, Itrs 48860/50000, Loss=0.110162
[2021-06-15 03:58:47,073][root][INFO] - Epoch 41, Itrs 48870/50000, Loss=0.105801
[2021-06-15 03:58:49,193][root][INFO] - Epoch 41, Itrs 48880/50000, Loss=0.104549
[2021-06-15 03:58:51,362][root][INFO] - Epoch 41, Itrs 48890/50000, Loss=0.104811
[2021-06-15 03:58:53,322][root][INFO] - Epoch 41, Itrs 48900/50000, Loss=0.103591
[2021-06-15 03:58:55,348][root][INFO] - Epoch 41, Itrs 48910/50000, Loss=0.103934
[2021-06-15 03:58:57,375][root][INFO] - Epoch 41, Itrs 48920/50000, Loss=0.110914
[2021-06-15 03:58:59,360][root][INFO] - Epoch 41, Itrs 48930/50000, Loss=0.105917
[2021-06-15 03:59:01,441][root][INFO] - Epoch 41, Itrs 48940/50000, Loss=0.096374
[2021-06-15 03:59:03,457][root][INFO] - Epoch 41, Itrs 48950/50000, Loss=0.101349
[2021-06-15 03:59:05,500][root][INFO] - Epoch 41, Itrs 48960/50000, Loss=0.105029
[2021-06-15 03:59:07,624][root][INFO] - Epoch 41, Itrs 48970/50000, Loss=0.103637
[2021-06-15 03:59:09,513][root][INFO] - Epoch 41, Itrs 48980/50000, Loss=0.101344
[2021-06-15 03:59:11,598][root][INFO] - Epoch 41, Itrs 48990/50000, Loss=0.100863
[2021-06-15 03:59:13,700][root][INFO] - Epoch 41, Itrs 49000/50000, Loss=0.102950
[2021-06-15 03:59:15,723][root][INFO] - Epoch 41, Itrs 49010/50000, Loss=0.102960
[2021-06-15 03:59:17,714][root][INFO] - Epoch 41, Itrs 49020/50000, Loss=0.102455
[2021-06-15 03:59:19,849][root][INFO] - Epoch 41, Itrs 49030/50000, Loss=0.105574
[2021-06-15 03:59:21,870][root][INFO] - Epoch 41, Itrs 49040/50000, Loss=0.101576
[2021-06-15 03:59:23,905][root][INFO] - Epoch 41, Itrs 49050/50000, Loss=0.102427
[2021-06-15 03:59:25,892][root][INFO] - Epoch 41, Itrs 49060/50000, Loss=0.101722
[2021-06-15 03:59:27,945][root][INFO] - Epoch 41, Itrs 49070/50000, Loss=0.105599
[2021-06-15 03:59:29,988][root][INFO] - Epoch 41, Itrs 49080/50000, Loss=0.105119
[2021-06-15 03:59:31,963][root][INFO] - Epoch 41, Itrs 49090/50000, Loss=0.109211
[2021-06-15 03:59:34,067][root][INFO] - Epoch 41, Itrs 49100/50000, Loss=0.100094
[2021-06-15 03:59:36,160][root][INFO] - Epoch 41, Itrs 49110/50000, Loss=0.100257
[2021-06-15 03:59:38,169][root][INFO] - Epoch 41, Itrs 49120/50000, Loss=0.111068
[2021-06-15 03:59:40,141][root][INFO] - Epoch 41, Itrs 49130/50000, Loss=0.093687
[2021-06-15 03:59:42,322][root][INFO] - Epoch 41, Itrs 49140/50000, Loss=0.105061
[2021-06-15 03:59:44,294][root][INFO] - Epoch 41, Itrs 49150/50000, Loss=0.099535
[2021-06-15 03:59:46,310][root][INFO] - Epoch 41, Itrs 49160/50000, Loss=0.105206
[2021-06-15 03:59:48,397][root][INFO] - Epoch 41, Itrs 49170/50000, Loss=0.106442
[2021-06-15 03:59:50,314][root][INFO] - Epoch 41, Itrs 49180/50000, Loss=0.102270
[2021-06-15 03:59:52,415][root][INFO] - Epoch 41, Itrs 49190/50000, Loss=0.102386
[2021-06-15 03:59:54,508][root][INFO] - Epoch 41, Itrs 49200/50000, Loss=0.108633
[2021-06-15 03:59:56,450][root][INFO] - Epoch 41, Itrs 49210/50000, Loss=0.105328
[2021-06-15 03:59:58,562][root][INFO] - Epoch 41, Itrs 49220/50000, Loss=0.103807
[2021-06-15 04:00:00,606][root][INFO] - Epoch 41, Itrs 49230/50000, Loss=0.106675
[2021-06-15 04:00:02,612][root][INFO] - Epoch 41, Itrs 49240/50000, Loss=0.095967
[2021-06-15 04:00:04,677][root][INFO] - Epoch 41, Itrs 49250/50000, Loss=0.092379
[2021-06-15 04:00:06,747][root][INFO] - Epoch 41, Itrs 49260/50000, Loss=0.112618
[2021-06-15 04:00:08,731][root][INFO] - Epoch 41, Itrs 49270/50000, Loss=0.102324
[2021-06-15 04:00:10,721][root][INFO] - Epoch 41, Itrs 49280/50000, Loss=0.105304
[2021-06-15 04:00:12,939][root][INFO] - Epoch 41, Itrs 49290/50000, Loss=0.116689
[2021-06-15 04:00:14,834][root][INFO] - Epoch 41, Itrs 49300/50000, Loss=0.097286
[2021-06-15 04:00:16,783][root][INFO] - Epoch 41, Itrs 49310/50000, Loss=0.112981
[2021-06-15 04:00:18,847][root][INFO] - Epoch 41, Itrs 49320/50000, Loss=0.101811
[2021-06-15 04:00:20,933][root][INFO] - Epoch 41, Itrs 49330/50000, Loss=0.101197
[2021-06-15 04:00:22,903][root][INFO] - Epoch 41, Itrs 49340/50000, Loss=0.097217
[2021-06-15 04:00:25,078][root][INFO] - Epoch 41, Itrs 49350/50000, Loss=0.106872
[2021-06-15 04:00:27,038][root][INFO] - Epoch 41, Itrs 49360/50000, Loss=0.105994
[2021-06-15 04:00:29,083][root][INFO] - Epoch 41, Itrs 49370/50000, Loss=0.095503
[2021-06-15 04:00:30,981][root][INFO] - Epoch 41, Itrs 49380/50000, Loss=0.096762
[2021-06-15 04:00:33,141][root][INFO] - Epoch 41, Itrs 49390/50000, Loss=0.101857
[2021-06-15 04:00:35,174][root][INFO] - Epoch 41, Itrs 49400/50000, Loss=0.104622
[2021-06-15 04:00:37,128][root][INFO] - Epoch 41, Itrs 49410/50000, Loss=0.097538
[2021-06-15 04:00:39,120][root][INFO] - Epoch 41, Itrs 49420/50000, Loss=0.105420
[2021-06-15 04:00:41,230][root][INFO] - Epoch 41, Itrs 49430/50000, Loss=0.099913
[2021-06-15 04:00:43,165][root][INFO] - Epoch 41, Itrs 49440/50000, Loss=0.112676
[2021-06-15 04:00:45,320][root][INFO] - Epoch 41, Itrs 49450/50000, Loss=0.099454
[2021-06-15 04:00:47,317][root][INFO] - Epoch 41, Itrs 49460/50000, Loss=0.107076
[2021-06-15 04:00:49,321][root][INFO] - Epoch 41, Itrs 49470/50000, Loss=0.103267
[2021-06-15 04:00:51,469][root][INFO] - Epoch 41, Itrs 49480/50000, Loss=0.099777
[2021-06-15 04:00:53,466][root][INFO] - Epoch 41, Itrs 49490/50000, Loss=0.102745
[2021-06-15 04:00:55,492][root][INFO] - Epoch 41, Itrs 49500/50000, Loss=0.105865
[2021-06-15 04:00:57,459][root][INFO] - Epoch 41, Itrs 49510/50000, Loss=0.104423
[2021-06-15 04:00:59,420][root][INFO] - Epoch 41, Itrs 49520/50000, Loss=0.110795
[2021-06-15 04:01:01,620][root][INFO] - Epoch 41, Itrs 49530/50000, Loss=0.108423
[2021-06-15 04:01:03,641][root][INFO] - Epoch 41, Itrs 49540/50000, Loss=0.091419
[2021-06-15 04:01:05,660][root][INFO] - Epoch 41, Itrs 49550/50000, Loss=0.102017
[2021-06-15 04:01:07,553][root][INFO] - Epoch 41, Itrs 49560/50000, Loss=0.103046
[2021-06-15 04:01:09,629][root][INFO] - Epoch 41, Itrs 49570/50000, Loss=0.101941
[2021-06-15 04:01:11,736][root][INFO] - Epoch 41, Itrs 49580/50000, Loss=0.101830
[2021-06-15 04:01:13,942][root][INFO] - Epoch 41, Itrs 49590/50000, Loss=0.116198
[2021-06-15 04:01:15,953][root][INFO] - Epoch 41, Itrs 49600/50000, Loss=0.106352
[2021-06-15 04:01:17,846][root][INFO] - Epoch 41, Itrs 49610/50000, Loss=0.096798
[2021-06-15 04:01:20,014][root][INFO] - Epoch 41, Itrs 49620/50000, Loss=0.104663
[2021-06-15 04:01:21,957][root][INFO] - Epoch 41, Itrs 49630/50000, Loss=0.101027
[2021-06-15 04:01:24,041][root][INFO] - Epoch 41, Itrs 49640/50000, Loss=0.100818
[2021-06-15 04:01:26,218][root][INFO] - Epoch 41, Itrs 49650/50000, Loss=0.114874
[2021-06-15 04:01:28,115][root][INFO] - Epoch 41, Itrs 49660/50000, Loss=0.102775
[2021-06-15 04:01:30,115][root][INFO] - Epoch 41, Itrs 49670/50000, Loss=0.104151
[2021-06-15 04:01:32,146][root][INFO] - Epoch 41, Itrs 49680/50000, Loss=0.102549
[2021-06-15 04:01:34,158][root][INFO] - Epoch 41, Itrs 49690/50000, Loss=0.097062
[2021-06-15 04:01:36,279][root][INFO] - Epoch 41, Itrs 49700/50000, Loss=0.098521
[2021-06-15 04:01:38,180][root][INFO] - Epoch 41, Itrs 49710/50000, Loss=0.099182
[2021-06-15 04:01:40,304][root][INFO] - Epoch 41, Itrs 49720/50000, Loss=0.103199
[2021-06-15 04:01:42,306][root][INFO] - Epoch 41, Itrs 49730/50000, Loss=0.101579
[2021-06-15 04:01:44,335][root][INFO] - Epoch 41, Itrs 49740/50000, Loss=0.104165
[2021-06-15 04:01:46,457][root][INFO] - Epoch 41, Itrs 49750/50000, Loss=0.110568
[2021-06-15 04:01:48,448][root][INFO] - Epoch 41, Itrs 49760/50000, Loss=0.098559
[2021-06-15 04:01:50,517][root][INFO] - Epoch 41, Itrs 49770/50000, Loss=0.096676
[2021-06-15 04:01:52,567][root][INFO] - Epoch 41, Itrs 49780/50000, Loss=0.097018
[2021-06-15 04:01:54,443][root][INFO] - Epoch 41, Itrs 49790/50000, Loss=0.109750
[2021-06-15 04:01:56,578][root][INFO] - Epoch 41, Itrs 49800/50000, Loss=0.099427
[2021-06-15 04:01:58,611][root][INFO] - Epoch 41, Itrs 49810/50000, Loss=0.092706
[2021-06-15 04:02:00,629][root][INFO] - Epoch 41, Itrs 49820/50000, Loss=0.103800
[2021-06-15 04:02:02,629][root][INFO] - Epoch 41, Itrs 49830/50000, Loss=0.104386
[2021-06-15 04:02:04,618][root][INFO] - Epoch 41, Itrs 49840/50000, Loss=0.099168
[2021-06-15 04:02:06,653][root][INFO] - Epoch 41, Itrs 49850/50000, Loss=0.113769
[2021-06-15 04:02:08,640][root][INFO] - Epoch 41, Itrs 49860/50000, Loss=0.104385
[2021-06-15 04:02:10,726][root][INFO] - Epoch 41, Itrs 49870/50000, Loss=0.093986
[2021-06-15 04:02:12,707][root][INFO] - Epoch 41, Itrs 49880/50000, Loss=0.101011
[2021-06-15 04:02:14,523][root][INFO] - Epoch 41, Itrs 49890/50000, Loss=0.104496
[2021-06-15 04:02:18,141][root][INFO] - Epoch 42, Itrs 49900/50000, Loss=0.112060
[2021-06-15 04:02:20,425][root][INFO] - Epoch 42, Itrs 49910/50000, Loss=0.106720
[2021-06-15 04:02:22,694][root][INFO] - Epoch 42, Itrs 49920/50000, Loss=0.103409
[2021-06-15 04:02:24,990][root][INFO] - Epoch 42, Itrs 49930/50000, Loss=0.099705
[2021-06-15 04:02:27,116][root][INFO] - Epoch 42, Itrs 49940/50000, Loss=0.112326
[2021-06-15 04:02:29,087][root][INFO] - Epoch 42, Itrs 49950/50000, Loss=0.110208
[2021-06-15 04:02:31,190][root][INFO] - Epoch 42, Itrs 49960/50000, Loss=0.097566
[2021-06-15 04:02:33,230][root][INFO] - Epoch 42, Itrs 49970/50000, Loss=0.103609
[2021-06-15 04:02:35,153][root][INFO] - Epoch 42, Itrs 49980/50000, Loss=0.101079
[2021-06-15 04:02:37,269][root][INFO] - Epoch 42, Itrs 49990/50000, Loss=0.105090
[2021-06-15 04:02:39,296][root][INFO] - Epoch 42, Itrs 50000/50000, Loss=0.104449
[2021-06-15 04:02:39,993][submitit][INFO] - Job completed successfully