2026-01-13 17:59:51 | INFO | Run ID: 20260113_175950
2026-01-13 17:59:51 | INFO | Model: AttributeAwareProtoSwin_Detached (STOP GRADIENT)
2026-01-13 17:59:54 | INFO | STARTING TRAINING LOOP
2026-01-13 18:09:36 | INFO | Epoch 1 TRAIN | Total=8.7518 | Ortho=0.0000 | LogVars=[0.0014654208207502961, -0.0017691736575216055, 0.0004829091776628047]
2026-01-13 18:10:35 | INFO | VALID | Val Loss=6.5976 | Val mIoU=0.4581
2026-01-13 18:10:35 | INFO | Epoch 1 finished in 641.1s
2026-01-13 18:10:37 | INFO | Saved BEST model (mIoU: 0.4581)
2026-01-13 18:20:15 | INFO | Epoch 2 TRAIN | Total=4.5910 | Ortho=0.0015 | LogVars=[0.02641594596207142, -0.039828162640333176, -0.036844849586486816]
2026-01-13 18:21:13 | INFO | VALID | Val Loss=3.6218 | Val mIoU=0.7375
2026-01-13 18:21:13 | INFO | Epoch 2 finished in 636.3s
2026-01-13 18:21:22 | INFO | Saved BEST model (mIoU: 0.7375)
2026-01-13 18:30:59 | INFO | Epoch 3 TRAIN | Total=3.1238 | Ortho=0.0113 | LogVars=[0.07527045160531998, -0.10766683518886566, -0.10645315051078796]
2026-01-13 18:32:00 | INFO | VALID | Val Loss=2.8369 | Val mIoU=0.7779
2026-01-13 18:32:00 | INFO | Epoch 3 finished in 638.3s
2026-01-13 18:32:06 | INFO | Saved BEST model (mIoU: 0.7779)
2026-01-13 18:41:42 | INFO | Epoch 4 TRAIN | Total=2.3601 | Ortho=0.0160 | LogVars=[0.14620649814605713, -0.20472131669521332, -0.19953423738479614]
2026-01-13 18:42:45 | INFO | VALID | Val Loss=2.2679 | Val mIoU=0.7704
2026-01-13 18:42:45 | INFO | Epoch 4 finished in 639.2s
2026-01-13 18:42:45 | INFO | No improvement (1/15)
2026-01-13 18:52:27 | INFO | Epoch 5 TRAIN | Total=1.7560 | Ortho=0.0175 | LogVars=[0.23157693445682526, -0.3287706673145294, -0.3170447051525116]
2026-01-13 18:53:25 | INFO | VALID | Val Loss=1.8941 | Val mIoU=0.7849
2026-01-13 18:53:25 | INFO | Epoch 5 finished in 639.6s
2026-01-13 18:53:30 | INFO | Saved BEST model (mIoU: 0.7849)
2026-01-13 19:03:09 | INFO | Epoch 6 TRAIN | Total=1.2452 | Ortho=0.0188 | LogVars=[0.323868066072464, -0.4825945496559143, -0.45990610122680664]
2026-01-13 19:04:12 | INFO | VALID | Val Loss=1.6689 | Val mIoU=0.7905
2026-01-13 19:04:12 | INFO | Epoch 6 finished in 641.6s
2026-01-13 19:04:16 | INFO | Saved BEST model (mIoU: 0.7905)
2026-01-13 19:13:53 | INFO | Epoch 7 TRAIN | Total=0.7785 | Ortho=0.0205 | LogVars=[0.3812304437160492, -0.6360727548599243, -0.6037010550498962]
2026-01-13 19:14:51 | INFO | VALID | Val Loss=1.4785 | Val mIoU=0.7926
2026-01-13 19:14:51 | INFO | Epoch 7 finished in 634.7s
2026-01-13 19:14:55 | INFO | Saved BEST model (mIoU: 0.7926)
2026-01-13 19:24:31 | INFO | Epoch 8 TRAIN | Total=0.4009 | Ortho=0.0224 | LogVars=[0.3803192973136902, -0.7834838628768921, -0.7410703301429749]
2026-01-13 19:25:25 | INFO | VALID | Val Loss=1.3983 | Val mIoU=0.8032
2026-01-13 19:25:25 | INFO | Epoch 8 finished in 629.7s
2026-01-13 19:25:30 | INFO | Saved BEST model (mIoU: 0.8032)
2026-01-13 19:35:08 | INFO | Epoch 9 TRAIN | Total=0.0875 | Ortho=0.0243 | LogVars=[0.33268406987190247, -0.9249455332756042, -0.8724880814552307]
2026-01-13 19:36:09 | INFO | VALID | Val Loss=1.3884 | Val mIoU=0.8118
2026-01-13 19:36:09 | INFO | Epoch 9 finished in 638.7s
2026-01-13 19:36:13 | INFO | Saved BEST model (mIoU: 0.8118)
2026-01-13 19:45:49 | INFO | Epoch 10 TRAIN | Total=-0.1832 | Ortho=0.0252 | LogVars=[0.28722846508026123, -1.0642355680465698, -1.001306414604187]
2026-01-13 19:46:50 | INFO | VALID | Val Loss=1.3885 | Val mIoU=0.8120
2026-01-13 19:46:50 | INFO | Epoch 10 finished in 637.2s
2026-01-13 19:46:55 | INFO | Saved BEST model (mIoU: 0.8120)
2026-01-13 19:56:31 | INFO | Epoch 11 TRAIN | Total=-0.4297 | Ortho=0.0265 | LogVars=[0.2674984931945801, -1.1969064474105835, -1.1232726573944092]
2026-01-13 19:57:29 | INFO | VALID | Val Loss=1.4274 | Val mIoU=0.8038
2026-01-13 19:57:29 | INFO | Epoch 11 finished in 633.9s
2026-01-13 19:57:29 | INFO | No improvement (1/15)
2026-01-13 20:07:08 | INFO | Epoch 12 TRAIN | Total=-0.6732 | Ortho=0.0278 | LogVars=[0.24884742498397827, -1.33082115650177, -1.2463836669921875]
2026-01-13 20:08:05 | INFO | VALID | Val Loss=1.4077 | Val mIoU=0.7902
2026-01-13 20:08:05 | INFO | Epoch 12 finished in 636.3s
2026-01-13 20:08:05 | INFO | No improvement (2/15)
2026-01-13 20:17:42 | INFO | Epoch 13 TRAIN | Total=-0.8773 | Ortho=0.0281 | LogVars=[0.23869191110134125, -1.4617102146148682, -1.3637629747390747]
2026-01-13 20:18:39 | INFO | VALID | Val Loss=1.3958 | Val mIoU=0.8176
2026-01-13 20:18:39 | INFO | Epoch 13 finished in 633.6s
2026-01-13 20:18:43 | INFO | Saved BEST model (mIoU: 0.8176)
2026-01-13 20:28:16 | INFO | Epoch 14 TRAIN | Total=-1.0962 | Ortho=0.0289 | LogVars=[0.23058009147644043, -1.5899564027786255, -1.4806245565414429]
2026-01-13 20:29:11 | INFO | VALID | Val Loss=1.4349 | Val mIoU=0.8223
2026-01-13 20:29:11 | INFO | Epoch 14 finished in 628.7s
2026-01-13 20:29:16 | INFO | Saved BEST model (mIoU: 0.8223)
2026-01-13 20:38:51 | INFO | Epoch 15 TRAIN | Total=-1.2831 | Ortho=0.0295 | LogVars=[0.22347262501716614, -1.7170721292495728, -1.5907400846481323]
2026-01-13 20:39:49 | INFO | VALID | Val Loss=1.4745 | Val mIoU=0.8169
2026-01-13 20:39:49 | INFO | Epoch 15 finished in 633.1s
2026-01-13 20:39:49 | INFO | No improvement (1/15)
2026-01-13 20:49:23 | INFO | Epoch 16 TRAIN | Total=-1.4795 | Ortho=0.0299 | LogVars=[0.22384138405323029, -1.8409122228622437, -1.6974546909332275]
2026-01-13 20:50:21 | INFO | VALID | Val Loss=1.4374 | Val mIoU=0.8219
2026-01-13 20:50:21 | INFO | Epoch 16 finished in 632.0s
2026-01-13 20:50:21 | INFO | No improvement (2/15)
2026-01-13 20:57:49 | INFO | Epoch 17 TRAIN | Total=-1.6643 | Ortho=0.0304 | LogVars=[0.2158629447221756, -1.9631567001342773, -1.801514983177185]
2026-01-13 20:58:39 | INFO | VALID | Val Loss=1.4473 | Val mIoU=0.8194
2026-01-13 20:58:39 | INFO | Epoch 17 finished in 497.8s
2026-01-13 20:58:39 | INFO | No improvement (3/15)
2026-01-13 21:03:43 | INFO | Epoch 18 TRAIN | Total=-1.8322 | Ortho=0.0305 | LogVars=[0.21455715596675873, -2.0847320556640625, -1.9008958339691162]
2026-01-13 21:04:35 | INFO | VALID | Val Loss=1.4413 | Val mIoU=0.8232
2026-01-13 21:04:35 | INFO | Epoch 18 finished in 355.5s
2026-01-13 21:04:38 | INFO | Saved BEST model (mIoU: 0.8232)
2026-01-13 21:09:44 | INFO | Epoch 19 TRAIN | Total=-2.0045 | Ortho=0.0313 | LogVars=[0.21012896299362183, -2.2045087814331055, -1.9930535554885864]
2026-01-13 21:10:35 | INFO | VALID | Val Loss=1.4364 | Val mIoU=0.8138
2026-01-13 21:10:35 | INFO | Epoch 19 finished in 357.0s
2026-01-13 21:10:35 | INFO | No improvement (1/15)
2026-01-13 21:15:40 | INFO | Epoch 20 TRAIN | Total=-2.1541 | Ortho=0.0313 | LogVars=[0.2059953212738037, -2.3230745792388916, -2.0786080360412598]
2026-01-13 21:16:32 | INFO | VALID | Val Loss=1.4952 | Val mIoU=0.8160
2026-01-13 21:16:32 | INFO | Epoch 20 finished in 356.7s
2026-01-13 21:16:32 | INFO | No improvement (2/15)
2026-01-13 21:21:42 | INFO | Epoch 21 TRAIN | Total=-2.3173 | Ortho=0.0319 | LogVars=[0.204115092754364, -2.4376330375671387, -2.1543216705322266]
2026-01-13 21:22:33 | INFO | VALID | Val Loss=1.4570 | Val mIoU=0.8208
2026-01-13 21:22:33 | INFO | Epoch 21 finished in 360.5s
2026-01-13 21:22:33 | INFO | No improvement (3/15)
2026-01-13 21:27:37 | INFO | Epoch 22 TRAIN | Total=-2.4799 | Ortho=0.0319 | LogVars=[0.20122253894805908, -2.551645517349243, -2.2230467796325684]
2026-01-13 21:28:27 | INFO | VALID | Val Loss=1.4690 | Val mIoU=0.8183
2026-01-13 21:28:27 | INFO | Epoch 22 finished in 354.9s
2026-01-13 21:28:27 | INFO | No improvement (4/15)
2026-01-13 21:33:31 | INFO | Epoch 23 TRAIN | Total=-2.6077 | Ortho=0.0325 | LogVars=[0.2004237174987793, -2.6637542247772217, -2.282646417617798]
2026-01-13 21:34:22 | INFO | VALID | Val Loss=1.4363 | Val mIoU=0.8254
2026-01-13 21:34:22 | INFO | Epoch 23 finished in 354.7s
2026-01-13 21:34:26 | INFO | Saved BEST model (mIoU: 0.8254)
2026-01-13 21:39:29 | INFO | Epoch 24 TRAIN | Total=-2.7469 | Ortho=0.0322 | LogVars=[0.1997973769903183, -2.77401065826416, -2.328904151916504]
2026-01-13 21:40:20 | INFO | VALID | Val Loss=1.4571 | Val mIoU=0.8155
2026-01-13 21:40:20 | INFO | Epoch 24 finished in 353.6s
2026-01-13 21:40:20 | INFO | No improvement (1/15)
2026-01-13 21:45:25 | INFO | Epoch 25 TRAIN | Total=-2.8559 | Ortho=0.0326 | LogVars=[0.19798211753368378, -2.884589195251465, -2.36714243888855]
2026-01-13 21:46:16 | INFO | VALID | Val Loss=1.4565 | Val mIoU=0.8229
2026-01-13 21:46:16 | INFO | Epoch 25 finished in 356.1s
2026-01-13 21:46:16 | INFO | No improvement (2/15)
2026-01-13 21:51:23 | INFO | Epoch 26 TRAIN | Total=-3.0085 | Ortho=0.0325 | LogVars=[0.19616489112377167, -2.9927306175231934, -2.401808738708496]
2026-01-13 21:52:14 | INFO | VALID | Val Loss=1.4568 | Val mIoU=0.8187
2026-01-13 21:52:14 | INFO | Epoch 26 finished in 358.1s
2026-01-13 21:52:14 | INFO | No improvement (3/15)
2026-01-13 21:57:17 | INFO | Epoch 27 TRAIN | Total=-3.1268 | Ortho=0.0328 | LogVars=[0.19444632530212402, -3.1008129119873047, -2.426673173904419]
2026-01-13 21:58:08 | INFO | VALID | Val Loss=1.4824 | Val mIoU=0.8118
2026-01-13 21:58:08 | INFO | Epoch 27 finished in 354.3s
2026-01-13 21:58:08 | INFO | No improvement (4/15)
2026-01-13 22:03:09 | INFO | Epoch 28 TRAIN | Total=-3.2476 | Ortho=0.0329 | LogVars=[0.19493509829044342, -3.205547571182251, -2.450103282928467]
2026-01-13 22:04:00 | INFO | VALID | Val Loss=1.4484 | Val mIoU=0.8237
2026-01-13 22:04:00 | INFO | Epoch 28 finished in 351.4s
2026-01-13 22:04:00 | INFO | No improvement (5/15)
2026-01-13 22:09:03 | INFO | Epoch 29 TRAIN | Total=-3.3948 | Ortho=0.0330 | LogVars=[0.18912039697170258, -3.3118340969085693, -2.4702913761138916]
2026-01-13 22:09:55 | INFO | VALID | Val Loss=1.4983 | Val mIoU=0.8171
2026-01-13 22:09:55 | INFO | Epoch 29 finished in 355.3s
2026-01-13 22:09:55 | INFO | No improvement (6/15)
2026-01-13 22:15:02 | INFO | Epoch 30 TRAIN | Total=-3.4811 | Ortho=0.0332 | LogVars=[0.18855643272399902, -3.415990114212036, -2.4882068634033203]
2026-01-13 22:15:53 | INFO | VALID | Val Loss=1.4688 | Val mIoU=0.8264
2026-01-13 22:15:53 | INFO | Epoch 30 finished in 358.2s
2026-01-13 22:15:57 | INFO | Saved BEST model (mIoU: 0.8264)
2026-01-13 22:21:11 | INFO | Epoch 31 TRAIN | Total=-3.6161 | Ortho=0.0329 | LogVars=[0.1892199069261551, -3.515369176864624, -2.5050859451293945]
2026-01-13 22:22:03 | INFO | VALID | Val Loss=1.4770 | Val mIoU=0.8256
2026-01-13 22:22:03 | INFO | Epoch 31 finished in 365.5s
2026-01-13 22:22:03 | INFO | No improvement (1/15)
2026-01-13 22:27:10 | INFO | Epoch 32 TRAIN | Total=-3.7354 | Ortho=0.0332 | LogVars=[0.18612807989120483, -3.6174733638763428, -2.519732713699341]
2026-01-13 22:28:00 | INFO | VALID | Val Loss=1.4841 | Val mIoU=0.8237
2026-01-13 22:28:00 | INFO | Epoch 32 finished in 357.4s
2026-01-13 22:28:00 | INFO | No improvement (2/15)
2026-01-13 22:33:01 | INFO | Epoch 33 TRAIN | Total=-3.8196 | Ortho=0.0329 | LogVars=[0.187228262424469, -3.7155261039733887, -2.533813953399658]
2026-01-13 22:33:52 | INFO | VALID | Val Loss=1.5087 | Val mIoU=0.8130
2026-01-13 22:33:52 | INFO | Epoch 33 finished in 352.4s
2026-01-13 22:33:52 | INFO | No improvement (3/15)
2026-01-13 22:38:53 | INFO | Epoch 34 TRAIN | Total=-3.9621 | Ortho=0.0331 | LogVars=[0.18615737557411194, -3.8116888999938965, -2.5487112998962402]
2026-01-13 22:39:44 | INFO | VALID | Val Loss=1.4847 | Val mIoU=0.8252
2026-01-13 22:39:44 | INFO | Epoch 34 finished in 351.4s
2026-01-13 22:39:44 | INFO | No improvement (4/15)
2026-01-13 22:44:46 | INFO | Epoch 35 TRAIN | Total=-4.0649 | Ortho=0.0332 | LogVars=[0.18368977308273315, -3.9115381240844727, -2.5636467933654785]
2026-01-13 22:45:36 | INFO | VALID | Val Loss=1.4813 | Val mIoU=0.8188
2026-01-13 22:45:36 | INFO | Epoch 35 finished in 352.5s
2026-01-13 22:45:36 | INFO | No improvement (5/15)
2026-01-13 22:50:40 | INFO | Epoch 36 TRAIN | Total=-4.1778 | Ortho=0.0333 | LogVars=[0.1829598844051361, -4.006342887878418, -2.5769705772399902]
2026-01-13 22:51:31 | INFO | VALID | Val Loss=1.4869 | Val mIoU=0.8200
2026-01-13 22:51:31 | INFO | Epoch 36 finished in 354.2s
2026-01-13 22:51:31 | INFO | No improvement (6/15)
2026-01-13 22:56:36 | INFO | Epoch 37 TRAIN | Total=-4.2944 | Ortho=0.0334 | LogVars=[0.18071135878562927, -4.099033832550049, -2.5884172916412354]
2026-01-13 22:57:26 | INFO | VALID | Val Loss=1.4470 | Val mIoU=0.8158
2026-01-13 22:57:26 | INFO | Epoch 37 finished in 355.9s
2026-01-13 22:57:26 | INFO | No improvement (7/15)
2026-01-13 23:02:30 | INFO | Epoch 38 TRAIN | Total=-4.3733 | Ortho=0.0334 | LogVars=[0.18075749278068542, -4.190271377563477, -2.5978004932403564]
2026-01-13 23:03:20 | INFO | VALID | Val Loss=1.5224 | Val mIoU=0.8235
2026-01-13 23:03:20 | INFO | Epoch 38 finished in 353.9s
2026-01-13 23:03:20 | INFO | No improvement (8/15)
2026-01-13 23:08:23 | INFO | Epoch 39 TRAIN | Total=-4.4940 | Ortho=0.0335 | LogVars=[0.18103864789009094, -4.279573440551758, -2.6081342697143555]
2026-01-13 23:09:13 | INFO | VALID | Val Loss=1.5176 | Val mIoU=0.8258
2026-01-13 23:09:13 | INFO | Epoch 39 finished in 352.9s
2026-01-13 23:09:13 | INFO | No improvement (9/15)
2026-01-13 23:14:16 | INFO | Epoch 40 TRAIN | Total=-4.6025 | Ortho=0.0334 | LogVars=[0.18012088537216187, -4.367055892944336, -2.6189732551574707]
2026-01-13 23:15:06 | INFO | VALID | Val Loss=1.4760 | Val mIoU=0.8187
2026-01-13 23:15:06 | INFO | Epoch 40 finished in 352.8s
2026-01-13 23:15:06 | INFO | No improvement (10/15)
2026-01-13 23:20:06 | INFO | Epoch 41 TRAIN | Total=-4.6968 | Ortho=0.0334 | LogVars=[0.1776595115661621, -4.454472064971924, -2.631765842437744]
2026-01-13 23:20:57 | INFO | VALID | Val Loss=1.5203 | Val mIoU=0.8198
2026-01-13 23:20:57 | INFO | Epoch 41 finished in 350.9s
2026-01-13 23:20:57 | INFO | No improvement (11/15)
2026-01-13 23:26:02 | INFO | Epoch 42 TRAIN | Total=-4.8051 | Ortho=0.0335 | LogVars=[0.17758314311504364, -4.539281845092773, -2.6401162147521973]
2026-01-13 23:26:53 | INFO | VALID | Val Loss=1.4978 | Val mIoU=0.8268
2026-01-13 23:26:53 | INFO | Epoch 42 finished in 355.8s
2026-01-13 23:26:57 | INFO | Saved BEST model (mIoU: 0.8268)
2026-01-13 23:31:59 | INFO | Epoch 43 TRAIN | Total=-4.8964 | Ortho=0.0335 | LogVars=[0.17666754126548767, -4.624017238616943, -2.65189266204834]
2026-01-13 23:32:49 | INFO | VALID | Val Loss=1.5126 | Val mIoU=0.8209
2026-01-13 23:32:49 | INFO | Epoch 43 finished in 352.1s
2026-01-13 23:32:49 | INFO | No improvement (1/15)
2026-01-13 23:37:54 | INFO | Epoch 44 TRAIN | Total=-4.9739 | Ortho=0.0336 | LogVars=[0.17541569471359253, -4.705236911773682, -2.6606953144073486]
2026-01-13 23:38:45 | INFO | VALID | Val Loss=1.4949 | Val mIoU=0.8276
2026-01-13 23:38:45 | INFO | Epoch 44 finished in 356.3s
2026-01-13 23:38:49 | INFO | Saved BEST model (mIoU: 0.8276)
2026-01-13 23:43:48 | INFO | Epoch 45 TRAIN | Total=-5.0776 | Ortho=0.0334 | LogVars=[0.17438779771327972, -4.785450458526611, -2.6678903102874756]
2026-01-13 23:44:39 | INFO | VALID | Val Loss=1.4824 | Val mIoU=0.8272
2026-01-13 23:44:39 | INFO | Epoch 45 finished in 349.9s
2026-01-13 23:44:39 | INFO | No improvement (1/15)
2026-01-13 23:49:38 | INFO | Epoch 46 TRAIN | Total=-5.0972 | Ortho=0.0334 | LogVars=[0.17449986934661865, -4.864101886749268, -2.677546739578247]
2026-01-13 23:50:29 | INFO | VALID | Val Loss=1.5303 | Val mIoU=0.8239
2026-01-13 23:50:29 | INFO | Epoch 46 finished in 349.9s
2026-01-13 23:50:29 | INFO | No improvement (2/15)
2026-01-13 23:55:29 | INFO | Epoch 47 TRAIN | Total=-5.2504 | Ortho=0.0338 | LogVars=[0.17385350167751312, -4.939929008483887, -2.6865224838256836]
2026-01-13 23:56:20 | INFO | VALID | Val Loss=1.4977 | Val mIoU=0.8188
2026-01-13 23:56:20 | INFO | Epoch 47 finished in 351.4s
2026-01-13 23:56:20 | INFO | No improvement (3/15)
2026-01-14 00:01:25 | INFO | Epoch 48 TRAIN | Total=-5.3164 | Ortho=0.0336 | LogVars=[0.172222301363945, -5.000022888183594, -2.69451904296875]
2026-01-14 00:02:15 | INFO | VALID | Val Loss=1.5459 | Val mIoU=0.8284
2026-01-14 00:02:15 | INFO | Epoch 48 finished in 355.0s
2026-01-14 00:02:19 | INFO | Saved BEST model (mIoU: 0.8284)
2026-01-14 00:07:19 | INFO | Epoch 49 TRAIN | Total=-5.3481 | Ortho=0.0337 | LogVars=[0.17385557293891907, -5.0000200271606445, -2.7028446197509766]
2026-01-14 00:08:10 | INFO | VALID | Val Loss=1.5270 | Val mIoU=0.8190
2026-01-14 00:08:10 | INFO | Epoch 49 finished in 351.3s
2026-01-14 00:08:10 | INFO | No improvement (1/15)
2026-01-14 00:13:11 | INFO | Epoch 50 TRAIN | Total=-5.3780 | Ortho=0.0339 | LogVars=[0.17168749868869781, -5.0000200271606445, -2.711820125579834]
2026-01-14 00:14:02 | INFO | VALID | Val Loss=1.5240 | Val mIoU=0.8248
2026-01-14 00:14:02 | INFO | Epoch 50 finished in 351.9s
2026-01-14 00:14:02 | INFO | No improvement (2/15)
2026-01-14 00:19:00 | INFO | Epoch 51 TRAIN | Total=-5.3675 | Ortho=0.0337 | LogVars=[0.1717981994152069, -5.000053405761719, -2.718869924545288]
2026-01-14 00:19:51 | INFO | VALID | Val Loss=1.5147 | Val mIoU=0.8229
2026-01-14 00:19:51 | INFO | Epoch 51 finished in 349.0s
2026-01-14 00:19:51 | INFO | No improvement (3/15)
2026-01-14 00:24:51 | INFO | Epoch 52 TRAIN | Total=-5.3911 | Ortho=0.0339 | LogVars=[0.1705549657344818, -5.000144004821777, -2.728149890899658]
2026-01-14 00:25:42 | INFO | VALID | Val Loss=1.5168 | Val mIoU=0.8307
2026-01-14 00:25:42 | INFO | Epoch 52 finished in 351.1s
2026-01-14 00:25:46 | INFO | Saved BEST model (mIoU: 0.8307)
2026-01-14 00:30:52 | INFO | Epoch 53 TRAIN | Total=-5.4019 | Ortho=0.0338 | LogVars=[0.1702561229467392, -5.000834941864014, -2.7351365089416504]
2026-01-14 00:31:43 | INFO | VALID | Val Loss=1.4904 | Val mIoU=0.8233
2026-01-14 00:31:43 | INFO | Epoch 53 finished in 356.9s
2026-01-14 00:31:43 | INFO | No improvement (1/15)
2026-01-14 00:36:45 | INFO | Epoch 54 TRAIN | Total=-5.3951 | Ortho=0.0337 | LogVars=[0.16942298412322998, -5.000012397766113, -2.742372751235962]
2026-01-14 00:37:35 | INFO | VALID | Val Loss=1.5427 | Val mIoU=0.8247
2026-01-14 00:37:35 | INFO | Epoch 54 finished in 352.1s
2026-01-14 00:37:35 | INFO | No improvement (2/15)
2026-01-14 00:42:36 | INFO | Epoch 55 TRAIN | Total=-5.4055 | Ortho=0.0338 | LogVars=[0.16891597211360931, -5.000020980834961, -2.7494308948516846]
2026-01-14 00:43:27 | INFO | VALID | Val Loss=1.5266 | Val mIoU=0.8209
2026-01-14 00:43:27 | INFO | Epoch 55 finished in 351.9s
2026-01-14 00:43:27 | INFO | No improvement (3/15)
2026-01-14 00:48:33 | INFO | Epoch 56 TRAIN | Total=-5.4279 | Ortho=0.0338 | LogVars=[0.16891798377037048, -5.000126838684082, -2.755574941635132]
2026-01-14 00:49:26 | INFO | VALID | Val Loss=1.5297 | Val mIoU=0.8196
2026-01-14 00:49:26 | INFO | Epoch 56 finished in 358.5s
2026-01-14 00:49:26 | INFO | No improvement (4/15)
2026-01-14 00:54:31 | INFO | Epoch 57 TRAIN | Total=-5.4103 | Ortho=0.0339 | LogVars=[0.1678464561700821, -5.000135898590088, -2.761899948120117]
2026-01-14 00:55:21 | INFO | VALID | Val Loss=1.5305 | Val mIoU=0.8273
2026-01-14 00:55:21 | INFO | Epoch 57 finished in 355.6s
2026-01-14 00:55:21 | INFO | No improvement (5/15)
2026-01-14 01:00:19 | INFO | Epoch 58 TRAIN | Total=-5.4480 | Ortho=0.0340 | LogVars=[0.16772693395614624, -5.0004448890686035, -2.768996000289917]
2026-01-14 01:01:09 | INFO | VALID | Val Loss=1.5292 | Val mIoU=0.8172
2026-01-14 01:01:09 | INFO | Epoch 58 finished in 348.2s
2026-01-14 01:01:09 | INFO | No improvement (6/15)
2026-01-14 01:06:11 | INFO | Epoch 59 TRAIN | Total=-5.4195 | Ortho=0.0341 | LogVars=[0.16653242707252502, -5.000165939331055, -2.7745375633239746]
2026-01-14 01:07:02 | INFO | VALID | Val Loss=1.5402 | Val mIoU=0.8230
2026-01-14 01:07:02 | INFO | Epoch 59 finished in 352.9s
2026-01-14 01:07:02 | INFO | No improvement (7/15)
2026-01-14 01:12:07 | INFO | Epoch 60 TRAIN | Total=-5.4314 | Ortho=0.0338 | LogVars=[0.16687645018100739, -5.0004730224609375, -2.7806241512298584]
2026-01-14 01:12:58 | INFO | VALID | Val Loss=1.5418 | Val mIoU=0.8169
2026-01-14 01:12:58 | INFO | Epoch 60 finished in 355.4s
2026-01-14 01:12:58 | INFO | No improvement (8/15)
2026-01-14 01:18:06 | INFO | Epoch 61 TRAIN | Total=-5.4445 | Ortho=0.0342 | LogVars=[0.1657705008983612, -5.000107765197754, -2.786839485168457]
2026-01-14 01:18:57 | INFO | VALID | Val Loss=1.5317 | Val mIoU=0.8262
2026-01-14 01:18:57 | INFO | Epoch 61 finished in 358.9s
2026-01-14 01:18:57 | INFO | No improvement (9/15)
2026-01-14 01:24:01 | INFO | Epoch 62 TRAIN | Total=-5.4617 | Ortho=0.0342 | LogVars=[0.16543669998645782, -5.000453472137451, -2.7926523685455322]
2026-01-14 01:24:51 | INFO | VALID | Val Loss=1.5449 | Val mIoU=0.8220
2026-01-14 01:24:51 | INFO | Epoch 62 finished in 354.6s
2026-01-14 01:24:51 | INFO | No improvement (10/15)
2026-01-14 01:29:54 | INFO | Epoch 63 TRAIN | Total=-5.4457 | Ortho=0.0340 | LogVars=[0.16530276834964752, -5.000251770019531, -2.7979578971862793]
2026-01-14 01:30:45 | INFO | VALID | Val Loss=1.5361 | Val mIoU=0.8211
2026-01-14 01:30:45 | INFO | Epoch 63 finished in 353.6s
2026-01-14 01:30:45 | INFO | No improvement (11/15)
2026-01-14 01:35:47 | INFO | Epoch 64 TRAIN | Total=-5.4576 | Ortho=0.0342 | LogVars=[0.16525082290172577, -5.000006198883057, -2.802495002746582]
2026-01-14 01:36:37 | INFO | VALID | Val Loss=1.5465 | Val mIoU=0.8218
2026-01-14 01:36:37 | INFO | Epoch 64 finished in 352.7s
2026-01-14 01:36:37 | INFO | No improvement (12/15)
2026-01-14 01:41:42 | INFO | Epoch 65 TRAIN | Total=-5.4931 | Ortho=0.0342 | LogVars=[0.1640247404575348, -5.000247001647949, -2.807675361633301]
2026-01-14 01:42:33 | INFO | VALID | Val Loss=1.5474 | Val mIoU=0.8186
2026-01-14 01:42:33 | INFO | Epoch 65 finished in 355.3s
2026-01-14 01:42:33 | INFO | No improvement (13/15)
2026-01-14 01:47:41 | INFO | Epoch 66 TRAIN | Total=-5.4729 | Ortho=0.0341 | LogVars=[0.16480611264705658, -5.000326633453369, -2.8119564056396484]
2026-01-14 01:48:31 | INFO | VALID | Val Loss=1.5565 | Val mIoU=0.8191
2026-01-14 01:48:31 | INFO | Epoch 66 finished in 358.4s
2026-01-14 01:48:31 | INFO | No improvement (14/15)
2026-01-14 01:53:35 | INFO | Epoch 67 TRAIN | Total=-5.4796 | Ortho=0.0342 | LogVars=[0.16443602740764618, -5.0002827644348145, -2.816265106201172]
2026-01-14 01:54:26 | INFO | VALID | Val Loss=1.5517 | Val mIoU=0.8195
2026-01-14 01:54:26 | INFO | Epoch 67 finished in 354.6s
2026-01-14 01:54:26 | INFO | No improvement (15/15)