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+2025-09-17 17:31:28,074 INFO {
+    "activation": "relu",
+    "alpha": 0.5,
+    "batch_size": 256,
+    "cos_temp": 64,
+    "crl_weight": 0.0,
+    "cutmix_beta": 1.0,
+    "cutmix_prob": 1.0,
+    "cutmix_weight": 1.0,
+    "data_name": "imagenet1k",
+    "deit_path": "./pretrained_model/deit_base_patch16_224-b5f2ef4d.pth",
+    "epochs": 20,
+    "fine_tune_epochs": 20,
+    "fine_tune_lr": 0.01,
+    "gpu": [
+        0,
+        1,
+        2,
+        3
+    ],
+    "imb_factor": 1.0,
+    "label_smoothing": 0.0,
+    "lmbda": 0.8,
+    "loss": "ce",
+    "lr": 0.0001,
+    "mixup_beta": 10.0,
+    "mixup_weight": 0.0,
+    "model_name": "deit_base_patch16_224",
+    "momentum": 0.9,
+    "nb_cls": 1000,
+    "nb_run": 1,
+    "nb_worker": 4,
+    "optim_name": "baseline",
+    "p": 2,
+    "per_epoch_scheduler": false,
+    "pixmix_path": "./pixmixset",
+    "pixmix_weight": 0.0,
+    "rebn": false,
+    "resume": null,
+    "reweighting_type": null,
+    "rho": 0.2,
+    "save_dir": "/group-volume/Data-Efficient-Intelligence-ASR-Unlabeled-Data/hushell/surev2_inet/Deit-B-ImageNet1k/cutmix",
+    "sigma": 1,
+    "subcommand": "ImageNet1k",
+    "swa_epoch_start": 80,
+    "swa_lr": 0.05,
+    "t": 1.0,
+    "test_dir": "/group-volume/On-Device-AI/datasets/imagenet/imagenet-val-256.h5",
+    "train_dir": "/group-volume/On-Device-AI/datasets/imagenet/imagenet-train-256.h5",
+    "train_size": 224,
+    "use_cosine": false,
+    "val_dir": "/group-volume/On-Device-AI/datasets/imagenet/imagenet-val-256.h5",
+    "weight_decay": 5e-05
+}
+2025-09-17 17:34:31,209 INFO ####################################################################################################
+1 / 1 Running
+2025-09-17 17:35:13,739 INFO ####### --- Training Epoch 1 --- #######
+2025-09-17 17:57:39,322 INFO Epoch 1 	 Batch 99	LR : 0.00010	Top1 Acc.: 95.828	CLS Loss: 0.229	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.151	PixMix Loss: 1.511	Tot. Loss: 1.380
+2025-09-17 18:00:42,790 INFO Epoch 1 	 Batch 199	LR : 0.00010	Top1 Acc.: 95.828	CLS Loss: 0.179	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.138	PixMix Loss: 1.304	Tot. Loss: 1.317
+2025-09-17 18:03:47,443 INFO Epoch 1 	 Batch 299	LR : 0.00010	Top1 Acc.: 95.797	CLS Loss: 0.170	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.100	PixMix Loss: 1.275	Tot. Loss: 1.270
+2025-09-17 18:06:52,000 INFO Epoch 1 	 Batch 399	LR : 0.00010	Top1 Acc.: 96.250	CLS Loss: 0.158	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.118	PixMix Loss: 1.202	Tot. Loss: 1.276
+2025-09-17 18:09:56,357 INFO Epoch 1 	 Batch 499	LR : 0.00010	Top1 Acc.: 95.906	CLS Loss: 0.163	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.144	PixMix Loss: 1.210	Tot. Loss: 1.308
+2025-09-17 18:13:00,877 INFO Epoch 1 	 Batch 599	LR : 0.00010	Top1 Acc.: 95.750	CLS Loss: 0.163	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.147	PixMix Loss: 1.195	Tot. Loss: 1.310
+2025-09-17 18:16:05,309 INFO Epoch 1 	 Batch 699	LR : 0.00010	Top1 Acc.: 95.859	CLS Loss: 0.154	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.113	PixMix Loss: 1.166	Tot. Loss: 1.266
+2025-09-17 18:19:09,798 INFO Epoch 1 	 Batch 799	LR : 0.00010	Top1 Acc.: 95.797	CLS Loss: 0.161	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.128	PixMix Loss: 1.178	Tot. Loss: 1.288
+2025-09-17 18:22:14,436 INFO Epoch 1 	 Batch 899	LR : 0.00010	Top1 Acc.: 95.625	CLS Loss: 0.149	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.137	PixMix Loss: 1.182	Tot. Loss: 1.286
+2025-09-17 18:25:19,147 INFO Epoch 1 	 Batch 999	LR : 0.00010	Top1 Acc.: 95.953	CLS Loss: 0.147	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.094	PixMix Loss: 1.165	Tot. Loss: 1.241
+2025-09-17 18:28:23,922 INFO Epoch 1 	 Batch 1099	LR : 0.00010	Top1 Acc.: 95.594	CLS Loss: 0.153	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.126	PixMix Loss: 1.113	Tot. Loss: 1.278
+2025-09-17 18:31:28,614 INFO Epoch 1 	 Batch 1199	LR : 0.00010	Top1 Acc.: 96.250	CLS Loss: 0.145	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.142	PixMix Loss: 1.168	Tot. Loss: 1.287
+2025-09-17 18:34:33,412 INFO Epoch 1 	 Batch 1299	LR : 0.00010	Top1 Acc.: 95.969	CLS Loss: 0.145	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.091	PixMix Loss: 1.145	Tot. Loss: 1.236
+2025-09-17 18:37:38,080 INFO Epoch 1 	 Batch 1399	LR : 0.00010	Top1 Acc.: 96.141	CLS Loss: 0.136	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.089	PixMix Loss: 1.093	Tot. Loss: 1.226
+2025-09-17 18:40:42,593 INFO Epoch 1 	 Batch 1499	LR : 0.00010	Top1 Acc.: 95.844	CLS Loss: 0.151	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.139	PixMix Loss: 1.113	Tot. Loss: 1.290
+2025-09-17 18:43:47,174 INFO Epoch 1 	 Batch 1599	LR : 0.00010	Top1 Acc.: 95.766	CLS Loss: 0.149	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.149	PixMix Loss: 1.145	Tot. Loss: 1.298
+2025-09-17 18:46:51,745 INFO Epoch 1 	 Batch 1699	LR : 0.00010	Top1 Acc.: 96.078	CLS Loss: 0.149	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.102	PixMix Loss: 1.125	Tot. Loss: 1.250
+2025-09-17 18:49:56,573 INFO Epoch 1 	 Batch 1799	LR : 0.00010	Top1 Acc.: 95.922	CLS Loss: 0.149	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.120	PixMix Loss: 1.094	Tot. Loss: 1.269
+2025-09-17 18:53:01,210 INFO Epoch 1 	 Batch 1899	LR : 0.00010	Top1 Acc.: 95.812	CLS Loss: 0.149	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.129	PixMix Loss: 1.122	Tot. Loss: 1.279
+2025-09-17 18:56:05,962 INFO Epoch 1 	 Batch 1999	LR : 0.00010	Top1 Acc.: 96.438	CLS Loss: 0.132	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.088	PixMix Loss: 1.139	Tot. Loss: 1.220
+2025-09-17 18:59:10,567 INFO Epoch 1 	 Batch 2099	LR : 0.00010	Top1 Acc.: 95.891	CLS Loss: 0.150	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.117	PixMix Loss: 1.129	Tot. Loss: 1.268
+2025-09-17 19:02:15,390 INFO Epoch 1 	 Batch 2199	LR : 0.00010	Top1 Acc.: 96.281	CLS Loss: 0.137	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.087	PixMix Loss: 1.096	Tot. Loss: 1.224
+2025-09-17 19:05:20,075 INFO Epoch 1 	 Batch 2299	LR : 0.00010	Top1 Acc.: 96.094	CLS Loss: 0.143	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.087	PixMix Loss: 1.161	Tot. Loss: 1.230
+2025-09-17 19:08:24,878 INFO Epoch 1 	 Batch 2399	LR : 0.00010	Top1 Acc.: 96.250	CLS Loss: 0.136	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.078	PixMix Loss: 1.093	Tot. Loss: 1.214
+2025-09-17 19:11:29,713 INFO Epoch 1 	 Batch 2499	LR : 0.00010	Top1 Acc.: 96.047	CLS Loss: 0.147	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.129	PixMix Loss: 1.119	Tot. Loss: 1.276
+2025-09-17 19:14:34,261 INFO Epoch 1 	 Batch 2599	LR : 0.00010	Top1 Acc.: 96.125	CLS Loss: 0.136	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.116	PixMix Loss: 1.145	Tot. Loss: 1.252
+2025-09-17 19:17:38,118 INFO Epoch 1 	 Batch 2699	LR : 0.00010	Top1 Acc.: 95.953	CLS Loss: 0.136	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.102	PixMix Loss: 1.120	Tot. Loss: 1.238
+2025-09-17 19:20:42,613 INFO Epoch 1 	 Batch 2799	LR : 0.00010	Top1 Acc.: 95.828	CLS Loss: 0.139	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.084	PixMix Loss: 1.121	Tot. Loss: 1.223
+2025-09-17 19:23:47,311 INFO Epoch 1 	 Batch 2899	LR : 0.00010	Top1 Acc.: 96.000	CLS Loss: 0.149	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.116	PixMix Loss: 1.119	Tot. Loss: 1.265
+2025-09-17 19:26:51,880 INFO Epoch 1 	 Batch 2999	LR : 0.00010	Top1 Acc.: 95.734	CLS Loss: 0.152	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.140	PixMix Loss: 1.081	Tot. Loss: 1.291
+2025-09-17 19:29:56,406 INFO Epoch 1 	 Batch 3099	LR : 0.00010	Top1 Acc.: 95.859	CLS Loss: 0.142	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.112	PixMix Loss: 1.118	Tot. Loss: 1.255
+2025-09-17 19:33:00,989 INFO Epoch 1 	 Batch 3199	LR : 0.00010	Top1 Acc.: 95.938	CLS Loss: 0.135	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.067	PixMix Loss: 1.103	Tot. Loss: 1.202
+2025-09-17 19:36:05,465 INFO Epoch 1 	 Batch 3299	LR : 0.00010	Top1 Acc.: 96.266	CLS Loss: 0.143	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.129	PixMix Loss: 1.108	Tot. Loss: 1.272
+2025-09-17 19:39:09,941 INFO Epoch 1 	 Batch 3399	LR : 0.00010	Top1 Acc.: 96.203	CLS Loss: 0.139	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.081	PixMix Loss: 1.059	Tot. Loss: 1.220
+2025-09-17 19:42:14,503 INFO Epoch 1 	 Batch 3499	LR : 0.00010	Top1 Acc.: 96.375	CLS Loss: 0.124	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.117	PixMix Loss: 1.090	Tot. Loss: 1.241
+2025-09-17 19:45:19,105 INFO Epoch 1 	 Batch 3599	LR : 0.00010	Top1 Acc.: 95.766	CLS Loss: 0.140	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.053	PixMix Loss: 1.128	Tot. Loss: 1.194
+2025-09-17 19:48:23,612 INFO Epoch 1 	 Batch 3699	LR : 0.00010	Top1 Acc.: 96.109	CLS Loss: 0.140	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.141	PixMix Loss: 1.102	Tot. Loss: 1.281
+2025-09-17 19:51:28,162 INFO Epoch 1 	 Batch 3799	LR : 0.00010	Top1 Acc.: 95.609	CLS Loss: 0.151	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.137	PixMix Loss: 1.121	Tot. Loss: 1.288
+2025-09-17 19:54:32,664 INFO Epoch 1 	 Batch 3899	LR : 0.00010	Top1 Acc.: 96.047	CLS Loss: 0.139	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.059	PixMix Loss: 1.086	Tot. Loss: 1.197
+2025-09-17 19:57:37,233 INFO Epoch 1 	 Batch 3999	LR : 0.00010	Top1 Acc.: 96.500	CLS Loss: 0.123	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.105	PixMix Loss: 1.122	Tot. Loss: 1.227
+2025-09-17 20:00:41,752 INFO Epoch 1 	 Batch 4099	LR : 0.00010	Top1 Acc.: 95.922	CLS Loss: 0.140	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.148	PixMix Loss: 1.133	Tot. Loss: 1.287
+2025-09-17 20:03:46,259 INFO Epoch 1 	 Batch 4199	LR : 0.00010	Top1 Acc.: 96.156	CLS Loss: 0.144	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.096	PixMix Loss: 1.131	Tot. Loss: 1.239
+2025-09-17 20:06:50,802 INFO Epoch 1 	 Batch 4299	LR : 0.00010	Top1 Acc.: 96.516	CLS Loss: 0.134	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.099	PixMix Loss: 1.088	Tot. Loss: 1.233
+2025-09-17 20:09:55,331 INFO Epoch 1 	 Batch 4399	LR : 0.00010	Top1 Acc.: 96.172	CLS Loss: 0.136	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.109	PixMix Loss: 1.069	Tot. Loss: 1.245
+2025-09-17 20:12:59,938 INFO Epoch 1 	 Batch 4499	LR : 0.00010	Top1 Acc.: 96.172	CLS Loss: 0.144	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.108	PixMix Loss: 1.058	Tot. Loss: 1.252
+2025-09-17 20:16:04,531 INFO Epoch 1 	 Batch 4599	LR : 0.00010	Top1 Acc.: 96.266	CLS Loss: 0.137	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.075	PixMix Loss: 1.072	Tot. Loss: 1.212
+2025-09-17 20:19:09,095 INFO Epoch 1 	 Batch 4699	LR : 0.00010	Top1 Acc.: 96.125	CLS Loss: 0.132	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.124	PixMix Loss: 1.085	Tot. Loss: 1.256
+2025-09-17 20:22:13,690 INFO Epoch 1 	 Batch 4799	LR : 0.00010	Top1 Acc.: 96.062	CLS Loss: 0.139	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.088	PixMix Loss: 1.150	Tot. Loss: 1.227
+2025-09-17 20:25:18,284 INFO Epoch 1 	 Batch 4899	LR : 0.00010	Top1 Acc.: 96.016	CLS Loss: 0.144	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.077	PixMix Loss: 1.081	Tot. Loss: 1.221
+2025-09-17 20:28:22,850 INFO Epoch 1 	 Batch 4999	LR : 0.00010	Top1 Acc.: 96.203	CLS Loss: 0.133	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.088	PixMix Loss: 1.051	Tot. Loss: 1.220
+2025-09-17 20:34:22,714 INFO ################## 
+ ---> Validation Epoch 1 (Original Model)	Acc.: 81.892	FPR: 58.681	AUROC: 87.315	AUPR: 60.753	AURC: 48.479	EAURC: 30.994	AUPR Succ.: 96.348	ECE: 5.913	NLL: 7.500	Brier: 26.556
+2025-09-17 20:40:20,531 INFO ################## 
+ ---> Validation Epoch 1 (EMA Model)	Acc.: 81.894	FPR: 58.621	AUROC: 87.307	AUPR: 60.654	AURC: 48.476	EAURC: 30.995	AUPR Succ.: 96.348	ECE: 5.930	NLL: 7.499	Brier: 26.555
+2025-09-17 20:40:20,874 INFO Original Model Accuracy improved from 0.00 to 81.89!!!
+2025-09-17 20:40:26,304 INFO EMA Model Accuracy improved from 0.00 to 81.89!!!
+2025-09-17 20:40:30,439 INFO ####### --- Training Epoch 2 --- #######
+2025-09-17 20:57:08,961 INFO Epoch 2 	 Batch 99	LR : 0.00010	Top1 Acc.: 96.188	CLS Loss: 0.136	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.126	PixMix Loss: 1.138	Tot. Loss: 1.261
+2025-09-17 21:00:12,874 INFO Epoch 2 	 Batch 199	LR : 0.00010	Top1 Acc.: 96.344	CLS Loss: 0.128	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.118	PixMix Loss: 1.100	Tot. Loss: 1.246
+2025-09-17 21:03:17,802 INFO Epoch 2 	 Batch 299	LR : 0.00010	Top1 Acc.: 96.094	CLS Loss: 0.135	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.125	PixMix Loss: 1.072	Tot. Loss: 1.260
+2025-09-17 21:06:22,372 INFO Epoch 2 	 Batch 399	LR : 0.00010	Top1 Acc.: 96.359	CLS Loss: 0.133	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.118	PixMix Loss: 1.103	Tot. Loss: 1.251
+2025-09-17 21:09:27,169 INFO Epoch 2 	 Batch 499	LR : 0.00010	Top1 Acc.: 96.016	CLS Loss: 0.141	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.064	PixMix Loss: 1.097	Tot. Loss: 1.205
+2025-09-17 21:12:31,975 INFO Epoch 2 	 Batch 599	LR : 0.00010	Top1 Acc.: 95.828	CLS Loss: 0.145	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.067	PixMix Loss: 1.126	Tot. Loss: 1.212
+2025-09-17 21:15:36,723 INFO Epoch 2 	 Batch 699	LR : 0.00010	Top1 Acc.: 95.906	CLS Loss: 0.137	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.079	PixMix Loss: 1.091	Tot. Loss: 1.215
+2025-09-17 21:18:41,537 INFO Epoch 2 	 Batch 799	LR : 0.00010	Top1 Acc.: 96.109	CLS Loss: 0.144	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.151	PixMix Loss: 1.092	Tot. Loss: 1.295
+2025-09-17 21:21:46,451 INFO Epoch 2 	 Batch 899	LR : 0.00010	Top1 Acc.: 96.125	CLS Loss: 0.133	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.062	PixMix Loss: 1.102	Tot. Loss: 1.195
+2025-09-17 21:24:51,268 INFO Epoch 2 	 Batch 999	LR : 0.00010	Top1 Acc.: 96.109	CLS Loss: 0.132	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.052	PixMix Loss: 1.067	Tot. Loss: 1.185
+2025-09-17 21:27:55,824 INFO Epoch 2 	 Batch 1099	LR : 0.00010	Top1 Acc.: 95.734	CLS Loss: 0.139	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.105	PixMix Loss: 1.073	Tot. Loss: 1.244
+2025-09-17 21:31:00,358 INFO Epoch 2 	 Batch 1199	LR : 0.00010	Top1 Acc.: 96.328	CLS Loss: 0.134	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.054	PixMix Loss: 1.098	Tot. Loss: 1.188
+2025-09-17 21:34:04,974 INFO Epoch 2 	 Batch 1299	LR : 0.00010	Top1 Acc.: 96.281	CLS Loss: 0.132	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.117	PixMix Loss: 1.088	Tot. Loss: 1.249
+2025-09-17 21:37:09,589 INFO Epoch 2 	 Batch 1399	LR : 0.00010	Top1 Acc.: 96.328	CLS Loss: 0.123	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.064	PixMix Loss: 1.043	Tot. Loss: 1.187
+2025-09-17 21:40:14,294 INFO Epoch 2 	 Batch 1499	LR : 0.00010	Top1 Acc.: 96.047	CLS Loss: 0.140	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.077	PixMix Loss: 1.089	Tot. Loss: 1.217
+2025-09-17 21:43:19,147 INFO Epoch 2 	 Batch 1599	LR : 0.00010	Top1 Acc.: 96.031	CLS Loss: 0.137	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.138	PixMix Loss: 1.061	Tot. Loss: 1.275
+2025-09-17 21:46:23,959 INFO Epoch 2 	 Batch 1699	LR : 0.00010	Top1 Acc.: 96.250	CLS Loss: 0.138	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.128	PixMix Loss: 1.058	Tot. Loss: 1.266
+2025-09-17 21:49:28,711 INFO Epoch 2 	 Batch 1799	LR : 0.00010	Top1 Acc.: 96.062	CLS Loss: 0.139	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.114	PixMix Loss: 1.074	Tot. Loss: 1.253
+2025-09-17 21:52:33,481 INFO Epoch 2 	 Batch 1899	LR : 0.00010	Top1 Acc.: 95.953	CLS Loss: 0.138	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.077	PixMix Loss: 1.085	Tot. Loss: 1.215
+2025-09-17 21:55:38,391 INFO Epoch 2 	 Batch 1999	LR : 0.00010	Top1 Acc.: 96.766	CLS Loss: 0.123	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.118	PixMix Loss: 1.116	Tot. Loss: 1.241
+2025-09-17 21:58:43,331 INFO Epoch 2 	 Batch 2099	LR : 0.00010	Top1 Acc.: 96.062	CLS Loss: 0.141	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.114	PixMix Loss: 1.091	Tot. Loss: 1.255
+2025-09-17 22:01:47,813 INFO Epoch 2 	 Batch 2199	LR : 0.00010	Top1 Acc.: 96.359	CLS Loss: 0.128	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.081	PixMix Loss: 1.067	Tot. Loss: 1.209
+2025-09-17 22:04:51,997 INFO Epoch 2 	 Batch 2299	LR : 0.00010	Top1 Acc.: 96.188	CLS Loss: 0.134	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.088	PixMix Loss: 1.092	Tot. Loss: 1.222
+2025-09-17 22:07:56,707 INFO Epoch 2 	 Batch 2399	LR : 0.00010	Top1 Acc.: 96.547	CLS Loss: 0.128	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.069	PixMix Loss: 1.089	Tot. Loss: 1.197
+2025-09-17 22:11:01,304 INFO Epoch 2 	 Batch 2499	LR : 0.00010	Top1 Acc.: 96.250	CLS Loss: 0.140	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.099	PixMix Loss: 1.113	Tot. Loss: 1.239
+2025-09-17 22:14:05,892 INFO Epoch 2 	 Batch 2599	LR : 0.00010	Top1 Acc.: 96.297	CLS Loss: 0.127	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.093	PixMix Loss: 1.138	Tot. Loss: 1.220
+2025-09-17 22:17:10,456 INFO Epoch 2 	 Batch 2699	LR : 0.00010	Top1 Acc.: 96.266	CLS Loss: 0.128	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.100	PixMix Loss: 1.096	Tot. Loss: 1.228
+2025-09-17 22:20:15,031 INFO Epoch 2 	 Batch 2799	LR : 0.00010	Top1 Acc.: 96.172	CLS Loss: 0.130	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.056	PixMix Loss: 1.065	Tot. Loss: 1.185
+2025-09-17 22:23:19,597 INFO Epoch 2 	 Batch 2899	LR : 0.00010	Top1 Acc.: 96.172	CLS Loss: 0.141	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.100	PixMix Loss: 1.087	Tot. Loss: 1.242
+2025-09-17 22:26:24,147 INFO Epoch 2 	 Batch 2999	LR : 0.00010	Top1 Acc.: 95.891	CLS Loss: 0.144	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.127	PixMix Loss: 1.083	Tot. Loss: 1.271
+2025-09-17 22:29:28,689 INFO Epoch 2 	 Batch 3099	LR : 0.00010	Top1 Acc.: 96.047	CLS Loss: 0.135	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.069	PixMix Loss: 1.090	Tot. Loss: 1.204
+2025-09-17 22:32:33,207 INFO Epoch 2 	 Batch 3199	LR : 0.00010	Top1 Acc.: 96.203	CLS Loss: 0.127	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.106	PixMix Loss: 1.072	Tot. Loss: 1.233
+2025-09-17 22:35:37,733 INFO Epoch 2 	 Batch 3299	LR : 0.00010	Top1 Acc.: 96.359	CLS Loss: 0.134	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.097	PixMix Loss: 1.109	Tot. Loss: 1.232
+2025-09-17 22:38:42,240 INFO Epoch 2 	 Batch 3399	LR : 0.00010	Top1 Acc.: 96.344	CLS Loss: 0.132	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.095	PixMix Loss: 1.063	Tot. Loss: 1.228
+2025-09-17 22:41:46,710 INFO Epoch 2 	 Batch 3499	LR : 0.00010	Top1 Acc.: 96.594	CLS Loss: 0.116	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.084	PixMix Loss: 1.058	Tot. Loss: 1.200
+2025-09-17 22:44:51,251 INFO Epoch 2 	 Batch 3599	LR : 0.00010	Top1 Acc.: 96.062	CLS Loss: 0.133	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.124	PixMix Loss: 1.134	Tot. Loss: 1.257
+2025-09-17 22:47:55,811 INFO Epoch 2 	 Batch 3699	LR : 0.00010	Top1 Acc.: 96.250	CLS Loss: 0.134	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.079	PixMix Loss: 1.094	Tot. Loss: 1.212
+2025-09-17 22:51:00,369 INFO Epoch 2 	 Batch 3799	LR : 0.00010	Top1 Acc.: 95.547	CLS Loss: 0.144	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.086	PixMix Loss: 1.105	Tot. Loss: 1.231
+2025-09-17 22:54:04,876 INFO Epoch 2 	 Batch 3899	LR : 0.00010	Top1 Acc.: 96.172	CLS Loss: 0.131	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.077	PixMix Loss: 1.097	Tot. Loss: 1.208
+2025-09-17 22:57:09,401 INFO Epoch 2 	 Batch 3999	LR : 0.00010	Top1 Acc.: 96.547	CLS Loss: 0.117	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.011	PixMix Loss: 1.061	Tot. Loss: 1.128
+2025-09-17 23:00:14,006 INFO Epoch 2 	 Batch 4099	LR : 0.00010	Top1 Acc.: 96.141	CLS Loss: 0.134	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.098	PixMix Loss: 1.020	Tot. Loss: 1.232
+2025-09-17 23:03:18,538 INFO Epoch 2 	 Batch 4199	LR : 0.00010	Top1 Acc.: 96.062	CLS Loss: 0.137	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.063	PixMix Loss: 1.110	Tot. Loss: 1.200
+2025-09-17 23:06:23,058 INFO Epoch 2 	 Batch 4299	LR : 0.00010	Top1 Acc.: 96.578	CLS Loss: 0.127	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.114	PixMix Loss: 1.051	Tot. Loss: 1.240
+2025-09-17 23:09:27,599 INFO Epoch 2 	 Batch 4399	LR : 0.00010	Top1 Acc.: 96.359	CLS Loss: 0.130	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.067	PixMix Loss: 1.114	Tot. Loss: 1.197
+2025-09-17 23:12:32,174 INFO Epoch 2 	 Batch 4499	LR : 0.00010	Top1 Acc.: 96.156	CLS Loss: 0.138	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.157	PixMix Loss: 1.085	Tot. Loss: 1.295
+2025-09-17 23:15:36,728 INFO Epoch 2 	 Batch 4599	LR : 0.00010	Top1 Acc.: 96.422	CLS Loss: 0.132	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.086	PixMix Loss: 1.092	Tot. Loss: 1.218
+2025-09-17 23:18:41,277 INFO Epoch 2 	 Batch 4699	LR : 0.00010	Top1 Acc.: 96.234	CLS Loss: 0.125	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.088	PixMix Loss: 1.034	Tot. Loss: 1.214
+2025-09-17 23:21:45,771 INFO Epoch 2 	 Batch 4799	LR : 0.00010	Top1 Acc.: 96.109	CLS Loss: 0.133	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.082	PixMix Loss: 1.055	Tot. Loss: 1.215
+2025-09-17 23:24:50,303 INFO Epoch 2 	 Batch 4899	LR : 0.00010	Top1 Acc.: 96.141	CLS Loss: 0.138	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.087	PixMix Loss: 1.096	Tot. Loss: 1.226
+2025-09-17 23:27:54,926 INFO Epoch 2 	 Batch 4999	LR : 0.00010	Top1 Acc.: 96.422	CLS Loss: 0.127	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.094	PixMix Loss: 1.059	Tot. Loss: 1.221
+2025-09-17 23:34:25,929 INFO ################## 
+ ---> Validation Epoch 2 (Original Model)	Acc.: 81.828	FPR: 58.420	AUROC: 87.468	AUPR: 60.680	AURC: 47.590	EAURC: 29.976	AUPR Succ.: 96.468	ECE: 6.250	NLL: 7.532	Brier: 26.693
+2025-09-17 23:40:52,197 INFO ################## 
+ ---> Validation Epoch 2 (EMA Model)	Acc.: 81.858	FPR: 58.869	AUROC: 87.420	AUPR: 60.464	AURC: 47.596	EAURC: 30.043	AUPR Succ.: 96.462	ECE: 6.230	NLL: 7.536	Brier: 26.698
+2025-09-17 23:40:53,946 INFO ####### --- Training Epoch 3 --- #######
+2025-09-18 00:00:04,648 INFO Epoch 3 	 Batch 99	LR : 0.00010	Top1 Acc.: 96.312	CLS Loss: 0.130	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.121	PixMix Loss: 1.066	Tot. Loss: 1.251
+2025-09-18 00:03:08,863 INFO Epoch 3 	 Batch 199	LR : 0.00010	Top1 Acc.: 96.453	CLS Loss: 0.122	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.063	PixMix Loss: 1.054	Tot. Loss: 1.184
+2025-09-18 00:06:13,975 INFO Epoch 3 	 Batch 299	LR : 0.00010	Top1 Acc.: 96.203	CLS Loss: 0.129	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.035	PixMix Loss: 1.059	Tot. Loss: 1.164
+2025-09-18 00:09:18,939 INFO Epoch 3 	 Batch 399	LR : 0.00010	Top1 Acc.: 96.562	CLS Loss: 0.126	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.121	PixMix Loss: 1.094	Tot. Loss: 1.248
+2025-09-18 00:12:23,719 INFO Epoch 3 	 Batch 499	LR : 0.00010	Top1 Acc.: 96.109	CLS Loss: 0.137	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.083	PixMix Loss: 1.051	Tot. Loss: 1.220
+2025-09-18 00:15:28,480 INFO Epoch 3 	 Batch 599	LR : 0.00010	Top1 Acc.: 96.047	CLS Loss: 0.140	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.127	PixMix Loss: 1.047	Tot. Loss: 1.267
+2025-09-18 00:18:33,054 INFO Epoch 3 	 Batch 699	LR : 0.00010	Top1 Acc.: 96.031	CLS Loss: 0.132	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.094	PixMix Loss: 1.086	Tot. Loss: 1.226
+2025-09-18 00:21:37,674 INFO Epoch 3 	 Batch 799	LR : 0.00010	Top1 Acc.: 96.234	CLS Loss: 0.140	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.110	PixMix Loss: 1.072	Tot. Loss: 1.250
+2025-09-18 00:24:42,244 INFO Epoch 3 	 Batch 899	LR : 0.00010	Top1 Acc.: 96.172	CLS Loss: 0.129	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.061	PixMix Loss: 1.082	Tot. Loss: 1.190
+2025-09-18 00:27:46,777 INFO Epoch 3 	 Batch 999	LR : 0.00010	Top1 Acc.: 96.234	CLS Loss: 0.128	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.066	PixMix Loss: 1.046	Tot. Loss: 1.194
+2025-09-18 00:30:51,603 INFO Epoch 3 	 Batch 1099	LR : 0.00010	Top1 Acc.: 95.844	CLS Loss: 0.133	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.106	PixMix Loss: 1.088	Tot. Loss: 1.239
+2025-09-18 00:33:56,373 INFO Epoch 3 	 Batch 1199	LR : 0.00010	Top1 Acc.: 96.234	CLS Loss: 0.129	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.123	PixMix Loss: 1.062	Tot. Loss: 1.252
+2025-09-18 00:37:01,223 INFO Epoch 3 	 Batch 1299	LR : 0.00010	Top1 Acc.: 96.438	CLS Loss: 0.127	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.094	PixMix Loss: 1.069	Tot. Loss: 1.221
+2025-09-18 00:40:06,147 INFO Epoch 3 	 Batch 1399	LR : 0.00010	Top1 Acc.: 96.438	CLS Loss: 0.119	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.069	PixMix Loss: 1.061	Tot. Loss: 1.188
+2025-09-18 00:43:11,016 INFO Epoch 3 	 Batch 1499	LR : 0.00010	Top1 Acc.: 96.219	CLS Loss: 0.135	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.150	PixMix Loss: 1.059	Tot. Loss: 1.285
+2025-09-18 00:46:15,890 INFO Epoch 3 	 Batch 1599	LR : 0.00010	Top1 Acc.: 96.234	CLS Loss: 0.131	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.103	PixMix Loss: 1.108	Tot. Loss: 1.234
+2025-09-18 00:49:20,779 INFO Epoch 3 	 Batch 1699	LR : 0.00010	Top1 Acc.: 96.547	CLS Loss: 0.135	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.073	PixMix Loss: 1.099	Tot. Loss: 1.207
+2025-09-18 00:52:25,689 INFO Epoch 3 	 Batch 1799	LR : 0.00010	Top1 Acc.: 96.000	CLS Loss: 0.135	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.078	PixMix Loss: 1.040	Tot. Loss: 1.213
+2025-09-18 00:55:29,498 INFO Epoch 3 	 Batch 1899	LR : 0.00010	Top1 Acc.: 96.000	CLS Loss: 0.134	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.064	PixMix Loss: 1.114	Tot. Loss: 1.199
+2025-09-18 00:58:33,785 INFO Epoch 3 	 Batch 1999	LR : 0.00010	Top1 Acc.: 96.656	CLS Loss: 0.120	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.051	PixMix Loss: 1.041	Tot. Loss: 1.171
+2025-09-18 01:01:38,537 INFO Epoch 3 	 Batch 2099	LR : 0.00010	Top1 Acc.: 96.156	CLS Loss: 0.136	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.068	PixMix Loss: 1.066	Tot. Loss: 1.204
+2025-09-18 01:04:43,183 INFO Epoch 3 	 Batch 2199	LR : 0.00010	Top1 Acc.: 96.516	CLS Loss: 0.122	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.096	PixMix Loss: 1.091	Tot. Loss: 1.219
+2025-09-18 01:07:47,834 INFO Epoch 3 	 Batch 2299	LR : 0.00010	Top1 Acc.: 96.234	CLS Loss: 0.129	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.168	PixMix Loss: 1.098	Tot. Loss: 1.297
+2025-09-18 01:10:52,427 INFO Epoch 3 	 Batch 2399	LR : 0.00010	Top1 Acc.: 96.688	CLS Loss: 0.122	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.074	PixMix Loss: 1.039	Tot. Loss: 1.195
+2025-09-18 01:13:57,047 INFO Epoch 3 	 Batch 2499	LR : 0.00010	Top1 Acc.: 96.344	CLS Loss: 0.133	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.089	PixMix Loss: 1.099	Tot. Loss: 1.222
+2025-09-18 01:17:01,606 INFO Epoch 3 	 Batch 2599	LR : 0.00010	Top1 Acc.: 96.297	CLS Loss: 0.123	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.142	PixMix Loss: 1.077	Tot. Loss: 1.265
+2025-09-18 01:20:06,152 INFO Epoch 3 	 Batch 2699	LR : 0.00010	Top1 Acc.: 96.391	CLS Loss: 0.123	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.106	PixMix Loss: 1.103	Tot. Loss: 1.229
+2025-09-18 01:23:10,870 INFO Epoch 3 	 Batch 2799	LR : 0.00010	Top1 Acc.: 96.141	CLS Loss: 0.123	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.123	PixMix Loss: 1.086	Tot. Loss: 1.246
+2025-09-18 01:26:15,458 INFO Epoch 3 	 Batch 2899	LR : 0.00010	Top1 Acc.: 96.359	CLS Loss: 0.136	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.112	PixMix Loss: 1.116	Tot. Loss: 1.249
+2025-09-18 01:29:19,982 INFO Epoch 3 	 Batch 2999	LR : 0.00010	Top1 Acc.: 96.000	CLS Loss: 0.140	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.087	PixMix Loss: 1.078	Tot. Loss: 1.227
+2025-09-18 01:32:24,549 INFO Epoch 3 	 Batch 3099	LR : 0.00010	Top1 Acc.: 96.172	CLS Loss: 0.129	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.102	PixMix Loss: 1.039	Tot. Loss: 1.232
+2025-09-18 01:35:29,134 INFO Epoch 3 	 Batch 3199	LR : 0.00010	Top1 Acc.: 96.375	CLS Loss: 0.123	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.072	PixMix Loss: 1.061	Tot. Loss: 1.195
+2025-09-18 01:38:33,654 INFO Epoch 3 	 Batch 3299	LR : 0.00010	Top1 Acc.: 96.312	CLS Loss: 0.131	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.114	PixMix Loss: 1.110	Tot. Loss: 1.245
+2025-09-18 01:41:38,199 INFO Epoch 3 	 Batch 3399	LR : 0.00010	Top1 Acc.: 96.500	CLS Loss: 0.128	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.047	PixMix Loss: 1.092	Tot. Loss: 1.175
+2025-09-18 01:44:42,769 INFO Epoch 3 	 Batch 3499	LR : 0.00010	Top1 Acc.: 96.641	CLS Loss: 0.111	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.029	PixMix Loss: 1.058	Tot. Loss: 1.141
+2025-09-18 01:47:47,306 INFO Epoch 3 	 Batch 3599	LR : 0.00010	Top1 Acc.: 96.047	CLS Loss: 0.130	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.146	PixMix Loss: 1.060	Tot. Loss: 1.275
+2025-09-18 01:50:51,774 INFO Epoch 3 	 Batch 3699	LR : 0.00010	Top1 Acc.: 96.234	CLS Loss: 0.129	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.063	PixMix Loss: 1.052	Tot. Loss: 1.193
+2025-09-18 01:53:56,308 INFO Epoch 3 	 Batch 3799	LR : 0.00010	Top1 Acc.: 95.750	CLS Loss: 0.140	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.129	PixMix Loss: 1.107	Tot. Loss: 1.269
+2025-09-18 01:57:00,901 INFO Epoch 3 	 Batch 3899	LR : 0.00010	Top1 Acc.: 96.234	CLS Loss: 0.128	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.109	PixMix Loss: 1.073	Tot. Loss: 1.237
+2025-09-18 02:00:05,513 INFO Epoch 3 	 Batch 3999	LR : 0.00010	Top1 Acc.: 96.797	CLS Loss: 0.113	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.063	PixMix Loss: 1.075	Tot. Loss: 1.176
+2025-09-18 02:03:09,991 INFO Epoch 3 	 Batch 4099	LR : 0.00010	Top1 Acc.: 96.234	CLS Loss: 0.129	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.124	PixMix Loss: 1.112	Tot. Loss: 1.253
+2025-09-18 02:06:14,574 INFO Epoch 3 	 Batch 4199	LR : 0.00010	Top1 Acc.: 96.297	CLS Loss: 0.133	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.084	PixMix Loss: 1.063	Tot. Loss: 1.218
+2025-09-18 02:09:19,176 INFO Epoch 3 	 Batch 4299	LR : 0.00010	Top1 Acc.: 96.750	CLS Loss: 0.123	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.060	PixMix Loss: 1.081	Tot. Loss: 1.183
+2025-09-18 02:12:23,743 INFO Epoch 3 	 Batch 4399	LR : 0.00010	Top1 Acc.: 96.422	CLS Loss: 0.126	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.073	PixMix Loss: 1.102	Tot. Loss: 1.199
+2025-09-18 02:15:28,272 INFO Epoch 3 	 Batch 4499	LR : 0.00009	Top1 Acc.: 96.312	CLS Loss: 0.133	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.109	PixMix Loss: 1.068	Tot. Loss: 1.242
+2025-09-18 02:18:32,794 INFO Epoch 3 	 Batch 4599	LR : 0.00009	Top1 Acc.: 96.391	CLS Loss: 0.128	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.071	PixMix Loss: 1.101	Tot. Loss: 1.200
+2025-09-18 02:21:37,357 INFO Epoch 3 	 Batch 4699	LR : 0.00009	Top1 Acc.: 96.453	CLS Loss: 0.121	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.095	PixMix Loss: 1.072	Tot. Loss: 1.216
+2025-09-18 02:24:42,034 INFO Epoch 3 	 Batch 4799	LR : 0.00009	Top1 Acc.: 96.203	CLS Loss: 0.129	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.069	PixMix Loss: 1.116	Tot. Loss: 1.198
+2025-09-18 02:27:46,575 INFO Epoch 3 	 Batch 4899	LR : 0.00009	Top1 Acc.: 96.312	CLS Loss: 0.135	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.117	PixMix Loss: 1.127	Tot. Loss: 1.252
+2025-09-18 02:30:51,202 INFO Epoch 3 	 Batch 4999	LR : 0.00009	Top1 Acc.: 96.406	CLS Loss: 0.123	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.068	PixMix Loss: 1.058	Tot. Loss: 1.191
+2025-09-18 02:37:00,450 INFO ################## 
+ ---> Validation Epoch 3 (Original Model)	Acc.: 81.754	FPR: 58.325	AUROC: 87.597	AUPR: 60.863	AURC: 47.096	EAURC: 29.334	AUPR Succ.: 96.543	ECE: 6.406	NLL: 7.556	Brier: 26.784
+2025-09-18 02:42:47,444 INFO ################## 
+ ---> Validation Epoch 3 (EMA Model)	Acc.: 81.780	FPR: 58.277	AUROC: 87.572	AUPR: 60.803	AURC: 47.123	EAURC: 29.413	AUPR Succ.: 96.534	ECE: 6.403	NLL: 7.553	Brier: 26.758
+2025-09-18 02:42:47,513 INFO ####### --- Training Epoch 4 --- #######
+2025-09-18 03:00:58,829 INFO Epoch 4 	 Batch 99	LR : 0.00009	Top1 Acc.: 96.469	CLS Loss: 0.125	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.105	PixMix Loss: 1.064	Tot. Loss: 1.230
+2025-09-18 03:04:02,916 INFO Epoch 4 	 Batch 199	LR : 0.00009	Top1 Acc.: 96.656	CLS Loss: 0.118	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.070	PixMix Loss: 1.076	Tot. Loss: 1.189
+2025-09-18 03:07:07,806 INFO Epoch 4 	 Batch 299	LR : 0.00009	Top1 Acc.: 96.328	CLS Loss: 0.126	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.084	PixMix Loss: 1.054	Tot. Loss: 1.209
+2025-09-18 03:10:12,348 INFO Epoch 4 	 Batch 399	LR : 0.00009	Top1 Acc.: 96.719	CLS Loss: 0.123	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.072	PixMix Loss: 1.052	Tot. Loss: 1.195
+2025-09-18 03:13:16,964 INFO Epoch 4 	 Batch 499	LR : 0.00009	Top1 Acc.: 96.219	CLS Loss: 0.133	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.112	PixMix Loss: 1.096	Tot. Loss: 1.245
+2025-09-18 03:16:21,551 INFO Epoch 4 	 Batch 599	LR : 0.00009	Top1 Acc.: 96.234	CLS Loss: 0.135	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.102	PixMix Loss: 1.109	Tot. Loss: 1.238
+2025-09-18 03:19:26,115 INFO Epoch 4 	 Batch 699	LR : 0.00009	Top1 Acc.: 96.109	CLS Loss: 0.129	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.094	PixMix Loss: 1.070	Tot. Loss: 1.222
+2025-09-18 03:22:30,881 INFO Epoch 4 	 Batch 799	LR : 0.00009	Top1 Acc.: 96.188	CLS Loss: 0.136	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.058	PixMix Loss: 1.050	Tot. Loss: 1.194
+2025-09-18 03:25:35,552 INFO Epoch 4 	 Batch 899	LR : 0.00009	Top1 Acc.: 96.266	CLS Loss: 0.125	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.098	PixMix Loss: 1.125	Tot. Loss: 1.223
+2025-09-18 03:28:40,240 INFO Epoch 4 	 Batch 999	LR : 0.00009	Top1 Acc.: 96.500	CLS Loss: 0.123	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.122	PixMix Loss: 1.105	Tot. Loss: 1.245
+2025-09-18 03:31:45,065 INFO Epoch 4 	 Batch 1099	LR : 0.00009	Top1 Acc.: 96.016	CLS Loss: 0.129	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.084	PixMix Loss: 1.081	Tot. Loss: 1.213
+2025-09-18 03:34:49,793 INFO Epoch 4 	 Batch 1199	LR : 0.00009	Top1 Acc.: 96.359	CLS Loss: 0.126	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.102	PixMix Loss: 1.086	Tot. Loss: 1.228
+2025-09-18 03:37:54,642 INFO Epoch 4 	 Batch 1299	LR : 0.00009	Top1 Acc.: 96.500	CLS Loss: 0.125	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.076	PixMix Loss: 1.064	Tot. Loss: 1.201
+2025-09-18 03:40:59,494 INFO Epoch 4 	 Batch 1399	LR : 0.00009	Top1 Acc.: 96.625	CLS Loss: 0.114	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.091	PixMix Loss: 1.087	Tot. Loss: 1.205
+2025-09-18 03:44:04,253 INFO Epoch 4 	 Batch 1499	LR : 0.00009	Top1 Acc.: 96.188	CLS Loss: 0.132	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.055	PixMix Loss: 1.094	Tot. Loss: 1.187
+2025-09-18 03:47:09,145 INFO Epoch 4 	 Batch 1599	LR : 0.00009	Top1 Acc.: 96.359	CLS Loss: 0.127	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.095	PixMix Loss: 1.078	Tot. Loss: 1.222
+2025-09-18 03:50:13,981 INFO Epoch 4 	 Batch 1699	LR : 0.00009	Top1 Acc.: 96.578	CLS Loss: 0.130	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.084	PixMix Loss: 1.044	Tot. Loss: 1.215
+2025-09-18 03:53:18,908 INFO Epoch 4 	 Batch 1799	LR : 0.00009	Top1 Acc.: 96.094	CLS Loss: 0.131	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.093	PixMix Loss: 1.114	Tot. Loss: 1.224
+2025-09-18 03:56:23,724 INFO Epoch 4 	 Batch 1899	LR : 0.00009	Top1 Acc.: 96.078	CLS Loss: 0.129	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.133	PixMix Loss: 1.102	Tot. Loss: 1.262
+2025-09-18 03:59:28,739 INFO Epoch 4 	 Batch 1999	LR : 0.00009	Top1 Acc.: 96.703	CLS Loss: 0.117	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.126	PixMix Loss: 1.050	Tot. Loss: 1.243
+2025-09-18 04:02:33,549 INFO Epoch 4 	 Batch 2099	LR : 0.00009	Top1 Acc.: 96.109	CLS Loss: 0.132	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.028	PixMix Loss: 1.133	Tot. Loss: 1.160
+2025-09-18 04:05:38,545 INFO Epoch 4 	 Batch 2199	LR : 0.00009	Top1 Acc.: 96.562	CLS Loss: 0.121	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.089	PixMix Loss: 1.059	Tot. Loss: 1.210
+2025-09-18 04:08:43,551 INFO Epoch 4 	 Batch 2299	LR : 0.00009	Top1 Acc.: 96.375	CLS Loss: 0.126	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.106	PixMix Loss: 1.093	Tot. Loss: 1.232
+2025-09-18 04:11:48,299 INFO Epoch 4 	 Batch 2399	LR : 0.00009	Top1 Acc.: 96.641	CLS Loss: 0.118	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.080	PixMix Loss: 1.089	Tot. Loss: 1.199
+2025-09-18 04:14:53,165 INFO Epoch 4 	 Batch 2499	LR : 0.00009	Top1 Acc.: 96.406	CLS Loss: 0.131	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.091	PixMix Loss: 1.069	Tot. Loss: 1.222
+2025-09-18 04:17:57,991 INFO Epoch 4 	 Batch 2599	LR : 0.00009	Top1 Acc.: 96.438	CLS Loss: 0.119	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.095	PixMix Loss: 1.116	Tot. Loss: 1.214
+2025-09-18 04:21:02,810 INFO Epoch 4 	 Batch 2699	LR : 0.00009	Top1 Acc.: 96.281	CLS Loss: 0.121	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.077	PixMix Loss: 1.084	Tot. Loss: 1.198
+2025-09-18 04:24:07,687 INFO Epoch 4 	 Batch 2799	LR : 0.00009	Top1 Acc.: 96.172	CLS Loss: 0.121	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.095	PixMix Loss: 1.095	Tot. Loss: 1.216
+2025-09-18 04:27:12,487 INFO Epoch 4 	 Batch 2899	LR : 0.00009	Top1 Acc.: 96.344	CLS Loss: 0.132	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.098	PixMix Loss: 1.088	Tot. Loss: 1.230
+2025-09-18 04:30:17,307 INFO Epoch 4 	 Batch 2999	LR : 0.00009	Top1 Acc.: 96.188	CLS Loss: 0.137	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.071	PixMix Loss: 1.118	Tot. Loss: 1.208
+2025-09-18 04:33:22,180 INFO Epoch 4 	 Batch 3099	LR : 0.00009	Top1 Acc.: 96.312	CLS Loss: 0.127	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.109	PixMix Loss: 1.065	Tot. Loss: 1.235
+2025-09-18 04:36:27,033 INFO Epoch 4 	 Batch 3199	LR : 0.00009	Top1 Acc.: 96.375	CLS Loss: 0.120	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.049	PixMix Loss: 1.095	Tot. Loss: 1.169
+2025-09-18 04:39:31,944 INFO Epoch 4 	 Batch 3299	LR : 0.00009	Top1 Acc.: 96.531	CLS Loss: 0.128	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.154	PixMix Loss: 1.073	Tot. Loss: 1.281
+2025-09-18 04:42:36,802 INFO Epoch 4 	 Batch 3399	LR : 0.00009	Top1 Acc.: 96.609	CLS Loss: 0.125	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.046	PixMix Loss: 1.100	Tot. Loss: 1.171
+2025-09-18 04:45:41,542 INFO Epoch 4 	 Batch 3499	LR : 0.00009	Top1 Acc.: 96.625	CLS Loss: 0.109	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.092	PixMix Loss: 1.089	Tot. Loss: 1.201
+2025-09-18 04:48:46,411 INFO Epoch 4 	 Batch 3599	LR : 0.00009	Top1 Acc.: 96.266	CLS Loss: 0.126	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.091	PixMix Loss: 1.115	Tot. Loss: 1.217
+2025-09-18 04:51:51,262 INFO Epoch 4 	 Batch 3699	LR : 0.00009	Top1 Acc.: 96.422	CLS Loss: 0.126	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.048	PixMix Loss: 1.079	Tot. Loss: 1.175
+2025-09-18 04:54:56,067 INFO Epoch 4 	 Batch 3799	LR : 0.00009	Top1 Acc.: 95.797	CLS Loss: 0.137	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.111	PixMix Loss: 1.088	Tot. Loss: 1.248
+2025-09-18 04:58:00,799 INFO Epoch 4 	 Batch 3899	LR : 0.00009	Top1 Acc.: 96.219	CLS Loss: 0.127	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.072	PixMix Loss: 1.059	Tot. Loss: 1.199
+2025-09-18 05:01:05,621 INFO Epoch 4 	 Batch 3999	LR : 0.00009	Top1 Acc.: 96.766	CLS Loss: 0.111	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.062	PixMix Loss: 1.095	Tot. Loss: 1.173
+2025-09-18 05:04:10,383 INFO Epoch 4 	 Batch 4099	LR : 0.00009	Top1 Acc.: 96.328	CLS Loss: 0.127	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.074	PixMix Loss: 1.088	Tot. Loss: 1.201
+2025-09-18 05:07:15,175 INFO Epoch 4 	 Batch 4199	LR : 0.00009	Top1 Acc.: 96.312	CLS Loss: 0.130	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.066	PixMix Loss: 1.120	Tot. Loss: 1.195
+2025-09-18 05:10:20,042 INFO Epoch 4 	 Batch 4299	LR : 0.00009	Top1 Acc.: 96.797	CLS Loss: 0.119	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.082	PixMix Loss: 1.080	Tot. Loss: 1.201
+2025-09-18 05:13:25,060 INFO Epoch 4 	 Batch 4399	LR : 0.00009	Top1 Acc.: 96.562	CLS Loss: 0.123	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.047	PixMix Loss: 1.068	Tot. Loss: 1.169
+2025-09-18 05:16:29,858 INFO Epoch 4 	 Batch 4499	LR : 0.00009	Top1 Acc.: 96.406	CLS Loss: 0.130	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.145	PixMix Loss: 1.110	Tot. Loss: 1.275
+2025-09-18 05:19:34,819 INFO Epoch 4 	 Batch 4599	LR : 0.00009	Top1 Acc.: 96.297	CLS Loss: 0.124	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.075	PixMix Loss: 1.099	Tot. Loss: 1.199
+2025-09-18 05:22:39,613 INFO Epoch 4 	 Batch 4699	LR : 0.00009	Top1 Acc.: 96.438	CLS Loss: 0.120	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.122	PixMix Loss: 1.057	Tot. Loss: 1.242
+2025-09-18 05:25:44,525 INFO Epoch 4 	 Batch 4799	LR : 0.00009	Top1 Acc.: 96.344	CLS Loss: 0.127	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.052	PixMix Loss: 1.085	Tot. Loss: 1.179
+2025-09-18 05:28:49,431 INFO Epoch 4 	 Batch 4899	LR : 0.00009	Top1 Acc.: 96.234	CLS Loss: 0.132	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.119	PixMix Loss: 1.106	Tot. Loss: 1.251
+2025-09-18 05:31:54,283 INFO Epoch 4 	 Batch 4999	LR : 0.00009	Top1 Acc.: 96.484	CLS Loss: 0.120	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.065	PixMix Loss: 1.096	Tot. Loss: 1.185
+2025-09-18 05:38:40,154 INFO ################## 
+ ---> Validation Epoch 4 (Original Model)	Acc.: 81.748	FPR: 58.525	AUROC: 87.619	AUPR: 60.767	AURC: 46.804	EAURC: 29.030	AUPR Succ.: 96.580	ECE: 6.496	NLL: 7.573	Brier: 26.836
+2025-09-18 05:44:39,845 INFO ################## 
+ ---> Validation Epoch 4 (EMA Model)	Acc.: 81.720	FPR: 57.965	AUROC: 87.665	AUPR: 61.178	AURC: 46.911	EAURC: 29.080	AUPR Succ.: 96.572	ECE: 6.473	NLL: 7.568	Brier: 26.815
+2025-09-18 05:44:42,128 INFO ####### --- Training Epoch 5 --- #######
+2025-09-18 06:02:17,828 INFO Epoch 5 	 Batch 99	LR : 0.00009	Top1 Acc.: 96.484	CLS Loss: 0.122	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.123	PixMix Loss: 1.076	Tot. Loss: 1.245
+2025-09-18 06:05:22,006 INFO Epoch 5 	 Batch 199	LR : 0.00009	Top1 Acc.: 96.656	CLS Loss: 0.115	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.081	PixMix Loss: 1.077	Tot. Loss: 1.197
+2025-09-18 06:08:26,938 INFO Epoch 5 	 Batch 299	LR : 0.00009	Top1 Acc.: 96.266	CLS Loss: 0.122	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.103	PixMix Loss: 1.110	Tot. Loss: 1.225
+2025-09-18 06:11:31,744 INFO Epoch 5 	 Batch 399	LR : 0.00009	Top1 Acc.: 96.719	CLS Loss: 0.120	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.113	PixMix Loss: 1.115	Tot. Loss: 1.233
+2025-09-18 06:14:36,467 INFO Epoch 5 	 Batch 499	LR : 0.00009	Top1 Acc.: 96.281	CLS Loss: 0.130	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.124	PixMix Loss: 1.062	Tot. Loss: 1.254
+2025-09-18 06:17:41,313 INFO Epoch 5 	 Batch 599	LR : 0.00009	Top1 Acc.: 96.203	CLS Loss: 0.133	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.056	PixMix Loss: 1.054	Tot. Loss: 1.189
+2025-09-18 06:20:46,153 INFO Epoch 5 	 Batch 699	LR : 0.00009	Top1 Acc.: 96.188	CLS Loss: 0.126	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.121	PixMix Loss: 1.074	Tot. Loss: 1.248
+2025-09-18 06:23:50,937 INFO Epoch 5 	 Batch 799	LR : 0.00009	Top1 Acc.: 96.453	CLS Loss: 0.132	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.122	PixMix Loss: 1.107	Tot. Loss: 1.255
+2025-09-18 06:26:55,727 INFO Epoch 5 	 Batch 899	LR : 0.00009	Top1 Acc.: 96.375	CLS Loss: 0.124	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.058	PixMix Loss: 1.068	Tot. Loss: 1.182
+2025-09-18 06:30:00,564 INFO Epoch 5 	 Batch 999	LR : 0.00009	Top1 Acc.: 96.578	CLS Loss: 0.121	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.097	PixMix Loss: 1.059	Tot. Loss: 1.219
+2025-09-18 06:33:05,383 INFO Epoch 5 	 Batch 1099	LR : 0.00009	Top1 Acc.: 96.156	CLS Loss: 0.124	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.073	PixMix Loss: 1.075	Tot. Loss: 1.197
+2025-09-18 06:36:10,139 INFO Epoch 5 	 Batch 1199	LR : 0.00009	Top1 Acc.: 96.453	CLS Loss: 0.123	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.098	PixMix Loss: 1.095	Tot. Loss: 1.221
+2025-09-18 06:39:15,000 INFO Epoch 5 	 Batch 1299	LR : 0.00009	Top1 Acc.: 96.562	CLS Loss: 0.123	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.050	PixMix Loss: 1.085	Tot. Loss: 1.172
+2025-09-18 06:42:19,780 INFO Epoch 5 	 Batch 1399	LR : 0.00009	Top1 Acc.: 96.609	CLS Loss: 0.111	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.074	PixMix Loss: 1.062	Tot. Loss: 1.186
+2025-09-18 06:45:24,619 INFO Epoch 5 	 Batch 1499	LR : 0.00009	Top1 Acc.: 96.375	CLS Loss: 0.128	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.094	PixMix Loss: 1.105	Tot. Loss: 1.222
+2025-09-18 06:48:29,386 INFO Epoch 5 	 Batch 1599	LR : 0.00009	Top1 Acc.: 96.156	CLS Loss: 0.127	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.087	PixMix Loss: 1.102	Tot. Loss: 1.214
+2025-09-18 06:51:34,129 INFO Epoch 5 	 Batch 1699	LR : 0.00009	Top1 Acc.: 96.703	CLS Loss: 0.129	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.106	PixMix Loss: 1.038	Tot. Loss: 1.235
+2025-09-18 06:54:38,977 INFO Epoch 5 	 Batch 1799	LR : 0.00009	Top1 Acc.: 96.203	CLS Loss: 0.129	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.080	PixMix Loss: 1.092	Tot. Loss: 1.209
+2025-09-18 06:57:43,810 INFO Epoch 5 	 Batch 1899	LR : 0.00009	Top1 Acc.: 96.031	CLS Loss: 0.127	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.109	PixMix Loss: 1.068	Tot. Loss: 1.236
+2025-09-18 07:00:48,533 INFO Epoch 5 	 Batch 1999	LR : 0.00009	Top1 Acc.: 96.859	CLS Loss: 0.115	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.095	PixMix Loss: 1.059	Tot. Loss: 1.210
+2025-09-18 07:03:53,399 INFO Epoch 5 	 Batch 2099	LR : 0.00009	Top1 Acc.: 96.203	CLS Loss: 0.130	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.097	PixMix Loss: 1.100	Tot. Loss: 1.227
+2025-09-18 07:06:58,166 INFO Epoch 5 	 Batch 2199	LR : 0.00009	Top1 Acc.: 96.578	CLS Loss: 0.118	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.084	PixMix Loss: 1.122	Tot. Loss: 1.202
+2025-09-18 07:10:03,032 INFO Epoch 5 	 Batch 2299	LR : 0.00009	Top1 Acc.: 96.422	CLS Loss: 0.124	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.099	PixMix Loss: 1.131	Tot. Loss: 1.222
+2025-09-18 07:13:07,854 INFO Epoch 5 	 Batch 2399	LR : 0.00009	Top1 Acc.: 96.688	CLS Loss: 0.116	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.097	PixMix Loss: 1.077	Tot. Loss: 1.213
+2025-09-18 07:16:12,587 INFO Epoch 5 	 Batch 2499	LR : 0.00009	Top1 Acc.: 96.547	CLS Loss: 0.129	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.083	PixMix Loss: 1.125	Tot. Loss: 1.211
+2025-09-18 07:19:17,205 INFO Epoch 5 	 Batch 2599	LR : 0.00009	Top1 Acc.: 96.531	CLS Loss: 0.118	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.094	PixMix Loss: 1.058	Tot. Loss: 1.212
+2025-09-18 07:22:21,880 INFO Epoch 5 	 Batch 2699	LR : 0.00009	Top1 Acc.: 96.469	CLS Loss: 0.119	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.046	PixMix Loss: 1.086	Tot. Loss: 1.165
+2025-09-18 07:25:26,626 INFO Epoch 5 	 Batch 2799	LR : 0.00009	Top1 Acc.: 96.312	CLS Loss: 0.118	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.007	PixMix Loss: 1.074	Tot. Loss: 1.125
+2025-09-18 07:28:31,366 INFO Epoch 5 	 Batch 2899	LR : 0.00009	Top1 Acc.: 96.422	CLS Loss: 0.130	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.086	PixMix Loss: 1.053	Tot. Loss: 1.216
+2025-09-18 07:31:36,131 INFO Epoch 5 	 Batch 2999	LR : 0.00009	Top1 Acc.: 96.250	CLS Loss: 0.134	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.110	PixMix Loss: 1.067	Tot. Loss: 1.245
+2025-09-18 07:34:40,897 INFO Epoch 5 	 Batch 3099	LR : 0.00009	Top1 Acc.: 96.375	CLS Loss: 0.123	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.071	PixMix Loss: 1.117	Tot. Loss: 1.194
+2025-09-18 07:37:45,655 INFO Epoch 5 	 Batch 3199	LR : 0.00009	Top1 Acc.: 96.484	CLS Loss: 0.117	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.096	PixMix Loss: 1.100	Tot. Loss: 1.213
+2025-09-18 07:40:50,475 INFO Epoch 5 	 Batch 3299	LR : 0.00009	Top1 Acc.: 96.453	CLS Loss: 0.126	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.100	PixMix Loss: 1.112	Tot. Loss: 1.226
+2025-09-18 07:43:55,318 INFO Epoch 5 	 Batch 3399	LR : 0.00009	Top1 Acc.: 96.500	CLS Loss: 0.123	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.047	PixMix Loss: 1.063	Tot. Loss: 1.170
+2025-09-18 07:47:00,126 INFO Epoch 5 	 Batch 3499	LR : 0.00009	Top1 Acc.: 96.766	CLS Loss: 0.108	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.072	PixMix Loss: 1.074	Tot. Loss: 1.179
+2025-09-18 07:50:04,986 INFO Epoch 5 	 Batch 3599	LR : 0.00009	Top1 Acc.: 96.344	CLS Loss: 0.123	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.062	PixMix Loss: 1.107	Tot. Loss: 1.185
+2025-09-18 07:53:09,843 INFO Epoch 5 	 Batch 3699	LR : 0.00009	Top1 Acc.: 96.438	CLS Loss: 0.124	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.082	PixMix Loss: 1.084	Tot. Loss: 1.206
+2025-09-18 07:56:14,618 INFO Epoch 5 	 Batch 3799	LR : 0.00009	Top1 Acc.: 95.797	CLS Loss: 0.133	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.133	PixMix Loss: 1.066	Tot. Loss: 1.266
+2025-09-18 07:59:19,478 INFO Epoch 5 	 Batch 3899	LR : 0.00009	Top1 Acc.: 96.344	CLS Loss: 0.124	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.095	PixMix Loss: 1.094	Tot. Loss: 1.219
+2025-09-18 08:02:24,369 INFO Epoch 5 	 Batch 3999	LR : 0.00009	Top1 Acc.: 96.859	CLS Loss: 0.107	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.117	PixMix Loss: 1.087	Tot. Loss: 1.224
+2025-09-18 08:05:29,236 INFO Epoch 5 	 Batch 4099	LR : 0.00009	Top1 Acc.: 96.344	CLS Loss: 0.123	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.119	PixMix Loss: 1.077	Tot. Loss: 1.242
+2025-09-18 08:08:34,040 INFO Epoch 5 	 Batch 4199	LR : 0.00009	Top1 Acc.: 96.328	CLS Loss: 0.127	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.107	PixMix Loss: 1.128	Tot. Loss: 1.234
+2025-09-18 08:11:38,885 INFO Epoch 5 	 Batch 4299	LR : 0.00009	Top1 Acc.: 96.797	CLS Loss: 0.118	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.098	PixMix Loss: 1.095	Tot. Loss: 1.216
+2025-09-18 08:14:43,595 INFO Epoch 5 	 Batch 4399	LR : 0.00009	Top1 Acc.: 96.547	CLS Loss: 0.118	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.087	PixMix Loss: 1.082	Tot. Loss: 1.205
+2025-09-18 08:17:48,421 INFO Epoch 5 	 Batch 4499	LR : 0.00009	Top1 Acc.: 96.531	CLS Loss: 0.130	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.079	PixMix Loss: 1.059	Tot. Loss: 1.208
+2025-09-18 08:20:53,147 INFO Epoch 5 	 Batch 4599	LR : 0.00009	Top1 Acc.: 96.453	CLS Loss: 0.123	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.055	PixMix Loss: 1.086	Tot. Loss: 1.178
+2025-09-18 08:23:58,002 INFO Epoch 5 	 Batch 4699	LR : 0.00009	Top1 Acc.: 96.547	CLS Loss: 0.116	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.061	PixMix Loss: 1.065	Tot. Loss: 1.177
+2025-09-18 08:27:02,768 INFO Epoch 5 	 Batch 4799	LR : 0.00009	Top1 Acc.: 96.281	CLS Loss: 0.125	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.047	PixMix Loss: 1.083	Tot. Loss: 1.171
+2025-09-18 08:30:07,543 INFO Epoch 5 	 Batch 4899	LR : 0.00009	Top1 Acc.: 96.484	CLS Loss: 0.128	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.068	PixMix Loss: 1.091	Tot. Loss: 1.196
+2025-09-18 08:33:12,426 INFO Epoch 5 	 Batch 4999	LR : 0.00009	Top1 Acc.: 96.547	CLS Loss: 0.117	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.090	PixMix Loss: 1.092	Tot. Loss: 1.207
+2025-09-18 08:39:33,094 INFO ################## 
+ ---> Validation Epoch 5 (Original Model)	Acc.: 81.692	FPR: 58.106	AUROC: 87.687	AUPR: 61.218	AURC: 46.655	EAURC: 28.768	AUPR Succ.: 96.609	ECE: 6.525	NLL: 7.595	Brier: 26.894
+2025-09-18 08:45:14,263 INFO ################## 
+ ---> Validation Epoch 5 (EMA Model)	Acc.: 81.704	FPR: 58.122	AUROC: 87.691	AUPR: 61.161	AURC: 46.734	EAURC: 28.871	AUPR Succ.: 96.597	ECE: 6.528	NLL: 7.581	Brier: 26.851
+2025-09-18 08:45:14,400 INFO ####### --- Training Epoch 6 --- #######
+2025-09-18 09:01:45,473 INFO Epoch 6 	 Batch 99	LR : 0.00009	Top1 Acc.: 96.656	CLS Loss: 0.119	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.091	PixMix Loss: 1.085	Tot. Loss: 1.210
+2025-09-18 09:04:49,668 INFO Epoch 6 	 Batch 199	LR : 0.00009	Top1 Acc.: 96.719	CLS Loss: 0.113	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.992	PixMix Loss: 1.045	Tot. Loss: 1.105
+2025-09-18 09:07:54,689 INFO Epoch 6 	 Batch 299	LR : 0.00009	Top1 Acc.: 96.469	CLS Loss: 0.120	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.083	PixMix Loss: 1.046	Tot. Loss: 1.203
+2025-09-18 09:10:59,629 INFO Epoch 6 	 Batch 399	LR : 0.00008	Top1 Acc.: 96.719	CLS Loss: 0.118	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.078	PixMix Loss: 1.061	Tot. Loss: 1.196
+2025-09-18 09:14:04,389 INFO Epoch 6 	 Batch 499	LR : 0.00008	Top1 Acc.: 96.250	CLS Loss: 0.128	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.089	PixMix Loss: 1.115	Tot. Loss: 1.217
+2025-09-18 09:17:09,121 INFO Epoch 6 	 Batch 599	LR : 0.00008	Top1 Acc.: 96.312	CLS Loss: 0.131	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.089	PixMix Loss: 1.096	Tot. Loss: 1.220
+2025-09-18 09:20:14,080 INFO Epoch 6 	 Batch 699	LR : 0.00008	Top1 Acc.: 96.172	CLS Loss: 0.124	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.075	PixMix Loss: 1.094	Tot. Loss: 1.199
+2025-09-18 09:23:18,847 INFO Epoch 6 	 Batch 799	LR : 0.00008	Top1 Acc.: 96.484	CLS Loss: 0.130	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.057	PixMix Loss: 1.117	Tot. Loss: 1.187
+2025-09-18 09:26:23,673 INFO Epoch 6 	 Batch 899	LR : 0.00008	Top1 Acc.: 96.328	CLS Loss: 0.121	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.066	PixMix Loss: 1.070	Tot. Loss: 1.187
+2025-09-18 09:29:28,433 INFO Epoch 6 	 Batch 999	LR : 0.00008	Top1 Acc.: 96.500	CLS Loss: 0.118	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.074	PixMix Loss: 1.097	Tot. Loss: 1.192
+2025-09-18 09:32:33,296 INFO Epoch 6 	 Batch 1099	LR : 0.00008	Top1 Acc.: 96.188	CLS Loss: 0.123	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.077	PixMix Loss: 1.100	Tot. Loss: 1.201
+2025-09-18 09:35:38,128 INFO Epoch 6 	 Batch 1199	LR : 0.00008	Top1 Acc.: 96.422	CLS Loss: 0.121	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.098	PixMix Loss: 1.051	Tot. Loss: 1.219
+2025-09-18 09:38:42,838 INFO Epoch 6 	 Batch 1299	LR : 0.00008	Top1 Acc.: 96.531	CLS Loss: 0.120	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.122	PixMix Loss: 1.098	Tot. Loss: 1.242
+2025-09-18 09:41:47,686 INFO Epoch 6 	 Batch 1399	LR : 0.00008	Top1 Acc.: 96.703	CLS Loss: 0.111	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.024	PixMix Loss: 1.053	Tot. Loss: 1.134
+2025-09-18 09:44:52,487 INFO Epoch 6 	 Batch 1499	LR : 0.00008	Top1 Acc.: 96.297	CLS Loss: 0.127	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.094	PixMix Loss: 1.060	Tot. Loss: 1.221
+2025-09-18 09:47:57,297 INFO Epoch 6 	 Batch 1599	LR : 0.00008	Top1 Acc.: 96.312	CLS Loss: 0.125	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.092	PixMix Loss: 1.073	Tot. Loss: 1.216
+2025-09-18 09:51:02,154 INFO Epoch 6 	 Batch 1699	LR : 0.00008	Top1 Acc.: 96.656	CLS Loss: 0.126	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.065	PixMix Loss: 1.069	Tot. Loss: 1.191
+2025-09-18 09:54:07,015 INFO Epoch 6 	 Batch 1799	LR : 0.00008	Top1 Acc.: 96.266	CLS Loss: 0.127	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.080	PixMix Loss: 1.054	Tot. Loss: 1.207
+2025-09-18 09:57:11,706 INFO Epoch 6 	 Batch 1899	LR : 0.00008	Top1 Acc.: 96.172	CLS Loss: 0.125	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.103	PixMix Loss: 1.090	Tot. Loss: 1.228
+2025-09-18 10:00:16,437 INFO Epoch 6 	 Batch 1999	LR : 0.00008	Top1 Acc.: 96.906	CLS Loss: 0.111	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.034	PixMix Loss: 1.113	Tot. Loss: 1.145
+2025-09-18 10:03:21,002 INFO Epoch 6 	 Batch 2099	LR : 0.00008	Top1 Acc.: 96.234	CLS Loss: 0.127	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.137	PixMix Loss: 1.070	Tot. Loss: 1.264
+2025-09-18 10:06:25,776 INFO Epoch 6 	 Batch 2199	LR : 0.00008	Top1 Acc.: 96.719	CLS Loss: 0.116	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.039	PixMix Loss: 1.096	Tot. Loss: 1.155
+2025-09-18 10:09:30,605 INFO Epoch 6 	 Batch 2299	LR : 0.00008	Top1 Acc.: 96.500	CLS Loss: 0.121	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.102	PixMix Loss: 1.084	Tot. Loss: 1.223
+2025-09-18 10:12:35,435 INFO Epoch 6 	 Batch 2399	LR : 0.00008	Top1 Acc.: 96.766	CLS Loss: 0.114	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.096	PixMix Loss: 1.122	Tot. Loss: 1.210
+2025-09-18 10:15:40,237 INFO Epoch 6 	 Batch 2499	LR : 0.00008	Top1 Acc.: 96.609	CLS Loss: 0.125	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.090	PixMix Loss: 1.083	Tot. Loss: 1.216
+2025-09-18 10:18:45,024 INFO Epoch 6 	 Batch 2599	LR : 0.00008	Top1 Acc.: 96.656	CLS Loss: 0.115	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.070	PixMix Loss: 1.047	Tot. Loss: 1.186
+2025-09-18 10:21:49,770 INFO Epoch 6 	 Batch 2699	LR : 0.00008	Top1 Acc.: 96.453	CLS Loss: 0.116	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.057	PixMix Loss: 1.118	Tot. Loss: 1.173
+2025-09-18 10:24:54,306 INFO Epoch 6 	 Batch 2799	LR : 0.00008	Top1 Acc.: 96.391	CLS Loss: 0.116	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.082	PixMix Loss: 1.072	Tot. Loss: 1.198
+2025-09-18 10:27:57,820 INFO Epoch 6 	 Batch 2899	LR : 0.00008	Top1 Acc.: 96.562	CLS Loss: 0.128	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.063	PixMix Loss: 1.015	Tot. Loss: 1.191
+2025-09-18 10:31:02,234 INFO Epoch 6 	 Batch 2999	LR : 0.00008	Top1 Acc.: 96.266	CLS Loss: 0.132	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.110	PixMix Loss: 1.090	Tot. Loss: 1.242
+2025-09-18 10:34:06,848 INFO Epoch 6 	 Batch 3099	LR : 0.00008	Top1 Acc.: 96.359	CLS Loss: 0.122	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.073	PixMix Loss: 1.039	Tot. Loss: 1.195
+2025-09-18 10:37:11,341 INFO Epoch 6 	 Batch 3199	LR : 0.00008	Top1 Acc.: 96.547	CLS Loss: 0.116	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.099	PixMix Loss: 1.062	Tot. Loss: 1.215
+2025-09-18 10:40:15,865 INFO Epoch 6 	 Batch 3299	LR : 0.00008	Top1 Acc.: 96.438	CLS Loss: 0.124	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.096	PixMix Loss: 1.104	Tot. Loss: 1.219
+2025-09-18 10:43:20,425 INFO Epoch 6 	 Batch 3399	LR : 0.00008	Top1 Acc.: 96.484	CLS Loss: 0.122	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.085	PixMix Loss: 1.075	Tot. Loss: 1.207
+2025-09-18 10:46:24,962 INFO Epoch 6 	 Batch 3499	LR : 0.00008	Top1 Acc.: 96.828	CLS Loss: 0.105	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.061	PixMix Loss: 1.055	Tot. Loss: 1.165
+2025-09-18 10:49:29,528 INFO Epoch 6 	 Batch 3599	LR : 0.00008	Top1 Acc.: 96.406	CLS Loss: 0.123	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.020	PixMix Loss: 1.045	Tot. Loss: 1.142
+2025-09-18 10:52:34,101 INFO Epoch 6 	 Batch 3699	LR : 0.00008	Top1 Acc.: 96.594	CLS Loss: 0.121	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.085	PixMix Loss: 1.070	Tot. Loss: 1.206
+2025-09-18 10:55:38,621 INFO Epoch 6 	 Batch 3799	LR : 0.00008	Top1 Acc.: 95.891	CLS Loss: 0.132	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.116	PixMix Loss: 1.098	Tot. Loss: 1.248
+2025-09-18 10:58:43,138 INFO Epoch 6 	 Batch 3899	LR : 0.00008	Top1 Acc.: 96.406	CLS Loss: 0.121	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.096	PixMix Loss: 1.031	Tot. Loss: 1.217
+2025-09-18 11:01:47,732 INFO Epoch 6 	 Batch 3999	LR : 0.00008	Top1 Acc.: 96.906	CLS Loss: 0.105	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.081	PixMix Loss: 1.072	Tot. Loss: 1.186
+2025-09-18 11:04:52,278 INFO Epoch 6 	 Batch 4099	LR : 0.00008	Top1 Acc.: 96.422	CLS Loss: 0.120	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.047	PixMix Loss: 1.106	Tot. Loss: 1.168
+2025-09-18 11:07:56,808 INFO Epoch 6 	 Batch 4199	LR : 0.00008	Top1 Acc.: 96.375	CLS Loss: 0.123	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.055	PixMix Loss: 1.041	Tot. Loss: 1.178
+2025-09-18 11:11:01,374 INFO Epoch 6 	 Batch 4299	LR : 0.00008	Top1 Acc.: 96.875	CLS Loss: 0.116	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.073	PixMix Loss: 1.094	Tot. Loss: 1.189
+2025-09-18 11:14:05,897 INFO Epoch 6 	 Batch 4399	LR : 0.00008	Top1 Acc.: 96.578	CLS Loss: 0.118	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.081	PixMix Loss: 1.075	Tot. Loss: 1.198
+2025-09-18 11:17:10,377 INFO Epoch 6 	 Batch 4499	LR : 0.00008	Top1 Acc.: 96.578	CLS Loss: 0.126	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.077	PixMix Loss: 1.061	Tot. Loss: 1.203
+2025-09-18 11:20:14,929 INFO Epoch 6 	 Batch 4599	LR : 0.00008	Top1 Acc.: 96.391	CLS Loss: 0.120	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.044	PixMix Loss: 1.032	Tot. Loss: 1.164
+2025-09-18 11:23:19,470 INFO Epoch 6 	 Batch 4699	LR : 0.00008	Top1 Acc.: 96.578	CLS Loss: 0.114	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.128	PixMix Loss: 1.049	Tot. Loss: 1.242
+2025-09-18 11:26:23,990 INFO Epoch 6 	 Batch 4799	LR : 0.00008	Top1 Acc.: 96.422	CLS Loss: 0.122	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.005	PixMix Loss: 1.140	Tot. Loss: 1.127
+2025-09-18 11:29:28,645 INFO Epoch 6 	 Batch 4899	LR : 0.00008	Top1 Acc.: 96.609	CLS Loss: 0.126	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.089	PixMix Loss: 1.083	Tot. Loss: 1.215
+2025-09-18 11:32:33,176 INFO Epoch 6 	 Batch 4999	LR : 0.00008	Top1 Acc.: 96.656	CLS Loss: 0.116	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.079	PixMix Loss: 1.052	Tot. Loss: 1.195
+2025-09-18 11:39:44,202 INFO ################## 
+ ---> Validation Epoch 6 (Original Model)	Acc.: 81.678	FPR: 58.607	AUROC: 87.681	AUPR: 61.041	AURC: 46.630	EAURC: 28.714	AUPR Succ.: 96.616	ECE: 6.606	NLL: 7.608	Brier: 26.951
+2025-09-18 11:47:21,082 INFO ################## 
+ ---> Validation Epoch 6 (EMA Model)	Acc.: 81.672	FPR: 58.075	AUROC: 87.730	AUPR: 61.362	AURC: 46.627	EAURC: 28.700	AUPR Succ.: 96.616	ECE: 6.584	NLL: 7.593	Brier: 26.896
+2025-09-18 11:47:21,245 INFO ####### --- Training Epoch 7 --- #######
+2025-09-18 12:08:33,624 INFO Epoch 7 	 Batch 99	LR : 0.00008	Top1 Acc.: 96.531	CLS Loss: 0.118	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.086	PixMix Loss: 1.071	Tot. Loss: 1.204
+2025-09-18 12:11:37,334 INFO Epoch 7 	 Batch 199	LR : 0.00008	Top1 Acc.: 96.750	CLS Loss: 0.111	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.049	PixMix Loss: 1.045	Tot. Loss: 1.159
+2025-09-18 12:14:42,127 INFO Epoch 7 	 Batch 299	LR : 0.00008	Top1 Acc.: 96.438	CLS Loss: 0.119	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.110	PixMix Loss: 1.121	Tot. Loss: 1.229
+2025-09-18 12:17:46,751 INFO Epoch 7 	 Batch 399	LR : 0.00008	Top1 Acc.: 96.797	CLS Loss: 0.116	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.117	PixMix Loss: 1.043	Tot. Loss: 1.233
+2025-09-18 12:20:51,341 INFO Epoch 7 	 Batch 499	LR : 0.00008	Top1 Acc.: 96.328	CLS Loss: 0.126	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.076	PixMix Loss: 1.107	Tot. Loss: 1.201
+2025-09-18 12:23:55,854 INFO Epoch 7 	 Batch 599	LR : 0.00008	Top1 Acc.: 96.406	CLS Loss: 0.129	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.076	PixMix Loss: 1.108	Tot. Loss: 1.204
+2025-09-18 12:27:00,411 INFO Epoch 7 	 Batch 699	LR : 0.00008	Top1 Acc.: 96.250	CLS Loss: 0.122	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.062	PixMix Loss: 1.108	Tot. Loss: 1.184
+2025-09-18 12:30:04,963 INFO Epoch 7 	 Batch 799	LR : 0.00008	Top1 Acc.: 96.453	CLS Loss: 0.128	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.120	PixMix Loss: 1.082	Tot. Loss: 1.248
+2025-09-18 12:33:09,434 INFO Epoch 7 	 Batch 899	LR : 0.00008	Top1 Acc.: 96.531	CLS Loss: 0.119	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.056	PixMix Loss: 1.074	Tot. Loss: 1.174
+2025-09-18 12:36:13,976 INFO Epoch 7 	 Batch 999	LR : 0.00008	Top1 Acc.: 96.609	CLS Loss: 0.117	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.075	PixMix Loss: 1.107	Tot. Loss: 1.192
+2025-09-18 12:39:18,473 INFO Epoch 7 	 Batch 1099	LR : 0.00008	Top1 Acc.: 96.156	CLS Loss: 0.122	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.047	PixMix Loss: 1.089	Tot. Loss: 1.168
+2025-09-18 12:42:23,107 INFO Epoch 7 	 Batch 1199	LR : 0.00008	Top1 Acc.: 96.453	CLS Loss: 0.120	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.085	PixMix Loss: 1.068	Tot. Loss: 1.205
+2025-09-18 12:45:27,648 INFO Epoch 7 	 Batch 1299	LR : 0.00008	Top1 Acc.: 96.750	CLS Loss: 0.118	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.034	PixMix Loss: 1.135	Tot. Loss: 1.152
+2025-09-18 12:48:32,218 INFO Epoch 7 	 Batch 1399	LR : 0.00008	Top1 Acc.: 96.641	CLS Loss: 0.109	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.077	PixMix Loss: 1.080	Tot. Loss: 1.186
+2025-09-18 12:51:36,730 INFO Epoch 7 	 Batch 1499	LR : 0.00008	Top1 Acc.: 96.328	CLS Loss: 0.124	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.084	PixMix Loss: 1.077	Tot. Loss: 1.208
+2025-09-18 12:54:41,254 INFO Epoch 7 	 Batch 1599	LR : 0.00008	Top1 Acc.: 96.469	CLS Loss: 0.123	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.100	PixMix Loss: 1.082	Tot. Loss: 1.222
+2025-09-18 12:57:45,792 INFO Epoch 7 	 Batch 1699	LR : 0.00008	Top1 Acc.: 96.750	CLS Loss: 0.124	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.092	PixMix Loss: 1.051	Tot. Loss: 1.216
+2025-09-18 13:00:50,344 INFO Epoch 7 	 Batch 1799	LR : 0.00008	Top1 Acc.: 96.438	CLS Loss: 0.123	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.085	PixMix Loss: 1.080	Tot. Loss: 1.208
+2025-09-18 13:03:55,117 INFO Epoch 7 	 Batch 1899	LR : 0.00008	Top1 Acc.: 96.188	CLS Loss: 0.123	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.052	PixMix Loss: 1.086	Tot. Loss: 1.175
+2025-09-18 13:06:59,947 INFO Epoch 7 	 Batch 1999	LR : 0.00008	Top1 Acc.: 96.969	CLS Loss: 0.111	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.092	PixMix Loss: 1.064	Tot. Loss: 1.202
+2025-09-18 13:10:04,779 INFO Epoch 7 	 Batch 2099	LR : 0.00008	Top1 Acc.: 96.234	CLS Loss: 0.125	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.153	PixMix Loss: 1.078	Tot. Loss: 1.278
+2025-09-18 13:13:09,637 INFO Epoch 7 	 Batch 2199	LR : 0.00008	Top1 Acc.: 96.672	CLS Loss: 0.114	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.065	PixMix Loss: 1.054	Tot. Loss: 1.179
+2025-09-18 13:16:14,455 INFO Epoch 7 	 Batch 2299	LR : 0.00008	Top1 Acc.: 96.562	CLS Loss: 0.121	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.058	PixMix Loss: 1.116	Tot. Loss: 1.179
+2025-09-18 13:19:19,179 INFO Epoch 7 	 Batch 2399	LR : 0.00008	Top1 Acc.: 96.844	CLS Loss: 0.112	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.075	PixMix Loss: 1.111	Tot. Loss: 1.187
+2025-09-18 13:22:24,059 INFO Epoch 7 	 Batch 2499	LR : 0.00008	Top1 Acc.: 96.531	CLS Loss: 0.126	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.086	PixMix Loss: 1.073	Tot. Loss: 1.212
+2025-09-18 13:25:28,857 INFO Epoch 7 	 Batch 2599	LR : 0.00008	Top1 Acc.: 96.703	CLS Loss: 0.114	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.089	PixMix Loss: 1.097	Tot. Loss: 1.203
+2025-09-18 13:28:33,661 INFO Epoch 7 	 Batch 2699	LR : 0.00008	Top1 Acc.: 96.562	CLS Loss: 0.115	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.051	PixMix Loss: 1.072	Tot. Loss: 1.166
+2025-09-18 13:31:38,440 INFO Epoch 7 	 Batch 2799	LR : 0.00008	Top1 Acc.: 96.484	CLS Loss: 0.115	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.089	PixMix Loss: 1.124	Tot. Loss: 1.203
+2025-09-18 13:34:42,531 INFO Epoch 7 	 Batch 2899	LR : 0.00008	Top1 Acc.: 96.469	CLS Loss: 0.126	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.082	PixMix Loss: 1.089	Tot. Loss: 1.207
+2025-09-18 13:37:47,229 INFO Epoch 7 	 Batch 2999	LR : 0.00008	Top1 Acc.: 96.203	CLS Loss: 0.130	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.061	PixMix Loss: 1.121	Tot. Loss: 1.191
+2025-09-18 13:40:51,802 INFO Epoch 7 	 Batch 3099	LR : 0.00008	Top1 Acc.: 96.422	CLS Loss: 0.121	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.118	PixMix Loss: 1.086	Tot. Loss: 1.239
+2025-09-18 13:43:56,337 INFO Epoch 7 	 Batch 3199	LR : 0.00008	Top1 Acc.: 96.703	CLS Loss: 0.112	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.057	PixMix Loss: 1.062	Tot. Loss: 1.169
+2025-09-18 13:47:00,848 INFO Epoch 7 	 Batch 3299	LR : 0.00008	Top1 Acc.: 96.594	CLS Loss: 0.121	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.084	PixMix Loss: 1.117	Tot. Loss: 1.204
+2025-09-18 13:50:05,436 INFO Epoch 7 	 Batch 3399	LR : 0.00007	Top1 Acc.: 96.438	CLS Loss: 0.119	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.098	PixMix Loss: 1.063	Tot. Loss: 1.217
+2025-09-18 13:53:09,967 INFO Epoch 7 	 Batch 3499	LR : 0.00007	Top1 Acc.: 96.891	CLS Loss: 0.103	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.080	PixMix Loss: 1.070	Tot. Loss: 1.183
+2025-09-18 13:56:14,486 INFO Epoch 7 	 Batch 3599	LR : 0.00007	Top1 Acc.: 96.516	CLS Loss: 0.119	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.046	PixMix Loss: 1.104	Tot. Loss: 1.166
+2025-09-18 13:59:19,009 INFO Epoch 7 	 Batch 3699	LR : 0.00007	Top1 Acc.: 96.594	CLS Loss: 0.120	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.101	PixMix Loss: 1.064	Tot. Loss: 1.221
+2025-09-18 14:02:23,646 INFO Epoch 7 	 Batch 3799	LR : 0.00007	Top1 Acc.: 95.875	CLS Loss: 0.129	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.056	PixMix Loss: 1.078	Tot. Loss: 1.185
+2025-09-18 14:05:28,244 INFO Epoch 7 	 Batch 3899	LR : 0.00007	Top1 Acc.: 96.406	CLS Loss: 0.119	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.114	PixMix Loss: 1.056	Tot. Loss: 1.233
+2025-09-18 14:08:32,818 INFO Epoch 7 	 Batch 3999	LR : 0.00007	Top1 Acc.: 97.078	CLS Loss: 0.105	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.087	PixMix Loss: 1.077	Tot. Loss: 1.192
+2025-09-18 14:11:37,353 INFO Epoch 7 	 Batch 4099	LR : 0.00007	Top1 Acc.: 96.406	CLS Loss: 0.121	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.083	PixMix Loss: 1.112	Tot. Loss: 1.204
+2025-09-18 14:14:41,933 INFO Epoch 7 	 Batch 4199	LR : 0.00007	Top1 Acc.: 96.500	CLS Loss: 0.123	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.102	PixMix Loss: 1.048	Tot. Loss: 1.225
+2025-09-18 14:17:46,505 INFO Epoch 7 	 Batch 4299	LR : 0.00007	Top1 Acc.: 96.781	CLS Loss: 0.115	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.044	PixMix Loss: 1.134	Tot. Loss: 1.159
+2025-09-18 14:20:51,127 INFO Epoch 7 	 Batch 4399	LR : 0.00007	Top1 Acc.: 96.594	CLS Loss: 0.117	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.075	PixMix Loss: 1.088	Tot. Loss: 1.192
+2025-09-18 14:23:55,682 INFO Epoch 7 	 Batch 4499	LR : 0.00007	Top1 Acc.: 96.641	CLS Loss: 0.123	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.080	PixMix Loss: 1.119	Tot. Loss: 1.203
+2025-09-18 14:27:00,233 INFO Epoch 7 	 Batch 4599	LR : 0.00007	Top1 Acc.: 96.531	CLS Loss: 0.118	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.080	PixMix Loss: 1.058	Tot. Loss: 1.198
+2025-09-18 14:30:04,834 INFO Epoch 7 	 Batch 4699	LR : 0.00007	Top1 Acc.: 96.594	CLS Loss: 0.112	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.114	PixMix Loss: 1.093	Tot. Loss: 1.226
+2025-09-18 14:33:09,381 INFO Epoch 7 	 Batch 4799	LR : 0.00007	Top1 Acc.: 96.484	CLS Loss: 0.120	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.099	PixMix Loss: 1.091	Tot. Loss: 1.219
+2025-09-18 14:36:13,931 INFO Epoch 7 	 Batch 4899	LR : 0.00007	Top1 Acc.: 96.547	CLS Loss: 0.124	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.093	PixMix Loss: 1.073	Tot. Loss: 1.218
+2025-09-18 14:39:18,467 INFO Epoch 7 	 Batch 4999	LR : 0.00007	Top1 Acc.: 96.672	CLS Loss: 0.114	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.072	PixMix Loss: 1.030	Tot. Loss: 1.186
+2025-09-18 14:46:41,189 INFO ################## 
+ ---> Validation Epoch 7 (Original Model)	Acc.: 81.644	FPR: 58.466	AUROC: 87.722	AUPR: 61.156	AURC: 46.541	EAURC: 28.556	AUPR Succ.: 96.634	ECE: 6.674	NLL: 7.624	Brier: 26.994
+2025-09-18 14:53:58,055 INFO ################## 
+ ---> Validation Epoch 7 (EMA Model)	Acc.: 81.666	FPR: 58.122	AUROC: 87.726	AUPR: 61.256	AURC: 46.534	EAURC: 28.595	AUPR Succ.: 96.629	ECE: 6.637	NLL: 7.607	Brier: 26.945
+2025-09-18 14:53:58,105 INFO ####### --- Training Epoch 8 --- #######
+2025-09-18 15:14:29,689 INFO Epoch 8 	 Batch 99	LR : 0.00007	Top1 Acc.: 96.625	CLS Loss: 0.117	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.017	PixMix Loss: 1.098	Tot. Loss: 1.133
+2025-09-18 15:17:33,439 INFO Epoch 8 	 Batch 199	LR : 0.00007	Top1 Acc.: 96.766	CLS Loss: 0.109	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.112	PixMix Loss: 1.083	Tot. Loss: 1.221
+2025-09-18 15:20:38,292 INFO Epoch 8 	 Batch 299	LR : 0.00007	Top1 Acc.: 96.484	CLS Loss: 0.117	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.080	PixMix Loss: 1.079	Tot. Loss: 1.198
+2025-09-18 15:23:42,884 INFO Epoch 8 	 Batch 399	LR : 0.00007	Top1 Acc.: 96.812	CLS Loss: 0.115	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.130	PixMix Loss: 1.079	Tot. Loss: 1.245
+2025-09-18 15:26:47,482 INFO Epoch 8 	 Batch 499	LR : 0.00007	Top1 Acc.: 96.375	CLS Loss: 0.124	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.091	PixMix Loss: 1.083	Tot. Loss: 1.215
+2025-09-18 15:29:51,983 INFO Epoch 8 	 Batch 599	LR : 0.00007	Top1 Acc.: 96.406	CLS Loss: 0.127	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.082	PixMix Loss: 1.105	Tot. Loss: 1.210
+2025-09-18 15:32:56,522 INFO Epoch 8 	 Batch 699	LR : 0.00007	Top1 Acc.: 96.219	CLS Loss: 0.121	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.107	PixMix Loss: 1.074	Tot. Loss: 1.228
+2025-09-18 15:36:01,123 INFO Epoch 8 	 Batch 799	LR : 0.00007	Top1 Acc.: 96.562	CLS Loss: 0.127	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.089	PixMix Loss: 1.113	Tot. Loss: 1.216
+2025-09-18 15:39:05,716 INFO Epoch 8 	 Batch 899	LR : 0.00007	Top1 Acc.: 96.547	CLS Loss: 0.116	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.076	PixMix Loss: 1.121	Tot. Loss: 1.192
+2025-09-18 15:42:10,228 INFO Epoch 8 	 Batch 999	LR : 0.00007	Top1 Acc.: 96.750	CLS Loss: 0.114	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.094	PixMix Loss: 1.064	Tot. Loss: 1.208
+2025-09-18 15:45:14,832 INFO Epoch 8 	 Batch 1099	LR : 0.00007	Top1 Acc.: 96.297	CLS Loss: 0.119	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.068	PixMix Loss: 1.056	Tot. Loss: 1.187
+2025-09-18 15:48:19,389 INFO Epoch 8 	 Batch 1199	LR : 0.00007	Top1 Acc.: 96.562	CLS Loss: 0.117	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.047	PixMix Loss: 1.058	Tot. Loss: 1.164
+2025-09-18 15:51:23,946 INFO Epoch 8 	 Batch 1299	LR : 0.00007	Top1 Acc.: 96.594	CLS Loss: 0.116	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.098	PixMix Loss: 1.088	Tot. Loss: 1.214
+2025-09-18 15:54:28,412 INFO Epoch 8 	 Batch 1399	LR : 0.00007	Top1 Acc.: 96.875	CLS Loss: 0.106	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.059	PixMix Loss: 1.024	Tot. Loss: 1.164
+2025-09-18 15:57:32,943 INFO Epoch 8 	 Batch 1499	LR : 0.00007	Top1 Acc.: 96.547	CLS Loss: 0.121	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.113	PixMix Loss: 1.087	Tot. Loss: 1.234
+2025-09-18 16:00:37,560 INFO Epoch 8 	 Batch 1599	LR : 0.00007	Top1 Acc.: 96.547	CLS Loss: 0.120	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.108	PixMix Loss: 1.069	Tot. Loss: 1.228
+2025-09-18 16:03:42,105 INFO Epoch 8 	 Batch 1699	LR : 0.00007	Top1 Acc.: 96.781	CLS Loss: 0.122	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.099	PixMix Loss: 1.064	Tot. Loss: 1.221
+2025-09-18 16:06:46,678 INFO Epoch 8 	 Batch 1799	LR : 0.00007	Top1 Acc.: 96.547	CLS Loss: 0.122	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.010	PixMix Loss: 1.076	Tot. Loss: 1.132
+2025-09-18 16:09:51,393 INFO Epoch 8 	 Batch 1899	LR : 0.00007	Top1 Acc.: 96.172	CLS Loss: 0.122	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.126	PixMix Loss: 1.088	Tot. Loss: 1.248
+2025-09-18 16:12:56,133 INFO Epoch 8 	 Batch 1999	LR : 0.00007	Top1 Acc.: 96.844	CLS Loss: 0.110	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.059	PixMix Loss: 1.060	Tot. Loss: 1.169
+2025-09-18 16:16:01,006 INFO Epoch 8 	 Batch 2099	LR : 0.00007	Top1 Acc.: 96.312	CLS Loss: 0.124	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.044	PixMix Loss: 1.105	Tot. Loss: 1.168
+2025-09-18 16:19:05,790 INFO Epoch 8 	 Batch 2199	LR : 0.00007	Top1 Acc.: 96.812	CLS Loss: 0.113	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.113	PixMix Loss: 1.057	Tot. Loss: 1.225
+2025-09-18 16:22:10,544 INFO Epoch 8 	 Batch 2299	LR : 0.00007	Top1 Acc.: 96.562	CLS Loss: 0.118	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.048	PixMix Loss: 1.043	Tot. Loss: 1.166
+2025-09-18 16:25:15,309 INFO Epoch 8 	 Batch 2399	LR : 0.00007	Top1 Acc.: 96.969	CLS Loss: 0.111	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.037	PixMix Loss: 1.045	Tot. Loss: 1.148
+2025-09-18 16:28:20,065 INFO Epoch 8 	 Batch 2499	LR : 0.00007	Top1 Acc.: 96.766	CLS Loss: 0.124	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.086	PixMix Loss: 1.063	Tot. Loss: 1.210
+2025-09-18 16:31:24,957 INFO Epoch 8 	 Batch 2599	LR : 0.00007	Top1 Acc.: 96.672	CLS Loss: 0.113	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.117	PixMix Loss: 1.109	Tot. Loss: 1.230
+2025-09-18 16:34:29,688 INFO Epoch 8 	 Batch 2699	LR : 0.00007	Top1 Acc.: 96.734	CLS Loss: 0.112	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.065	PixMix Loss: 1.084	Tot. Loss: 1.176
+2025-09-18 16:37:34,449 INFO Epoch 8 	 Batch 2799	LR : 0.00007	Top1 Acc.: 96.484	CLS Loss: 0.113	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.067	PixMix Loss: 1.050	Tot. Loss: 1.180
+2025-09-18 16:40:38,573 INFO Epoch 8 	 Batch 2899	LR : 0.00007	Top1 Acc.: 96.609	CLS Loss: 0.124	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.105	PixMix Loss: 1.100	Tot. Loss: 1.229
+2025-09-18 16:43:43,033 INFO Epoch 8 	 Batch 2999	LR : 0.00007	Top1 Acc.: 96.406	CLS Loss: 0.130	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.082	PixMix Loss: 1.108	Tot. Loss: 1.212
+2025-09-18 16:46:47,761 INFO Epoch 8 	 Batch 3099	LR : 0.00007	Top1 Acc.: 96.422	CLS Loss: 0.118	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.064	PixMix Loss: 1.111	Tot. Loss: 1.182
+2025-09-18 16:49:52,358 INFO Epoch 8 	 Batch 3199	LR : 0.00007	Top1 Acc.: 96.688	CLS Loss: 0.113	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.089	PixMix Loss: 1.012	Tot. Loss: 1.202
+2025-09-18 16:52:57,124 INFO Epoch 8 	 Batch 3299	LR : 0.00007	Top1 Acc.: 96.688	CLS Loss: 0.118	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.074	PixMix Loss: 1.105	Tot. Loss: 1.192
+2025-09-18 16:56:01,655 INFO Epoch 8 	 Batch 3399	LR : 0.00007	Top1 Acc.: 96.594	CLS Loss: 0.118	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.043	PixMix Loss: 1.055	Tot. Loss: 1.161
+2025-09-18 16:59:06,136 INFO Epoch 8 	 Batch 3499	LR : 0.00007	Top1 Acc.: 96.922	CLS Loss: 0.103	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.045	PixMix Loss: 1.102	Tot. Loss: 1.148
+2025-09-18 17:02:10,710 INFO Epoch 8 	 Batch 3599	LR : 0.00007	Top1 Acc.: 96.562	CLS Loss: 0.117	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.073	PixMix Loss: 1.092	Tot. Loss: 1.189
+2025-09-18 17:05:15,308 INFO Epoch 8 	 Batch 3699	LR : 0.00007	Top1 Acc.: 96.719	CLS Loss: 0.118	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.053	PixMix Loss: 1.098	Tot. Loss: 1.171
+2025-09-18 17:08:19,908 INFO Epoch 8 	 Batch 3799	LR : 0.00007	Top1 Acc.: 96.000	CLS Loss: 0.127	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.114	PixMix Loss: 1.116	Tot. Loss: 1.241
+2025-09-18 17:11:24,457 INFO Epoch 8 	 Batch 3899	LR : 0.00007	Top1 Acc.: 96.344	CLS Loss: 0.118	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.080	PixMix Loss: 1.085	Tot. Loss: 1.197
+2025-09-18 17:14:29,013 INFO Epoch 8 	 Batch 3999	LR : 0.00007	Top1 Acc.: 97.062	CLS Loss: 0.103	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.060	PixMix Loss: 1.070	Tot. Loss: 1.162
+2025-09-18 17:17:33,601 INFO Epoch 8 	 Batch 4099	LR : 0.00007	Top1 Acc.: 96.594	CLS Loss: 0.118	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.120	PixMix Loss: 1.076	Tot. Loss: 1.238
+2025-09-18 17:20:38,152 INFO Epoch 8 	 Batch 4199	LR : 0.00007	Top1 Acc.: 96.422	CLS Loss: 0.121	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.125	PixMix Loss: 1.038	Tot. Loss: 1.246
+2025-09-18 17:23:42,684 INFO Epoch 8 	 Batch 4299	LR : 0.00007	Top1 Acc.: 96.891	CLS Loss: 0.112	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.079	PixMix Loss: 1.098	Tot. Loss: 1.191
+2025-09-18 17:26:47,301 INFO Epoch 8 	 Batch 4399	LR : 0.00007	Top1 Acc.: 96.547	CLS Loss: 0.115	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.103	PixMix Loss: 1.068	Tot. Loss: 1.219
+2025-09-18 17:29:51,884 INFO Epoch 8 	 Batch 4499	LR : 0.00007	Top1 Acc.: 96.500	CLS Loss: 0.122	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.087	PixMix Loss: 1.088	Tot. Loss: 1.209
+2025-09-18 17:32:56,390 INFO Epoch 8 	 Batch 4599	LR : 0.00007	Top1 Acc.: 96.469	CLS Loss: 0.118	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.126	PixMix Loss: 1.077	Tot. Loss: 1.243
+2025-09-18 17:36:00,993 INFO Epoch 8 	 Batch 4699	LR : 0.00007	Top1 Acc.: 96.641	CLS Loss: 0.111	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.039	PixMix Loss: 1.072	Tot. Loss: 1.151
+2025-09-18 17:39:05,547 INFO Epoch 8 	 Batch 4799	LR : 0.00007	Top1 Acc.: 96.516	CLS Loss: 0.120	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.041	PixMix Loss: 1.054	Tot. Loss: 1.160
+2025-09-18 17:42:10,094 INFO Epoch 8 	 Batch 4899	LR : 0.00007	Top1 Acc.: 96.641	CLS Loss: 0.125	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.059	PixMix Loss: 1.072	Tot. Loss: 1.184
+2025-09-18 17:45:14,607 INFO Epoch 8 	 Batch 4999	LR : 0.00007	Top1 Acc.: 96.672	CLS Loss: 0.114	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.068	PixMix Loss: 1.068	Tot. Loss: 1.181
+2025-09-18 17:51:45,822 INFO ################## 
+ ---> Validation Epoch 8 (Original Model)	Acc.: 81.596	FPR: 58.313	AUROC: 87.787	AUPR: 61.432	AURC: 46.517	EAURC: 28.435	AUPR Succ.: 96.646	ECE: 6.774	NLL: 7.634	Brier: 27.020
+2025-09-18 17:58:22,519 INFO ################## 
+ ---> Validation Epoch 8 (EMA Model)	Acc.: 81.658	FPR: 58.173	AUROC: 87.732	AUPR: 61.242	AURC: 46.463	EAURC: 28.507	AUPR Succ.: 96.640	ECE: 6.691	NLL: 7.619	Brier: 26.980
+2025-09-18 17:58:22,614 INFO ####### --- Training Epoch 9 --- #######
+2025-09-18 18:16:26,841 INFO Epoch 9 	 Batch 99	LR : 0.00007	Top1 Acc.: 96.656	CLS Loss: 0.115	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.107	PixMix Loss: 1.037	Tot. Loss: 1.222
+2025-09-18 18:19:30,952 INFO Epoch 9 	 Batch 199	LR : 0.00007	Top1 Acc.: 97.031	CLS Loss: 0.107	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.058	PixMix Loss: 1.071	Tot. Loss: 1.165
+2025-09-18 18:22:35,814 INFO Epoch 9 	 Batch 299	LR : 0.00007	Top1 Acc.: 96.641	CLS Loss: 0.114	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.070	PixMix Loss: 1.086	Tot. Loss: 1.184
+2025-09-18 18:25:40,340 INFO Epoch 9 	 Batch 399	LR : 0.00006	Top1 Acc.: 96.859	CLS Loss: 0.113	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.081	PixMix Loss: 1.070	Tot. Loss: 1.195
+2025-09-18 18:28:44,925 INFO Epoch 9 	 Batch 499	LR : 0.00006	Top1 Acc.: 96.375	CLS Loss: 0.122	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.044	PixMix Loss: 1.088	Tot. Loss: 1.165
+2025-09-18 18:31:49,527 INFO Epoch 9 	 Batch 599	LR : 0.00006	Top1 Acc.: 96.484	CLS Loss: 0.124	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.104	PixMix Loss: 1.084	Tot. Loss: 1.228
+2025-09-18 18:34:54,109 INFO Epoch 9 	 Batch 699	LR : 0.00006	Top1 Acc.: 96.250	CLS Loss: 0.118	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.107	PixMix Loss: 1.036	Tot. Loss: 1.225
+2025-09-18 18:37:58,653 INFO Epoch 9 	 Batch 799	LR : 0.00006	Top1 Acc.: 96.641	CLS Loss: 0.126	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.132	PixMix Loss: 1.072	Tot. Loss: 1.258
+2025-09-18 18:41:03,226 INFO Epoch 9 	 Batch 899	LR : 0.00006	Top1 Acc.: 96.656	CLS Loss: 0.115	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.119	PixMix Loss: 1.116	Tot. Loss: 1.234
+2025-09-18 18:44:07,801 INFO Epoch 9 	 Batch 999	LR : 0.00006	Top1 Acc.: 96.703	CLS Loss: 0.113	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.066	PixMix Loss: 1.086	Tot. Loss: 1.180
+2025-09-18 18:47:12,400 INFO Epoch 9 	 Batch 1099	LR : 0.00006	Top1 Acc.: 96.250	CLS Loss: 0.120	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.096	PixMix Loss: 1.103	Tot. Loss: 1.216
+2025-09-18 18:50:16,945 INFO Epoch 9 	 Batch 1199	LR : 0.00006	Top1 Acc.: 96.562	CLS Loss: 0.115	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.064	PixMix Loss: 1.072	Tot. Loss: 1.179
+2025-09-18 18:53:21,451 INFO Epoch 9 	 Batch 1299	LR : 0.00006	Top1 Acc.: 96.734	CLS Loss: 0.115	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.075	PixMix Loss: 1.076	Tot. Loss: 1.190
+2025-09-18 18:56:25,985 INFO Epoch 9 	 Batch 1399	LR : 0.00006	Top1 Acc.: 96.781	CLS Loss: 0.106	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.089	PixMix Loss: 1.095	Tot. Loss: 1.195
+2025-09-18 18:59:30,534 INFO Epoch 9 	 Batch 1499	LR : 0.00006	Top1 Acc.: 96.562	CLS Loss: 0.119	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.082	PixMix Loss: 1.080	Tot. Loss: 1.202
+2025-09-18 19:02:35,074 INFO Epoch 9 	 Batch 1599	LR : 0.00006	Top1 Acc.: 96.609	CLS Loss: 0.119	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.123	PixMix Loss: 1.051	Tot. Loss: 1.242
+2025-09-18 19:05:39,556 INFO Epoch 9 	 Batch 1699	LR : 0.00006	Top1 Acc.: 96.688	CLS Loss: 0.122	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.055	PixMix Loss: 1.047	Tot. Loss: 1.176
+2025-09-18 19:08:44,113 INFO Epoch 9 	 Batch 1799	LR : 0.00006	Top1 Acc.: 96.281	CLS Loss: 0.121	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.143	PixMix Loss: 1.079	Tot. Loss: 1.264
+2025-09-18 19:11:48,640 INFO Epoch 9 	 Batch 1899	LR : 0.00006	Top1 Acc.: 96.312	CLS Loss: 0.120	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.057	PixMix Loss: 1.097	Tot. Loss: 1.176
+2025-09-18 19:14:53,184 INFO Epoch 9 	 Batch 1999	LR : 0.00006	Top1 Acc.: 96.938	CLS Loss: 0.110	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.111	PixMix Loss: 1.074	Tot. Loss: 1.221
+2025-09-18 19:17:57,950 INFO Epoch 9 	 Batch 2099	LR : 0.00006	Top1 Acc.: 96.297	CLS Loss: 0.123	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.092	PixMix Loss: 1.084	Tot. Loss: 1.215
+2025-09-18 19:21:02,776 INFO Epoch 9 	 Batch 2199	LR : 0.00006	Top1 Acc.: 96.766	CLS Loss: 0.111	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.111	PixMix Loss: 1.096	Tot. Loss: 1.223
+2025-09-18 19:24:07,612 INFO Epoch 9 	 Batch 2299	LR : 0.00006	Top1 Acc.: 96.766	CLS Loss: 0.117	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.033	PixMix Loss: 1.100	Tot. Loss: 1.150
+2025-09-18 19:27:12,451 INFO Epoch 9 	 Batch 2399	LR : 0.00006	Top1 Acc.: 96.984	CLS Loss: 0.110	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.067	PixMix Loss: 1.069	Tot. Loss: 1.177
+2025-09-18 19:30:17,225 INFO Epoch 9 	 Batch 2499	LR : 0.00006	Top1 Acc.: 96.781	CLS Loss: 0.122	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.090	PixMix Loss: 1.110	Tot. Loss: 1.213
+2025-09-18 19:33:22,124 INFO Epoch 9 	 Batch 2599	LR : 0.00006	Top1 Acc.: 96.766	CLS Loss: 0.111	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.092	PixMix Loss: 1.094	Tot. Loss: 1.202
+2025-09-18 19:36:26,968 INFO Epoch 9 	 Batch 2699	LR : 0.00006	Top1 Acc.: 96.703	CLS Loss: 0.111	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.055	PixMix Loss: 1.140	Tot. Loss: 1.165
+2025-09-18 19:39:31,798 INFO Epoch 9 	 Batch 2799	LR : 0.00006	Top1 Acc.: 96.562	CLS Loss: 0.113	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.102	PixMix Loss: 1.100	Tot. Loss: 1.216
+2025-09-18 19:42:36,619 INFO Epoch 9 	 Batch 2899	LR : 0.00006	Top1 Acc.: 96.766	CLS Loss: 0.123	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.062	PixMix Loss: 1.085	Tot. Loss: 1.185
+2025-09-18 19:45:40,458 INFO Epoch 9 	 Batch 2999	LR : 0.00006	Top1 Acc.: 96.266	CLS Loss: 0.127	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.092	PixMix Loss: 1.077	Tot. Loss: 1.219
+2025-09-18 19:48:44,512 INFO Epoch 9 	 Batch 3099	LR : 0.00006	Top1 Acc.: 96.391	CLS Loss: 0.118	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.041	PixMix Loss: 1.112	Tot. Loss: 1.159
+2025-09-18 19:51:49,327 INFO Epoch 9 	 Batch 3199	LR : 0.00006	Top1 Acc.: 96.625	CLS Loss: 0.112	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.072	PixMix Loss: 1.065	Tot. Loss: 1.183
+2025-09-18 19:54:53,875 INFO Epoch 9 	 Batch 3299	LR : 0.00006	Top1 Acc.: 96.578	CLS Loss: 0.119	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.112	PixMix Loss: 1.092	Tot. Loss: 1.231
+2025-09-18 19:57:58,469 INFO Epoch 9 	 Batch 3399	LR : 0.00006	Top1 Acc.: 96.625	CLS Loss: 0.116	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.077	PixMix Loss: 1.102	Tot. Loss: 1.194
+2025-09-18 20:01:03,056 INFO Epoch 9 	 Batch 3499	LR : 0.00006	Top1 Acc.: 97.203	CLS Loss: 0.100	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.077	PixMix Loss: 1.091	Tot. Loss: 1.177
+2025-09-18 20:04:07,645 INFO Epoch 9 	 Batch 3599	LR : 0.00006	Top1 Acc.: 96.484	CLS Loss: 0.116	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.075	PixMix Loss: 1.088	Tot. Loss: 1.190
+2025-09-18 20:07:12,218 INFO Epoch 9 	 Batch 3699	LR : 0.00006	Top1 Acc.: 96.609	CLS Loss: 0.118	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.076	PixMix Loss: 1.054	Tot. Loss: 1.194
+2025-09-18 20:10:16,773 INFO Epoch 9 	 Batch 3799	LR : 0.00006	Top1 Acc.: 95.922	CLS Loss: 0.126	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.085	PixMix Loss: 1.085	Tot. Loss: 1.211
+2025-09-18 20:13:21,381 INFO Epoch 9 	 Batch 3899	LR : 0.00006	Top1 Acc.: 96.641	CLS Loss: 0.116	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.062	PixMix Loss: 1.144	Tot. Loss: 1.178
+2025-09-18 20:16:25,963 INFO Epoch 9 	 Batch 3999	LR : 0.00006	Top1 Acc.: 97.125	CLS Loss: 0.102	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.061	PixMix Loss: 1.039	Tot. Loss: 1.163
+2025-09-18 20:19:30,477 INFO Epoch 9 	 Batch 4099	LR : 0.00006	Top1 Acc.: 96.562	CLS Loss: 0.117	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.074	PixMix Loss: 1.045	Tot. Loss: 1.191
+2025-09-18 20:22:34,950 INFO Epoch 9 	 Batch 4199	LR : 0.00006	Top1 Acc.: 96.406	CLS Loss: 0.119	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.090	PixMix Loss: 1.079	Tot. Loss: 1.210
+2025-09-18 20:25:39,458 INFO Epoch 9 	 Batch 4299	LR : 0.00006	Top1 Acc.: 96.984	CLS Loss: 0.113	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.072	PixMix Loss: 1.074	Tot. Loss: 1.184
+2025-09-18 20:28:44,175 INFO Epoch 9 	 Batch 4399	LR : 0.00006	Top1 Acc.: 96.562	CLS Loss: 0.114	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.103	PixMix Loss: 1.080	Tot. Loss: 1.217
+2025-09-18 20:31:48,735 INFO Epoch 9 	 Batch 4499	LR : 0.00006	Top1 Acc.: 96.609	CLS Loss: 0.121	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.101	PixMix Loss: 1.069	Tot. Loss: 1.222
+2025-09-18 20:34:53,342 INFO Epoch 9 	 Batch 4599	LR : 0.00006	Top1 Acc.: 96.500	CLS Loss: 0.116	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.142	PixMix Loss: 1.071	Tot. Loss: 1.258
+2025-09-18 20:37:57,931 INFO Epoch 9 	 Batch 4699	LR : 0.00006	Top1 Acc.: 96.672	CLS Loss: 0.109	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.072	PixMix Loss: 1.089	Tot. Loss: 1.181
+2025-09-18 20:41:02,517 INFO Epoch 9 	 Batch 4799	LR : 0.00006	Top1 Acc.: 96.594	CLS Loss: 0.118	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.099	PixMix Loss: 1.084	Tot. Loss: 1.216
+2025-09-18 20:44:07,064 INFO Epoch 9 	 Batch 4899	LR : 0.00006	Top1 Acc.: 96.609	CLS Loss: 0.122	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.091	PixMix Loss: 1.063	Tot. Loss: 1.213
+2025-09-18 20:47:11,640 INFO Epoch 9 	 Batch 4999	LR : 0.00006	Top1 Acc.: 96.703	CLS Loss: 0.112	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.069	PixMix Loss: 1.041	Tot. Loss: 1.181
+2025-09-18 20:54:05,055 INFO ################## 
+ ---> Validation Epoch 9 (Original Model)	Acc.: 81.648	FPR: 58.631	AUROC: 87.705	AUPR: 61.013	AURC: 46.439	EAURC: 28.463	AUPR Succ.: 96.646	ECE: 6.774	NLL: 7.644	Brier: 27.046
+2025-09-18 21:00:24,290 INFO ################## 
+ ---> Validation Epoch 9 (EMA Model)	Acc.: 81.638	FPR: 58.360	AUROC: 87.743	AUPR: 61.254	AURC: 46.439	EAURC: 28.443	AUPR Succ.: 96.647	ECE: 6.732	NLL: 7.632	Brier: 27.014
+2025-09-18 21:00:24,333 INFO ####### --- Training Epoch 10 --- #######
+2025-09-18 21:18:53,445 INFO Epoch 10 	 Batch 99	LR : 0.00006	Top1 Acc.: 96.703	CLS Loss: 0.114	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.112	PixMix Loss: 1.073	Tot. Loss: 1.227
+2025-09-18 21:21:57,276 INFO Epoch 10 	 Batch 199	LR : 0.00006	Top1 Acc.: 96.906	CLS Loss: 0.107	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.077	PixMix Loss: 1.080	Tot. Loss: 1.184
+2025-09-18 21:25:02,224 INFO Epoch 10 	 Batch 299	LR : 0.00006	Top1 Acc.: 96.641	CLS Loss: 0.113	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.077	PixMix Loss: 1.095	Tot. Loss: 1.190
+2025-09-18 21:28:06,726 INFO Epoch 10 	 Batch 399	LR : 0.00006	Top1 Acc.: 97.016	CLS Loss: 0.112	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.082	PixMix Loss: 1.095	Tot. Loss: 1.193
+2025-09-18 21:31:11,288 INFO Epoch 10 	 Batch 499	LR : 0.00006	Top1 Acc.: 96.469	CLS Loss: 0.121	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.135	PixMix Loss: 1.082	Tot. Loss: 1.256
+2025-09-18 21:34:15,839 INFO Epoch 10 	 Batch 599	LR : 0.00006	Top1 Acc.: 96.547	CLS Loss: 0.124	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.108	PixMix Loss: 1.099	Tot. Loss: 1.231
+2025-09-18 21:37:20,426 INFO Epoch 10 	 Batch 699	LR : 0.00006	Top1 Acc.: 96.219	CLS Loss: 0.117	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.105	PixMix Loss: 1.057	Tot. Loss: 1.221
+2025-09-18 21:40:24,938 INFO Epoch 10 	 Batch 799	LR : 0.00006	Top1 Acc.: 96.578	CLS Loss: 0.124	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.079	PixMix Loss: 1.087	Tot. Loss: 1.203
+2025-09-18 21:43:29,476 INFO Epoch 10 	 Batch 899	LR : 0.00006	Top1 Acc.: 96.656	CLS Loss: 0.114	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.102	PixMix Loss: 1.106	Tot. Loss: 1.216
+2025-09-18 21:46:33,981 INFO Epoch 10 	 Batch 999	LR : 0.00006	Top1 Acc.: 96.719	CLS Loss: 0.113	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.120	PixMix Loss: 1.091	Tot. Loss: 1.233
+2025-09-18 21:49:38,598 INFO Epoch 10 	 Batch 1099	LR : 0.00006	Top1 Acc.: 96.375	CLS Loss: 0.117	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.061	PixMix Loss: 1.114	Tot. Loss: 1.178
+2025-09-18 21:52:43,157 INFO Epoch 10 	 Batch 1199	LR : 0.00006	Top1 Acc.: 96.594	CLS Loss: 0.115	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.089	PixMix Loss: 1.095	Tot. Loss: 1.205
+2025-09-18 21:55:47,706 INFO Epoch 10 	 Batch 1299	LR : 0.00006	Top1 Acc.: 96.688	CLS Loss: 0.113	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.102	PixMix Loss: 1.096	Tot. Loss: 1.215
+2025-09-18 21:58:52,298 INFO Epoch 10 	 Batch 1399	LR : 0.00006	Top1 Acc.: 96.734	CLS Loss: 0.105	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.042	PixMix Loss: 1.013	Tot. Loss: 1.147
+2025-09-18 22:01:56,749 INFO Epoch 10 	 Batch 1499	LR : 0.00006	Top1 Acc.: 96.625	CLS Loss: 0.119	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.093	PixMix Loss: 1.069	Tot. Loss: 1.212
+2025-09-18 22:05:01,340 INFO Epoch 10 	 Batch 1599	LR : 0.00006	Top1 Acc.: 96.484	CLS Loss: 0.118	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.070	PixMix Loss: 1.100	Tot. Loss: 1.188
+2025-09-18 22:08:05,980 INFO Epoch 10 	 Batch 1699	LR : 0.00006	Top1 Acc.: 96.797	CLS Loss: 0.120	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.065	PixMix Loss: 1.083	Tot. Loss: 1.186
+2025-09-18 22:11:10,513 INFO Epoch 10 	 Batch 1799	LR : 0.00006	Top1 Acc.: 96.500	CLS Loss: 0.118	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.095	PixMix Loss: 1.078	Tot. Loss: 1.214
+2025-09-18 22:14:15,078 INFO Epoch 10 	 Batch 1899	LR : 0.00005	Top1 Acc.: 96.422	CLS Loss: 0.118	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.031	PixMix Loss: 1.096	Tot. Loss: 1.149
+2025-09-18 22:17:19,610 INFO Epoch 10 	 Batch 1999	LR : 0.00005	Top1 Acc.: 97.047	CLS Loss: 0.109	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.071	PixMix Loss: 1.061	Tot. Loss: 1.180
+2025-09-18 22:20:24,148 INFO Epoch 10 	 Batch 2099	LR : 0.00005	Top1 Acc.: 96.484	CLS Loss: 0.122	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.091	PixMix Loss: 1.112	Tot. Loss: 1.213
+2025-09-18 22:23:28,913 INFO Epoch 10 	 Batch 2199	LR : 0.00005	Top1 Acc.: 96.812	CLS Loss: 0.110	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.033	PixMix Loss: 1.085	Tot. Loss: 1.143
+2025-09-18 22:26:33,714 INFO Epoch 10 	 Batch 2299	LR : 0.00005	Top1 Acc.: 96.688	CLS Loss: 0.116	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.084	PixMix Loss: 1.079	Tot. Loss: 1.200
+2025-09-18 22:29:38,508 INFO Epoch 10 	 Batch 2399	LR : 0.00005	Top1 Acc.: 96.969	CLS Loss: 0.109	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.039	PixMix Loss: 1.100	Tot. Loss: 1.148
+2025-09-18 22:32:43,211 INFO Epoch 10 	 Batch 2499	LR : 0.00005	Top1 Acc.: 96.844	CLS Loss: 0.119	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.138	PixMix Loss: 1.104	Tot. Loss: 1.257
+2025-09-18 22:35:48,058 INFO Epoch 10 	 Batch 2599	LR : 0.00005	Top1 Acc.: 96.844	CLS Loss: 0.109	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.089	PixMix Loss: 1.046	Tot. Loss: 1.199
+2025-09-18 22:38:52,902 INFO Epoch 10 	 Batch 2699	LR : 0.00005	Top1 Acc.: 96.812	CLS Loss: 0.108	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.101	PixMix Loss: 1.135	Tot. Loss: 1.209
+2025-09-18 22:41:57,870 INFO Epoch 10 	 Batch 2799	LR : 0.00005	Top1 Acc.: 96.609	CLS Loss: 0.109	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.124	PixMix Loss: 1.056	Tot. Loss: 1.233
+2025-09-18 22:45:02,821 INFO Epoch 10 	 Batch 2899	LR : 0.00005	Top1 Acc.: 96.750	CLS Loss: 0.122	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.048	PixMix Loss: 1.098	Tot. Loss: 1.170
+2025-09-18 22:48:07,692 INFO Epoch 10 	 Batch 2999	LR : 0.00005	Top1 Acc.: 96.547	CLS Loss: 0.126	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.082	PixMix Loss: 1.130	Tot. Loss: 1.208
+2025-09-18 22:51:12,336 INFO Epoch 10 	 Batch 3099	LR : 0.00005	Top1 Acc.: 96.531	CLS Loss: 0.117	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.080	PixMix Loss: 1.085	Tot. Loss: 1.197
+2025-09-18 22:54:16,387 INFO Epoch 10 	 Batch 3199	LR : 0.00005	Top1 Acc.: 96.641	CLS Loss: 0.110	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.079	PixMix Loss: 1.073	Tot. Loss: 1.188
+2025-09-18 22:57:21,067 INFO Epoch 10 	 Batch 3299	LR : 0.00005	Top1 Acc.: 96.781	CLS Loss: 0.117	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.079	PixMix Loss: 1.068	Tot. Loss: 1.196
+2025-09-18 23:00:25,615 INFO Epoch 10 	 Batch 3399	LR : 0.00005	Top1 Acc.: 96.656	CLS Loss: 0.114	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.062	PixMix Loss: 1.146	Tot. Loss: 1.177
+2025-09-18 23:03:30,208 INFO Epoch 10 	 Batch 3499	LR : 0.00005	Top1 Acc.: 97.000	CLS Loss: 0.100	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.063	PixMix Loss: 1.093	Tot. Loss: 1.163
+2025-09-18 23:06:34,755 INFO Epoch 10 	 Batch 3599	LR : 0.00005	Top1 Acc.: 96.594	CLS Loss: 0.114	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.093	PixMix Loss: 1.087	Tot. Loss: 1.207
+2025-09-18 23:09:39,274 INFO Epoch 10 	 Batch 3699	LR : 0.00005	Top1 Acc.: 96.562	CLS Loss: 0.117	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.096	PixMix Loss: 1.107	Tot. Loss: 1.214
+2025-09-18 23:12:43,880 INFO Epoch 10 	 Batch 3799	LR : 0.00005	Top1 Acc.: 96.156	CLS Loss: 0.125	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.085	PixMix Loss: 1.113	Tot. Loss: 1.210
+2025-09-18 23:15:48,443 INFO Epoch 10 	 Batch 3899	LR : 0.00005	Top1 Acc.: 96.609	CLS Loss: 0.116	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.075	PixMix Loss: 1.123	Tot. Loss: 1.191
+2025-09-18 23:18:52,959 INFO Epoch 10 	 Batch 3999	LR : 0.00005	Top1 Acc.: 97.094	CLS Loss: 0.101	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.007	PixMix Loss: 1.076	Tot. Loss: 1.108
+2025-09-18 23:21:57,462 INFO Epoch 10 	 Batch 4099	LR : 0.00005	Top1 Acc.: 96.625	CLS Loss: 0.116	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.114	PixMix Loss: 1.070	Tot. Loss: 1.231
+2025-09-18 23:25:02,032 INFO Epoch 10 	 Batch 4199	LR : 0.00005	Top1 Acc.: 96.656	CLS Loss: 0.119	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.128	PixMix Loss: 1.082	Tot. Loss: 1.246
+2025-09-18 23:28:06,558 INFO Epoch 10 	 Batch 4299	LR : 0.00005	Top1 Acc.: 96.922	CLS Loss: 0.112	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.048	PixMix Loss: 1.094	Tot. Loss: 1.160
+2025-09-18 23:31:11,103 INFO Epoch 10 	 Batch 4399	LR : 0.00005	Top1 Acc.: 96.609	CLS Loss: 0.113	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.074	PixMix Loss: 1.067	Tot. Loss: 1.187
+2025-09-18 23:34:15,641 INFO Epoch 10 	 Batch 4499	LR : 0.00005	Top1 Acc.: 96.781	CLS Loss: 0.119	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.116	PixMix Loss: 1.074	Tot. Loss: 1.235
+2025-09-18 23:37:20,194 INFO Epoch 10 	 Batch 4599	LR : 0.00005	Top1 Acc.: 96.609	CLS Loss: 0.114	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.066	PixMix Loss: 1.076	Tot. Loss: 1.180
+2025-09-18 23:40:24,739 INFO Epoch 10 	 Batch 4699	LR : 0.00005	Top1 Acc.: 96.797	CLS Loss: 0.108	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.112	PixMix Loss: 1.097	Tot. Loss: 1.220
+2025-09-18 23:43:29,282 INFO Epoch 10 	 Batch 4799	LR : 0.00005	Top1 Acc.: 96.609	CLS Loss: 0.117	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.071	PixMix Loss: 1.101	Tot. Loss: 1.187
+2025-09-18 23:46:33,851 INFO Epoch 10 	 Batch 4899	LR : 0.00005	Top1 Acc.: 96.703	CLS Loss: 0.122	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.046	PixMix Loss: 1.098	Tot. Loss: 1.168
+2025-09-18 23:49:38,406 INFO Epoch 10 	 Batch 4999	LR : 0.00005	Top1 Acc.: 96.625	CLS Loss: 0.111	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.042	PixMix Loss: 1.057	Tot. Loss: 1.153
+2025-09-18 23:56:04,573 INFO ################## 
+ ---> Validation Epoch 10 (Original Model)	Acc.: 81.610	FPR: 58.673	AUROC: 87.741	AUPR: 61.196	AURC: 46.455	EAURC: 28.402	AUPR Succ.: 96.652	ECE: 6.792	NLL: 7.653	Brier: 27.074
+2025-09-19 00:02:18,065 INFO ################## 
+ ---> Validation Epoch 10 (EMA Model)	Acc.: 81.634	FPR: 58.434	AUROC: 87.735	AUPR: 61.207	AURC: 46.407	EAURC: 28.402	AUPR Succ.: 96.652	ECE: 6.771	NLL: 7.645	Brier: 27.046
+2025-09-19 00:02:18,175 INFO ####### --- Training Epoch 11 --- #######
+2025-09-19 00:20:28,296 INFO Epoch 11 	 Batch 99	LR : 0.00005	Top1 Acc.: 96.750	CLS Loss: 0.112	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.050	PixMix Loss: 1.137	Tot. Loss: 1.163
+2025-09-19 00:23:32,110 INFO Epoch 11 	 Batch 199	LR : 0.00005	Top1 Acc.: 96.859	CLS Loss: 0.106	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.039	PixMix Loss: 1.071	Tot. Loss: 1.145
+2025-09-19 00:26:36,873 INFO Epoch 11 	 Batch 299	LR : 0.00005	Top1 Acc.: 96.797	CLS Loss: 0.113	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.103	PixMix Loss: 1.070	Tot. Loss: 1.216
+2025-09-19 00:29:41,426 INFO Epoch 11 	 Batch 399	LR : 0.00005	Top1 Acc.: 96.922	CLS Loss: 0.112	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.068	PixMix Loss: 1.069	Tot. Loss: 1.179
+2025-09-19 00:32:45,922 INFO Epoch 11 	 Batch 499	LR : 0.00005	Top1 Acc.: 96.500	CLS Loss: 0.119	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.116	PixMix Loss: 1.074	Tot. Loss: 1.235
+2025-09-19 00:35:50,516 INFO Epoch 11 	 Batch 599	LR : 0.00005	Top1 Acc.: 96.609	CLS Loss: 0.123	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.077	PixMix Loss: 1.067	Tot. Loss: 1.200
+2025-09-19 00:38:55,089 INFO Epoch 11 	 Batch 699	LR : 0.00005	Top1 Acc.: 96.281	CLS Loss: 0.117	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.104	PixMix Loss: 1.087	Tot. Loss: 1.222
+2025-09-19 00:41:59,623 INFO Epoch 11 	 Batch 799	LR : 0.00005	Top1 Acc.: 96.750	CLS Loss: 0.122	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.112	PixMix Loss: 1.066	Tot. Loss: 1.235
+2025-09-19 00:45:04,178 INFO Epoch 11 	 Batch 899	LR : 0.00005	Top1 Acc.: 96.688	CLS Loss: 0.113	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.110	PixMix Loss: 1.102	Tot. Loss: 1.223
+2025-09-19 00:48:08,763 INFO Epoch 11 	 Batch 999	LR : 0.00005	Top1 Acc.: 96.656	CLS Loss: 0.113	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.093	PixMix Loss: 1.091	Tot. Loss: 1.206
+2025-09-19 00:51:13,341 INFO Epoch 11 	 Batch 1099	LR : 0.00005	Top1 Acc.: 96.234	CLS Loss: 0.117	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.053	PixMix Loss: 1.077	Tot. Loss: 1.171
+2025-09-19 00:54:17,927 INFO Epoch 11 	 Batch 1199	LR : 0.00005	Top1 Acc.: 96.672	CLS Loss: 0.113	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.080	PixMix Loss: 1.066	Tot. Loss: 1.193
+2025-09-19 00:57:22,507 INFO Epoch 11 	 Batch 1299	LR : 0.00005	Top1 Acc.: 96.797	CLS Loss: 0.112	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.048	PixMix Loss: 1.069	Tot. Loss: 1.160
+2025-09-19 01:00:27,088 INFO Epoch 11 	 Batch 1399	LR : 0.00005	Top1 Acc.: 96.891	CLS Loss: 0.103	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.036	PixMix Loss: 1.055	Tot. Loss: 1.139
+2025-09-19 01:03:31,639 INFO Epoch 11 	 Batch 1499	LR : 0.00005	Top1 Acc.: 96.531	CLS Loss: 0.120	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.073	PixMix Loss: 1.061	Tot. Loss: 1.193
+2025-09-19 01:06:36,310 INFO Epoch 11 	 Batch 1599	LR : 0.00005	Top1 Acc.: 96.578	CLS Loss: 0.117	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.025	PixMix Loss: 1.100	Tot. Loss: 1.142
+2025-09-19 01:09:40,816 INFO Epoch 11 	 Batch 1699	LR : 0.00005	Top1 Acc.: 96.828	CLS Loss: 0.120	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.075	PixMix Loss: 1.090	Tot. Loss: 1.195
+2025-09-19 01:12:45,313 INFO Epoch 11 	 Batch 1799	LR : 0.00005	Top1 Acc.: 96.406	CLS Loss: 0.120	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.129	PixMix Loss: 1.112	Tot. Loss: 1.249
+2025-09-19 01:15:49,871 INFO Epoch 11 	 Batch 1899	LR : 0.00005	Top1 Acc.: 96.422	CLS Loss: 0.118	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.104	PixMix Loss: 1.084	Tot. Loss: 1.222
+2025-09-19 01:18:54,426 INFO Epoch 11 	 Batch 1999	LR : 0.00005	Top1 Acc.: 96.891	CLS Loss: 0.106	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.062	PixMix Loss: 1.062	Tot. Loss: 1.168
+2025-09-19 01:21:58,999 INFO Epoch 11 	 Batch 2099	LR : 0.00005	Top1 Acc.: 96.516	CLS Loss: 0.120	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.080	PixMix Loss: 1.061	Tot. Loss: 1.200
+2025-09-19 01:25:03,542 INFO Epoch 11 	 Batch 2199	LR : 0.00005	Top1 Acc.: 96.641	CLS Loss: 0.111	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.077	PixMix Loss: 1.110	Tot. Loss: 1.188
+2025-09-19 01:28:08,140 INFO Epoch 11 	 Batch 2299	LR : 0.00005	Top1 Acc.: 96.641	CLS Loss: 0.115	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.056	PixMix Loss: 1.074	Tot. Loss: 1.170
+2025-09-19 01:31:12,782 INFO Epoch 11 	 Batch 2399	LR : 0.00005	Top1 Acc.: 96.922	CLS Loss: 0.107	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.059	PixMix Loss: 1.077	Tot. Loss: 1.166
+2025-09-19 01:34:17,700 INFO Epoch 11 	 Batch 2499	LR : 0.00005	Top1 Acc.: 96.703	CLS Loss: 0.120	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.023	PixMix Loss: 1.095	Tot. Loss: 1.142
+2025-09-19 01:37:22,371 INFO Epoch 11 	 Batch 2599	LR : 0.00005	Top1 Acc.: 96.859	CLS Loss: 0.109	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.062	PixMix Loss: 1.088	Tot. Loss: 1.171
+2025-09-19 01:40:27,166 INFO Epoch 11 	 Batch 2699	LR : 0.00005	Top1 Acc.: 96.734	CLS Loss: 0.109	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.044	PixMix Loss: 1.104	Tot. Loss: 1.153
+2025-09-19 01:43:31,920 INFO Epoch 11 	 Batch 2799	LR : 0.00005	Top1 Acc.: 96.594	CLS Loss: 0.110	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.044	PixMix Loss: 1.092	Tot. Loss: 1.154
+2025-09-19 01:46:36,730 INFO Epoch 11 	 Batch 2899	LR : 0.00005	Top1 Acc.: 96.781	CLS Loss: 0.121	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.017	PixMix Loss: 1.078	Tot. Loss: 1.138
+2025-09-19 01:49:41,457 INFO Epoch 11 	 Batch 2999	LR : 0.00005	Top1 Acc.: 96.672	CLS Loss: 0.124	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.092	PixMix Loss: 1.075	Tot. Loss: 1.216
+2025-09-19 01:52:46,302 INFO Epoch 11 	 Batch 3099	LR : 0.00005	Top1 Acc.: 96.531	CLS Loss: 0.115	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.080	PixMix Loss: 1.071	Tot. Loss: 1.195
+2025-09-19 01:55:50,162 INFO Epoch 11 	 Batch 3199	LR : 0.00005	Top1 Acc.: 96.734	CLS Loss: 0.109	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.035	PixMix Loss: 1.046	Tot. Loss: 1.144
+2025-09-19 01:58:54,532 INFO Epoch 11 	 Batch 3299	LR : 0.00004	Top1 Acc.: 96.812	CLS Loss: 0.116	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.085	PixMix Loss: 1.126	Tot. Loss: 1.200
+2025-09-19 02:01:59,268 INFO Epoch 11 	 Batch 3399	LR : 0.00004	Top1 Acc.: 96.781	CLS Loss: 0.114	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.106	PixMix Loss: 1.096	Tot. Loss: 1.220
+2025-09-19 02:05:03,811 INFO Epoch 11 	 Batch 3499	LR : 0.00004	Top1 Acc.: 97.016	CLS Loss: 0.099	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.065	PixMix Loss: 1.083	Tot. Loss: 1.164
+2025-09-19 02:08:08,308 INFO Epoch 11 	 Batch 3599	LR : 0.00004	Top1 Acc.: 96.594	CLS Loss: 0.114	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.086	PixMix Loss: 1.073	Tot. Loss: 1.200
+2025-09-19 02:11:12,916 INFO Epoch 11 	 Batch 3699	LR : 0.00004	Top1 Acc.: 96.719	CLS Loss: 0.115	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.029	PixMix Loss: 1.043	Tot. Loss: 1.144
+2025-09-19 02:14:17,481 INFO Epoch 11 	 Batch 3799	LR : 0.00004	Top1 Acc.: 96.094	CLS Loss: 0.124	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.141	PixMix Loss: 1.124	Tot. Loss: 1.265
+2025-09-19 02:17:22,083 INFO Epoch 11 	 Batch 3899	LR : 0.00004	Top1 Acc.: 96.688	CLS Loss: 0.114	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.102	PixMix Loss: 1.113	Tot. Loss: 1.216
+2025-09-19 02:20:26,732 INFO Epoch 11 	 Batch 3999	LR : 0.00004	Top1 Acc.: 97.188	CLS Loss: 0.100	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.086	PixMix Loss: 1.102	Tot. Loss: 1.187
+2025-09-19 02:23:31,331 INFO Epoch 11 	 Batch 4099	LR : 0.00004	Top1 Acc.: 96.703	CLS Loss: 0.114	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.089	PixMix Loss: 1.077	Tot. Loss: 1.203
+2025-09-19 02:26:35,857 INFO Epoch 11 	 Batch 4199	LR : 0.00004	Top1 Acc.: 96.625	CLS Loss: 0.117	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.134	PixMix Loss: 1.117	Tot. Loss: 1.251
+2025-09-19 02:29:40,478 INFO Epoch 11 	 Batch 4299	LR : 0.00004	Top1 Acc.: 96.969	CLS Loss: 0.110	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.063	PixMix Loss: 1.066	Tot. Loss: 1.173
+2025-09-19 02:32:45,023 INFO Epoch 11 	 Batch 4399	LR : 0.00004	Top1 Acc.: 96.672	CLS Loss: 0.112	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.056	PixMix Loss: 1.077	Tot. Loss: 1.168
+2025-09-19 02:35:49,575 INFO Epoch 11 	 Batch 4499	LR : 0.00004	Top1 Acc.: 96.797	CLS Loss: 0.119	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.071	PixMix Loss: 1.130	Tot. Loss: 1.190
+2025-09-19 02:38:54,115 INFO Epoch 11 	 Batch 4599	LR : 0.00004	Top1 Acc.: 96.578	CLS Loss: 0.113	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.084	PixMix Loss: 1.064	Tot. Loss: 1.197
+2025-09-19 02:41:58,655 INFO Epoch 11 	 Batch 4699	LR : 0.00004	Top1 Acc.: 96.719	CLS Loss: 0.108	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.111	PixMix Loss: 1.100	Tot. Loss: 1.219
+2025-09-19 02:45:03,327 INFO Epoch 11 	 Batch 4799	LR : 0.00004	Top1 Acc.: 96.641	CLS Loss: 0.116	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.040	PixMix Loss: 1.104	Tot. Loss: 1.155
+2025-09-19 02:48:07,833 INFO Epoch 11 	 Batch 4899	LR : 0.00004	Top1 Acc.: 96.750	CLS Loss: 0.119	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.097	PixMix Loss: 1.117	Tot. Loss: 1.216
+2025-09-19 02:51:12,364 INFO Epoch 11 	 Batch 4999	LR : 0.00004	Top1 Acc.: 96.859	CLS Loss: 0.109	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.068	PixMix Loss: 1.044	Tot. Loss: 1.176
+2025-09-19 02:57:45,399 INFO ################## 
+ ---> Validation Epoch 11 (Original Model)	Acc.: 81.612	FPR: 58.701	AUROC: 87.735	AUPR: 61.123	AURC: 46.408	EAURC: 28.358	AUPR Succ.: 96.657	ECE: 6.806	NLL: 7.664	Brier: 27.099
+2025-09-19 03:04:16,895 INFO ################## 
+ ---> Validation Epoch 11 (EMA Model)	Acc.: 81.630	FPR: 58.683	AUROC: 87.730	AUPR: 61.101	AURC: 46.384	EAURC: 28.371	AUPR Succ.: 96.656	ECE: 6.783	NLL: 7.654	Brier: 27.069
+2025-09-19 03:04:17,484 INFO ####### --- Training Epoch 12 --- #######
+2025-09-19 03:22:23,823 INFO Epoch 12 	 Batch 99	LR : 0.00004	Top1 Acc.: 96.641	CLS Loss: 0.112	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.105	PixMix Loss: 1.087	Tot. Loss: 1.217
+2025-09-19 03:25:27,777 INFO Epoch 12 	 Batch 199	LR : 0.00004	Top1 Acc.: 96.938	CLS Loss: 0.104	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.037	PixMix Loss: 1.095	Tot. Loss: 1.141
+2025-09-19 03:28:32,625 INFO Epoch 12 	 Batch 299	LR : 0.00004	Top1 Acc.: 96.812	CLS Loss: 0.111	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.061	PixMix Loss: 1.087	Tot. Loss: 1.172
+2025-09-19 03:31:37,136 INFO Epoch 12 	 Batch 399	LR : 0.00004	Top1 Acc.: 96.984	CLS Loss: 0.111	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.103	PixMix Loss: 1.094	Tot. Loss: 1.215
+2025-09-19 03:34:41,653 INFO Epoch 12 	 Batch 499	LR : 0.00004	Top1 Acc.: 96.500	CLS Loss: 0.118	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.144	PixMix Loss: 1.139	Tot. Loss: 1.262
+2025-09-19 03:37:46,163 INFO Epoch 12 	 Batch 599	LR : 0.00004	Top1 Acc.: 96.562	CLS Loss: 0.122	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.066	PixMix Loss: 1.120	Tot. Loss: 1.188
+2025-09-19 03:40:50,759 INFO Epoch 12 	 Batch 699	LR : 0.00004	Top1 Acc.: 96.234	CLS Loss: 0.116	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.106	PixMix Loss: 1.056	Tot. Loss: 1.221
+2025-09-19 03:43:55,288 INFO Epoch 12 	 Batch 799	LR : 0.00004	Top1 Acc.: 96.766	CLS Loss: 0.122	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.077	PixMix Loss: 1.095	Tot. Loss: 1.199
+2025-09-19 03:46:59,818 INFO Epoch 12 	 Batch 899	LR : 0.00004	Top1 Acc.: 96.797	CLS Loss: 0.111	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.047	PixMix Loss: 1.106	Tot. Loss: 1.159
+2025-09-19 03:50:04,330 INFO Epoch 12 	 Batch 999	LR : 0.00004	Top1 Acc.: 96.703	CLS Loss: 0.113	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.075	PixMix Loss: 1.113	Tot. Loss: 1.187
+2025-09-19 03:53:08,894 INFO Epoch 12 	 Batch 1099	LR : 0.00004	Top1 Acc.: 96.359	CLS Loss: 0.115	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.037	PixMix Loss: 1.086	Tot. Loss: 1.151
+2025-09-19 03:56:13,455 INFO Epoch 12 	 Batch 1199	LR : 0.00004	Top1 Acc.: 96.719	CLS Loss: 0.112	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.095	PixMix Loss: 1.087	Tot. Loss: 1.207
+2025-09-19 03:59:18,005 INFO Epoch 12 	 Batch 1299	LR : 0.00004	Top1 Acc.: 96.781	CLS Loss: 0.113	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.055	PixMix Loss: 1.082	Tot. Loss: 1.168
+2025-09-19 04:02:22,531 INFO Epoch 12 	 Batch 1399	LR : 0.00004	Top1 Acc.: 96.781	CLS Loss: 0.103	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.055	PixMix Loss: 1.128	Tot. Loss: 1.158
+2025-09-19 04:05:27,102 INFO Epoch 12 	 Batch 1499	LR : 0.00004	Top1 Acc.: 96.547	CLS Loss: 0.119	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.092	PixMix Loss: 1.080	Tot. Loss: 1.211
+2025-09-19 04:08:31,641 INFO Epoch 12 	 Batch 1599	LR : 0.00004	Top1 Acc.: 96.703	CLS Loss: 0.114	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.066	PixMix Loss: 1.098	Tot. Loss: 1.180
+2025-09-19 04:11:36,203 INFO Epoch 12 	 Batch 1699	LR : 0.00004	Top1 Acc.: 96.922	CLS Loss: 0.119	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.109	PixMix Loss: 1.089	Tot. Loss: 1.228
+2025-09-19 04:14:40,770 INFO Epoch 12 	 Batch 1799	LR : 0.00004	Top1 Acc.: 96.625	CLS Loss: 0.116	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.066	PixMix Loss: 1.057	Tot. Loss: 1.182
+2025-09-19 04:17:45,395 INFO Epoch 12 	 Batch 1899	LR : 0.00004	Top1 Acc.: 96.312	CLS Loss: 0.117	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.057	PixMix Loss: 1.068	Tot. Loss: 1.174
+2025-09-19 04:20:49,969 INFO Epoch 12 	 Batch 1999	LR : 0.00004	Top1 Acc.: 96.984	CLS Loss: 0.106	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.026	PixMix Loss: 1.073	Tot. Loss: 1.132
+2025-09-19 04:23:54,528 INFO Epoch 12 	 Batch 2099	LR : 0.00004	Top1 Acc.: 96.484	CLS Loss: 0.120	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.077	PixMix Loss: 1.072	Tot. Loss: 1.197
+2025-09-19 04:26:59,040 INFO Epoch 12 	 Batch 2199	LR : 0.00004	Top1 Acc.: 96.891	CLS Loss: 0.108	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.129	PixMix Loss: 1.031	Tot. Loss: 1.237
+2025-09-19 04:30:03,630 INFO Epoch 12 	 Batch 2299	LR : 0.00004	Top1 Acc.: 96.703	CLS Loss: 0.115	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.085	PixMix Loss: 1.073	Tot. Loss: 1.200
+2025-09-19 04:33:08,279 INFO Epoch 12 	 Batch 2399	LR : 0.00004	Top1 Acc.: 97.000	CLS Loss: 0.106	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.097	PixMix Loss: 1.085	Tot. Loss: 1.203
+2025-09-19 04:36:13,047 INFO Epoch 12 	 Batch 2499	LR : 0.00004	Top1 Acc.: 96.750	CLS Loss: 0.118	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.102	PixMix Loss: 1.070	Tot. Loss: 1.220
+2025-09-19 04:39:17,696 INFO Epoch 12 	 Batch 2599	LR : 0.00004	Top1 Acc.: 96.844	CLS Loss: 0.107	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.069	PixMix Loss: 1.088	Tot. Loss: 1.177
+2025-09-19 04:42:22,449 INFO Epoch 12 	 Batch 2699	LR : 0.00004	Top1 Acc.: 96.734	CLS Loss: 0.108	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.045	PixMix Loss: 1.109	Tot. Loss: 1.153
+2025-09-19 04:45:27,358 INFO Epoch 12 	 Batch 2799	LR : 0.00004	Top1 Acc.: 96.625	CLS Loss: 0.109	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.063	PixMix Loss: 1.055	Tot. Loss: 1.172
+2025-09-19 04:48:32,087 INFO Epoch 12 	 Batch 2899	LR : 0.00004	Top1 Acc.: 96.766	CLS Loss: 0.119	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.044	PixMix Loss: 1.098	Tot. Loss: 1.164
+2025-09-19 04:51:36,868 INFO Epoch 12 	 Batch 2999	LR : 0.00004	Top1 Acc.: 96.422	CLS Loss: 0.124	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.099	PixMix Loss: 1.093	Tot. Loss: 1.224
+2025-09-19 04:54:41,657 INFO Epoch 12 	 Batch 3099	LR : 0.00004	Top1 Acc.: 96.641	CLS Loss: 0.113	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.042	PixMix Loss: 1.119	Tot. Loss: 1.155
+2025-09-19 04:57:45,844 INFO Epoch 12 	 Batch 3199	LR : 0.00004	Top1 Acc.: 96.641	CLS Loss: 0.109	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.067	PixMix Loss: 1.044	Tot. Loss: 1.176
+2025-09-19 05:00:50,285 INFO Epoch 12 	 Batch 3299	LR : 0.00004	Top1 Acc.: 96.797	CLS Loss: 0.116	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.102	PixMix Loss: 1.092	Tot. Loss: 1.218
+2025-09-19 05:03:54,974 INFO Epoch 12 	 Batch 3399	LR : 0.00004	Top1 Acc.: 96.672	CLS Loss: 0.115	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.023	PixMix Loss: 1.083	Tot. Loss: 1.138
+2025-09-19 05:06:59,586 INFO Epoch 12 	 Batch 3499	LR : 0.00004	Top1 Acc.: 97.016	CLS Loss: 0.098	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.081	PixMix Loss: 1.071	Tot. Loss: 1.179
+2025-09-19 05:10:04,075 INFO Epoch 12 	 Batch 3599	LR : 0.00004	Top1 Acc.: 96.688	CLS Loss: 0.113	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.105	PixMix Loss: 1.073	Tot. Loss: 1.217
+2025-09-19 05:13:08,593 INFO Epoch 12 	 Batch 3699	LR : 0.00004	Top1 Acc.: 96.719	CLS Loss: 0.115	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.064	PixMix Loss: 1.065	Tot. Loss: 1.179
+2025-09-19 05:16:13,166 INFO Epoch 12 	 Batch 3799	LR : 0.00004	Top1 Acc.: 96.219	CLS Loss: 0.122	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.049	PixMix Loss: 1.105	Tot. Loss: 1.172
+2025-09-19 05:19:17,825 INFO Epoch 12 	 Batch 3899	LR : 0.00004	Top1 Acc.: 96.812	CLS Loss: 0.113	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.138	PixMix Loss: 1.089	Tot. Loss: 1.251
+2025-09-19 05:22:22,405 INFO Epoch 12 	 Batch 3999	LR : 0.00004	Top1 Acc.: 97.219	CLS Loss: 0.099	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.041	PixMix Loss: 1.089	Tot. Loss: 1.140
+2025-09-19 05:25:26,978 INFO Epoch 12 	 Batch 4099	LR : 0.00004	Top1 Acc.: 96.641	CLS Loss: 0.114	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.081	PixMix Loss: 1.107	Tot. Loss: 1.195
+2025-09-19 05:28:31,608 INFO Epoch 12 	 Batch 4199	LR : 0.00004	Top1 Acc.: 96.562	CLS Loss: 0.117	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.076	PixMix Loss: 1.093	Tot. Loss: 1.193
+2025-09-19 05:31:36,229 INFO Epoch 12 	 Batch 4299	LR : 0.00004	Top1 Acc.: 97.125	CLS Loss: 0.110	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.041	PixMix Loss: 1.063	Tot. Loss: 1.151
+2025-09-19 05:34:40,801 INFO Epoch 12 	 Batch 4399	LR : 0.00004	Top1 Acc.: 96.781	CLS Loss: 0.111	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.991	PixMix Loss: 1.134	Tot. Loss: 1.101
+2025-09-19 05:37:45,417 INFO Epoch 12 	 Batch 4499	LR : 0.00004	Top1 Acc.: 96.719	CLS Loss: 0.118	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.083	PixMix Loss: 1.034	Tot. Loss: 1.201
+2025-09-19 05:40:49,989 INFO Epoch 12 	 Batch 4599	LR : 0.00004	Top1 Acc.: 96.578	CLS Loss: 0.113	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.075	PixMix Loss: 1.075	Tot. Loss: 1.188
+2025-09-19 05:43:54,523 INFO Epoch 12 	 Batch 4699	LR : 0.00004	Top1 Acc.: 96.906	CLS Loss: 0.106	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.062	PixMix Loss: 1.065	Tot. Loss: 1.167
+2025-09-19 05:46:59,049 INFO Epoch 12 	 Batch 4799	LR : 0.00003	Top1 Acc.: 96.719	CLS Loss: 0.115	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.035	PixMix Loss: 1.089	Tot. Loss: 1.150
+2025-09-19 05:50:03,590 INFO Epoch 12 	 Batch 4899	LR : 0.00003	Top1 Acc.: 96.859	CLS Loss: 0.118	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.119	PixMix Loss: 1.083	Tot. Loss: 1.237
+2025-09-19 05:53:08,110 INFO Epoch 12 	 Batch 4999	LR : 0.00003	Top1 Acc.: 96.812	CLS Loss: 0.109	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.062	PixMix Loss: 1.099	Tot. Loss: 1.172
+2025-09-19 05:59:24,955 INFO ################## 
+ ---> Validation Epoch 12 (Original Model)	Acc.: 81.576	FPR: 58.326	AUROC: 87.775	AUPR: 61.275	AURC: 46.410	EAURC: 28.288	AUPR Succ.: 96.664	ECE: 6.852	NLL: 7.667	Brier: 27.107
+2025-09-19 06:05:20,653 INFO ################## 
+ ---> Validation Epoch 12 (EMA Model)	Acc.: 81.614	FPR: 58.566	AUROC: 87.740	AUPR: 61.112	AURC: 46.388	EAURC: 28.342	AUPR Succ.: 96.659	ECE: 6.823	NLL: 7.660	Brier: 27.089
+2025-09-19 06:05:21,037 INFO ####### --- Training Epoch 13 --- #######
+2025-09-19 06:22:37,901 INFO Epoch 13 	 Batch 99	LR : 0.00003	Top1 Acc.: 96.781	CLS Loss: 0.111	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.114	PixMix Loss: 1.118	Tot. Loss: 1.225
+2025-09-19 06:25:41,993 INFO Epoch 13 	 Batch 199	LR : 0.00003	Top1 Acc.: 96.828	CLS Loss: 0.104	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.020	PixMix Loss: 1.055	Tot. Loss: 1.125
+2025-09-19 06:28:46,942 INFO Epoch 13 	 Batch 299	LR : 0.00003	Top1 Acc.: 96.891	CLS Loss: 0.109	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.064	PixMix Loss: 1.083	Tot. Loss: 1.173
+2025-09-19 06:31:51,490 INFO Epoch 13 	 Batch 399	LR : 0.00003	Top1 Acc.: 97.047	CLS Loss: 0.109	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.113	PixMix Loss: 1.094	Tot. Loss: 1.222
+2025-09-19 06:34:56,021 INFO Epoch 13 	 Batch 499	LR : 0.00003	Top1 Acc.: 96.562	CLS Loss: 0.118	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.080	PixMix Loss: 1.155	Tot. Loss: 1.198
+2025-09-19 06:38:00,570 INFO Epoch 13 	 Batch 599	LR : 0.00003	Top1 Acc.: 96.672	CLS Loss: 0.121	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.079	PixMix Loss: 1.041	Tot. Loss: 1.200
+2025-09-19 06:41:05,114 INFO Epoch 13 	 Batch 699	LR : 0.00003	Top1 Acc.: 96.359	CLS Loss: 0.115	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.044	PixMix Loss: 1.112	Tot. Loss: 1.159
+2025-09-19 06:44:09,663 INFO Epoch 13 	 Batch 799	LR : 0.00003	Top1 Acc.: 96.703	CLS Loss: 0.121	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.032	PixMix Loss: 1.059	Tot. Loss: 1.153
+2025-09-19 06:47:14,191 INFO Epoch 13 	 Batch 899	LR : 0.00003	Top1 Acc.: 96.750	CLS Loss: 0.112	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.059	PixMix Loss: 1.094	Tot. Loss: 1.171
+2025-09-19 06:50:18,757 INFO Epoch 13 	 Batch 999	LR : 0.00003	Top1 Acc.: 96.812	CLS Loss: 0.111	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.071	PixMix Loss: 1.107	Tot. Loss: 1.182
+2025-09-19 06:53:23,332 INFO Epoch 13 	 Batch 1099	LR : 0.00003	Top1 Acc.: 96.297	CLS Loss: 0.115	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.087	PixMix Loss: 1.099	Tot. Loss: 1.203
+2025-09-19 06:56:27,831 INFO Epoch 13 	 Batch 1199	LR : 0.00003	Top1 Acc.: 96.719	CLS Loss: 0.112	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.096	PixMix Loss: 1.082	Tot. Loss: 1.208
+2025-09-19 06:59:32,339 INFO Epoch 13 	 Batch 1299	LR : 0.00003	Top1 Acc.: 96.953	CLS Loss: 0.110	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.068	PixMix Loss: 1.095	Tot. Loss: 1.178
+2025-09-19 07:02:36,868 INFO Epoch 13 	 Batch 1399	LR : 0.00003	Top1 Acc.: 96.828	CLS Loss: 0.102	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.039	PixMix Loss: 1.057	Tot. Loss: 1.141
+2025-09-19 07:05:41,446 INFO Epoch 13 	 Batch 1499	LR : 0.00003	Top1 Acc.: 96.625	CLS Loss: 0.117	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.066	PixMix Loss: 1.102	Tot. Loss: 1.183
+2025-09-19 07:08:46,081 INFO Epoch 13 	 Batch 1599	LR : 0.00003	Top1 Acc.: 96.641	CLS Loss: 0.116	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.068	PixMix Loss: 1.086	Tot. Loss: 1.183
+2025-09-19 07:11:50,661 INFO Epoch 13 	 Batch 1699	LR : 0.00003	Top1 Acc.: 96.938	CLS Loss: 0.117	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.047	PixMix Loss: 1.065	Tot. Loss: 1.164
+2025-09-19 07:14:55,267 INFO Epoch 13 	 Batch 1799	LR : 0.00003	Top1 Acc.: 96.594	CLS Loss: 0.116	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.128	PixMix Loss: 1.055	Tot. Loss: 1.244
+2025-09-19 07:17:59,811 INFO Epoch 13 	 Batch 1899	LR : 0.00003	Top1 Acc.: 96.438	CLS Loss: 0.115	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.060	PixMix Loss: 1.106	Tot. Loss: 1.175
+2025-09-19 07:21:04,368 INFO Epoch 13 	 Batch 1999	LR : 0.00003	Top1 Acc.: 97.078	CLS Loss: 0.105	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.073	PixMix Loss: 1.040	Tot. Loss: 1.178
+2025-09-19 07:24:08,919 INFO Epoch 13 	 Batch 2099	LR : 0.00003	Top1 Acc.: 96.438	CLS Loss: 0.119	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.062	PixMix Loss: 1.105	Tot. Loss: 1.180
+2025-09-19 07:27:13,413 INFO Epoch 13 	 Batch 2199	LR : 0.00003	Top1 Acc.: 96.859	CLS Loss: 0.109	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.020	PixMix Loss: 1.077	Tot. Loss: 1.129
+2025-09-19 07:30:18,006 INFO Epoch 13 	 Batch 2299	LR : 0.00003	Top1 Acc.: 96.688	CLS Loss: 0.114	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.079	PixMix Loss: 1.102	Tot. Loss: 1.193
+2025-09-19 07:33:22,555 INFO Epoch 13 	 Batch 2399	LR : 0.00003	Top1 Acc.: 96.922	CLS Loss: 0.106	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.074	PixMix Loss: 1.094	Tot. Loss: 1.181
+2025-09-19 07:36:27,432 INFO Epoch 13 	 Batch 2499	LR : 0.00003	Top1 Acc.: 96.844	CLS Loss: 0.118	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.090	PixMix Loss: 1.105	Tot. Loss: 1.208
+2025-09-19 07:39:32,255 INFO Epoch 13 	 Batch 2599	LR : 0.00003	Top1 Acc.: 96.844	CLS Loss: 0.108	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.098	PixMix Loss: 1.080	Tot. Loss: 1.206
+2025-09-19 07:42:37,036 INFO Epoch 13 	 Batch 2699	LR : 0.00003	Top1 Acc.: 96.766	CLS Loss: 0.107	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.102	PixMix Loss: 1.073	Tot. Loss: 1.209
+2025-09-19 07:45:41,712 INFO Epoch 13 	 Batch 2799	LR : 0.00003	Top1 Acc.: 96.781	CLS Loss: 0.106	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.067	PixMix Loss: 1.026	Tot. Loss: 1.173
+2025-09-19 07:48:46,507 INFO Epoch 13 	 Batch 2899	LR : 0.00003	Top1 Acc.: 96.750	CLS Loss: 0.120	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.081	PixMix Loss: 1.165	Tot. Loss: 1.201
+2025-09-19 07:51:51,379 INFO Epoch 13 	 Batch 2999	LR : 0.00003	Top1 Acc.: 96.453	CLS Loss: 0.124	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.094	PixMix Loss: 1.114	Tot. Loss: 1.217
+2025-09-19 07:54:56,136 INFO Epoch 13 	 Batch 3099	LR : 0.00003	Top1 Acc.: 96.656	CLS Loss: 0.114	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.088	PixMix Loss: 1.075	Tot. Loss: 1.202
+2025-09-19 07:58:00,917 INFO Epoch 13 	 Batch 3199	LR : 0.00003	Top1 Acc.: 96.812	CLS Loss: 0.107	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.076	PixMix Loss: 1.068	Tot. Loss: 1.184
+2025-09-19 08:01:05,857 INFO Epoch 13 	 Batch 3299	LR : 0.00003	Top1 Acc.: 96.859	CLS Loss: 0.114	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.094	PixMix Loss: 1.087	Tot. Loss: 1.209
+2025-09-19 08:04:10,686 INFO Epoch 13 	 Batch 3399	LR : 0.00003	Top1 Acc.: 96.719	CLS Loss: 0.114	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.109	PixMix Loss: 1.107	Tot. Loss: 1.223
+2025-09-19 08:07:15,414 INFO Epoch 13 	 Batch 3499	LR : 0.00003	Top1 Acc.: 97.062	CLS Loss: 0.098	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.061	PixMix Loss: 1.090	Tot. Loss: 1.158
+2025-09-19 08:10:19,879 INFO Epoch 13 	 Batch 3599	LR : 0.00003	Top1 Acc.: 96.609	CLS Loss: 0.111	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.111	PixMix Loss: 1.090	Tot. Loss: 1.222
+2025-09-19 08:13:23,641 INFO Epoch 13 	 Batch 3699	LR : 0.00003	Top1 Acc.: 96.750	CLS Loss: 0.113	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.094	PixMix Loss: 1.038	Tot. Loss: 1.207
+2025-09-19 08:16:28,320 INFO Epoch 13 	 Batch 3799	LR : 0.00003	Top1 Acc.: 96.203	CLS Loss: 0.122	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.048	PixMix Loss: 1.107	Tot. Loss: 1.170
+2025-09-19 08:19:32,892 INFO Epoch 13 	 Batch 3899	LR : 0.00003	Top1 Acc.: 96.688	CLS Loss: 0.113	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.060	PixMix Loss: 1.117	Tot. Loss: 1.173
+2025-09-19 08:22:37,399 INFO Epoch 13 	 Batch 3999	LR : 0.00003	Top1 Acc.: 97.109	CLS Loss: 0.100	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.046	PixMix Loss: 1.075	Tot. Loss: 1.146
+2025-09-19 08:25:41,947 INFO Epoch 13 	 Batch 4099	LR : 0.00003	Top1 Acc.: 96.688	CLS Loss: 0.114	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.072	PixMix Loss: 1.104	Tot. Loss: 1.186
+2025-09-19 08:28:46,528 INFO Epoch 13 	 Batch 4199	LR : 0.00003	Top1 Acc.: 96.594	CLS Loss: 0.117	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.088	PixMix Loss: 1.124	Tot. Loss: 1.205
+2025-09-19 08:31:51,105 INFO Epoch 13 	 Batch 4299	LR : 0.00003	Top1 Acc.: 97.109	CLS Loss: 0.109	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.033	PixMix Loss: 1.100	Tot. Loss: 1.142
+2025-09-19 08:34:55,680 INFO Epoch 13 	 Batch 4399	LR : 0.00003	Top1 Acc.: 96.781	CLS Loss: 0.109	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.043	PixMix Loss: 1.059	Tot. Loss: 1.152
+2025-09-19 08:38:00,234 INFO Epoch 13 	 Batch 4499	LR : 0.00003	Top1 Acc.: 96.750	CLS Loss: 0.118	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.097	PixMix Loss: 1.068	Tot. Loss: 1.215
+2025-09-19 08:41:04,741 INFO Epoch 13 	 Batch 4599	LR : 0.00003	Top1 Acc.: 96.578	CLS Loss: 0.113	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.033	PixMix Loss: 1.080	Tot. Loss: 1.146
+2025-09-19 08:44:09,260 INFO Epoch 13 	 Batch 4699	LR : 0.00003	Top1 Acc.: 96.812	CLS Loss: 0.106	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.110	PixMix Loss: 1.053	Tot. Loss: 1.215
+2025-09-19 08:47:13,801 INFO Epoch 13 	 Batch 4799	LR : 0.00003	Top1 Acc.: 96.625	CLS Loss: 0.115	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.102	PixMix Loss: 1.082	Tot. Loss: 1.217
+2025-09-19 08:50:18,385 INFO Epoch 13 	 Batch 4899	LR : 0.00003	Top1 Acc.: 96.781	CLS Loss: 0.119	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.084	PixMix Loss: 1.097	Tot. Loss: 1.203
+2025-09-19 08:53:23,007 INFO Epoch 13 	 Batch 4999	LR : 0.00003	Top1 Acc.: 96.859	CLS Loss: 0.108	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.051	PixMix Loss: 1.046	Tot. Loss: 1.159
+2025-09-19 09:01:03,819 INFO ################## 
+ ---> Validation Epoch 13 (Original Model)	Acc.: 81.560	FPR: 58.254	AUROC: 87.794	AUPR: 61.432	AURC: 46.386	EAURC: 28.230	AUPR Succ.: 96.671	ECE: 6.896	NLL: 7.673	Brier: 27.127
+2025-09-19 09:09:54,473 INFO ################## 
+ ---> Validation Epoch 13 (EMA Model)	Acc.: 81.600	FPR: 58.511	AUROC: 87.754	AUPR: 61.242	AURC: 46.375	EAURC: 28.301	AUPR Succ.: 96.664	ECE: 6.832	NLL: 7.668	Brier: 27.109
+2025-09-19 09:09:54,517 INFO ####### --- Training Epoch 14 --- #######
+2025-09-19 09:37:02,610 INFO Epoch 14 	 Batch 99	LR : 0.00003	Top1 Acc.: 96.750	CLS Loss: 0.111	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.062	PixMix Loss: 1.104	Tot. Loss: 1.174
+2025-09-19 09:40:06,582 INFO Epoch 14 	 Batch 199	LR : 0.00003	Top1 Acc.: 96.922	CLS Loss: 0.103	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.049	PixMix Loss: 1.126	Tot. Loss: 1.152
+2025-09-19 09:43:11,454 INFO Epoch 14 	 Batch 299	LR : 0.00003	Top1 Acc.: 96.766	CLS Loss: 0.110	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.109	PixMix Loss: 1.063	Tot. Loss: 1.219
+2025-09-19 09:46:16,120 INFO Epoch 14 	 Batch 399	LR : 0.00003	Top1 Acc.: 96.953	CLS Loss: 0.110	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.096	PixMix Loss: 1.067	Tot. Loss: 1.205
+2025-09-19 09:49:20,686 INFO Epoch 14 	 Batch 499	LR : 0.00003	Top1 Acc.: 96.562	CLS Loss: 0.116	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.106	PixMix Loss: 1.094	Tot. Loss: 1.222
+2025-09-19 09:52:25,280 INFO Epoch 14 	 Batch 599	LR : 0.00003	Top1 Acc.: 96.531	CLS Loss: 0.120	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.084	PixMix Loss: 1.087	Tot. Loss: 1.205
+2025-09-19 09:55:29,780 INFO Epoch 14 	 Batch 699	LR : 0.00003	Top1 Acc.: 96.344	CLS Loss: 0.114	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.092	PixMix Loss: 1.115	Tot. Loss: 1.207
+2025-09-19 09:58:34,255 INFO Epoch 14 	 Batch 799	LR : 0.00003	Top1 Acc.: 96.703	CLS Loss: 0.122	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.073	PixMix Loss: 1.066	Tot. Loss: 1.195
+2025-09-19 10:01:38,811 INFO Epoch 14 	 Batch 899	LR : 0.00003	Top1 Acc.: 96.719	CLS Loss: 0.111	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.047	PixMix Loss: 1.095	Tot. Loss: 1.158
+2025-09-19 10:04:43,422 INFO Epoch 14 	 Batch 999	LR : 0.00003	Top1 Acc.: 96.812	CLS Loss: 0.110	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.055	PixMix Loss: 1.068	Tot. Loss: 1.165
+2025-09-19 10:07:47,945 INFO Epoch 14 	 Batch 1099	LR : 0.00003	Top1 Acc.: 96.375	CLS Loss: 0.114	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.066	PixMix Loss: 1.129	Tot. Loss: 1.180
+2025-09-19 10:10:52,467 INFO Epoch 14 	 Batch 1199	LR : 0.00003	Top1 Acc.: 96.766	CLS Loss: 0.112	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.092	PixMix Loss: 1.093	Tot. Loss: 1.204
+2025-09-19 10:13:57,000 INFO Epoch 14 	 Batch 1299	LR : 0.00003	Top1 Acc.: 96.875	CLS Loss: 0.110	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.133	PixMix Loss: 1.087	Tot. Loss: 1.243
+2025-09-19 10:17:01,595 INFO Epoch 14 	 Batch 1399	LR : 0.00003	Top1 Acc.: 96.906	CLS Loss: 0.101	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.089	PixMix Loss: 1.036	Tot. Loss: 1.190
+2025-09-19 10:20:06,175 INFO Epoch 14 	 Batch 1499	LR : 0.00003	Top1 Acc.: 96.641	CLS Loss: 0.118	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.090	PixMix Loss: 1.068	Tot. Loss: 1.208
+2025-09-19 10:23:10,763 INFO Epoch 14 	 Batch 1599	LR : 0.00003	Top1 Acc.: 96.578	CLS Loss: 0.115	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.093	PixMix Loss: 1.060	Tot. Loss: 1.208
+2025-09-19 10:26:15,313 INFO Epoch 14 	 Batch 1699	LR : 0.00003	Top1 Acc.: 96.922	CLS Loss: 0.117	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.049	PixMix Loss: 1.083	Tot. Loss: 1.166
+2025-09-19 10:29:19,826 INFO Epoch 14 	 Batch 1799	LR : 0.00002	Top1 Acc.: 96.594	CLS Loss: 0.116	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.070	PixMix Loss: 1.085	Tot. Loss: 1.186
+2025-09-19 10:32:24,419 INFO Epoch 14 	 Batch 1899	LR : 0.00002	Top1 Acc.: 96.453	CLS Loss: 0.115	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.070	PixMix Loss: 1.086	Tot. Loss: 1.185
+2025-09-19 10:35:28,986 INFO Epoch 14 	 Batch 1999	LR : 0.00002	Top1 Acc.: 96.906	CLS Loss: 0.106	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.042	PixMix Loss: 1.035	Tot. Loss: 1.147
+2025-09-19 10:38:33,543 INFO Epoch 14 	 Batch 2099	LR : 0.00002	Top1 Acc.: 96.484	CLS Loss: 0.118	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.074	PixMix Loss: 1.085	Tot. Loss: 1.192
+2025-09-19 10:41:38,083 INFO Epoch 14 	 Batch 2199	LR : 0.00002	Top1 Acc.: 96.812	CLS Loss: 0.107	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.018	PixMix Loss: 1.070	Tot. Loss: 1.125
+2025-09-19 10:44:42,722 INFO Epoch 14 	 Batch 2299	LR : 0.00002	Top1 Acc.: 96.812	CLS Loss: 0.114	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.099	PixMix Loss: 1.093	Tot. Loss: 1.213
+2025-09-19 10:47:47,412 INFO Epoch 14 	 Batch 2399	LR : 0.00002	Top1 Acc.: 97.125	CLS Loss: 0.105	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.011	PixMix Loss: 1.095	Tot. Loss: 1.116
+2025-09-19 10:50:52,243 INFO Epoch 14 	 Batch 2499	LR : 0.00002	Top1 Acc.: 96.844	CLS Loss: 0.118	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.057	PixMix Loss: 1.106	Tot. Loss: 1.175
+2025-09-19 10:53:56,897 INFO Epoch 14 	 Batch 2599	LR : 0.00002	Top1 Acc.: 96.906	CLS Loss: 0.107	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.053	PixMix Loss: 1.077	Tot. Loss: 1.160
+2025-09-19 10:57:01,728 INFO Epoch 14 	 Batch 2699	LR : 0.00002	Top1 Acc.: 96.688	CLS Loss: 0.108	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.119	PixMix Loss: 1.049	Tot. Loss: 1.227
+2025-09-19 11:00:06,490 INFO Epoch 14 	 Batch 2799	LR : 0.00002	Top1 Acc.: 96.750	CLS Loss: 0.108	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.071	PixMix Loss: 1.075	Tot. Loss: 1.178
+2025-09-19 11:03:11,133 INFO Epoch 14 	 Batch 2899	LR : 0.00002	Top1 Acc.: 96.781	CLS Loss: 0.120	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.104	PixMix Loss: 1.085	Tot. Loss: 1.224
+2025-09-19 11:06:16,051 INFO Epoch 14 	 Batch 2999	LR : 0.00002	Top1 Acc.: 96.484	CLS Loss: 0.124	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.085	PixMix Loss: 1.098	Tot. Loss: 1.209
+2025-09-19 11:09:20,878 INFO Epoch 14 	 Batch 3099	LR : 0.00002	Top1 Acc.: 96.656	CLS Loss: 0.114	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.073	PixMix Loss: 1.103	Tot. Loss: 1.186
+2025-09-19 11:12:25,709 INFO Epoch 14 	 Batch 3199	LR : 0.00002	Top1 Acc.: 96.719	CLS Loss: 0.108	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.114	PixMix Loss: 1.077	Tot. Loss: 1.222
+2025-09-19 11:15:30,545 INFO Epoch 14 	 Batch 3299	LR : 0.00002	Top1 Acc.: 96.812	CLS Loss: 0.114	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.100	PixMix Loss: 1.093	Tot. Loss: 1.214
+2025-09-19 11:18:35,422 INFO Epoch 14 	 Batch 3399	LR : 0.00002	Top1 Acc.: 96.812	CLS Loss: 0.112	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.065	PixMix Loss: 1.064	Tot. Loss: 1.177
+2025-09-19 11:21:40,264 INFO Epoch 14 	 Batch 3499	LR : 0.00002	Top1 Acc.: 97.109	CLS Loss: 0.097	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.089	PixMix Loss: 1.077	Tot. Loss: 1.186
+2025-09-19 11:24:45,124 INFO Epoch 14 	 Batch 3599	LR : 0.00002	Top1 Acc.: 96.703	CLS Loss: 0.111	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.043	PixMix Loss: 1.101	Tot. Loss: 1.154
+2025-09-19 11:27:49,781 INFO Epoch 14 	 Batch 3699	LR : 0.00002	Top1 Acc.: 96.672	CLS Loss: 0.114	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.070	PixMix Loss: 1.081	Tot. Loss: 1.184
+2025-09-19 11:30:53,552 INFO Epoch 14 	 Batch 3799	LR : 0.00002	Top1 Acc.: 96.219	CLS Loss: 0.123	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.080	PixMix Loss: 1.110	Tot. Loss: 1.203
+2025-09-19 11:33:57,834 INFO Epoch 14 	 Batch 3899	LR : 0.00002	Top1 Acc.: 96.625	CLS Loss: 0.113	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.060	PixMix Loss: 1.071	Tot. Loss: 1.173
+2025-09-19 11:37:02,652 INFO Epoch 14 	 Batch 3999	LR : 0.00002	Top1 Acc.: 97.203	CLS Loss: 0.098	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.065	PixMix Loss: 1.056	Tot. Loss: 1.164
+2025-09-19 11:40:07,186 INFO Epoch 14 	 Batch 4099	LR : 0.00002	Top1 Acc.: 96.703	CLS Loss: 0.114	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.023	PixMix Loss: 1.040	Tot. Loss: 1.137
+2025-09-19 11:43:11,712 INFO Epoch 14 	 Batch 4199	LR : 0.00002	Top1 Acc.: 96.641	CLS Loss: 0.115	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.109	PixMix Loss: 1.060	Tot. Loss: 1.224
+2025-09-19 11:46:16,326 INFO Epoch 14 	 Batch 4299	LR : 0.00002	Top1 Acc.: 97.172	CLS Loss: 0.107	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.090	PixMix Loss: 1.055	Tot. Loss: 1.197
+2025-09-19 11:49:20,848 INFO Epoch 14 	 Batch 4399	LR : 0.00002	Top1 Acc.: 96.828	CLS Loss: 0.109	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.012	PixMix Loss: 1.075	Tot. Loss: 1.121
+2025-09-19 11:52:25,392 INFO Epoch 14 	 Batch 4499	LR : 0.00002	Top1 Acc.: 96.656	CLS Loss: 0.118	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.068	PixMix Loss: 1.109	Tot. Loss: 1.185
+2025-09-19 11:55:29,884 INFO Epoch 14 	 Batch 4599	LR : 0.00002	Top1 Acc.: 96.750	CLS Loss: 0.111	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.044	PixMix Loss: 1.066	Tot. Loss: 1.156
+2025-09-19 11:58:34,466 INFO Epoch 14 	 Batch 4699	LR : 0.00002	Top1 Acc.: 96.891	CLS Loss: 0.105	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.043	PixMix Loss: 1.103	Tot. Loss: 1.148
+2025-09-19 12:01:39,031 INFO Epoch 14 	 Batch 4799	LR : 0.00002	Top1 Acc.: 96.703	CLS Loss: 0.114	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.079	PixMix Loss: 1.083	Tot. Loss: 1.193
+2025-09-19 12:04:43,632 INFO Epoch 14 	 Batch 4899	LR : 0.00002	Top1 Acc.: 96.703	CLS Loss: 0.118	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.084	PixMix Loss: 1.074	Tot. Loss: 1.202
+2025-09-19 12:07:48,176 INFO Epoch 14 	 Batch 4999	LR : 0.00002	Top1 Acc.: 96.938	CLS Loss: 0.107	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.096	PixMix Loss: 1.073	Tot. Loss: 1.203
+2025-09-19 12:14:18,684 INFO ################## 
+ ---> Validation Epoch 14 (Original Model)	Acc.: 81.550	FPR: 58.103	AUROC: 87.798	AUPR: 61.493	AURC: 46.425	EAURC: 28.249	AUPR Succ.: 96.668	ECE: 6.911	NLL: 7.679	Brier: 27.139
+2025-09-19 12:20:14,518 INFO ################## 
+ ---> Validation Epoch 14 (EMA Model)	Acc.: 81.576	FPR: 58.196	AUROC: 87.774	AUPR: 61.335	AURC: 46.402	EAURC: 28.279	AUPR Succ.: 96.665	ECE: 6.873	NLL: 7.674	Brier: 27.125
+2025-09-19 12:20:17,553 INFO ####### --- Training Epoch 15 --- #######
+2025-09-19 12:38:45,071 INFO Epoch 15 	 Batch 99	LR : 0.00002	Top1 Acc.: 96.781	CLS Loss: 0.110	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.073	PixMix Loss: 1.091	Tot. Loss: 1.184
+2025-09-19 12:41:48,831 INFO Epoch 15 	 Batch 199	LR : 0.00002	Top1 Acc.: 96.969	CLS Loss: 0.103	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.046	PixMix Loss: 1.083	Tot. Loss: 1.149
+2025-09-19 12:44:53,718 INFO Epoch 15 	 Batch 299	LR : 0.00002	Top1 Acc.: 96.797	CLS Loss: 0.109	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.083	PixMix Loss: 1.070	Tot. Loss: 1.191
+2025-09-19 12:47:58,308 INFO Epoch 15 	 Batch 399	LR : 0.00002	Top1 Acc.: 96.984	CLS Loss: 0.109	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.054	PixMix Loss: 1.098	Tot. Loss: 1.163
+2025-09-19 12:51:02,849 INFO Epoch 15 	 Batch 499	LR : 0.00002	Top1 Acc.: 96.516	CLS Loss: 0.116	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.044	PixMix Loss: 1.104	Tot. Loss: 1.159
+2025-09-19 12:54:07,403 INFO Epoch 15 	 Batch 599	LR : 0.00002	Top1 Acc.: 96.672	CLS Loss: 0.121	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.095	PixMix Loss: 1.067	Tot. Loss: 1.216
+2025-09-19 12:57:11,931 INFO Epoch 15 	 Batch 699	LR : 0.00002	Top1 Acc.: 96.422	CLS Loss: 0.114	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.044	PixMix Loss: 1.066	Tot. Loss: 1.158
+2025-09-19 13:00:16,470 INFO Epoch 15 	 Batch 799	LR : 0.00002	Top1 Acc.: 96.688	CLS Loss: 0.120	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.123	PixMix Loss: 1.122	Tot. Loss: 1.243
+2025-09-19 13:03:20,981 INFO Epoch 15 	 Batch 899	LR : 0.00002	Top1 Acc.: 96.688	CLS Loss: 0.111	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.051	PixMix Loss: 1.116	Tot. Loss: 1.162
+2025-09-19 13:06:25,573 INFO Epoch 15 	 Batch 999	LR : 0.00002	Top1 Acc.: 96.859	CLS Loss: 0.110	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.094	PixMix Loss: 1.038	Tot. Loss: 1.204
+2025-09-19 13:09:30,120 INFO Epoch 15 	 Batch 1099	LR : 0.00002	Top1 Acc.: 96.266	CLS Loss: 0.114	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.065	PixMix Loss: 1.055	Tot. Loss: 1.178
+2025-09-19 13:12:34,662 INFO Epoch 15 	 Batch 1199	LR : 0.00002	Top1 Acc.: 96.750	CLS Loss: 0.111	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.105	PixMix Loss: 1.065	Tot. Loss: 1.216
+2025-09-19 13:15:39,224 INFO Epoch 15 	 Batch 1299	LR : 0.00002	Top1 Acc.: 96.844	CLS Loss: 0.111	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.094	PixMix Loss: 1.092	Tot. Loss: 1.205
+2025-09-19 13:18:43,746 INFO Epoch 15 	 Batch 1399	LR : 0.00002	Top1 Acc.: 96.891	CLS Loss: 0.101	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.021	PixMix Loss: 1.054	Tot. Loss: 1.122
+2025-09-19 13:21:48,226 INFO Epoch 15 	 Batch 1499	LR : 0.00002	Top1 Acc.: 96.547	CLS Loss: 0.117	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.101	PixMix Loss: 1.059	Tot. Loss: 1.218
+2025-09-19 13:24:52,772 INFO Epoch 15 	 Batch 1599	LR : 0.00002	Top1 Acc.: 96.734	CLS Loss: 0.115	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.080	PixMix Loss: 1.112	Tot. Loss: 1.195
+2025-09-19 13:27:57,296 INFO Epoch 15 	 Batch 1699	LR : 0.00002	Top1 Acc.: 97.047	CLS Loss: 0.116	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.045	PixMix Loss: 1.109	Tot. Loss: 1.161
+2025-09-19 13:31:01,831 INFO Epoch 15 	 Batch 1799	LR : 0.00002	Top1 Acc.: 96.484	CLS Loss: 0.116	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.057	PixMix Loss: 1.080	Tot. Loss: 1.173
+2025-09-19 13:34:06,328 INFO Epoch 15 	 Batch 1899	LR : 0.00002	Top1 Acc.: 96.484	CLS Loss: 0.114	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.133	PixMix Loss: 1.089	Tot. Loss: 1.247
+2025-09-19 13:37:10,904 INFO Epoch 15 	 Batch 1999	LR : 0.00002	Top1 Acc.: 97.000	CLS Loss: 0.104	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.058	PixMix Loss: 1.101	Tot. Loss: 1.162
+2025-09-19 13:40:15,458 INFO Epoch 15 	 Batch 2099	LR : 0.00002	Top1 Acc.: 96.453	CLS Loss: 0.119	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.043	PixMix Loss: 1.119	Tot. Loss: 1.161
+2025-09-19 13:43:20,012 INFO Epoch 15 	 Batch 2199	LR : 0.00002	Top1 Acc.: 96.891	CLS Loss: 0.107	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.054	PixMix Loss: 1.115	Tot. Loss: 1.161
+2025-09-19 13:46:24,738 INFO Epoch 15 	 Batch 2299	LR : 0.00002	Top1 Acc.: 96.781	CLS Loss: 0.113	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.088	PixMix Loss: 1.075	Tot. Loss: 1.201
+2025-09-19 13:49:29,248 INFO Epoch 15 	 Batch 2399	LR : 0.00002	Top1 Acc.: 97.125	CLS Loss: 0.105	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.022	PixMix Loss: 1.093	Tot. Loss: 1.127
+2025-09-19 13:52:33,745 INFO Epoch 15 	 Batch 2499	LR : 0.00002	Top1 Acc.: 96.875	CLS Loss: 0.117	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.060	PixMix Loss: 1.092	Tot. Loss: 1.177
+2025-09-19 13:55:38,292 INFO Epoch 15 	 Batch 2599	LR : 0.00002	Top1 Acc.: 96.969	CLS Loss: 0.107	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.078	PixMix Loss: 1.044	Tot. Loss: 1.185
+2025-09-19 13:58:42,840 INFO Epoch 15 	 Batch 2699	LR : 0.00002	Top1 Acc.: 96.828	CLS Loss: 0.106	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.067	PixMix Loss: 1.098	Tot. Loss: 1.173
+2025-09-19 14:01:47,376 INFO Epoch 15 	 Batch 2799	LR : 0.00002	Top1 Acc.: 96.734	CLS Loss: 0.108	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.039	PixMix Loss: 1.037	Tot. Loss: 1.147
+2025-09-19 14:04:51,857 INFO Epoch 15 	 Batch 2899	LR : 0.00002	Top1 Acc.: 96.828	CLS Loss: 0.118	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.079	PixMix Loss: 1.116	Tot. Loss: 1.196
+2025-09-19 14:07:56,532 INFO Epoch 15 	 Batch 2999	LR : 0.00002	Top1 Acc.: 96.609	CLS Loss: 0.122	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.072	PixMix Loss: 1.067	Tot. Loss: 1.194
+2025-09-19 14:11:01,435 INFO Epoch 15 	 Batch 3099	LR : 0.00002	Top1 Acc.: 96.625	CLS Loss: 0.113	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.096	PixMix Loss: 1.135	Tot. Loss: 1.209
+2025-09-19 14:14:06,141 INFO Epoch 15 	 Batch 3199	LR : 0.00002	Top1 Acc.: 96.641	CLS Loss: 0.107	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.137	PixMix Loss: 1.064	Tot. Loss: 1.243
+2025-09-19 14:17:10,948 INFO Epoch 15 	 Batch 3299	LR : 0.00002	Top1 Acc.: 96.875	CLS Loss: 0.114	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.023	PixMix Loss: 1.088	Tot. Loss: 1.137
+2025-09-19 14:20:15,658 INFO Epoch 15 	 Batch 3399	LR : 0.00002	Top1 Acc.: 96.812	CLS Loss: 0.111	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.076	PixMix Loss: 1.093	Tot. Loss: 1.188
+2025-09-19 14:23:20,471 INFO Epoch 15 	 Batch 3499	LR : 0.00002	Top1 Acc.: 97.219	CLS Loss: 0.096	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.125	PixMix Loss: 1.103	Tot. Loss: 1.221
+2025-09-19 14:26:25,109 INFO Epoch 15 	 Batch 3599	LR : 0.00002	Top1 Acc.: 96.688	CLS Loss: 0.111	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.134	PixMix Loss: 1.079	Tot. Loss: 1.245
+2025-09-19 14:29:29,124 INFO Epoch 15 	 Batch 3699	LR : 0.00002	Top1 Acc.: 96.750	CLS Loss: 0.114	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.103	PixMix Loss: 1.061	Tot. Loss: 1.217
+2025-09-19 14:32:33,474 INFO Epoch 15 	 Batch 3799	LR : 0.00002	Top1 Acc.: 96.250	CLS Loss: 0.121	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.132	PixMix Loss: 1.113	Tot. Loss: 1.253
+2025-09-19 14:35:38,183 INFO Epoch 15 	 Batch 3899	LR : 0.00002	Top1 Acc.: 96.734	CLS Loss: 0.112	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.098	PixMix Loss: 1.088	Tot. Loss: 1.210
+2025-09-19 14:38:42,690 INFO Epoch 15 	 Batch 3999	LR : 0.00002	Top1 Acc.: 97.188	CLS Loss: 0.098	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.007	PixMix Loss: 1.066	Tot. Loss: 1.105
+2025-09-19 14:41:47,225 INFO Epoch 15 	 Batch 4099	LR : 0.00002	Top1 Acc.: 96.734	CLS Loss: 0.111	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.015	PixMix Loss: 1.096	Tot. Loss: 1.126
+2025-09-19 14:44:51,796 INFO Epoch 15 	 Batch 4199	LR : 0.00002	Top1 Acc.: 96.578	CLS Loss: 0.115	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.056	PixMix Loss: 1.110	Tot. Loss: 1.171
+2025-09-19 14:47:56,375 INFO Epoch 15 	 Batch 4299	LR : 0.00002	Top1 Acc.: 97.109	CLS Loss: 0.108	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.086	PixMix Loss: 1.033	Tot. Loss: 1.194
+2025-09-19 14:51:00,899 INFO Epoch 15 	 Batch 4399	LR : 0.00002	Top1 Acc.: 96.797	CLS Loss: 0.108	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.042	PixMix Loss: 1.085	Tot. Loss: 1.150
+2025-09-19 14:54:05,499 INFO Epoch 15 	 Batch 4499	LR : 0.00002	Top1 Acc.: 96.812	CLS Loss: 0.117	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.107	PixMix Loss: 1.085	Tot. Loss: 1.224
+2025-09-19 14:57:10,064 INFO Epoch 15 	 Batch 4599	LR : 0.00002	Top1 Acc.: 96.734	CLS Loss: 0.111	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.097	PixMix Loss: 1.078	Tot. Loss: 1.208
+2025-09-19 15:00:14,618 INFO Epoch 15 	 Batch 4699	LR : 0.00002	Top1 Acc.: 96.719	CLS Loss: 0.106	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.086	PixMix Loss: 1.058	Tot. Loss: 1.192
+2025-09-19 15:03:19,325 INFO Epoch 15 	 Batch 4799	LR : 0.00001	Top1 Acc.: 96.688	CLS Loss: 0.115	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.085	PixMix Loss: 1.069	Tot. Loss: 1.200
+2025-09-19 15:06:23,840 INFO Epoch 15 	 Batch 4899	LR : 0.00001	Top1 Acc.: 96.859	CLS Loss: 0.118	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.096	PixMix Loss: 1.099	Tot. Loss: 1.214
+2025-09-19 15:09:28,436 INFO Epoch 15 	 Batch 4999	LR : 0.00001	Top1 Acc.: 96.766	CLS Loss: 0.106	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.019	PixMix Loss: 1.050	Tot. Loss: 1.126
+2025-09-19 15:14:54,021 INFO ################## 
+ ---> Validation Epoch 15 (Original Model)	Acc.: 81.564	FPR: 58.364	AUROC: 87.777	AUPR: 61.411	AURC: 46.413	EAURC: 28.266	AUPR Succ.: 96.667	ECE: 6.894	NLL: 7.678	Brier: 27.137
+2025-09-19 15:19:54,858 INFO ################## 
+ ---> Validation Epoch 15 (EMA Model)	Acc.: 81.560	FPR: 58.080	AUROC: 87.794	AUPR: 61.472	AURC: 46.403	EAURC: 28.248	AUPR Succ.: 96.668	ECE: 6.900	NLL: 7.677	Brier: 27.132
+2025-09-19 15:19:56,206 INFO ####### --- Training Epoch 16 --- #######
+2025-09-19 15:35:26,542 INFO Epoch 16 	 Batch 99	LR : 0.00001	Top1 Acc.: 96.781	CLS Loss: 0.110	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.067	PixMix Loss: 1.119	Tot. Loss: 1.177
+2025-09-19 15:38:30,317 INFO Epoch 16 	 Batch 199	LR : 0.00001	Top1 Acc.: 97.016	CLS Loss: 0.103	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.050	PixMix Loss: 1.085	Tot. Loss: 1.153
+2025-09-19 15:41:35,155 INFO Epoch 16 	 Batch 299	LR : 0.00001	Top1 Acc.: 96.797	CLS Loss: 0.110	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.090	PixMix Loss: 1.033	Tot. Loss: 1.200
+2025-09-19 15:44:39,769 INFO Epoch 16 	 Batch 399	LR : 0.00001	Top1 Acc.: 96.969	CLS Loss: 0.109	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.089	PixMix Loss: 1.107	Tot. Loss: 1.198
+2025-09-19 15:47:44,355 INFO Epoch 16 	 Batch 499	LR : 0.00001	Top1 Acc.: 96.578	CLS Loss: 0.116	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.041	PixMix Loss: 1.105	Tot. Loss: 1.157
+2025-09-19 15:50:48,914 INFO Epoch 16 	 Batch 599	LR : 0.00001	Top1 Acc.: 96.594	CLS Loss: 0.121	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.071	PixMix Loss: 1.096	Tot. Loss: 1.191
+2025-09-19 15:53:53,492 INFO Epoch 16 	 Batch 699	LR : 0.00001	Top1 Acc.: 96.422	CLS Loss: 0.113	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.063	PixMix Loss: 1.110	Tot. Loss: 1.176
+2025-09-19 15:56:58,036 INFO Epoch 16 	 Batch 799	LR : 0.00001	Top1 Acc.: 96.688	CLS Loss: 0.120	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.115	PixMix Loss: 1.054	Tot. Loss: 1.235
+2025-09-19 16:00:02,575 INFO Epoch 16 	 Batch 899	LR : 0.00001	Top1 Acc.: 96.734	CLS Loss: 0.110	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.047	PixMix Loss: 1.085	Tot. Loss: 1.157
+2025-09-19 16:03:07,129 INFO Epoch 16 	 Batch 999	LR : 0.00001	Top1 Acc.: 96.828	CLS Loss: 0.110	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.124	PixMix Loss: 1.063	Tot. Loss: 1.234
+2025-09-19 16:06:11,732 INFO Epoch 16 	 Batch 1099	LR : 0.00001	Top1 Acc.: 96.375	CLS Loss: 0.113	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.054	PixMix Loss: 1.055	Tot. Loss: 1.167
+2025-09-19 16:09:16,310 INFO Epoch 16 	 Batch 1199	LR : 0.00001	Top1 Acc.: 96.906	CLS Loss: 0.109	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.051	PixMix Loss: 1.066	Tot. Loss: 1.160
+2025-09-19 16:12:20,901 INFO Epoch 16 	 Batch 1299	LR : 0.00001	Top1 Acc.: 96.891	CLS Loss: 0.109	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.074	PixMix Loss: 1.105	Tot. Loss: 1.183
+2025-09-19 16:15:25,499 INFO Epoch 16 	 Batch 1399	LR : 0.00001	Top1 Acc.: 96.922	CLS Loss: 0.100	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.032	PixMix Loss: 1.080	Tot. Loss: 1.132
+2025-09-19 16:18:30,079 INFO Epoch 16 	 Batch 1499	LR : 0.00001	Top1 Acc.: 96.688	CLS Loss: 0.114	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.117	PixMix Loss: 1.048	Tot. Loss: 1.232
+2025-09-19 16:21:34,649 INFO Epoch 16 	 Batch 1599	LR : 0.00001	Top1 Acc.: 96.547	CLS Loss: 0.115	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.045	PixMix Loss: 1.039	Tot. Loss: 1.160
+2025-09-19 16:24:39,181 INFO Epoch 16 	 Batch 1699	LR : 0.00001	Top1 Acc.: 97.016	CLS Loss: 0.116	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.065	PixMix Loss: 1.083	Tot. Loss: 1.181
+2025-09-19 16:27:43,718 INFO Epoch 16 	 Batch 1799	LR : 0.00001	Top1 Acc.: 96.547	CLS Loss: 0.116	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.027	PixMix Loss: 1.121	Tot. Loss: 1.143
+2025-09-19 16:30:48,268 INFO Epoch 16 	 Batch 1899	LR : 0.00001	Top1 Acc.: 96.453	CLS Loss: 0.115	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.081	PixMix Loss: 1.074	Tot. Loss: 1.196
+2025-09-19 16:33:52,868 INFO Epoch 16 	 Batch 1999	LR : 0.00001	Top1 Acc.: 96.906	CLS Loss: 0.105	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.078	PixMix Loss: 1.122	Tot. Loss: 1.183
+2025-09-19 16:36:57,381 INFO Epoch 16 	 Batch 2099	LR : 0.00001	Top1 Acc.: 96.516	CLS Loss: 0.118	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.042	PixMix Loss: 1.071	Tot. Loss: 1.160
+2025-09-19 16:40:01,910 INFO Epoch 16 	 Batch 2199	LR : 0.00001	Top1 Acc.: 96.797	CLS Loss: 0.107	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.039	PixMix Loss: 1.070	Tot. Loss: 1.146
+2025-09-19 16:43:06,487 INFO Epoch 16 	 Batch 2299	LR : 0.00001	Top1 Acc.: 96.766	CLS Loss: 0.113	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.068	PixMix Loss: 1.046	Tot. Loss: 1.181
+2025-09-19 16:46:11,053 INFO Epoch 16 	 Batch 2399	LR : 0.00001	Top1 Acc.: 97.094	CLS Loss: 0.106	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.050	PixMix Loss: 1.110	Tot. Loss: 1.156
+2025-09-19 16:49:15,636 INFO Epoch 16 	 Batch 2499	LR : 0.00001	Top1 Acc.: 96.797	CLS Loss: 0.118	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.096	PixMix Loss: 1.157	Tot. Loss: 1.214
+2025-09-19 16:52:20,231 INFO Epoch 16 	 Batch 2599	LR : 0.00001	Top1 Acc.: 96.906	CLS Loss: 0.107	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.062	PixMix Loss: 1.116	Tot. Loss: 1.169
+2025-09-19 16:55:24,793 INFO Epoch 16 	 Batch 2699	LR : 0.00001	Top1 Acc.: 96.766	CLS Loss: 0.105	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.053	PixMix Loss: 1.117	Tot. Loss: 1.158
+2025-09-19 16:58:29,388 INFO Epoch 16 	 Batch 2799	LR : 0.00001	Top1 Acc.: 96.719	CLS Loss: 0.106	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.067	PixMix Loss: 1.124	Tot. Loss: 1.173
+2025-09-19 17:01:33,951 INFO Epoch 16 	 Batch 2899	LR : 0.00001	Top1 Acc.: 96.781	CLS Loss: 0.118	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.105	PixMix Loss: 1.124	Tot. Loss: 1.223
+2025-09-19 17:04:38,514 INFO Epoch 16 	 Batch 2999	LR : 0.00001	Top1 Acc.: 96.578	CLS Loss: 0.122	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.072	PixMix Loss: 1.154	Tot. Loss: 1.195
+2025-09-19 17:07:43,197 INFO Epoch 16 	 Batch 3099	LR : 0.00001	Top1 Acc.: 96.688	CLS Loss: 0.111	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.073	PixMix Loss: 1.079	Tot. Loss: 1.184
+2025-09-19 17:10:47,913 INFO Epoch 16 	 Batch 3199	LR : 0.00001	Top1 Acc.: 96.672	CLS Loss: 0.106	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.056	PixMix Loss: 1.050	Tot. Loss: 1.162
+2025-09-19 17:13:52,583 INFO Epoch 16 	 Batch 3299	LR : 0.00001	Top1 Acc.: 96.906	CLS Loss: 0.113	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.094	PixMix Loss: 1.120	Tot. Loss: 1.207
+2025-09-19 17:16:57,371 INFO Epoch 16 	 Batch 3399	LR : 0.00001	Top1 Acc.: 96.797	CLS Loss: 0.112	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.050	PixMix Loss: 1.068	Tot. Loss: 1.163
+2025-09-19 17:20:02,136 INFO Epoch 16 	 Batch 3499	LR : 0.00001	Top1 Acc.: 97.172	CLS Loss: 0.097	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.065	PixMix Loss: 1.068	Tot. Loss: 1.161
+2025-09-19 17:23:06,979 INFO Epoch 16 	 Batch 3599	LR : 0.00001	Top1 Acc.: 96.703	CLS Loss: 0.110	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.071	PixMix Loss: 1.073	Tot. Loss: 1.181
+2025-09-19 17:26:11,762 INFO Epoch 16 	 Batch 3699	LR : 0.00001	Top1 Acc.: 96.750	CLS Loss: 0.113	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.058	PixMix Loss: 1.087	Tot. Loss: 1.171
+2025-09-19 17:29:15,530 INFO Epoch 16 	 Batch 3799	LR : 0.00001	Top1 Acc.: 96.188	CLS Loss: 0.121	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.082	PixMix Loss: 1.096	Tot. Loss: 1.203
+2025-09-19 17:32:19,699 INFO Epoch 16 	 Batch 3899	LR : 0.00001	Top1 Acc.: 96.750	CLS Loss: 0.112	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.116	PixMix Loss: 1.096	Tot. Loss: 1.228
+2025-09-19 17:35:24,444 INFO Epoch 16 	 Batch 3999	LR : 0.00001	Top1 Acc.: 97.172	CLS Loss: 0.098	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.089	PixMix Loss: 1.044	Tot. Loss: 1.187
+2025-09-19 17:38:29,035 INFO Epoch 16 	 Batch 4099	LR : 0.00001	Top1 Acc.: 96.672	CLS Loss: 0.112	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.076	PixMix Loss: 1.085	Tot. Loss: 1.189
+2025-09-19 17:41:33,513 INFO Epoch 16 	 Batch 4199	LR : 0.00001	Top1 Acc.: 96.609	CLS Loss: 0.116	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.106	PixMix Loss: 1.090	Tot. Loss: 1.222
+2025-09-19 17:44:38,211 INFO Epoch 16 	 Batch 4299	LR : 0.00001	Top1 Acc.: 97.094	CLS Loss: 0.108	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.063	PixMix Loss: 1.090	Tot. Loss: 1.171
+2025-09-19 17:47:42,737 INFO Epoch 16 	 Batch 4399	LR : 0.00001	Top1 Acc.: 96.719	CLS Loss: 0.109	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.053	PixMix Loss: 1.089	Tot. Loss: 1.162
+2025-09-19 17:50:47,308 INFO Epoch 16 	 Batch 4499	LR : 0.00001	Top1 Acc.: 96.797	CLS Loss: 0.117	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.060	PixMix Loss: 1.105	Tot. Loss: 1.177
+2025-09-19 17:53:51,782 INFO Epoch 16 	 Batch 4599	LR : 0.00001	Top1 Acc.: 96.688	CLS Loss: 0.111	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.096	PixMix Loss: 1.140	Tot. Loss: 1.207
+2025-09-19 17:56:56,381 INFO Epoch 16 	 Batch 4699	LR : 0.00001	Top1 Acc.: 96.812	CLS Loss: 0.104	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.080	PixMix Loss: 1.102	Tot. Loss: 1.185
+2025-09-19 18:00:00,952 INFO Epoch 16 	 Batch 4799	LR : 0.00001	Top1 Acc.: 96.734	CLS Loss: 0.114	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.087	PixMix Loss: 1.144	Tot. Loss: 1.201
+2025-09-19 18:03:05,495 INFO Epoch 16 	 Batch 4899	LR : 0.00001	Top1 Acc.: 96.781	CLS Loss: 0.118	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.024	PixMix Loss: 1.093	Tot. Loss: 1.142
+2025-09-19 18:06:10,064 INFO Epoch 16 	 Batch 4999	LR : 0.00001	Top1 Acc.: 96.859	CLS Loss: 0.108	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.065	PixMix Loss: 1.069	Tot. Loss: 1.173
+2025-09-19 18:12:20,432 INFO ################## 
+ ---> Validation Epoch 16 (Original Model)	Acc.: 81.552	FPR: 58.088	AUROC: 87.798	AUPR: 61.491	AURC: 46.400	EAURC: 28.228	AUPR Succ.: 96.671	ECE: 6.924	NLL: 7.680	Brier: 27.146
+2025-09-19 18:18:06,349 INFO ################## 
+ ---> Validation Epoch 16 (EMA Model)	Acc.: 81.558	FPR: 58.150	AUROC: 87.794	AUPR: 61.435	AURC: 46.398	EAURC: 28.239	AUPR Succ.: 96.669	ECE: 6.916	NLL: 7.679	Brier: 27.138
+2025-09-19 18:18:07,190 INFO ####### --- Training Epoch 17 --- #######
+2025-09-19 18:34:47,886 INFO Epoch 17 	 Batch 99	LR : 0.00001	Top1 Acc.: 96.875	CLS Loss: 0.109	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.057	PixMix Loss: 1.106	Tot. Loss: 1.166
+2025-09-19 18:37:51,991 INFO Epoch 17 	 Batch 199	LR : 0.00001	Top1 Acc.: 97.000	CLS Loss: 0.102	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.092	PixMix Loss: 1.085	Tot. Loss: 1.194
+2025-09-19 18:40:56,873 INFO Epoch 17 	 Batch 299	LR : 0.00001	Top1 Acc.: 96.906	CLS Loss: 0.109	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.058	PixMix Loss: 1.076	Tot. Loss: 1.167
+2025-09-19 18:44:01,435 INFO Epoch 17 	 Batch 399	LR : 0.00001	Top1 Acc.: 97.016	CLS Loss: 0.108	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.079	PixMix Loss: 1.106	Tot. Loss: 1.187
+2025-09-19 18:47:05,981 INFO Epoch 17 	 Batch 499	LR : 0.00001	Top1 Acc.: 96.609	CLS Loss: 0.115	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.083	PixMix Loss: 1.141	Tot. Loss: 1.198
+2025-09-19 18:50:10,602 INFO Epoch 17 	 Batch 599	LR : 0.00001	Top1 Acc.: 96.641	CLS Loss: 0.119	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.110	PixMix Loss: 1.108	Tot. Loss: 1.229
+2025-09-19 18:53:15,172 INFO Epoch 17 	 Batch 699	LR : 0.00001	Top1 Acc.: 96.453	CLS Loss: 0.114	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.086	PixMix Loss: 1.094	Tot. Loss: 1.200
+2025-09-19 18:56:19,725 INFO Epoch 17 	 Batch 799	LR : 0.00001	Top1 Acc.: 96.719	CLS Loss: 0.120	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.091	PixMix Loss: 1.121	Tot. Loss: 1.211
+2025-09-19 18:59:24,330 INFO Epoch 17 	 Batch 899	LR : 0.00001	Top1 Acc.: 96.906	CLS Loss: 0.109	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.070	PixMix Loss: 1.101	Tot. Loss: 1.179
+2025-09-19 19:02:28,888 INFO Epoch 17 	 Batch 999	LR : 0.00001	Top1 Acc.: 96.953	CLS Loss: 0.109	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.047	PixMix Loss: 1.098	Tot. Loss: 1.156
+2025-09-19 19:05:33,502 INFO Epoch 17 	 Batch 1099	LR : 0.00001	Top1 Acc.: 96.391	CLS Loss: 0.112	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.089	PixMix Loss: 1.066	Tot. Loss: 1.201
+2025-09-19 19:08:38,089 INFO Epoch 17 	 Batch 1199	LR : 0.00001	Top1 Acc.: 96.859	CLS Loss: 0.110	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.095	PixMix Loss: 1.082	Tot. Loss: 1.205
+2025-09-19 19:11:42,651 INFO Epoch 17 	 Batch 1299	LR : 0.00001	Top1 Acc.: 96.844	CLS Loss: 0.109	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.102	PixMix Loss: 1.047	Tot. Loss: 1.211
+2025-09-19 19:14:47,292 INFO Epoch 17 	 Batch 1399	LR : 0.00001	Top1 Acc.: 96.938	CLS Loss: 0.101	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.049	PixMix Loss: 1.049	Tot. Loss: 1.150
+2025-09-19 19:17:51,863 INFO Epoch 17 	 Batch 1499	LR : 0.00001	Top1 Acc.: 96.750	CLS Loss: 0.114	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.078	PixMix Loss: 1.142	Tot. Loss: 1.192
+2025-09-19 19:20:56,420 INFO Epoch 17 	 Batch 1599	LR : 0.00001	Top1 Acc.: 96.641	CLS Loss: 0.114	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.083	PixMix Loss: 1.085	Tot. Loss: 1.198
+2025-09-19 19:24:01,019 INFO Epoch 17 	 Batch 1699	LR : 0.00001	Top1 Acc.: 97.062	CLS Loss: 0.115	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.091	PixMix Loss: 1.087	Tot. Loss: 1.207
+2025-09-19 19:27:05,556 INFO Epoch 17 	 Batch 1799	LR : 0.00001	Top1 Acc.: 96.609	CLS Loss: 0.115	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.085	PixMix Loss: 1.080	Tot. Loss: 1.200
+2025-09-19 19:30:10,194 INFO Epoch 17 	 Batch 1899	LR : 0.00001	Top1 Acc.: 96.359	CLS Loss: 0.115	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.121	PixMix Loss: 1.112	Tot. Loss: 1.236
+2025-09-19 19:33:14,795 INFO Epoch 17 	 Batch 1999	LR : 0.00001	Top1 Acc.: 97.047	CLS Loss: 0.104	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.057	PixMix Loss: 1.089	Tot. Loss: 1.161
+2025-09-19 19:36:19,359 INFO Epoch 17 	 Batch 2099	LR : 0.00001	Top1 Acc.: 96.453	CLS Loss: 0.118	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.076	PixMix Loss: 1.117	Tot. Loss: 1.194
+2025-09-19 19:39:23,944 INFO Epoch 17 	 Batch 2199	LR : 0.00001	Top1 Acc.: 96.859	CLS Loss: 0.106	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.037	PixMix Loss: 1.085	Tot. Loss: 1.144
+2025-09-19 19:42:28,536 INFO Epoch 17 	 Batch 2299	LR : 0.00001	Top1 Acc.: 96.750	CLS Loss: 0.112	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.096	PixMix Loss: 1.123	Tot. Loss: 1.208
+2025-09-19 19:45:33,118 INFO Epoch 17 	 Batch 2399	LR : 0.00001	Top1 Acc.: 97.000	CLS Loss: 0.105	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.107	PixMix Loss: 1.080	Tot. Loss: 1.212
+2025-09-19 19:48:37,640 INFO Epoch 17 	 Batch 2499	LR : 0.00001	Top1 Acc.: 96.906	CLS Loss: 0.116	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.084	PixMix Loss: 1.073	Tot. Loss: 1.200
+2025-09-19 19:51:42,161 INFO Epoch 17 	 Batch 2599	LR : 0.00001	Top1 Acc.: 96.922	CLS Loss: 0.106	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.117	PixMix Loss: 1.109	Tot. Loss: 1.222
+2025-09-19 19:54:46,728 INFO Epoch 17 	 Batch 2699	LR : 0.00001	Top1 Acc.: 96.906	CLS Loss: 0.105	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.090	PixMix Loss: 1.097	Tot. Loss: 1.196
+2025-09-19 19:57:51,307 INFO Epoch 17 	 Batch 2799	LR : 0.00001	Top1 Acc.: 96.719	CLS Loss: 0.107	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.100	PixMix Loss: 1.063	Tot. Loss: 1.207
+2025-09-19 20:00:55,886 INFO Epoch 17 	 Batch 2899	LR : 0.00001	Top1 Acc.: 96.828	CLS Loss: 0.118	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.090	PixMix Loss: 1.101	Tot. Loss: 1.208
+2025-09-19 20:04:00,442 INFO Epoch 17 	 Batch 2999	LR : 0.00001	Top1 Acc.: 96.500	CLS Loss: 0.122	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.076	PixMix Loss: 1.088	Tot. Loss: 1.198
+2025-09-19 20:07:05,193 INFO Epoch 17 	 Batch 3099	LR : 0.00001	Top1 Acc.: 96.672	CLS Loss: 0.112	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.092	PixMix Loss: 1.070	Tot. Loss: 1.204
+2025-09-19 20:10:10,031 INFO Epoch 17 	 Batch 3199	LR : 0.00001	Top1 Acc.: 96.719	CLS Loss: 0.106	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.109	PixMix Loss: 1.103	Tot. Loss: 1.215
+2025-09-19 20:13:14,925 INFO Epoch 17 	 Batch 3299	LR : 0.00001	Top1 Acc.: 96.922	CLS Loss: 0.113	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.051	PixMix Loss: 1.063	Tot. Loss: 1.165
+2025-09-19 20:16:19,539 INFO Epoch 17 	 Batch 3399	LR : 0.00001	Top1 Acc.: 96.844	CLS Loss: 0.111	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.071	PixMix Loss: 1.116	Tot. Loss: 1.182
+2025-09-19 20:19:24,414 INFO Epoch 17 	 Batch 3499	LR : 0.00001	Top1 Acc.: 97.094	CLS Loss: 0.096	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.120	PixMix Loss: 1.053	Tot. Loss: 1.216
+2025-09-19 20:22:29,344 INFO Epoch 17 	 Batch 3599	LR : 0.00001	Top1 Acc.: 96.625	CLS Loss: 0.110	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.079	PixMix Loss: 1.087	Tot. Loss: 1.189
+2025-09-19 20:25:34,134 INFO Epoch 17 	 Batch 3699	LR : 0.00001	Top1 Acc.: 96.766	CLS Loss: 0.112	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.090	PixMix Loss: 1.074	Tot. Loss: 1.202
+2025-09-19 20:28:38,960 INFO Epoch 17 	 Batch 3799	LR : 0.00001	Top1 Acc.: 96.312	CLS Loss: 0.121	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.145	PixMix Loss: 1.082	Tot. Loss: 1.265
+2025-09-19 20:31:43,780 INFO Epoch 17 	 Batch 3899	LR : 0.00001	Top1 Acc.: 96.719	CLS Loss: 0.113	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.091	PixMix Loss: 1.071	Tot. Loss: 1.204
+2025-09-19 20:34:48,524 INFO Epoch 17 	 Batch 3999	LR : 0.00001	Top1 Acc.: 97.203	CLS Loss: 0.099	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.005	PixMix Loss: 1.075	Tot. Loss: 1.104
+2025-09-19 20:37:52,726 INFO Epoch 17 	 Batch 4099	LR : 0.00001	Top1 Acc.: 96.625	CLS Loss: 0.113	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.057	PixMix Loss: 1.125	Tot. Loss: 1.170
+2025-09-19 20:40:56,463 INFO Epoch 17 	 Batch 4199	LR : 0.00001	Top1 Acc.: 96.594	CLS Loss: 0.115	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.048	PixMix Loss: 1.104	Tot. Loss: 1.163
+2025-09-19 20:44:01,155 INFO Epoch 17 	 Batch 4299	LR : 0.00001	Top1 Acc.: 97.078	CLS Loss: 0.107	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.088	PixMix Loss: 1.085	Tot. Loss: 1.195
+2025-09-19 20:47:05,961 INFO Epoch 17 	 Batch 4399	LR : 0.00001	Top1 Acc.: 96.859	CLS Loss: 0.109	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.108	PixMix Loss: 1.068	Tot. Loss: 1.216
+2025-09-19 20:50:10,490 INFO Epoch 17 	 Batch 4499	LR : 0.00001	Top1 Acc.: 96.719	CLS Loss: 0.116	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.056	PixMix Loss: 1.072	Tot. Loss: 1.172
+2025-09-19 20:53:15,040 INFO Epoch 17 	 Batch 4599	LR : 0.00001	Top1 Acc.: 96.672	CLS Loss: 0.112	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.094	PixMix Loss: 1.111	Tot. Loss: 1.206
+2025-09-19 20:56:19,616 INFO Epoch 17 	 Batch 4699	LR : 0.00001	Top1 Acc.: 96.844	CLS Loss: 0.104	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.025	PixMix Loss: 1.160	Tot. Loss: 1.129
+2025-09-19 20:59:24,245 INFO Epoch 17 	 Batch 4799	LR : 0.00001	Top1 Acc.: 96.672	CLS Loss: 0.114	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.083	PixMix Loss: 1.072	Tot. Loss: 1.197
+2025-09-19 21:02:28,785 INFO Epoch 17 	 Batch 4899	LR : 0.00001	Top1 Acc.: 96.766	CLS Loss: 0.117	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.087	PixMix Loss: 1.061	Tot. Loss: 1.204
+2025-09-19 21:05:33,348 INFO Epoch 17 	 Batch 4999	LR : 0.00001	Top1 Acc.: 96.922	CLS Loss: 0.106	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.061	PixMix Loss: 1.095	Tot. Loss: 1.167
+2025-09-19 21:12:55,398 INFO ################## 
+ ---> Validation Epoch 17 (Original Model)	Acc.: 81.554	FPR: 58.094	AUROC: 87.798	AUPR: 61.506	AURC: 46.393	EAURC: 28.225	AUPR Succ.: 96.671	ECE: 6.927	NLL: 7.682	Brier: 27.148
+2025-09-19 21:19:32,368 INFO ################## 
+ ---> Validation Epoch 17 (EMA Model)	Acc.: 81.576	FPR: 58.239	AUROC: 87.767	AUPR: 61.346	AURC: 46.389	EAURC: 28.266	AUPR Succ.: 96.667	ECE: 6.899	NLL: 7.681	Brier: 27.143
+2025-09-19 21:19:34,362 INFO ####### --- Training Epoch 18 --- #######
+2025-09-19 21:40:47,674 INFO Epoch 18 	 Batch 99	LR : 0.00001	Top1 Acc.: 96.750	CLS Loss: 0.109	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.116	PixMix Loss: 1.099	Tot. Loss: 1.225
+2025-09-19 21:43:51,658 INFO Epoch 18 	 Batch 199	LR : 0.00001	Top1 Acc.: 96.891	CLS Loss: 0.103	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.049	PixMix Loss: 1.031	Tot. Loss: 1.151
+2025-09-19 21:46:56,523 INFO Epoch 18 	 Batch 299	LR : 0.00001	Top1 Acc.: 96.734	CLS Loss: 0.108	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.036	PixMix Loss: 1.109	Tot. Loss: 1.144
+2025-09-19 21:50:01,082 INFO Epoch 18 	 Batch 399	LR : 0.00001	Top1 Acc.: 97.062	CLS Loss: 0.107	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.073	PixMix Loss: 1.067	Tot. Loss: 1.180
+2025-09-19 21:53:05,690 INFO Epoch 18 	 Batch 499	LR : 0.00001	Top1 Acc.: 96.641	CLS Loss: 0.115	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.105	PixMix Loss: 1.082	Tot. Loss: 1.220
+2025-09-19 21:56:10,230 INFO Epoch 18 	 Batch 599	LR : 0.00001	Top1 Acc.: 96.734	CLS Loss: 0.120	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.119	PixMix Loss: 1.067	Tot. Loss: 1.239
+2025-09-19 21:59:14,815 INFO Epoch 18 	 Batch 699	LR : 0.00000	Top1 Acc.: 96.484	CLS Loss: 0.113	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.094	PixMix Loss: 1.074	Tot. Loss: 1.207
+2025-09-19 22:02:19,347 INFO Epoch 18 	 Batch 799	LR : 0.00000	Top1 Acc.: 96.828	CLS Loss: 0.120	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.099	PixMix Loss: 1.119	Tot. Loss: 1.219
+2025-09-19 22:05:23,926 INFO Epoch 18 	 Batch 899	LR : 0.00000	Top1 Acc.: 96.828	CLS Loss: 0.110	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.081	PixMix Loss: 1.095	Tot. Loss: 1.191
+2025-09-19 22:08:28,504 INFO Epoch 18 	 Batch 999	LR : 0.00000	Top1 Acc.: 96.844	CLS Loss: 0.109	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.075	PixMix Loss: 1.097	Tot. Loss: 1.184
+2025-09-19 22:11:33,089 INFO Epoch 18 	 Batch 1099	LR : 0.00000	Top1 Acc.: 96.375	CLS Loss: 0.112	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.075	PixMix Loss: 1.090	Tot. Loss: 1.187
+2025-09-19 22:14:37,652 INFO Epoch 18 	 Batch 1199	LR : 0.00000	Top1 Acc.: 96.891	CLS Loss: 0.109	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.089	PixMix Loss: 1.079	Tot. Loss: 1.197
+2025-09-19 22:17:42,293 INFO Epoch 18 	 Batch 1299	LR : 0.00000	Top1 Acc.: 96.844	CLS Loss: 0.109	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.069	PixMix Loss: 1.101	Tot. Loss: 1.178
+2025-09-19 22:20:46,883 INFO Epoch 18 	 Batch 1399	LR : 0.00000	Top1 Acc.: 96.859	CLS Loss: 0.101	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.112	PixMix Loss: 1.039	Tot. Loss: 1.213
+2025-09-19 22:23:51,517 INFO Epoch 18 	 Batch 1499	LR : 0.00000	Top1 Acc.: 96.703	CLS Loss: 0.115	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.109	PixMix Loss: 1.069	Tot. Loss: 1.224
+2025-09-19 22:26:56,091 INFO Epoch 18 	 Batch 1599	LR : 0.00000	Top1 Acc.: 96.609	CLS Loss: 0.114	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.066	PixMix Loss: 1.070	Tot. Loss: 1.180
+2025-09-19 22:30:00,649 INFO Epoch 18 	 Batch 1699	LR : 0.00000	Top1 Acc.: 97.031	CLS Loss: 0.115	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.069	PixMix Loss: 1.083	Tot. Loss: 1.184
+2025-09-19 22:33:05,271 INFO Epoch 18 	 Batch 1799	LR : 0.00000	Top1 Acc.: 96.594	CLS Loss: 0.115	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.114	PixMix Loss: 1.056	Tot. Loss: 1.229
+2025-09-19 22:36:09,904 INFO Epoch 18 	 Batch 1899	LR : 0.00000	Top1 Acc.: 96.438	CLS Loss: 0.114	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.073	PixMix Loss: 1.103	Tot. Loss: 1.187
+2025-09-19 22:39:14,463 INFO Epoch 18 	 Batch 1999	LR : 0.00000	Top1 Acc.: 97.047	CLS Loss: 0.104	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.020	PixMix Loss: 1.035	Tot. Loss: 1.124
+2025-09-19 22:42:19,095 INFO Epoch 18 	 Batch 2099	LR : 0.00000	Top1 Acc.: 96.422	CLS Loss: 0.117	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.078	PixMix Loss: 1.103	Tot. Loss: 1.195
+2025-09-19 22:45:23,692 INFO Epoch 18 	 Batch 2199	LR : 0.00000	Top1 Acc.: 96.844	CLS Loss: 0.107	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.007	PixMix Loss: 1.023	Tot. Loss: 1.114
+2025-09-19 22:48:28,175 INFO Epoch 18 	 Batch 2299	LR : 0.00000	Top1 Acc.: 96.781	CLS Loss: 0.112	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.087	PixMix Loss: 1.104	Tot. Loss: 1.199
+2025-09-19 22:51:32,783 INFO Epoch 18 	 Batch 2399	LR : 0.00000	Top1 Acc.: 97.031	CLS Loss: 0.104	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.027	PixMix Loss: 1.076	Tot. Loss: 1.131
+2025-09-19 22:54:37,359 INFO Epoch 18 	 Batch 2499	LR : 0.00000	Top1 Acc.: 96.859	CLS Loss: 0.118	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.095	PixMix Loss: 1.122	Tot. Loss: 1.214
+2025-09-19 22:57:41,925 INFO Epoch 18 	 Batch 2599	LR : 0.00000	Top1 Acc.: 96.969	CLS Loss: 0.106	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.040	PixMix Loss: 1.093	Tot. Loss: 1.146
+2025-09-19 23:00:46,503 INFO Epoch 18 	 Batch 2699	LR : 0.00000	Top1 Acc.: 96.922	CLS Loss: 0.104	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.089	PixMix Loss: 1.063	Tot. Loss: 1.193
+2025-09-19 23:03:51,114 INFO Epoch 18 	 Batch 2799	LR : 0.00000	Top1 Acc.: 96.812	CLS Loss: 0.107	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.054	PixMix Loss: 1.066	Tot. Loss: 1.162
+2025-09-19 23:06:55,703 INFO Epoch 18 	 Batch 2899	LR : 0.00000	Top1 Acc.: 96.891	CLS Loss: 0.118	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.066	PixMix Loss: 1.089	Tot. Loss: 1.184
+2025-09-19 23:10:00,276 INFO Epoch 18 	 Batch 2999	LR : 0.00000	Top1 Acc.: 96.516	CLS Loss: 0.122	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.087	PixMix Loss: 1.091	Tot. Loss: 1.209
+2025-09-19 23:13:04,888 INFO Epoch 18 	 Batch 3099	LR : 0.00000	Top1 Acc.: 96.641	CLS Loss: 0.112	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.086	PixMix Loss: 1.078	Tot. Loss: 1.198
+2025-09-19 23:16:09,722 INFO Epoch 18 	 Batch 3199	LR : 0.00000	Top1 Acc.: 96.812	CLS Loss: 0.105	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.076	PixMix Loss: 1.061	Tot. Loss: 1.181
+2025-09-19 23:19:14,584 INFO Epoch 18 	 Batch 3299	LR : 0.00000	Top1 Acc.: 96.969	CLS Loss: 0.113	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.118	PixMix Loss: 1.054	Tot. Loss: 1.231
+2025-09-19 23:22:19,471 INFO Epoch 18 	 Batch 3399	LR : 0.00000	Top1 Acc.: 96.797	CLS Loss: 0.111	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.036	PixMix Loss: 1.037	Tot. Loss: 1.146
+2025-09-19 23:25:24,194 INFO Epoch 18 	 Batch 3499	LR : 0.00000	Top1 Acc.: 97.172	CLS Loss: 0.095	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.117	PixMix Loss: 1.124	Tot. Loss: 1.212
+2025-09-19 23:28:29,059 INFO Epoch 18 	 Batch 3599	LR : 0.00000	Top1 Acc.: 96.844	CLS Loss: 0.110	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.053	PixMix Loss: 1.071	Tot. Loss: 1.163
+2025-09-19 23:31:33,957 INFO Epoch 18 	 Batch 3699	LR : 0.00000	Top1 Acc.: 96.766	CLS Loss: 0.112	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.061	PixMix Loss: 1.084	Tot. Loss: 1.173
+2025-09-19 23:34:38,875 INFO Epoch 18 	 Batch 3799	LR : 0.00000	Top1 Acc.: 96.281	CLS Loss: 0.120	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.103	PixMix Loss: 1.081	Tot. Loss: 1.223
+2025-09-19 23:37:43,874 INFO Epoch 18 	 Batch 3899	LR : 0.00000	Top1 Acc.: 96.688	CLS Loss: 0.113	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.111	PixMix Loss: 1.104	Tot. Loss: 1.223
+2025-09-19 23:40:48,703 INFO Epoch 18 	 Batch 3999	LR : 0.00000	Top1 Acc.: 97.188	CLS Loss: 0.097	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.046	PixMix Loss: 1.018	Tot. Loss: 1.144
+2025-09-19 23:43:53,531 INFO Epoch 18 	 Batch 4099	LR : 0.00000	Top1 Acc.: 96.688	CLS Loss: 0.113	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.059	PixMix Loss: 1.072	Tot. Loss: 1.172
+2025-09-19 23:46:57,365 INFO Epoch 18 	 Batch 4199	LR : 0.00000	Top1 Acc.: 96.703	CLS Loss: 0.114	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.113	PixMix Loss: 1.058	Tot. Loss: 1.227
+2025-09-19 23:50:01,396 INFO Epoch 18 	 Batch 4299	LR : 0.00000	Top1 Acc.: 97.062	CLS Loss: 0.106	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.065	PixMix Loss: 1.086	Tot. Loss: 1.172
+2025-09-19 23:53:06,130 INFO Epoch 18 	 Batch 4399	LR : 0.00000	Top1 Acc.: 96.766	CLS Loss: 0.109	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.054	PixMix Loss: 1.045	Tot. Loss: 1.163
+2025-09-19 23:56:10,702 INFO Epoch 18 	 Batch 4499	LR : 0.00000	Top1 Acc.: 96.750	CLS Loss: 0.115	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.047	PixMix Loss: 1.073	Tot. Loss: 1.162
+2025-09-19 23:59:15,287 INFO Epoch 18 	 Batch 4599	LR : 0.00000	Top1 Acc.: 96.578	CLS Loss: 0.110	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.079	PixMix Loss: 1.083	Tot. Loss: 1.189
+2025-09-20 00:02:19,873 INFO Epoch 18 	 Batch 4699	LR : 0.00000	Top1 Acc.: 96.781	CLS Loss: 0.104	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.111	PixMix Loss: 1.050	Tot. Loss: 1.216
+2025-09-20 00:05:24,455 INFO Epoch 18 	 Batch 4799	LR : 0.00000	Top1 Acc.: 96.734	CLS Loss: 0.114	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.048	PixMix Loss: 1.122	Tot. Loss: 1.162
+2025-09-20 00:08:29,083 INFO Epoch 18 	 Batch 4899	LR : 0.00000	Top1 Acc.: 96.688	CLS Loss: 0.116	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.046	PixMix Loss: 1.113	Tot. Loss: 1.162
+2025-09-20 00:11:33,750 INFO Epoch 18 	 Batch 4999	LR : 0.00000	Top1 Acc.: 96.766	CLS Loss: 0.107	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.084	PixMix Loss: 1.085	Tot. Loss: 1.190
+2025-09-20 00:18:01,508 INFO ################## 
+ ---> Validation Epoch 18 (Original Model)	Acc.: 81.560	FPR: 58.080	AUROC: 87.786	AUPR: 61.433	AURC: 46.394	EAURC: 28.238	AUPR Succ.: 96.670	ECE: 6.922	NLL: 7.684	Brier: 27.152
+2025-09-20 00:24:38,757 INFO ################## 
+ ---> Validation Epoch 18 (EMA Model)	Acc.: 81.576	FPR: 58.218	AUROC: 87.765	AUPR: 61.333	AURC: 46.391	EAURC: 28.268	AUPR Succ.: 96.667	ECE: 6.902	NLL: 7.683	Brier: 27.145
+2025-09-20 00:24:39,685 INFO ####### --- Training Epoch 19 --- #######
+2025-09-20 00:43:07,037 INFO Epoch 19 	 Batch 99	LR : 0.00000	Top1 Acc.: 96.734	CLS Loss: 0.109	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.125	PixMix Loss: 1.088	Tot. Loss: 1.234
+2025-09-20 00:46:11,017 INFO Epoch 19 	 Batch 199	LR : 0.00000	Top1 Acc.: 96.953	CLS Loss: 0.102	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.090	PixMix Loss: 1.067	Tot. Loss: 1.192
+2025-09-20 00:49:15,888 INFO Epoch 19 	 Batch 299	LR : 0.00000	Top1 Acc.: 96.906	CLS Loss: 0.107	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.112	PixMix Loss: 1.083	Tot. Loss: 1.220
+2025-09-20 00:52:20,417 INFO Epoch 19 	 Batch 399	LR : 0.00000	Top1 Acc.: 97.094	CLS Loss: 0.108	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.061	PixMix Loss: 1.088	Tot. Loss: 1.169
+2025-09-20 00:55:24,982 INFO Epoch 19 	 Batch 499	LR : 0.00000	Top1 Acc.: 96.625	CLS Loss: 0.116	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.054	PixMix Loss: 1.093	Tot. Loss: 1.169
+2025-09-20 00:58:29,550 INFO Epoch 19 	 Batch 599	LR : 0.00000	Top1 Acc.: 96.688	CLS Loss: 0.120	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.099	PixMix Loss: 1.129	Tot. Loss: 1.219
+2025-09-20 01:01:34,089 INFO Epoch 19 	 Batch 699	LR : 0.00000	Top1 Acc.: 96.562	CLS Loss: 0.114	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.045	PixMix Loss: 1.084	Tot. Loss: 1.158
+2025-09-20 01:04:38,650 INFO Epoch 19 	 Batch 799	LR : 0.00000	Top1 Acc.: 96.781	CLS Loss: 0.120	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.076	PixMix Loss: 1.112	Tot. Loss: 1.197
+2025-09-20 01:07:43,201 INFO Epoch 19 	 Batch 899	LR : 0.00000	Top1 Acc.: 96.766	CLS Loss: 0.109	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.053	PixMix Loss: 1.071	Tot. Loss: 1.163
+2025-09-20 01:10:47,788 INFO Epoch 19 	 Batch 999	LR : 0.00000	Top1 Acc.: 96.875	CLS Loss: 0.109	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.088	PixMix Loss: 1.101	Tot. Loss: 1.197
+2025-09-20 01:13:52,340 INFO Epoch 19 	 Batch 1099	LR : 0.00000	Top1 Acc.: 96.344	CLS Loss: 0.112	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.092	PixMix Loss: 1.058	Tot. Loss: 1.205
+2025-09-20 01:16:56,871 INFO Epoch 19 	 Batch 1199	LR : 0.00000	Top1 Acc.: 96.938	CLS Loss: 0.110	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.146	PixMix Loss: 1.098	Tot. Loss: 1.256
+2025-09-20 01:20:01,523 INFO Epoch 19 	 Batch 1299	LR : 0.00000	Top1 Acc.: 96.922	CLS Loss: 0.109	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.991	PixMix Loss: 1.063	Tot. Loss: 1.100
+2025-09-20 01:23:06,110 INFO Epoch 19 	 Batch 1399	LR : 0.00000	Top1 Acc.: 96.906	CLS Loss: 0.099	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.050	PixMix Loss: 1.095	Tot. Loss: 1.150
+2025-09-20 01:26:10,605 INFO Epoch 19 	 Batch 1499	LR : 0.00000	Top1 Acc.: 96.688	CLS Loss: 0.116	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.052	PixMix Loss: 1.080	Tot. Loss: 1.168
+2025-09-20 01:29:15,191 INFO Epoch 19 	 Batch 1599	LR : 0.00000	Top1 Acc.: 96.750	CLS Loss: 0.113	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.061	PixMix Loss: 1.094	Tot. Loss: 1.175
+2025-09-20 01:32:19,750 INFO Epoch 19 	 Batch 1699	LR : 0.00000	Top1 Acc.: 97.000	CLS Loss: 0.115	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.979	PixMix Loss: 1.092	Tot. Loss: 1.094
+2025-09-20 01:35:24,318 INFO Epoch 19 	 Batch 1799	LR : 0.00000	Top1 Acc.: 96.578	CLS Loss: 0.114	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.106	PixMix Loss: 1.119	Tot. Loss: 1.220
+2025-09-20 01:38:28,927 INFO Epoch 19 	 Batch 1899	LR : 0.00000	Top1 Acc.: 96.453	CLS Loss: 0.114	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.074	PixMix Loss: 1.094	Tot. Loss: 1.188
+2025-09-20 01:41:33,482 INFO Epoch 19 	 Batch 1999	LR : 0.00000	Top1 Acc.: 97.031	CLS Loss: 0.104	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.123	PixMix Loss: 1.099	Tot. Loss: 1.227
+2025-09-20 01:44:38,081 INFO Epoch 19 	 Batch 2099	LR : 0.00000	Top1 Acc.: 96.531	CLS Loss: 0.117	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.041	PixMix Loss: 1.101	Tot. Loss: 1.158
+2025-09-20 01:47:42,609 INFO Epoch 19 	 Batch 2199	LR : 0.00000	Top1 Acc.: 96.922	CLS Loss: 0.107	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.029	PixMix Loss: 1.075	Tot. Loss: 1.136
+2025-09-20 01:50:47,179 INFO Epoch 19 	 Batch 2299	LR : 0.00000	Top1 Acc.: 96.812	CLS Loss: 0.112	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.065	PixMix Loss: 1.096	Tot. Loss: 1.178
+2025-09-20 01:53:51,757 INFO Epoch 19 	 Batch 2399	LR : 0.00000	Top1 Acc.: 97.125	CLS Loss: 0.104	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.083	PixMix Loss: 1.079	Tot. Loss: 1.187
+2025-09-20 01:56:56,372 INFO Epoch 19 	 Batch 2499	LR : 0.00000	Top1 Acc.: 96.844	CLS Loss: 0.118	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.149	PixMix Loss: 1.107	Tot. Loss: 1.267
+2025-09-20 02:00:00,863 INFO Epoch 19 	 Batch 2599	LR : 0.00000	Top1 Acc.: 96.984	CLS Loss: 0.106	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.119	PixMix Loss: 1.114	Tot. Loss: 1.225
+2025-09-20 02:03:05,336 INFO Epoch 19 	 Batch 2699	LR : 0.00000	Top1 Acc.: 96.812	CLS Loss: 0.105	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.052	PixMix Loss: 1.081	Tot. Loss: 1.157
+2025-09-20 02:06:09,901 INFO Epoch 19 	 Batch 2799	LR : 0.00000	Top1 Acc.: 96.719	CLS Loss: 0.107	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.063	PixMix Loss: 1.094	Tot. Loss: 1.170
+2025-09-20 02:09:14,526 INFO Epoch 19 	 Batch 2899	LR : 0.00000	Top1 Acc.: 96.844	CLS Loss: 0.118	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.089	PixMix Loss: 1.114	Tot. Loss: 1.207
+2025-09-20 02:12:19,078 INFO Epoch 19 	 Batch 2999	LR : 0.00000	Top1 Acc.: 96.516	CLS Loss: 0.121	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.128	PixMix Loss: 1.094	Tot. Loss: 1.249
+2025-09-20 02:15:23,615 INFO Epoch 19 	 Batch 3099	LR : 0.00000	Top1 Acc.: 96.578	CLS Loss: 0.112	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.108	PixMix Loss: 1.083	Tot. Loss: 1.220
+2025-09-20 02:18:28,169 INFO Epoch 19 	 Batch 3199	LR : 0.00000	Top1 Acc.: 96.812	CLS Loss: 0.106	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.043	PixMix Loss: 1.093	Tot. Loss: 1.149
+2025-09-20 02:21:32,764 INFO Epoch 19 	 Batch 3299	LR : 0.00000	Top1 Acc.: 96.875	CLS Loss: 0.114	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.061	PixMix Loss: 1.097	Tot. Loss: 1.175
+2025-09-20 02:24:37,374 INFO Epoch 19 	 Batch 3399	LR : 0.00000	Top1 Acc.: 96.812	CLS Loss: 0.111	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.076	PixMix Loss: 1.070	Tot. Loss: 1.187
+2025-09-20 02:27:42,281 INFO Epoch 19 	 Batch 3499	LR : 0.00000	Top1 Acc.: 97.141	CLS Loss: 0.096	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.054	PixMix Loss: 1.112	Tot. Loss: 1.150
+2025-09-20 02:30:47,082 INFO Epoch 19 	 Batch 3599	LR : 0.00000	Top1 Acc.: 96.766	CLS Loss: 0.111	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.091	PixMix Loss: 1.070	Tot. Loss: 1.203
+2025-09-20 02:33:51,862 INFO Epoch 19 	 Batch 3699	LR : 0.00000	Top1 Acc.: 96.734	CLS Loss: 0.112	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.080	PixMix Loss: 1.062	Tot. Loss: 1.192
+2025-09-20 02:36:56,705 INFO Epoch 19 	 Batch 3799	LR : 0.00000	Top1 Acc.: 96.375	CLS Loss: 0.119	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.089	PixMix Loss: 1.075	Tot. Loss: 1.208
+2025-09-20 02:40:01,524 INFO Epoch 19 	 Batch 3899	LR : 0.00000	Top1 Acc.: 96.641	CLS Loss: 0.112	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.056	PixMix Loss: 1.093	Tot. Loss: 1.169
+2025-09-20 02:43:06,324 INFO Epoch 19 	 Batch 3999	LR : 0.00000	Top1 Acc.: 97.156	CLS Loss: 0.098	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.079	PixMix Loss: 1.090	Tot. Loss: 1.177
+2025-09-20 02:46:09,975 INFO Epoch 19 	 Batch 4099	LR : 0.00000	Top1 Acc.: 96.688	CLS Loss: 0.113	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.115	PixMix Loss: 1.120	Tot. Loss: 1.227
+2025-09-20 02:49:14,290 INFO Epoch 19 	 Batch 4199	LR : 0.00000	Top1 Acc.: 96.719	CLS Loss: 0.114	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.096	PixMix Loss: 1.071	Tot. Loss: 1.210
+2025-09-20 02:52:18,954 INFO Epoch 19 	 Batch 4299	LR : 0.00000	Top1 Acc.: 97.109	CLS Loss: 0.106	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.074	PixMix Loss: 1.098	Tot. Loss: 1.180
+2025-09-20 02:55:23,426 INFO Epoch 19 	 Batch 4399	LR : 0.00000	Top1 Acc.: 96.797	CLS Loss: 0.110	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.054	PixMix Loss: 1.076	Tot. Loss: 1.164
+2025-09-20 02:58:28,028 INFO Epoch 19 	 Batch 4499	LR : 0.00000	Top1 Acc.: 96.734	CLS Loss: 0.116	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.055	PixMix Loss: 1.054	Tot. Loss: 1.171
+2025-09-20 03:01:32,559 INFO Epoch 19 	 Batch 4599	LR : 0.00000	Top1 Acc.: 96.750	CLS Loss: 0.109	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.100	PixMix Loss: 1.082	Tot. Loss: 1.209
+2025-09-20 03:04:37,047 INFO Epoch 19 	 Batch 4699	LR : 0.00000	Top1 Acc.: 96.812	CLS Loss: 0.105	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.086	PixMix Loss: 1.092	Tot. Loss: 1.190
+2025-09-20 03:07:41,602 INFO Epoch 19 	 Batch 4799	LR : 0.00000	Top1 Acc.: 96.797	CLS Loss: 0.112	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.103	PixMix Loss: 1.109	Tot. Loss: 1.215
+2025-09-20 03:10:46,177 INFO Epoch 19 	 Batch 4899	LR : 0.00000	Top1 Acc.: 96.688	CLS Loss: 0.117	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.109	PixMix Loss: 1.086	Tot. Loss: 1.225
+2025-09-20 03:13:50,756 INFO Epoch 19 	 Batch 4999	LR : 0.00000	Top1 Acc.: 96.984	CLS Loss: 0.107	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.061	PixMix Loss: 1.093	Tot. Loss: 1.168
+2025-09-20 03:18:50,362 INFO ################## 
+ ---> Validation Epoch 19 (Original Model)	Acc.: 81.564	FPR: 58.147	AUROC: 87.781	AUPR: 61.427	AURC: 46.390	EAURC: 28.243	AUPR Succ.: 96.669	ECE: 6.912	NLL: 7.684	Brier: 27.151
+2025-09-20 03:23:39,592 INFO ################## 
+ ---> Validation Epoch 19 (EMA Model)	Acc.: 81.578	FPR: 58.191	AUROC: 87.762	AUPR: 61.329	AURC: 46.389	EAURC: 28.271	AUPR Succ.: 96.667	ECE: 6.900	NLL: 7.683	Brier: 27.146
+2025-09-20 03:23:40,881 INFO ####### --- Training Epoch 20 --- #######
+2025-09-20 03:38:25,991 INFO Epoch 20 	 Batch 99	LR : 0.00000	Top1 Acc.: 96.719	CLS Loss: 0.110	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.123	PixMix Loss: 1.074	Tot. Loss: 1.233
+2025-09-20 03:41:29,937 INFO Epoch 20 	 Batch 199	LR : 0.00000	Top1 Acc.: 96.969	CLS Loss: 0.102	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.054	PixMix Loss: 1.103	Tot. Loss: 1.156
+2025-09-20 03:44:34,794 INFO Epoch 20 	 Batch 299	LR : 0.00000	Top1 Acc.: 96.812	CLS Loss: 0.108	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.108	PixMix Loss: 1.058	Tot. Loss: 1.215
+2025-09-20 03:47:39,422 INFO Epoch 20 	 Batch 399	LR : 0.00000	Top1 Acc.: 97.000	CLS Loss: 0.108	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.082	PixMix Loss: 1.120	Tot. Loss: 1.189
+2025-09-20 03:50:43,967 INFO Epoch 20 	 Batch 499	LR : 0.00000	Top1 Acc.: 96.594	CLS Loss: 0.116	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.086	PixMix Loss: 1.076	Tot. Loss: 1.202
+2025-09-20 03:53:48,542 INFO Epoch 20 	 Batch 599	LR : 0.00000	Top1 Acc.: 96.688	CLS Loss: 0.120	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.056	PixMix Loss: 1.068	Tot. Loss: 1.176
+2025-09-20 03:56:53,094 INFO Epoch 20 	 Batch 699	LR : 0.00000	Top1 Acc.: 96.531	CLS Loss: 0.112	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.096	PixMix Loss: 1.119	Tot. Loss: 1.208
+2025-09-20 03:59:57,634 INFO Epoch 20 	 Batch 799	LR : 0.00000	Top1 Acc.: 96.734	CLS Loss: 0.120	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.045	PixMix Loss: 1.082	Tot. Loss: 1.165
+2025-09-20 04:03:02,048 INFO Epoch 20 	 Batch 899	LR : 0.00000	Top1 Acc.: 96.781	CLS Loss: 0.109	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.116	PixMix Loss: 1.107	Tot. Loss: 1.225
+2025-09-20 04:06:06,624 INFO Epoch 20 	 Batch 999	LR : 0.00000	Top1 Acc.: 96.859	CLS Loss: 0.111	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.040	PixMix Loss: 1.101	Tot. Loss: 1.151
+2025-09-20 04:09:11,215 INFO Epoch 20 	 Batch 1099	LR : 0.00000	Top1 Acc.: 96.375	CLS Loss: 0.111	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.076	PixMix Loss: 1.132	Tot. Loss: 1.188
+2025-09-20 04:12:15,779 INFO Epoch 20 	 Batch 1199	LR : 0.00000	Top1 Acc.: 96.906	CLS Loss: 0.110	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.050	PixMix Loss: 1.064	Tot. Loss: 1.160
+2025-09-20 04:15:20,238 INFO Epoch 20 	 Batch 1299	LR : 0.00000	Top1 Acc.: 96.906	CLS Loss: 0.110	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.077	PixMix Loss: 1.075	Tot. Loss: 1.187
+2025-09-20 04:18:24,774 INFO Epoch 20 	 Batch 1399	LR : 0.00000	Top1 Acc.: 97.000	CLS Loss: 0.099	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.076	PixMix Loss: 1.020	Tot. Loss: 1.175
+2025-09-20 04:21:29,372 INFO Epoch 20 	 Batch 1499	LR : 0.00000	Top1 Acc.: 96.703	CLS Loss: 0.115	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.045	PixMix Loss: 1.083	Tot. Loss: 1.161
+2025-09-20 04:24:33,932 INFO Epoch 20 	 Batch 1599	LR : 0.00000	Top1 Acc.: 96.656	CLS Loss: 0.114	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.063	PixMix Loss: 1.067	Tot. Loss: 1.177
+2025-09-20 04:27:38,467 INFO Epoch 20 	 Batch 1699	LR : 0.00000	Top1 Acc.: 96.922	CLS Loss: 0.115	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.004	PixMix Loss: 1.077	Tot. Loss: 1.119
+2025-09-20 04:30:43,035 INFO Epoch 20 	 Batch 1799	LR : 0.00000	Top1 Acc.: 96.516	CLS Loss: 0.115	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.097	PixMix Loss: 1.100	Tot. Loss: 1.212
+2025-09-20 04:33:47,592 INFO Epoch 20 	 Batch 1899	LR : 0.00000	Top1 Acc.: 96.297	CLS Loss: 0.115	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.031	PixMix Loss: 1.097	Tot. Loss: 1.145
+2025-09-20 04:36:52,207 INFO Epoch 20 	 Batch 1999	LR : 0.00000	Top1 Acc.: 97.156	CLS Loss: 0.103	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.016	PixMix Loss: 1.042	Tot. Loss: 1.119
+2025-09-20 04:39:56,722 INFO Epoch 20 	 Batch 2099	LR : 0.00000	Top1 Acc.: 96.453	CLS Loss: 0.117	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.023	PixMix Loss: 1.059	Tot. Loss: 1.140
+2025-09-20 04:43:01,288 INFO Epoch 20 	 Batch 2199	LR : 0.00000	Top1 Acc.: 96.891	CLS Loss: 0.108	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.032	PixMix Loss: 1.126	Tot. Loss: 1.139
+2025-09-20 04:46:05,883 INFO Epoch 20 	 Batch 2299	LR : 0.00000	Top1 Acc.: 96.781	CLS Loss: 0.112	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.083	PixMix Loss: 1.092	Tot. Loss: 1.196
+2025-09-20 04:49:10,488 INFO Epoch 20 	 Batch 2399	LR : 0.00000	Top1 Acc.: 96.969	CLS Loss: 0.104	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.057	PixMix Loss: 1.067	Tot. Loss: 1.161
+2025-09-20 04:52:15,044 INFO Epoch 20 	 Batch 2499	LR : 0.00000	Top1 Acc.: 96.844	CLS Loss: 0.117	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.081	PixMix Loss: 1.093	Tot. Loss: 1.198
+2025-09-20 04:55:19,570 INFO Epoch 20 	 Batch 2599	LR : 0.00000	Top1 Acc.: 96.828	CLS Loss: 0.107	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.050	PixMix Loss: 1.085	Tot. Loss: 1.157
+2025-09-20 04:58:24,161 INFO Epoch 20 	 Batch 2699	LR : 0.00000	Top1 Acc.: 96.922	CLS Loss: 0.105	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.080	PixMix Loss: 1.050	Tot. Loss: 1.185
+2025-09-20 05:01:28,763 INFO Epoch 20 	 Batch 2799	LR : 0.00000	Top1 Acc.: 96.797	CLS Loss: 0.106	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.098	PixMix Loss: 1.048	Tot. Loss: 1.203
+2025-09-20 05:04:33,337 INFO Epoch 20 	 Batch 2899	LR : 0.00000	Top1 Acc.: 96.812	CLS Loss: 0.118	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.072	PixMix Loss: 1.083	Tot. Loss: 1.190
+2025-09-20 05:07:37,876 INFO Epoch 20 	 Batch 2999	LR : 0.00000	Top1 Acc.: 96.500	CLS Loss: 0.124	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.094	PixMix Loss: 1.064	Tot. Loss: 1.218
+2025-09-20 05:10:42,422 INFO Epoch 20 	 Batch 3099	LR : 0.00000	Top1 Acc.: 96.656	CLS Loss: 0.112	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.046	PixMix Loss: 1.092	Tot. Loss: 1.158
+2025-09-20 05:13:46,984 INFO Epoch 20 	 Batch 3199	LR : 0.00000	Top1 Acc.: 96.797	CLS Loss: 0.106	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.065	PixMix Loss: 1.067	Tot. Loss: 1.171
+2025-09-20 05:16:51,487 INFO Epoch 20 	 Batch 3299	LR : 0.00000	Top1 Acc.: 96.984	CLS Loss: 0.112	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.085	PixMix Loss: 1.114	Tot. Loss: 1.197
+2025-09-20 05:19:56,086 INFO Epoch 20 	 Batch 3399	LR : 0.00000	Top1 Acc.: 96.766	CLS Loss: 0.110	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.108	PixMix Loss: 1.071	Tot. Loss: 1.218
+2025-09-20 05:23:00,767 INFO Epoch 20 	 Batch 3499	LR : 0.00000	Top1 Acc.: 97.094	CLS Loss: 0.096	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.103	PixMix Loss: 1.076	Tot. Loss: 1.199
+2025-09-20 05:26:05,467 INFO Epoch 20 	 Batch 3599	LR : 0.00000	Top1 Acc.: 96.797	CLS Loss: 0.110	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.069	PixMix Loss: 1.137	Tot. Loss: 1.179
+2025-09-20 05:29:10,305 INFO Epoch 20 	 Batch 3699	LR : 0.00000	Top1 Acc.: 96.750	CLS Loss: 0.114	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.126	PixMix Loss: 1.102	Tot. Loss: 1.239
+2025-09-20 05:32:15,058 INFO Epoch 20 	 Batch 3799	LR : 0.00000	Top1 Acc.: 96.312	CLS Loss: 0.121	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.106	PixMix Loss: 1.071	Tot. Loss: 1.227
+2025-09-20 05:35:19,757 INFO Epoch 20 	 Batch 3899	LR : 0.00000	Top1 Acc.: 96.672	CLS Loss: 0.113	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.095	PixMix Loss: 1.066	Tot. Loss: 1.208
+2025-09-20 05:38:24,477 INFO Epoch 20 	 Batch 3999	LR : 0.00000	Top1 Acc.: 97.156	CLS Loss: 0.098	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.021	PixMix Loss: 1.065	Tot. Loss: 1.120
+2025-09-20 05:41:28,241 INFO Epoch 20 	 Batch 4099	LR : 0.00000	Top1 Acc.: 96.781	CLS Loss: 0.113	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.121	PixMix Loss: 1.114	Tot. Loss: 1.234
+2025-09-20 05:44:32,813 INFO Epoch 20 	 Batch 4199	LR : 0.00000	Top1 Acc.: 96.672	CLS Loss: 0.115	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.054	PixMix Loss: 1.048	Tot. Loss: 1.168
+2025-09-20 05:47:37,502 INFO Epoch 20 	 Batch 4299	LR : 0.00000	Top1 Acc.: 97.078	CLS Loss: 0.106	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.092	PixMix Loss: 1.121	Tot. Loss: 1.198
+2025-09-20 05:50:42,123 INFO Epoch 20 	 Batch 4399	LR : 0.00000	Top1 Acc.: 96.797	CLS Loss: 0.108	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.029	PixMix Loss: 1.069	Tot. Loss: 1.136
+2025-09-20 05:53:46,663 INFO Epoch 20 	 Batch 4499	LR : 0.00000	Top1 Acc.: 96.812	CLS Loss: 0.117	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.106	PixMix Loss: 1.107	Tot. Loss: 1.223
+2025-09-20 05:56:51,267 INFO Epoch 20 	 Batch 4599	LR : 0.00000	Top1 Acc.: 96.688	CLS Loss: 0.111	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.048	PixMix Loss: 1.056	Tot. Loss: 1.159
+2025-09-20 05:59:55,847 INFO Epoch 20 	 Batch 4699	LR : 0.00000	Top1 Acc.: 96.672	CLS Loss: 0.105	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.078	PixMix Loss: 1.076	Tot. Loss: 1.183
+2025-09-20 06:03:00,426 INFO Epoch 20 	 Batch 4799	LR : 0.00000	Top1 Acc.: 96.766	CLS Loss: 0.113	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.113	PixMix Loss: 1.047	Tot. Loss: 1.226
+2025-09-20 06:06:04,990 INFO Epoch 20 	 Batch 4899	LR : 0.00000	Top1 Acc.: 96.797	CLS Loss: 0.117	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.081	PixMix Loss: 1.055	Tot. Loss: 1.198
+2025-09-20 06:09:09,576 INFO Epoch 20 	 Batch 4999	LR : 0.00000	Top1 Acc.: 96.969	CLS Loss: 0.106	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.063	PixMix Loss: 1.034	Tot. Loss: 1.169
+2025-09-20 06:14:08,121 INFO ################## 
+ ---> Validation Epoch 20 (Original Model)	Acc.: 81.566	FPR: 58.164	AUROC: 87.778	AUPR: 61.418	AURC: 46.389	EAURC: 28.246	AUPR Succ.: 96.669	ECE: 6.910	NLL: 7.684	Brier: 27.152
+2025-09-20 06:18:53,317 INFO ################## 
+ ---> Validation Epoch 20 (EMA Model)	Acc.: 81.574	FPR: 58.168	AUROC: 87.767	AUPR: 61.347	AURC: 46.392	EAURC: 28.266	AUPR Succ.: 96.667	ECE: 6.907	NLL: 7.683	Brier: 27.147
+2025-09-20 06:18:53,355 INFO ####### --- Training Epoch 21 --- #######
+2025-09-20 06:33:28,371 INFO Epoch 21 	 Batch 99	LR : 0.00000	Top1 Acc.: 96.797	CLS Loss: 0.110	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.041	PixMix Loss: 1.074	Tot. Loss: 1.151
+2025-09-20 06:36:32,370 INFO Epoch 21 	 Batch 199	LR : 0.00000	Top1 Acc.: 97.000	CLS Loss: 0.101	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.061	PixMix Loss: 1.073	Tot. Loss: 1.162
+2025-09-20 06:39:37,187 INFO Epoch 21 	 Batch 299	LR : 0.00000	Top1 Acc.: 96.828	CLS Loss: 0.108	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.021	PixMix Loss: 1.057	Tot. Loss: 1.129
+2025-09-20 06:42:41,746 INFO Epoch 21 	 Batch 399	LR : 0.00000	Top1 Acc.: 97.016	CLS Loss: 0.107	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.110	PixMix Loss: 1.008	Tot. Loss: 1.217
+2025-09-20 06:45:46,308 INFO Epoch 21 	 Batch 499	LR : 0.00000	Top1 Acc.: 96.688	CLS Loss: 0.116	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.085	PixMix Loss: 1.107	Tot. Loss: 1.201
+2025-09-20 06:48:50,859 INFO Epoch 21 	 Batch 599	LR : 0.00000	Top1 Acc.: 96.625	CLS Loss: 0.121	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.025	PixMix Loss: 1.096	Tot. Loss: 1.146
+2025-09-20 06:51:55,332 INFO Epoch 21 	 Batch 699	LR : 0.00000	Top1 Acc.: 96.500	CLS Loss: 0.113	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.139	PixMix Loss: 1.072	Tot. Loss: 1.252
+2025-09-20 06:54:59,868 INFO Epoch 21 	 Batch 799	LR : 0.00000	Top1 Acc.: 96.734	CLS Loss: 0.120	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.079	PixMix Loss: 1.084	Tot. Loss: 1.199
+2025-09-20 06:58:04,479 INFO Epoch 21 	 Batch 899	LR : 0.00000	Top1 Acc.: 96.781	CLS Loss: 0.107	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.056	PixMix Loss: 1.101	Tot. Loss: 1.163
+2025-09-20 07:01:08,997 INFO Epoch 21 	 Batch 999	LR : 0.00000	Top1 Acc.: 96.922	CLS Loss: 0.109	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.027	PixMix Loss: 1.065	Tot. Loss: 1.135
+2025-09-20 07:04:13,498 INFO Epoch 21 	 Batch 1099	LR : 0.00000	Top1 Acc.: 96.328	CLS Loss: 0.112	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.083	PixMix Loss: 1.105	Tot. Loss: 1.195
+2025-09-20 07:07:18,032 INFO Epoch 21 	 Batch 1199	LR : 0.00000	Top1 Acc.: 96.781	CLS Loss: 0.110	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.042	PixMix Loss: 1.095	Tot. Loss: 1.152
+2025-09-20 07:10:22,599 INFO Epoch 21 	 Batch 1299	LR : 0.00000	Top1 Acc.: 96.875	CLS Loss: 0.109	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.068	PixMix Loss: 1.054	Tot. Loss: 1.177
+2025-09-20 07:13:27,128 INFO Epoch 21 	 Batch 1399	LR : 0.00000	Top1 Acc.: 96.891	CLS Loss: 0.100	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.044	PixMix Loss: 1.044	Tot. Loss: 1.144
+2025-09-20 07:16:31,648 INFO Epoch 21 	 Batch 1499	LR : 0.00000	Top1 Acc.: 96.625	CLS Loss: 0.116	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.051	PixMix Loss: 1.066	Tot. Loss: 1.167
+2025-09-20 07:19:36,192 INFO Epoch 21 	 Batch 1599	LR : 0.00000	Top1 Acc.: 96.609	CLS Loss: 0.114	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.034	PixMix Loss: 1.084	Tot. Loss: 1.147
+2025-09-20 07:22:40,664 INFO Epoch 21 	 Batch 1699	LR : 0.00000	Top1 Acc.: 96.906	CLS Loss: 0.116	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.036	PixMix Loss: 1.037	Tot. Loss: 1.152
+2025-09-20 07:25:45,293 INFO Epoch 21 	 Batch 1799	LR : 0.00000	Top1 Acc.: 96.500	CLS Loss: 0.115	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.077	PixMix Loss: 1.103	Tot. Loss: 1.191
+2025-09-20 07:28:49,881 INFO Epoch 21 	 Batch 1899	LR : 0.00000	Top1 Acc.: 96.484	CLS Loss: 0.114	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.084	PixMix Loss: 1.063	Tot. Loss: 1.199
+2025-09-20 07:31:54,395 INFO Epoch 21 	 Batch 1999	LR : 0.00000	Top1 Acc.: 96.984	CLS Loss: 0.104	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.003	PixMix Loss: 1.081	Tot. Loss: 1.107
+2025-09-20 07:34:58,969 INFO Epoch 21 	 Batch 2099	LR : 0.00000	Top1 Acc.: 96.578	CLS Loss: 0.117	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.068	PixMix Loss: 1.077	Tot. Loss: 1.186
+2025-09-20 07:38:03,508 INFO Epoch 21 	 Batch 2199	LR : 0.00000	Top1 Acc.: 96.953	CLS Loss: 0.107	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.079	PixMix Loss: 1.043	Tot. Loss: 1.185
+2025-09-20 07:41:07,967 INFO Epoch 21 	 Batch 2299	LR : 0.00000	Top1 Acc.: 96.797	CLS Loss: 0.112	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.107	PixMix Loss: 1.096	Tot. Loss: 1.219
+2025-09-20 07:44:12,508 INFO Epoch 21 	 Batch 2399	LR : 0.00000	Top1 Acc.: 97.125	CLS Loss: 0.104	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.031	PixMix Loss: 1.071	Tot. Loss: 1.135
+2025-09-20 07:47:17,073 INFO Epoch 21 	 Batch 2499	LR : 0.00000	Top1 Acc.: 96.828	CLS Loss: 0.117	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.116	PixMix Loss: 1.111	Tot. Loss: 1.233
+2025-09-20 07:50:21,646 INFO Epoch 21 	 Batch 2599	LR : 0.00000	Top1 Acc.: 96.859	CLS Loss: 0.107	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.076	PixMix Loss: 1.084	Tot. Loss: 1.183
+2025-09-20 07:53:26,119 INFO Epoch 21 	 Batch 2699	LR : 0.00000	Top1 Acc.: 96.938	CLS Loss: 0.105	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.028	PixMix Loss: 1.070	Tot. Loss: 1.133
+2025-09-20 07:56:30,657 INFO Epoch 21 	 Batch 2799	LR : 0.00000	Top1 Acc.: 96.828	CLS Loss: 0.106	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.049	PixMix Loss: 1.069	Tot. Loss: 1.154
+2025-09-20 07:59:35,259 INFO Epoch 21 	 Batch 2899	LR : 0.00000	Top1 Acc.: 96.812	CLS Loss: 0.118	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.066	PixMix Loss: 1.088	Tot. Loss: 1.185
+2025-09-20 08:02:39,813 INFO Epoch 21 	 Batch 2999	LR : 0.00000	Top1 Acc.: 96.516	CLS Loss: 0.122	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.049	PixMix Loss: 1.084	Tot. Loss: 1.171
+2025-09-20 08:05:44,307 INFO Epoch 21 	 Batch 3099	LR : 0.00000	Top1 Acc.: 96.641	CLS Loss: 0.112	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.093	PixMix Loss: 1.091	Tot. Loss: 1.205
+2025-09-20 08:08:48,876 INFO Epoch 21 	 Batch 3199	LR : 0.00000	Top1 Acc.: 96.766	CLS Loss: 0.106	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.097	PixMix Loss: 1.117	Tot. Loss: 1.203
+2025-09-20 08:11:53,528 INFO Epoch 21 	 Batch 3299	LR : 0.00000	Top1 Acc.: 96.844	CLS Loss: 0.113	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.073	PixMix Loss: 1.066	Tot. Loss: 1.187
+2025-09-20 08:14:58,086 INFO Epoch 21 	 Batch 3399	LR : 0.00000	Top1 Acc.: 96.828	CLS Loss: 0.111	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.080	PixMix Loss: 1.098	Tot. Loss: 1.191
+2025-09-20 08:18:02,919 INFO Epoch 21 	 Batch 3499	LR : 0.00000	Top1 Acc.: 97.125	CLS Loss: 0.096	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.062	PixMix Loss: 1.052	Tot. Loss: 1.159
+2025-09-20 08:21:07,683 INFO Epoch 21 	 Batch 3599	LR : 0.00000	Top1 Acc.: 96.828	CLS Loss: 0.110	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.066	PixMix Loss: 1.030	Tot. Loss: 1.175
+2025-09-20 08:24:12,651 INFO Epoch 21 	 Batch 3699	LR : 0.00000	Top1 Acc.: 96.688	CLS Loss: 0.113	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.063	PixMix Loss: 1.072	Tot. Loss: 1.175
+2025-09-20 08:27:17,514 INFO Epoch 21 	 Batch 3799	LR : 0.00000	Top1 Acc.: 96.234	CLS Loss: 0.121	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.047	PixMix Loss: 1.099	Tot. Loss: 1.167
+2025-09-20 08:30:22,305 INFO Epoch 21 	 Batch 3899	LR : 0.00000	Top1 Acc.: 96.688	CLS Loss: 0.112	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.017	PixMix Loss: 1.056	Tot. Loss: 1.129
+2025-09-20 08:33:26,919 INFO Epoch 21 	 Batch 3999	LR : 0.00000	Top1 Acc.: 97.203	CLS Loss: 0.098	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.068	PixMix Loss: 1.065	Tot. Loss: 1.165
+2025-09-20 08:36:30,497 INFO Epoch 21 	 Batch 4099	LR : 0.00000	Top1 Acc.: 96.703	CLS Loss: 0.113	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.067	PixMix Loss: 1.095	Tot. Loss: 1.179
+2025-09-20 08:39:34,883 INFO Epoch 21 	 Batch 4199	LR : 0.00000	Top1 Acc.: 96.719	CLS Loss: 0.115	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.103	PixMix Loss: 1.102	Tot. Loss: 1.218
+2025-09-20 08:42:39,704 INFO Epoch 21 	 Batch 4299	LR : 0.00000	Top1 Acc.: 96.969	CLS Loss: 0.108	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.063	PixMix Loss: 1.075	Tot. Loss: 1.170
+2025-09-20 08:45:44,305 INFO Epoch 21 	 Batch 4399	LR : 0.00000	Top1 Acc.: 96.844	CLS Loss: 0.108	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.052	PixMix Loss: 1.032	Tot. Loss: 1.160
+2025-09-20 08:48:48,875 INFO Epoch 21 	 Batch 4499	LR : 0.00000	Top1 Acc.: 96.766	CLS Loss: 0.116	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.055	PixMix Loss: 1.028	Tot. Loss: 1.171
+2025-09-20 08:51:53,409 INFO Epoch 21 	 Batch 4599	LR : 0.00000	Top1 Acc.: 96.797	CLS Loss: 0.110	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.035	PixMix Loss: 1.055	Tot. Loss: 1.145
+2025-09-20 08:54:57,931 INFO Epoch 21 	 Batch 4699	LR : 0.00000	Top1 Acc.: 96.781	CLS Loss: 0.105	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.058	PixMix Loss: 1.061	Tot. Loss: 1.163
+2025-09-20 08:58:02,493 INFO Epoch 21 	 Batch 4799	LR : 0.00000	Top1 Acc.: 96.781	CLS Loss: 0.113	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.032	PixMix Loss: 1.089	Tot. Loss: 1.145
+2025-09-20 09:01:07,060 INFO Epoch 21 	 Batch 4899	LR : 0.00000	Top1 Acc.: 96.859	CLS Loss: 0.117	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.090	PixMix Loss: 1.075	Tot. Loss: 1.207
+2025-09-20 09:04:11,611 INFO Epoch 21 	 Batch 4999	LR : 0.00000	Top1 Acc.: 96.938	CLS Loss: 0.106	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 1.049	PixMix Loss: 1.090	Tot. Loss: 1.155
+2025-09-20 09:09:31,476 INFO ################## 
+ ---> Validation Epoch 21 (Original Model)	Acc.: 81.566	FPR: 58.153	AUROC: 87.778	AUPR: 61.422	AURC: 46.390	EAURC: 28.247	AUPR Succ.: 96.669	ECE: 6.909	NLL: 7.684	Brier: 27.152
+2025-09-20 09:14:35,653 INFO ################## 
+ ---> Validation Epoch 21 (EMA Model)	Acc.: 81.574	FPR: 58.157	AUROC: 87.767	AUPR: 61.347	AURC: 46.392	EAURC: 28.266	AUPR Succ.: 96.667	ECE: 6.907	NLL: 7.683	Brier: 27.147
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+2025-09-17 17:31:43,297 INFO {
+    "activation": "relu",
+    "alpha": 0.5,
+    "batch_size": 256,
+    "cos_temp": 64,
+    "crl_weight": 1.0,
+    "cutmix_beta": 1.0,
+    "cutmix_prob": 1.0,
+    "cutmix_weight": 0.0,
+    "data_name": "imagenet1k",
+    "deit_path": "./pretrained_model/deit_base_patch16_224-b5f2ef4d.pth",
+    "epochs": 20,
+    "fine_tune_epochs": 20,
+    "fine_tune_lr": 0.01,
+    "gpu": [
+        0,
+        1,
+        2,
+        3
+    ],
+    "imb_factor": 1.0,
+    "label_smoothing": 0.0,
+    "lmbda": 0.8,
+    "loss": "ce",
+    "lr": 0.0001,
+    "mixup_beta": 10.0,
+    "mixup_weight": 1.0,
+    "model_name": "deit_base_patch16_224",
+    "momentum": 0.9,
+    "nb_cls": 1000,
+    "nb_run": 1,
+    "nb_worker": 4,
+    "optim_name": "fmfp",
+    "p": 2,
+    "per_epoch_scheduler": false,
+    "pixmix_path": "./pixmixset",
+    "pixmix_weight": 0.0,
+    "rebn": false,
+    "resume": null,
+    "reweighting_type": null,
+    "rho": 0.2,
+    "save_dir": "/group-volume/Data-Efficient-Intelligence-ASR-Unlabeled-Data/hushell/surev2_inet/Deit-B-ImageNet1k/ours-pixmix-fsam+sam-ema+swa+crl+csc",
+    "sigma": 1,
+    "subcommand": "ImageNet1k",
+    "swa_epoch_start": 80,
+    "swa_lr": 0.05,
+    "t": 1.0,
+    "test_dir": "/group-volume/On-Device-AI/datasets/imagenet/imagenet-val-256.h5",
+    "train_dir": "/group-volume/On-Device-AI/datasets/imagenet/imagenet-train-256.h5",
+    "train_size": 224,
+    "use_cosine": true,
+    "val_dir": "/group-volume/On-Device-AI/datasets/imagenet/imagenet-val-256.h5",
+    "weight_decay": 5e-05
+}
+2025-09-17 17:34:31,112 INFO ####################################################################################################
+1 / 1 Running
+2025-09-17 17:34:43,617 INFO ####### --- Training Epoch 1 --- #######
+2025-09-17 17:57:46,123 INFO Epoch 1 	 Batch 99	LR : 0.00010	Top1 Acc.: 0.219	CLS Loss: 9.003	Mixup Loss: 9.142	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 9.144	Tot. Loss: 18.145
+2025-09-17 18:03:57,623 INFO Epoch 1 	 Batch 199	LR : 0.00010	Top1 Acc.: 0.938	CLS Loss: 7.772	Mixup Loss: 8.437	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 8.296	Tot. Loss: 16.208
+2025-09-17 18:10:08,719 INFO Epoch 1 	 Batch 299	LR : 0.00010	Top1 Acc.: 4.094	CLS Loss: 6.551	Mixup Loss: 7.742	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 7.308	Tot. Loss: 14.293
+2025-09-17 18:16:19,702 INFO Epoch 1 	 Batch 399	LR : 0.00010	Top1 Acc.: 12.859	CLS Loss: 5.302	Mixup Loss: 6.924	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 6.286	Tot. Loss: 12.226
+2025-09-17 18:22:30,756 INFO Epoch 1 	 Batch 499	LR : 0.00010	Top1 Acc.: 29.625	CLS Loss: 4.048	Mixup Loss: 6.079	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 5.112	Tot. Loss: 10.127
+2025-09-17 18:28:41,805 INFO Epoch 1 	 Batch 599	LR : 0.00010	Top1 Acc.: 46.812	CLS Loss: 2.980	Mixup Loss: 5.321	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 4.135	Tot. Loss: 8.301
+2025-09-17 18:34:52,871 INFO Epoch 1 	 Batch 699	LR : 0.00010	Top1 Acc.: 61.531	CLS Loss: 2.139	Mixup Loss: 4.699	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 3.369	Tot. Loss: 6.838
+2025-09-17 18:41:03,914 INFO Epoch 1 	 Batch 799	LR : 0.00010	Top1 Acc.: 72.750	CLS Loss: 1.554	Mixup Loss: 4.127	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 2.849	Tot. Loss: 5.681
+2025-09-17 18:47:14,844 INFO Epoch 1 	 Batch 899	LR : 0.00010	Top1 Acc.: 78.375	CLS Loss: 1.192	Mixup Loss: 3.827	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 2.571	Tot. Loss: 5.020
+2025-09-17 18:53:25,877 INFO Epoch 1 	 Batch 999	LR : 0.00010	Top1 Acc.: 81.938	CLS Loss: 0.928	Mixup Loss: 3.522	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 2.248	Tot. Loss: 4.449
+2025-09-17 18:59:36,902 INFO Epoch 1 	 Batch 1099	LR : 0.00010	Top1 Acc.: 84.297	CLS Loss: 0.759	Mixup Loss: 3.342	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 2.151	Tot. Loss: 4.101
+2025-09-17 19:05:47,903 INFO Epoch 1 	 Batch 1199	LR : 0.00010	Top1 Acc.: 85.359	CLS Loss: 0.681	Mixup Loss: 3.173	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 2.043	Tot. Loss: 3.855
+2025-09-17 19:11:58,961 INFO Epoch 1 	 Batch 1299	LR : 0.00010	Top1 Acc.: 86.766	CLS Loss: 0.625	Mixup Loss: 3.089	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.995	Tot. Loss: 3.713
+2025-09-17 19:18:09,918 INFO Epoch 1 	 Batch 1399	LR : 0.00010	Top1 Acc.: 87.844	CLS Loss: 0.558	Mixup Loss: 2.967	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.916	Tot. Loss: 3.525
+2025-09-17 19:24:20,854 INFO Epoch 1 	 Batch 1499	LR : 0.00010	Top1 Acc.: 87.438	CLS Loss: 0.544	Mixup Loss: 2.927	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.952	Tot. Loss: 3.472
+2025-09-17 19:30:31,685 INFO Epoch 1 	 Batch 1599	LR : 0.00010	Top1 Acc.: 88.000	CLS Loss: 0.505	Mixup Loss: 2.864	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.858	Tot. Loss: 3.369
+2025-09-17 19:36:42,806 INFO Epoch 1 	 Batch 1699	LR : 0.00010	Top1 Acc.: 87.828	CLS Loss: 0.504	Mixup Loss: 2.757	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.791	Tot. Loss: 3.261
+2025-09-17 19:42:53,798 INFO Epoch 1 	 Batch 1799	LR : 0.00010	Top1 Acc.: 88.594	CLS Loss: 0.478	Mixup Loss: 2.812	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.897	Tot. Loss: 3.290
+2025-09-17 19:49:04,737 INFO Epoch 1 	 Batch 1899	LR : 0.00010	Top1 Acc.: 88.391	CLS Loss: 0.488	Mixup Loss: 2.741	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.882	Tot. Loss: 3.229
+2025-09-17 19:55:15,673 INFO Epoch 1 	 Batch 1999	LR : 0.00010	Top1 Acc.: 89.734	CLS Loss: 0.418	Mixup Loss: 2.671	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.787	Tot. Loss: 3.089
+2025-09-17 20:01:26,650 INFO Epoch 1 	 Batch 2099	LR : 0.00010	Top1 Acc.: 89.203	CLS Loss: 0.438	Mixup Loss: 2.675	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.814	Tot. Loss: 3.113
+2025-09-17 20:07:37,497 INFO Epoch 1 	 Batch 2199	LR : 0.00010	Top1 Acc.: 89.547	CLS Loss: 0.408	Mixup Loss: 2.585	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.711	Tot. Loss: 2.994
+2025-09-17 20:13:48,519 INFO Epoch 1 	 Batch 2299	LR : 0.00010	Top1 Acc.: 90.062	CLS Loss: 0.411	Mixup Loss: 2.606	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.753	Tot. Loss: 3.017
+2025-09-17 20:19:59,420 INFO Epoch 1 	 Batch 2399	LR : 0.00010	Top1 Acc.: 90.406	CLS Loss: 0.368	Mixup Loss: 2.559	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.754	Tot. Loss: 2.926
+2025-09-17 20:26:10,423 INFO Epoch 1 	 Batch 2499	LR : 0.00010	Top1 Acc.: 90.062	CLS Loss: 0.406	Mixup Loss: 2.578	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.781	Tot. Loss: 2.984
+2025-09-17 20:32:21,492 INFO Epoch 1 	 Batch 2599	LR : 0.00010	Top1 Acc.: 90.141	CLS Loss: 0.377	Mixup Loss: 2.576	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.724	Tot. Loss: 2.953
+2025-09-17 20:38:32,328 INFO Epoch 1 	 Batch 2699	LR : 0.00010	Top1 Acc.: 90.250	CLS Loss: 0.368	Mixup Loss: 2.510	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.721	Tot. Loss: 2.878
+2025-09-17 20:44:43,442 INFO Epoch 1 	 Batch 2799	LR : 0.00010	Top1 Acc.: 90.250	CLS Loss: 0.372	Mixup Loss: 2.509	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.724	Tot. Loss: 2.881
+2025-09-17 20:50:54,425 INFO Epoch 1 	 Batch 2899	LR : 0.00010	Top1 Acc.: 90.078	CLS Loss: 0.386	Mixup Loss: 2.491	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.692	Tot. Loss: 2.877
+2025-09-17 20:57:05,286 INFO Epoch 1 	 Batch 2999	LR : 0.00010	Top1 Acc.: 90.078	CLS Loss: 0.389	Mixup Loss: 2.505	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.679	Tot. Loss: 2.895
+2025-09-17 21:03:16,333 INFO Epoch 1 	 Batch 3099	LR : 0.00010	Top1 Acc.: 90.391	CLS Loss: 0.370	Mixup Loss: 2.440	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.652	Tot. Loss: 2.811
+2025-09-17 21:09:27,325 INFO Epoch 1 	 Batch 3199	LR : 0.00010	Top1 Acc.: 90.422	CLS Loss: 0.354	Mixup Loss: 2.416	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.720	Tot. Loss: 2.770
+2025-09-17 21:15:38,344 INFO Epoch 1 	 Batch 3299	LR : 0.00010	Top1 Acc.: 90.891	CLS Loss: 0.353	Mixup Loss: 2.415	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.730	Tot. Loss: 2.767
+2025-09-17 21:21:49,410 INFO Epoch 1 	 Batch 3399	LR : 0.00010	Top1 Acc.: 90.641	CLS Loss: 0.350	Mixup Loss: 2.410	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.632	Tot. Loss: 2.760
+2025-09-17 21:28:00,326 INFO Epoch 1 	 Batch 3499	LR : 0.00010	Top1 Acc.: 90.812	CLS Loss: 0.333	Mixup Loss: 2.362	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.700	Tot. Loss: 2.695
+2025-09-17 21:34:11,262 INFO Epoch 1 	 Batch 3599	LR : 0.00010	Top1 Acc.: 90.594	CLS Loss: 0.352	Mixup Loss: 2.388	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.702	Tot. Loss: 2.740
+2025-09-17 21:40:22,244 INFO Epoch 1 	 Batch 3699	LR : 0.00010	Top1 Acc.: 91.297	CLS Loss: 0.333	Mixup Loss: 2.357	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.639	Tot. Loss: 2.690
+2025-09-17 21:46:33,404 INFO Epoch 1 	 Batch 3799	LR : 0.00010	Top1 Acc.: 90.891	CLS Loss: 0.355	Mixup Loss: 2.356	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.642	Tot. Loss: 2.712
+2025-09-17 21:52:44,248 INFO Epoch 1 	 Batch 3899	LR : 0.00010	Top1 Acc.: 90.875	CLS Loss: 0.334	Mixup Loss: 2.335	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.602	Tot. Loss: 2.669
+2025-09-17 21:58:55,162 INFO Epoch 1 	 Batch 3999	LR : 0.00010	Top1 Acc.: 91.812	CLS Loss: 0.312	Mixup Loss: 2.313	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.543	Tot. Loss: 2.625
+2025-09-17 22:05:06,154 INFO Epoch 1 	 Batch 4099	LR : 0.00010	Top1 Acc.: 91.016	CLS Loss: 0.336	Mixup Loss: 2.341	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.686	Tot. Loss: 2.677
+2025-09-17 22:11:17,163 INFO Epoch 1 	 Batch 4199	LR : 0.00010	Top1 Acc.: 91.531	CLS Loss: 0.329	Mixup Loss: 2.312	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.615	Tot. Loss: 2.642
+2025-09-17 22:17:28,118 INFO Epoch 1 	 Batch 4299	LR : 0.00010	Top1 Acc.: 91.234	CLS Loss: 0.326	Mixup Loss: 2.293	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.647	Tot. Loss: 2.619
+2025-09-17 22:23:39,244 INFO Epoch 1 	 Batch 4399	LR : 0.00010	Top1 Acc.: 91.453	CLS Loss: 0.315	Mixup Loss: 2.278	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.576	Tot. Loss: 2.593
+2025-09-17 22:29:50,120 INFO Epoch 1 	 Batch 4499	LR : 0.00010	Top1 Acc.: 91.391	CLS Loss: 0.330	Mixup Loss: 2.267	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.586	Tot. Loss: 2.597
+2025-09-17 22:36:01,193 INFO Epoch 1 	 Batch 4599	LR : 0.00010	Top1 Acc.: 91.703	CLS Loss: 0.304	Mixup Loss: 2.231	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.583	Tot. Loss: 2.535
+2025-09-17 22:42:12,148 INFO Epoch 1 	 Batch 4699	LR : 0.00010	Top1 Acc.: 91.453	CLS Loss: 0.311	Mixup Loss: 2.274	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.589	Tot. Loss: 2.585
+2025-09-17 22:48:23,113 INFO Epoch 1 	 Batch 4799	LR : 0.00010	Top1 Acc.: 91.766	CLS Loss: 0.315	Mixup Loss: 2.249	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.634	Tot. Loss: 2.564
+2025-09-17 22:54:34,129 INFO Epoch 1 	 Batch 4899	LR : 0.00010	Top1 Acc.: 91.453	CLS Loss: 0.324	Mixup Loss: 2.221	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.616	Tot. Loss: 2.545
+2025-09-17 23:00:45,498 INFO Epoch 1 	 Batch 4999	LR : 0.00010	Top1 Acc.: 91.703	CLS Loss: 0.295	Mixup Loss: 2.209	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.546	Tot. Loss: 2.504
+2025-09-17 23:08:03,029 INFO ################## 
+ ---> Validation Epoch 1 (Original Model)	Acc.: 80.174	FPR: 57.611	AUROC: 87.604	AUPR: 63.673	AURC: 51.889	EAURC: 30.790	AUPR Succ.: 96.317	ECE: 7.276	NLL: 9.347	Brier: 29.165
+2025-09-17 23:14:21,952 INFO ################## 
+ ---> Validation Epoch 1 (EMA Model)	Acc.: 0.078	FPR: 94.752	AUROC: 42.919	AUPR: 99.902	AURC: 999.387	EAURC: 5.749	AUPR Succ.: 0.065	ECE: 15.339	NLL: 94.813	Brier: 105.007
+2025-09-17 23:14:21,988 INFO Original Model Accuracy improved from 0.00 to 80.17!!!
+2025-09-17 23:14:30,580 INFO EMA Model Accuracy improved from 0.00 to 0.08!!!
+2025-09-17 23:14:34,042 INFO ####### --- Training Epoch 2 --- #######
+2025-09-17 23:33:08,881 INFO Epoch 2 	 Batch 99	LR : 0.00010	Top1 Acc.: 91.484	CLS Loss: 0.324	Mixup Loss: 2.255	CRL Loss: 0.004	CutMix Loss: 0.000	PixMix Loss: 1.681	Tot. Loss: 2.584
+2025-09-17 23:39:20,312 INFO Epoch 2 	 Batch 199	LR : 0.00010	Top1 Acc.: 92.281	CLS Loss: 0.284	Mixup Loss: 2.188	CRL Loss: 0.017	CutMix Loss: 0.000	PixMix Loss: 1.512	Tot. Loss: 2.489
+2025-09-17 23:45:31,276 INFO Epoch 2 	 Batch 299	LR : 0.00010	Top1 Acc.: 91.891	CLS Loss: 0.299	Mixup Loss: 2.228	CRL Loss: 0.074	CutMix Loss: 0.000	PixMix Loss: 1.575	Tot. Loss: 2.601
+2025-09-17 23:51:42,297 INFO Epoch 2 	 Batch 399	LR : 0.00010	Top1 Acc.: 92.281	CLS Loss: 0.295	Mixup Loss: 2.236	CRL Loss: 0.209	CutMix Loss: 0.000	PixMix Loss: 1.579	Tot. Loss: 2.740
+2025-09-17 23:57:53,393 INFO Epoch 2 	 Batch 499	LR : 0.00010	Top1 Acc.: 91.703	CLS Loss: 0.313	Mixup Loss: 2.212	CRL Loss: 0.377	CutMix Loss: 0.000	PixMix Loss: 1.572	Tot. Loss: 2.902
+2025-09-18 00:04:04,514 INFO Epoch 2 	 Batch 599	LR : 0.00010	Top1 Acc.: 91.984	CLS Loss: 0.306	Mixup Loss: 2.206	CRL Loss: 0.446	CutMix Loss: 0.000	PixMix Loss: 1.552	Tot. Loss: 2.957
+2025-09-18 00:10:15,558 INFO Epoch 2 	 Batch 699	LR : 0.00010	Top1 Acc.: 92.016	CLS Loss: 0.298	Mixup Loss: 2.207	CRL Loss: 0.400	CutMix Loss: 0.000	PixMix Loss: 1.564	Tot. Loss: 2.905
+2025-09-18 00:16:26,585 INFO Epoch 2 	 Batch 799	LR : 0.00010	Top1 Acc.: 91.500	CLS Loss: 0.313	Mixup Loss: 2.172	CRL Loss: 0.326	CutMix Loss: 0.000	PixMix Loss: 1.530	Tot. Loss: 2.811
+2025-09-18 00:22:37,725 INFO Epoch 2 	 Batch 899	LR : 0.00010	Top1 Acc.: 91.609	CLS Loss: 0.304	Mixup Loss: 2.198	CRL Loss: 0.264	CutMix Loss: 0.000	PixMix Loss: 1.569	Tot. Loss: 2.765
+2025-09-18 00:28:48,791 INFO Epoch 2 	 Batch 999	LR : 0.00010	Top1 Acc.: 91.766	CLS Loss: 0.297	Mixup Loss: 2.175	CRL Loss: 0.227	CutMix Loss: 0.000	PixMix Loss: 1.529	Tot. Loss: 2.699
+2025-09-18 00:34:59,954 INFO Epoch 2 	 Batch 1099	LR : 0.00010	Top1 Acc.: 92.062	CLS Loss: 0.285	Mixup Loss: 2.154	CRL Loss: 0.195	CutMix Loss: 0.000	PixMix Loss: 1.519	Tot. Loss: 2.634
+2025-09-18 00:41:11,029 INFO Epoch 2 	 Batch 1199	LR : 0.00010	Top1 Acc.: 92.219	CLS Loss: 0.285	Mixup Loss: 2.174	CRL Loss: 0.175	CutMix Loss: 0.000	PixMix Loss: 1.596	Tot. Loss: 2.635
+2025-09-18 00:47:22,107 INFO Epoch 2 	 Batch 1299	LR : 0.00010	Top1 Acc.: 92.453	CLS Loss: 0.289	Mixup Loss: 2.155	CRL Loss: 0.162	CutMix Loss: 0.000	PixMix Loss: 1.544	Tot. Loss: 2.606
+2025-09-18 00:53:33,229 INFO Epoch 2 	 Batch 1399	LR : 0.00010	Top1 Acc.: 92.750	CLS Loss: 0.273	Mixup Loss: 2.089	CRL Loss: 0.146	CutMix Loss: 0.000	PixMix Loss: 1.503	Tot. Loss: 2.509
+2025-09-18 00:59:44,275 INFO Epoch 2 	 Batch 1499	LR : 0.00010	Top1 Acc.: 92.344	CLS Loss: 0.295	Mixup Loss: 2.135	CRL Loss: 0.151	CutMix Loss: 0.000	PixMix Loss: 1.572	Tot. Loss: 2.581
+2025-09-18 01:05:55,419 INFO Epoch 2 	 Batch 1599	LR : 0.00010	Top1 Acc.: 92.031	CLS Loss: 0.287	Mixup Loss: 2.100	CRL Loss: 0.148	CutMix Loss: 0.000	PixMix Loss: 1.505	Tot. Loss: 2.535
+2025-09-18 01:12:06,573 INFO Epoch 2 	 Batch 1699	LR : 0.00010	Top1 Acc.: 92.188	CLS Loss: 0.296	Mixup Loss: 2.112	CRL Loss: 0.147	CutMix Loss: 0.000	PixMix Loss: 1.523	Tot. Loss: 2.555
+2025-09-18 01:18:17,650 INFO Epoch 2 	 Batch 1799	LR : 0.00010	Top1 Acc.: 92.094	CLS Loss: 0.290	Mixup Loss: 2.115	CRL Loss: 0.135	CutMix Loss: 0.000	PixMix Loss: 1.474	Tot. Loss: 2.540
+2025-09-18 01:24:28,694 INFO Epoch 2 	 Batch 1899	LR : 0.00010	Top1 Acc.: 91.641	CLS Loss: 0.305	Mixup Loss: 2.123	CRL Loss: 0.139	CutMix Loss: 0.000	PixMix Loss: 1.584	Tot. Loss: 2.567
+2025-09-18 01:30:39,876 INFO Epoch 2 	 Batch 1999	LR : 0.00010	Top1 Acc.: 92.719	CLS Loss: 0.264	Mixup Loss: 2.070	CRL Loss: 0.121	CutMix Loss: 0.000	PixMix Loss: 1.526	Tot. Loss: 2.455
+2025-09-18 01:36:50,984 INFO Epoch 2 	 Batch 2099	LR : 0.00010	Top1 Acc.: 92.219	CLS Loss: 0.285	Mixup Loss: 2.113	CRL Loss: 0.131	CutMix Loss: 0.000	PixMix Loss: 1.526	Tot. Loss: 2.529
+2025-09-18 01:43:01,991 INFO Epoch 2 	 Batch 2199	LR : 0.00010	Top1 Acc.: 92.578	CLS Loss: 0.265	Mixup Loss: 2.082	CRL Loss: 0.125	CutMix Loss: 0.000	PixMix Loss: 1.601	Tot. Loss: 2.472
+2025-09-18 01:49:13,064 INFO Epoch 2 	 Batch 2299	LR : 0.00010	Top1 Acc.: 92.203	CLS Loss: 0.280	Mixup Loss: 2.118	CRL Loss: 0.121	CutMix Loss: 0.000	PixMix Loss: 1.551	Tot. Loss: 2.520
+2025-09-18 01:55:24,262 INFO Epoch 2 	 Batch 2399	LR : 0.00010	Top1 Acc.: 92.688	CLS Loss: 0.253	Mixup Loss: 2.079	CRL Loss: 0.117	CutMix Loss: 0.000	PixMix Loss: 1.519	Tot. Loss: 2.450
+2025-09-18 02:01:35,554 INFO Epoch 2 	 Batch 2499	LR : 0.00010	Top1 Acc.: 92.688	CLS Loss: 0.281	Mixup Loss: 2.123	CRL Loss: 0.119	CutMix Loss: 0.000	PixMix Loss: 1.473	Tot. Loss: 2.523
+2025-09-18 02:07:46,554 INFO Epoch 2 	 Batch 2599	LR : 0.00010	Top1 Acc.: 92.250	CLS Loss: 0.264	Mixup Loss: 2.089	CRL Loss: 0.114	CutMix Loss: 0.000	PixMix Loss: 1.512	Tot. Loss: 2.467
+2025-09-18 02:13:57,598 INFO Epoch 2 	 Batch 2699	LR : 0.00010	Top1 Acc.: 92.703	CLS Loss: 0.259	Mixup Loss: 2.085	CRL Loss: 0.119	CutMix Loss: 0.000	PixMix Loss: 1.470	Tot. Loss: 2.463
+2025-09-18 02:20:08,799 INFO Epoch 2 	 Batch 2799	LR : 0.00010	Top1 Acc.: 92.406	CLS Loss: 0.269	Mixup Loss: 2.078	CRL Loss: 0.115	CutMix Loss: 0.000	PixMix Loss: 1.423	Tot. Loss: 2.462
+2025-09-18 02:26:19,902 INFO Epoch 2 	 Batch 2899	LR : 0.00010	Top1 Acc.: 92.359	CLS Loss: 0.282	Mixup Loss: 2.110	CRL Loss: 0.123	CutMix Loss: 0.000	PixMix Loss: 1.488	Tot. Loss: 2.514
+2025-09-18 02:32:30,910 INFO Epoch 2 	 Batch 2999	LR : 0.00010	Top1 Acc.: 92.312	CLS Loss: 0.292	Mixup Loss: 2.062	CRL Loss: 0.120	CutMix Loss: 0.000	PixMix Loss: 1.519	Tot. Loss: 2.474
+2025-09-18 02:38:41,946 INFO Epoch 2 	 Batch 3099	LR : 0.00010	Top1 Acc.: 92.281	CLS Loss: 0.273	Mixup Loss: 2.057	CRL Loss: 0.108	CutMix Loss: 0.000	PixMix Loss: 1.468	Tot. Loss: 2.438
+2025-09-18 02:44:53,062 INFO Epoch 2 	 Batch 3199	LR : 0.00010	Top1 Acc.: 92.438	CLS Loss: 0.261	Mixup Loss: 2.044	CRL Loss: 0.114	CutMix Loss: 0.000	PixMix Loss: 1.467	Tot. Loss: 2.419
+2025-09-18 02:51:04,098 INFO Epoch 2 	 Batch 3299	LR : 0.00010	Top1 Acc.: 92.359	CLS Loss: 0.266	Mixup Loss: 2.062	CRL Loss: 0.111	CutMix Loss: 0.000	PixMix Loss: 1.452	Tot. Loss: 2.440
+2025-09-18 02:57:15,093 INFO Epoch 2 	 Batch 3399	LR : 0.00010	Top1 Acc.: 92.797	CLS Loss: 0.262	Mixup Loss: 2.069	CRL Loss: 0.112	CutMix Loss: 0.000	PixMix Loss: 1.494	Tot. Loss: 2.443
+2025-09-18 03:03:26,129 INFO Epoch 2 	 Batch 3499	LR : 0.00010	Top1 Acc.: 92.953	CLS Loss: 0.247	Mixup Loss: 2.055	CRL Loss: 0.109	CutMix Loss: 0.000	PixMix Loss: 1.504	Tot. Loss: 2.410
+2025-09-18 03:09:37,111 INFO Epoch 2 	 Batch 3599	LR : 0.00010	Top1 Acc.: 92.391	CLS Loss: 0.268	Mixup Loss: 2.058	CRL Loss: 0.109	CutMix Loss: 0.000	PixMix Loss: 1.537	Tot. Loss: 2.436
+2025-09-18 03:15:48,200 INFO Epoch 2 	 Batch 3699	LR : 0.00010	Top1 Acc.: 93.156	CLS Loss: 0.260	Mixup Loss: 2.015	CRL Loss: 0.106	CutMix Loss: 0.000	PixMix Loss: 1.444	Tot. Loss: 2.381
+2025-09-18 03:21:59,255 INFO Epoch 2 	 Batch 3799	LR : 0.00010	Top1 Acc.: 92.297	CLS Loss: 0.279	Mixup Loss: 2.077	CRL Loss: 0.110	CutMix Loss: 0.000	PixMix Loss: 1.524	Tot. Loss: 2.467
+2025-09-18 03:28:10,257 INFO Epoch 2 	 Batch 3899	LR : 0.00010	Top1 Acc.: 92.484	CLS Loss: 0.262	Mixup Loss: 2.030	CRL Loss: 0.112	CutMix Loss: 0.000	PixMix Loss: 1.428	Tot. Loss: 2.405
+2025-09-18 03:34:21,363 INFO Epoch 2 	 Batch 3999	LR : 0.00010	Top1 Acc.: 93.312	CLS Loss: 0.240	Mixup Loss: 1.989	CRL Loss: 0.100	CutMix Loss: 0.000	PixMix Loss: 1.447	Tot. Loss: 2.330
+2025-09-18 03:40:32,465 INFO Epoch 2 	 Batch 4099	LR : 0.00010	Top1 Acc.: 92.609	CLS Loss: 0.267	Mixup Loss: 2.033	CRL Loss: 0.110	CutMix Loss: 0.000	PixMix Loss: 1.478	Tot. Loss: 2.410
+2025-09-18 03:46:43,489 INFO Epoch 2 	 Batch 4199	LR : 0.00010	Top1 Acc.: 93.016	CLS Loss: 0.267	Mixup Loss: 2.017	CRL Loss: 0.104	CutMix Loss: 0.000	PixMix Loss: 1.501	Tot. Loss: 2.389
+2025-09-18 03:52:54,580 INFO Epoch 2 	 Batch 4299	LR : 0.00010	Top1 Acc.: 92.828	CLS Loss: 0.258	Mixup Loss: 2.024	CRL Loss: 0.105	CutMix Loss: 0.000	PixMix Loss: 1.438	Tot. Loss: 2.386
+2025-09-18 03:59:05,814 INFO Epoch 2 	 Batch 4399	LR : 0.00010	Top1 Acc.: 92.922	CLS Loss: 0.252	Mixup Loss: 1.993	CRL Loss: 0.101	CutMix Loss: 0.000	PixMix Loss: 1.416	Tot. Loss: 2.346
+2025-09-18 04:05:16,895 INFO Epoch 2 	 Batch 4499	LR : 0.00010	Top1 Acc.: 92.750	CLS Loss: 0.266	Mixup Loss: 2.004	CRL Loss: 0.108	CutMix Loss: 0.000	PixMix Loss: 1.505	Tot. Loss: 2.378
+2025-09-18 04:11:27,859 INFO Epoch 2 	 Batch 4599	LR : 0.00010	Top1 Acc.: 92.922	CLS Loss: 0.249	Mixup Loss: 1.980	CRL Loss: 0.100	CutMix Loss: 0.000	PixMix Loss: 1.433	Tot. Loss: 2.328
+2025-09-18 04:17:38,897 INFO Epoch 2 	 Batch 4699	LR : 0.00010	Top1 Acc.: 92.766	CLS Loss: 0.253	Mixup Loss: 2.032	CRL Loss: 0.108	CutMix Loss: 0.000	PixMix Loss: 1.491	Tot. Loss: 2.393
+2025-09-18 04:23:49,840 INFO Epoch 2 	 Batch 4799	LR : 0.00010	Top1 Acc.: 93.016	CLS Loss: 0.259	Mixup Loss: 1.991	CRL Loss: 0.104	CutMix Loss: 0.000	PixMix Loss: 1.451	Tot. Loss: 2.354
+2025-09-18 04:30:00,907 INFO Epoch 2 	 Batch 4899	LR : 0.00010	Top1 Acc.: 92.703	CLS Loss: 0.267	Mixup Loss: 1.986	CRL Loss: 0.101	CutMix Loss: 0.000	PixMix Loss: 1.471	Tot. Loss: 2.353
+2025-09-18 04:36:11,976 INFO Epoch 2 	 Batch 4999	LR : 0.00010	Top1 Acc.: 93.016	CLS Loss: 0.243	Mixup Loss: 1.955	CRL Loss: 0.102	CutMix Loss: 0.000	PixMix Loss: 1.410	Tot. Loss: 2.300
+2025-09-18 04:42:34,869 INFO ################## 
+ ---> Validation Epoch 2 (Original Model)	Acc.: 80.750	FPR: 57.964	AUROC: 87.868	AUPR: 63.159	AURC: 48.373	EAURC: 28.526	AUPR Succ.: 96.611	ECE: 6.994	NLL: 8.688	Brier: 28.311
+2025-09-18 04:48:25,242 INFO ################## 
+ ---> Validation Epoch 2 (EMA Model)	Acc.: 0.078	FPR: 94.752	AUROC: 42.919	AUPR: 99.902	AURC: 999.387	EAURC: 5.749	AUPR Succ.: 0.065	ECE: 15.339	NLL: 94.813	Brier: 105.007
+2025-09-18 04:48:28,322 INFO Original Model Accuracy improved from 80.17 to 80.75!!!
+2025-09-18 04:48:33,494 INFO ####### --- Training Epoch 3 --- #######
+2025-09-18 05:06:43,829 INFO Epoch 3 	 Batch 99	LR : 0.00010	Top1 Acc.: 92.734	CLS Loss: 0.265	Mixup Loss: 2.027	CRL Loss: 0.033	CutMix Loss: 0.000	PixMix Loss: 1.494	Tot. Loss: 2.325
+2025-09-18 05:12:55,128 INFO Epoch 3 	 Batch 199	LR : 0.00010	Top1 Acc.: 93.375	CLS Loss: 0.236	Mixup Loss: 1.947	CRL Loss: 0.038	CutMix Loss: 0.000	PixMix Loss: 1.396	Tot. Loss: 2.221
+2025-09-18 05:19:06,221 INFO Epoch 3 	 Batch 299	LR : 0.00010	Top1 Acc.: 92.938	CLS Loss: 0.246	Mixup Loss: 1.992	CRL Loss: 0.068	CutMix Loss: 0.000	PixMix Loss: 1.445	Tot. Loss: 2.306
+2025-09-18 05:25:17,178 INFO Epoch 3 	 Batch 399	LR : 0.00010	Top1 Acc.: 93.406	CLS Loss: 0.245	Mixup Loss: 1.960	CRL Loss: 0.129	CutMix Loss: 0.000	PixMix Loss: 1.495	Tot. Loss: 2.333
+2025-09-18 05:31:28,194 INFO Epoch 3 	 Batch 499	LR : 0.00010	Top1 Acc.: 92.953	CLS Loss: 0.264	Mixup Loss: 2.017	CRL Loss: 0.218	CutMix Loss: 0.000	PixMix Loss: 1.492	Tot. Loss: 2.500
+2025-09-18 05:37:39,314 INFO Epoch 3 	 Batch 599	LR : 0.00010	Top1 Acc.: 92.938	CLS Loss: 0.257	Mixup Loss: 1.967	CRL Loss: 0.250	CutMix Loss: 0.000	PixMix Loss: 1.499	Tot. Loss: 2.475
+2025-09-18 05:43:50,352 INFO Epoch 3 	 Batch 699	LR : 0.00010	Top1 Acc.: 93.000	CLS Loss: 0.253	Mixup Loss: 1.986	CRL Loss: 0.232	CutMix Loss: 0.000	PixMix Loss: 1.367	Tot. Loss: 2.471
+2025-09-18 05:50:01,608 INFO Epoch 3 	 Batch 799	LR : 0.00010	Top1 Acc.: 92.875	CLS Loss: 0.264	Mixup Loss: 1.960	CRL Loss: 0.197	CutMix Loss: 0.000	PixMix Loss: 1.405	Tot. Loss: 2.421
+2025-09-18 05:56:12,634 INFO Epoch 3 	 Batch 899	LR : 0.00010	Top1 Acc.: 92.781	CLS Loss: 0.255	Mixup Loss: 1.992	CRL Loss: 0.170	CutMix Loss: 0.000	PixMix Loss: 1.484	Tot. Loss: 2.417
+2025-09-18 06:02:23,696 INFO Epoch 3 	 Batch 999	LR : 0.00010	Top1 Acc.: 92.844	CLS Loss: 0.252	Mixup Loss: 1.963	CRL Loss: 0.149	CutMix Loss: 0.000	PixMix Loss: 1.437	Tot. Loss: 2.364
+2025-09-18 06:08:34,742 INFO Epoch 3 	 Batch 1099	LR : 0.00010	Top1 Acc.: 93.141	CLS Loss: 0.244	Mixup Loss: 1.947	CRL Loss: 0.132	CutMix Loss: 0.000	PixMix Loss: 1.369	Tot. Loss: 2.323
+2025-09-18 06:14:45,912 INFO Epoch 3 	 Batch 1199	LR : 0.00010	Top1 Acc.: 93.406	CLS Loss: 0.245	Mixup Loss: 1.950	CRL Loss: 0.123	CutMix Loss: 0.000	PixMix Loss: 1.452	Tot. Loss: 2.318
+2025-09-18 06:20:56,957 INFO Epoch 3 	 Batch 1299	LR : 0.00010	Top1 Acc.: 93.328	CLS Loss: 0.247	Mixup Loss: 1.971	CRL Loss: 0.116	CutMix Loss: 0.000	PixMix Loss: 1.435	Tot. Loss: 2.333
+2025-09-18 06:27:08,086 INFO Epoch 3 	 Batch 1399	LR : 0.00010	Top1 Acc.: 93.641	CLS Loss: 0.231	Mixup Loss: 1.932	CRL Loss: 0.106	CutMix Loss: 0.000	PixMix Loss: 1.409	Tot. Loss: 2.269
+2025-09-18 06:33:19,212 INFO Epoch 3 	 Batch 1499	LR : 0.00010	Top1 Acc.: 93.391	CLS Loss: 0.252	Mixup Loss: 1.943	CRL Loss: 0.111	CutMix Loss: 0.000	PixMix Loss: 1.396	Tot. Loss: 2.306
+2025-09-18 06:39:30,133 INFO Epoch 3 	 Batch 1599	LR : 0.00010	Top1 Acc.: 92.828	CLS Loss: 0.248	Mixup Loss: 1.965	CRL Loss: 0.113	CutMix Loss: 0.000	PixMix Loss: 1.439	Tot. Loss: 2.326
+2025-09-18 06:45:41,059 INFO Epoch 3 	 Batch 1699	LR : 0.00010	Top1 Acc.: 93.031	CLS Loss: 0.258	Mixup Loss: 1.943	CRL Loss: 0.110	CutMix Loss: 0.000	PixMix Loss: 1.456	Tot. Loss: 2.311
+2025-09-18 06:51:52,042 INFO Epoch 3 	 Batch 1799	LR : 0.00010	Top1 Acc.: 93.141	CLS Loss: 0.247	Mixup Loss: 1.950	CRL Loss: 0.104	CutMix Loss: 0.000	PixMix Loss: 1.423	Tot. Loss: 2.302
+2025-09-18 06:58:03,142 INFO Epoch 3 	 Batch 1899	LR : 0.00010	Top1 Acc.: 92.766	CLS Loss: 0.258	Mixup Loss: 1.924	CRL Loss: 0.110	CutMix Loss: 0.000	PixMix Loss: 1.445	Tot. Loss: 2.292
+2025-09-18 07:04:14,125 INFO Epoch 3 	 Batch 1999	LR : 0.00010	Top1 Acc.: 93.719	CLS Loss: 0.227	Mixup Loss: 1.905	CRL Loss: 0.095	CutMix Loss: 0.000	PixMix Loss: 1.397	Tot. Loss: 2.227
+2025-09-18 07:10:25,231 INFO Epoch 3 	 Batch 2099	LR : 0.00010	Top1 Acc.: 93.188	CLS Loss: 0.246	Mixup Loss: 1.955	CRL Loss: 0.105	CutMix Loss: 0.000	PixMix Loss: 1.406	Tot. Loss: 2.306
+2025-09-18 07:16:36,340 INFO Epoch 3 	 Batch 2199	LR : 0.00010	Top1 Acc.: 93.625	CLS Loss: 0.228	Mixup Loss: 1.901	CRL Loss: 0.099	CutMix Loss: 0.000	PixMix Loss: 1.374	Tot. Loss: 2.228
+2025-09-18 07:22:47,359 INFO Epoch 3 	 Batch 2299	LR : 0.00010	Top1 Acc.: 93.266	CLS Loss: 0.243	Mixup Loss: 1.914	CRL Loss: 0.102	CutMix Loss: 0.000	PixMix Loss: 1.435	Tot. Loss: 2.259
+2025-09-18 07:28:58,342 INFO Epoch 3 	 Batch 2399	LR : 0.00010	Top1 Acc.: 93.766	CLS Loss: 0.219	Mixup Loss: 1.885	CRL Loss: 0.096	CutMix Loss: 0.000	PixMix Loss: 1.404	Tot. Loss: 2.200
+2025-09-18 07:35:09,393 INFO Epoch 3 	 Batch 2499	LR : 0.00010	Top1 Acc.: 93.359	CLS Loss: 0.246	Mixup Loss: 1.943	CRL Loss: 0.096	CutMix Loss: 0.000	PixMix Loss: 1.440	Tot. Loss: 2.285
+2025-09-18 07:41:20,443 INFO Epoch 3 	 Batch 2599	LR : 0.00010	Top1 Acc.: 93.203	CLS Loss: 0.230	Mixup Loss: 1.911	CRL Loss: 0.093	CutMix Loss: 0.000	PixMix Loss: 1.457	Tot. Loss: 2.234
+2025-09-18 07:47:31,544 INFO Epoch 3 	 Batch 2699	LR : 0.00010	Top1 Acc.: 93.594	CLS Loss: 0.228	Mixup Loss: 1.916	CRL Loss: 0.097	CutMix Loss: 0.000	PixMix Loss: 1.421	Tot. Loss: 2.240
+2025-09-18 07:53:42,575 INFO Epoch 3 	 Batch 2799	LR : 0.00010	Top1 Acc.: 93.297	CLS Loss: 0.234	Mixup Loss: 1.911	CRL Loss: 0.096	CutMix Loss: 0.000	PixMix Loss: 1.394	Tot. Loss: 2.241
+2025-09-18 07:59:53,663 INFO Epoch 3 	 Batch 2899	LR : 0.00010	Top1 Acc.: 93.188	CLS Loss: 0.248	Mixup Loss: 1.937	CRL Loss: 0.103	CutMix Loss: 0.000	PixMix Loss: 1.391	Tot. Loss: 2.288
+2025-09-18 08:06:04,651 INFO Epoch 3 	 Batch 2999	LR : 0.00010	Top1 Acc.: 92.953	CLS Loss: 0.256	Mixup Loss: 1.917	CRL Loss: 0.100	CutMix Loss: 0.000	PixMix Loss: 1.388	Tot. Loss: 2.274
+2025-09-18 08:12:15,829 INFO Epoch 3 	 Batch 3099	LR : 0.00010	Top1 Acc.: 92.984	CLS Loss: 0.239	Mixup Loss: 1.919	CRL Loss: 0.090	CutMix Loss: 0.000	PixMix Loss: 1.402	Tot. Loss: 2.248
+2025-09-18 08:18:26,833 INFO Epoch 3 	 Batch 3199	LR : 0.00010	Top1 Acc.: 93.219	CLS Loss: 0.230	Mixup Loss: 1.908	CRL Loss: 0.095	CutMix Loss: 0.000	PixMix Loss: 1.447	Tot. Loss: 2.233
+2025-09-18 08:24:37,742 INFO Epoch 3 	 Batch 3299	LR : 0.00010	Top1 Acc.: 93.203	CLS Loss: 0.231	Mixup Loss: 1.895	CRL Loss: 0.093	CutMix Loss: 0.000	PixMix Loss: 1.423	Tot. Loss: 2.220
+2025-09-18 08:30:48,785 INFO Epoch 3 	 Batch 3399	LR : 0.00010	Top1 Acc.: 93.562	CLS Loss: 0.229	Mixup Loss: 1.906	CRL Loss: 0.092	CutMix Loss: 0.000	PixMix Loss: 1.349	Tot. Loss: 2.226
+2025-09-18 08:36:59,731 INFO Epoch 3 	 Batch 3499	LR : 0.00010	Top1 Acc.: 93.750	CLS Loss: 0.217	Mixup Loss: 1.882	CRL Loss: 0.088	CutMix Loss: 0.000	PixMix Loss: 1.421	Tot. Loss: 2.187
+2025-09-18 08:43:10,719 INFO Epoch 3 	 Batch 3599	LR : 0.00010	Top1 Acc.: 93.016	CLS Loss: 0.239	Mixup Loss: 1.898	CRL Loss: 0.095	CutMix Loss: 0.000	PixMix Loss: 1.496	Tot. Loss: 2.232
+2025-09-18 08:49:21,634 INFO Epoch 3 	 Batch 3699	LR : 0.00010	Top1 Acc.: 93.969	CLS Loss: 0.230	Mixup Loss: 1.880	CRL Loss: 0.089	CutMix Loss: 0.000	PixMix Loss: 1.377	Tot. Loss: 2.199
+2025-09-18 08:55:32,983 INFO Epoch 3 	 Batch 3799	LR : 0.00010	Top1 Acc.: 93.094	CLS Loss: 0.245	Mixup Loss: 1.911	CRL Loss: 0.094	CutMix Loss: 0.000	PixMix Loss: 1.394	Tot. Loss: 2.250
+2025-09-18 09:01:44,078 INFO Epoch 3 	 Batch 3899	LR : 0.00010	Top1 Acc.: 93.438	CLS Loss: 0.234	Mixup Loss: 1.915	CRL Loss: 0.094	CutMix Loss: 0.000	PixMix Loss: 1.379	Tot. Loss: 2.243
+2025-09-18 09:07:55,130 INFO Epoch 3 	 Batch 3999	LR : 0.00010	Top1 Acc.: 93.969	CLS Loss: 0.211	Mixup Loss: 1.856	CRL Loss: 0.085	CutMix Loss: 0.000	PixMix Loss: 1.384	Tot. Loss: 2.152
+2025-09-18 09:14:06,121 INFO Epoch 3 	 Batch 4099	LR : 0.00010	Top1 Acc.: 93.422	CLS Loss: 0.237	Mixup Loss: 1.899	CRL Loss: 0.094	CutMix Loss: 0.000	PixMix Loss: 1.439	Tot. Loss: 2.230
+2025-09-18 09:20:17,196 INFO Epoch 3 	 Batch 4199	LR : 0.00010	Top1 Acc.: 93.750	CLS Loss: 0.238	Mixup Loss: 1.865	CRL Loss: 0.090	CutMix Loss: 0.000	PixMix Loss: 1.379	Tot. Loss: 2.193
+2025-09-18 09:26:28,272 INFO Epoch 3 	 Batch 4299	LR : 0.00010	Top1 Acc.: 93.562	CLS Loss: 0.227	Mixup Loss: 1.878	CRL Loss: 0.089	CutMix Loss: 0.000	PixMix Loss: 1.399	Tot. Loss: 2.194
+2025-09-18 09:32:39,326 INFO Epoch 3 	 Batch 4399	LR : 0.00010	Top1 Acc.: 93.688	CLS Loss: 0.225	Mixup Loss: 1.849	CRL Loss: 0.088	CutMix Loss: 0.000	PixMix Loss: 1.351	Tot. Loss: 2.162
+2025-09-18 09:38:50,576 INFO Epoch 3 	 Batch 4499	LR : 0.00009	Top1 Acc.: 93.297	CLS Loss: 0.240	Mixup Loss: 1.860	CRL Loss: 0.092	CutMix Loss: 0.000	PixMix Loss: 1.370	Tot. Loss: 2.191
+2025-09-18 09:45:01,592 INFO Epoch 3 	 Batch 4599	LR : 0.00009	Top1 Acc.: 93.812	CLS Loss: 0.223	Mixup Loss: 1.846	CRL Loss: 0.088	CutMix Loss: 0.000	PixMix Loss: 1.357	Tot. Loss: 2.157
+2025-09-18 09:51:12,841 INFO Epoch 3 	 Batch 4699	LR : 0.00009	Top1 Acc.: 93.438	CLS Loss: 0.227	Mixup Loss: 1.875	CRL Loss: 0.093	CutMix Loss: 0.000	PixMix Loss: 1.360	Tot. Loss: 2.195
+2025-09-18 09:57:24,000 INFO Epoch 3 	 Batch 4799	LR : 0.00009	Top1 Acc.: 93.453	CLS Loss: 0.232	Mixup Loss: 1.862	CRL Loss: 0.092	CutMix Loss: 0.000	PixMix Loss: 1.428	Tot. Loss: 2.186
+2025-09-18 10:03:34,990 INFO Epoch 3 	 Batch 4899	LR : 0.00009	Top1 Acc.: 93.328	CLS Loss: 0.236	Mixup Loss: 1.862	CRL Loss: 0.089	CutMix Loss: 0.000	PixMix Loss: 1.397	Tot. Loss: 2.187
+2025-09-18 10:09:46,283 INFO Epoch 3 	 Batch 4999	LR : 0.00009	Top1 Acc.: 93.875	CLS Loss: 0.216	Mixup Loss: 1.826	CRL Loss: 0.089	CutMix Loss: 0.000	PixMix Loss: 1.397	Tot. Loss: 2.131
+2025-09-18 10:15:53,890 INFO ################## 
+ ---> Validation Epoch 3 (Original Model)	Acc.: 80.966	FPR: 57.823	AUROC: 87.919	AUPR: 62.705	AURC: 47.389	EAURC: 28.001	AUPR Succ.: 96.681	ECE: 6.651	NLL: 8.339	Brier: 27.857
+2025-09-18 10:21:55,268 INFO ################## 
+ ---> Validation Epoch 3 (EMA Model)	Acc.: 0.078	FPR: 94.752	AUROC: 42.919	AUPR: 99.902	AURC: 999.387	EAURC: 5.749	AUPR Succ.: 0.065	ECE: 15.339	NLL: 94.813	Brier: 105.007
+2025-09-18 10:21:56,736 INFO Original Model Accuracy improved from 80.75 to 80.97!!!
+2025-09-18 10:22:02,352 INFO ####### --- Training Epoch 4 --- #######
+2025-09-18 10:38:50,288 INFO Epoch 4 	 Batch 99	LR : 0.00009	Top1 Acc.: 93.312	CLS Loss: 0.239	Mixup Loss: 1.862	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.469	Tot. Loss: 2.147
+2025-09-18 10:45:01,507 INFO Epoch 4 	 Batch 199	LR : 0.00009	Top1 Acc.: 93.812	CLS Loss: 0.213	Mixup Loss: 1.856	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.362	Tot. Loss: 2.116
+2025-09-18 10:51:12,511 INFO Epoch 4 	 Batch 299	LR : 0.00009	Top1 Acc.: 93.484	CLS Loss: 0.223	Mixup Loss: 1.845	CRL Loss: 0.069	CutMix Loss: 0.000	PixMix Loss: 1.418	Tot. Loss: 2.137
+2025-09-18 10:57:23,541 INFO Epoch 4 	 Batch 399	LR : 0.00009	Top1 Acc.: 93.953	CLS Loss: 0.220	Mixup Loss: 1.858	CRL Loss: 0.106	CutMix Loss: 0.000	PixMix Loss: 1.379	Tot. Loss: 2.184
+2025-09-18 11:03:34,506 INFO Epoch 4 	 Batch 499	LR : 0.00009	Top1 Acc.: 93.500	CLS Loss: 0.239	Mixup Loss: 1.870	CRL Loss: 0.168	CutMix Loss: 0.000	PixMix Loss: 1.390	Tot. Loss: 2.277
+2025-09-18 11:09:45,673 INFO Epoch 4 	 Batch 599	LR : 0.00009	Top1 Acc.: 93.562	CLS Loss: 0.231	Mixup Loss: 1.842	CRL Loss: 0.188	CutMix Loss: 0.000	PixMix Loss: 1.332	Tot. Loss: 2.261
+2025-09-18 11:15:56,819 INFO Epoch 4 	 Batch 699	LR : 0.00009	Top1 Acc.: 93.625	CLS Loss: 0.228	Mixup Loss: 1.888	CRL Loss: 0.175	CutMix Loss: 0.000	PixMix Loss: 1.341	Tot. Loss: 2.291
+2025-09-18 11:22:07,869 INFO Epoch 4 	 Batch 799	LR : 0.00009	Top1 Acc.: 93.406	CLS Loss: 0.238	Mixup Loss: 1.833	CRL Loss: 0.152	CutMix Loss: 0.000	PixMix Loss: 1.340	Tot. Loss: 2.224
+2025-09-18 11:28:19,053 INFO Epoch 4 	 Batch 899	LR : 0.00009	Top1 Acc.: 93.438	CLS Loss: 0.228	Mixup Loss: 1.862	CRL Loss: 0.134	CutMix Loss: 0.000	PixMix Loss: 1.414	Tot. Loss: 2.225
+2025-09-18 11:34:30,050 INFO Epoch 4 	 Batch 999	LR : 0.00009	Top1 Acc.: 93.516	CLS Loss: 0.227	Mixup Loss: 1.840	CRL Loss: 0.121	CutMix Loss: 0.000	PixMix Loss: 1.373	Tot. Loss: 2.187
+2025-09-18 11:40:41,278 INFO Epoch 4 	 Batch 1099	LR : 0.00009	Top1 Acc.: 93.641	CLS Loss: 0.221	Mixup Loss: 1.815	CRL Loss: 0.110	CutMix Loss: 0.000	PixMix Loss: 1.345	Tot. Loss: 2.146
+2025-09-18 11:46:52,308 INFO Epoch 4 	 Batch 1199	LR : 0.00009	Top1 Acc.: 93.875	CLS Loss: 0.222	Mixup Loss: 1.827	CRL Loss: 0.103	CutMix Loss: 0.000	PixMix Loss: 1.395	Tot. Loss: 2.152
+2025-09-18 11:53:03,513 INFO Epoch 4 	 Batch 1299	LR : 0.00009	Top1 Acc.: 93.797	CLS Loss: 0.224	Mixup Loss: 1.830	CRL Loss: 0.099	CutMix Loss: 0.000	PixMix Loss: 1.394	Tot. Loss: 2.153
+2025-09-18 11:59:14,595 INFO Epoch 4 	 Batch 1399	LR : 0.00009	Top1 Acc.: 94.016	CLS Loss: 0.210	Mixup Loss: 1.809	CRL Loss: 0.089	CutMix Loss: 0.000	PixMix Loss: 1.335	Tot. Loss: 2.107
+2025-09-18 12:05:25,482 INFO Epoch 4 	 Batch 1499	LR : 0.00009	Top1 Acc.: 93.875	CLS Loss: 0.231	Mixup Loss: 1.814	CRL Loss: 0.094	CutMix Loss: 0.000	PixMix Loss: 1.370	Tot. Loss: 2.139
+2025-09-18 12:11:36,573 INFO Epoch 4 	 Batch 1599	LR : 0.00009	Top1 Acc.: 93.328	CLS Loss: 0.227	Mixup Loss: 1.831	CRL Loss: 0.098	CutMix Loss: 0.000	PixMix Loss: 1.342	Tot. Loss: 2.157
+2025-09-18 12:17:47,526 INFO Epoch 4 	 Batch 1699	LR : 0.00009	Top1 Acc.: 93.781	CLS Loss: 0.233	Mixup Loss: 1.818	CRL Loss: 0.096	CutMix Loss: 0.000	PixMix Loss: 1.311	Tot. Loss: 2.147
+2025-09-18 12:23:58,733 INFO Epoch 4 	 Batch 1799	LR : 0.00009	Top1 Acc.: 93.906	CLS Loss: 0.225	Mixup Loss: 1.802	CRL Loss: 0.092	CutMix Loss: 0.000	PixMix Loss: 1.353	Tot. Loss: 2.118
+2025-09-18 12:30:09,991 INFO Epoch 4 	 Batch 1899	LR : 0.00009	Top1 Acc.: 93.297	CLS Loss: 0.236	Mixup Loss: 1.838	CRL Loss: 0.098	CutMix Loss: 0.000	PixMix Loss: 1.389	Tot. Loss: 2.172
+2025-09-18 12:36:21,070 INFO Epoch 4 	 Batch 1999	LR : 0.00009	Top1 Acc.: 94.250	CLS Loss: 0.209	Mixup Loss: 1.817	CRL Loss: 0.083	CutMix Loss: 0.000	PixMix Loss: 1.317	Tot. Loss: 2.110
+2025-09-18 12:42:32,103 INFO Epoch 4 	 Batch 2099	LR : 0.00009	Top1 Acc.: 93.891	CLS Loss: 0.225	Mixup Loss: 1.837	CRL Loss: 0.093	CutMix Loss: 0.000	PixMix Loss: 1.349	Tot. Loss: 2.155
+2025-09-18 12:48:43,203 INFO Epoch 4 	 Batch 2199	LR : 0.00009	Top1 Acc.: 93.938	CLS Loss: 0.209	Mixup Loss: 1.786	CRL Loss: 0.088	CutMix Loss: 0.000	PixMix Loss: 1.354	Tot. Loss: 2.083
+2025-09-18 12:54:54,398 INFO Epoch 4 	 Batch 2299	LR : 0.00009	Top1 Acc.: 93.750	CLS Loss: 0.224	Mixup Loss: 1.837	CRL Loss: 0.091	CutMix Loss: 0.000	PixMix Loss: 1.387	Tot. Loss: 2.153
+2025-09-18 13:01:05,420 INFO Epoch 4 	 Batch 2399	LR : 0.00009	Top1 Acc.: 94.281	CLS Loss: 0.200	Mixup Loss: 1.790	CRL Loss: 0.083	CutMix Loss: 0.000	PixMix Loss: 1.369	Tot. Loss: 2.073
+2025-09-18 13:07:16,496 INFO Epoch 4 	 Batch 2499	LR : 0.00009	Top1 Acc.: 93.703	CLS Loss: 0.221	Mixup Loss: 1.839	CRL Loss: 0.088	CutMix Loss: 0.000	PixMix Loss: 1.330	Tot. Loss: 2.149
+2025-09-18 13:13:27,602 INFO Epoch 4 	 Batch 2599	LR : 0.00009	Top1 Acc.: 93.781	CLS Loss: 0.214	Mixup Loss: 1.827	CRL Loss: 0.084	CutMix Loss: 0.000	PixMix Loss: 1.346	Tot. Loss: 2.125
+2025-09-18 13:19:38,615 INFO Epoch 4 	 Batch 2699	LR : 0.00009	Top1 Acc.: 94.094	CLS Loss: 0.207	Mixup Loss: 1.828	CRL Loss: 0.086	CutMix Loss: 0.000	PixMix Loss: 1.375	Tot. Loss: 2.121
+2025-09-18 13:25:49,767 INFO Epoch 4 	 Batch 2799	LR : 0.00009	Top1 Acc.: 93.828	CLS Loss: 0.217	Mixup Loss: 1.793	CRL Loss: 0.087	CutMix Loss: 0.000	PixMix Loss: 1.324	Tot. Loss: 2.096
+2025-09-18 13:32:00,900 INFO Epoch 4 	 Batch 2899	LR : 0.00009	Top1 Acc.: 93.828	CLS Loss: 0.225	Mixup Loss: 1.818	CRL Loss: 0.093	CutMix Loss: 0.000	PixMix Loss: 1.358	Tot. Loss: 2.136
+2025-09-18 13:38:12,053 INFO Epoch 4 	 Batch 2999	LR : 0.00009	Top1 Acc.: 93.484	CLS Loss: 0.234	Mixup Loss: 1.820	CRL Loss: 0.091	CutMix Loss: 0.000	PixMix Loss: 1.352	Tot. Loss: 2.146
+2025-09-18 13:44:23,094 INFO Epoch 4 	 Batch 3099	LR : 0.00009	Top1 Acc.: 93.625	CLS Loss: 0.219	Mixup Loss: 1.799	CRL Loss: 0.084	CutMix Loss: 0.000	PixMix Loss: 1.347	Tot. Loss: 2.102
+2025-09-18 13:50:34,342 INFO Epoch 4 	 Batch 3199	LR : 0.00009	Top1 Acc.: 93.672	CLS Loss: 0.210	Mixup Loss: 1.799	CRL Loss: 0.086	CutMix Loss: 0.000	PixMix Loss: 1.359	Tot. Loss: 2.096
+2025-09-18 13:56:45,525 INFO Epoch 4 	 Batch 3299	LR : 0.00009	Top1 Acc.: 93.781	CLS Loss: 0.212	Mixup Loss: 1.806	CRL Loss: 0.085	CutMix Loss: 0.000	PixMix Loss: 1.380	Tot. Loss: 2.103
+2025-09-18 14:02:56,628 INFO Epoch 4 	 Batch 3399	LR : 0.00009	Top1 Acc.: 94.375	CLS Loss: 0.211	Mixup Loss: 1.787	CRL Loss: 0.083	CutMix Loss: 0.000	PixMix Loss: 1.310	Tot. Loss: 2.081
+2025-09-18 14:09:07,627 INFO Epoch 4 	 Batch 3499	LR : 0.00009	Top1 Acc.: 94.219	CLS Loss: 0.199	Mixup Loss: 1.781	CRL Loss: 0.080	CutMix Loss: 0.000	PixMix Loss: 1.370	Tot. Loss: 2.060
+2025-09-18 14:15:18,882 INFO Epoch 4 	 Batch 3599	LR : 0.00009	Top1 Acc.: 93.797	CLS Loss: 0.219	Mixup Loss: 1.801	CRL Loss: 0.087	CutMix Loss: 0.000	PixMix Loss: 1.361	Tot. Loss: 2.107
+2025-09-18 14:21:29,883 INFO Epoch 4 	 Batch 3699	LR : 0.00009	Top1 Acc.: 94.172	CLS Loss: 0.211	Mixup Loss: 1.800	CRL Loss: 0.080	CutMix Loss: 0.000	PixMix Loss: 1.354	Tot. Loss: 2.091
+2025-09-18 14:27:40,865 INFO Epoch 4 	 Batch 3799	LR : 0.00009	Top1 Acc.: 93.625	CLS Loss: 0.227	Mixup Loss: 1.808	CRL Loss: 0.088	CutMix Loss: 0.000	PixMix Loss: 1.340	Tot. Loss: 2.123
+2025-09-18 14:33:51,899 INFO Epoch 4 	 Batch 3899	LR : 0.00009	Top1 Acc.: 93.625	CLS Loss: 0.216	Mixup Loss: 1.812	CRL Loss: 0.084	CutMix Loss: 0.000	PixMix Loss: 1.349	Tot. Loss: 2.112
+2025-09-18 14:40:03,068 INFO Epoch 4 	 Batch 3999	LR : 0.00009	Top1 Acc.: 94.406	CLS Loss: 0.195	Mixup Loss: 1.753	CRL Loss: 0.077	CutMix Loss: 0.000	PixMix Loss: 1.367	Tot. Loss: 2.025
+2025-09-18 14:46:14,266 INFO Epoch 4 	 Batch 4099	LR : 0.00009	Top1 Acc.: 93.844	CLS Loss: 0.218	Mixup Loss: 1.810	CRL Loss: 0.086	CutMix Loss: 0.000	PixMix Loss: 1.353	Tot. Loss: 2.114
+2025-09-18 14:52:25,275 INFO Epoch 4 	 Batch 4199	LR : 0.00009	Top1 Acc.: 94.156	CLS Loss: 0.222	Mixup Loss: 1.783	CRL Loss: 0.082	CutMix Loss: 0.000	PixMix Loss: 1.340	Tot. Loss: 2.087
+2025-09-18 14:58:36,258 INFO Epoch 4 	 Batch 4299	LR : 0.00009	Top1 Acc.: 93.969	CLS Loss: 0.211	Mixup Loss: 1.772	CRL Loss: 0.081	CutMix Loss: 0.000	PixMix Loss: 1.318	Tot. Loss: 2.064
+2025-09-18 15:04:47,479 INFO Epoch 4 	 Batch 4399	LR : 0.00009	Top1 Acc.: 94.188	CLS Loss: 0.207	Mixup Loss: 1.763	CRL Loss: 0.080	CutMix Loss: 0.000	PixMix Loss: 1.332	Tot. Loss: 2.050
+2025-09-18 15:10:58,544 INFO Epoch 4 	 Batch 4499	LR : 0.00009	Top1 Acc.: 93.938	CLS Loss: 0.219	Mixup Loss: 1.776	CRL Loss: 0.085	CutMix Loss: 0.000	PixMix Loss: 1.366	Tot. Loss: 2.080
+2025-09-18 15:17:09,625 INFO Epoch 4 	 Batch 4599	LR : 0.00009	Top1 Acc.: 94.078	CLS Loss: 0.205	Mixup Loss: 1.763	CRL Loss: 0.080	CutMix Loss: 0.000	PixMix Loss: 1.273	Tot. Loss: 2.049
+2025-09-18 15:23:20,772 INFO Epoch 4 	 Batch 4699	LR : 0.00009	Top1 Acc.: 93.938	CLS Loss: 0.206	Mixup Loss: 1.799	CRL Loss: 0.087	CutMix Loss: 0.000	PixMix Loss: 1.348	Tot. Loss: 2.092
+2025-09-18 15:29:31,636 INFO Epoch 4 	 Batch 4799	LR : 0.00009	Top1 Acc.: 94.078	CLS Loss: 0.213	Mixup Loss: 1.765	CRL Loss: 0.085	CutMix Loss: 0.000	PixMix Loss: 1.324	Tot. Loss: 2.063
+2025-09-18 15:35:42,992 INFO Epoch 4 	 Batch 4899	LR : 0.00009	Top1 Acc.: 93.875	CLS Loss: 0.218	Mixup Loss: 1.791	CRL Loss: 0.082	CutMix Loss: 0.000	PixMix Loss: 1.352	Tot. Loss: 2.091
+2025-09-18 15:41:54,753 INFO Epoch 4 	 Batch 4999	LR : 0.00009	Top1 Acc.: 94.359	CLS Loss: 0.198	Mixup Loss: 1.750	CRL Loss: 0.081	CutMix Loss: 0.000	PixMix Loss: 1.345	Tot. Loss: 2.029
+2025-09-18 15:49:18,074 INFO ################## 
+ ---> Validation Epoch 4 (Original Model)	Acc.: 81.172	FPR: 58.232	AUROC: 87.848	AUPR: 62.174	AURC: 46.824	EAURC: 27.868	AUPR Succ.: 96.704	ECE: 6.461	NLL: 8.139	Brier: 27.581
+2025-09-18 15:56:12,025 INFO ################## 
+ ---> Validation Epoch 4 (EMA Model)	Acc.: 0.078	FPR: 94.752	AUROC: 42.919	AUPR: 99.902	AURC: 999.387	EAURC: 5.749	AUPR Succ.: 0.065	ECE: 15.339	NLL: 94.813	Brier: 105.007
+2025-09-18 15:56:13,834 INFO Original Model Accuracy improved from 80.97 to 81.17!!!
+2025-09-18 15:56:19,242 INFO ####### --- Training Epoch 5 --- #######
+2025-09-18 16:18:01,195 INFO Epoch 5 	 Batch 99	LR : 0.00009	Top1 Acc.: 93.891	CLS Loss: 0.220	Mixup Loss: 1.803	CRL Loss: 0.051	CutMix Loss: 0.000	PixMix Loss: 1.412	Tot. Loss: 2.075
+2025-09-18 16:24:12,354 INFO Epoch 5 	 Batch 199	LR : 0.00009	Top1 Acc.: 94.359	CLS Loss: 0.196	Mixup Loss: 1.763	CRL Loss: 0.050	CutMix Loss: 0.000	PixMix Loss: 1.366	Tot. Loss: 2.009
+2025-09-18 16:30:23,435 INFO Epoch 5 	 Batch 299	LR : 0.00009	Top1 Acc.: 93.922	CLS Loss: 0.209	Mixup Loss: 1.760	CRL Loss: 0.070	CutMix Loss: 0.000	PixMix Loss: 1.316	Tot. Loss: 2.038
+2025-09-18 16:36:34,462 INFO Epoch 5 	 Batch 399	LR : 0.00009	Top1 Acc.: 94.484	CLS Loss: 0.203	Mixup Loss: 1.769	CRL Loss: 0.094	CutMix Loss: 0.000	PixMix Loss: 1.364	Tot. Loss: 2.066
+2025-09-18 16:42:45,526 INFO Epoch 5 	 Batch 499	LR : 0.00009	Top1 Acc.: 93.844	CLS Loss: 0.224	Mixup Loss: 1.802	CRL Loss: 0.143	CutMix Loss: 0.000	PixMix Loss: 1.395	Tot. Loss: 2.169
+2025-09-18 16:48:56,573 INFO Epoch 5 	 Batch 599	LR : 0.00009	Top1 Acc.: 94.172	CLS Loss: 0.214	Mixup Loss: 1.768	CRL Loss: 0.156	CutMix Loss: 0.000	PixMix Loss: 1.335	Tot. Loss: 2.138
+2025-09-18 16:55:07,604 INFO Epoch 5 	 Batch 699	LR : 0.00009	Top1 Acc.: 94.062	CLS Loss: 0.210	Mixup Loss: 1.794	CRL Loss: 0.148	CutMix Loss: 0.000	PixMix Loss: 1.376	Tot. Loss: 2.152
+2025-09-18 17:01:18,633 INFO Epoch 5 	 Batch 799	LR : 0.00009	Top1 Acc.: 93.875	CLS Loss: 0.222	Mixup Loss: 1.770	CRL Loss: 0.130	CutMix Loss: 0.000	PixMix Loss: 1.340	Tot. Loss: 2.122
+2025-09-18 17:07:29,699 INFO Epoch 5 	 Batch 899	LR : 0.00009	Top1 Acc.: 93.750	CLS Loss: 0.214	Mixup Loss: 1.790	CRL Loss: 0.118	CutMix Loss: 0.000	PixMix Loss: 1.377	Tot. Loss: 2.122
+2025-09-18 17:13:40,758 INFO Epoch 5 	 Batch 999	LR : 0.00009	Top1 Acc.: 93.938	CLS Loss: 0.212	Mixup Loss: 1.762	CRL Loss: 0.106	CutMix Loss: 0.000	PixMix Loss: 1.349	Tot. Loss: 2.079
+2025-09-18 17:19:51,794 INFO Epoch 5 	 Batch 1099	LR : 0.00009	Top1 Acc.: 93.688	CLS Loss: 0.208	Mixup Loss: 1.775	CRL Loss: 0.097	CutMix Loss: 0.000	PixMix Loss: 1.304	Tot. Loss: 2.080
+2025-09-18 17:26:02,758 INFO Epoch 5 	 Batch 1199	LR : 0.00009	Top1 Acc.: 94.359	CLS Loss: 0.205	Mixup Loss: 1.780	CRL Loss: 0.092	CutMix Loss: 0.000	PixMix Loss: 1.363	Tot. Loss: 2.077
+2025-09-18 17:32:13,839 INFO Epoch 5 	 Batch 1299	LR : 0.00009	Top1 Acc.: 94.094	CLS Loss: 0.211	Mixup Loss: 1.773	CRL Loss: 0.089	CutMix Loss: 0.000	PixMix Loss: 1.334	Tot. Loss: 2.073
+2025-09-18 17:38:24,865 INFO Epoch 5 	 Batch 1399	LR : 0.00009	Top1 Acc.: 94.438	CLS Loss: 0.195	Mixup Loss: 1.716	CRL Loss: 0.081	CutMix Loss: 0.000	PixMix Loss: 1.336	Tot. Loss: 1.993
+2025-09-18 17:44:35,998 INFO Epoch 5 	 Batch 1499	LR : 0.00009	Top1 Acc.: 94.141	CLS Loss: 0.214	Mixup Loss: 1.765	CRL Loss: 0.086	CutMix Loss: 0.000	PixMix Loss: 1.357	Tot. Loss: 2.066
+2025-09-18 17:50:47,033 INFO Epoch 5 	 Batch 1599	LR : 0.00009	Top1 Acc.: 93.812	CLS Loss: 0.210	Mixup Loss: 1.747	CRL Loss: 0.091	CutMix Loss: 0.000	PixMix Loss: 1.310	Tot. Loss: 2.048
+2025-09-18 17:56:58,360 INFO Epoch 5 	 Batch 1699	LR : 0.00009	Top1 Acc.: 94.188	CLS Loss: 0.215	Mixup Loss: 1.754	CRL Loss: 0.088	CutMix Loss: 0.000	PixMix Loss: 1.325	Tot. Loss: 2.057
+2025-09-18 18:03:09,398 INFO Epoch 5 	 Batch 1799	LR : 0.00009	Top1 Acc.: 94.453	CLS Loss: 0.205	Mixup Loss: 1.759	CRL Loss: 0.084	CutMix Loss: 0.000	PixMix Loss: 1.331	Tot. Loss: 2.048
+2025-09-18 18:09:20,636 INFO Epoch 5 	 Batch 1899	LR : 0.00009	Top1 Acc.: 93.688	CLS Loss: 0.220	Mixup Loss: 1.752	CRL Loss: 0.091	CutMix Loss: 0.000	PixMix Loss: 1.393	Tot. Loss: 2.063
+2025-09-18 18:15:31,704 INFO Epoch 5 	 Batch 1999	LR : 0.00009	Top1 Acc.: 94.562	CLS Loss: 0.193	Mixup Loss: 1.752	CRL Loss: 0.076	CutMix Loss: 0.000	PixMix Loss: 1.277	Tot. Loss: 2.020
+2025-09-18 18:21:42,970 INFO Epoch 5 	 Batch 2099	LR : 0.00009	Top1 Acc.: 94.141	CLS Loss: 0.210	Mixup Loss: 1.759	CRL Loss: 0.086	CutMix Loss: 0.000	PixMix Loss: 1.363	Tot. Loss: 2.054
+2025-09-18 18:27:54,093 INFO Epoch 5 	 Batch 2199	LR : 0.00009	Top1 Acc.: 94.578	CLS Loss: 0.191	Mixup Loss: 1.742	CRL Loss: 0.081	CutMix Loss: 0.000	PixMix Loss: 1.310	Tot. Loss: 2.014
+2025-09-18 18:34:05,106 INFO Epoch 5 	 Batch 2299	LR : 0.00009	Top1 Acc.: 94.141	CLS Loss: 0.208	Mixup Loss: 1.762	CRL Loss: 0.085	CutMix Loss: 0.000	PixMix Loss: 1.332	Tot. Loss: 2.054
+2025-09-18 18:40:16,168 INFO Epoch 5 	 Batch 2399	LR : 0.00009	Top1 Acc.: 94.641	CLS Loss: 0.187	Mixup Loss: 1.743	CRL Loss: 0.077	CutMix Loss: 0.000	PixMix Loss: 1.310	Tot. Loss: 2.007
+2025-09-18 18:46:27,247 INFO Epoch 5 	 Batch 2499	LR : 0.00009	Top1 Acc.: 94.141	CLS Loss: 0.207	Mixup Loss: 1.776	CRL Loss: 0.083	CutMix Loss: 0.000	PixMix Loss: 1.352	Tot. Loss: 2.066
+2025-09-18 18:52:38,334 INFO Epoch 5 	 Batch 2599	LR : 0.00009	Top1 Acc.: 93.922	CLS Loss: 0.200	Mixup Loss: 1.748	CRL Loss: 0.077	CutMix Loss: 0.000	PixMix Loss: 1.338	Tot. Loss: 2.025
+2025-09-18 18:58:49,466 INFO Epoch 5 	 Batch 2699	LR : 0.00009	Top1 Acc.: 94.172	CLS Loss: 0.195	Mixup Loss: 1.740	CRL Loss: 0.079	CutMix Loss: 0.000	PixMix Loss: 1.313	Tot. Loss: 2.014
+2025-09-18 19:05:00,474 INFO Epoch 5 	 Batch 2799	LR : 0.00009	Top1 Acc.: 94.062	CLS Loss: 0.203	Mixup Loss: 1.738	CRL Loss: 0.082	CutMix Loss: 0.000	PixMix Loss: 1.327	Tot. Loss: 2.022
+2025-09-18 19:11:11,497 INFO Epoch 5 	 Batch 2899	LR : 0.00009	Top1 Acc.: 94.219	CLS Loss: 0.212	Mixup Loss: 1.782	CRL Loss: 0.087	CutMix Loss: 0.000	PixMix Loss: 1.327	Tot. Loss: 2.081
+2025-09-18 19:17:22,597 INFO Epoch 5 	 Batch 2999	LR : 0.00009	Top1 Acc.: 93.672	CLS Loss: 0.219	Mixup Loss: 1.747	CRL Loss: 0.085	CutMix Loss: 0.000	PixMix Loss: 1.353	Tot. Loss: 2.051
+2025-09-18 19:23:33,787 INFO Epoch 5 	 Batch 3099	LR : 0.00009	Top1 Acc.: 93.859	CLS Loss: 0.206	Mixup Loss: 1.736	CRL Loss: 0.079	CutMix Loss: 0.000	PixMix Loss: 1.317	Tot. Loss: 2.021
+2025-09-18 19:29:44,948 INFO Epoch 5 	 Batch 3199	LR : 0.00009	Top1 Acc.: 93.891	CLS Loss: 0.196	Mixup Loss: 1.758	CRL Loss: 0.080	CutMix Loss: 0.000	PixMix Loss: 1.331	Tot. Loss: 2.035
+2025-09-18 19:35:56,050 INFO Epoch 5 	 Batch 3299	LR : 0.00009	Top1 Acc.: 93.953	CLS Loss: 0.200	Mixup Loss: 1.756	CRL Loss: 0.080	CutMix Loss: 0.000	PixMix Loss: 1.320	Tot. Loss: 2.036
+2025-09-18 19:42:07,336 INFO Epoch 5 	 Batch 3399	LR : 0.00009	Top1 Acc.: 94.750	CLS Loss: 0.197	Mixup Loss: 1.741	CRL Loss: 0.077	CutMix Loss: 0.000	PixMix Loss: 1.308	Tot. Loss: 2.015
+2025-09-18 19:48:18,422 INFO Epoch 5 	 Batch 3499	LR : 0.00009	Top1 Acc.: 94.766	CLS Loss: 0.183	Mixup Loss: 1.750	CRL Loss: 0.074	CutMix Loss: 0.000	PixMix Loss: 1.338	Tot. Loss: 2.007
+2025-09-18 19:54:29,708 INFO Epoch 5 	 Batch 3599	LR : 0.00009	Top1 Acc.: 94.125	CLS Loss: 0.205	Mixup Loss: 1.751	CRL Loss: 0.082	CutMix Loss: 0.000	PixMix Loss: 1.350	Tot. Loss: 2.038
+2025-09-18 20:00:41,060 INFO Epoch 5 	 Batch 3699	LR : 0.00009	Top1 Acc.: 94.672	CLS Loss: 0.197	Mixup Loss: 1.726	CRL Loss: 0.076	CutMix Loss: 0.000	PixMix Loss: 1.315	Tot. Loss: 1.999
+2025-09-18 20:06:52,223 INFO Epoch 5 	 Batch 3799	LR : 0.00009	Top1 Acc.: 93.906	CLS Loss: 0.213	Mixup Loss: 1.749	CRL Loss: 0.083	CutMix Loss: 0.000	PixMix Loss: 1.372	Tot. Loss: 2.044
+2025-09-18 20:13:03,486 INFO Epoch 5 	 Batch 3899	LR : 0.00009	Top1 Acc.: 94.172	CLS Loss: 0.201	Mixup Loss: 1.744	CRL Loss: 0.079	CutMix Loss: 0.000	PixMix Loss: 1.321	Tot. Loss: 2.024
+2025-09-18 20:19:14,735 INFO Epoch 5 	 Batch 3999	LR : 0.00009	Top1 Acc.: 94.844	CLS Loss: 0.183	Mixup Loss: 1.700	CRL Loss: 0.072	CutMix Loss: 0.000	PixMix Loss: 1.322	Tot. Loss: 1.956
+2025-09-18 20:25:25,925 INFO Epoch 5 	 Batch 4099	LR : 0.00009	Top1 Acc.: 94.203	CLS Loss: 0.204	Mixup Loss: 1.765	CRL Loss: 0.081	CutMix Loss: 0.000	PixMix Loss: 1.361	Tot. Loss: 2.050
+2025-09-18 20:31:37,182 INFO Epoch 5 	 Batch 4199	LR : 0.00009	Top1 Acc.: 94.562	CLS Loss: 0.208	Mixup Loss: 1.725	CRL Loss: 0.077	CutMix Loss: 0.000	PixMix Loss: 1.317	Tot. Loss: 2.010
+2025-09-18 20:37:48,251 INFO Epoch 5 	 Batch 4299	LR : 0.00009	Top1 Acc.: 94.406	CLS Loss: 0.195	Mixup Loss: 1.728	CRL Loss: 0.076	CutMix Loss: 0.000	PixMix Loss: 1.326	Tot. Loss: 1.999
+2025-09-18 20:43:59,442 INFO Epoch 5 	 Batch 4399	LR : 0.00009	Top1 Acc.: 94.594	CLS Loss: 0.195	Mixup Loss: 1.714	CRL Loss: 0.075	CutMix Loss: 0.000	PixMix Loss: 1.292	Tot. Loss: 1.984
+2025-09-18 20:50:10,659 INFO Epoch 5 	 Batch 4499	LR : 0.00009	Top1 Acc.: 94.250	CLS Loss: 0.205	Mixup Loss: 1.732	CRL Loss: 0.081	CutMix Loss: 0.000	PixMix Loss: 1.329	Tot. Loss: 2.018
+2025-09-18 20:56:21,844 INFO Epoch 5 	 Batch 4599	LR : 0.00009	Top1 Acc.: 94.516	CLS Loss: 0.194	Mixup Loss: 1.702	CRL Loss: 0.076	CutMix Loss: 0.000	PixMix Loss: 1.292	Tot. Loss: 1.971
+2025-09-18 21:02:32,909 INFO Epoch 5 	 Batch 4699	LR : 0.00009	Top1 Acc.: 94.422	CLS Loss: 0.192	Mixup Loss: 1.712	CRL Loss: 0.081	CutMix Loss: 0.000	PixMix Loss: 1.337	Tot. Loss: 1.985
+2025-09-18 21:08:44,195 INFO Epoch 5 	 Batch 4799	LR : 0.00009	Top1 Acc.: 94.219	CLS Loss: 0.202	Mixup Loss: 1.741	CRL Loss: 0.080	CutMix Loss: 0.000	PixMix Loss: 1.354	Tot. Loss: 2.023
+2025-09-18 21:14:55,804 INFO Epoch 5 	 Batch 4899	LR : 0.00009	Top1 Acc.: 94.250	CLS Loss: 0.207	Mixup Loss: 1.727	CRL Loss: 0.078	CutMix Loss: 0.000	PixMix Loss: 1.291	Tot. Loss: 2.012
+2025-09-18 21:21:07,063 INFO Epoch 5 	 Batch 4999	LR : 0.00009	Top1 Acc.: 94.578	CLS Loss: 0.187	Mixup Loss: 1.721	CRL Loss: 0.077	CutMix Loss: 0.000	PixMix Loss: 1.335	Tot. Loss: 1.985
+2025-09-18 21:27:55,575 INFO ################## 
+ ---> Validation Epoch 5 (Original Model)	Acc.: 81.218	FPR: 58.247	AUROC: 87.875	AUPR: 62.447	AURC: 46.666	EAURC: 27.807	AUPR Succ.: 96.712	ECE: 6.426	NLL: 8.036	Brier: 27.461
+2025-09-18 21:34:39,718 INFO ################## 
+ ---> Validation Epoch 5 (EMA Model)	Acc.: 0.078	FPR: 94.752	AUROC: 42.919	AUPR: 99.902	AURC: 999.387	EAURC: 5.749	AUPR Succ.: 0.065	ECE: 15.339	NLL: 94.813	Brier: 105.007
+2025-09-18 21:34:39,846 INFO Original Model Accuracy improved from 81.17 to 81.22!!!
+2025-09-18 21:34:46,666 INFO ####### --- Training Epoch 6 --- #######
+2025-09-18 21:55:20,260 INFO Epoch 6 	 Batch 99	LR : 0.00009	Top1 Acc.: 94.203	CLS Loss: 0.207	Mixup Loss: 1.752	CRL Loss: 0.053	CutMix Loss: 0.000	PixMix Loss: 1.351	Tot. Loss: 2.012
+2025-09-18 22:01:31,607 INFO Epoch 6 	 Batch 199	LR : 0.00009	Top1 Acc.: 94.609	CLS Loss: 0.185	Mixup Loss: 1.697	CRL Loss: 0.052	CutMix Loss: 0.000	PixMix Loss: 1.297	Tot. Loss: 1.934
+2025-09-18 22:07:42,745 INFO Epoch 6 	 Batch 299	LR : 0.00009	Top1 Acc.: 94.203	CLS Loss: 0.195	Mixup Loss: 1.743	CRL Loss: 0.068	CutMix Loss: 0.000	PixMix Loss: 1.319	Tot. Loss: 2.007
+2025-09-18 22:13:53,658 INFO Epoch 6 	 Batch 399	LR : 0.00008	Top1 Acc.: 94.984	CLS Loss: 0.193	Mixup Loss: 1.711	CRL Loss: 0.087	CutMix Loss: 0.000	PixMix Loss: 1.283	Tot. Loss: 1.991
+2025-09-18 22:20:04,906 INFO Epoch 6 	 Batch 499	LR : 0.00008	Top1 Acc.: 94.297	CLS Loss: 0.209	Mixup Loss: 1.713	CRL Loss: 0.128	CutMix Loss: 0.000	PixMix Loss: 1.339	Tot. Loss: 2.050
+2025-09-18 22:26:16,104 INFO Epoch 6 	 Batch 599	LR : 0.00008	Top1 Acc.: 94.375	CLS Loss: 0.203	Mixup Loss: 1.736	CRL Loss: 0.137	CutMix Loss: 0.000	PixMix Loss: 1.316	Tot. Loss: 2.076
+2025-09-18 22:32:27,111 INFO Epoch 6 	 Batch 699	LR : 0.00008	Top1 Acc.: 94.406	CLS Loss: 0.199	Mixup Loss: 1.731	CRL Loss: 0.130	CutMix Loss: 0.000	PixMix Loss: 1.302	Tot. Loss: 2.060
+2025-09-18 22:38:38,323 INFO Epoch 6 	 Batch 799	LR : 0.00008	Top1 Acc.: 94.156	CLS Loss: 0.210	Mixup Loss: 1.703	CRL Loss: 0.117	CutMix Loss: 0.000	PixMix Loss: 1.314	Tot. Loss: 2.030
+2025-09-18 22:44:49,393 INFO Epoch 6 	 Batch 899	LR : 0.00008	Top1 Acc.: 94.016	CLS Loss: 0.199	Mixup Loss: 1.740	CRL Loss: 0.107	CutMix Loss: 0.000	PixMix Loss: 1.346	Tot. Loss: 2.046
+2025-09-18 22:51:00,702 INFO Epoch 6 	 Batch 999	LR : 0.00008	Top1 Acc.: 94.172	CLS Loss: 0.200	Mixup Loss: 1.733	CRL Loss: 0.097	CutMix Loss: 0.000	PixMix Loss: 1.303	Tot. Loss: 2.029
+2025-09-18 22:57:11,929 INFO Epoch 6 	 Batch 1099	LR : 0.00008	Top1 Acc.: 94.391	CLS Loss: 0.196	Mixup Loss: 1.699	CRL Loss: 0.092	CutMix Loss: 0.000	PixMix Loss: 1.269	Tot. Loss: 1.987
+2025-09-18 23:03:23,027 INFO Epoch 6 	 Batch 1199	LR : 0.00008	Top1 Acc.: 94.594	CLS Loss: 0.194	Mixup Loss: 1.703	CRL Loss: 0.085	CutMix Loss: 0.000	PixMix Loss: 1.323	Tot. Loss: 1.983
+2025-09-18 23:09:34,029 INFO Epoch 6 	 Batch 1299	LR : 0.00008	Top1 Acc.: 94.516	CLS Loss: 0.197	Mixup Loss: 1.720	CRL Loss: 0.083	CutMix Loss: 0.000	PixMix Loss: 1.361	Tot. Loss: 2.000
+2025-09-18 23:15:45,241 INFO Epoch 6 	 Batch 1399	LR : 0.00008	Top1 Acc.: 94.766	CLS Loss: 0.184	Mixup Loss: 1.685	CRL Loss: 0.075	CutMix Loss: 0.000	PixMix Loss: 1.297	Tot. Loss: 1.945
+2025-09-18 23:21:56,450 INFO Epoch 6 	 Batch 1499	LR : 0.00008	Top1 Acc.: 94.516	CLS Loss: 0.203	Mixup Loss: 1.736	CRL Loss: 0.082	CutMix Loss: 0.000	PixMix Loss: 1.315	Tot. Loss: 2.020
+2025-09-18 23:28:07,545 INFO Epoch 6 	 Batch 1599	LR : 0.00008	Top1 Acc.: 94.219	CLS Loss: 0.199	Mixup Loss: 1.720	CRL Loss: 0.087	CutMix Loss: 0.000	PixMix Loss: 1.286	Tot. Loss: 2.005
+2025-09-18 23:34:18,619 INFO Epoch 6 	 Batch 1699	LR : 0.00008	Top1 Acc.: 94.750	CLS Loss: 0.203	Mixup Loss: 1.693	CRL Loss: 0.081	CutMix Loss: 0.000	PixMix Loss: 1.283	Tot. Loss: 1.977
+2025-09-18 23:40:29,854 INFO Epoch 6 	 Batch 1799	LR : 0.00008	Top1 Acc.: 94.469	CLS Loss: 0.194	Mixup Loss: 1.702	CRL Loss: 0.079	CutMix Loss: 0.000	PixMix Loss: 1.290	Tot. Loss: 1.975
+2025-09-18 23:46:41,025 INFO Epoch 6 	 Batch 1899	LR : 0.00008	Top1 Acc.: 94.125	CLS Loss: 0.208	Mixup Loss: 1.706	CRL Loss: 0.086	CutMix Loss: 0.000	PixMix Loss: 1.326	Tot. Loss: 2.000
+2025-09-18 23:52:52,159 INFO Epoch 6 	 Batch 1999	LR : 0.00008	Top1 Acc.: 94.969	CLS Loss: 0.182	Mixup Loss: 1.673	CRL Loss: 0.072	CutMix Loss: 0.000	PixMix Loss: 1.252	Tot. Loss: 1.927
+2025-09-18 23:59:03,180 INFO Epoch 6 	 Batch 2099	LR : 0.00008	Top1 Acc.: 94.516	CLS Loss: 0.196	Mixup Loss: 1.696	CRL Loss: 0.082	CutMix Loss: 0.000	PixMix Loss: 1.321	Tot. Loss: 1.974
+2025-09-19 00:05:14,473 INFO Epoch 6 	 Batch 2199	LR : 0.00008	Top1 Acc.: 94.797	CLS Loss: 0.181	Mixup Loss: 1.680	CRL Loss: 0.076	CutMix Loss: 0.000	PixMix Loss: 1.306	Tot. Loss: 1.937
+2025-09-19 00:11:25,500 INFO Epoch 6 	 Batch 2299	LR : 0.00008	Top1 Acc.: 94.594	CLS Loss: 0.196	Mixup Loss: 1.719	CRL Loss: 0.080	CutMix Loss: 0.000	PixMix Loss: 1.325	Tot. Loss: 1.996
+2025-09-19 00:17:36,591 INFO Epoch 6 	 Batch 2399	LR : 0.00008	Top1 Acc.: 94.859	CLS Loss: 0.177	Mixup Loss: 1.677	CRL Loss: 0.073	CutMix Loss: 0.000	PixMix Loss: 1.260	Tot. Loss: 1.926
+2025-09-19 00:23:47,717 INFO Epoch 6 	 Batch 2499	LR : 0.00008	Top1 Acc.: 94.375	CLS Loss: 0.196	Mixup Loss: 1.719	CRL Loss: 0.079	CutMix Loss: 0.000	PixMix Loss: 1.338	Tot. Loss: 1.994
+2025-09-19 00:29:58,732 INFO Epoch 6 	 Batch 2599	LR : 0.00008	Top1 Acc.: 94.297	CLS Loss: 0.190	Mixup Loss: 1.719	CRL Loss: 0.074	CutMix Loss: 0.000	PixMix Loss: 1.316	Tot. Loss: 1.983
+2025-09-19 00:36:09,892 INFO Epoch 6 	 Batch 2699	LR : 0.00008	Top1 Acc.: 94.703	CLS Loss: 0.183	Mixup Loss: 1.688	CRL Loss: 0.076	CutMix Loss: 0.000	PixMix Loss: 1.261	Tot. Loss: 1.948
+2025-09-19 00:42:21,057 INFO Epoch 6 	 Batch 2799	LR : 0.00008	Top1 Acc.: 94.500	CLS Loss: 0.189	Mixup Loss: 1.702	CRL Loss: 0.079	CutMix Loss: 0.000	PixMix Loss: 1.306	Tot. Loss: 1.970
+2025-09-19 00:48:32,116 INFO Epoch 6 	 Batch 2899	LR : 0.00008	Top1 Acc.: 94.453	CLS Loss: 0.201	Mixup Loss: 1.710	CRL Loss: 0.083	CutMix Loss: 0.000	PixMix Loss: 1.325	Tot. Loss: 1.995
+2025-09-19 00:54:43,360 INFO Epoch 6 	 Batch 2999	LR : 0.00008	Top1 Acc.: 94.125	CLS Loss: 0.208	Mixup Loss: 1.725	CRL Loss: 0.083	CutMix Loss: 0.000	PixMix Loss: 1.285	Tot. Loss: 2.016
+2025-09-19 01:00:54,556 INFO Epoch 6 	 Batch 3099	LR : 0.00008	Top1 Acc.: 94.234	CLS Loss: 0.194	Mixup Loss: 1.692	CRL Loss: 0.076	CutMix Loss: 0.000	PixMix Loss: 1.275	Tot. Loss: 1.962
+2025-09-19 01:07:05,771 INFO Epoch 6 	 Batch 3199	LR : 0.00008	Top1 Acc.: 94.219	CLS Loss: 0.186	Mixup Loss: 1.672	CRL Loss: 0.077	CutMix Loss: 0.000	PixMix Loss: 1.336	Tot. Loss: 1.936
+2025-09-19 01:13:16,926 INFO Epoch 6 	 Batch 3299	LR : 0.00008	Top1 Acc.: 94.375	CLS Loss: 0.189	Mixup Loss: 1.697	CRL Loss: 0.076	CutMix Loss: 0.000	PixMix Loss: 1.347	Tot. Loss: 1.962
+2025-09-19 01:19:28,279 INFO Epoch 6 	 Batch 3399	LR : 0.00008	Top1 Acc.: 94.766	CLS Loss: 0.188	Mixup Loss: 1.690	CRL Loss: 0.072	CutMix Loss: 0.000	PixMix Loss: 1.313	Tot. Loss: 1.951
+2025-09-19 01:25:39,374 INFO Epoch 6 	 Batch 3499	LR : 0.00008	Top1 Acc.: 94.906	CLS Loss: 0.174	Mixup Loss: 1.675	CRL Loss: 0.070	CutMix Loss: 0.000	PixMix Loss: 1.288	Tot. Loss: 1.919
+2025-09-19 01:31:50,445 INFO Epoch 6 	 Batch 3599	LR : 0.00008	Top1 Acc.: 94.531	CLS Loss: 0.193	Mixup Loss: 1.703	CRL Loss: 0.078	CutMix Loss: 0.000	PixMix Loss: 1.312	Tot. Loss: 1.974
+2025-09-19 01:38:01,529 INFO Epoch 6 	 Batch 3699	LR : 0.00008	Top1 Acc.: 94.828	CLS Loss: 0.187	Mixup Loss: 1.682	CRL Loss: 0.071	CutMix Loss: 0.000	PixMix Loss: 1.327	Tot. Loss: 1.940
+2025-09-19 01:44:12,677 INFO Epoch 6 	 Batch 3799	LR : 0.00008	Top1 Acc.: 94.250	CLS Loss: 0.201	Mixup Loss: 1.701	CRL Loss: 0.079	CutMix Loss: 0.000	PixMix Loss: 1.324	Tot. Loss: 1.980
+2025-09-19 01:50:23,826 INFO Epoch 6 	 Batch 3899	LR : 0.00008	Top1 Acc.: 94.406	CLS Loss: 0.190	Mixup Loss: 1.704	CRL Loss: 0.075	CutMix Loss: 0.000	PixMix Loss: 1.315	Tot. Loss: 1.969
+2025-09-19 01:56:34,893 INFO Epoch 6 	 Batch 3999	LR : 0.00008	Top1 Acc.: 95.219	CLS Loss: 0.171	Mixup Loss: 1.668	CRL Loss: 0.068	CutMix Loss: 0.000	PixMix Loss: 1.304	Tot. Loss: 1.907
+2025-09-19 02:02:45,958 INFO Epoch 6 	 Batch 4099	LR : 0.00008	Top1 Acc.: 94.531	CLS Loss: 0.194	Mixup Loss: 1.713	CRL Loss: 0.078	CutMix Loss: 0.000	PixMix Loss: 1.325	Tot. Loss: 1.984
+2025-09-19 02:08:56,947 INFO Epoch 6 	 Batch 4199	LR : 0.00008	Top1 Acc.: 94.766	CLS Loss: 0.200	Mixup Loss: 1.687	CRL Loss: 0.074	CutMix Loss: 0.000	PixMix Loss: 1.331	Tot. Loss: 1.960
+2025-09-19 02:15:07,964 INFO Epoch 6 	 Batch 4299	LR : 0.00008	Top1 Acc.: 94.562	CLS Loss: 0.186	Mixup Loss: 1.687	CRL Loss: 0.074	CutMix Loss: 0.000	PixMix Loss: 1.295	Tot. Loss: 1.946
+2025-09-19 02:21:18,993 INFO Epoch 6 	 Batch 4399	LR : 0.00008	Top1 Acc.: 94.719	CLS Loss: 0.186	Mixup Loss: 1.675	CRL Loss: 0.072	CutMix Loss: 0.000	PixMix Loss: 1.299	Tot. Loss: 1.933
+2025-09-19 02:27:30,351 INFO Epoch 6 	 Batch 4499	LR : 0.00008	Top1 Acc.: 94.594	CLS Loss: 0.195	Mixup Loss: 1.677	CRL Loss: 0.078	CutMix Loss: 0.000	PixMix Loss: 1.274	Tot. Loss: 1.950
+2025-09-19 02:33:41,552 INFO Epoch 6 	 Batch 4599	LR : 0.00008	Top1 Acc.: 94.781	CLS Loss: 0.184	Mixup Loss: 1.666	CRL Loss: 0.073	CutMix Loss: 0.000	PixMix Loss: 1.267	Tot. Loss: 1.923
+2025-09-19 02:39:52,906 INFO Epoch 6 	 Batch 4699	LR : 0.00008	Top1 Acc.: 94.531	CLS Loss: 0.185	Mixup Loss: 1.679	CRL Loss: 0.078	CutMix Loss: 0.000	PixMix Loss: 1.311	Tot. Loss: 1.942
+2025-09-19 02:46:04,586 INFO Epoch 6 	 Batch 4799	LR : 0.00008	Top1 Acc.: 94.344	CLS Loss: 0.194	Mixup Loss: 1.676	CRL Loss: 0.077	CutMix Loss: 0.000	PixMix Loss: 1.286	Tot. Loss: 1.946
+2025-09-19 02:52:15,516 INFO Epoch 6 	 Batch 4899	LR : 0.00008	Top1 Acc.: 94.359	CLS Loss: 0.196	Mixup Loss: 1.693	CRL Loss: 0.073	CutMix Loss: 0.000	PixMix Loss: 1.314	Tot. Loss: 1.962
+2025-09-19 02:58:26,643 INFO Epoch 6 	 Batch 4999	LR : 0.00008	Top1 Acc.: 94.969	CLS Loss: 0.177	Mixup Loss: 1.656	CRL Loss: 0.074	CutMix Loss: 0.000	PixMix Loss: 1.281	Tot. Loss: 1.906
+2025-09-19 03:04:55,924 INFO ################## 
+ ---> Validation Epoch 6 (Original Model)	Acc.: 81.326	FPR: 58.049	AUROC: 87.812	AUPR: 62.298	AURC: 46.548	EAURC: 27.913	AUPR Succ.: 96.703	ECE: 6.450	NLL: 7.965	Brier: 27.361
+2025-09-19 03:10:52,388 INFO ################## 
+ ---> Validation Epoch 6 (EMA Model)	Acc.: 0.078	FPR: 94.752	AUROC: 42.919	AUPR: 99.902	AURC: 999.387	EAURC: 5.749	AUPR Succ.: 0.065	ECE: 15.339	NLL: 94.813	Brier: 105.007
+2025-09-19 03:10:53,518 INFO Original Model Accuracy improved from 81.22 to 81.33!!!
+2025-09-19 03:10:59,374 INFO ####### --- Training Epoch 7 --- #######
+2025-09-19 03:28:41,793 INFO Epoch 7 	 Batch 99	LR : 0.00008	Top1 Acc.: 94.375	CLS Loss: 0.198	Mixup Loss: 1.691	CRL Loss: 0.055	CutMix Loss: 0.000	PixMix Loss: 1.323	Tot. Loss: 1.943
+2025-09-19 03:34:53,143 INFO Epoch 7 	 Batch 199	LR : 0.00008	Top1 Acc.: 95.094	CLS Loss: 0.176	Mixup Loss: 1.663	CRL Loss: 0.053	CutMix Loss: 0.000	PixMix Loss: 1.296	Tot. Loss: 1.892
+2025-09-19 03:41:04,239 INFO Epoch 7 	 Batch 299	LR : 0.00008	Top1 Acc.: 94.359	CLS Loss: 0.186	Mixup Loss: 1.676	CRL Loss: 0.067	CutMix Loss: 0.000	PixMix Loss: 1.264	Tot. Loss: 1.929
+2025-09-19 03:47:15,271 INFO Epoch 7 	 Batch 399	LR : 0.00008	Top1 Acc.: 95.078	CLS Loss: 0.184	Mixup Loss: 1.694	CRL Loss: 0.082	CutMix Loss: 0.000	PixMix Loss: 1.327	Tot. Loss: 1.960
+2025-09-19 03:53:26,347 INFO Epoch 7 	 Batch 499	LR : 0.00008	Top1 Acc.: 94.406	CLS Loss: 0.200	Mixup Loss: 1.687	CRL Loss: 0.118	CutMix Loss: 0.000	PixMix Loss: 1.297	Tot. Loss: 2.006
+2025-09-19 03:59:37,397 INFO Epoch 7 	 Batch 599	LR : 0.00008	Top1 Acc.: 94.734	CLS Loss: 0.191	Mixup Loss: 1.684	CRL Loss: 0.124	CutMix Loss: 0.000	PixMix Loss: 1.375	Tot. Loss: 1.998
+2025-09-19 04:05:48,534 INFO Epoch 7 	 Batch 699	LR : 0.00008	Top1 Acc.: 94.703	CLS Loss: 0.188	Mixup Loss: 1.683	CRL Loss: 0.118	CutMix Loss: 0.000	PixMix Loss: 1.271	Tot. Loss: 1.989
+2025-09-19 04:11:59,754 INFO Epoch 7 	 Batch 799	LR : 0.00008	Top1 Acc.: 94.344	CLS Loss: 0.200	Mixup Loss: 1.685	CRL Loss: 0.108	CutMix Loss: 0.000	PixMix Loss: 1.327	Tot. Loss: 1.993
+2025-09-19 04:18:10,883 INFO Epoch 7 	 Batch 899	LR : 0.00008	Top1 Acc.: 94.250	CLS Loss: 0.188	Mixup Loss: 1.695	CRL Loss: 0.099	CutMix Loss: 0.000	PixMix Loss: 1.325	Tot. Loss: 1.982
+2025-09-19 04:24:22,113 INFO Epoch 7 	 Batch 999	LR : 0.00008	Top1 Acc.: 94.375	CLS Loss: 0.191	Mixup Loss: 1.687	CRL Loss: 0.091	CutMix Loss: 0.000	PixMix Loss: 1.317	Tot. Loss: 1.968
+2025-09-19 04:30:33,209 INFO Epoch 7 	 Batch 1099	LR : 0.00008	Top1 Acc.: 94.422	CLS Loss: 0.188	Mixup Loss: 1.663	CRL Loss: 0.086	CutMix Loss: 0.000	PixMix Loss: 1.267	Tot. Loss: 1.938
+2025-09-19 04:36:44,463 INFO Epoch 7 	 Batch 1199	LR : 0.00008	Top1 Acc.: 94.828	CLS Loss: 0.184	Mixup Loss: 1.688	CRL Loss: 0.080	CutMix Loss: 0.000	PixMix Loss: 1.272	Tot. Loss: 1.951
+2025-09-19 04:42:55,739 INFO Epoch 7 	 Batch 1299	LR : 0.00008	Top1 Acc.: 94.719	CLS Loss: 0.187	Mixup Loss: 1.660	CRL Loss: 0.079	CutMix Loss: 0.000	PixMix Loss: 1.343	Tot. Loss: 1.926
+2025-09-19 04:49:06,884 INFO Epoch 7 	 Batch 1399	LR : 0.00008	Top1 Acc.: 95.016	CLS Loss: 0.174	Mixup Loss: 1.654	CRL Loss: 0.072	CutMix Loss: 0.000	PixMix Loss: 1.245	Tot. Loss: 1.899
+2025-09-19 04:55:18,010 INFO Epoch 7 	 Batch 1499	LR : 0.00008	Top1 Acc.: 94.750	CLS Loss: 0.193	Mixup Loss: 1.664	CRL Loss: 0.077	CutMix Loss: 0.000	PixMix Loss: 1.304	Tot. Loss: 1.934
+2025-09-19 05:01:29,221 INFO Epoch 7 	 Batch 1599	LR : 0.00008	Top1 Acc.: 94.438	CLS Loss: 0.190	Mixup Loss: 1.685	CRL Loss: 0.082	CutMix Loss: 0.000	PixMix Loss: 1.305	Tot. Loss: 1.957
+2025-09-19 05:07:40,274 INFO Epoch 7 	 Batch 1699	LR : 0.00008	Top1 Acc.: 94.953	CLS Loss: 0.195	Mixup Loss: 1.681	CRL Loss: 0.078	CutMix Loss: 0.000	PixMix Loss: 1.264	Tot. Loss: 1.954
+2025-09-19 05:13:51,398 INFO Epoch 7 	 Batch 1799	LR : 0.00008	Top1 Acc.: 94.750	CLS Loss: 0.186	Mixup Loss: 1.671	CRL Loss: 0.075	CutMix Loss: 0.000	PixMix Loss: 1.283	Tot. Loss: 1.932
+2025-09-19 05:20:02,644 INFO Epoch 7 	 Batch 1899	LR : 0.00008	Top1 Acc.: 94.312	CLS Loss: 0.198	Mixup Loss: 1.677	CRL Loss: 0.083	CutMix Loss: 0.000	PixMix Loss: 1.269	Tot. Loss: 1.958
+2025-09-19 05:26:13,784 INFO Epoch 7 	 Batch 1999	LR : 0.00008	Top1 Acc.: 95.250	CLS Loss: 0.173	Mixup Loss: 1.644	CRL Loss: 0.068	CutMix Loss: 0.000	PixMix Loss: 1.271	Tot. Loss: 1.885
+2025-09-19 05:32:24,965 INFO Epoch 7 	 Batch 2099	LR : 0.00008	Top1 Acc.: 94.750	CLS Loss: 0.190	Mixup Loss: 1.673	CRL Loss: 0.078	CutMix Loss: 0.000	PixMix Loss: 1.304	Tot. Loss: 1.942
+2025-09-19 05:38:35,980 INFO Epoch 7 	 Batch 2199	LR : 0.00008	Top1 Acc.: 94.906	CLS Loss: 0.174	Mixup Loss: 1.642	CRL Loss: 0.073	CutMix Loss: 0.000	PixMix Loss: 1.309	Tot. Loss: 1.888
+2025-09-19 05:44:47,121 INFO Epoch 7 	 Batch 2299	LR : 0.00008	Top1 Acc.: 94.719	CLS Loss: 0.190	Mixup Loss: 1.678	CRL Loss: 0.077	CutMix Loss: 0.000	PixMix Loss: 1.332	Tot. Loss: 1.944
+2025-09-19 05:50:58,225 INFO Epoch 7 	 Batch 2399	LR : 0.00008	Top1 Acc.: 95.141	CLS Loss: 0.169	Mixup Loss: 1.632	CRL Loss: 0.070	CutMix Loss: 0.000	PixMix Loss: 1.234	Tot. Loss: 1.870
+2025-09-19 05:57:09,256 INFO Epoch 7 	 Batch 2499	LR : 0.00008	Top1 Acc.: 94.797	CLS Loss: 0.185	Mixup Loss: 1.681	CRL Loss: 0.076	CutMix Loss: 0.000	PixMix Loss: 1.303	Tot. Loss: 1.942
+2025-09-19 06:03:20,440 INFO Epoch 7 	 Batch 2599	LR : 0.00008	Top1 Acc.: 94.672	CLS Loss: 0.181	Mixup Loss: 1.675	CRL Loss: 0.072	CutMix Loss: 0.000	PixMix Loss: 1.283	Tot. Loss: 1.928
+2025-09-19 06:09:31,612 INFO Epoch 7 	 Batch 2699	LR : 0.00008	Top1 Acc.: 94.750	CLS Loss: 0.177	Mixup Loss: 1.682	CRL Loss: 0.073	CutMix Loss: 0.000	PixMix Loss: 1.298	Tot. Loss: 1.931
+2025-09-19 06:15:42,837 INFO Epoch 7 	 Batch 2799	LR : 0.00008	Top1 Acc.: 94.750	CLS Loss: 0.181	Mixup Loss: 1.656	CRL Loss: 0.075	CutMix Loss: 0.000	PixMix Loss: 1.293	Tot. Loss: 1.913
+2025-09-19 06:21:53,918 INFO Epoch 7 	 Batch 2899	LR : 0.00008	Top1 Acc.: 94.719	CLS Loss: 0.190	Mixup Loss: 1.696	CRL Loss: 0.080	CutMix Loss: 0.000	PixMix Loss: 1.305	Tot. Loss: 1.965
+2025-09-19 06:28:04,982 INFO Epoch 7 	 Batch 2999	LR : 0.00008	Top1 Acc.: 94.359	CLS Loss: 0.199	Mixup Loss: 1.689	CRL Loss: 0.080	CutMix Loss: 0.000	PixMix Loss: 1.326	Tot. Loss: 1.969
+2025-09-19 06:34:16,220 INFO Epoch 7 	 Batch 3099	LR : 0.00008	Top1 Acc.: 94.562	CLS Loss: 0.186	Mixup Loss: 1.655	CRL Loss: 0.074	CutMix Loss: 0.000	PixMix Loss: 1.340	Tot. Loss: 1.914
+2025-09-19 06:40:27,282 INFO Epoch 7 	 Batch 3199	LR : 0.00008	Top1 Acc.: 94.359	CLS Loss: 0.178	Mixup Loss: 1.672	CRL Loss: 0.075	CutMix Loss: 0.000	PixMix Loss: 1.326	Tot. Loss: 1.925
+2025-09-19 06:46:38,559 INFO Epoch 7 	 Batch 3299	LR : 0.00008	Top1 Acc.: 94.531	CLS Loss: 0.181	Mixup Loss: 1.636	CRL Loss: 0.073	CutMix Loss: 0.000	PixMix Loss: 1.312	Tot. Loss: 1.889
+2025-09-19 06:52:49,851 INFO Epoch 7 	 Batch 3399	LR : 0.00007	Top1 Acc.: 94.922	CLS Loss: 0.179	Mixup Loss: 1.653	CRL Loss: 0.069	CutMix Loss: 0.000	PixMix Loss: 1.283	Tot. Loss: 1.902
+2025-09-19 06:59:00,833 INFO Epoch 7 	 Batch 3499	LR : 0.00007	Top1 Acc.: 95.156	CLS Loss: 0.166	Mixup Loss: 1.634	CRL Loss: 0.067	CutMix Loss: 0.000	PixMix Loss: 1.283	Tot. Loss: 1.867
+2025-09-19 07:05:12,122 INFO Epoch 7 	 Batch 3599	LR : 0.00007	Top1 Acc.: 94.688	CLS Loss: 0.185	Mixup Loss: 1.666	CRL Loss: 0.076	CutMix Loss: 0.000	PixMix Loss: 1.346	Tot. Loss: 1.927
+2025-09-19 07:11:23,202 INFO Epoch 7 	 Batch 3699	LR : 0.00007	Top1 Acc.: 95.062	CLS Loss: 0.180	Mixup Loss: 1.643	CRL Loss: 0.069	CutMix Loss: 0.000	PixMix Loss: 1.303	Tot. Loss: 1.892
+2025-09-19 07:17:34,262 INFO Epoch 7 	 Batch 3799	LR : 0.00007	Top1 Acc.: 94.453	CLS Loss: 0.193	Mixup Loss: 1.666	CRL Loss: 0.076	CutMix Loss: 0.000	PixMix Loss: 1.352	Tot. Loss: 1.935
+2025-09-19 07:23:45,492 INFO Epoch 7 	 Batch 3899	LR : 0.00007	Top1 Acc.: 94.797	CLS Loss: 0.182	Mixup Loss: 1.663	CRL Loss: 0.072	CutMix Loss: 0.000	PixMix Loss: 1.279	Tot. Loss: 1.917
+2025-09-19 07:29:56,612 INFO Epoch 7 	 Batch 3999	LR : 0.00007	Top1 Acc.: 95.516	CLS Loss: 0.165	Mixup Loss: 1.625	CRL Loss: 0.065	CutMix Loss: 0.000	PixMix Loss: 1.259	Tot. Loss: 1.856
+2025-09-19 07:36:07,770 INFO Epoch 7 	 Batch 4099	LR : 0.00007	Top1 Acc.: 94.750	CLS Loss: 0.185	Mixup Loss: 1.663	CRL Loss: 0.075	CutMix Loss: 0.000	PixMix Loss: 1.284	Tot. Loss: 1.923
+2025-09-19 07:42:18,945 INFO Epoch 7 	 Batch 4199	LR : 0.00007	Top1 Acc.: 94.938	CLS Loss: 0.191	Mixup Loss: 1.665	CRL Loss: 0.071	CutMix Loss: 0.000	PixMix Loss: 1.271	Tot. Loss: 1.928
+2025-09-19 07:48:30,050 INFO Epoch 7 	 Batch 4299	LR : 0.00007	Top1 Acc.: 94.953	CLS Loss: 0.177	Mixup Loss: 1.650	CRL Loss: 0.072	CutMix Loss: 0.000	PixMix Loss: 1.277	Tot. Loss: 1.899
+2025-09-19 07:54:41,327 INFO Epoch 7 	 Batch 4399	LR : 0.00007	Top1 Acc.: 94.844	CLS Loss: 0.178	Mixup Loss: 1.636	CRL Loss: 0.069	CutMix Loss: 0.000	PixMix Loss: 1.274	Tot. Loss: 1.882
+2025-09-19 08:00:52,204 INFO Epoch 7 	 Batch 4499	LR : 0.00007	Top1 Acc.: 94.672	CLS Loss: 0.190	Mixup Loss: 1.651	CRL Loss: 0.075	CutMix Loss: 0.000	PixMix Loss: 1.302	Tot. Loss: 1.915
+2025-09-19 08:07:03,524 INFO Epoch 7 	 Batch 4599	LR : 0.00007	Top1 Acc.: 95.062	CLS Loss: 0.177	Mixup Loss: 1.608	CRL Loss: 0.070	CutMix Loss: 0.000	PixMix Loss: 1.289	Tot. Loss: 1.855
+2025-09-19 08:13:15,551 INFO Epoch 7 	 Batch 4699	LR : 0.00007	Top1 Acc.: 94.688	CLS Loss: 0.176	Mixup Loss: 1.651	CRL Loss: 0.074	CutMix Loss: 0.000	PixMix Loss: 1.299	Tot. Loss: 1.900
+2025-09-19 08:19:27,747 INFO Epoch 7 	 Batch 4799	LR : 0.00007	Top1 Acc.: 94.906	CLS Loss: 0.183	Mixup Loss: 1.650	CRL Loss: 0.075	CutMix Loss: 0.000	PixMix Loss: 1.285	Tot. Loss: 1.908
+2025-09-19 08:25:39,196 INFO Epoch 7 	 Batch 4899	LR : 0.00007	Top1 Acc.: 94.609	CLS Loss: 0.187	Mixup Loss: 1.629	CRL Loss: 0.071	CutMix Loss: 0.000	PixMix Loss: 1.292	Tot. Loss: 1.887
+2025-09-19 08:31:50,049 INFO Epoch 7 	 Batch 4999	LR : 0.00007	Top1 Acc.: 95.047	CLS Loss: 0.170	Mixup Loss: 1.637	CRL Loss: 0.071	CutMix Loss: 0.000	PixMix Loss: 1.276	Tot. Loss: 1.878
+2025-09-19 08:39:52,280 INFO ################## 
+ ---> Validation Epoch 7 (Original Model)	Acc.: 81.306	FPR: 57.847	AUROC: 87.823	AUPR: 62.396	AURC: 46.703	EAURC: 28.026	AUPR Succ.: 96.688	ECE: 6.564	NLL: 7.938	Brier: 27.350
+2025-09-19 08:46:53,403 INFO ################## 
+ ---> Validation Epoch 7 (EMA Model)	Acc.: 0.078	FPR: 94.752	AUROC: 42.919	AUPR: 99.902	AURC: 999.387	EAURC: 5.749	AUPR Succ.: 0.065	ECE: 15.339	NLL: 94.813	Brier: 105.007
+2025-09-19 08:46:55,946 INFO ####### --- Training Epoch 8 --- #######
+2025-09-19 09:12:01,821 INFO Epoch 8 	 Batch 99	LR : 0.00007	Top1 Acc.: 94.656	CLS Loss: 0.189	Mixup Loss: 1.654	CRL Loss: 0.055	CutMix Loss: 0.000	PixMix Loss: 1.335	Tot. Loss: 1.898
+2025-09-19 09:18:13,112 INFO Epoch 8 	 Batch 199	LR : 0.00007	Top1 Acc.: 95.219	CLS Loss: 0.170	Mixup Loss: 1.631	CRL Loss: 0.052	CutMix Loss: 0.000	PixMix Loss: 1.298	Tot. Loss: 1.853
+2025-09-19 09:24:24,109 INFO Epoch 8 	 Batch 299	LR : 0.00007	Top1 Acc.: 94.656	CLS Loss: 0.178	Mixup Loss: 1.652	CRL Loss: 0.067	CutMix Loss: 0.000	PixMix Loss: 1.292	Tot. Loss: 1.896
+2025-09-19 09:30:35,200 INFO Epoch 8 	 Batch 399	LR : 0.00007	Top1 Acc.: 95.406	CLS Loss: 0.176	Mixup Loss: 1.663	CRL Loss: 0.077	CutMix Loss: 0.000	PixMix Loss: 1.324	Tot. Loss: 1.917
+2025-09-19 09:36:46,299 INFO Epoch 8 	 Batch 499	LR : 0.00007	Top1 Acc.: 94.531	CLS Loss: 0.193	Mixup Loss: 1.671	CRL Loss: 0.111	CutMix Loss: 0.000	PixMix Loss: 1.290	Tot. Loss: 1.974
+2025-09-19 09:42:57,394 INFO Epoch 8 	 Batch 599	LR : 0.00007	Top1 Acc.: 94.922	CLS Loss: 0.184	Mixup Loss: 1.650	CRL Loss: 0.114	CutMix Loss: 0.000	PixMix Loss: 1.348	Tot. Loss: 1.948
+2025-09-19 09:49:08,516 INFO Epoch 8 	 Batch 699	LR : 0.00007	Top1 Acc.: 94.781	CLS Loss: 0.180	Mixup Loss: 1.645	CRL Loss: 0.109	CutMix Loss: 0.000	PixMix Loss: 1.343	Tot. Loss: 1.935
+2025-09-19 09:55:19,642 INFO Epoch 8 	 Batch 799	LR : 0.00007	Top1 Acc.: 94.500	CLS Loss: 0.192	Mixup Loss: 1.633	CRL Loss: 0.101	CutMix Loss: 0.000	PixMix Loss: 1.308	Tot. Loss: 1.926
+2025-09-19 10:01:30,928 INFO Epoch 8 	 Batch 899	LR : 0.00007	Top1 Acc.: 94.328	CLS Loss: 0.183	Mixup Loss: 1.657	CRL Loss: 0.094	CutMix Loss: 0.000	PixMix Loss: 1.297	Tot. Loss: 1.933
+2025-09-19 10:07:42,136 INFO Epoch 8 	 Batch 999	LR : 0.00007	Top1 Acc.: 94.578	CLS Loss: 0.181	Mixup Loss: 1.630	CRL Loss: 0.087	CutMix Loss: 0.000	PixMix Loss: 1.260	Tot. Loss: 1.898
+2025-09-19 10:13:53,192 INFO Epoch 8 	 Batch 1099	LR : 0.00007	Top1 Acc.: 94.469	CLS Loss: 0.182	Mixup Loss: 1.647	CRL Loss: 0.083	CutMix Loss: 0.000	PixMix Loss: 1.265	Tot. Loss: 1.912
+2025-09-19 10:20:04,271 INFO Epoch 8 	 Batch 1199	LR : 0.00007	Top1 Acc.: 95.125	CLS Loss: 0.177	Mixup Loss: 1.637	CRL Loss: 0.078	CutMix Loss: 0.000	PixMix Loss: 1.320	Tot. Loss: 1.891
+2025-09-19 10:26:15,372 INFO Epoch 8 	 Batch 1299	LR : 0.00007	Top1 Acc.: 94.812	CLS Loss: 0.181	Mixup Loss: 1.653	CRL Loss: 0.076	CutMix Loss: 0.000	PixMix Loss: 1.303	Tot. Loss: 1.910
+2025-09-19 10:32:26,435 INFO Epoch 8 	 Batch 1399	LR : 0.00007	Top1 Acc.: 95.188	CLS Loss: 0.168	Mixup Loss: 1.608	CRL Loss: 0.068	CutMix Loss: 0.000	PixMix Loss: 1.271	Tot. Loss: 1.843
+2025-09-19 10:38:37,482 INFO Epoch 8 	 Batch 1499	LR : 0.00007	Top1 Acc.: 94.953	CLS Loss: 0.188	Mixup Loss: 1.650	CRL Loss: 0.074	CutMix Loss: 0.000	PixMix Loss: 1.322	Tot. Loss: 1.912
+2025-09-19 10:44:48,609 INFO Epoch 8 	 Batch 1599	LR : 0.00007	Top1 Acc.: 94.625	CLS Loss: 0.183	Mixup Loss: 1.658	CRL Loss: 0.079	CutMix Loss: 0.000	PixMix Loss: 1.241	Tot. Loss: 1.920
+2025-09-19 10:50:59,630 INFO Epoch 8 	 Batch 1699	LR : 0.00007	Top1 Acc.: 94.953	CLS Loss: 0.188	Mixup Loss: 1.647	CRL Loss: 0.074	CutMix Loss: 0.000	PixMix Loss: 1.309	Tot. Loss: 1.909
+2025-09-19 10:57:10,735 INFO Epoch 8 	 Batch 1799	LR : 0.00007	Top1 Acc.: 95.156	CLS Loss: 0.178	Mixup Loss: 1.643	CRL Loss: 0.072	CutMix Loss: 0.000	PixMix Loss: 1.292	Tot. Loss: 1.893
+2025-09-19 11:03:21,865 INFO Epoch 8 	 Batch 1899	LR : 0.00007	Top1 Acc.: 94.484	CLS Loss: 0.188	Mixup Loss: 1.661	CRL Loss: 0.079	CutMix Loss: 0.000	PixMix Loss: 1.293	Tot. Loss: 1.929
+2025-09-19 11:09:32,970 INFO Epoch 8 	 Batch 1999	LR : 0.00007	Top1 Acc.: 95.312	CLS Loss: 0.166	Mixup Loss: 1.612	CRL Loss: 0.065	CutMix Loss: 0.000	PixMix Loss: 1.282	Tot. Loss: 1.844
+2025-09-19 11:15:44,158 INFO Epoch 8 	 Batch 2099	LR : 0.00007	Top1 Acc.: 94.875	CLS Loss: 0.183	Mixup Loss: 1.636	CRL Loss: 0.076	CutMix Loss: 0.000	PixMix Loss: 1.342	Tot. Loss: 1.894
+2025-09-19 11:21:55,295 INFO Epoch 8 	 Batch 2199	LR : 0.00007	Top1 Acc.: 95.109	CLS Loss: 0.168	Mixup Loss: 1.637	CRL Loss: 0.070	CutMix Loss: 0.000	PixMix Loss: 1.290	Tot. Loss: 1.875
+2025-09-19 11:28:06,527 INFO Epoch 8 	 Batch 2299	LR : 0.00007	Top1 Acc.: 94.844	CLS Loss: 0.180	Mixup Loss: 1.658	CRL Loss: 0.075	CutMix Loss: 0.000	PixMix Loss: 1.316	Tot. Loss: 1.913
+2025-09-19 11:34:17,667 INFO Epoch 8 	 Batch 2399	LR : 0.00007	Top1 Acc.: 95.328	CLS Loss: 0.165	Mixup Loss: 1.622	CRL Loss: 0.068	CutMix Loss: 0.000	PixMix Loss: 1.284	Tot. Loss: 1.855
+2025-09-19 11:40:28,791 INFO Epoch 8 	 Batch 2499	LR : 0.00007	Top1 Acc.: 94.875	CLS Loss: 0.181	Mixup Loss: 1.655	CRL Loss: 0.074	CutMix Loss: 0.000	PixMix Loss: 1.295	Tot. Loss: 1.910
+2025-09-19 11:46:39,913 INFO Epoch 8 	 Batch 2599	LR : 0.00007	Top1 Acc.: 94.844	CLS Loss: 0.174	Mixup Loss: 1.667	CRL Loss: 0.069	CutMix Loss: 0.000	PixMix Loss: 1.299	Tot. Loss: 1.909
+2025-09-19 11:52:51,267 INFO Epoch 8 	 Batch 2699	LR : 0.00007	Top1 Acc.: 94.906	CLS Loss: 0.170	Mixup Loss: 1.627	CRL Loss: 0.071	CutMix Loss: 0.000	PixMix Loss: 1.305	Tot. Loss: 1.868
+2025-09-19 11:59:02,494 INFO Epoch 8 	 Batch 2799	LR : 0.00007	Top1 Acc.: 94.859	CLS Loss: 0.175	Mixup Loss: 1.634	CRL Loss: 0.073	CutMix Loss: 0.000	PixMix Loss: 1.295	Tot. Loss: 1.882
+2025-09-19 12:05:13,674 INFO Epoch 8 	 Batch 2899	LR : 0.00007	Top1 Acc.: 94.609	CLS Loss: 0.185	Mixup Loss: 1.655	CRL Loss: 0.076	CutMix Loss: 0.000	PixMix Loss: 1.313	Tot. Loss: 1.916
+2025-09-19 12:11:24,842 INFO Epoch 8 	 Batch 2999	LR : 0.00007	Top1 Acc.: 94.422	CLS Loss: 0.191	Mixup Loss: 1.655	CRL Loss: 0.077	CutMix Loss: 0.000	PixMix Loss: 1.261	Tot. Loss: 1.923
+2025-09-19 12:17:35,901 INFO Epoch 8 	 Batch 3099	LR : 0.00007	Top1 Acc.: 94.594	CLS Loss: 0.178	Mixup Loss: 1.646	CRL Loss: 0.071	CutMix Loss: 0.000	PixMix Loss: 1.255	Tot. Loss: 1.896
+2025-09-19 12:23:47,253 INFO Epoch 8 	 Batch 3199	LR : 0.00007	Top1 Acc.: 94.516	CLS Loss: 0.172	Mixup Loss: 1.637	CRL Loss: 0.073	CutMix Loss: 0.000	PixMix Loss: 1.277	Tot. Loss: 1.882
+2025-09-19 12:29:58,330 INFO Epoch 8 	 Batch 3299	LR : 0.00007	Top1 Acc.: 94.844	CLS Loss: 0.174	Mixup Loss: 1.629	CRL Loss: 0.070	CutMix Loss: 0.000	PixMix Loss: 1.329	Tot. Loss: 1.873
+2025-09-19 12:36:09,562 INFO Epoch 8 	 Batch 3399	LR : 0.00007	Top1 Acc.: 94.969	CLS Loss: 0.174	Mixup Loss: 1.630	CRL Loss: 0.068	CutMix Loss: 0.000	PixMix Loss: 1.282	Tot. Loss: 1.872
+2025-09-19 12:42:20,670 INFO Epoch 8 	 Batch 3499	LR : 0.00007	Top1 Acc.: 95.391	CLS Loss: 0.157	Mixup Loss: 1.627	CRL Loss: 0.065	CutMix Loss: 0.000	PixMix Loss: 1.289	Tot. Loss: 1.848
+2025-09-19 12:48:31,828 INFO Epoch 8 	 Batch 3599	LR : 0.00007	Top1 Acc.: 94.938	CLS Loss: 0.180	Mixup Loss: 1.646	CRL Loss: 0.072	CutMix Loss: 0.000	PixMix Loss: 1.311	Tot. Loss: 1.898
+2025-09-19 12:54:42,819 INFO Epoch 8 	 Batch 3699	LR : 0.00007	Top1 Acc.: 95.344	CLS Loss: 0.172	Mixup Loss: 1.609	CRL Loss: 0.067	CutMix Loss: 0.000	PixMix Loss: 1.240	Tot. Loss: 1.849
+2025-09-19 13:00:54,137 INFO Epoch 8 	 Batch 3799	LR : 0.00007	Top1 Acc.: 94.484	CLS Loss: 0.185	Mixup Loss: 1.634	CRL Loss: 0.074	CutMix Loss: 0.000	PixMix Loss: 1.276	Tot. Loss: 1.893
+2025-09-19 13:07:05,250 INFO Epoch 8 	 Batch 3899	LR : 0.00007	Top1 Acc.: 94.859	CLS Loss: 0.177	Mixup Loss: 1.644	CRL Loss: 0.069	CutMix Loss: 0.000	PixMix Loss: 1.256	Tot. Loss: 1.890
+2025-09-19 13:13:16,469 INFO Epoch 8 	 Batch 3999	LR : 0.00007	Top1 Acc.: 95.609	CLS Loss: 0.158	Mixup Loss: 1.607	CRL Loss: 0.063	CutMix Loss: 0.000	PixMix Loss: 1.245	Tot. Loss: 1.829
+2025-09-19 13:19:27,487 INFO Epoch 8 	 Batch 4099	LR : 0.00007	Top1 Acc.: 94.859	CLS Loss: 0.179	Mixup Loss: 1.649	CRL Loss: 0.072	CutMix Loss: 0.000	PixMix Loss: 1.295	Tot. Loss: 1.901
+2025-09-19 13:25:38,675 INFO Epoch 8 	 Batch 4199	LR : 0.00007	Top1 Acc.: 95.203	CLS Loss: 0.185	Mixup Loss: 1.640	CRL Loss: 0.069	CutMix Loss: 0.000	PixMix Loss: 1.313	Tot. Loss: 1.894
+2025-09-19 13:31:49,984 INFO Epoch 8 	 Batch 4299	LR : 0.00007	Top1 Acc.: 95.125	CLS Loss: 0.172	Mixup Loss: 1.618	CRL Loss: 0.068	CutMix Loss: 0.000	PixMix Loss: 1.296	Tot. Loss: 1.859
+2025-09-19 13:38:00,975 INFO Epoch 8 	 Batch 4399	LR : 0.00007	Top1 Acc.: 95.125	CLS Loss: 0.173	Mixup Loss: 1.616	CRL Loss: 0.068	CutMix Loss: 0.000	PixMix Loss: 1.272	Tot. Loss: 1.857
+2025-09-19 13:44:12,563 INFO Epoch 8 	 Batch 4499	LR : 0.00007	Top1 Acc.: 94.906	CLS Loss: 0.182	Mixup Loss: 1.615	CRL Loss: 0.073	CutMix Loss: 0.000	PixMix Loss: 1.265	Tot. Loss: 1.869
+2025-09-19 13:50:23,423 INFO Epoch 8 	 Batch 4599	LR : 0.00007	Top1 Acc.: 95.188	CLS Loss: 0.171	Mixup Loss: 1.630	CRL Loss: 0.069	CutMix Loss: 0.000	PixMix Loss: 1.235	Tot. Loss: 1.870
+2025-09-19 13:56:34,141 INFO Epoch 8 	 Batch 4699	LR : 0.00007	Top1 Acc.: 95.047	CLS Loss: 0.169	Mixup Loss: 1.643	CRL Loss: 0.072	CutMix Loss: 0.000	PixMix Loss: 1.308	Tot. Loss: 1.884
+2025-09-19 14:02:45,175 INFO Epoch 8 	 Batch 4799	LR : 0.00007	Top1 Acc.: 94.984	CLS Loss: 0.178	Mixup Loss: 1.628	CRL Loss: 0.072	CutMix Loss: 0.000	PixMix Loss: 1.287	Tot. Loss: 1.878
+2025-09-19 14:08:56,349 INFO Epoch 8 	 Batch 4899	LR : 0.00007	Top1 Acc.: 94.859	CLS Loss: 0.182	Mixup Loss: 1.632	CRL Loss: 0.070	CutMix Loss: 0.000	PixMix Loss: 1.296	Tot. Loss: 1.884
+2025-09-19 14:15:07,440 INFO Epoch 8 	 Batch 4999	LR : 0.00007	Top1 Acc.: 95.203	CLS Loss: 0.163	Mixup Loss: 1.590	CRL Loss: 0.069	CutMix Loss: 0.000	PixMix Loss: 1.244	Tot. Loss: 1.822
+2025-09-19 14:20:29,948 INFO ################## 
+ ---> Validation Epoch 8 (Original Model)	Acc.: 81.394	FPR: 58.658	AUROC: 87.693	AUPR: 62.017	AURC: 46.816	EAURC: 28.320	AUPR Succ.: 96.656	ECE: 6.647	NLL: 7.928	Brier: 27.330
+2025-09-19 14:25:32,376 INFO ################## 
+ ---> Validation Epoch 8 (EMA Model)	Acc.: 0.078	FPR: 94.752	AUROC: 42.919	AUPR: 99.902	AURC: 999.387	EAURC: 5.749	AUPR Succ.: 0.065	ECE: 15.339	NLL: 94.813	Brier: 105.007
+2025-09-19 14:25:33,087 INFO Original Model Accuracy improved from 81.33 to 81.39!!!
+2025-09-19 14:25:38,780 INFO ####### --- Training Epoch 9 --- #######
+2025-09-19 14:41:10,776 INFO Epoch 9 	 Batch 99	LR : 0.00007	Top1 Acc.: 94.812	CLS Loss: 0.183	Mixup Loss: 1.632	CRL Loss: 0.056	CutMix Loss: 0.000	PixMix Loss: 1.322	Tot. Loss: 1.871
+2025-09-19 14:47:22,200 INFO Epoch 9 	 Batch 199	LR : 0.00007	Top1 Acc.: 95.312	CLS Loss: 0.165	Mixup Loss: 1.622	CRL Loss: 0.053	CutMix Loss: 0.000	PixMix Loss: 1.239	Tot. Loss: 1.840
+2025-09-19 14:53:33,245 INFO Epoch 9 	 Batch 299	LR : 0.00007	Top1 Acc.: 94.875	CLS Loss: 0.171	Mixup Loss: 1.646	CRL Loss: 0.066	CutMix Loss: 0.000	PixMix Loss: 1.277	Tot. Loss: 1.883
+2025-09-19 14:59:44,277 INFO Epoch 9 	 Batch 399	LR : 0.00006	Top1 Acc.: 95.453	CLS Loss: 0.170	Mixup Loss: 1.601	CRL Loss: 0.074	CutMix Loss: 0.000	PixMix Loss: 1.333	Tot. Loss: 1.845
+2025-09-19 15:05:55,433 INFO Epoch 9 	 Batch 499	LR : 0.00006	Top1 Acc.: 94.719	CLS Loss: 0.185	Mixup Loss: 1.654	CRL Loss: 0.104	CutMix Loss: 0.000	PixMix Loss: 1.347	Tot. Loss: 1.943
+2025-09-19 15:12:06,490 INFO Epoch 9 	 Batch 599	LR : 0.00006	Top1 Acc.: 95.047	CLS Loss: 0.180	Mixup Loss: 1.639	CRL Loss: 0.107	CutMix Loss: 0.000	PixMix Loss: 1.324	Tot. Loss: 1.925
+2025-09-19 15:18:17,551 INFO Epoch 9 	 Batch 699	LR : 0.00006	Top1 Acc.: 94.875	CLS Loss: 0.176	Mixup Loss: 1.620	CRL Loss: 0.103	CutMix Loss: 0.000	PixMix Loss: 1.314	Tot. Loss: 1.898
+2025-09-19 15:24:28,584 INFO Epoch 9 	 Batch 799	LR : 0.00006	Top1 Acc.: 94.688	CLS Loss: 0.187	Mixup Loss: 1.627	CRL Loss: 0.096	CutMix Loss: 0.000	PixMix Loss: 1.300	Tot. Loss: 1.910
+2025-09-19 15:30:39,691 INFO Epoch 9 	 Batch 899	LR : 0.00006	Top1 Acc.: 94.656	CLS Loss: 0.174	Mixup Loss: 1.644	CRL Loss: 0.089	CutMix Loss: 0.000	PixMix Loss: 1.295	Tot. Loss: 1.907
+2025-09-19 15:36:50,896 INFO Epoch 9 	 Batch 999	LR : 0.00006	Top1 Acc.: 94.609	CLS Loss: 0.178	Mixup Loss: 1.628	CRL Loss: 0.083	CutMix Loss: 0.000	PixMix Loss: 1.258	Tot. Loss: 1.888
+2025-09-19 15:43:01,931 INFO Epoch 9 	 Batch 1099	LR : 0.00006	Top1 Acc.: 94.797	CLS Loss: 0.177	Mixup Loss: 1.602	CRL Loss: 0.080	CutMix Loss: 0.000	PixMix Loss: 1.258	Tot. Loss: 1.859
+2025-09-19 15:49:12,970 INFO Epoch 9 	 Batch 1199	LR : 0.00006	Top1 Acc.: 95.234	CLS Loss: 0.171	Mixup Loss: 1.595	CRL Loss: 0.074	CutMix Loss: 0.000	PixMix Loss: 1.305	Tot. Loss: 1.840
+2025-09-19 15:55:24,143 INFO Epoch 9 	 Batch 1299	LR : 0.00006	Top1 Acc.: 95.016	CLS Loss: 0.175	Mixup Loss: 1.611	CRL Loss: 0.073	CutMix Loss: 0.000	PixMix Loss: 1.284	Tot. Loss: 1.859
+2025-09-19 16:01:35,500 INFO Epoch 9 	 Batch 1399	LR : 0.00006	Top1 Acc.: 95.266	CLS Loss: 0.162	Mixup Loss: 1.579	CRL Loss: 0.066	CutMix Loss: 0.000	PixMix Loss: 1.314	Tot. Loss: 1.807
+2025-09-19 16:07:46,630 INFO Epoch 9 	 Batch 1499	LR : 0.00006	Top1 Acc.: 95.047	CLS Loss: 0.179	Mixup Loss: 1.630	CRL Loss: 0.072	CutMix Loss: 0.000	PixMix Loss: 1.286	Tot. Loss: 1.881
+2025-09-19 16:13:57,654 INFO Epoch 9 	 Batch 1599	LR : 0.00006	Top1 Acc.: 94.781	CLS Loss: 0.176	Mixup Loss: 1.611	CRL Loss: 0.077	CutMix Loss: 0.000	PixMix Loss: 1.251	Tot. Loss: 1.864
+2025-09-19 16:20:08,832 INFO Epoch 9 	 Batch 1699	LR : 0.00006	Top1 Acc.: 95.203	CLS Loss: 0.182	Mixup Loss: 1.608	CRL Loss: 0.073	CutMix Loss: 0.000	PixMix Loss: 1.254	Tot. Loss: 1.863
+2025-09-19 16:26:19,853 INFO Epoch 9 	 Batch 1799	LR : 0.00006	Top1 Acc.: 95.156	CLS Loss: 0.172	Mixup Loss: 1.621	CRL Loss: 0.069	CutMix Loss: 0.000	PixMix Loss: 1.257	Tot. Loss: 1.862
+2025-09-19 16:32:31,017 INFO Epoch 9 	 Batch 1899	LR : 0.00006	Top1 Acc.: 94.719	CLS Loss: 0.184	Mixup Loss: 1.628	CRL Loss: 0.077	CutMix Loss: 0.000	PixMix Loss: 1.321	Tot. Loss: 1.889
+2025-09-19 16:38:42,178 INFO Epoch 9 	 Batch 1999	LR : 0.00006	Top1 Acc.: 95.516	CLS Loss: 0.162	Mixup Loss: 1.626	CRL Loss: 0.064	CutMix Loss: 0.000	PixMix Loss: 1.242	Tot. Loss: 1.851
+2025-09-19 16:44:53,267 INFO Epoch 9 	 Batch 2099	LR : 0.00006	Top1 Acc.: 94.969	CLS Loss: 0.178	Mixup Loss: 1.615	CRL Loss: 0.073	CutMix Loss: 0.000	PixMix Loss: 1.293	Tot. Loss: 1.866
+2025-09-19 16:51:04,327 INFO Epoch 9 	 Batch 2199	LR : 0.00006	Top1 Acc.: 95.359	CLS Loss: 0.161	Mixup Loss: 1.604	CRL Loss: 0.068	CutMix Loss: 0.000	PixMix Loss: 1.279	Tot. Loss: 1.832
+2025-09-19 16:57:15,470 INFO Epoch 9 	 Batch 2299	LR : 0.00006	Top1 Acc.: 95.047	CLS Loss: 0.177	Mixup Loss: 1.610	CRL Loss: 0.073	CutMix Loss: 0.000	PixMix Loss: 1.295	Tot. Loss: 1.860
+2025-09-19 17:03:26,559 INFO Epoch 9 	 Batch 2399	LR : 0.00006	Top1 Acc.: 95.609	CLS Loss: 0.158	Mixup Loss: 1.612	CRL Loss: 0.065	CutMix Loss: 0.000	PixMix Loss: 1.269	Tot. Loss: 1.836
+2025-09-19 17:09:37,714 INFO Epoch 9 	 Batch 2499	LR : 0.00006	Top1 Acc.: 95.094	CLS Loss: 0.176	Mixup Loss: 1.631	CRL Loss: 0.072	CutMix Loss: 0.000	PixMix Loss: 1.271	Tot. Loss: 1.880
+2025-09-19 17:15:48,894 INFO Epoch 9 	 Batch 2599	LR : 0.00006	Top1 Acc.: 94.859	CLS Loss: 0.168	Mixup Loss: 1.616	CRL Loss: 0.067	CutMix Loss: 0.000	PixMix Loss: 1.247	Tot. Loss: 1.851
+2025-09-19 17:21:59,990 INFO Epoch 9 	 Batch 2699	LR : 0.00006	Top1 Acc.: 95.109	CLS Loss: 0.165	Mixup Loss: 1.601	CRL Loss: 0.069	CutMix Loss: 0.000	PixMix Loss: 1.286	Tot. Loss: 1.834
+2025-09-19 17:28:10,984 INFO Epoch 9 	 Batch 2799	LR : 0.00006	Top1 Acc.: 94.984	CLS Loss: 0.170	Mixup Loss: 1.620	CRL Loss: 0.071	CutMix Loss: 0.000	PixMix Loss: 1.279	Tot. Loss: 1.860
+2025-09-19 17:34:22,022 INFO Epoch 9 	 Batch 2899	LR : 0.00006	Top1 Acc.: 94.859	CLS Loss: 0.179	Mixup Loss: 1.642	CRL Loss: 0.075	CutMix Loss: 0.000	PixMix Loss: 1.243	Tot. Loss: 1.897
+2025-09-19 17:40:32,897 INFO Epoch 9 	 Batch 2999	LR : 0.00006	Top1 Acc.: 94.828	CLS Loss: 0.185	Mixup Loss: 1.630	CRL Loss: 0.075	CutMix Loss: 0.000	PixMix Loss: 1.281	Tot. Loss: 1.890
+2025-09-19 17:46:43,998 INFO Epoch 9 	 Batch 3099	LR : 0.00006	Top1 Acc.: 94.953	CLS Loss: 0.174	Mixup Loss: 1.601	CRL Loss: 0.070	CutMix Loss: 0.000	PixMix Loss: 1.321	Tot. Loss: 1.844
+2025-09-19 17:52:55,211 INFO Epoch 9 	 Batch 3199	LR : 0.00006	Top1 Acc.: 94.766	CLS Loss: 0.169	Mixup Loss: 1.609	CRL Loss: 0.072	CutMix Loss: 0.000	PixMix Loss: 1.276	Tot. Loss: 1.849
+2025-09-19 17:59:06,389 INFO Epoch 9 	 Batch 3299	LR : 0.00006	Top1 Acc.: 94.984	CLS Loss: 0.168	Mixup Loss: 1.617	CRL Loss: 0.069	CutMix Loss: 0.000	PixMix Loss: 1.312	Tot. Loss: 1.854
+2025-09-19 18:05:17,486 INFO Epoch 9 	 Batch 3399	LR : 0.00006	Top1 Acc.: 95.172	CLS Loss: 0.170	Mixup Loss: 1.612	CRL Loss: 0.066	CutMix Loss: 0.000	PixMix Loss: 1.277	Tot. Loss: 1.848
+2025-09-19 18:11:28,638 INFO Epoch 9 	 Batch 3499	LR : 0.00006	Top1 Acc.: 95.594	CLS Loss: 0.153	Mixup Loss: 1.601	CRL Loss: 0.063	CutMix Loss: 0.000	PixMix Loss: 1.309	Tot. Loss: 1.817
+2025-09-19 18:17:39,765 INFO Epoch 9 	 Batch 3599	LR : 0.00006	Top1 Acc.: 95.062	CLS Loss: 0.174	Mixup Loss: 1.626	CRL Loss: 0.071	CutMix Loss: 0.000	PixMix Loss: 1.343	Tot. Loss: 1.871
+2025-09-19 18:23:50,816 INFO Epoch 9 	 Batch 3699	LR : 0.00006	Top1 Acc.: 95.594	CLS Loss: 0.168	Mixup Loss: 1.590	CRL Loss: 0.065	CutMix Loss: 0.000	PixMix Loss: 1.271	Tot. Loss: 1.823
+2025-09-19 18:30:02,062 INFO Epoch 9 	 Batch 3799	LR : 0.00006	Top1 Acc.: 94.750	CLS Loss: 0.180	Mixup Loss: 1.630	CRL Loss: 0.072	CutMix Loss: 0.000	PixMix Loss: 1.287	Tot. Loss: 1.881
+2025-09-19 18:36:13,096 INFO Epoch 9 	 Batch 3899	LR : 0.00006	Top1 Acc.: 95.078	CLS Loss: 0.172	Mixup Loss: 1.621	CRL Loss: 0.068	CutMix Loss: 0.000	PixMix Loss: 1.298	Tot. Loss: 1.861
+2025-09-19 18:42:24,343 INFO Epoch 9 	 Batch 3999	LR : 0.00006	Top1 Acc.: 95.797	CLS Loss: 0.152	Mixup Loss: 1.590	CRL Loss: 0.061	CutMix Loss: 0.000	PixMix Loss: 1.261	Tot. Loss: 1.803
+2025-09-19 18:48:35,376 INFO Epoch 9 	 Batch 4099	LR : 0.00006	Top1 Acc.: 94.984	CLS Loss: 0.174	Mixup Loss: 1.626	CRL Loss: 0.071	CutMix Loss: 0.000	PixMix Loss: 1.265	Tot. Loss: 1.870
+2025-09-19 18:54:46,797 INFO Epoch 9 	 Batch 4199	LR : 0.00006	Top1 Acc.: 95.297	CLS Loss: 0.179	Mixup Loss: 1.606	CRL Loss: 0.067	CutMix Loss: 0.000	PixMix Loss: 1.224	Tot. Loss: 1.853
+2025-09-19 19:00:58,019 INFO Epoch 9 	 Batch 4299	LR : 0.00006	Top1 Acc.: 95.141	CLS Loss: 0.166	Mixup Loss: 1.612	CRL Loss: 0.067	CutMix Loss: 0.000	PixMix Loss: 1.248	Tot. Loss: 1.845
+2025-09-19 19:07:09,257 INFO Epoch 9 	 Batch 4399	LR : 0.00006	Top1 Acc.: 95.328	CLS Loss: 0.166	Mixup Loss: 1.581	CRL Loss: 0.065	CutMix Loss: 0.000	PixMix Loss: 1.239	Tot. Loss: 1.812
+2025-09-19 19:13:21,265 INFO Epoch 9 	 Batch 4499	LR : 0.00006	Top1 Acc.: 95.000	CLS Loss: 0.178	Mixup Loss: 1.601	CRL Loss: 0.070	CutMix Loss: 0.000	PixMix Loss: 1.251	Tot. Loss: 1.849
+2025-09-19 19:19:32,307 INFO Epoch 9 	 Batch 4599	LR : 0.00006	Top1 Acc.: 95.250	CLS Loss: 0.165	Mixup Loss: 1.572	CRL Loss: 0.066	CutMix Loss: 0.000	PixMix Loss: 1.276	Tot. Loss: 1.802
+2025-09-19 19:25:43,392 INFO Epoch 9 	 Batch 4699	LR : 0.00006	Top1 Acc.: 95.062	CLS Loss: 0.163	Mixup Loss: 1.602	CRL Loss: 0.070	CutMix Loss: 0.000	PixMix Loss: 1.257	Tot. Loss: 1.835
+2025-09-19 19:31:54,428 INFO Epoch 9 	 Batch 4799	LR : 0.00006	Top1 Acc.: 94.953	CLS Loss: 0.175	Mixup Loss: 1.608	CRL Loss: 0.071	CutMix Loss: 0.000	PixMix Loss: 1.262	Tot. Loss: 1.854
+2025-09-19 19:38:05,533 INFO Epoch 9 	 Batch 4899	LR : 0.00006	Top1 Acc.: 94.969	CLS Loss: 0.177	Mixup Loss: 1.618	CRL Loss: 0.068	CutMix Loss: 0.000	PixMix Loss: 1.289	Tot. Loss: 1.862
+2025-09-19 19:44:16,591 INFO Epoch 9 	 Batch 4999	LR : 0.00006	Top1 Acc.: 95.359	CLS Loss: 0.158	Mixup Loss: 1.590	CRL Loss: 0.067	CutMix Loss: 0.000	PixMix Loss: 1.271	Tot. Loss: 1.816
+2025-09-19 19:51:59,769 INFO ################## 
+ ---> Validation Epoch 9 (Original Model)	Acc.: 81.374	FPR: 58.370	AUROC: 87.701	AUPR: 62.240	AURC: 46.968	EAURC: 28.432	AUPR Succ.: 96.641	ECE: 6.795	NLL: 7.926	Brier: 27.349
+2025-09-19 19:59:07,205 INFO ################## 
+ ---> Validation Epoch 9 (EMA Model)	Acc.: 0.078	FPR: 94.752	AUROC: 42.919	AUPR: 99.902	AURC: 999.387	EAURC: 5.749	AUPR Succ.: 0.065	ECE: 15.339	NLL: 94.813	Brier: 105.007
+2025-09-19 19:59:07,300 INFO ####### --- Training Epoch 10 --- #######
+2025-09-19 20:21:38,688 INFO Epoch 10 	 Batch 99	LR : 0.00006	Top1 Acc.: 94.953	CLS Loss: 0.177	Mixup Loss: 1.618	CRL Loss: 0.056	CutMix Loss: 0.000	PixMix Loss: 1.305	Tot. Loss: 1.851
+2025-09-19 20:27:50,203 INFO Epoch 10 	 Batch 199	LR : 0.00006	Top1 Acc.: 95.438	CLS Loss: 0.161	Mixup Loss: 1.597	CRL Loss: 0.052	CutMix Loss: 0.000	PixMix Loss: 1.275	Tot. Loss: 1.810
+2025-09-19 20:34:01,426 INFO Epoch 10 	 Batch 299	LR : 0.00006	Top1 Acc.: 94.969	CLS Loss: 0.166	Mixup Loss: 1.588	CRL Loss: 0.065	CutMix Loss: 0.000	PixMix Loss: 1.288	Tot. Loss: 1.819
+2025-09-19 20:40:12,637 INFO Epoch 10 	 Batch 399	LR : 0.00006	Top1 Acc.: 95.547	CLS Loss: 0.166	Mixup Loss: 1.605	CRL Loss: 0.071	CutMix Loss: 0.000	PixMix Loss: 1.252	Tot. Loss: 1.843
+2025-09-19 20:46:23,941 INFO Epoch 10 	 Batch 499	LR : 0.00006	Top1 Acc.: 94.828	CLS Loss: 0.182	Mixup Loss: 1.613	CRL Loss: 0.100	CutMix Loss: 0.000	PixMix Loss: 1.288	Tot. Loss: 1.894
+2025-09-19 20:52:35,234 INFO Epoch 10 	 Batch 599	LR : 0.00006	Top1 Acc.: 95.141	CLS Loss: 0.175	Mixup Loss: 1.603	CRL Loss: 0.102	CutMix Loss: 0.000	PixMix Loss: 1.301	Tot. Loss: 1.880
+2025-09-19 20:58:46,552 INFO Epoch 10 	 Batch 699	LR : 0.00006	Top1 Acc.: 95.188	CLS Loss: 0.170	Mixup Loss: 1.617	CRL Loss: 0.098	CutMix Loss: 0.000	PixMix Loss: 1.266	Tot. Loss: 1.885
+2025-09-19 21:04:57,991 INFO Epoch 10 	 Batch 799	LR : 0.00006	Top1 Acc.: 94.703	CLS Loss: 0.182	Mixup Loss: 1.598	CRL Loss: 0.092	CutMix Loss: 0.000	PixMix Loss: 1.278	Tot. Loss: 1.872
+2025-09-19 21:11:09,273 INFO Epoch 10 	 Batch 899	LR : 0.00006	Top1 Acc.: 94.703	CLS Loss: 0.170	Mixup Loss: 1.619	CRL Loss: 0.085	CutMix Loss: 0.000	PixMix Loss: 1.317	Tot. Loss: 1.874
+2025-09-19 21:17:20,599 INFO Epoch 10 	 Batch 999	LR : 0.00006	Top1 Acc.: 94.812	CLS Loss: 0.171	Mixup Loss: 1.602	CRL Loss: 0.080	CutMix Loss: 0.000	PixMix Loss: 1.293	Tot. Loss: 1.854
+2025-09-19 21:23:31,940 INFO Epoch 10 	 Batch 1099	LR : 0.00006	Top1 Acc.: 94.969	CLS Loss: 0.173	Mixup Loss: 1.603	CRL Loss: 0.078	CutMix Loss: 0.000	PixMix Loss: 1.233	Tot. Loss: 1.854
+2025-09-19 21:29:43,304 INFO Epoch 10 	 Batch 1199	LR : 0.00006	Top1 Acc.: 95.281	CLS Loss: 0.168	Mixup Loss: 1.606	CRL Loss: 0.072	CutMix Loss: 0.000	PixMix Loss: 1.300	Tot. Loss: 1.846
+2025-09-19 21:35:54,681 INFO Epoch 10 	 Batch 1299	LR : 0.00006	Top1 Acc.: 95.125	CLS Loss: 0.170	Mixup Loss: 1.619	CRL Loss: 0.071	CutMix Loss: 0.000	PixMix Loss: 1.265	Tot. Loss: 1.860
+2025-09-19 21:42:05,968 INFO Epoch 10 	 Batch 1399	LR : 0.00006	Top1 Acc.: 95.312	CLS Loss: 0.158	Mixup Loss: 1.564	CRL Loss: 0.063	CutMix Loss: 0.000	PixMix Loss: 1.263	Tot. Loss: 1.786
+2025-09-19 21:48:17,286 INFO Epoch 10 	 Batch 1499	LR : 0.00006	Top1 Acc.: 95.219	CLS Loss: 0.177	Mixup Loss: 1.617	CRL Loss: 0.070	CutMix Loss: 0.000	PixMix Loss: 1.251	Tot. Loss: 1.864
+2025-09-19 21:54:28,559 INFO Epoch 10 	 Batch 1599	LR : 0.00006	Top1 Acc.: 94.812	CLS Loss: 0.174	Mixup Loss: 1.615	CRL Loss: 0.074	CutMix Loss: 0.000	PixMix Loss: 1.288	Tot. Loss: 1.862
+2025-09-19 22:00:39,894 INFO Epoch 10 	 Batch 1699	LR : 0.00006	Top1 Acc.: 95.266	CLS Loss: 0.177	Mixup Loss: 1.594	CRL Loss: 0.070	CutMix Loss: 0.000	PixMix Loss: 1.234	Tot. Loss: 1.842
+2025-09-19 22:06:51,325 INFO Epoch 10 	 Batch 1799	LR : 0.00006	Top1 Acc.: 95.344	CLS Loss: 0.167	Mixup Loss: 1.594	CRL Loss: 0.068	CutMix Loss: 0.000	PixMix Loss: 1.248	Tot. Loss: 1.829
+2025-09-19 22:13:02,858 INFO Epoch 10 	 Batch 1899	LR : 0.00005	Top1 Acc.: 94.734	CLS Loss: 0.178	Mixup Loss: 1.617	CRL Loss: 0.075	CutMix Loss: 0.000	PixMix Loss: 1.265	Tot. Loss: 1.870
+2025-09-19 22:19:14,218 INFO Epoch 10 	 Batch 1999	LR : 0.00005	Top1 Acc.: 95.594	CLS Loss: 0.157	Mixup Loss: 1.593	CRL Loss: 0.062	CutMix Loss: 0.000	PixMix Loss: 1.208	Tot. Loss: 1.812
+2025-09-19 22:25:25,637 INFO Epoch 10 	 Batch 2099	LR : 0.00005	Top1 Acc.: 95.141	CLS Loss: 0.174	Mixup Loss: 1.618	CRL Loss: 0.072	CutMix Loss: 0.000	PixMix Loss: 1.301	Tot. Loss: 1.865
+2025-09-19 22:31:36,948 INFO Epoch 10 	 Batch 2199	LR : 0.00005	Top1 Acc.: 95.219	CLS Loss: 0.159	Mixup Loss: 1.587	CRL Loss: 0.066	CutMix Loss: 0.000	PixMix Loss: 1.262	Tot. Loss: 1.811
+2025-09-19 22:37:48,267 INFO Epoch 10 	 Batch 2299	LR : 0.00005	Top1 Acc.: 95.016	CLS Loss: 0.173	Mixup Loss: 1.598	CRL Loss: 0.071	CutMix Loss: 0.000	PixMix Loss: 1.263	Tot. Loss: 1.842
+2025-09-19 22:43:59,687 INFO Epoch 10 	 Batch 2399	LR : 0.00005	Top1 Acc.: 95.562	CLS Loss: 0.155	Mixup Loss: 1.570	CRL Loss: 0.064	CutMix Loss: 0.000	PixMix Loss: 1.254	Tot. Loss: 1.788
+2025-09-19 22:50:11,081 INFO Epoch 10 	 Batch 2499	LR : 0.00005	Top1 Acc.: 95.031	CLS Loss: 0.173	Mixup Loss: 1.624	CRL Loss: 0.071	CutMix Loss: 0.000	PixMix Loss: 1.284	Tot. Loss: 1.867
+2025-09-19 22:56:22,556 INFO Epoch 10 	 Batch 2599	LR : 0.00005	Top1 Acc.: 94.984	CLS Loss: 0.165	Mixup Loss: 1.597	CRL Loss: 0.065	CutMix Loss: 0.000	PixMix Loss: 1.237	Tot. Loss: 1.827
+2025-09-19 23:02:34,127 INFO Epoch 10 	 Batch 2699	LR : 0.00005	Top1 Acc.: 95.234	CLS Loss: 0.160	Mixup Loss: 1.606	CRL Loss: 0.067	CutMix Loss: 0.000	PixMix Loss: 1.276	Tot. Loss: 1.833
+2025-09-19 23:08:45,495 INFO Epoch 10 	 Batch 2799	LR : 0.00005	Top1 Acc.: 95.156	CLS Loss: 0.165	Mixup Loss: 1.580	CRL Loss: 0.070	CutMix Loss: 0.000	PixMix Loss: 1.321	Tot. Loss: 1.815
+2025-09-19 23:14:56,900 INFO Epoch 10 	 Batch 2899	LR : 0.00005	Top1 Acc.: 95.000	CLS Loss: 0.174	Mixup Loss: 1.593	CRL Loss: 0.073	CutMix Loss: 0.000	PixMix Loss: 1.300	Tot. Loss: 1.840
+2025-09-19 23:21:08,219 INFO Epoch 10 	 Batch 2999	LR : 0.00005	Top1 Acc.: 94.938	CLS Loss: 0.180	Mixup Loss: 1.629	CRL Loss: 0.073	CutMix Loss: 0.000	PixMix Loss: 1.338	Tot. Loss: 1.882
+2025-09-19 23:27:19,705 INFO Epoch 10 	 Batch 3099	LR : 0.00005	Top1 Acc.: 95.172	CLS Loss: 0.170	Mixup Loss: 1.591	CRL Loss: 0.068	CutMix Loss: 0.000	PixMix Loss: 1.240	Tot. Loss: 1.828
+2025-09-19 23:33:31,209 INFO Epoch 10 	 Batch 3199	LR : 0.00005	Top1 Acc.: 94.719	CLS Loss: 0.164	Mixup Loss: 1.603	CRL Loss: 0.069	CutMix Loss: 0.000	PixMix Loss: 1.313	Tot. Loss: 1.836
+2025-09-19 23:39:42,643 INFO Epoch 10 	 Batch 3299	LR : 0.00005	Top1 Acc.: 95.125	CLS Loss: 0.165	Mixup Loss: 1.614	CRL Loss: 0.067	CutMix Loss: 0.000	PixMix Loss: 1.279	Tot. Loss: 1.846
+2025-09-19 23:45:54,064 INFO Epoch 10 	 Batch 3399	LR : 0.00005	Top1 Acc.: 95.328	CLS Loss: 0.164	Mixup Loss: 1.597	CRL Loss: 0.064	CutMix Loss: 0.000	PixMix Loss: 1.275	Tot. Loss: 1.826
+2025-09-19 23:52:05,815 INFO Epoch 10 	 Batch 3499	LR : 0.00005	Top1 Acc.: 95.500	CLS Loss: 0.149	Mixup Loss: 1.594	CRL Loss: 0.061	CutMix Loss: 0.000	PixMix Loss: 1.266	Tot. Loss: 1.804
+2025-09-19 23:58:17,284 INFO Epoch 10 	 Batch 3599	LR : 0.00005	Top1 Acc.: 95.078	CLS Loss: 0.170	Mixup Loss: 1.603	CRL Loss: 0.068	CutMix Loss: 0.000	PixMix Loss: 1.262	Tot. Loss: 1.841
+2025-09-20 00:04:28,733 INFO Epoch 10 	 Batch 3699	LR : 0.00005	Top1 Acc.: 95.609	CLS Loss: 0.165	Mixup Loss: 1.583	CRL Loss: 0.064	CutMix Loss: 0.000	PixMix Loss: 1.276	Tot. Loss: 1.811
+2025-09-20 00:10:39,999 INFO Epoch 10 	 Batch 3799	LR : 0.00005	Top1 Acc.: 94.688	CLS Loss: 0.179	Mixup Loss: 1.607	CRL Loss: 0.071	CutMix Loss: 0.000	PixMix Loss: 1.284	Tot. Loss: 1.857
+2025-09-20 00:16:51,344 INFO Epoch 10 	 Batch 3899	LR : 0.00005	Top1 Acc.: 95.141	CLS Loss: 0.166	Mixup Loss: 1.602	CRL Loss: 0.066	CutMix Loss: 0.000	PixMix Loss: 1.254	Tot. Loss: 1.835
+2025-09-20 00:23:03,244 INFO Epoch 10 	 Batch 3999	LR : 0.00005	Top1 Acc.: 95.828	CLS Loss: 0.149	Mixup Loss: 1.554	CRL Loss: 0.060	CutMix Loss: 0.000	PixMix Loss: 1.222	Tot. Loss: 1.762
+2025-09-20 00:29:15,017 INFO Epoch 10 	 Batch 4099	LR : 0.00005	Top1 Acc.: 94.984	CLS Loss: 0.168	Mixup Loss: 1.597	CRL Loss: 0.069	CutMix Loss: 0.000	PixMix Loss: 1.283	Tot. Loss: 1.834
+2025-09-20 00:35:26,334 INFO Epoch 10 	 Batch 4199	LR : 0.00005	Top1 Acc.: 95.391	CLS Loss: 0.175	Mixup Loss: 1.602	CRL Loss: 0.066	CutMix Loss: 0.000	PixMix Loss: 1.276	Tot. Loss: 1.843
+2025-09-20 00:41:38,493 INFO Epoch 10 	 Batch 4299	LR : 0.00005	Top1 Acc.: 95.500	CLS Loss: 0.162	Mixup Loss: 1.585	CRL Loss: 0.066	CutMix Loss: 0.000	PixMix Loss: 1.266	Tot. Loss: 1.813
+2025-09-20 00:47:49,202 INFO Epoch 10 	 Batch 4399	LR : 0.00005	Top1 Acc.: 95.328	CLS Loss: 0.163	Mixup Loss: 1.566	CRL Loss: 0.063	CutMix Loss: 0.000	PixMix Loss: 1.258	Tot. Loss: 1.792
+2025-09-20 00:54:00,618 INFO Epoch 10 	 Batch 4499	LR : 0.00005	Top1 Acc.: 95.109	CLS Loss: 0.174	Mixup Loss: 1.577	CRL Loss: 0.069	CutMix Loss: 0.000	PixMix Loss: 1.257	Tot. Loss: 1.820
+2025-09-20 01:00:11,904 INFO Epoch 10 	 Batch 4599	LR : 0.00005	Top1 Acc.: 95.297	CLS Loss: 0.162	Mixup Loss: 1.559	CRL Loss: 0.065	CutMix Loss: 0.000	PixMix Loss: 1.222	Tot. Loss: 1.785
+2025-09-20 01:06:23,229 INFO Epoch 10 	 Batch 4699	LR : 0.00005	Top1 Acc.: 95.219	CLS Loss: 0.160	Mixup Loss: 1.583	CRL Loss: 0.069	CutMix Loss: 0.000	PixMix Loss: 1.250	Tot. Loss: 1.811
+2025-09-20 01:12:35,227 INFO Epoch 10 	 Batch 4799	LR : 0.00005	Top1 Acc.: 95.078	CLS Loss: 0.169	Mixup Loss: 1.592	CRL Loss: 0.069	CutMix Loss: 0.000	PixMix Loss: 1.273	Tot. Loss: 1.830
+2025-09-20 01:18:47,041 INFO Epoch 10 	 Batch 4899	LR : 0.00005	Top1 Acc.: 95.125	CLS Loss: 0.173	Mixup Loss: 1.586	CRL Loss: 0.066	CutMix Loss: 0.000	PixMix Loss: 1.281	Tot. Loss: 1.826
+2025-09-20 01:24:58,408 INFO Epoch 10 	 Batch 4999	LR : 0.00005	Top1 Acc.: 95.547	CLS Loss: 0.154	Mixup Loss: 1.559	CRL Loss: 0.066	CutMix Loss: 0.000	PixMix Loss: 1.237	Tot. Loss: 1.779
+2025-09-20 01:30:43,673 INFO ################## 
+ ---> Validation Epoch 10 (Original Model)	Acc.: 81.366	FPR: 57.798	AUROC: 87.632	AUPR: 61.977	AURC: 47.278	EAURC: 28.725	AUPR Succ.: 96.606	ECE: 6.884	NLL: 7.934	Brier: 27.381
+2025-09-20 01:36:18,325 INFO ################## 
+ ---> Validation Epoch 10 (EMA Model)	Acc.: 0.078	FPR: 94.752	AUROC: 42.919	AUPR: 99.902	AURC: 999.387	EAURC: 5.749	AUPR Succ.: 0.065	ECE: 15.339	NLL: 94.813	Brier: 105.007
+2025-09-20 01:36:19,128 INFO ####### --- Training Epoch 11 --- #######
+2025-09-20 01:52:38,400 INFO Epoch 11 	 Batch 99	LR : 0.00005	Top1 Acc.: 95.000	CLS Loss: 0.174	Mixup Loss: 1.613	CRL Loss: 0.056	CutMix Loss: 0.000	PixMix Loss: 1.284	Tot. Loss: 1.842
+2025-09-20 01:58:50,006 INFO Epoch 11 	 Batch 199	LR : 0.00005	Top1 Acc.: 95.484	CLS Loss: 0.157	Mixup Loss: 1.578	CRL Loss: 0.052	CutMix Loss: 0.000	PixMix Loss: 1.242	Tot. Loss: 1.787
+2025-09-20 02:05:01,409 INFO Epoch 11 	 Batch 299	LR : 0.00005	Top1 Acc.: 95.062	CLS Loss: 0.162	Mixup Loss: 1.597	CRL Loss: 0.064	CutMix Loss: 0.000	PixMix Loss: 1.217	Tot. Loss: 1.823
+2025-09-20 02:11:12,831 INFO Epoch 11 	 Batch 399	LR : 0.00005	Top1 Acc.: 95.625	CLS Loss: 0.162	Mixup Loss: 1.574	CRL Loss: 0.070	CutMix Loss: 0.000	PixMix Loss: 1.296	Tot. Loss: 1.807
+2025-09-20 02:17:24,175 INFO Epoch 11 	 Batch 499	LR : 0.00005	Top1 Acc.: 94.875	CLS Loss: 0.177	Mixup Loss: 1.609	CRL Loss: 0.096	CutMix Loss: 0.000	PixMix Loss: 1.302	Tot. Loss: 1.882
+2025-09-20 02:23:35,640 INFO Epoch 11 	 Batch 599	LR : 0.00005	Top1 Acc.: 95.266	CLS Loss: 0.171	Mixup Loss: 1.615	CRL Loss: 0.098	CutMix Loss: 0.000	PixMix Loss: 1.316	Tot. Loss: 1.883
+2025-09-20 02:29:46,975 INFO Epoch 11 	 Batch 699	LR : 0.00005	Top1 Acc.: 95.328	CLS Loss: 0.166	Mixup Loss: 1.586	CRL Loss: 0.094	CutMix Loss: 0.000	PixMix Loss: 1.238	Tot. Loss: 1.846
+2025-09-20 02:35:58,354 INFO Epoch 11 	 Batch 799	LR : 0.00005	Top1 Acc.: 94.750	CLS Loss: 0.179	Mixup Loss: 1.584	CRL Loss: 0.089	CutMix Loss: 0.000	PixMix Loss: 1.263	Tot. Loss: 1.852
+2025-09-20 02:42:09,704 INFO Epoch 11 	 Batch 899	LR : 0.00005	Top1 Acc.: 94.781	CLS Loss: 0.167	Mixup Loss: 1.605	CRL Loss: 0.083	CutMix Loss: 0.000	PixMix Loss: 1.273	Tot. Loss: 1.854
+2025-09-20 02:48:21,184 INFO Epoch 11 	 Batch 999	LR : 0.00005	Top1 Acc.: 94.938	CLS Loss: 0.166	Mixup Loss: 1.566	CRL Loss: 0.078	CutMix Loss: 0.000	PixMix Loss: 1.311	Tot. Loss: 1.811
+2025-09-20 02:54:32,641 INFO Epoch 11 	 Batch 1099	LR : 0.00005	Top1 Acc.: 95.078	CLS Loss: 0.170	Mixup Loss: 1.581	CRL Loss: 0.075	CutMix Loss: 0.000	PixMix Loss: 1.295	Tot. Loss: 1.825
+2025-09-20 03:00:44,162 INFO Epoch 11 	 Batch 1199	LR : 0.00005	Top1 Acc.: 95.328	CLS Loss: 0.164	Mixup Loss: 1.594	CRL Loss: 0.071	CutMix Loss: 0.000	PixMix Loss: 1.282	Tot. Loss: 1.828
+2025-09-20 03:06:55,498 INFO Epoch 11 	 Batch 1299	LR : 0.00005	Top1 Acc.: 95.422	CLS Loss: 0.164	Mixup Loss: 1.604	CRL Loss: 0.070	CutMix Loss: 0.000	PixMix Loss: 1.271	Tot. Loss: 1.838
+2025-09-20 03:13:06,806 INFO Epoch 11 	 Batch 1399	LR : 0.00005	Top1 Acc.: 95.609	CLS Loss: 0.153	Mixup Loss: 1.569	CRL Loss: 0.062	CutMix Loss: 0.000	PixMix Loss: 1.257	Tot. Loss: 1.784
+2025-09-20 03:19:18,181 INFO Epoch 11 	 Batch 1499	LR : 0.00005	Top1 Acc.: 95.438	CLS Loss: 0.173	Mixup Loss: 1.592	CRL Loss: 0.068	CutMix Loss: 0.000	PixMix Loss: 1.261	Tot. Loss: 1.833
+2025-09-20 03:25:29,640 INFO Epoch 11 	 Batch 1599	LR : 0.00005	Top1 Acc.: 95.078	CLS Loss: 0.168	Mixup Loss: 1.574	CRL Loss: 0.073	CutMix Loss: 0.000	PixMix Loss: 1.292	Tot. Loss: 1.815
+2025-09-20 03:31:41,085 INFO Epoch 11 	 Batch 1699	LR : 0.00005	Top1 Acc.: 95.266	CLS Loss: 0.173	Mixup Loss: 1.596	CRL Loss: 0.067	CutMix Loss: 0.000	PixMix Loss: 1.295	Tot. Loss: 1.836
+2025-09-20 03:37:52,524 INFO Epoch 11 	 Batch 1799	LR : 0.00005	Top1 Acc.: 95.453	CLS Loss: 0.162	Mixup Loss: 1.574	CRL Loss: 0.066	CutMix Loss: 0.000	PixMix Loss: 1.245	Tot. Loss: 1.802
+2025-09-20 03:44:03,893 INFO Epoch 11 	 Batch 1899	LR : 0.00005	Top1 Acc.: 94.859	CLS Loss: 0.175	Mixup Loss: 1.585	CRL Loss: 0.074	CutMix Loss: 0.000	PixMix Loss: 1.270	Tot. Loss: 1.833
+2025-09-20 03:50:15,357 INFO Epoch 11 	 Batch 1999	LR : 0.00005	Top1 Acc.: 95.516	CLS Loss: 0.154	Mixup Loss: 1.555	CRL Loss: 0.060	CutMix Loss: 0.000	PixMix Loss: 1.280	Tot. Loss: 1.770
+2025-09-20 03:56:26,863 INFO Epoch 11 	 Batch 2099	LR : 0.00005	Top1 Acc.: 95.328	CLS Loss: 0.169	Mixup Loss: 1.607	CRL Loss: 0.071	CutMix Loss: 0.000	PixMix Loss: 1.225	Tot. Loss: 1.846
+2025-09-20 04:02:38,260 INFO Epoch 11 	 Batch 2199	LR : 0.00005	Top1 Acc.: 95.438	CLS Loss: 0.154	Mixup Loss: 1.565	CRL Loss: 0.065	CutMix Loss: 0.000	PixMix Loss: 1.287	Tot. Loss: 1.784
+2025-09-20 04:08:49,936 INFO Epoch 11 	 Batch 2299	LR : 0.00005	Top1 Acc.: 95.219	CLS Loss: 0.169	Mixup Loss: 1.599	CRL Loss: 0.070	CutMix Loss: 0.000	PixMix Loss: 1.251	Tot. Loss: 1.838
+2025-09-20 04:15:01,371 INFO Epoch 11 	 Batch 2399	LR : 0.00005	Top1 Acc.: 95.641	CLS Loss: 0.151	Mixup Loss: 1.562	CRL Loss: 0.063	CutMix Loss: 0.000	PixMix Loss: 1.263	Tot. Loss: 1.776
+2025-09-20 04:21:12,665 INFO Epoch 11 	 Batch 2499	LR : 0.00005	Top1 Acc.: 95.141	CLS Loss: 0.169	Mixup Loss: 1.615	CRL Loss: 0.069	CutMix Loss: 0.000	PixMix Loss: 1.326	Tot. Loss: 1.853
+2025-09-20 04:27:24,364 INFO Epoch 11 	 Batch 2599	LR : 0.00005	Top1 Acc.: 95.250	CLS Loss: 0.160	Mixup Loss: 1.586	CRL Loss: 0.064	CutMix Loss: 0.000	PixMix Loss: 1.233	Tot. Loss: 1.810
+2025-09-20 04:33:35,787 INFO Epoch 11 	 Batch 2699	LR : 0.00005	Top1 Acc.: 95.297	CLS Loss: 0.158	Mixup Loss: 1.584	CRL Loss: 0.066	CutMix Loss: 0.000	PixMix Loss: 1.300	Tot. Loss: 1.807
+2025-09-20 04:39:47,030 INFO Epoch 11 	 Batch 2799	LR : 0.00005	Top1 Acc.: 95.188	CLS Loss: 0.160	Mixup Loss: 1.566	CRL Loss: 0.069	CutMix Loss: 0.000	PixMix Loss: 1.241	Tot. Loss: 1.795
+2025-09-20 04:45:58,413 INFO Epoch 11 	 Batch 2899	LR : 0.00005	Top1 Acc.: 95.094	CLS Loss: 0.172	Mixup Loss: 1.599	CRL Loss: 0.072	CutMix Loss: 0.000	PixMix Loss: 1.262	Tot. Loss: 1.843
+2025-09-20 04:52:09,938 INFO Epoch 11 	 Batch 2999	LR : 0.00005	Top1 Acc.: 95.000	CLS Loss: 0.176	Mixup Loss: 1.613	CRL Loss: 0.071	CutMix Loss: 0.000	PixMix Loss: 1.304	Tot. Loss: 1.860
+2025-09-20 04:58:21,349 INFO Epoch 11 	 Batch 3099	LR : 0.00005	Top1 Acc.: 95.250	CLS Loss: 0.166	Mixup Loss: 1.584	CRL Loss: 0.066	CutMix Loss: 0.000	PixMix Loss: 1.264	Tot. Loss: 1.816
+2025-09-20 05:04:32,704 INFO Epoch 11 	 Batch 3199	LR : 0.00005	Top1 Acc.: 95.031	CLS Loss: 0.159	Mixup Loss: 1.575	CRL Loss: 0.067	CutMix Loss: 0.000	PixMix Loss: 1.258	Tot. Loss: 1.801
+2025-09-20 05:10:44,337 INFO Epoch 11 	 Batch 3299	LR : 0.00004	Top1 Acc.: 95.250	CLS Loss: 0.161	Mixup Loss: 1.571	CRL Loss: 0.065	CutMix Loss: 0.000	PixMix Loss: 1.298	Tot. Loss: 1.797
+2025-09-20 05:16:55,846 INFO Epoch 11 	 Batch 3399	LR : 0.00004	Top1 Acc.: 95.328	CLS Loss: 0.161	Mixup Loss: 1.572	CRL Loss: 0.063	CutMix Loss: 0.000	PixMix Loss: 1.266	Tot. Loss: 1.796
+2025-09-20 05:23:07,337 INFO Epoch 11 	 Batch 3499	LR : 0.00004	Top1 Acc.: 95.719	CLS Loss: 0.146	Mixup Loss: 1.573	CRL Loss: 0.060	CutMix Loss: 0.000	PixMix Loss: 1.235	Tot. Loss: 1.780
+2025-09-20 05:29:18,929 INFO Epoch 11 	 Batch 3599	LR : 0.00004	Top1 Acc.: 95.172	CLS Loss: 0.167	Mixup Loss: 1.590	CRL Loss: 0.067	CutMix Loss: 0.000	PixMix Loss: 1.282	Tot. Loss: 1.825
+2025-09-20 05:35:30,506 INFO Epoch 11 	 Batch 3699	LR : 0.00004	Top1 Acc.: 95.578	CLS Loss: 0.160	Mixup Loss: 1.560	CRL Loss: 0.062	CutMix Loss: 0.000	PixMix Loss: 1.283	Tot. Loss: 1.782
+2025-09-20 05:41:42,081 INFO Epoch 11 	 Batch 3799	LR : 0.00004	Top1 Acc.: 94.875	CLS Loss: 0.175	Mixup Loss: 1.601	CRL Loss: 0.069	CutMix Loss: 0.000	PixMix Loss: 1.300	Tot. Loss: 1.845
+2025-09-20 05:47:53,673 INFO Epoch 11 	 Batch 3899	LR : 0.00004	Top1 Acc.: 95.312	CLS Loss: 0.163	Mixup Loss: 1.601	CRL Loss: 0.065	CutMix Loss: 0.000	PixMix Loss: 1.305	Tot. Loss: 1.830
+2025-09-20 05:54:05,250 INFO Epoch 11 	 Batch 3999	LR : 0.00004	Top1 Acc.: 96.047	CLS Loss: 0.146	Mixup Loss: 1.557	CRL Loss: 0.059	CutMix Loss: 0.000	PixMix Loss: 1.267	Tot. Loss: 1.763
+2025-09-20 06:00:16,913 INFO Epoch 11 	 Batch 4099	LR : 0.00004	Top1 Acc.: 95.109	CLS Loss: 0.166	Mixup Loss: 1.610	CRL Loss: 0.068	CutMix Loss: 0.000	PixMix Loss: 1.271	Tot. Loss: 1.844
+2025-09-20 06:06:28,072 INFO Epoch 11 	 Batch 4199	LR : 0.00004	Top1 Acc.: 95.500	CLS Loss: 0.171	Mixup Loss: 1.590	CRL Loss: 0.064	CutMix Loss: 0.000	PixMix Loss: 1.265	Tot. Loss: 1.826
+2025-09-20 06:12:39,563 INFO Epoch 11 	 Batch 4299	LR : 0.00004	Top1 Acc.: 95.547	CLS Loss: 0.158	Mixup Loss: 1.589	CRL Loss: 0.064	CutMix Loss: 0.000	PixMix Loss: 1.220	Tot. Loss: 1.811
+2025-09-20 06:18:51,057 INFO Epoch 11 	 Batch 4399	LR : 0.00004	Top1 Acc.: 95.484	CLS Loss: 0.161	Mixup Loss: 1.559	CRL Loss: 0.063	CutMix Loss: 0.000	PixMix Loss: 1.243	Tot. Loss: 1.782
+2025-09-20 06:25:02,822 INFO Epoch 11 	 Batch 4499	LR : 0.00004	Top1 Acc.: 95.219	CLS Loss: 0.170	Mixup Loss: 1.565	CRL Loss: 0.068	CutMix Loss: 0.000	PixMix Loss: 1.247	Tot. Loss: 1.803
+2025-09-20 06:31:14,681 INFO Epoch 11 	 Batch 4599	LR : 0.00004	Top1 Acc.: 95.359	CLS Loss: 0.160	Mixup Loss: 1.561	CRL Loss: 0.064	CutMix Loss: 0.000	PixMix Loss: 1.263	Tot. Loss: 1.785
+2025-09-20 06:37:26,010 INFO Epoch 11 	 Batch 4699	LR : 0.00004	Top1 Acc.: 95.406	CLS Loss: 0.155	Mixup Loss: 1.568	CRL Loss: 0.068	CutMix Loss: 0.000	PixMix Loss: 1.248	Tot. Loss: 1.791
+2025-09-20 06:43:37,897 INFO Epoch 11 	 Batch 4799	LR : 0.00004	Top1 Acc.: 95.234	CLS Loss: 0.166	Mixup Loss: 1.561	CRL Loss: 0.068	CutMix Loss: 0.000	PixMix Loss: 1.262	Tot. Loss: 1.796
+2025-09-20 06:49:49,386 INFO Epoch 11 	 Batch 4899	LR : 0.00004	Top1 Acc.: 95.141	CLS Loss: 0.170	Mixup Loss: 1.577	CRL Loss: 0.065	CutMix Loss: 0.000	PixMix Loss: 1.268	Tot. Loss: 1.812
+2025-09-20 06:56:00,897 INFO Epoch 11 	 Batch 4999	LR : 0.00004	Top1 Acc.: 95.703	CLS Loss: 0.150	Mixup Loss: 1.567	CRL Loss: 0.064	CutMix Loss: 0.000	PixMix Loss: 1.245	Tot. Loss: 1.782
+2025-09-20 07:00:53,253 INFO ################## 
+ ---> Validation Epoch 11 (Original Model)	Acc.: 81.402	FPR: 57.834	AUROC: 87.564	AUPR: 61.680	AURC: 47.420	EAURC: 28.941	AUPR Succ.: 96.581	ECE: 6.978	NLL: 7.942	Brier: 27.383
+2025-09-20 07:05:31,853 INFO ################## 
+ ---> Validation Epoch 11 (EMA Model)	Acc.: 0.078	FPR: 94.752	AUROC: 42.919	AUPR: 99.902	AURC: 999.387	EAURC: 5.749	AUPR Succ.: 0.065	ECE: 15.339	NLL: 94.813	Brier: 105.007
+2025-09-20 07:05:32,378 INFO Original Model Accuracy improved from 81.39 to 81.40!!!
+2025-09-20 07:05:38,128 INFO ####### --- Training Epoch 12 --- #######
+2025-09-20 07:20:44,754 INFO Epoch 12 	 Batch 99	LR : 0.00004	Top1 Acc.: 95.094	CLS Loss: 0.171	Mixup Loss: 1.598	CRL Loss: 0.056	CutMix Loss: 0.000	PixMix Loss: 1.250	Tot. Loss: 1.825
+2025-09-20 07:26:56,366 INFO Epoch 12 	 Batch 199	LR : 0.00004	Top1 Acc.: 95.750	CLS Loss: 0.153	Mixup Loss: 1.562	CRL Loss: 0.052	CutMix Loss: 0.000	PixMix Loss: 1.243	Tot. Loss: 1.767
+2025-09-20 07:33:07,658 INFO Epoch 12 	 Batch 299	LR : 0.00004	Top1 Acc.: 95.047	CLS Loss: 0.160	Mixup Loss: 1.569	CRL Loss: 0.063	CutMix Loss: 0.000	PixMix Loss: 1.263	Tot. Loss: 1.793
+2025-09-20 07:39:18,999 INFO Epoch 12 	 Batch 399	LR : 0.00004	Top1 Acc.: 95.750	CLS Loss: 0.160	Mixup Loss: 1.597	CRL Loss: 0.068	CutMix Loss: 0.000	PixMix Loss: 1.285	Tot. Loss: 1.825
+2025-09-20 07:45:30,181 INFO Epoch 12 	 Batch 499	LR : 0.00004	Top1 Acc.: 94.734	CLS Loss: 0.173	Mixup Loss: 1.577	CRL Loss: 0.092	CutMix Loss: 0.000	PixMix Loss: 1.240	Tot. Loss: 1.843
+2025-09-20 07:51:41,523 INFO Epoch 12 	 Batch 599	LR : 0.00004	Top1 Acc.: 95.500	CLS Loss: 0.167	Mixup Loss: 1.576	CRL Loss: 0.094	CutMix Loss: 0.000	PixMix Loss: 1.254	Tot. Loss: 1.837
+2025-09-20 07:57:52,806 INFO Epoch 12 	 Batch 699	LR : 0.00004	Top1 Acc.: 95.375	CLS Loss: 0.163	Mixup Loss: 1.577	CRL Loss: 0.090	CutMix Loss: 0.000	PixMix Loss: 1.255	Tot. Loss: 1.830
+2025-09-20 08:04:04,107 INFO Epoch 12 	 Batch 799	LR : 0.00004	Top1 Acc.: 94.953	CLS Loss: 0.175	Mixup Loss: 1.587	CRL Loss: 0.086	CutMix Loss: 0.000	PixMix Loss: 1.292	Tot. Loss: 1.847
+2025-09-20 08:10:15,283 INFO Epoch 12 	 Batch 899	LR : 0.00004	Top1 Acc.: 95.000	CLS Loss: 0.165	Mixup Loss: 1.598	CRL Loss: 0.081	CutMix Loss: 0.000	PixMix Loss: 1.286	Tot. Loss: 1.843
+2025-09-20 08:16:26,620 INFO Epoch 12 	 Batch 999	LR : 0.00004	Top1 Acc.: 94.922	CLS Loss: 0.165	Mixup Loss: 1.562	CRL Loss: 0.077	CutMix Loss: 0.000	PixMix Loss: 1.289	Tot. Loss: 1.805
+2025-09-20 08:22:37,887 INFO Epoch 12 	 Batch 1099	LR : 0.00004	Top1 Acc.: 95.219	CLS Loss: 0.166	Mixup Loss: 1.575	CRL Loss: 0.074	CutMix Loss: 0.000	PixMix Loss: 1.238	Tot. Loss: 1.814
+2025-09-20 08:28:49,417 INFO Epoch 12 	 Batch 1199	LR : 0.00004	Top1 Acc.: 95.625	CLS Loss: 0.160	Mixup Loss: 1.580	CRL Loss: 0.069	CutMix Loss: 0.000	PixMix Loss: 1.237	Tot. Loss: 1.809
+2025-09-20 08:35:00,796 INFO Epoch 12 	 Batch 1299	LR : 0.00004	Top1 Acc.: 95.453	CLS Loss: 0.163	Mixup Loss: 1.583	CRL Loss: 0.068	CutMix Loss: 0.000	PixMix Loss: 1.288	Tot. Loss: 1.814
+2025-09-20 08:41:12,157 INFO Epoch 12 	 Batch 1399	LR : 0.00004	Top1 Acc.: 95.578	CLS Loss: 0.151	Mixup Loss: 1.554	CRL Loss: 0.061	CutMix Loss: 0.000	PixMix Loss: 1.238	Tot. Loss: 1.767
+2025-09-20 08:47:23,580 INFO Epoch 12 	 Batch 1499	LR : 0.00004	Top1 Acc.: 95.438	CLS Loss: 0.170	Mixup Loss: 1.569	CRL Loss: 0.067	CutMix Loss: 0.000	PixMix Loss: 1.287	Tot. Loss: 1.805
+2025-09-20 08:53:34,976 INFO Epoch 12 	 Batch 1599	LR : 0.00004	Top1 Acc.: 95.094	CLS Loss: 0.167	Mixup Loss: 1.571	CRL Loss: 0.071	CutMix Loss: 0.000	PixMix Loss: 1.247	Tot. Loss: 1.808
+2025-09-20 08:59:46,218 INFO Epoch 12 	 Batch 1699	LR : 0.00004	Top1 Acc.: 95.531	CLS Loss: 0.169	Mixup Loss: 1.577	CRL Loss: 0.067	CutMix Loss: 0.000	PixMix Loss: 1.254	Tot. Loss: 1.812
+2025-09-20 09:05:57,527 INFO Epoch 12 	 Batch 1799	LR : 0.00004	Top1 Acc.: 95.484	CLS Loss: 0.161	Mixup Loss: 1.583	CRL Loss: 0.064	CutMix Loss: 0.000	PixMix Loss: 1.267	Tot. Loss: 1.808
+2025-09-20 09:12:09,086 INFO Epoch 12 	 Batch 1899	LR : 0.00004	Top1 Acc.: 95.109	CLS Loss: 0.170	Mixup Loss: 1.582	CRL Loss: 0.072	CutMix Loss: 0.000	PixMix Loss: 1.301	Tot. Loss: 1.823
+2025-09-20 09:18:20,559 INFO Epoch 12 	 Batch 1999	LR : 0.00004	Top1 Acc.: 95.688	CLS Loss: 0.150	Mixup Loss: 1.552	CRL Loss: 0.059	CutMix Loss: 0.000	PixMix Loss: 1.252	Tot. Loss: 1.761
+2025-09-20 09:24:31,871 INFO Epoch 12 	 Batch 2099	LR : 0.00004	Top1 Acc.: 95.234	CLS Loss: 0.168	Mixup Loss: 1.576	CRL Loss: 0.068	CutMix Loss: 0.000	PixMix Loss: 1.243	Tot. Loss: 1.812
+2025-09-20 09:30:43,260 INFO Epoch 12 	 Batch 2199	LR : 0.00004	Top1 Acc.: 95.594	CLS Loss: 0.150	Mixup Loss: 1.556	CRL Loss: 0.063	CutMix Loss: 0.000	PixMix Loss: 1.266	Tot. Loss: 1.769
+2025-09-20 09:36:54,431 INFO Epoch 12 	 Batch 2299	LR : 0.00004	Top1 Acc.: 95.359	CLS Loss: 0.166	Mixup Loss: 1.565	CRL Loss: 0.069	CutMix Loss: 0.000	PixMix Loss: 1.280	Tot. Loss: 1.800
+2025-09-20 09:43:05,730 INFO Epoch 12 	 Batch 2399	LR : 0.00004	Top1 Acc.: 95.703	CLS Loss: 0.151	Mixup Loss: 1.546	CRL Loss: 0.062	CutMix Loss: 0.000	PixMix Loss: 1.311	Tot. Loss: 1.758
+2025-09-20 09:49:16,956 INFO Epoch 12 	 Batch 2499	LR : 0.00004	Top1 Acc.: 95.406	CLS Loss: 0.168	Mixup Loss: 1.592	CRL Loss: 0.068	CutMix Loss: 0.000	PixMix Loss: 1.262	Tot. Loss: 1.828
+2025-09-20 09:55:28,342 INFO Epoch 12 	 Batch 2599	LR : 0.00004	Top1 Acc.: 95.078	CLS Loss: 0.159	Mixup Loss: 1.592	CRL Loss: 0.063	CutMix Loss: 0.000	PixMix Loss: 1.240	Tot. Loss: 1.813
+2025-09-20 10:01:39,756 INFO Epoch 12 	 Batch 2699	LR : 0.00004	Top1 Acc.: 95.391	CLS Loss: 0.154	Mixup Loss: 1.582	CRL Loss: 0.065	CutMix Loss: 0.000	PixMix Loss: 1.228	Tot. Loss: 1.801
+2025-09-20 10:07:51,103 INFO Epoch 12 	 Batch 2799	LR : 0.00004	Top1 Acc.: 95.234	CLS Loss: 0.158	Mixup Loss: 1.579	CRL Loss: 0.067	CutMix Loss: 0.000	PixMix Loss: 1.234	Tot. Loss: 1.805
+2025-09-20 10:14:02,311 INFO Epoch 12 	 Batch 2899	LR : 0.00004	Top1 Acc.: 95.266	CLS Loss: 0.168	Mixup Loss: 1.599	CRL Loss: 0.071	CutMix Loss: 0.000	PixMix Loss: 1.298	Tot. Loss: 1.838
+2025-09-20 10:20:13,690 INFO Epoch 12 	 Batch 2999	LR : 0.00004	Top1 Acc.: 95.250	CLS Loss: 0.173	Mixup Loss: 1.583	CRL Loss: 0.069	CutMix Loss: 0.000	PixMix Loss: 1.281	Tot. Loss: 1.826
+2025-09-20 10:26:25,163 INFO Epoch 12 	 Batch 3099	LR : 0.00004	Top1 Acc.: 95.281	CLS Loss: 0.162	Mixup Loss: 1.573	CRL Loss: 0.065	CutMix Loss: 0.000	PixMix Loss: 1.304	Tot. Loss: 1.801
+2025-09-20 10:32:36,736 INFO Epoch 12 	 Batch 3199	LR : 0.00004	Top1 Acc.: 95.188	CLS Loss: 0.157	Mixup Loss: 1.573	CRL Loss: 0.067	CutMix Loss: 0.000	PixMix Loss: 1.240	Tot. Loss: 1.797
+2025-09-20 10:38:48,047 INFO Epoch 12 	 Batch 3299	LR : 0.00004	Top1 Acc.: 95.438	CLS Loss: 0.158	Mixup Loss: 1.599	CRL Loss: 0.064	CutMix Loss: 0.000	PixMix Loss: 1.306	Tot. Loss: 1.820
+2025-09-20 10:44:59,537 INFO Epoch 12 	 Batch 3399	LR : 0.00004	Top1 Acc.: 95.359	CLS Loss: 0.159	Mixup Loss: 1.555	CRL Loss: 0.062	CutMix Loss: 0.000	PixMix Loss: 1.283	Tot. Loss: 1.776
+2025-09-20 10:51:10,984 INFO Epoch 12 	 Batch 3499	LR : 0.00004	Top1 Acc.: 95.766	CLS Loss: 0.144	Mixup Loss: 1.559	CRL Loss: 0.058	CutMix Loss: 0.000	PixMix Loss: 1.277	Tot. Loss: 1.761
+2025-09-20 10:57:22,415 INFO Epoch 12 	 Batch 3599	LR : 0.00004	Top1 Acc.: 95.219	CLS Loss: 0.163	Mixup Loss: 1.563	CRL Loss: 0.066	CutMix Loss: 0.000	PixMix Loss: 1.317	Tot. Loss: 1.793
+2025-09-20 11:03:33,804 INFO Epoch 12 	 Batch 3699	LR : 0.00004	Top1 Acc.: 95.719	CLS Loss: 0.158	Mixup Loss: 1.556	CRL Loss: 0.062	CutMix Loss: 0.000	PixMix Loss: 1.258	Tot. Loss: 1.775
+2025-09-20 11:09:45,337 INFO Epoch 12 	 Batch 3799	LR : 0.00004	Top1 Acc.: 94.938	CLS Loss: 0.172	Mixup Loss: 1.598	CRL Loss: 0.068	CutMix Loss: 0.000	PixMix Loss: 1.250	Tot. Loss: 1.838
+2025-09-20 11:15:57,056 INFO Epoch 12 	 Batch 3899	LR : 0.00004	Top1 Acc.: 95.188	CLS Loss: 0.162	Mixup Loss: 1.584	CRL Loss: 0.064	CutMix Loss: 0.000	PixMix Loss: 1.249	Tot. Loss: 1.810
+2025-09-20 11:22:08,807 INFO Epoch 12 	 Batch 3999	LR : 0.00004	Top1 Acc.: 96.047	CLS Loss: 0.144	Mixup Loss: 1.561	CRL Loss: 0.057	CutMix Loss: 0.000	PixMix Loss: 1.262	Tot. Loss: 1.762
+2025-09-20 11:28:19,994 INFO Epoch 12 	 Batch 4099	LR : 0.00004	Top1 Acc.: 95.234	CLS Loss: 0.163	Mixup Loss: 1.578	CRL Loss: 0.067	CutMix Loss: 0.000	PixMix Loss: 1.289	Tot. Loss: 1.807
+2025-09-20 11:34:31,051 INFO Epoch 12 	 Batch 4199	LR : 0.00004	Top1 Acc.: 95.516	CLS Loss: 0.169	Mixup Loss: 1.571	CRL Loss: 0.063	CutMix Loss: 0.000	PixMix Loss: 1.251	Tot. Loss: 1.804
+2025-09-20 11:40:42,256 INFO Epoch 12 	 Batch 4299	LR : 0.00004	Top1 Acc.: 95.562	CLS Loss: 0.157	Mixup Loss: 1.576	CRL Loss: 0.063	CutMix Loss: 0.000	PixMix Loss: 1.259	Tot. Loss: 1.796
+2025-09-20 11:46:53,617 INFO Epoch 12 	 Batch 4399	LR : 0.00004	Top1 Acc.: 95.453	CLS Loss: 0.158	Mixup Loss: 1.555	CRL Loss: 0.061	CutMix Loss: 0.000	PixMix Loss: 1.264	Tot. Loss: 1.774
+2025-09-20 11:53:05,042 INFO Epoch 12 	 Batch 4499	LR : 0.00004	Top1 Acc.: 95.312	CLS Loss: 0.167	Mixup Loss: 1.554	CRL Loss: 0.066	CutMix Loss: 0.000	PixMix Loss: 1.244	Tot. Loss: 1.788
+2025-09-20 11:59:16,460 INFO Epoch 12 	 Batch 4599	LR : 0.00004	Top1 Acc.: 95.359	CLS Loss: 0.158	Mixup Loss: 1.542	CRL Loss: 0.063	CutMix Loss: 0.000	PixMix Loss: 1.243	Tot. Loss: 1.763
+2025-09-20 12:05:27,801 INFO Epoch 12 	 Batch 4699	LR : 0.00004	Top1 Acc.: 95.438	CLS Loss: 0.154	Mixup Loss: 1.562	CRL Loss: 0.066	CutMix Loss: 0.000	PixMix Loss: 1.252	Tot. Loss: 1.781
+2025-09-20 12:11:39,211 INFO Epoch 12 	 Batch 4799	LR : 0.00003	Top1 Acc.: 95.391	CLS Loss: 0.164	Mixup Loss: 1.561	CRL Loss: 0.067	CutMix Loss: 0.000	PixMix Loss: 1.230	Tot. Loss: 1.793
+2025-09-20 12:17:50,498 INFO Epoch 12 	 Batch 4899	LR : 0.00003	Top1 Acc.: 95.281	CLS Loss: 0.167	Mixup Loss: 1.568	CRL Loss: 0.064	CutMix Loss: 0.000	PixMix Loss: 1.232	Tot. Loss: 1.799
+2025-09-20 12:24:01,780 INFO Epoch 12 	 Batch 4999	LR : 0.00003	Top1 Acc.: 95.578	CLS Loss: 0.150	Mixup Loss: 1.562	CRL Loss: 0.063	CutMix Loss: 0.000	PixMix Loss: 1.199	Tot. Loss: 1.775
+2025-09-20 12:29:41,455 INFO ################## 
+ ---> Validation Epoch 12 (Original Model)	Acc.: 81.420	FPR: 58.181	AUROC: 87.501	AUPR: 61.582	AURC: 47.607	EAURC: 29.166	AUPR Succ.: 96.555	ECE: 7.049	NLL: 7.953	Brier: 27.393
+2025-09-20 12:34:56,714 INFO ################## 
+ ---> Validation Epoch 12 (EMA Model)	Acc.: 0.078	FPR: 94.752	AUROC: 42.919	AUPR: 99.902	AURC: 999.387	EAURC: 5.749	AUPR Succ.: 0.065	ECE: 15.339	NLL: 94.813	Brier: 105.007
+2025-09-20 12:34:57,397 INFO Original Model Accuracy improved from 81.40 to 81.42!!!
+2025-09-20 12:35:01,847 INFO ####### --- Training Epoch 13 --- #######
+2025-09-20 12:51:50,023 INFO Epoch 13 	 Batch 99	LR : 0.00003	Top1 Acc.: 95.078	CLS Loss: 0.170	Mixup Loss: 1.599	CRL Loss: 0.056	CutMix Loss: 0.000	PixMix Loss: 1.276	Tot. Loss: 1.824
+2025-09-20 12:58:01,698 INFO Epoch 13 	 Batch 199	LR : 0.00003	Top1 Acc.: 95.750	CLS Loss: 0.151	Mixup Loss: 1.545	CRL Loss: 0.051	CutMix Loss: 0.000	PixMix Loss: 1.212	Tot. Loss: 1.746
+2025-09-20 13:04:13,047 INFO Epoch 13 	 Batch 299	LR : 0.00003	Top1 Acc.: 95.297	CLS Loss: 0.157	Mixup Loss: 1.569	CRL Loss: 0.062	CutMix Loss: 0.000	PixMix Loss: 1.270	Tot. Loss: 1.788
+2025-09-20 13:10:24,438 INFO Epoch 13 	 Batch 399	LR : 0.00003	Top1 Acc.: 95.672	CLS Loss: 0.157	Mixup Loss: 1.571	CRL Loss: 0.067	CutMix Loss: 0.000	PixMix Loss: 1.259	Tot. Loss: 1.795
+2025-09-20 13:16:35,809 INFO Epoch 13 	 Batch 499	LR : 0.00003	Top1 Acc.: 94.828	CLS Loss: 0.171	Mixup Loss: 1.573	CRL Loss: 0.091	CutMix Loss: 0.000	PixMix Loss: 1.295	Tot. Loss: 1.834
+2025-09-20 13:22:47,321 INFO Epoch 13 	 Batch 599	LR : 0.00003	Top1 Acc.: 95.359	CLS Loss: 0.165	Mixup Loss: 1.577	CRL Loss: 0.090	CutMix Loss: 0.000	PixMix Loss: 1.280	Tot. Loss: 1.833
+2025-09-20 13:28:58,672 INFO Epoch 13 	 Batch 699	LR : 0.00003	Top1 Acc.: 95.344	CLS Loss: 0.163	Mixup Loss: 1.594	CRL Loss: 0.088	CutMix Loss: 0.000	PixMix Loss: 1.248	Tot. Loss: 1.844
+2025-09-20 13:35:10,013 INFO Epoch 13 	 Batch 799	LR : 0.00003	Top1 Acc.: 95.047	CLS Loss: 0.170	Mixup Loss: 1.563	CRL Loss: 0.084	CutMix Loss: 0.000	PixMix Loss: 1.227	Tot. Loss: 1.818
+2025-09-20 13:41:21,343 INFO Epoch 13 	 Batch 899	LR : 0.00003	Top1 Acc.: 94.891	CLS Loss: 0.162	Mixup Loss: 1.576	CRL Loss: 0.078	CutMix Loss: 0.000	PixMix Loss: 1.287	Tot. Loss: 1.816
+2025-09-20 13:47:32,825 INFO Epoch 13 	 Batch 999	LR : 0.00003	Top1 Acc.: 94.859	CLS Loss: 0.163	Mixup Loss: 1.569	CRL Loss: 0.074	CutMix Loss: 0.000	PixMix Loss: 1.276	Tot. Loss: 1.807
+2025-09-20 13:53:44,152 INFO Epoch 13 	 Batch 1099	LR : 0.00003	Top1 Acc.: 95.281	CLS Loss: 0.163	Mixup Loss: 1.577	CRL Loss: 0.071	CutMix Loss: 0.000	PixMix Loss: 1.267	Tot. Loss: 1.811
+2025-09-20 13:59:55,479 INFO Epoch 13 	 Batch 1199	LR : 0.00003	Top1 Acc.: 95.828	CLS Loss: 0.157	Mixup Loss: 1.568	CRL Loss: 0.067	CutMix Loss: 0.000	PixMix Loss: 1.285	Tot. Loss: 1.792
+2025-09-20 14:06:06,906 INFO Epoch 13 	 Batch 1299	LR : 0.00003	Top1 Acc.: 95.328	CLS Loss: 0.161	Mixup Loss: 1.567	CRL Loss: 0.067	CutMix Loss: 0.000	PixMix Loss: 1.292	Tot. Loss: 1.795
+2025-09-20 14:12:18,452 INFO Epoch 13 	 Batch 1399	LR : 0.00003	Top1 Acc.: 95.719	CLS Loss: 0.148	Mixup Loss: 1.532	CRL Loss: 0.059	CutMix Loss: 0.000	PixMix Loss: 1.272	Tot. Loss: 1.739
+2025-09-20 14:18:29,646 INFO Epoch 13 	 Batch 1499	LR : 0.00003	Top1 Acc.: 95.344	CLS Loss: 0.169	Mixup Loss: 1.564	CRL Loss: 0.065	CutMix Loss: 0.000	PixMix Loss: 1.287	Tot. Loss: 1.798
+2025-09-20 14:24:40,997 INFO Epoch 13 	 Batch 1599	LR : 0.00003	Top1 Acc.: 95.078	CLS Loss: 0.163	Mixup Loss: 1.562	CRL Loss: 0.070	CutMix Loss: 0.000	PixMix Loss: 1.213	Tot. Loss: 1.795
+2025-09-20 14:30:52,427 INFO Epoch 13 	 Batch 1699	LR : 0.00003	Top1 Acc.: 95.516	CLS Loss: 0.168	Mixup Loss: 1.552	CRL Loss: 0.065	CutMix Loss: 0.000	PixMix Loss: 1.284	Tot. Loss: 1.785
+2025-09-20 14:37:03,939 INFO Epoch 13 	 Batch 1799	LR : 0.00003	Top1 Acc.: 95.438	CLS Loss: 0.159	Mixup Loss: 1.559	CRL Loss: 0.063	CutMix Loss: 0.000	PixMix Loss: 1.218	Tot. Loss: 1.781
+2025-09-20 14:43:15,351 INFO Epoch 13 	 Batch 1899	LR : 0.00003	Top1 Acc.: 95.172	CLS Loss: 0.167	Mixup Loss: 1.583	CRL Loss: 0.070	CutMix Loss: 0.000	PixMix Loss: 1.239	Tot. Loss: 1.820
+2025-09-20 14:49:26,807 INFO Epoch 13 	 Batch 1999	LR : 0.00003	Top1 Acc.: 95.703	CLS Loss: 0.149	Mixup Loss: 1.541	CRL Loss: 0.058	CutMix Loss: 0.000	PixMix Loss: 1.220	Tot. Loss: 1.748
+2025-09-20 14:55:38,296 INFO Epoch 13 	 Batch 2099	LR : 0.00003	Top1 Acc.: 95.344	CLS Loss: 0.167	Mixup Loss: 1.563	CRL Loss: 0.068	CutMix Loss: 0.000	PixMix Loss: 1.262	Tot. Loss: 1.797
+2025-09-20 15:01:49,683 INFO Epoch 13 	 Batch 2199	LR : 0.00003	Top1 Acc.: 95.578	CLS Loss: 0.149	Mixup Loss: 1.551	CRL Loss: 0.062	CutMix Loss: 0.000	PixMix Loss: 1.202	Tot. Loss: 1.762
+2025-09-20 15:08:01,225 INFO Epoch 13 	 Batch 2299	LR : 0.00003	Top1 Acc.: 95.312	CLS Loss: 0.165	Mixup Loss: 1.564	CRL Loss: 0.068	CutMix Loss: 0.000	PixMix Loss: 1.247	Tot. Loss: 1.796
+2025-09-20 15:14:12,633 INFO Epoch 13 	 Batch 2399	LR : 0.00003	Top1 Acc.: 95.859	CLS Loss: 0.147	Mixup Loss: 1.537	CRL Loss: 0.061	CutMix Loss: 0.000	PixMix Loss: 1.249	Tot. Loss: 1.745
+2025-09-20 15:20:23,913 INFO Epoch 13 	 Batch 2499	LR : 0.00003	Top1 Acc.: 95.422	CLS Loss: 0.162	Mixup Loss: 1.593	CRL Loss: 0.066	CutMix Loss: 0.000	PixMix Loss: 1.245	Tot. Loss: 1.821
+2025-09-20 15:26:35,264 INFO Epoch 13 	 Batch 2599	LR : 0.00003	Top1 Acc.: 95.297	CLS Loss: 0.156	Mixup Loss: 1.586	CRL Loss: 0.062	CutMix Loss: 0.000	PixMix Loss: 1.255	Tot. Loss: 1.804
+2025-09-20 15:32:46,632 INFO Epoch 13 	 Batch 2699	LR : 0.00003	Top1 Acc.: 95.438	CLS Loss: 0.153	Mixup Loss: 1.569	CRL Loss: 0.063	CutMix Loss: 0.000	PixMix Loss: 1.259	Tot. Loss: 1.786
+2025-09-20 15:38:57,974 INFO Epoch 13 	 Batch 2799	LR : 0.00003	Top1 Acc.: 95.266	CLS Loss: 0.156	Mixup Loss: 1.558	CRL Loss: 0.066	CutMix Loss: 0.000	PixMix Loss: 1.265	Tot. Loss: 1.780
+2025-09-20 15:45:09,373 INFO Epoch 13 	 Batch 2899	LR : 0.00003	Top1 Acc.: 95.312	CLS Loss: 0.165	Mixup Loss: 1.582	CRL Loss: 0.069	CutMix Loss: 0.000	PixMix Loss: 1.254	Tot. Loss: 1.816
+2025-09-20 15:51:20,752 INFO Epoch 13 	 Batch 2999	LR : 0.00003	Top1 Acc.: 95.156	CLS Loss: 0.171	Mixup Loss: 1.577	CRL Loss: 0.068	CutMix Loss: 0.000	PixMix Loss: 1.265	Tot. Loss: 1.816
+2025-09-20 15:57:32,213 INFO Epoch 13 	 Batch 3099	LR : 0.00003	Top1 Acc.: 95.391	CLS Loss: 0.160	Mixup Loss: 1.579	CRL Loss: 0.064	CutMix Loss: 0.000	PixMix Loss: 1.256	Tot. Loss: 1.802
+2025-09-20 16:03:43,584 INFO Epoch 13 	 Batch 3199	LR : 0.00003	Top1 Acc.: 95.141	CLS Loss: 0.155	Mixup Loss: 1.561	CRL Loss: 0.066	CutMix Loss: 0.000	PixMix Loss: 1.233	Tot. Loss: 1.782
+2025-09-20 16:09:54,919 INFO Epoch 13 	 Batch 3299	LR : 0.00003	Top1 Acc.: 95.453	CLS Loss: 0.156	Mixup Loss: 1.566	CRL Loss: 0.063	CutMix Loss: 0.000	PixMix Loss: 1.253	Tot. Loss: 1.784
+2025-09-20 16:16:06,457 INFO Epoch 13 	 Batch 3399	LR : 0.00003	Top1 Acc.: 95.500	CLS Loss: 0.156	Mixup Loss: 1.561	CRL Loss: 0.061	CutMix Loss: 0.000	PixMix Loss: 1.222	Tot. Loss: 1.778
+2025-09-20 16:22:17,907 INFO Epoch 13 	 Batch 3499	LR : 0.00003	Top1 Acc.: 95.984	CLS Loss: 0.141	Mixup Loss: 1.552	CRL Loss: 0.057	CutMix Loss: 0.000	PixMix Loss: 1.252	Tot. Loss: 1.750
+2025-09-20 16:28:29,376 INFO Epoch 13 	 Batch 3599	LR : 0.00003	Top1 Acc.: 95.297	CLS Loss: 0.161	Mixup Loss: 1.576	CRL Loss: 0.065	CutMix Loss: 0.000	PixMix Loss: 1.271	Tot. Loss: 1.803
+2025-09-20 16:34:40,858 INFO Epoch 13 	 Batch 3699	LR : 0.00003	Top1 Acc.: 95.859	CLS Loss: 0.155	Mixup Loss: 1.541	CRL Loss: 0.061	CutMix Loss: 0.000	PixMix Loss: 1.239	Tot. Loss: 1.757
+2025-09-20 16:40:52,281 INFO Epoch 13 	 Batch 3799	LR : 0.00003	Top1 Acc.: 95.172	CLS Loss: 0.169	Mixup Loss: 1.584	CRL Loss: 0.067	CutMix Loss: 0.000	PixMix Loss: 1.296	Tot. Loss: 1.820
+2025-09-20 16:47:04,103 INFO Epoch 13 	 Batch 3899	LR : 0.00003	Top1 Acc.: 95.359	CLS Loss: 0.157	Mixup Loss: 1.586	CRL Loss: 0.062	CutMix Loss: 0.000	PixMix Loss: 1.239	Tot. Loss: 1.805
+2025-09-20 16:53:16,208 INFO Epoch 13 	 Batch 3999	LR : 0.00003	Top1 Acc.: 96.078	CLS Loss: 0.142	Mixup Loss: 1.546	CRL Loss: 0.056	CutMix Loss: 0.000	PixMix Loss: 1.214	Tot. Loss: 1.744
+2025-09-20 16:59:27,739 INFO Epoch 13 	 Batch 4099	LR : 0.00003	Top1 Acc.: 95.312	CLS Loss: 0.161	Mixup Loss: 1.557	CRL Loss: 0.066	CutMix Loss: 0.000	PixMix Loss: 1.302	Tot. Loss: 1.784
+2025-09-20 17:05:39,432 INFO Epoch 13 	 Batch 4199	LR : 0.00003	Top1 Acc.: 95.609	CLS Loss: 0.168	Mixup Loss: 1.567	CRL Loss: 0.062	CutMix Loss: 0.000	PixMix Loss: 1.261	Tot. Loss: 1.796
+2025-09-20 17:11:51,102 INFO Epoch 13 	 Batch 4299	LR : 0.00003	Top1 Acc.: 95.547	CLS Loss: 0.154	Mixup Loss: 1.553	CRL Loss: 0.061	CutMix Loss: 0.000	PixMix Loss: 1.286	Tot. Loss: 1.768
+2025-09-20 17:18:02,701 INFO Epoch 13 	 Batch 4399	LR : 0.00003	Top1 Acc.: 95.516	CLS Loss: 0.156	Mixup Loss: 1.560	CRL Loss: 0.061	CutMix Loss: 0.000	PixMix Loss: 1.243	Tot. Loss: 1.776
+2025-09-20 17:24:14,273 INFO Epoch 13 	 Batch 4499	LR : 0.00003	Top1 Acc.: 95.297	CLS Loss: 0.167	Mixup Loss: 1.547	CRL Loss: 0.066	CutMix Loss: 0.000	PixMix Loss: 1.247	Tot. Loss: 1.779
+2025-09-20 17:30:25,814 INFO Epoch 13 	 Batch 4599	LR : 0.00003	Top1 Acc.: 95.516	CLS Loss: 0.156	Mixup Loss: 1.530	CRL Loss: 0.062	CutMix Loss: 0.000	PixMix Loss: 1.222	Tot. Loss: 1.748
+2025-09-20 17:36:37,346 INFO Epoch 13 	 Batch 4699	LR : 0.00003	Top1 Acc.: 95.531	CLS Loss: 0.151	Mixup Loss: 1.575	CRL Loss: 0.065	CutMix Loss: 0.000	PixMix Loss: 1.242	Tot. Loss: 1.791
+2025-09-20 17:42:48,798 INFO Epoch 13 	 Batch 4799	LR : 0.00003	Top1 Acc.: 95.422	CLS Loss: 0.163	Mixup Loss: 1.549	CRL Loss: 0.067	CutMix Loss: 0.000	PixMix Loss: 1.255	Tot. Loss: 1.778
+2025-09-20 17:49:00,087 INFO Epoch 13 	 Batch 4899	LR : 0.00003	Top1 Acc.: 95.219	CLS Loss: 0.165	Mixup Loss: 1.553	CRL Loss: 0.063	CutMix Loss: 0.000	PixMix Loss: 1.309	Tot. Loss: 1.781
+2025-09-20 17:55:11,432 INFO Epoch 13 	 Batch 4999	LR : 0.00003	Top1 Acc.: 95.719	CLS Loss: 0.148	Mixup Loss: 1.536	CRL Loss: 0.062	CutMix Loss: 0.000	PixMix Loss: 1.291	Tot. Loss: 1.746
+2025-09-20 18:01:31,628 INFO ################## 
+ ---> Validation Epoch 13 (Original Model)	Acc.: 81.408	FPR: 57.853	AUROC: 87.470	AUPR: 61.707	AURC: 47.847	EAURC: 29.380	AUPR Succ.: 96.528	ECE: 7.132	NLL: 7.974	Brier: 27.420
+2025-09-20 18:07:19,301 INFO ################## 
+ ---> Validation Epoch 13 (EMA Model)	Acc.: 0.078	FPR: 94.752	AUROC: 42.919	AUPR: 99.902	AURC: 999.387	EAURC: 5.749	AUPR Succ.: 0.065	ECE: 15.339	NLL: 94.813	Brier: 105.007
+2025-09-20 18:07:19,383 INFO ####### --- Training Epoch 14 --- #######
+2025-09-20 18:27:07,165 INFO Epoch 14 	 Batch 99	LR : 0.00003	Top1 Acc.: 95.203	CLS Loss: 0.165	Mixup Loss: 1.589	CRL Loss: 0.056	CutMix Loss: 0.000	PixMix Loss: 1.248	Tot. Loss: 1.810
+2025-09-20 18:33:18,944 INFO Epoch 14 	 Batch 199	LR : 0.00003	Top1 Acc.: 95.844	CLS Loss: 0.149	Mixup Loss: 1.538	CRL Loss: 0.051	CutMix Loss: 0.000	PixMix Loss: 1.236	Tot. Loss: 1.737
+2025-09-20 18:39:30,439 INFO Epoch 14 	 Batch 299	LR : 0.00003	Top1 Acc.: 95.391	CLS Loss: 0.156	Mixup Loss: 1.561	CRL Loss: 0.062	CutMix Loss: 0.000	PixMix Loss: 1.255	Tot. Loss: 1.778
+2025-09-20 18:45:41,830 INFO Epoch 14 	 Batch 399	LR : 0.00003	Top1 Acc.: 95.844	CLS Loss: 0.156	Mixup Loss: 1.565	CRL Loss: 0.066	CutMix Loss: 0.000	PixMix Loss: 1.272	Tot. Loss: 1.786
+2025-09-20 18:51:53,230 INFO Epoch 14 	 Batch 499	LR : 0.00003	Top1 Acc.: 95.156	CLS Loss: 0.169	Mixup Loss: 1.576	CRL Loss: 0.088	CutMix Loss: 0.000	PixMix Loss: 1.258	Tot. Loss: 1.833
+2025-09-20 18:58:04,585 INFO Epoch 14 	 Batch 599	LR : 0.00003	Top1 Acc.: 95.484	CLS Loss: 0.163	Mixup Loss: 1.580	CRL Loss: 0.087	CutMix Loss: 0.000	PixMix Loss: 1.285	Tot. Loss: 1.830
+2025-09-20 19:04:15,935 INFO Epoch 14 	 Batch 699	LR : 0.00003	Top1 Acc.: 95.500	CLS Loss: 0.160	Mixup Loss: 1.561	CRL Loss: 0.085	CutMix Loss: 0.000	PixMix Loss: 1.258	Tot. Loss: 1.805
+2025-09-20 19:10:27,448 INFO Epoch 14 	 Batch 799	LR : 0.00003	Top1 Acc.: 95.078	CLS Loss: 0.171	Mixup Loss: 1.566	CRL Loss: 0.082	CutMix Loss: 0.000	PixMix Loss: 1.270	Tot. Loss: 1.819
+2025-09-20 19:16:38,967 INFO Epoch 14 	 Batch 899	LR : 0.00003	Top1 Acc.: 95.078	CLS Loss: 0.158	Mixup Loss: 1.576	CRL Loss: 0.076	CutMix Loss: 0.000	PixMix Loss: 1.272	Tot. Loss: 1.810
+2025-09-20 19:22:50,447 INFO Epoch 14 	 Batch 999	LR : 0.00003	Top1 Acc.: 94.953	CLS Loss: 0.161	Mixup Loss: 1.571	CRL Loss: 0.074	CutMix Loss: 0.000	PixMix Loss: 1.215	Tot. Loss: 1.806
+2025-09-20 19:29:01,930 INFO Epoch 14 	 Batch 1099	LR : 0.00003	Top1 Acc.: 95.297	CLS Loss: 0.162	Mixup Loss: 1.566	CRL Loss: 0.070	CutMix Loss: 0.000	PixMix Loss: 1.264	Tot. Loss: 1.799
+2025-09-20 19:35:13,530 INFO Epoch 14 	 Batch 1199	LR : 0.00003	Top1 Acc.: 95.672	CLS Loss: 0.156	Mixup Loss: 1.561	CRL Loss: 0.065	CutMix Loss: 0.000	PixMix Loss: 1.222	Tot. Loss: 1.782
+2025-09-20 19:41:24,994 INFO Epoch 14 	 Batch 1299	LR : 0.00003	Top1 Acc.: 95.406	CLS Loss: 0.158	Mixup Loss: 1.572	CRL Loss: 0.066	CutMix Loss: 0.000	PixMix Loss: 1.265	Tot. Loss: 1.796
+2025-09-20 19:47:36,454 INFO Epoch 14 	 Batch 1399	LR : 0.00003	Top1 Acc.: 95.641	CLS Loss: 0.147	Mixup Loss: 1.535	CRL Loss: 0.059	CutMix Loss: 0.000	PixMix Loss: 1.245	Tot. Loss: 1.741
+2025-09-20 19:53:47,815 INFO Epoch 14 	 Batch 1499	LR : 0.00003	Top1 Acc.: 95.422	CLS Loss: 0.167	Mixup Loss: 1.569	CRL Loss: 0.065	CutMix Loss: 0.000	PixMix Loss: 1.291	Tot. Loss: 1.800
+2025-09-20 19:59:59,216 INFO Epoch 14 	 Batch 1599	LR : 0.00003	Top1 Acc.: 95.297	CLS Loss: 0.161	Mixup Loss: 1.547	CRL Loss: 0.069	CutMix Loss: 0.000	PixMix Loss: 1.272	Tot. Loss: 1.777
+2025-09-20 20:06:10,508 INFO Epoch 14 	 Batch 1699	LR : 0.00003	Top1 Acc.: 95.547	CLS Loss: 0.166	Mixup Loss: 1.560	CRL Loss: 0.064	CutMix Loss: 0.000	PixMix Loss: 1.251	Tot. Loss: 1.791
+2025-09-20 20:12:21,944 INFO Epoch 14 	 Batch 1799	LR : 0.00002	Top1 Acc.: 95.578	CLS Loss: 0.156	Mixup Loss: 1.563	CRL Loss: 0.061	CutMix Loss: 0.000	PixMix Loss: 1.233	Tot. Loss: 1.780
+2025-09-20 20:18:33,560 INFO Epoch 14 	 Batch 1899	LR : 0.00002	Top1 Acc.: 95.234	CLS Loss: 0.166	Mixup Loss: 1.583	CRL Loss: 0.070	CutMix Loss: 0.000	PixMix Loss: 1.292	Tot. Loss: 1.818
+2025-09-20 20:24:44,916 INFO Epoch 14 	 Batch 1999	LR : 0.00002	Top1 Acc.: 95.922	CLS Loss: 0.147	Mixup Loss: 1.560	CRL Loss: 0.057	CutMix Loss: 0.000	PixMix Loss: 1.247	Tot. Loss: 1.765
+2025-09-20 20:30:56,308 INFO Epoch 14 	 Batch 2099	LR : 0.00002	Top1 Acc.: 95.406	CLS Loss: 0.164	Mixup Loss: 1.569	CRL Loss: 0.066	CutMix Loss: 0.000	PixMix Loss: 1.259	Tot. Loss: 1.800
+2025-09-20 20:37:07,519 INFO Epoch 14 	 Batch 2199	LR : 0.00002	Top1 Acc.: 95.625	CLS Loss: 0.148	Mixup Loss: 1.531	CRL Loss: 0.061	CutMix Loss: 0.000	PixMix Loss: 1.254	Tot. Loss: 1.740
+2025-09-20 20:43:18,919 INFO Epoch 14 	 Batch 2299	LR : 0.00002	Top1 Acc.: 95.297	CLS Loss: 0.163	Mixup Loss: 1.572	CRL Loss: 0.066	CutMix Loss: 0.000	PixMix Loss: 1.276	Tot. Loss: 1.802
+2025-09-20 20:49:30,414 INFO Epoch 14 	 Batch 2399	LR : 0.00002	Top1 Acc.: 95.984	CLS Loss: 0.144	Mixup Loss: 1.541	CRL Loss: 0.059	CutMix Loss: 0.000	PixMix Loss: 1.245	Tot. Loss: 1.744
+2025-09-20 20:55:41,899 INFO Epoch 14 	 Batch 2499	LR : 0.00002	Top1 Acc.: 95.406	CLS Loss: 0.161	Mixup Loss: 1.586	CRL Loss: 0.066	CutMix Loss: 0.000	PixMix Loss: 1.278	Tot. Loss: 1.813
+2025-09-20 21:01:53,492 INFO Epoch 14 	 Batch 2599	LR : 0.00002	Top1 Acc.: 95.375	CLS Loss: 0.154	Mixup Loss: 1.578	CRL Loss: 0.061	CutMix Loss: 0.000	PixMix Loss: 1.274	Tot. Loss: 1.794
+2025-09-20 21:08:05,076 INFO Epoch 14 	 Batch 2699	LR : 0.00002	Top1 Acc.: 95.422	CLS Loss: 0.150	Mixup Loss: 1.551	CRL Loss: 0.063	CutMix Loss: 0.000	PixMix Loss: 1.232	Tot. Loss: 1.763
+2025-09-20 21:14:16,561 INFO Epoch 14 	 Batch 2799	LR : 0.00002	Top1 Acc.: 95.406	CLS Loss: 0.153	Mixup Loss: 1.531	CRL Loss: 0.066	CutMix Loss: 0.000	PixMix Loss: 1.280	Tot. Loss: 1.750
+2025-09-20 21:20:27,850 INFO Epoch 14 	 Batch 2899	LR : 0.00002	Top1 Acc.: 95.344	CLS Loss: 0.164	Mixup Loss: 1.581	CRL Loss: 0.068	CutMix Loss: 0.000	PixMix Loss: 1.257	Tot. Loss: 1.813
+2025-09-20 21:26:39,390 INFO Epoch 14 	 Batch 2999	LR : 0.00002	Top1 Acc.: 95.234	CLS Loss: 0.170	Mixup Loss: 1.567	CRL Loss: 0.067	CutMix Loss: 0.000	PixMix Loss: 1.306	Tot. Loss: 1.804
+2025-09-20 21:32:50,833 INFO Epoch 14 	 Batch 3099	LR : 0.00002	Top1 Acc.: 95.469	CLS Loss: 0.159	Mixup Loss: 1.547	CRL Loss: 0.063	CutMix Loss: 0.000	PixMix Loss: 1.241	Tot. Loss: 1.769
+2025-09-20 21:39:02,202 INFO Epoch 14 	 Batch 3199	LR : 0.00002	Top1 Acc.: 95.078	CLS Loss: 0.154	Mixup Loss: 1.544	CRL Loss: 0.065	CutMix Loss: 0.000	PixMix Loss: 1.270	Tot. Loss: 1.762
+2025-09-20 21:45:13,688 INFO Epoch 14 	 Batch 3299	LR : 0.00002	Top1 Acc.: 95.562	CLS Loss: 0.154	Mixup Loss: 1.578	CRL Loss: 0.062	CutMix Loss: 0.000	PixMix Loss: 1.276	Tot. Loss: 1.794
+2025-09-20 21:51:25,096 INFO Epoch 14 	 Batch 3399	LR : 0.00002	Top1 Acc.: 95.531	CLS Loss: 0.156	Mixup Loss: 1.569	CRL Loss: 0.060	CutMix Loss: 0.000	PixMix Loss: 1.222	Tot. Loss: 1.786
+2025-09-20 21:57:36,654 INFO Epoch 14 	 Batch 3499	LR : 0.00002	Top1 Acc.: 95.875	CLS Loss: 0.140	Mixup Loss: 1.552	CRL Loss: 0.057	CutMix Loss: 0.000	PixMix Loss: 1.217	Tot. Loss: 1.749
+2025-09-20 22:03:47,868 INFO Epoch 14 	 Batch 3599	LR : 0.00002	Top1 Acc.: 95.281	CLS Loss: 0.159	Mixup Loss: 1.581	CRL Loss: 0.064	CutMix Loss: 0.000	PixMix Loss: 1.292	Tot. Loss: 1.804
+2025-09-20 22:09:59,068 INFO Epoch 14 	 Batch 3699	LR : 0.00002	Top1 Acc.: 95.719	CLS Loss: 0.155	Mixup Loss: 1.545	CRL Loss: 0.060	CutMix Loss: 0.000	PixMix Loss: 1.265	Tot. Loss: 1.760
+2025-09-20 22:16:10,546 INFO Epoch 14 	 Batch 3799	LR : 0.00002	Top1 Acc.: 94.953	CLS Loss: 0.168	Mixup Loss: 1.573	CRL Loss: 0.066	CutMix Loss: 0.000	PixMix Loss: 1.281	Tot. Loss: 1.807
+2025-09-20 22:22:21,927 INFO Epoch 14 	 Batch 3899	LR : 0.00002	Top1 Acc.: 95.359	CLS Loss: 0.156	Mixup Loss: 1.573	CRL Loss: 0.063	CutMix Loss: 0.000	PixMix Loss: 1.249	Tot. Loss: 1.791
+2025-09-20 22:28:33,124 INFO Epoch 14 	 Batch 3999	LR : 0.00002	Top1 Acc.: 96.094	CLS Loss: 0.141	Mixup Loss: 1.544	CRL Loss: 0.055	CutMix Loss: 0.000	PixMix Loss: 1.230	Tot. Loss: 1.740
+2025-09-20 22:34:44,124 INFO Epoch 14 	 Batch 4099	LR : 0.00002	Top1 Acc.: 95.312	CLS Loss: 0.160	Mixup Loss: 1.562	CRL Loss: 0.065	CutMix Loss: 0.000	PixMix Loss: 1.243	Tot. Loss: 1.787
+2025-09-20 22:40:55,214 INFO Epoch 14 	 Batch 4199	LR : 0.00002	Top1 Acc.: 95.609	CLS Loss: 0.166	Mixup Loss: 1.567	CRL Loss: 0.061	CutMix Loss: 0.000	PixMix Loss: 1.228	Tot. Loss: 1.793
+2025-09-20 22:47:06,209 INFO Epoch 14 	 Batch 4299	LR : 0.00002	Top1 Acc.: 95.594	CLS Loss: 0.153	Mixup Loss: 1.565	CRL Loss: 0.061	CutMix Loss: 0.000	PixMix Loss: 1.258	Tot. Loss: 1.778
+2025-09-20 22:53:17,350 INFO Epoch 14 	 Batch 4399	LR : 0.00002	Top1 Acc.: 95.609	CLS Loss: 0.155	Mixup Loss: 1.541	CRL Loss: 0.060	CutMix Loss: 0.000	PixMix Loss: 1.233	Tot. Loss: 1.756
+2025-09-20 22:59:28,562 INFO Epoch 14 	 Batch 4499	LR : 0.00002	Top1 Acc.: 95.406	CLS Loss: 0.164	Mixup Loss: 1.539	CRL Loss: 0.064	CutMix Loss: 0.000	PixMix Loss: 1.274	Tot. Loss: 1.767
+2025-09-20 23:05:39,646 INFO Epoch 14 	 Batch 4599	LR : 0.00002	Top1 Acc.: 95.547	CLS Loss: 0.154	Mixup Loss: 1.537	CRL Loss: 0.061	CutMix Loss: 0.000	PixMix Loss: 1.245	Tot. Loss: 1.752
+2025-09-20 23:11:50,890 INFO Epoch 14 	 Batch 4699	LR : 0.00002	Top1 Acc.: 95.406	CLS Loss: 0.151	Mixup Loss: 1.569	CRL Loss: 0.064	CutMix Loss: 0.000	PixMix Loss: 1.267	Tot. Loss: 1.783
+2025-09-20 23:18:01,949 INFO Epoch 14 	 Batch 4799	LR : 0.00002	Top1 Acc.: 95.453	CLS Loss: 0.161	Mixup Loss: 1.544	CRL Loss: 0.066	CutMix Loss: 0.000	PixMix Loss: 1.273	Tot. Loss: 1.771
+2025-09-20 23:24:13,048 INFO Epoch 14 	 Batch 4899	LR : 0.00002	Top1 Acc.: 95.484	CLS Loss: 0.165	Mixup Loss: 1.578	CRL Loss: 0.062	CutMix Loss: 0.000	PixMix Loss: 1.302	Tot. Loss: 1.804
+2025-09-20 23:30:24,219 INFO Epoch 14 	 Batch 4999	LR : 0.00002	Top1 Acc.: 95.641	CLS Loss: 0.148	Mixup Loss: 1.545	CRL Loss: 0.062	CutMix Loss: 0.000	PixMix Loss: 1.223	Tot. Loss: 1.755
+2025-09-20 23:36:05,545 INFO ################## 
+ ---> Validation Epoch 14 (Original Model)	Acc.: 81.422	FPR: 58.273	AUROC: 87.387	AUPR: 61.557	AURC: 48.098	EAURC: 29.660	AUPR Succ.: 96.495	ECE: 7.142	NLL: 7.992	Brier: 27.439
+2025-09-20 23:40:56,881 INFO ################## 
+ ---> Validation Epoch 14 (EMA Model)	Acc.: 0.078	FPR: 94.752	AUROC: 42.919	AUPR: 99.902	AURC: 999.387	EAURC: 5.749	AUPR Succ.: 0.065	ECE: 15.339	NLL: 94.813	Brier: 105.007
+2025-09-20 23:40:57,754 INFO Original Model Accuracy improved from 81.42 to 81.42!!!
+2025-09-20 23:41:03,376 INFO ####### --- Training Epoch 15 --- #######
+2025-09-20 23:56:25,797 INFO Epoch 15 	 Batch 99	LR : 0.00002	Top1 Acc.: 95.156	CLS Loss: 0.165	Mixup Loss: 1.582	CRL Loss: 0.055	CutMix Loss: 0.000	PixMix Loss: 1.304	Tot. Loss: 1.801
+2025-09-21 00:02:37,606 INFO Epoch 15 	 Batch 199	LR : 0.00002	Top1 Acc.: 95.750	CLS Loss: 0.149	Mixup Loss: 1.551	CRL Loss: 0.050	CutMix Loss: 0.000	PixMix Loss: 1.241	Tot. Loss: 1.750
+2025-09-21 00:08:49,202 INFO Epoch 15 	 Batch 299	LR : 0.00002	Top1 Acc.: 95.422	CLS Loss: 0.153	Mixup Loss: 1.554	CRL Loss: 0.062	CutMix Loss: 0.000	PixMix Loss: 1.251	Tot. Loss: 1.770
+2025-09-21 00:15:00,629 INFO Epoch 15 	 Batch 399	LR : 0.00002	Top1 Acc.: 95.922	CLS Loss: 0.153	Mixup Loss: 1.554	CRL Loss: 0.064	CutMix Loss: 0.000	PixMix Loss: 1.230	Tot. Loss: 1.771
+2025-09-21 00:21:11,944 INFO Epoch 15 	 Batch 499	LR : 0.00002	Top1 Acc.: 95.125	CLS Loss: 0.166	Mixup Loss: 1.587	CRL Loss: 0.087	CutMix Loss: 0.000	PixMix Loss: 1.241	Tot. Loss: 1.840
+2025-09-21 00:27:23,519 INFO Epoch 15 	 Batch 599	LR : 0.00002	Top1 Acc.: 95.547	CLS Loss: 0.163	Mixup Loss: 1.576	CRL Loss: 0.085	CutMix Loss: 0.000	PixMix Loss: 1.276	Tot. Loss: 1.824
+2025-09-21 00:33:35,093 INFO Epoch 15 	 Batch 699	LR : 0.00002	Top1 Acc.: 95.516	CLS Loss: 0.158	Mixup Loss: 1.569	CRL Loss: 0.082	CutMix Loss: 0.000	PixMix Loss: 1.257	Tot. Loss: 1.809
+2025-09-21 00:39:46,396 INFO Epoch 15 	 Batch 799	LR : 0.00002	Top1 Acc.: 95.156	CLS Loss: 0.169	Mixup Loss: 1.550	CRL Loss: 0.081	CutMix Loss: 0.000	PixMix Loss: 1.203	Tot. Loss: 1.800
+2025-09-21 00:45:57,722 INFO Epoch 15 	 Batch 899	LR : 0.00002	Top1 Acc.: 95.078	CLS Loss: 0.157	Mixup Loss: 1.570	CRL Loss: 0.075	CutMix Loss: 0.000	PixMix Loss: 1.277	Tot. Loss: 1.802
+2025-09-21 00:52:09,407 INFO Epoch 15 	 Batch 999	LR : 0.00002	Top1 Acc.: 95.000	CLS Loss: 0.160	Mixup Loss: 1.556	CRL Loss: 0.072	CutMix Loss: 0.000	PixMix Loss: 1.280	Tot. Loss: 1.788
+2025-09-21 00:58:20,745 INFO Epoch 15 	 Batch 1099	LR : 0.00002	Top1 Acc.: 95.344	CLS Loss: 0.161	Mixup Loss: 1.555	CRL Loss: 0.070	CutMix Loss: 0.000	PixMix Loss: 1.232	Tot. Loss: 1.785
+2025-09-21 01:04:32,311 INFO Epoch 15 	 Batch 1199	LR : 0.00002	Top1 Acc.: 95.766	CLS Loss: 0.153	Mixup Loss: 1.558	CRL Loss: 0.064	CutMix Loss: 0.000	PixMix Loss: 1.235	Tot. Loss: 1.775
+2025-09-21 01:10:43,787 INFO Epoch 15 	 Batch 1299	LR : 0.00002	Top1 Acc.: 95.391	CLS Loss: 0.158	Mixup Loss: 1.562	CRL Loss: 0.065	CutMix Loss: 0.000	PixMix Loss: 1.267	Tot. Loss: 1.785
+2025-09-21 01:16:55,209 INFO Epoch 15 	 Batch 1399	LR : 0.00002	Top1 Acc.: 95.625	CLS Loss: 0.146	Mixup Loss: 1.524	CRL Loss: 0.057	CutMix Loss: 0.000	PixMix Loss: 1.284	Tot. Loss: 1.727
+2025-09-21 01:23:06,732 INFO Epoch 15 	 Batch 1499	LR : 0.00002	Top1 Acc.: 95.516	CLS Loss: 0.166	Mixup Loss: 1.560	CRL Loss: 0.064	CutMix Loss: 0.000	PixMix Loss: 1.296	Tot. Loss: 1.790
+2025-09-21 01:29:18,185 INFO Epoch 15 	 Batch 1599	LR : 0.00002	Top1 Acc.: 95.188	CLS Loss: 0.161	Mixup Loss: 1.556	CRL Loss: 0.068	CutMix Loss: 0.000	PixMix Loss: 1.256	Tot. Loss: 1.785
+2025-09-21 01:35:29,682 INFO Epoch 15 	 Batch 1699	LR : 0.00002	Top1 Acc.: 95.719	CLS Loss: 0.166	Mixup Loss: 1.532	CRL Loss: 0.064	CutMix Loss: 0.000	PixMix Loss: 1.258	Tot. Loss: 1.762
+2025-09-21 01:41:41,239 INFO Epoch 15 	 Batch 1799	LR : 0.00002	Top1 Acc.: 95.609	CLS Loss: 0.156	Mixup Loss: 1.541	CRL Loss: 0.061	CutMix Loss: 0.000	PixMix Loss: 1.242	Tot. Loss: 1.758
+2025-09-21 01:47:52,711 INFO Epoch 15 	 Batch 1899	LR : 0.00002	Top1 Acc.: 95.094	CLS Loss: 0.166	Mixup Loss: 1.567	CRL Loss: 0.068	CutMix Loss: 0.000	PixMix Loss: 1.297	Tot. Loss: 1.801
+2025-09-21 01:54:04,164 INFO Epoch 15 	 Batch 1999	LR : 0.00002	Top1 Acc.: 95.875	CLS Loss: 0.147	Mixup Loss: 1.540	CRL Loss: 0.057	CutMix Loss: 0.000	PixMix Loss: 1.240	Tot. Loss: 1.744
+2025-09-21 02:00:15,574 INFO Epoch 15 	 Batch 2099	LR : 0.00002	Top1 Acc.: 95.469	CLS Loss: 0.162	Mixup Loss: 1.565	CRL Loss: 0.066	CutMix Loss: 0.000	PixMix Loss: 1.229	Tot. Loss: 1.794
+2025-09-21 02:06:27,112 INFO Epoch 15 	 Batch 2199	LR : 0.00002	Top1 Acc.: 95.719	CLS Loss: 0.146	Mixup Loss: 1.541	CRL Loss: 0.060	CutMix Loss: 0.000	PixMix Loss: 1.234	Tot. Loss: 1.747
+2025-09-21 02:12:38,577 INFO Epoch 15 	 Batch 2299	LR : 0.00002	Top1 Acc.: 95.406	CLS Loss: 0.162	Mixup Loss: 1.578	CRL Loss: 0.066	CutMix Loss: 0.000	PixMix Loss: 1.238	Tot. Loss: 1.806
+2025-09-21 02:18:50,143 INFO Epoch 15 	 Batch 2399	LR : 0.00002	Top1 Acc.: 95.953	CLS Loss: 0.144	Mixup Loss: 1.554	CRL Loss: 0.058	CutMix Loss: 0.000	PixMix Loss: 1.216	Tot. Loss: 1.755
+2025-09-21 02:25:01,676 INFO Epoch 15 	 Batch 2499	LR : 0.00002	Top1 Acc.: 95.484	CLS Loss: 0.160	Mixup Loss: 1.555	CRL Loss: 0.065	CutMix Loss: 0.000	PixMix Loss: 1.276	Tot. Loss: 1.780
+2025-09-21 02:31:13,098 INFO Epoch 15 	 Batch 2599	LR : 0.00002	Top1 Acc.: 95.375	CLS Loss: 0.155	Mixup Loss: 1.566	CRL Loss: 0.060	CutMix Loss: 0.000	PixMix Loss: 1.274	Tot. Loss: 1.781
+2025-09-21 02:37:24,602 INFO Epoch 15 	 Batch 2699	LR : 0.00002	Top1 Acc.: 95.500	CLS Loss: 0.149	Mixup Loss: 1.574	CRL Loss: 0.062	CutMix Loss: 0.000	PixMix Loss: 1.256	Tot. Loss: 1.785
+2025-09-21 02:43:36,165 INFO Epoch 15 	 Batch 2799	LR : 0.00002	Top1 Acc.: 95.344	CLS Loss: 0.153	Mixup Loss: 1.536	CRL Loss: 0.065	CutMix Loss: 0.000	PixMix Loss: 1.272	Tot. Loss: 1.754
+2025-09-21 02:49:47,629 INFO Epoch 15 	 Batch 2899	LR : 0.00002	Top1 Acc.: 95.484	CLS Loss: 0.162	Mixup Loss: 1.574	CRL Loss: 0.068	CutMix Loss: 0.000	PixMix Loss: 1.257	Tot. Loss: 1.803
+2025-09-21 02:55:59,133 INFO Epoch 15 	 Batch 2999	LR : 0.00002	Top1 Acc.: 95.219	CLS Loss: 0.169	Mixup Loss: 1.577	CRL Loss: 0.066	CutMix Loss: 0.000	PixMix Loss: 1.207	Tot. Loss: 1.813
+2025-09-21 03:02:10,728 INFO Epoch 15 	 Batch 3099	LR : 0.00002	Top1 Acc.: 95.484	CLS Loss: 0.158	Mixup Loss: 1.558	CRL Loss: 0.063	CutMix Loss: 0.000	PixMix Loss: 1.254	Tot. Loss: 1.779
+2025-09-21 03:08:22,207 INFO Epoch 15 	 Batch 3199	LR : 0.00002	Top1 Acc.: 95.281	CLS Loss: 0.153	Mixup Loss: 1.556	CRL Loss: 0.064	CutMix Loss: 0.000	PixMix Loss: 1.221	Tot. Loss: 1.774
+2025-09-21 03:14:33,549 INFO Epoch 15 	 Batch 3299	LR : 0.00002	Top1 Acc.: 95.531	CLS Loss: 0.153	Mixup Loss: 1.568	CRL Loss: 0.061	CutMix Loss: 0.000	PixMix Loss: 1.239	Tot. Loss: 1.782
+2025-09-21 03:20:45,131 INFO Epoch 15 	 Batch 3399	LR : 0.00002	Top1 Acc.: 95.422	CLS Loss: 0.154	Mixup Loss: 1.562	CRL Loss: 0.059	CutMix Loss: 0.000	PixMix Loss: 1.284	Tot. Loss: 1.774
+2025-09-21 03:26:56,460 INFO Epoch 15 	 Batch 3499	LR : 0.00002	Top1 Acc.: 95.969	CLS Loss: 0.138	Mixup Loss: 1.535	CRL Loss: 0.055	CutMix Loss: 0.000	PixMix Loss: 1.293	Tot. Loss: 1.729
+2025-09-21 03:33:07,722 INFO Epoch 15 	 Batch 3599	LR : 0.00002	Top1 Acc.: 95.391	CLS Loss: 0.159	Mixup Loss: 1.568	CRL Loss: 0.064	CutMix Loss: 0.000	PixMix Loss: 1.251	Tot. Loss: 1.791
+2025-09-21 03:39:19,154 INFO Epoch 15 	 Batch 3699	LR : 0.00002	Top1 Acc.: 95.750	CLS Loss: 0.154	Mixup Loss: 1.540	CRL Loss: 0.059	CutMix Loss: 0.000	PixMix Loss: 1.267	Tot. Loss: 1.753
+2025-09-21 03:45:29,950 INFO Epoch 15 	 Batch 3799	LR : 0.00002	Top1 Acc.: 95.297	CLS Loss: 0.165	Mixup Loss: 1.558	CRL Loss: 0.065	CutMix Loss: 0.000	PixMix Loss: 1.299	Tot. Loss: 1.788
+2025-09-21 03:51:41,298 INFO Epoch 15 	 Batch 3899	LR : 0.00002	Top1 Acc.: 95.453	CLS Loss: 0.157	Mixup Loss: 1.562	CRL Loss: 0.061	CutMix Loss: 0.000	PixMix Loss: 1.263	Tot. Loss: 1.780
+2025-09-21 03:57:52,536 INFO Epoch 15 	 Batch 3999	LR : 0.00002	Top1 Acc.: 96.000	CLS Loss: 0.141	Mixup Loss: 1.552	CRL Loss: 0.054	CutMix Loss: 0.000	PixMix Loss: 1.228	Tot. Loss: 1.747
+2025-09-21 04:04:03,733 INFO Epoch 15 	 Batch 4099	LR : 0.00002	Top1 Acc.: 95.375	CLS Loss: 0.160	Mixup Loss: 1.556	CRL Loss: 0.065	CutMix Loss: 0.000	PixMix Loss: 1.246	Tot. Loss: 1.781
+2025-09-21 04:10:14,967 INFO Epoch 15 	 Batch 4199	LR : 0.00002	Top1 Acc.: 95.625	CLS Loss: 0.164	Mixup Loss: 1.553	CRL Loss: 0.060	CutMix Loss: 0.000	PixMix Loss: 1.263	Tot. Loss: 1.777
+2025-09-21 04:16:26,086 INFO Epoch 15 	 Batch 4299	LR : 0.00002	Top1 Acc.: 95.594	CLS Loss: 0.152	Mixup Loss: 1.547	CRL Loss: 0.060	CutMix Loss: 0.000	PixMix Loss: 1.231	Tot. Loss: 1.759
+2025-09-21 04:22:37,164 INFO Epoch 15 	 Batch 4399	LR : 0.00002	Top1 Acc.: 95.688	CLS Loss: 0.153	Mixup Loss: 1.541	CRL Loss: 0.059	CutMix Loss: 0.000	PixMix Loss: 1.240	Tot. Loss: 1.754
+2025-09-21 04:28:48,267 INFO Epoch 15 	 Batch 4499	LR : 0.00002	Top1 Acc.: 95.422	CLS Loss: 0.163	Mixup Loss: 1.542	CRL Loss: 0.064	CutMix Loss: 0.000	PixMix Loss: 1.218	Tot. Loss: 1.769
+2025-09-21 04:34:59,342 INFO Epoch 15 	 Batch 4599	LR : 0.00002	Top1 Acc.: 95.625	CLS Loss: 0.153	Mixup Loss: 1.530	CRL Loss: 0.061	CutMix Loss: 0.000	PixMix Loss: 1.255	Tot. Loss: 1.744
+2025-09-21 04:41:10,537 INFO Epoch 15 	 Batch 4699	LR : 0.00002	Top1 Acc.: 95.531	CLS Loss: 0.149	Mixup Loss: 1.561	CRL Loss: 0.063	CutMix Loss: 0.000	PixMix Loss: 1.233	Tot. Loss: 1.772
+2025-09-21 04:47:21,605 INFO Epoch 15 	 Batch 4799	LR : 0.00001	Top1 Acc.: 95.406	CLS Loss: 0.161	Mixup Loss: 1.553	CRL Loss: 0.065	CutMix Loss: 0.000	PixMix Loss: 1.266	Tot. Loss: 1.778
+2025-09-21 04:53:32,605 INFO Epoch 15 	 Batch 4899	LR : 0.00001	Top1 Acc.: 95.422	CLS Loss: 0.162	Mixup Loss: 1.553	CRL Loss: 0.061	CutMix Loss: 0.000	PixMix Loss: 1.273	Tot. Loss: 1.776
+2025-09-21 04:59:43,635 INFO Epoch 15 	 Batch 4999	LR : 0.00001	Top1 Acc.: 95.703	CLS Loss: 0.145	Mixup Loss: 1.516	CRL Loss: 0.061	CutMix Loss: 0.000	PixMix Loss: 1.241	Tot. Loss: 1.722
+2025-09-21 05:04:27,385 INFO ################## 
+ ---> Validation Epoch 15 (Original Model)	Acc.: 81.386	FPR: 57.967	AUROC: 87.405	AUPR: 61.809	AURC: 48.258	EAURC: 29.746	AUPR Succ.: 96.483	ECE: 7.211	NLL: 8.007	Brier: 27.451
+2025-09-21 05:09:03,856 INFO ################## 
+ ---> Validation Epoch 15 (EMA Model)	Acc.: 0.078	FPR: 94.752	AUROC: 42.919	AUPR: 99.902	AURC: 999.387	EAURC: 5.749	AUPR Succ.: 0.065	ECE: 15.339	NLL: 94.813	Brier: 105.007
+2025-09-21 05:09:05,533 INFO ####### --- Training Epoch 16 --- #######
+2025-09-21 05:23:36,571 INFO Epoch 16 	 Batch 99	LR : 0.00001	Top1 Acc.: 95.281	CLS Loss: 0.163	Mixup Loss: 1.574	CRL Loss: 0.055	CutMix Loss: 0.000	PixMix Loss: 1.305	Tot. Loss: 1.792
+2025-09-21 05:29:47,857 INFO Epoch 16 	 Batch 199	LR : 0.00001	Top1 Acc.: 95.781	CLS Loss: 0.147	Mixup Loss: 1.558	CRL Loss: 0.050	CutMix Loss: 0.000	PixMix Loss: 1.247	Tot. Loss: 1.755
+2025-09-21 05:35:59,033 INFO Epoch 16 	 Batch 299	LR : 0.00001	Top1 Acc.: 95.438	CLS Loss: 0.153	Mixup Loss: 1.547	CRL Loss: 0.060	CutMix Loss: 0.000	PixMix Loss: 1.261	Tot. Loss: 1.761
+2025-09-21 05:42:10,135 INFO Epoch 16 	 Batch 399	LR : 0.00001	Top1 Acc.: 95.922	CLS Loss: 0.152	Mixup Loss: 1.550	CRL Loss: 0.063	CutMix Loss: 0.000	PixMix Loss: 1.234	Tot. Loss: 1.765
+2025-09-21 05:48:21,222 INFO Epoch 16 	 Batch 499	LR : 0.00001	Top1 Acc.: 95.172	CLS Loss: 0.167	Mixup Loss: 1.559	CRL Loss: 0.085	CutMix Loss: 0.000	PixMix Loss: 1.256	Tot. Loss: 1.811
+2025-09-21 05:54:32,194 INFO Epoch 16 	 Batch 599	LR : 0.00001	Top1 Acc.: 95.594	CLS Loss: 0.161	Mixup Loss: 1.562	CRL Loss: 0.083	CutMix Loss: 0.000	PixMix Loss: 1.260	Tot. Loss: 1.806
+2025-09-21 06:00:43,332 INFO Epoch 16 	 Batch 699	LR : 0.00001	Top1 Acc.: 95.500	CLS Loss: 0.157	Mixup Loss: 1.564	CRL Loss: 0.080	CutMix Loss: 0.000	PixMix Loss: 1.270	Tot. Loss: 1.801
+2025-09-21 06:06:54,390 INFO Epoch 16 	 Batch 799	LR : 0.00001	Top1 Acc.: 95.109	CLS Loss: 0.167	Mixup Loss: 1.539	CRL Loss: 0.079	CutMix Loss: 0.000	PixMix Loss: 1.239	Tot. Loss: 1.786
+2025-09-21 06:13:05,468 INFO Epoch 16 	 Batch 899	LR : 0.00001	Top1 Acc.: 95.109	CLS Loss: 0.155	Mixup Loss: 1.546	CRL Loss: 0.074	CutMix Loss: 0.000	PixMix Loss: 1.238	Tot. Loss: 1.775
+2025-09-21 06:19:16,576 INFO Epoch 16 	 Batch 999	LR : 0.00001	Top1 Acc.: 95.109	CLS Loss: 0.158	Mixup Loss: 1.549	CRL Loss: 0.071	CutMix Loss: 0.000	PixMix Loss: 1.305	Tot. Loss: 1.778
+2025-09-21 06:25:27,619 INFO Epoch 16 	 Batch 1099	LR : 0.00001	Top1 Acc.: 95.500	CLS Loss: 0.158	Mixup Loss: 1.546	CRL Loss: 0.068	CutMix Loss: 0.000	PixMix Loss: 1.220	Tot. Loss: 1.772
+2025-09-21 06:31:38,688 INFO Epoch 16 	 Batch 1199	LR : 0.00001	Top1 Acc.: 95.891	CLS Loss: 0.152	Mixup Loss: 1.556	CRL Loss: 0.063	CutMix Loss: 0.000	PixMix Loss: 1.267	Tot. Loss: 1.771
+2025-09-21 06:37:49,909 INFO Epoch 16 	 Batch 1299	LR : 0.00001	Top1 Acc.: 95.578	CLS Loss: 0.155	Mixup Loss: 1.574	CRL Loss: 0.064	CutMix Loss: 0.000	PixMix Loss: 1.253	Tot. Loss: 1.794
+2025-09-21 06:44:01,020 INFO Epoch 16 	 Batch 1399	LR : 0.00001	Top1 Acc.: 95.797	CLS Loss: 0.145	Mixup Loss: 1.514	CRL Loss: 0.056	CutMix Loss: 0.000	PixMix Loss: 1.213	Tot. Loss: 1.715
+2025-09-21 06:50:12,225 INFO Epoch 16 	 Batch 1499	LR : 0.00001	Top1 Acc.: 95.578	CLS Loss: 0.164	Mixup Loss: 1.571	CRL Loss: 0.062	CutMix Loss: 0.000	PixMix Loss: 1.295	Tot. Loss: 1.797
+2025-09-21 06:56:23,343 INFO Epoch 16 	 Batch 1599	LR : 0.00001	Top1 Acc.: 95.375	CLS Loss: 0.159	Mixup Loss: 1.564	CRL Loss: 0.067	CutMix Loss: 0.000	PixMix Loss: 1.242	Tot. Loss: 1.790
+2025-09-21 07:02:34,477 INFO Epoch 16 	 Batch 1699	LR : 0.00001	Top1 Acc.: 95.766	CLS Loss: 0.164	Mixup Loss: 1.547	CRL Loss: 0.062	CutMix Loss: 0.000	PixMix Loss: 1.222	Tot. Loss: 1.773
+2025-09-21 07:08:45,596 INFO Epoch 16 	 Batch 1799	LR : 0.00001	Top1 Acc.: 95.594	CLS Loss: 0.153	Mixup Loss: 1.542	CRL Loss: 0.060	CutMix Loss: 0.000	PixMix Loss: 1.246	Tot. Loss: 1.755
+2025-09-21 07:14:56,613 INFO Epoch 16 	 Batch 1899	LR : 0.00001	Top1 Acc.: 95.188	CLS Loss: 0.164	Mixup Loss: 1.556	CRL Loss: 0.067	CutMix Loss: 0.000	PixMix Loss: 1.222	Tot. Loss: 1.787
+2025-09-21 07:21:07,715 INFO Epoch 16 	 Batch 1999	LR : 0.00001	Top1 Acc.: 95.891	CLS Loss: 0.145	Mixup Loss: 1.528	CRL Loss: 0.055	CutMix Loss: 0.000	PixMix Loss: 1.204	Tot. Loss: 1.729
+2025-09-21 07:27:18,776 INFO Epoch 16 	 Batch 2099	LR : 0.00001	Top1 Acc.: 95.453	CLS Loss: 0.164	Mixup Loss: 1.553	CRL Loss: 0.065	CutMix Loss: 0.000	PixMix Loss: 1.246	Tot. Loss: 1.781
+2025-09-21 07:33:29,806 INFO Epoch 16 	 Batch 2199	LR : 0.00001	Top1 Acc.: 95.812	CLS Loss: 0.145	Mixup Loss: 1.529	CRL Loss: 0.059	CutMix Loss: 0.000	PixMix Loss: 1.254	Tot. Loss: 1.734
+2025-09-21 07:39:40,829 INFO Epoch 16 	 Batch 2299	LR : 0.00001	Top1 Acc.: 95.281	CLS Loss: 0.161	Mixup Loss: 1.539	CRL Loss: 0.065	CutMix Loss: 0.000	PixMix Loss: 1.224	Tot. Loss: 1.765
+2025-09-21 07:45:51,948 INFO Epoch 16 	 Batch 2399	LR : 0.00001	Top1 Acc.: 95.953	CLS Loss: 0.143	Mixup Loss: 1.539	CRL Loss: 0.058	CutMix Loss: 0.000	PixMix Loss: 1.233	Tot. Loss: 1.740
+2025-09-21 07:52:02,964 INFO Epoch 16 	 Batch 2499	LR : 0.00001	Top1 Acc.: 95.500	CLS Loss: 0.159	Mixup Loss: 1.564	CRL Loss: 0.064	CutMix Loss: 0.000	PixMix Loss: 1.273	Tot. Loss: 1.787
+2025-09-21 07:58:14,026 INFO Epoch 16 	 Batch 2599	LR : 0.00001	Top1 Acc.: 95.328	CLS Loss: 0.151	Mixup Loss: 1.550	CRL Loss: 0.060	CutMix Loss: 0.000	PixMix Loss: 1.289	Tot. Loss: 1.761
+2025-09-21 08:04:25,037 INFO Epoch 16 	 Batch 2699	LR : 0.00001	Top1 Acc.: 95.562	CLS Loss: 0.149	Mixup Loss: 1.549	CRL Loss: 0.061	CutMix Loss: 0.000	PixMix Loss: 1.255	Tot. Loss: 1.759
+2025-09-21 08:10:36,345 INFO Epoch 16 	 Batch 2799	LR : 0.00001	Top1 Acc.: 95.312	CLS Loss: 0.152	Mixup Loss: 1.545	CRL Loss: 0.065	CutMix Loss: 0.000	PixMix Loss: 1.271	Tot. Loss: 1.762
+2025-09-21 08:16:47,517 INFO Epoch 16 	 Batch 2899	LR : 0.00001	Top1 Acc.: 95.500	CLS Loss: 0.160	Mixup Loss: 1.572	CRL Loss: 0.066	CutMix Loss: 0.000	PixMix Loss: 1.229	Tot. Loss: 1.798
+2025-09-21 08:22:58,579 INFO Epoch 16 	 Batch 2999	LR : 0.00001	Top1 Acc.: 95.141	CLS Loss: 0.168	Mixup Loss: 1.571	CRL Loss: 0.065	CutMix Loss: 0.000	PixMix Loss: 1.299	Tot. Loss: 1.805
+2025-09-21 08:29:09,703 INFO Epoch 16 	 Batch 3099	LR : 0.00001	Top1 Acc.: 95.453	CLS Loss: 0.158	Mixup Loss: 1.551	CRL Loss: 0.061	CutMix Loss: 0.000	PixMix Loss: 1.263	Tot. Loss: 1.770
+2025-09-21 08:35:20,711 INFO Epoch 16 	 Batch 3199	LR : 0.00001	Top1 Acc.: 95.297	CLS Loss: 0.152	Mixup Loss: 1.544	CRL Loss: 0.063	CutMix Loss: 0.000	PixMix Loss: 1.299	Tot. Loss: 1.759
+2025-09-21 08:41:31,913 INFO Epoch 16 	 Batch 3299	LR : 0.00001	Top1 Acc.: 95.578	CLS Loss: 0.152	Mixup Loss: 1.540	CRL Loss: 0.060	CutMix Loss: 0.000	PixMix Loss: 1.284	Tot. Loss: 1.752
+2025-09-21 08:47:42,860 INFO Epoch 16 	 Batch 3399	LR : 0.00001	Top1 Acc.: 95.516	CLS Loss: 0.153	Mixup Loss: 1.569	CRL Loss: 0.058	CutMix Loss: 0.000	PixMix Loss: 1.195	Tot. Loss: 1.780
+2025-09-21 08:53:53,943 INFO Epoch 16 	 Batch 3499	LR : 0.00001	Top1 Acc.: 96.078	CLS Loss: 0.137	Mixup Loss: 1.550	CRL Loss: 0.054	CutMix Loss: 0.000	PixMix Loss: 1.221	Tot. Loss: 1.741
+2025-09-21 09:00:05,237 INFO Epoch 16 	 Batch 3599	LR : 0.00001	Top1 Acc.: 95.594	CLS Loss: 0.157	Mixup Loss: 1.556	CRL Loss: 0.063	CutMix Loss: 0.000	PixMix Loss: 1.281	Tot. Loss: 1.776
+2025-09-21 09:06:15,781 INFO Epoch 16 	 Batch 3699	LR : 0.00001	Top1 Acc.: 95.703	CLS Loss: 0.154	Mixup Loss: 1.533	CRL Loss: 0.058	CutMix Loss: 0.000	PixMix Loss: 1.270	Tot. Loss: 1.746
+2025-09-21 09:12:27,001 INFO Epoch 16 	 Batch 3799	LR : 0.00001	Top1 Acc.: 95.172	CLS Loss: 0.168	Mixup Loss: 1.570	CRL Loss: 0.065	CutMix Loss: 0.000	PixMix Loss: 1.273	Tot. Loss: 1.802
+2025-09-21 09:18:38,107 INFO Epoch 16 	 Batch 3899	LR : 0.00001	Top1 Acc.: 95.453	CLS Loss: 0.154	Mixup Loss: 1.570	CRL Loss: 0.060	CutMix Loss: 0.000	PixMix Loss: 1.267	Tot. Loss: 1.783
+2025-09-21 09:24:49,301 INFO Epoch 16 	 Batch 3999	LR : 0.00001	Top1 Acc.: 96.188	CLS Loss: 0.139	Mixup Loss: 1.544	CRL Loss: 0.054	CutMix Loss: 0.000	PixMix Loss: 1.237	Tot. Loss: 1.737
+2025-09-21 09:31:00,352 INFO Epoch 16 	 Batch 4099	LR : 0.00001	Top1 Acc.: 95.375	CLS Loss: 0.158	Mixup Loss: 1.533	CRL Loss: 0.063	CutMix Loss: 0.000	PixMix Loss: 1.270	Tot. Loss: 1.754
+2025-09-21 09:37:11,519 INFO Epoch 16 	 Batch 4199	LR : 0.00001	Top1 Acc.: 95.766	CLS Loss: 0.164	Mixup Loss: 1.541	CRL Loss: 0.060	CutMix Loss: 0.000	PixMix Loss: 1.272	Tot. Loss: 1.764
+2025-09-21 09:43:22,734 INFO Epoch 16 	 Batch 4299	LR : 0.00001	Top1 Acc.: 95.750	CLS Loss: 0.152	Mixup Loss: 1.552	CRL Loss: 0.060	CutMix Loss: 0.000	PixMix Loss: 1.239	Tot. Loss: 1.764
+2025-09-21 09:49:34,018 INFO Epoch 16 	 Batch 4399	LR : 0.00001	Top1 Acc.: 95.812	CLS Loss: 0.153	Mixup Loss: 1.528	CRL Loss: 0.059	CutMix Loss: 0.000	PixMix Loss: 1.262	Tot. Loss: 1.740
+2025-09-21 09:55:45,207 INFO Epoch 16 	 Batch 4499	LR : 0.00001	Top1 Acc.: 95.328	CLS Loss: 0.163	Mixup Loss: 1.536	CRL Loss: 0.063	CutMix Loss: 0.000	PixMix Loss: 1.209	Tot. Loss: 1.761
+2025-09-21 10:01:56,677 INFO Epoch 16 	 Batch 4599	LR : 0.00001	Top1 Acc.: 95.625	CLS Loss: 0.153	Mixup Loss: 1.530	CRL Loss: 0.060	CutMix Loss: 0.000	PixMix Loss: 1.250	Tot. Loss: 1.743
+2025-09-21 10:08:08,196 INFO Epoch 16 	 Batch 4699	LR : 0.00001	Top1 Acc.: 95.422	CLS Loss: 0.148	Mixup Loss: 1.544	CRL Loss: 0.062	CutMix Loss: 0.000	PixMix Loss: 1.248	Tot. Loss: 1.755
+2025-09-21 10:14:19,633 INFO Epoch 16 	 Batch 4799	LR : 0.00001	Top1 Acc.: 95.406	CLS Loss: 0.160	Mixup Loss: 1.543	CRL Loss: 0.064	CutMix Loss: 0.000	PixMix Loss: 1.332	Tot. Loss: 1.766
+2025-09-21 10:20:31,165 INFO Epoch 16 	 Batch 4899	LR : 0.00001	Top1 Acc.: 95.328	CLS Loss: 0.161	Mixup Loss: 1.558	CRL Loss: 0.060	CutMix Loss: 0.000	PixMix Loss: 1.254	Tot. Loss: 1.779
+2025-09-21 10:26:42,401 INFO Epoch 16 	 Batch 4999	LR : 0.00001	Top1 Acc.: 95.672	CLS Loss: 0.146	Mixup Loss: 1.534	CRL Loss: 0.060	CutMix Loss: 0.000	PixMix Loss: 1.293	Tot. Loss: 1.739
+2025-09-21 10:31:17,921 INFO ################## 
+ ---> Validation Epoch 16 (Original Model)	Acc.: 81.420	FPR: 58.192	AUROC: 87.319	AUPR: 61.560	AURC: 48.394	EAURC: 29.952	AUPR Succ.: 96.460	ECE: 7.200	NLL: 8.021	Brier: 27.465
+2025-09-21 10:35:40,095 INFO ################## 
+ ---> Validation Epoch 16 (EMA Model)	Acc.: 0.078	FPR: 94.752	AUROC: 42.919	AUPR: 99.902	AURC: 999.387	EAURC: 5.749	AUPR Succ.: 0.065	ECE: 15.339	NLL: 94.813	Brier: 105.007
+2025-09-21 10:35:40,132 INFO ####### --- Training Epoch 17 --- #######
+2025-09-21 10:49:12,450 INFO Epoch 17 	 Batch 99	LR : 0.00001	Top1 Acc.: 95.188	CLS Loss: 0.162	Mixup Loss: 1.561	CRL Loss: 0.055	CutMix Loss: 0.000	PixMix Loss: 1.283	Tot. Loss: 1.779
+2025-09-21 10:55:23,497 INFO Epoch 17 	 Batch 199	LR : 0.00001	Top1 Acc.: 95.812	CLS Loss: 0.147	Mixup Loss: 1.540	CRL Loss: 0.050	CutMix Loss: 0.000	PixMix Loss: 1.243	Tot. Loss: 1.736
+2025-09-21 11:01:34,315 INFO Epoch 17 	 Batch 299	LR : 0.00001	Top1 Acc.: 95.328	CLS Loss: 0.151	Mixup Loss: 1.557	CRL Loss: 0.060	CutMix Loss: 0.000	PixMix Loss: 1.251	Tot. Loss: 1.768
+2025-09-21 11:07:45,407 INFO Epoch 17 	 Batch 399	LR : 0.00001	Top1 Acc.: 95.953	CLS Loss: 0.153	Mixup Loss: 1.552	CRL Loss: 0.063	CutMix Loss: 0.000	PixMix Loss: 1.196	Tot. Loss: 1.768
+2025-09-21 11:13:56,451 INFO Epoch 17 	 Batch 499	LR : 0.00001	Top1 Acc.: 95.188	CLS Loss: 0.166	Mixup Loss: 1.556	CRL Loss: 0.083	CutMix Loss: 0.000	PixMix Loss: 1.235	Tot. Loss: 1.804
+2025-09-21 11:20:07,518 INFO Epoch 17 	 Batch 599	LR : 0.00001	Top1 Acc.: 95.641	CLS Loss: 0.160	Mixup Loss: 1.563	CRL Loss: 0.081	CutMix Loss: 0.000	PixMix Loss: 1.261	Tot. Loss: 1.804
+2025-09-21 11:26:18,636 INFO Epoch 17 	 Batch 699	LR : 0.00001	Top1 Acc.: 95.547	CLS Loss: 0.156	Mixup Loss: 1.562	CRL Loss: 0.078	CutMix Loss: 0.000	PixMix Loss: 1.262	Tot. Loss: 1.796
+2025-09-21 11:32:29,496 INFO Epoch 17 	 Batch 799	LR : 0.00001	Top1 Acc.: 95.234	CLS Loss: 0.166	Mixup Loss: 1.548	CRL Loss: 0.078	CutMix Loss: 0.000	PixMix Loss: 1.265	Tot. Loss: 1.791
+2025-09-21 11:38:40,506 INFO Epoch 17 	 Batch 899	LR : 0.00001	Top1 Acc.: 95.344	CLS Loss: 0.155	Mixup Loss: 1.560	CRL Loss: 0.072	CutMix Loss: 0.000	PixMix Loss: 1.292	Tot. Loss: 1.787
+2025-09-21 11:44:51,450 INFO Epoch 17 	 Batch 999	LR : 0.00001	Top1 Acc.: 95.297	CLS Loss: 0.156	Mixup Loss: 1.553	CRL Loss: 0.070	CutMix Loss: 0.000	PixMix Loss: 1.246	Tot. Loss: 1.779
+2025-09-21 11:51:02,295 INFO Epoch 17 	 Batch 1099	LR : 0.00001	Top1 Acc.: 95.203	CLS Loss: 0.159	Mixup Loss: 1.537	CRL Loss: 0.067	CutMix Loss: 0.000	PixMix Loss: 1.275	Tot. Loss: 1.762
+2025-09-21 11:57:13,125 INFO Epoch 17 	 Batch 1199	LR : 0.00001	Top1 Acc.: 95.844	CLS Loss: 0.153	Mixup Loss: 1.546	CRL Loss: 0.062	CutMix Loss: 0.000	PixMix Loss: 1.262	Tot. Loss: 1.761
+2025-09-21 12:03:24,132 INFO Epoch 17 	 Batch 1299	LR : 0.00001	Top1 Acc.: 95.547	CLS Loss: 0.155	Mixup Loss: 1.553	CRL Loss: 0.064	CutMix Loss: 0.000	PixMix Loss: 1.255	Tot. Loss: 1.772
+2025-09-21 12:09:35,203 INFO Epoch 17 	 Batch 1399	LR : 0.00001	Top1 Acc.: 95.812	CLS Loss: 0.145	Mixup Loss: 1.531	CRL Loss: 0.055	CutMix Loss: 0.000	PixMix Loss: 1.237	Tot. Loss: 1.731
+2025-09-21 12:15:46,256 INFO Epoch 17 	 Batch 1499	LR : 0.00001	Top1 Acc.: 95.500	CLS Loss: 0.164	Mixup Loss: 1.550	CRL Loss: 0.061	CutMix Loss: 0.000	PixMix Loss: 1.239	Tot. Loss: 1.776
+2025-09-21 12:21:57,131 INFO Epoch 17 	 Batch 1599	LR : 0.00001	Top1 Acc.: 95.281	CLS Loss: 0.158	Mixup Loss: 1.567	CRL Loss: 0.066	CutMix Loss: 0.000	PixMix Loss: 1.265	Tot. Loss: 1.792
+2025-09-21 12:28:08,087 INFO Epoch 17 	 Batch 1699	LR : 0.00001	Top1 Acc.: 95.688	CLS Loss: 0.165	Mixup Loss: 1.534	CRL Loss: 0.061	CutMix Loss: 0.000	PixMix Loss: 1.231	Tot. Loss: 1.760
+2025-09-21 12:34:19,096 INFO Epoch 17 	 Batch 1799	LR : 0.00001	Top1 Acc.: 95.703	CLS Loss: 0.154	Mixup Loss: 1.560	CRL Loss: 0.060	CutMix Loss: 0.000	PixMix Loss: 1.239	Tot. Loss: 1.774
+2025-09-21 12:40:29,971 INFO Epoch 17 	 Batch 1899	LR : 0.00001	Top1 Acc.: 95.219	CLS Loss: 0.164	Mixup Loss: 1.569	CRL Loss: 0.065	CutMix Loss: 0.000	PixMix Loss: 1.254	Tot. Loss: 1.798
+2025-09-21 12:46:40,793 INFO Epoch 17 	 Batch 1999	LR : 0.00001	Top1 Acc.: 95.797	CLS Loss: 0.144	Mixup Loss: 1.552	CRL Loss: 0.055	CutMix Loss: 0.000	PixMix Loss: 1.214	Tot. Loss: 1.750
+2025-09-21 12:52:51,725 INFO Epoch 17 	 Batch 2099	LR : 0.00001	Top1 Acc.: 95.453	CLS Loss: 0.162	Mixup Loss: 1.567	CRL Loss: 0.064	CutMix Loss: 0.000	PixMix Loss: 1.247	Tot. Loss: 1.792
+2025-09-21 12:59:02,770 INFO Epoch 17 	 Batch 2199	LR : 0.00001	Top1 Acc.: 95.594	CLS Loss: 0.145	Mixup Loss: 1.518	CRL Loss: 0.059	CutMix Loss: 0.000	PixMix Loss: 1.252	Tot. Loss: 1.722
+2025-09-21 13:05:13,758 INFO Epoch 17 	 Batch 2299	LR : 0.00001	Top1 Acc.: 95.453	CLS Loss: 0.160	Mixup Loss: 1.572	CRL Loss: 0.064	CutMix Loss: 0.000	PixMix Loss: 1.253	Tot. Loss: 1.796
+2025-09-21 13:11:24,785 INFO Epoch 17 	 Batch 2399	LR : 0.00001	Top1 Acc.: 95.938	CLS Loss: 0.143	Mixup Loss: 1.533	CRL Loss: 0.057	CutMix Loss: 0.000	PixMix Loss: 1.249	Tot. Loss: 1.732
+2025-09-21 13:17:35,739 INFO Epoch 17 	 Batch 2499	LR : 0.00001	Top1 Acc.: 95.406	CLS Loss: 0.160	Mixup Loss: 1.571	CRL Loss: 0.063	CutMix Loss: 0.000	PixMix Loss: 1.240	Tot. Loss: 1.794
+2025-09-21 13:23:46,890 INFO Epoch 17 	 Batch 2599	LR : 0.00001	Top1 Acc.: 95.500	CLS Loss: 0.151	Mixup Loss: 1.560	CRL Loss: 0.059	CutMix Loss: 0.000	PixMix Loss: 1.295	Tot. Loss: 1.769
+2025-09-21 13:29:58,030 INFO Epoch 17 	 Batch 2699	LR : 0.00001	Top1 Acc.: 95.531	CLS Loss: 0.148	Mixup Loss: 1.560	CRL Loss: 0.060	CutMix Loss: 0.000	PixMix Loss: 1.255	Tot. Loss: 1.767
+2025-09-21 13:36:09,162 INFO Epoch 17 	 Batch 2799	LR : 0.00001	Top1 Acc.: 95.484	CLS Loss: 0.151	Mixup Loss: 1.550	CRL Loss: 0.063	CutMix Loss: 0.000	PixMix Loss: 1.276	Tot. Loss: 1.764
+2025-09-21 13:42:20,023 INFO Epoch 17 	 Batch 2899	LR : 0.00001	Top1 Acc.: 95.469	CLS Loss: 0.160	Mixup Loss: 1.570	CRL Loss: 0.065	CutMix Loss: 0.000	PixMix Loss: 1.278	Tot. Loss: 1.795
+2025-09-21 13:48:31,029 INFO Epoch 17 	 Batch 2999	LR : 0.00001	Top1 Acc.: 95.328	CLS Loss: 0.167	Mixup Loss: 1.576	CRL Loss: 0.065	CutMix Loss: 0.000	PixMix Loss: 1.265	Tot. Loss: 1.807
+2025-09-21 13:54:42,192 INFO Epoch 17 	 Batch 3099	LR : 0.00001	Top1 Acc.: 95.734	CLS Loss: 0.157	Mixup Loss: 1.546	CRL Loss: 0.060	CutMix Loss: 0.000	PixMix Loss: 1.245	Tot. Loss: 1.763
+2025-09-21 14:00:53,150 INFO Epoch 17 	 Batch 3199	LR : 0.00001	Top1 Acc.: 95.281	CLS Loss: 0.153	Mixup Loss: 1.533	CRL Loss: 0.063	CutMix Loss: 0.000	PixMix Loss: 1.234	Tot. Loss: 1.749
+2025-09-21 14:07:04,378 INFO Epoch 17 	 Batch 3299	LR : 0.00001	Top1 Acc.: 95.656	CLS Loss: 0.151	Mixup Loss: 1.542	CRL Loss: 0.059	CutMix Loss: 0.000	PixMix Loss: 1.252	Tot. Loss: 1.752
+2025-09-21 14:13:15,488 INFO Epoch 17 	 Batch 3399	LR : 0.00001	Top1 Acc.: 95.500	CLS Loss: 0.152	Mixup Loss: 1.544	CRL Loss: 0.058	CutMix Loss: 0.000	PixMix Loss: 1.225	Tot. Loss: 1.754
+2025-09-21 14:19:26,636 INFO Epoch 17 	 Batch 3499	LR : 0.00001	Top1 Acc.: 95.938	CLS Loss: 0.137	Mixup Loss: 1.543	CRL Loss: 0.054	CutMix Loss: 0.000	PixMix Loss: 1.223	Tot. Loss: 1.735
+2025-09-21 14:25:37,156 INFO Epoch 17 	 Batch 3599	LR : 0.00001	Top1 Acc.: 95.469	CLS Loss: 0.158	Mixup Loss: 1.568	CRL Loss: 0.062	CutMix Loss: 0.000	PixMix Loss: 1.273	Tot. Loss: 1.788
+2025-09-21 14:31:48,354 INFO Epoch 17 	 Batch 3699	LR : 0.00001	Top1 Acc.: 95.875	CLS Loss: 0.152	Mixup Loss: 1.522	CRL Loss: 0.058	CutMix Loss: 0.000	PixMix Loss: 1.282	Tot. Loss: 1.732
+2025-09-21 14:37:59,568 INFO Epoch 17 	 Batch 3799	LR : 0.00001	Top1 Acc.: 95.266	CLS Loss: 0.166	Mixup Loss: 1.574	CRL Loss: 0.063	CutMix Loss: 0.000	PixMix Loss: 1.259	Tot. Loss: 1.803
+2025-09-21 14:44:10,648 INFO Epoch 17 	 Batch 3899	LR : 0.00001	Top1 Acc.: 95.359	CLS Loss: 0.155	Mixup Loss: 1.570	CRL Loss: 0.060	CutMix Loss: 0.000	PixMix Loss: 1.318	Tot. Loss: 1.785
+2025-09-21 14:50:21,774 INFO Epoch 17 	 Batch 3999	LR : 0.00001	Top1 Acc.: 96.219	CLS Loss: 0.139	Mixup Loss: 1.533	CRL Loss: 0.053	CutMix Loss: 0.000	PixMix Loss: 1.241	Tot. Loss: 1.725
+2025-09-21 14:56:32,933 INFO Epoch 17 	 Batch 4099	LR : 0.00001	Top1 Acc.: 95.469	CLS Loss: 0.155	Mixup Loss: 1.562	CRL Loss: 0.062	CutMix Loss: 0.000	PixMix Loss: 1.245	Tot. Loss: 1.779
+2025-09-21 15:02:44,045 INFO Epoch 17 	 Batch 4199	LR : 0.00001	Top1 Acc.: 95.781	CLS Loss: 0.163	Mixup Loss: 1.574	CRL Loss: 0.059	CutMix Loss: 0.000	PixMix Loss: 1.296	Tot. Loss: 1.795
+2025-09-21 15:08:55,108 INFO Epoch 17 	 Batch 4299	LR : 0.00001	Top1 Acc.: 95.703	CLS Loss: 0.150	Mixup Loss: 1.539	CRL Loss: 0.058	CutMix Loss: 0.000	PixMix Loss: 1.241	Tot. Loss: 1.747
+2025-09-21 15:15:06,179 INFO Epoch 17 	 Batch 4399	LR : 0.00001	Top1 Acc.: 95.766	CLS Loss: 0.152	Mixup Loss: 1.540	CRL Loss: 0.058	CutMix Loss: 0.000	PixMix Loss: 1.229	Tot. Loss: 1.750
+2025-09-21 15:21:17,303 INFO Epoch 17 	 Batch 4499	LR : 0.00001	Top1 Acc.: 95.469	CLS Loss: 0.163	Mixup Loss: 1.561	CRL Loss: 0.063	CutMix Loss: 0.000	PixMix Loss: 1.288	Tot. Loss: 1.787
+2025-09-21 15:27:28,428 INFO Epoch 17 	 Batch 4599	LR : 0.00001	Top1 Acc.: 95.656	CLS Loss: 0.152	Mixup Loss: 1.527	CRL Loss: 0.059	CutMix Loss: 0.000	PixMix Loss: 1.255	Tot. Loss: 1.738
+2025-09-21 15:33:39,433 INFO Epoch 17 	 Batch 4699	LR : 0.00001	Top1 Acc.: 95.484	CLS Loss: 0.148	Mixup Loss: 1.555	CRL Loss: 0.061	CutMix Loss: 0.000	PixMix Loss: 1.247	Tot. Loss: 1.765
+2025-09-21 15:39:50,571 INFO Epoch 17 	 Batch 4799	LR : 0.00001	Top1 Acc.: 95.578	CLS Loss: 0.157	Mixup Loss: 1.556	CRL Loss: 0.063	CutMix Loss: 0.000	PixMix Loss: 1.242	Tot. Loss: 1.776
+2025-09-21 15:46:01,556 INFO Epoch 17 	 Batch 4899	LR : 0.00001	Top1 Acc.: 95.406	CLS Loss: 0.162	Mixup Loss: 1.554	CRL Loss: 0.059	CutMix Loss: 0.000	PixMix Loss: 1.251	Tot. Loss: 1.775
+2025-09-21 15:52:12,688 INFO Epoch 17 	 Batch 4999	LR : 0.00001	Top1 Acc.: 95.719	CLS Loss: 0.144	Mixup Loss: 1.535	CRL Loss: 0.059	CutMix Loss: 0.000	PixMix Loss: 1.250	Tot. Loss: 1.738
+2025-09-21 15:56:48,880 INFO ################## 
+ ---> Validation Epoch 17 (Original Model)	Acc.: 81.432	FPR: 58.283	AUROC: 87.276	AUPR: 61.342	AURC: 48.494	EAURC: 30.076	AUPR Succ.: 96.446	ECE: 7.203	NLL: 8.032	Brier: 27.473
+2025-09-21 16:00:48,040 INFO ################## 
+ ---> Validation Epoch 17 (EMA Model)	Acc.: 0.078	FPR: 94.752	AUROC: 42.919	AUPR: 99.902	AURC: 999.387	EAURC: 5.749	AUPR Succ.: 0.065	ECE: 15.339	NLL: 94.813	Brier: 105.007
+2025-09-21 16:00:48,443 INFO Original Model Accuracy improved from 81.42 to 81.43!!!
+2025-09-21 16:00:52,660 INFO ####### --- Training Epoch 18 --- #######
+2025-09-21 16:14:29,749 INFO Epoch 18 	 Batch 99	LR : 0.00001	Top1 Acc.: 95.250	CLS Loss: 0.161	Mixup Loss: 1.569	CRL Loss: 0.055	CutMix Loss: 0.000	PixMix Loss: 1.267	Tot. Loss: 1.784
+2025-09-21 16:20:40,957 INFO Epoch 18 	 Batch 199	LR : 0.00001	Top1 Acc.: 95.734	CLS Loss: 0.147	Mixup Loss: 1.542	CRL Loss: 0.049	CutMix Loss: 0.000	PixMix Loss: 1.201	Tot. Loss: 1.738
+2025-09-21 16:26:52,013 INFO Epoch 18 	 Batch 299	LR : 0.00001	Top1 Acc.: 95.438	CLS Loss: 0.152	Mixup Loss: 1.553	CRL Loss: 0.060	CutMix Loss: 0.000	PixMix Loss: 1.227	Tot. Loss: 1.765
+2025-09-21 16:33:03,040 INFO Epoch 18 	 Batch 399	LR : 0.00001	Top1 Acc.: 95.938	CLS Loss: 0.152	Mixup Loss: 1.547	CRL Loss: 0.062	CutMix Loss: 0.000	PixMix Loss: 1.220	Tot. Loss: 1.761
+2025-09-21 16:39:14,177 INFO Epoch 18 	 Batch 499	LR : 0.00001	Top1 Acc.: 95.125	CLS Loss: 0.165	Mixup Loss: 1.561	CRL Loss: 0.081	CutMix Loss: 0.000	PixMix Loss: 1.260	Tot. Loss: 1.807
+2025-09-21 16:45:25,033 INFO Epoch 18 	 Batch 599	LR : 0.00001	Top1 Acc.: 95.547	CLS Loss: 0.160	Mixup Loss: 1.560	CRL Loss: 0.080	CutMix Loss: 0.000	PixMix Loss: 1.238	Tot. Loss: 1.800
+2025-09-21 16:51:36,060 INFO Epoch 18 	 Batch 699	LR : 0.00000	Top1 Acc.: 95.516	CLS Loss: 0.157	Mixup Loss: 1.555	CRL Loss: 0.077	CutMix Loss: 0.000	PixMix Loss: 1.243	Tot. Loss: 1.789
+2025-09-21 16:57:47,128 INFO Epoch 18 	 Batch 799	LR : 0.00000	Top1 Acc.: 95.156	CLS Loss: 0.166	Mixup Loss: 1.559	CRL Loss: 0.076	CutMix Loss: 0.000	PixMix Loss: 1.248	Tot. Loss: 1.801
+2025-09-21 17:03:58,154 INFO Epoch 18 	 Batch 899	LR : 0.00000	Top1 Acc.: 95.219	CLS Loss: 0.155	Mixup Loss: 1.571	CRL Loss: 0.071	CutMix Loss: 0.000	PixMix Loss: 1.269	Tot. Loss: 1.797
+2025-09-21 17:10:09,229 INFO Epoch 18 	 Batch 999	LR : 0.00000	Top1 Acc.: 95.266	CLS Loss: 0.156	Mixup Loss: 1.557	CRL Loss: 0.068	CutMix Loss: 0.000	PixMix Loss: 1.244	Tot. Loss: 1.781
+2025-09-21 17:16:20,048 INFO Epoch 18 	 Batch 1099	LR : 0.00000	Top1 Acc.: 95.281	CLS Loss: 0.159	Mixup Loss: 1.526	CRL Loss: 0.066	CutMix Loss: 0.000	PixMix Loss: 1.251	Tot. Loss: 1.751
+2025-09-21 17:22:31,112 INFO Epoch 18 	 Batch 1199	LR : 0.00000	Top1 Acc.: 95.812	CLS Loss: 0.153	Mixup Loss: 1.542	CRL Loss: 0.061	CutMix Loss: 0.000	PixMix Loss: 1.232	Tot. Loss: 1.755
+2025-09-21 17:28:42,027 INFO Epoch 18 	 Batch 1299	LR : 0.00000	Top1 Acc.: 95.625	CLS Loss: 0.154	Mixup Loss: 1.544	CRL Loss: 0.062	CutMix Loss: 0.000	PixMix Loss: 1.255	Tot. Loss: 1.759
+2025-09-21 17:34:53,235 INFO Epoch 18 	 Batch 1399	LR : 0.00000	Top1 Acc.: 95.656	CLS Loss: 0.145	Mixup Loss: 1.510	CRL Loss: 0.055	CutMix Loss: 0.000	PixMix Loss: 1.211	Tot. Loss: 1.709
+2025-09-21 17:41:04,288 INFO Epoch 18 	 Batch 1499	LR : 0.00000	Top1 Acc.: 95.469	CLS Loss: 0.163	Mixup Loss: 1.555	CRL Loss: 0.061	CutMix Loss: 0.000	PixMix Loss: 1.268	Tot. Loss: 1.779
+2025-09-21 17:47:15,350 INFO Epoch 18 	 Batch 1599	LR : 0.00000	Top1 Acc.: 95.203	CLS Loss: 0.158	Mixup Loss: 1.545	CRL Loss: 0.065	CutMix Loss: 0.000	PixMix Loss: 1.220	Tot. Loss: 1.769
+2025-09-21 17:53:26,311 INFO Epoch 18 	 Batch 1699	LR : 0.00000	Top1 Acc.: 95.656	CLS Loss: 0.163	Mixup Loss: 1.565	CRL Loss: 0.060	CutMix Loss: 0.000	PixMix Loss: 1.216	Tot. Loss: 1.789
+2025-09-21 17:59:37,395 INFO Epoch 18 	 Batch 1799	LR : 0.00000	Top1 Acc.: 95.625	CLS Loss: 0.155	Mixup Loss: 1.550	CRL Loss: 0.059	CutMix Loss: 0.000	PixMix Loss: 1.223	Tot. Loss: 1.763
+2025-09-21 18:05:48,437 INFO Epoch 18 	 Batch 1899	LR : 0.00000	Top1 Acc.: 95.172	CLS Loss: 0.162	Mixup Loss: 1.557	CRL Loss: 0.065	CutMix Loss: 0.000	PixMix Loss: 1.295	Tot. Loss: 1.784
+2025-09-21 18:11:59,552 INFO Epoch 18 	 Batch 1999	LR : 0.00000	Top1 Acc.: 95.906	CLS Loss: 0.145	Mixup Loss: 1.520	CRL Loss: 0.054	CutMix Loss: 0.000	PixMix Loss: 1.291	Tot. Loss: 1.719
+2025-09-21 18:18:10,516 INFO Epoch 18 	 Batch 2099	LR : 0.00000	Top1 Acc.: 95.359	CLS Loss: 0.161	Mixup Loss: 1.565	CRL Loss: 0.064	CutMix Loss: 0.000	PixMix Loss: 1.279	Tot. Loss: 1.790
+2025-09-21 18:24:21,424 INFO Epoch 18 	 Batch 2199	LR : 0.00000	Top1 Acc.: 95.781	CLS Loss: 0.144	Mixup Loss: 1.545	CRL Loss: 0.058	CutMix Loss: 0.000	PixMix Loss: 1.232	Tot. Loss: 1.746
+2025-09-21 18:30:32,426 INFO Epoch 18 	 Batch 2299	LR : 0.00000	Top1 Acc.: 95.484	CLS Loss: 0.158	Mixup Loss: 1.572	CRL Loss: 0.064	CutMix Loss: 0.000	PixMix Loss: 1.218	Tot. Loss: 1.794
+2025-09-21 18:36:43,454 INFO Epoch 18 	 Batch 2399	LR : 0.00000	Top1 Acc.: 95.953	CLS Loss: 0.142	Mixup Loss: 1.536	CRL Loss: 0.057	CutMix Loss: 0.000	PixMix Loss: 1.295	Tot. Loss: 1.735
+2025-09-21 18:42:54,505 INFO Epoch 18 	 Batch 2499	LR : 0.00000	Top1 Acc.: 95.578	CLS Loss: 0.157	Mixup Loss: 1.580	CRL Loss: 0.062	CutMix Loss: 0.000	PixMix Loss: 1.274	Tot. Loss: 1.800
+2025-09-21 18:49:05,617 INFO Epoch 18 	 Batch 2599	LR : 0.00000	Top1 Acc.: 95.438	CLS Loss: 0.151	Mixup Loss: 1.562	CRL Loss: 0.059	CutMix Loss: 0.000	PixMix Loss: 1.283	Tot. Loss: 1.771
+2025-09-21 18:55:16,685 INFO Epoch 18 	 Batch 2699	LR : 0.00000	Top1 Acc.: 95.594	CLS Loss: 0.147	Mixup Loss: 1.546	CRL Loss: 0.059	CutMix Loss: 0.000	PixMix Loss: 1.277	Tot. Loss: 1.752
+2025-09-21 19:01:27,687 INFO Epoch 18 	 Batch 2799	LR : 0.00000	Top1 Acc.: 95.422	CLS Loss: 0.151	Mixup Loss: 1.563	CRL Loss: 0.063	CutMix Loss: 0.000	PixMix Loss: 1.237	Tot. Loss: 1.777
+2025-09-21 19:07:38,600 INFO Epoch 18 	 Batch 2899	LR : 0.00000	Top1 Acc.: 95.469	CLS Loss: 0.160	Mixup Loss: 1.568	CRL Loss: 0.064	CutMix Loss: 0.000	PixMix Loss: 1.295	Tot. Loss: 1.792
+2025-09-21 19:13:49,621 INFO Epoch 18 	 Batch 2999	LR : 0.00000	Top1 Acc.: 95.391	CLS Loss: 0.166	Mixup Loss: 1.543	CRL Loss: 0.064	CutMix Loss: 0.000	PixMix Loss: 1.263	Tot. Loss: 1.773
+2025-09-21 19:20:00,780 INFO Epoch 18 	 Batch 3099	LR : 0.00000	Top1 Acc.: 95.531	CLS Loss: 0.156	Mixup Loss: 1.547	CRL Loss: 0.060	CutMix Loss: 0.000	PixMix Loss: 1.243	Tot. Loss: 1.763
+2025-09-21 19:26:11,902 INFO Epoch 18 	 Batch 3199	LR : 0.00000	Top1 Acc.: 95.266	CLS Loss: 0.151	Mixup Loss: 1.537	CRL Loss: 0.062	CutMix Loss: 0.000	PixMix Loss: 1.189	Tot. Loss: 1.749
+2025-09-21 19:32:23,146 INFO Epoch 18 	 Batch 3299	LR : 0.00000	Top1 Acc.: 95.609	CLS Loss: 0.151	Mixup Loss: 1.542	CRL Loss: 0.058	CutMix Loss: 0.000	PixMix Loss: 1.286	Tot. Loss: 1.751
+2025-09-21 19:38:34,275 INFO Epoch 18 	 Batch 3399	LR : 0.00000	Top1 Acc.: 95.516	CLS Loss: 0.153	Mixup Loss: 1.536	CRL Loss: 0.057	CutMix Loss: 0.000	PixMix Loss: 1.234	Tot. Loss: 1.746
+2025-09-21 19:44:44,581 INFO Epoch 18 	 Batch 3499	LR : 0.00000	Top1 Acc.: 96.094	CLS Loss: 0.138	Mixup Loss: 1.537	CRL Loss: 0.053	CutMix Loss: 0.000	PixMix Loss: 1.265	Tot. Loss: 1.727
+2025-09-21 19:50:55,752 INFO Epoch 18 	 Batch 3599	LR : 0.00000	Top1 Acc.: 95.438	CLS Loss: 0.158	Mixup Loss: 1.571	CRL Loss: 0.062	CutMix Loss: 0.000	PixMix Loss: 1.285	Tot. Loss: 1.790
+2025-09-21 19:57:06,933 INFO Epoch 18 	 Batch 3699	LR : 0.00000	Top1 Acc.: 95.844	CLS Loss: 0.152	Mixup Loss: 1.534	CRL Loss: 0.057	CutMix Loss: 0.000	PixMix Loss: 1.216	Tot. Loss: 1.743
+2025-09-21 20:03:17,992 INFO Epoch 18 	 Batch 3799	LR : 0.00000	Top1 Acc.: 95.203	CLS Loss: 0.165	Mixup Loss: 1.584	CRL Loss: 0.064	CutMix Loss: 0.000	PixMix Loss: 1.224	Tot. Loss: 1.813
+2025-09-21 20:09:29,028 INFO Epoch 18 	 Batch 3899	LR : 0.00000	Top1 Acc.: 95.422	CLS Loss: 0.153	Mixup Loss: 1.550	CRL Loss: 0.059	CutMix Loss: 0.000	PixMix Loss: 1.259	Tot. Loss: 1.762
+2025-09-21 20:15:40,008 INFO Epoch 18 	 Batch 3999	LR : 0.00000	Top1 Acc.: 96.266	CLS Loss: 0.138	Mixup Loss: 1.523	CRL Loss: 0.052	CutMix Loss: 0.000	PixMix Loss: 1.224	Tot. Loss: 1.714
+2025-09-21 20:21:51,222 INFO Epoch 18 	 Batch 4099	LR : 0.00000	Top1 Acc.: 95.422	CLS Loss: 0.157	Mixup Loss: 1.541	CRL Loss: 0.062	CutMix Loss: 0.000	PixMix Loss: 1.253	Tot. Loss: 1.761
+2025-09-21 20:28:02,498 INFO Epoch 18 	 Batch 4199	LR : 0.00000	Top1 Acc.: 95.719	CLS Loss: 0.162	Mixup Loss: 1.546	CRL Loss: 0.058	CutMix Loss: 0.000	PixMix Loss: 1.270	Tot. Loss: 1.766
+2025-09-21 20:34:13,689 INFO Epoch 18 	 Batch 4299	LR : 0.00000	Top1 Acc.: 95.719	CLS Loss: 0.152	Mixup Loss: 1.552	CRL Loss: 0.058	CutMix Loss: 0.000	PixMix Loss: 1.260	Tot. Loss: 1.762
+2025-09-21 20:40:24,900 INFO Epoch 18 	 Batch 4399	LR : 0.00000	Top1 Acc.: 95.734	CLS Loss: 0.153	Mixup Loss: 1.536	CRL Loss: 0.057	CutMix Loss: 0.000	PixMix Loss: 1.222	Tot. Loss: 1.746
+2025-09-21 20:46:36,219 INFO Epoch 18 	 Batch 4499	LR : 0.00000	Top1 Acc.: 95.422	CLS Loss: 0.163	Mixup Loss: 1.538	CRL Loss: 0.062	CutMix Loss: 0.000	PixMix Loss: 1.213	Tot. Loss: 1.763
+2025-09-21 20:52:47,387 INFO Epoch 18 	 Batch 4599	LR : 0.00000	Top1 Acc.: 95.656	CLS Loss: 0.152	Mixup Loss: 1.525	CRL Loss: 0.058	CutMix Loss: 0.000	PixMix Loss: 1.245	Tot. Loss: 1.735
+2025-09-21 20:58:58,516 INFO Epoch 18 	 Batch 4699	LR : 0.00000	Top1 Acc.: 95.516	CLS Loss: 0.147	Mixup Loss: 1.546	CRL Loss: 0.061	CutMix Loss: 0.000	PixMix Loss: 1.245	Tot. Loss: 1.753
+2025-09-21 21:05:09,665 INFO Epoch 18 	 Batch 4799	LR : 0.00000	Top1 Acc.: 95.406	CLS Loss: 0.158	Mixup Loss: 1.562	CRL Loss: 0.063	CutMix Loss: 0.000	PixMix Loss: 1.239	Tot. Loss: 1.784
+2025-09-21 21:11:20,834 INFO Epoch 18 	 Batch 4899	LR : 0.00000	Top1 Acc.: 95.406	CLS Loss: 0.161	Mixup Loss: 1.555	CRL Loss: 0.059	CutMix Loss: 0.000	PixMix Loss: 1.256	Tot. Loss: 1.774
+2025-09-21 21:17:32,003 INFO Epoch 18 	 Batch 4999	LR : 0.00000	Top1 Acc.: 95.719	CLS Loss: 0.143	Mixup Loss: 1.514	CRL Loss: 0.059	CutMix Loss: 0.000	PixMix Loss: 1.266	Tot. Loss: 1.716
+2025-09-21 21:22:00,996 INFO ################## 
+ ---> Validation Epoch 18 (Original Model)	Acc.: 81.456	FPR: 58.488	AUROC: 87.236	AUPR: 61.258	AURC: 48.527	EAURC: 30.159	AUPR Succ.: 96.437	ECE: 7.186	NLL: 8.036	Brier: 27.475
+2025-09-21 21:26:11,214 INFO ################## 
+ ---> Validation Epoch 18 (EMA Model)	Acc.: 0.078	FPR: 94.752	AUROC: 42.919	AUPR: 99.902	AURC: 999.387	EAURC: 5.749	AUPR Succ.: 0.065	ECE: 15.339	NLL: 94.813	Brier: 105.007
+2025-09-21 21:26:11,237 INFO Original Model Accuracy improved from 81.43 to 81.46!!!
+2025-09-21 21:26:18,107 INFO ####### --- Training Epoch 19 --- #######
+2025-09-21 21:40:01,599 INFO Epoch 19 	 Batch 99	LR : 0.00000	Top1 Acc.: 95.125	CLS Loss: 0.163	Mixup Loss: 1.564	CRL Loss: 0.055	CutMix Loss: 0.000	PixMix Loss: 1.209	Tot. Loss: 1.781
+2025-09-21 21:46:12,808 INFO Epoch 19 	 Batch 199	LR : 0.00000	Top1 Acc.: 95.703	CLS Loss: 0.146	Mixup Loss: 1.516	CRL Loss: 0.050	CutMix Loss: 0.000	PixMix Loss: 1.265	Tot. Loss: 1.712
+2025-09-21 21:52:23,647 INFO Epoch 19 	 Batch 299	LR : 0.00000	Top1 Acc.: 95.344	CLS Loss: 0.151	Mixup Loss: 1.539	CRL Loss: 0.059	CutMix Loss: 0.000	PixMix Loss: 1.248	Tot. Loss: 1.749
+2025-09-21 21:58:34,675 INFO Epoch 19 	 Batch 399	LR : 0.00000	Top1 Acc.: 95.969	CLS Loss: 0.153	Mixup Loss: 1.555	CRL Loss: 0.061	CutMix Loss: 0.000	PixMix Loss: 1.231	Tot. Loss: 1.769
+2025-09-21 22:04:45,726 INFO Epoch 19 	 Batch 499	LR : 0.00000	Top1 Acc.: 95.188	CLS Loss: 0.165	Mixup Loss: 1.572	CRL Loss: 0.080	CutMix Loss: 0.000	PixMix Loss: 1.244	Tot. Loss: 1.817
+2025-09-21 22:10:56,739 INFO Epoch 19 	 Batch 599	LR : 0.00000	Top1 Acc.: 95.594	CLS Loss: 0.161	Mixup Loss: 1.559	CRL Loss: 0.078	CutMix Loss: 0.000	PixMix Loss: 1.271	Tot. Loss: 1.798
+2025-09-21 22:17:07,761 INFO Epoch 19 	 Batch 699	LR : 0.00000	Top1 Acc.: 95.641	CLS Loss: 0.155	Mixup Loss: 1.562	CRL Loss: 0.076	CutMix Loss: 0.000	PixMix Loss: 1.234	Tot. Loss: 1.793
+2025-09-21 22:23:18,760 INFO Epoch 19 	 Batch 799	LR : 0.00000	Top1 Acc.: 95.219	CLS Loss: 0.166	Mixup Loss: 1.535	CRL Loss: 0.075	CutMix Loss: 0.000	PixMix Loss: 1.239	Tot. Loss: 1.776
+2025-09-21 22:29:29,860 INFO Epoch 19 	 Batch 899	LR : 0.00000	Top1 Acc.: 95.391	CLS Loss: 0.153	Mixup Loss: 1.555	CRL Loss: 0.070	CutMix Loss: 0.000	PixMix Loss: 1.234	Tot. Loss: 1.778
+2025-09-21 22:35:40,837 INFO Epoch 19 	 Batch 999	LR : 0.00000	Top1 Acc.: 95.359	CLS Loss: 0.155	Mixup Loss: 1.556	CRL Loss: 0.069	CutMix Loss: 0.000	PixMix Loss: 1.216	Tot. Loss: 1.780
+2025-09-21 22:41:51,933 INFO Epoch 19 	 Batch 1099	LR : 0.00000	Top1 Acc.: 95.328	CLS Loss: 0.159	Mixup Loss: 1.542	CRL Loss: 0.065	CutMix Loss: 0.000	PixMix Loss: 1.231	Tot. Loss: 1.767
+2025-09-21 22:48:02,932 INFO Epoch 19 	 Batch 1199	LR : 0.00000	Top1 Acc.: 95.844	CLS Loss: 0.152	Mixup Loss: 1.555	CRL Loss: 0.060	CutMix Loss: 0.000	PixMix Loss: 1.286	Tot. Loss: 1.766
+2025-09-21 22:54:14,048 INFO Epoch 19 	 Batch 1299	LR : 0.00000	Top1 Acc.: 95.734	CLS Loss: 0.153	Mixup Loss: 1.540	CRL Loss: 0.062	CutMix Loss: 0.000	PixMix Loss: 1.249	Tot. Loss: 1.755
+2025-09-21 23:00:25,065 INFO Epoch 19 	 Batch 1399	LR : 0.00000	Top1 Acc.: 95.812	CLS Loss: 0.145	Mixup Loss: 1.509	CRL Loss: 0.054	CutMix Loss: 0.000	PixMix Loss: 1.251	Tot. Loss: 1.708
+2025-09-21 23:06:36,136 INFO Epoch 19 	 Batch 1499	LR : 0.00000	Top1 Acc.: 95.531	CLS Loss: 0.163	Mixup Loss: 1.553	CRL Loss: 0.060	CutMix Loss: 0.000	PixMix Loss: 1.251	Tot. Loss: 1.776
+2025-09-21 23:12:47,198 INFO Epoch 19 	 Batch 1599	LR : 0.00000	Top1 Acc.: 95.344	CLS Loss: 0.159	Mixup Loss: 1.540	CRL Loss: 0.064	CutMix Loss: 0.000	PixMix Loss: 1.266	Tot. Loss: 1.763
+2025-09-21 23:18:58,213 INFO Epoch 19 	 Batch 1699	LR : 0.00000	Top1 Acc.: 95.688	CLS Loss: 0.163	Mixup Loss: 1.541	CRL Loss: 0.059	CutMix Loss: 0.000	PixMix Loss: 1.278	Tot. Loss: 1.764
+2025-09-21 23:25:09,248 INFO Epoch 19 	 Batch 1799	LR : 0.00000	Top1 Acc.: 95.734	CLS Loss: 0.154	Mixup Loss: 1.556	CRL Loss: 0.059	CutMix Loss: 0.000	PixMix Loss: 1.251	Tot. Loss: 1.768
+2025-09-21 23:31:20,346 INFO Epoch 19 	 Batch 1899	LR : 0.00000	Top1 Acc.: 95.203	CLS Loss: 0.163	Mixup Loss: 1.544	CRL Loss: 0.064	CutMix Loss: 0.000	PixMix Loss: 1.270	Tot. Loss: 1.770
+2025-09-21 23:37:31,421 INFO Epoch 19 	 Batch 1999	LR : 0.00000	Top1 Acc.: 95.922	CLS Loss: 0.145	Mixup Loss: 1.530	CRL Loss: 0.054	CutMix Loss: 0.000	PixMix Loss: 1.263	Tot. Loss: 1.729
+2025-09-21 23:43:42,423 INFO Epoch 19 	 Batch 2099	LR : 0.00000	Top1 Acc.: 95.609	CLS Loss: 0.160	Mixup Loss: 1.551	CRL Loss: 0.063	CutMix Loss: 0.000	PixMix Loss: 1.238	Tot. Loss: 1.775
+2025-09-21 23:49:53,490 INFO Epoch 19 	 Batch 2199	LR : 0.00000	Top1 Acc.: 95.750	CLS Loss: 0.145	Mixup Loss: 1.522	CRL Loss: 0.058	CutMix Loss: 0.000	PixMix Loss: 1.241	Tot. Loss: 1.724
+2025-09-21 23:56:04,456 INFO Epoch 19 	 Batch 2299	LR : 0.00000	Top1 Acc.: 95.516	CLS Loss: 0.159	Mixup Loss: 1.554	CRL Loss: 0.063	CutMix Loss: 0.000	PixMix Loss: 1.269	Tot. Loss: 1.776
+2025-09-22 00:02:15,479 INFO Epoch 19 	 Batch 2399	LR : 0.00000	Top1 Acc.: 95.969	CLS Loss: 0.143	Mixup Loss: 1.531	CRL Loss: 0.056	CutMix Loss: 0.000	PixMix Loss: 1.256	Tot. Loss: 1.730
+2025-09-22 00:08:26,558 INFO Epoch 19 	 Batch 2499	LR : 0.00000	Top1 Acc.: 95.531	CLS Loss: 0.160	Mixup Loss: 1.564	CRL Loss: 0.062	CutMix Loss: 0.000	PixMix Loss: 1.258	Tot. Loss: 1.786
+2025-09-22 00:14:37,750 INFO Epoch 19 	 Batch 2599	LR : 0.00000	Top1 Acc.: 95.438	CLS Loss: 0.152	Mixup Loss: 1.556	CRL Loss: 0.058	CutMix Loss: 0.000	PixMix Loss: 1.218	Tot. Loss: 1.766
+2025-09-22 00:20:48,878 INFO Epoch 19 	 Batch 2699	LR : 0.00000	Top1 Acc.: 95.469	CLS Loss: 0.147	Mixup Loss: 1.539	CRL Loss: 0.059	CutMix Loss: 0.000	PixMix Loss: 1.217	Tot. Loss: 1.745
+2025-09-22 00:27:00,034 INFO Epoch 19 	 Batch 2799	LR : 0.00000	Top1 Acc.: 95.453	CLS Loss: 0.150	Mixup Loss: 1.552	CRL Loss: 0.062	CutMix Loss: 0.000	PixMix Loss: 1.198	Tot. Loss: 1.764
+2025-09-22 00:33:11,165 INFO Epoch 19 	 Batch 2899	LR : 0.00000	Top1 Acc.: 95.391	CLS Loss: 0.160	Mixup Loss: 1.569	CRL Loss: 0.064	CutMix Loss: 0.000	PixMix Loss: 1.222	Tot. Loss: 1.793
+2025-09-22 00:39:22,207 INFO Epoch 19 	 Batch 2999	LR : 0.00000	Top1 Acc.: 95.312	CLS Loss: 0.167	Mixup Loss: 1.559	CRL Loss: 0.063	CutMix Loss: 0.000	PixMix Loss: 1.261	Tot. Loss: 1.788
+2025-09-22 00:45:33,395 INFO Epoch 19 	 Batch 3099	LR : 0.00000	Top1 Acc.: 95.578	CLS Loss: 0.155	Mixup Loss: 1.535	CRL Loss: 0.059	CutMix Loss: 0.000	PixMix Loss: 1.232	Tot. Loss: 1.749
+2025-09-22 00:51:44,541 INFO Epoch 19 	 Batch 3199	LR : 0.00000	Top1 Acc.: 95.406	CLS Loss: 0.151	Mixup Loss: 1.543	CRL Loss: 0.062	CutMix Loss: 0.000	PixMix Loss: 1.236	Tot. Loss: 1.756
+2025-09-22 00:57:55,726 INFO Epoch 19 	 Batch 3299	LR : 0.00000	Top1 Acc.: 95.734	CLS Loss: 0.151	Mixup Loss: 1.551	CRL Loss: 0.058	CutMix Loss: 0.000	PixMix Loss: 1.251	Tot. Loss: 1.760
+2025-09-22 01:04:06,279 INFO Epoch 19 	 Batch 3399	LR : 0.00000	Top1 Acc.: 95.531	CLS Loss: 0.152	Mixup Loss: 1.554	CRL Loss: 0.058	CutMix Loss: 0.000	PixMix Loss: 1.256	Tot. Loss: 1.764
+2025-09-22 01:10:17,544 INFO Epoch 19 	 Batch 3499	LR : 0.00000	Top1 Acc.: 96.031	CLS Loss: 0.137	Mixup Loss: 1.553	CRL Loss: 0.052	CutMix Loss: 0.000	PixMix Loss: 1.220	Tot. Loss: 1.743
+2025-09-22 01:16:28,740 INFO Epoch 19 	 Batch 3599	LR : 0.00000	Top1 Acc.: 95.547	CLS Loss: 0.156	Mixup Loss: 1.571	CRL Loss: 0.061	CutMix Loss: 0.000	PixMix Loss: 1.301	Tot. Loss: 1.788
+2025-09-22 01:22:39,735 INFO Epoch 19 	 Batch 3699	LR : 0.00000	Top1 Acc.: 95.812	CLS Loss: 0.153	Mixup Loss: 1.514	CRL Loss: 0.057	CutMix Loss: 0.000	PixMix Loss: 1.288	Tot. Loss: 1.723
+2025-09-22 01:28:50,785 INFO Epoch 19 	 Batch 3799	LR : 0.00000	Top1 Acc.: 95.234	CLS Loss: 0.165	Mixup Loss: 1.567	CRL Loss: 0.063	CutMix Loss: 0.000	PixMix Loss: 1.265	Tot. Loss: 1.794
+2025-09-22 01:35:01,822 INFO Epoch 19 	 Batch 3899	LR : 0.00000	Top1 Acc.: 95.453	CLS Loss: 0.154	Mixup Loss: 1.570	CRL Loss: 0.058	CutMix Loss: 0.000	PixMix Loss: 1.220	Tot. Loss: 1.783
+2025-09-22 01:41:12,894 INFO Epoch 19 	 Batch 3999	LR : 0.00000	Top1 Acc.: 96.297	CLS Loss: 0.138	Mixup Loss: 1.523	CRL Loss: 0.052	CutMix Loss: 0.000	PixMix Loss: 1.262	Tot. Loss: 1.713
+2025-09-22 01:47:24,058 INFO Epoch 19 	 Batch 4099	LR : 0.00000	Top1 Acc.: 95.500	CLS Loss: 0.157	Mixup Loss: 1.561	CRL Loss: 0.062	CutMix Loss: 0.000	PixMix Loss: 1.240	Tot. Loss: 1.779
+2025-09-22 01:53:35,287 INFO Epoch 19 	 Batch 4199	LR : 0.00000	Top1 Acc.: 95.812	CLS Loss: 0.162	Mixup Loss: 1.568	CRL Loss: 0.057	CutMix Loss: 0.000	PixMix Loss: 1.253	Tot. Loss: 1.787
+2025-09-22 01:59:46,408 INFO Epoch 19 	 Batch 4299	LR : 0.00000	Top1 Acc.: 95.625	CLS Loss: 0.151	Mixup Loss: 1.551	CRL Loss: 0.057	CutMix Loss: 0.000	PixMix Loss: 1.258	Tot. Loss: 1.759
+2025-09-22 02:05:57,446 INFO Epoch 19 	 Batch 4399	LR : 0.00000	Top1 Acc.: 95.734	CLS Loss: 0.152	Mixup Loss: 1.523	CRL Loss: 0.056	CutMix Loss: 0.000	PixMix Loss: 1.210	Tot. Loss: 1.732
+2025-09-22 02:12:08,516 INFO Epoch 19 	 Batch 4499	LR : 0.00000	Top1 Acc.: 95.453	CLS Loss: 0.162	Mixup Loss: 1.523	CRL Loss: 0.062	CutMix Loss: 0.000	PixMix Loss: 1.288	Tot. Loss: 1.746
+2025-09-22 02:18:19,511 INFO Epoch 19 	 Batch 4599	LR : 0.00000	Top1 Acc.: 95.688	CLS Loss: 0.152	Mixup Loss: 1.524	CRL Loss: 0.058	CutMix Loss: 0.000	PixMix Loss: 1.264	Tot. Loss: 1.734
+2025-09-22 02:24:30,635 INFO Epoch 19 	 Batch 4699	LR : 0.00000	Top1 Acc.: 95.406	CLS Loss: 0.148	Mixup Loss: 1.531	CRL Loss: 0.060	CutMix Loss: 0.000	PixMix Loss: 1.238	Tot. Loss: 1.739
+2025-09-22 02:30:41,790 INFO Epoch 19 	 Batch 4799	LR : 0.00000	Top1 Acc.: 95.641	CLS Loss: 0.157	Mixup Loss: 1.554	CRL Loss: 0.062	CutMix Loss: 0.000	PixMix Loss: 1.259	Tot. Loss: 1.773
+2025-09-22 02:36:53,044 INFO Epoch 19 	 Batch 4899	LR : 0.00000	Top1 Acc.: 95.453	CLS Loss: 0.161	Mixup Loss: 1.543	CRL Loss: 0.059	CutMix Loss: 0.000	PixMix Loss: 1.267	Tot. Loss: 1.763
+2025-09-22 02:43:04,231 INFO Epoch 19 	 Batch 4999	LR : 0.00000	Top1 Acc.: 95.703	CLS Loss: 0.143	Mixup Loss: 1.540	CRL Loss: 0.058	CutMix Loss: 0.000	PixMix Loss: 1.223	Tot. Loss: 1.741
+2025-09-22 02:47:44,337 INFO ################## 
+ ---> Validation Epoch 19 (Original Model)	Acc.: 81.464	FPR: 58.556	AUROC: 87.222	AUPR: 61.234	AURC: 48.535	EAURC: 30.183	AUPR Succ.: 96.435	ECE: 7.188	NLL: 8.038	Brier: 27.478
+2025-09-22 02:52:11,810 INFO ################## 
+ ---> Validation Epoch 19 (EMA Model)	Acc.: 0.078	FPR: 94.752	AUROC: 42.919	AUPR: 99.902	AURC: 999.387	EAURC: 5.749	AUPR Succ.: 0.065	ECE: 15.339	NLL: 94.813	Brier: 105.007
+2025-09-22 02:52:11,850 INFO Original Model Accuracy improved from 81.46 to 81.46!!!
+2025-09-22 02:52:19,906 INFO ####### --- Training Epoch 20 --- #######
+2025-09-22 03:06:59,989 INFO Epoch 20 	 Batch 99	LR : 0.00000	Top1 Acc.: 95.188	CLS Loss: 0.164	Mixup Loss: 1.592	CRL Loss: 0.055	CutMix Loss: 0.000	PixMix Loss: 1.266	Tot. Loss: 1.811
+2025-09-22 03:13:11,179 INFO Epoch 20 	 Batch 199	LR : 0.00000	Top1 Acc.: 95.812	CLS Loss: 0.146	Mixup Loss: 1.521	CRL Loss: 0.049	CutMix Loss: 0.000	PixMix Loss: 1.207	Tot. Loss: 1.716
+2025-09-22 03:19:22,442 INFO Epoch 20 	 Batch 299	LR : 0.00000	Top1 Acc.: 95.484	CLS Loss: 0.151	Mixup Loss: 1.557	CRL Loss: 0.059	CutMix Loss: 0.000	PixMix Loss: 1.183	Tot. Loss: 1.768
+2025-09-22 03:25:33,383 INFO Epoch 20 	 Batch 399	LR : 0.00000	Top1 Acc.: 95.969	CLS Loss: 0.152	Mixup Loss: 1.556	CRL Loss: 0.060	CutMix Loss: 0.000	PixMix Loss: 1.268	Tot. Loss: 1.768
+2025-09-22 03:31:44,305 INFO Epoch 20 	 Batch 499	LR : 0.00000	Top1 Acc.: 95.266	CLS Loss: 0.165	Mixup Loss: 1.566	CRL Loss: 0.080	CutMix Loss: 0.000	PixMix Loss: 1.321	Tot. Loss: 1.811
+2025-09-22 03:37:55,270 INFO Epoch 20 	 Batch 599	LR : 0.00000	Top1 Acc.: 95.594	CLS Loss: 0.159	Mixup Loss: 1.542	CRL Loss: 0.077	CutMix Loss: 0.000	PixMix Loss: 1.268	Tot. Loss: 1.778
+2025-09-22 03:44:06,311 INFO Epoch 20 	 Batch 699	LR : 0.00000	Top1 Acc.: 95.625	CLS Loss: 0.154	Mixup Loss: 1.537	CRL Loss: 0.074	CutMix Loss: 0.000	PixMix Loss: 1.215	Tot. Loss: 1.766
+2025-09-22 03:50:17,294 INFO Epoch 20 	 Batch 799	LR : 0.00000	Top1 Acc.: 95.141	CLS Loss: 0.167	Mixup Loss: 1.557	CRL Loss: 0.074	CutMix Loss: 0.000	PixMix Loss: 1.223	Tot. Loss: 1.799
+2025-09-22 03:56:28,278 INFO Epoch 20 	 Batch 899	LR : 0.00000	Top1 Acc.: 95.172	CLS Loss: 0.154	Mixup Loss: 1.583	CRL Loss: 0.069	CutMix Loss: 0.000	PixMix Loss: 1.241	Tot. Loss: 1.806
+2025-09-22 04:02:39,258 INFO Epoch 20 	 Batch 999	LR : 0.00000	Top1 Acc.: 95.203	CLS Loss: 0.156	Mixup Loss: 1.557	CRL Loss: 0.066	CutMix Loss: 0.000	PixMix Loss: 1.258	Tot. Loss: 1.779
+2025-09-22 04:08:50,307 INFO Epoch 20 	 Batch 1099	LR : 0.00000	Top1 Acc.: 95.281	CLS Loss: 0.158	Mixup Loss: 1.518	CRL Loss: 0.064	CutMix Loss: 0.000	PixMix Loss: 1.258	Tot. Loss: 1.740
+2025-09-22 04:15:01,370 INFO Epoch 20 	 Batch 1199	LR : 0.00000	Top1 Acc.: 95.953	CLS Loss: 0.150	Mixup Loss: 1.555	CRL Loss: 0.059	CutMix Loss: 0.000	PixMix Loss: 1.252	Tot. Loss: 1.764
+2025-09-22 04:21:12,424 INFO Epoch 20 	 Batch 1299	LR : 0.00000	Top1 Acc.: 95.609	CLS Loss: 0.153	Mixup Loss: 1.561	CRL Loss: 0.061	CutMix Loss: 0.000	PixMix Loss: 1.249	Tot. Loss: 1.775
+2025-09-22 04:27:23,625 INFO Epoch 20 	 Batch 1399	LR : 0.00000	Top1 Acc.: 95.828	CLS Loss: 0.143	Mixup Loss: 1.516	CRL Loss: 0.054	CutMix Loss: 0.000	PixMix Loss: 1.222	Tot. Loss: 1.712
+2025-09-22 04:33:34,943 INFO Epoch 20 	 Batch 1499	LR : 0.00000	Top1 Acc.: 95.578	CLS Loss: 0.162	Mixup Loss: 1.566	CRL Loss: 0.060	CutMix Loss: 0.000	PixMix Loss: 1.304	Tot. Loss: 1.789
+2025-09-22 04:39:45,944 INFO Epoch 20 	 Batch 1599	LR : 0.00000	Top1 Acc.: 95.344	CLS Loss: 0.158	Mixup Loss: 1.547	CRL Loss: 0.064	CutMix Loss: 0.000	PixMix Loss: 1.256	Tot. Loss: 1.769
+2025-09-22 04:45:56,817 INFO Epoch 20 	 Batch 1699	LR : 0.00000	Top1 Acc.: 95.703	CLS Loss: 0.163	Mixup Loss: 1.534	CRL Loss: 0.060	CutMix Loss: 0.000	PixMix Loss: 1.219	Tot. Loss: 1.757
+2025-09-22 04:52:07,881 INFO Epoch 20 	 Batch 1799	LR : 0.00000	Top1 Acc.: 95.797	CLS Loss: 0.152	Mixup Loss: 1.539	CRL Loss: 0.057	CutMix Loss: 0.000	PixMix Loss: 1.257	Tot. Loss: 1.749
+2025-09-22 04:58:19,167 INFO Epoch 20 	 Batch 1899	LR : 0.00000	Top1 Acc.: 95.234	CLS Loss: 0.163	Mixup Loss: 1.554	CRL Loss: 0.064	CutMix Loss: 0.000	PixMix Loss: 1.270	Tot. Loss: 1.782
+2025-09-22 05:04:30,395 INFO Epoch 20 	 Batch 1999	LR : 0.00000	Top1 Acc.: 96.047	CLS Loss: 0.145	Mixup Loss: 1.525	CRL Loss: 0.053	CutMix Loss: 0.000	PixMix Loss: 1.223	Tot. Loss: 1.724
+2025-09-22 05:10:41,536 INFO Epoch 20 	 Batch 2099	LR : 0.00000	Top1 Acc.: 95.328	CLS Loss: 0.162	Mixup Loss: 1.553	CRL Loss: 0.063	CutMix Loss: 0.000	PixMix Loss: 1.261	Tot. Loss: 1.778
+2025-09-22 05:16:52,661 INFO Epoch 20 	 Batch 2199	LR : 0.00000	Top1 Acc.: 95.797	CLS Loss: 0.143	Mixup Loss: 1.532	CRL Loss: 0.057	CutMix Loss: 0.000	PixMix Loss: 1.281	Tot. Loss: 1.732
+2025-09-22 05:23:03,751 INFO Epoch 20 	 Batch 2299	LR : 0.00000	Top1 Acc.: 95.453	CLS Loss: 0.160	Mixup Loss: 1.547	CRL Loss: 0.063	CutMix Loss: 0.000	PixMix Loss: 1.260	Tot. Loss: 1.770
+2025-09-22 05:29:14,804 INFO Epoch 20 	 Batch 2399	LR : 0.00000	Top1 Acc.: 96.000	CLS Loss: 0.142	Mixup Loss: 1.537	CRL Loss: 0.055	CutMix Loss: 0.000	PixMix Loss: 1.245	Tot. Loss: 1.734
+2025-09-22 05:35:25,738 INFO Epoch 20 	 Batch 2499	LR : 0.00000	Top1 Acc.: 95.609	CLS Loss: 0.158	Mixup Loss: 1.555	CRL Loss: 0.061	CutMix Loss: 0.000	PixMix Loss: 1.263	Tot. Loss: 1.774
+2025-09-22 05:41:36,775 INFO Epoch 20 	 Batch 2599	LR : 0.00000	Top1 Acc.: 95.500	CLS Loss: 0.149	Mixup Loss: 1.551	CRL Loss: 0.057	CutMix Loss: 0.000	PixMix Loss: 1.268	Tot. Loss: 1.757
+2025-09-22 05:47:47,797 INFO Epoch 20 	 Batch 2699	LR : 0.00000	Top1 Acc.: 95.516	CLS Loss: 0.148	Mixup Loss: 1.548	CRL Loss: 0.058	CutMix Loss: 0.000	PixMix Loss: 1.279	Tot. Loss: 1.754
+2025-09-22 05:53:59,010 INFO Epoch 20 	 Batch 2799	LR : 0.00000	Top1 Acc.: 95.547	CLS Loss: 0.150	Mixup Loss: 1.547	CRL Loss: 0.062	CutMix Loss: 0.000	PixMix Loss: 1.245	Tot. Loss: 1.759
+2025-09-22 06:00:10,161 INFO Epoch 20 	 Batch 2899	LR : 0.00000	Top1 Acc.: 95.422	CLS Loss: 0.160	Mixup Loss: 1.568	CRL Loss: 0.064	CutMix Loss: 0.000	PixMix Loss: 1.212	Tot. Loss: 1.791
+2025-09-22 06:06:21,533 INFO Epoch 20 	 Batch 2999	LR : 0.00000	Top1 Acc.: 95.484	CLS Loss: 0.165	Mixup Loss: 1.557	CRL Loss: 0.063	CutMix Loss: 0.000	PixMix Loss: 1.236	Tot. Loss: 1.784
+2025-09-22 06:12:32,784 INFO Epoch 20 	 Batch 3099	LR : 0.00000	Top1 Acc.: 95.453	CLS Loss: 0.157	Mixup Loss: 1.545	CRL Loss: 0.058	CutMix Loss: 0.000	PixMix Loss: 1.285	Tot. Loss: 1.761
+2025-09-22 06:18:44,515 INFO Epoch 20 	 Batch 3199	LR : 0.00000	Top1 Acc.: 95.188	CLS Loss: 0.154	Mixup Loss: 1.546	CRL Loss: 0.061	CutMix Loss: 0.000	PixMix Loss: 1.243	Tot. Loss: 1.761
+2025-09-22 06:24:56,090 INFO Epoch 20 	 Batch 3299	LR : 0.00000	Top1 Acc.: 95.594	CLS Loss: 0.152	Mixup Loss: 1.567	CRL Loss: 0.057	CutMix Loss: 0.000	PixMix Loss: 1.279	Tot. Loss: 1.776
+2025-09-22 06:31:06,998 INFO Epoch 20 	 Batch 3399	LR : 0.00000	Top1 Acc.: 95.438	CLS Loss: 0.151	Mixup Loss: 1.551	CRL Loss: 0.057	CutMix Loss: 0.000	PixMix Loss: 1.240	Tot. Loss: 1.759
+2025-09-22 06:37:18,183 INFO Epoch 20 	 Batch 3499	LR : 0.00000	Top1 Acc.: 95.953	CLS Loss: 0.138	Mixup Loss: 1.542	CRL Loss: 0.052	CutMix Loss: 0.000	PixMix Loss: 1.227	Tot. Loss: 1.732
+2025-09-22 06:43:29,203 INFO Epoch 20 	 Batch 3599	LR : 0.00000	Top1 Acc.: 95.375	CLS Loss: 0.157	Mixup Loss: 1.553	CRL Loss: 0.061	CutMix Loss: 0.000	PixMix Loss: 1.270	Tot. Loss: 1.771
+2025-09-22 06:49:40,440 INFO Epoch 20 	 Batch 3699	LR : 0.00000	Top1 Acc.: 95.781	CLS Loss: 0.153	Mixup Loss: 1.540	CRL Loss: 0.057	CutMix Loss: 0.000	PixMix Loss: 1.280	Tot. Loss: 1.751
+2025-09-22 06:55:51,493 INFO Epoch 20 	 Batch 3799	LR : 0.00000	Top1 Acc.: 95.203	CLS Loss: 0.165	Mixup Loss: 1.543	CRL Loss: 0.063	CutMix Loss: 0.000	PixMix Loss: 1.270	Tot. Loss: 1.771
+2025-09-22 07:02:02,644 INFO Epoch 20 	 Batch 3899	LR : 0.00000	Top1 Acc.: 95.406	CLS Loss: 0.154	Mixup Loss: 1.571	CRL Loss: 0.058	CutMix Loss: 0.000	PixMix Loss: 1.275	Tot. Loss: 1.783
+2025-09-22 07:08:13,787 INFO Epoch 20 	 Batch 3999	LR : 0.00000	Top1 Acc.: 96.297	CLS Loss: 0.138	Mixup Loss: 1.527	CRL Loss: 0.051	CutMix Loss: 0.000	PixMix Loss: 1.245	Tot. Loss: 1.716
+2025-09-22 07:14:24,850 INFO Epoch 20 	 Batch 4099	LR : 0.00000	Top1 Acc.: 95.453	CLS Loss: 0.157	Mixup Loss: 1.552	CRL Loss: 0.061	CutMix Loss: 0.000	PixMix Loss: 1.266	Tot. Loss: 1.770
+2025-09-22 07:20:36,012 INFO Epoch 20 	 Batch 4199	LR : 0.00000	Top1 Acc.: 95.781	CLS Loss: 0.162	Mixup Loss: 1.547	CRL Loss: 0.057	CutMix Loss: 0.000	PixMix Loss: 1.230	Tot. Loss: 1.766
+2025-09-22 07:26:47,199 INFO Epoch 20 	 Batch 4299	LR : 0.00000	Top1 Acc.: 95.781	CLS Loss: 0.152	Mixup Loss: 1.532	CRL Loss: 0.057	CutMix Loss: 0.000	PixMix Loss: 1.217	Tot. Loss: 1.741
+2025-09-22 07:32:58,358 INFO Epoch 20 	 Batch 4399	LR : 0.00000	Top1 Acc.: 95.828	CLS Loss: 0.152	Mixup Loss: 1.520	CRL Loss: 0.056	CutMix Loss: 0.000	PixMix Loss: 1.262	Tot. Loss: 1.728
+2025-09-22 07:39:09,357 INFO Epoch 20 	 Batch 4499	LR : 0.00000	Top1 Acc.: 95.453	CLS Loss: 0.162	Mixup Loss: 1.545	CRL Loss: 0.062	CutMix Loss: 0.000	PixMix Loss: 1.248	Tot. Loss: 1.769
+2025-09-22 07:45:20,474 INFO Epoch 20 	 Batch 4599	LR : 0.00000	Top1 Acc.: 95.672	CLS Loss: 0.152	Mixup Loss: 1.507	CRL Loss: 0.058	CutMix Loss: 0.000	PixMix Loss: 1.244	Tot. Loss: 1.717
+2025-09-22 07:51:31,632 INFO Epoch 20 	 Batch 4699	LR : 0.00000	Top1 Acc.: 95.469	CLS Loss: 0.147	Mixup Loss: 1.545	CRL Loss: 0.060	CutMix Loss: 0.000	PixMix Loss: 1.238	Tot. Loss: 1.752
+2025-09-22 07:57:42,584 INFO Epoch 20 	 Batch 4799	LR : 0.00000	Top1 Acc.: 95.562	CLS Loss: 0.157	Mixup Loss: 1.539	CRL Loss: 0.062	CutMix Loss: 0.000	PixMix Loss: 1.281	Tot. Loss: 1.758
+2025-09-22 08:03:53,814 INFO Epoch 20 	 Batch 4899	LR : 0.00000	Top1 Acc.: 95.438	CLS Loss: 0.160	Mixup Loss: 1.539	CRL Loss: 0.058	CutMix Loss: 0.000	PixMix Loss: 1.263	Tot. Loss: 1.757
+2025-09-22 08:10:04,790 INFO Epoch 20 	 Batch 4999	LR : 0.00000	Top1 Acc.: 95.688	CLS Loss: 0.143	Mixup Loss: 1.520	CRL Loss: 0.058	CutMix Loss: 0.000	PixMix Loss: 1.216	Tot. Loss: 1.721
+2025-09-22 08:15:39,001 INFO ################## 
+ ---> Validation Epoch 20 (Original Model)	Acc.: 81.458	FPR: 58.527	AUROC: 87.231	AUPR: 61.261	AURC: 48.538	EAURC: 30.174	AUPR Succ.: 96.436	ECE: 7.195	NLL: 8.039	Brier: 27.479
+2025-09-22 08:21:09,562 INFO ################## 
+ ---> Validation Epoch 20 (EMA Model)	Acc.: 0.078	FPR: 94.752	AUROC: 42.919	AUPR: 99.902	AURC: 999.387	EAURC: 5.749	AUPR Succ.: 0.065	ECE: 15.339	NLL: 94.813	Brier: 105.007
+2025-09-22 08:21:09,613 INFO ####### --- Training Epoch 21 --- #######
+2025-09-22 08:37:10,250 INFO Epoch 21 	 Batch 99	LR : 0.00000	Top1 Acc.: 95.219	CLS Loss: 0.161	Mixup Loss: 1.555	CRL Loss: 0.055	CutMix Loss: 0.000	PixMix Loss: 1.298	Tot. Loss: 1.771
+2025-09-22 08:43:21,604 INFO Epoch 21 	 Batch 199	LR : 0.00000	Top1 Acc.: 95.891	CLS Loss: 0.146	Mixup Loss: 1.541	CRL Loss: 0.049	CutMix Loss: 0.000	PixMix Loss: 1.249	Tot. Loss: 1.736
+2025-09-22 08:49:32,858 INFO Epoch 21 	 Batch 299	LR : 0.00000	Top1 Acc.: 95.344	CLS Loss: 0.151	Mixup Loss: 1.546	CRL Loss: 0.059	CutMix Loss: 0.000	PixMix Loss: 1.235	Tot. Loss: 1.757
+2025-09-22 08:55:43,931 INFO Epoch 21 	 Batch 399	LR : 0.00000	Top1 Acc.: 95.953	CLS Loss: 0.153	Mixup Loss: 1.545	CRL Loss: 0.059	CutMix Loss: 0.000	PixMix Loss: 1.262	Tot. Loss: 1.756
+2025-09-22 09:01:55,053 INFO Epoch 21 	 Batch 499	LR : 0.00000	Top1 Acc.: 95.250	CLS Loss: 0.165	Mixup Loss: 1.564	CRL Loss: 0.078	CutMix Loss: 0.000	PixMix Loss: 1.268	Tot. Loss: 1.807
+2025-09-22 09:08:06,039 INFO Epoch 21 	 Batch 599	LR : 0.00000	Top1 Acc.: 95.625	CLS Loss: 0.160	Mixup Loss: 1.547	CRL Loss: 0.076	CutMix Loss: 0.000	PixMix Loss: 1.286	Tot. Loss: 1.783
+2025-09-22 09:14:17,432 INFO Epoch 21 	 Batch 699	LR : 0.00000	Top1 Acc.: 95.531	CLS Loss: 0.154	Mixup Loss: 1.556	CRL Loss: 0.073	CutMix Loss: 0.000	PixMix Loss: 1.280	Tot. Loss: 1.783
+2025-09-22 09:20:28,425 INFO Epoch 21 	 Batch 799	LR : 0.00000	Top1 Acc.: 95.188	CLS Loss: 0.167	Mixup Loss: 1.550	CRL Loss: 0.073	CutMix Loss: 0.000	PixMix Loss: 1.292	Tot. Loss: 1.790
+2025-09-22 09:26:39,470 INFO Epoch 21 	 Batch 899	LR : 0.00000	Top1 Acc.: 95.281	CLS Loss: 0.154	Mixup Loss: 1.548	CRL Loss: 0.068	CutMix Loss: 0.000	PixMix Loss: 1.299	Tot. Loss: 1.770
+2025-09-22 09:32:50,626 INFO Epoch 21 	 Batch 999	LR : 0.00000	Top1 Acc.: 95.188	CLS Loss: 0.157	Mixup Loss: 1.548	CRL Loss: 0.066	CutMix Loss: 0.000	PixMix Loss: 1.250	Tot. Loss: 1.770
+2025-09-22 09:39:01,653 INFO Epoch 21 	 Batch 1099	LR : 0.00000	Top1 Acc.: 95.375	CLS Loss: 0.158	Mixup Loss: 1.546	CRL Loss: 0.064	CutMix Loss: 0.000	PixMix Loss: 1.258	Tot. Loss: 1.767
+2025-09-22 09:45:12,840 INFO Epoch 21 	 Batch 1199	LR : 0.00000	Top1 Acc.: 95.844	CLS Loss: 0.152	Mixup Loss: 1.554	CRL Loss: 0.058	CutMix Loss: 0.000	PixMix Loss: 1.278	Tot. Loss: 1.764
+2025-09-22 09:51:23,993 INFO Epoch 21 	 Batch 1299	LR : 0.00000	Top1 Acc.: 95.703	CLS Loss: 0.152	Mixup Loss: 1.558	CRL Loss: 0.060	CutMix Loss: 0.000	PixMix Loss: 1.237	Tot. Loss: 1.770
+2025-09-22 09:57:35,027 INFO Epoch 21 	 Batch 1399	LR : 0.00000	Top1 Acc.: 95.688	CLS Loss: 0.144	Mixup Loss: 1.516	CRL Loss: 0.053	CutMix Loss: 0.000	PixMix Loss: 1.234	Tot. Loss: 1.713
+2025-09-22 10:03:46,096 INFO Epoch 21 	 Batch 1499	LR : 0.00000	Top1 Acc.: 95.469	CLS Loss: 0.163	Mixup Loss: 1.537	CRL Loss: 0.059	CutMix Loss: 0.000	PixMix Loss: 1.253	Tot. Loss: 1.759
+2025-09-22 10:09:57,159 INFO Epoch 21 	 Batch 1599	LR : 0.00000	Top1 Acc.: 95.344	CLS Loss: 0.159	Mixup Loss: 1.553	CRL Loss: 0.063	CutMix Loss: 0.000	PixMix Loss: 1.232	Tot. Loss: 1.775
+2025-09-22 10:16:08,266 INFO Epoch 21 	 Batch 1699	LR : 0.00000	Top1 Acc.: 95.594	CLS Loss: 0.163	Mixup Loss: 1.548	CRL Loss: 0.059	CutMix Loss: 0.000	PixMix Loss: 1.266	Tot. Loss: 1.770
+2025-09-22 10:22:19,521 INFO Epoch 21 	 Batch 1799	LR : 0.00000	Top1 Acc.: 95.625	CLS Loss: 0.153	Mixup Loss: 1.540	CRL Loss: 0.057	CutMix Loss: 0.000	PixMix Loss: 1.249	Tot. Loss: 1.750
+2025-09-22 10:28:30,563 INFO Epoch 21 	 Batch 1899	LR : 0.00000	Top1 Acc.: 95.094	CLS Loss: 0.162	Mixup Loss: 1.556	CRL Loss: 0.063	CutMix Loss: 0.000	PixMix Loss: 1.245	Tot. Loss: 1.781
+2025-09-22 10:34:41,679 INFO Epoch 21 	 Batch 1999	LR : 0.00000	Top1 Acc.: 95.891	CLS Loss: 0.144	Mixup Loss: 1.527	CRL Loss: 0.053	CutMix Loss: 0.000	PixMix Loss: 1.237	Tot. Loss: 1.724
+2025-09-22 10:40:52,756 INFO Epoch 21 	 Batch 2099	LR : 0.00000	Top1 Acc.: 95.391	CLS Loss: 0.161	Mixup Loss: 1.548	CRL Loss: 0.062	CutMix Loss: 0.000	PixMix Loss: 1.266	Tot. Loss: 1.771
+2025-09-22 10:47:03,844 INFO Epoch 21 	 Batch 2199	LR : 0.00000	Top1 Acc.: 95.797	CLS Loss: 0.145	Mixup Loss: 1.540	CRL Loss: 0.056	CutMix Loss: 0.000	PixMix Loss: 1.257	Tot. Loss: 1.741
+2025-09-22 10:53:14,825 INFO Epoch 21 	 Batch 2299	LR : 0.00000	Top1 Acc.: 95.422	CLS Loss: 0.159	Mixup Loss: 1.572	CRL Loss: 0.063	CutMix Loss: 0.000	PixMix Loss: 1.261	Tot. Loss: 1.793
+2025-09-22 10:59:25,899 INFO Epoch 21 	 Batch 2399	LR : 0.00000	Top1 Acc.: 95.875	CLS Loss: 0.143	Mixup Loss: 1.528	CRL Loss: 0.055	CutMix Loss: 0.000	PixMix Loss: 1.274	Tot. Loss: 1.726
+2025-09-22 11:05:36,932 INFO Epoch 21 	 Batch 2499	LR : 0.00000	Top1 Acc.: 95.438	CLS Loss: 0.159	Mixup Loss: 1.554	CRL Loss: 0.061	CutMix Loss: 0.000	PixMix Loss: 1.267	Tot. Loss: 1.774
+2025-09-22 11:11:47,841 INFO Epoch 21 	 Batch 2599	LR : 0.00000	Top1 Acc.: 95.344	CLS Loss: 0.152	Mixup Loss: 1.562	CRL Loss: 0.057	CutMix Loss: 0.000	PixMix Loss: 1.278	Tot. Loss: 1.771
+2025-09-22 11:17:58,926 INFO Epoch 21 	 Batch 2699	LR : 0.00000	Top1 Acc.: 95.516	CLS Loss: 0.148	Mixup Loss: 1.548	CRL Loss: 0.058	CutMix Loss: 0.000	PixMix Loss: 1.240	Tot. Loss: 1.755
+2025-09-22 11:24:09,885 INFO Epoch 21 	 Batch 2799	LR : 0.00000	Top1 Acc.: 95.438	CLS Loss: 0.151	Mixup Loss: 1.541	CRL Loss: 0.062	CutMix Loss: 0.000	PixMix Loss: 1.231	Tot. Loss: 1.754
+2025-09-22 11:30:20,851 INFO Epoch 21 	 Batch 2899	LR : 0.00000	Top1 Acc.: 95.391	CLS Loss: 0.160	Mixup Loss: 1.570	CRL Loss: 0.063	CutMix Loss: 0.000	PixMix Loss: 1.273	Tot. Loss: 1.793
+2025-09-22 11:36:31,872 INFO Epoch 21 	 Batch 2999	LR : 0.00000	Top1 Acc.: 95.453	CLS Loss: 0.166	Mixup Loss: 1.561	CRL Loss: 0.062	CutMix Loss: 0.000	PixMix Loss: 1.297	Tot. Loss: 1.789
+2025-09-22 11:42:42,707 INFO Epoch 21 	 Batch 3099	LR : 0.00000	Top1 Acc.: 95.531	CLS Loss: 0.155	Mixup Loss: 1.545	CRL Loss: 0.058	CutMix Loss: 0.000	PixMix Loss: 1.262	Tot. Loss: 1.759
+2025-09-22 11:48:53,804 INFO Epoch 21 	 Batch 3199	LR : 0.00000	Top1 Acc.: 95.297	CLS Loss: 0.152	Mixup Loss: 1.545	CRL Loss: 0.061	CutMix Loss: 0.000	PixMix Loss: 1.251	Tot. Loss: 1.758
+2025-09-22 11:55:04,898 INFO Epoch 21 	 Batch 3299	LR : 0.00000	Top1 Acc.: 95.594	CLS Loss: 0.151	Mixup Loss: 1.558	CRL Loss: 0.057	CutMix Loss: 0.000	PixMix Loss: 1.313	Tot. Loss: 1.766
+2025-09-22 12:01:16,095 INFO Epoch 21 	 Batch 3399	LR : 0.00000	Top1 Acc.: 95.688	CLS Loss: 0.151	Mixup Loss: 1.543	CRL Loss: 0.057	CutMix Loss: 0.000	PixMix Loss: 1.231	Tot. Loss: 1.751
+2025-09-22 12:07:27,362 INFO Epoch 21 	 Batch 3499	LR : 0.00000	Top1 Acc.: 96.109	CLS Loss: 0.137	Mixup Loss: 1.544	CRL Loss: 0.052	CutMix Loss: 0.000	PixMix Loss: 1.279	Tot. Loss: 1.733
+2025-09-22 12:13:38,620 INFO Epoch 21 	 Batch 3599	LR : 0.00000	Top1 Acc.: 95.500	CLS Loss: 0.158	Mixup Loss: 1.556	CRL Loss: 0.060	CutMix Loss: 0.000	PixMix Loss: 1.273	Tot. Loss: 1.774
+2025-09-22 12:19:49,861 INFO Epoch 21 	 Batch 3699	LR : 0.00000	Top1 Acc.: 95.828	CLS Loss: 0.153	Mixup Loss: 1.532	CRL Loss: 0.056	CutMix Loss: 0.000	PixMix Loss: 1.299	Tot. Loss: 1.742
+2025-09-22 12:26:01,048 INFO Epoch 21 	 Batch 3799	LR : 0.00000	Top1 Acc.: 95.156	CLS Loss: 0.166	Mixup Loss: 1.557	CRL Loss: 0.062	CutMix Loss: 0.000	PixMix Loss: 1.233	Tot. Loss: 1.786
+2025-09-22 12:32:12,109 INFO Epoch 21 	 Batch 3899	LR : 0.00000	Top1 Acc.: 95.469	CLS Loss: 0.153	Mixup Loss: 1.574	CRL Loss: 0.058	CutMix Loss: 0.000	PixMix Loss: 1.290	Tot. Loss: 1.785
+2025-09-22 12:38:23,370 INFO Epoch 21 	 Batch 3999	LR : 0.00000	Top1 Acc.: 96.156	CLS Loss: 0.139	Mixup Loss: 1.519	CRL Loss: 0.051	CutMix Loss: 0.000	PixMix Loss: 1.256	Tot. Loss: 1.709
+2025-09-22 12:44:34,640 INFO Epoch 21 	 Batch 4099	LR : 0.00000	Top1 Acc.: 95.406	CLS Loss: 0.156	Mixup Loss: 1.556	CRL Loss: 0.061	CutMix Loss: 0.000	PixMix Loss: 1.272	Tot. Loss: 1.772
+2025-09-22 12:50:45,886 INFO Epoch 21 	 Batch 4199	LR : 0.00000	Top1 Acc.: 95.812	CLS Loss: 0.162	Mixup Loss: 1.550	CRL Loss: 0.057	CutMix Loss: 0.000	PixMix Loss: 1.250	Tot. Loss: 1.768
+2025-09-22 12:56:57,080 INFO Epoch 21 	 Batch 4299	LR : 0.00000	Top1 Acc.: 95.688	CLS Loss: 0.150	Mixup Loss: 1.540	CRL Loss: 0.057	CutMix Loss: 0.000	PixMix Loss: 1.242	Tot. Loss: 1.747
+2025-09-22 13:03:08,268 INFO Epoch 21 	 Batch 4399	LR : 0.00000	Top1 Acc.: 95.641	CLS Loss: 0.153	Mixup Loss: 1.528	CRL Loss: 0.056	CutMix Loss: 0.000	PixMix Loss: 1.250	Tot. Loss: 1.738
+2025-09-22 13:09:19,519 INFO Epoch 21 	 Batch 4499	LR : 0.00000	Top1 Acc.: 95.344	CLS Loss: 0.162	Mixup Loss: 1.536	CRL Loss: 0.061	CutMix Loss: 0.000	PixMix Loss: 1.252	Tot. Loss: 1.760
+2025-09-22 13:15:30,662 INFO Epoch 21 	 Batch 4599	LR : 0.00000	Top1 Acc.: 95.641	CLS Loss: 0.151	Mixup Loss: 1.522	CRL Loss: 0.057	CutMix Loss: 0.000	PixMix Loss: 1.200	Tot. Loss: 1.730
+2025-09-22 13:21:41,770 INFO Epoch 21 	 Batch 4699	LR : 0.00000	Top1 Acc.: 95.625	CLS Loss: 0.147	Mixup Loss: 1.545	CRL Loss: 0.059	CutMix Loss: 0.000	PixMix Loss: 1.283	Tot. Loss: 1.752
+2025-09-22 13:27:52,915 INFO Epoch 21 	 Batch 4799	LR : 0.00000	Top1 Acc.: 95.609	CLS Loss: 0.158	Mixup Loss: 1.545	CRL Loss: 0.061	CutMix Loss: 0.000	PixMix Loss: 1.284	Tot. Loss: 1.763
+2025-09-22 13:34:04,211 INFO Epoch 21 	 Batch 4899	LR : 0.00000	Top1 Acc.: 95.438	CLS Loss: 0.160	Mixup Loss: 1.540	CRL Loss: 0.058	CutMix Loss: 0.000	PixMix Loss: 1.240	Tot. Loss: 1.758
+2025-09-22 13:40:15,265 INFO Epoch 21 	 Batch 4999	LR : 0.00000	Top1 Acc.: 95.766	CLS Loss: 0.142	Mixup Loss: 1.524	CRL Loss: 0.057	CutMix Loss: 0.000	PixMix Loss: 1.257	Tot. Loss: 1.723
+2025-09-22 13:45:13,478 INFO ################## 
+ ---> Validation Epoch 21 (Original Model)	Acc.: 81.462	FPR: 58.507	AUROC: 87.224	AUPR: 61.220	AURC: 48.538	EAURC: 30.183	AUPR Succ.: 96.435	ECE: 7.190	NLL: 8.038	Brier: 27.478
+2025-09-22 13:49:50,753 INFO ################## 
+ ---> Validation Epoch 21 (EMA Model)	Acc.: 0.078	FPR: 94.752	AUROC: 42.919	AUPR: 99.902	AURC: 999.387	EAURC: 5.749	AUPR Succ.: 0.065	ECE: 15.339	NLL: 94.813	Brier: 105.007
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+2025-09-17 17:32:37,033 INFO {
+    "activation": "relu",
+    "alpha": 0.5,
+    "batch_size": 256,
+    "cos_temp": 64,
+    "crl_weight": 1.0,
+    "cutmix_beta": 1.0,
+    "cutmix_prob": 1.0,
+    "cutmix_weight": 0.0,
+    "data_name": "imagenet1k",
+    "deit_path": "./pretrained_model/deit_base_patch16_224-b5f2ef4d.pth",
+    "epochs": 20,
+    "fine_tune_epochs": 20,
+    "fine_tune_lr": 0.01,
+    "gpu": [
+        0,
+        1,
+        2,
+        3
+    ],
+    "imb_factor": 1.0,
+    "label_smoothing": 0.0,
+    "lmbda": 0.8,
+    "loss": "ce",
+    "lr": 0.0001,
+    "mixup_beta": 10.0,
+    "mixup_weight": 1.0,
+    "model_name": "deit_base_patch16_224",
+    "momentum": 0.9,
+    "nb_cls": 1000,
+    "nb_run": 1,
+    "nb_worker": 4,
+    "optim_name": "fmfp",
+    "p": 2,
+    "per_epoch_scheduler": false,
+    "pixmix_path": "./pixmixset",
+    "pixmix_weight": 0.0,
+    "rebn": false,
+    "resume": null,
+    "reweighting_type": null,
+    "rho": 0.2,
+    "save_dir": "/group-volume/Data-Efficient-Intelligence-ASR-Unlabeled-Data/hushell/surev2_inet/Deit-B-ImageNet1k/ours-pixmix-fsam+sam-ema+swa+crl",
+    "sigma": 1,
+    "subcommand": "ImageNet1k",
+    "swa_epoch_start": 80,
+    "swa_lr": 0.05,
+    "t": 1.0,
+    "test_dir": "/group-volume/On-Device-AI/datasets/imagenet/imagenet-val-256.h5",
+    "train_dir": "/group-volume/On-Device-AI/datasets/imagenet/imagenet-train-256.h5",
+    "train_size": 224,
+    "use_cosine": false,
+    "val_dir": "/group-volume/On-Device-AI/datasets/imagenet/imagenet-val-256.h5",
+    "weight_decay": 5e-05
+}
+2025-09-17 17:35:19,047 INFO ####################################################################################################
+1 / 1 Running
+2025-09-17 17:35:32,195 INFO ####### --- Training Epoch 1 --- #######
+2025-09-17 17:59:25,544 INFO Epoch 1 	 Batch 99	LR : 0.00010	Top1 Acc.: 95.844	CLS Loss: 0.222	Mixup Loss: 1.410	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.457	Tot. Loss: 1.633
+2025-09-17 18:05:29,850 INFO Epoch 1 	 Batch 199	LR : 0.00010	Top1 Acc.: 95.953	CLS Loss: 0.178	Mixup Loss: 1.341	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.270	Tot. Loss: 1.519
+2025-09-17 18:11:33,955 INFO Epoch 1 	 Batch 299	LR : 0.00010	Top1 Acc.: 95.797	CLS Loss: 0.174	Mixup Loss: 1.342	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.230	Tot. Loss: 1.515
+2025-09-17 18:17:37,976 INFO Epoch 1 	 Batch 399	LR : 0.00010	Top1 Acc.: 96.281	CLS Loss: 0.163	Mixup Loss: 1.344	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.218	Tot. Loss: 1.507
+2025-09-17 18:23:42,161 INFO Epoch 1 	 Batch 499	LR : 0.00010	Top1 Acc.: 95.781	CLS Loss: 0.169	Mixup Loss: 1.344	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.262	Tot. Loss: 1.512
+2025-09-17 18:29:46,133 INFO Epoch 1 	 Batch 599	LR : 0.00010	Top1 Acc.: 95.672	CLS Loss: 0.170	Mixup Loss: 1.331	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.214	Tot. Loss: 1.501
+2025-09-17 18:35:50,135 INFO Epoch 1 	 Batch 699	LR : 0.00010	Top1 Acc.: 95.859	CLS Loss: 0.159	Mixup Loss: 1.345	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.217	Tot. Loss: 1.505
+2025-09-17 18:41:54,152 INFO Epoch 1 	 Batch 799	LR : 0.00010	Top1 Acc.: 95.578	CLS Loss: 0.168	Mixup Loss: 1.323	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.193	Tot. Loss: 1.491
+2025-09-17 18:47:58,192 INFO Epoch 1 	 Batch 899	LR : 0.00010	Top1 Acc.: 95.688	CLS Loss: 0.153	Mixup Loss: 1.340	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.193	Tot. Loss: 1.493
+2025-09-17 18:54:02,299 INFO Epoch 1 	 Batch 999	LR : 0.00010	Top1 Acc.: 95.797	CLS Loss: 0.153	Mixup Loss: 1.321	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.207	Tot. Loss: 1.474
+2025-09-17 19:00:06,358 INFO Epoch 1 	 Batch 1099	LR : 0.00010	Top1 Acc.: 95.453	CLS Loss: 0.158	Mixup Loss: 1.316	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.179	Tot. Loss: 1.474
+2025-09-17 19:06:10,391 INFO Epoch 1 	 Batch 1199	LR : 0.00010	Top1 Acc.: 95.891	CLS Loss: 0.154	Mixup Loss: 1.325	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.170	Tot. Loss: 1.479
+2025-09-17 19:12:14,438 INFO Epoch 1 	 Batch 1299	LR : 0.00010	Top1 Acc.: 95.875	CLS Loss: 0.150	Mixup Loss: 1.328	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.190	Tot. Loss: 1.478
+2025-09-17 19:18:18,541 INFO Epoch 1 	 Batch 1399	LR : 0.00010	Top1 Acc.: 96.047	CLS Loss: 0.141	Mixup Loss: 1.300	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.183	Tot. Loss: 1.441
+2025-09-17 19:24:22,568 INFO Epoch 1 	 Batch 1499	LR : 0.00010	Top1 Acc.: 95.875	CLS Loss: 0.157	Mixup Loss: 1.328	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.171	Tot. Loss: 1.485
+2025-09-17 19:30:26,610 INFO Epoch 1 	 Batch 1599	LR : 0.00010	Top1 Acc.: 95.797	CLS Loss: 0.155	Mixup Loss: 1.328	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.209	Tot. Loss: 1.483
+2025-09-17 19:36:30,623 INFO Epoch 1 	 Batch 1699	LR : 0.00010	Top1 Acc.: 96.047	CLS Loss: 0.155	Mixup Loss: 1.304	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.175	Tot. Loss: 1.459
+2025-09-17 19:42:34,666 INFO Epoch 1 	 Batch 1799	LR : 0.00010	Top1 Acc.: 95.953	CLS Loss: 0.156	Mixup Loss: 1.332	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.156	Tot. Loss: 1.488
+2025-09-17 19:48:38,713 INFO Epoch 1 	 Batch 1899	LR : 0.00010	Top1 Acc.: 95.688	CLS Loss: 0.156	Mixup Loss: 1.324	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.189	Tot. Loss: 1.480
+2025-09-17 19:54:42,764 INFO Epoch 1 	 Batch 1999	LR : 0.00010	Top1 Acc.: 96.344	CLS Loss: 0.139	Mixup Loss: 1.298	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.184	Tot. Loss: 1.437
+2025-09-17 20:00:46,821 INFO Epoch 1 	 Batch 2099	LR : 0.00010	Top1 Acc.: 95.766	CLS Loss: 0.158	Mixup Loss: 1.342	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.186	Tot. Loss: 1.499
+2025-09-17 20:06:50,882 INFO Epoch 1 	 Batch 2199	LR : 0.00010	Top1 Acc.: 96.297	CLS Loss: 0.142	Mixup Loss: 1.307	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.144	Tot. Loss: 1.449
+2025-09-17 20:12:54,932 INFO Epoch 1 	 Batch 2299	LR : 0.00010	Top1 Acc.: 95.938	CLS Loss: 0.150	Mixup Loss: 1.316	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.190	Tot. Loss: 1.466
+2025-09-17 20:18:59,024 INFO Epoch 1 	 Batch 2399	LR : 0.00010	Top1 Acc.: 96.188	CLS Loss: 0.143	Mixup Loss: 1.314	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.136	Tot. Loss: 1.457
+2025-09-17 20:25:03,053 INFO Epoch 1 	 Batch 2499	LR : 0.00010	Top1 Acc.: 95.922	CLS Loss: 0.154	Mixup Loss: 1.331	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.162	Tot. Loss: 1.485
+2025-09-17 20:31:07,074 INFO Epoch 1 	 Batch 2599	LR : 0.00010	Top1 Acc.: 95.969	CLS Loss: 0.145	Mixup Loss: 1.328	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.153	Tot. Loss: 1.473
+2025-09-17 20:37:11,077 INFO Epoch 1 	 Batch 2699	LR : 0.00010	Top1 Acc.: 95.984	CLS Loss: 0.143	Mixup Loss: 1.305	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.190	Tot. Loss: 1.449
+2025-09-17 20:43:15,126 INFO Epoch 1 	 Batch 2799	LR : 0.00010	Top1 Acc.: 95.656	CLS Loss: 0.147	Mixup Loss: 1.321	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.189	Tot. Loss: 1.469
+2025-09-17 20:49:19,170 INFO Epoch 1 	 Batch 2899	LR : 0.00010	Top1 Acc.: 96.000	CLS Loss: 0.155	Mixup Loss: 1.328	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.198	Tot. Loss: 1.483
+2025-09-17 20:55:23,181 INFO Epoch 1 	 Batch 2999	LR : 0.00010	Top1 Acc.: 95.516	CLS Loss: 0.158	Mixup Loss: 1.344	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.193	Tot. Loss: 1.503
+2025-09-17 21:01:27,257 INFO Epoch 1 	 Batch 3099	LR : 0.00010	Top1 Acc.: 95.828	CLS Loss: 0.150	Mixup Loss: 1.298	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.131	Tot. Loss: 1.448
+2025-09-17 21:07:31,262 INFO Epoch 1 	 Batch 3199	LR : 0.00010	Top1 Acc.: 96.125	CLS Loss: 0.142	Mixup Loss: 1.296	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.164	Tot. Loss: 1.438
+2025-09-17 21:13:35,387 INFO Epoch 1 	 Batch 3299	LR : 0.00010	Top1 Acc.: 95.859	CLS Loss: 0.150	Mixup Loss: 1.310	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.154	Tot. Loss: 1.461
+2025-09-17 21:19:39,410 INFO Epoch 1 	 Batch 3399	LR : 0.00010	Top1 Acc.: 96.125	CLS Loss: 0.145	Mixup Loss: 1.314	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.137	Tot. Loss: 1.460
+2025-09-17 21:25:43,456 INFO Epoch 1 	 Batch 3499	LR : 0.00010	Top1 Acc.: 96.172	CLS Loss: 0.134	Mixup Loss: 1.287	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.127	Tot. Loss: 1.421
+2025-09-17 21:31:47,553 INFO Epoch 1 	 Batch 3599	LR : 0.00010	Top1 Acc.: 95.797	CLS Loss: 0.150	Mixup Loss: 1.319	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.140	Tot. Loss: 1.469
+2025-09-17 21:37:51,533 INFO Epoch 1 	 Batch 3699	LR : 0.00010	Top1 Acc.: 95.844	CLS Loss: 0.149	Mixup Loss: 1.302	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.143	Tot. Loss: 1.452
+2025-09-17 21:43:55,548 INFO Epoch 1 	 Batch 3799	LR : 0.00010	Top1 Acc.: 95.531	CLS Loss: 0.160	Mixup Loss: 1.331	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.160	Tot. Loss: 1.490
+2025-09-17 21:49:59,484 INFO Epoch 1 	 Batch 3899	LR : 0.00010	Top1 Acc.: 96.031	CLS Loss: 0.146	Mixup Loss: 1.303	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.159	Tot. Loss: 1.449
+2025-09-17 21:56:03,514 INFO Epoch 1 	 Batch 3999	LR : 0.00010	Top1 Acc.: 96.406	CLS Loss: 0.132	Mixup Loss: 1.288	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.136	Tot. Loss: 1.420
+2025-09-17 22:02:07,531 INFO Epoch 1 	 Batch 4099	LR : 0.00010	Top1 Acc.: 95.859	CLS Loss: 0.148	Mixup Loss: 1.314	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.186	Tot. Loss: 1.461
+2025-09-17 22:08:11,584 INFO Epoch 1 	 Batch 4199	LR : 0.00010	Top1 Acc.: 95.953	CLS Loss: 0.151	Mixup Loss: 1.305	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.183	Tot. Loss: 1.457
+2025-09-17 22:14:15,701 INFO Epoch 1 	 Batch 4299	LR : 0.00010	Top1 Acc.: 96.266	CLS Loss: 0.142	Mixup Loss: 1.300	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.122	Tot. Loss: 1.442
+2025-09-17 22:20:19,773 INFO Epoch 1 	 Batch 4399	LR : 0.00010	Top1 Acc.: 96.031	CLS Loss: 0.144	Mixup Loss: 1.284	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.146	Tot. Loss: 1.429
+2025-09-17 22:26:23,780 INFO Epoch 1 	 Batch 4499	LR : 0.00010	Top1 Acc.: 96.062	CLS Loss: 0.150	Mixup Loss: 1.298	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.193	Tot. Loss: 1.448
+2025-09-17 22:32:27,804 INFO Epoch 1 	 Batch 4599	LR : 0.00010	Top1 Acc.: 96.203	CLS Loss: 0.145	Mixup Loss: 1.278	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.153	Tot. Loss: 1.424
+2025-09-17 22:38:31,827 INFO Epoch 1 	 Batch 4699	LR : 0.00010	Top1 Acc.: 96.109	CLS Loss: 0.140	Mixup Loss: 1.305	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.142	Tot. Loss: 1.445
+2025-09-17 22:44:35,849 INFO Epoch 1 	 Batch 4799	LR : 0.00010	Top1 Acc.: 95.891	CLS Loss: 0.148	Mixup Loss: 1.306	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.156	Tot. Loss: 1.454
+2025-09-17 22:50:39,831 INFO Epoch 1 	 Batch 4899	LR : 0.00010	Top1 Acc.: 95.859	CLS Loss: 0.154	Mixup Loss: 1.311	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.211	Tot. Loss: 1.465
+2025-09-17 22:56:43,859 INFO Epoch 1 	 Batch 4999	LR : 0.00010	Top1 Acc.: 96.094	CLS Loss: 0.141	Mixup Loss: 1.282	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.147	Tot. Loss: 1.424
+2025-09-17 23:04:06,139 INFO ################## 
+ ---> Validation Epoch 1 (Original Model)	Acc.: 82.004	FPR: 57.168	AUROC: 87.518	AUPR: 60.942	AURC: 47.705	EAURC: 30.443	AUPR Succ.: 96.415	ECE: 4.661	NLL: 7.116	Brier: 25.937
+2025-09-17 23:10:25,508 INFO ################## 
+ ---> Validation Epoch 1 (EMA Model)	Acc.: 82.004	FPR: 57.291	AUROC: 87.518	AUPR: 60.966	AURC: 47.709	EAURC: 30.446	AUPR Succ.: 96.415	ECE: 4.649	NLL: 7.116	Brier: 25.937
+2025-09-17 23:10:25,648 INFO Original Model Accuracy improved from 0.00 to 82.00!!!
+2025-09-17 23:10:32,199 INFO EMA Model Accuracy improved from 0.00 to 82.00!!!
+2025-09-17 23:10:39,687 INFO ####### --- Training Epoch 2 --- #######
+2025-09-17 23:29:42,538 INFO Epoch 2 	 Batch 99	LR : 0.00010	Top1 Acc.: 96.219	CLS Loss: 0.144	Mixup Loss: 1.320	CRL Loss: 0.056	CutMix Loss: 0.000	PixMix Loss: 1.162	Tot. Loss: 1.520
+2025-09-17 23:35:46,755 INFO Epoch 2 	 Batch 199	LR : 0.00010	Top1 Acc.: 96.219	CLS Loss: 0.139	Mixup Loss: 1.302	CRL Loss: 0.053	CutMix Loss: 0.000	PixMix Loss: 1.120	Tot. Loss: 1.495
+2025-09-17 23:41:50,979 INFO Epoch 2 	 Batch 299	LR : 0.00010	Top1 Acc.: 95.797	CLS Loss: 0.145	Mixup Loss: 1.305	CRL Loss: 0.058	CutMix Loss: 0.000	PixMix Loss: 1.146	Tot. Loss: 1.508
+2025-09-17 23:47:55,093 INFO Epoch 2 	 Batch 399	LR : 0.00010	Top1 Acc.: 96.344	CLS Loss: 0.142	Mixup Loss: 1.307	CRL Loss: 0.049	CutMix Loss: 0.000	PixMix Loss: 1.155	Tot. Loss: 1.498
+2025-09-17 23:53:59,135 INFO Epoch 2 	 Batch 499	LR : 0.00010	Top1 Acc.: 95.906	CLS Loss: 0.153	Mixup Loss: 1.330	CRL Loss: 0.059	CutMix Loss: 0.000	PixMix Loss: 1.163	Tot. Loss: 1.541
+2025-09-18 00:00:03,113 INFO Epoch 2 	 Batch 599	LR : 0.00010	Top1 Acc.: 95.844	CLS Loss: 0.154	Mixup Loss: 1.318	CRL Loss: 0.057	CutMix Loss: 0.000	PixMix Loss: 1.140	Tot. Loss: 1.529
+2025-09-18 00:06:07,061 INFO Epoch 2 	 Batch 699	LR : 0.00010	Top1 Acc.: 96.062	CLS Loss: 0.146	Mixup Loss: 1.325	CRL Loss: 0.056	CutMix Loss: 0.000	PixMix Loss: 1.174	Tot. Loss: 1.527
+2025-09-18 00:12:11,058 INFO Epoch 2 	 Batch 799	LR : 0.00010	Top1 Acc.: 95.969	CLS Loss: 0.154	Mixup Loss: 1.300	CRL Loss: 0.058	CutMix Loss: 0.000	PixMix Loss: 1.121	Tot. Loss: 1.513
+2025-09-18 00:18:15,042 INFO Epoch 2 	 Batch 899	LR : 0.00010	Top1 Acc.: 96.000	CLS Loss: 0.142	Mixup Loss: 1.310	CRL Loss: 0.058	CutMix Loss: 0.000	PixMix Loss: 1.167	Tot. Loss: 1.509
+2025-09-18 00:24:18,993 INFO Epoch 2 	 Batch 999	LR : 0.00010	Top1 Acc.: 95.984	CLS Loss: 0.141	Mixup Loss: 1.314	CRL Loss: 0.056	CutMix Loss: 0.000	PixMix Loss: 1.133	Tot. Loss: 1.511
+2025-09-18 00:30:22,998 INFO Epoch 2 	 Batch 1099	LR : 0.00010	Top1 Acc.: 95.672	CLS Loss: 0.146	Mixup Loss: 1.324	CRL Loss: 0.061	CutMix Loss: 0.000	PixMix Loss: 1.124	Tot. Loss: 1.531
+2025-09-18 00:36:27,111 INFO Epoch 2 	 Batch 1199	LR : 0.00010	Top1 Acc.: 96.250	CLS Loss: 0.145	Mixup Loss: 1.307	CRL Loss: 0.054	CutMix Loss: 0.000	PixMix Loss: 1.114	Tot. Loss: 1.506
+2025-09-18 00:42:31,252 INFO Epoch 2 	 Batch 1299	LR : 0.00010	Top1 Acc.: 96.125	CLS Loss: 0.142	Mixup Loss: 1.297	CRL Loss: 0.055	CutMix Loss: 0.000	PixMix Loss: 1.164	Tot. Loss: 1.494
+2025-09-18 00:48:35,215 INFO Epoch 2 	 Batch 1399	LR : 0.00010	Top1 Acc.: 96.328	CLS Loss: 0.135	Mixup Loss: 1.270	CRL Loss: 0.050	CutMix Loss: 0.000	PixMix Loss: 1.123	Tot. Loss: 1.455
+2025-09-18 00:54:39,194 INFO Epoch 2 	 Batch 1499	LR : 0.00010	Top1 Acc.: 95.984	CLS Loss: 0.148	Mixup Loss: 1.307	CRL Loss: 0.056	CutMix Loss: 0.000	PixMix Loss: 1.120	Tot. Loss: 1.511
+2025-09-18 01:00:43,202 INFO Epoch 2 	 Batch 1599	LR : 0.00010	Top1 Acc.: 95.875	CLS Loss: 0.148	Mixup Loss: 1.303	CRL Loss: 0.056	CutMix Loss: 0.000	PixMix Loss: 1.159	Tot. Loss: 1.507
+2025-09-18 01:06:47,211 INFO Epoch 2 	 Batch 1699	LR : 0.00010	Top1 Acc.: 96.141	CLS Loss: 0.147	Mixup Loss: 1.288	CRL Loss: 0.052	CutMix Loss: 0.000	PixMix Loss: 1.147	Tot. Loss: 1.487
+2025-09-18 01:12:51,194 INFO Epoch 2 	 Batch 1799	LR : 0.00010	Top1 Acc.: 96.016	CLS Loss: 0.148	Mixup Loss: 1.304	CRL Loss: 0.054	CutMix Loss: 0.000	PixMix Loss: 1.153	Tot. Loss: 1.506
+2025-09-18 01:18:55,113 INFO Epoch 2 	 Batch 1899	LR : 0.00010	Top1 Acc.: 95.797	CLS Loss: 0.149	Mixup Loss: 1.307	CRL Loss: 0.057	CutMix Loss: 0.000	PixMix Loss: 1.165	Tot. Loss: 1.513
+2025-09-18 01:24:59,005 INFO Epoch 2 	 Batch 1999	LR : 0.00010	Top1 Acc.: 96.469	CLS Loss: 0.133	Mixup Loss: 1.293	CRL Loss: 0.049	CutMix Loss: 0.000	PixMix Loss: 1.125	Tot. Loss: 1.475
+2025-09-18 01:31:02,922 INFO Epoch 2 	 Batch 2099	LR : 0.00010	Top1 Acc.: 95.859	CLS Loss: 0.150	Mixup Loss: 1.293	CRL Loss: 0.059	CutMix Loss: 0.000	PixMix Loss: 1.148	Tot. Loss: 1.502
+2025-09-18 01:37:06,890 INFO Epoch 2 	 Batch 2199	LR : 0.00010	Top1 Acc.: 96.219	CLS Loss: 0.137	Mixup Loss: 1.289	CRL Loss: 0.051	CutMix Loss: 0.000	PixMix Loss: 1.117	Tot. Loss: 1.477
+2025-09-18 01:43:10,828 INFO Epoch 2 	 Batch 2299	LR : 0.00010	Top1 Acc.: 96.125	CLS Loss: 0.143	Mixup Loss: 1.308	CRL Loss: 0.056	CutMix Loss: 0.000	PixMix Loss: 1.143	Tot. Loss: 1.507
+2025-09-18 01:49:14,785 INFO Epoch 2 	 Batch 2399	LR : 0.00010	Top1 Acc.: 96.391	CLS Loss: 0.137	Mixup Loss: 1.279	CRL Loss: 0.051	CutMix Loss: 0.000	PixMix Loss: 1.168	Tot. Loss: 1.467
+2025-09-18 01:55:18,676 INFO Epoch 2 	 Batch 2499	LR : 0.00010	Top1 Acc.: 96.062	CLS Loss: 0.149	Mixup Loss: 1.306	CRL Loss: 0.057	CutMix Loss: 0.000	PixMix Loss: 1.131	Tot. Loss: 1.513
+2025-09-18 02:01:22,546 INFO Epoch 2 	 Batch 2599	LR : 0.00010	Top1 Acc.: 96.094	CLS Loss: 0.140	Mixup Loss: 1.302	CRL Loss: 0.053	CutMix Loss: 0.000	PixMix Loss: 1.142	Tot. Loss: 1.495
+2025-09-18 02:07:26,405 INFO Epoch 2 	 Batch 2699	LR : 0.00010	Top1 Acc.: 96.109	CLS Loss: 0.137	Mixup Loss: 1.293	CRL Loss: 0.053	CutMix Loss: 0.000	PixMix Loss: 1.130	Tot. Loss: 1.483
+2025-09-18 02:13:30,337 INFO Epoch 2 	 Batch 2799	LR : 0.00010	Top1 Acc.: 95.812	CLS Loss: 0.142	Mixup Loss: 1.300	CRL Loss: 0.059	CutMix Loss: 0.000	PixMix Loss: 1.100	Tot. Loss: 1.501
+2025-09-18 02:19:34,239 INFO Epoch 2 	 Batch 2899	LR : 0.00010	Top1 Acc.: 96.266	CLS Loss: 0.150	Mixup Loss: 1.328	CRL Loss: 0.056	CutMix Loss: 0.000	PixMix Loss: 1.167	Tot. Loss: 1.533
+2025-09-18 02:25:38,185 INFO Epoch 2 	 Batch 2999	LR : 0.00010	Top1 Acc.: 95.656	CLS Loss: 0.153	Mixup Loss: 1.306	CRL Loss: 0.060	CutMix Loss: 0.000	PixMix Loss: 1.188	Tot. Loss: 1.519
+2025-09-18 02:31:42,166 INFO Epoch 2 	 Batch 3099	LR : 0.00010	Top1 Acc.: 96.031	CLS Loss: 0.146	Mixup Loss: 1.296	CRL Loss: 0.055	CutMix Loss: 0.000	PixMix Loss: 1.147	Tot. Loss: 1.497
+2025-09-18 02:37:46,112 INFO Epoch 2 	 Batch 3199	LR : 0.00010	Top1 Acc.: 96.031	CLS Loss: 0.140	Mixup Loss: 1.289	CRL Loss: 0.050	CutMix Loss: 0.000	PixMix Loss: 1.132	Tot. Loss: 1.479
+2025-09-18 02:43:49,978 INFO Epoch 2 	 Batch 3299	LR : 0.00010	Top1 Acc.: 96.047	CLS Loss: 0.147	Mixup Loss: 1.308	CRL Loss: 0.054	CutMix Loss: 0.000	PixMix Loss: 1.132	Tot. Loss: 1.510
+2025-09-18 02:49:53,884 INFO Epoch 2 	 Batch 3399	LR : 0.00010	Top1 Acc.: 96.172	CLS Loss: 0.142	Mixup Loss: 1.297	CRL Loss: 0.051	CutMix Loss: 0.000	PixMix Loss: 1.158	Tot. Loss: 1.491
+2025-09-18 02:55:57,843 INFO Epoch 2 	 Batch 3499	LR : 0.00010	Top1 Acc.: 96.281	CLS Loss: 0.131	Mixup Loss: 1.286	CRL Loss: 0.051	CutMix Loss: 0.000	PixMix Loss: 1.141	Tot. Loss: 1.469
+2025-09-18 03:02:01,677 INFO Epoch 2 	 Batch 3599	LR : 0.00010	Top1 Acc.: 95.875	CLS Loss: 0.146	Mixup Loss: 1.314	CRL Loss: 0.056	CutMix Loss: 0.000	PixMix Loss: 1.105	Tot. Loss: 1.516
+2025-09-18 03:08:05,539 INFO Epoch 2 	 Batch 3699	LR : 0.00010	Top1 Acc.: 95.922	CLS Loss: 0.144	Mixup Loss: 1.286	CRL Loss: 0.056	CutMix Loss: 0.000	PixMix Loss: 1.111	Tot. Loss: 1.486
+2025-09-18 03:14:09,371 INFO Epoch 2 	 Batch 3799	LR : 0.00010	Top1 Acc.: 95.594	CLS Loss: 0.155	Mixup Loss: 1.312	CRL Loss: 0.060	CutMix Loss: 0.000	PixMix Loss: 1.129	Tot. Loss: 1.528
+2025-09-18 03:20:13,220 INFO Epoch 2 	 Batch 3899	LR : 0.00010	Top1 Acc.: 96.156	CLS Loss: 0.142	Mixup Loss: 1.309	CRL Loss: 0.052	CutMix Loss: 0.000	PixMix Loss: 1.155	Tot. Loss: 1.503
+2025-09-18 03:26:17,096 INFO Epoch 2 	 Batch 3999	LR : 0.00010	Top1 Acc.: 96.547	CLS Loss: 0.129	Mixup Loss: 1.279	CRL Loss: 0.048	CutMix Loss: 0.000	PixMix Loss: 1.113	Tot. Loss: 1.456
+2025-09-18 03:32:21,007 INFO Epoch 2 	 Batch 4099	LR : 0.00010	Top1 Acc.: 96.016	CLS Loss: 0.144	Mixup Loss: 1.296	CRL Loss: 0.055	CutMix Loss: 0.000	PixMix Loss: 1.148	Tot. Loss: 1.496
+2025-09-18 03:38:24,950 INFO Epoch 2 	 Batch 4199	LR : 0.00010	Top1 Acc.: 96.062	CLS Loss: 0.147	Mixup Loss: 1.312	CRL Loss: 0.055	CutMix Loss: 0.000	PixMix Loss: 1.139	Tot. Loss: 1.515
+2025-09-18 03:44:28,778 INFO Epoch 2 	 Batch 4299	LR : 0.00010	Top1 Acc.: 96.359	CLS Loss: 0.137	Mixup Loss: 1.287	CRL Loss: 0.050	CutMix Loss: 0.000	PixMix Loss: 1.128	Tot. Loss: 1.475
+2025-09-18 03:50:32,661 INFO Epoch 2 	 Batch 4399	LR : 0.00010	Top1 Acc.: 96.234	CLS Loss: 0.141	Mixup Loss: 1.298	CRL Loss: 0.054	CutMix Loss: 0.000	PixMix Loss: 1.116	Tot. Loss: 1.492
+2025-09-18 03:56:36,585 INFO Epoch 2 	 Batch 4499	LR : 0.00010	Top1 Acc.: 96.094	CLS Loss: 0.148	Mixup Loss: 1.289	CRL Loss: 0.055	CutMix Loss: 0.000	PixMix Loss: 1.153	Tot. Loss: 1.492
+2025-09-18 04:02:40,485 INFO Epoch 2 	 Batch 4599	LR : 0.00010	Top1 Acc.: 96.234	CLS Loss: 0.143	Mixup Loss: 1.286	CRL Loss: 0.052	CutMix Loss: 0.000	PixMix Loss: 1.131	Tot. Loss: 1.481
+2025-09-18 04:08:44,359 INFO Epoch 2 	 Batch 4699	LR : 0.00010	Top1 Acc.: 96.156	CLS Loss: 0.137	Mixup Loss: 1.308	CRL Loss: 0.052	CutMix Loss: 0.000	PixMix Loss: 1.134	Tot. Loss: 1.497
+2025-09-18 04:14:48,323 INFO Epoch 2 	 Batch 4799	LR : 0.00010	Top1 Acc.: 95.891	CLS Loss: 0.145	Mixup Loss: 1.288	CRL Loss: 0.056	CutMix Loss: 0.000	PixMix Loss: 1.154	Tot. Loss: 1.489
+2025-09-18 04:20:52,173 INFO Epoch 2 	 Batch 4899	LR : 0.00010	Top1 Acc.: 95.875	CLS Loss: 0.150	Mixup Loss: 1.299	CRL Loss: 0.055	CutMix Loss: 0.000	PixMix Loss: 1.167	Tot. Loss: 1.504
+2025-09-18 04:26:56,129 INFO Epoch 2 	 Batch 4999	LR : 0.00010	Top1 Acc.: 96.188	CLS Loss: 0.138	Mixup Loss: 1.287	CRL Loss: 0.054	CutMix Loss: 0.000	PixMix Loss: 1.128	Tot. Loss: 1.479
+2025-09-18 04:33:42,582 INFO ################## 
+ ---> Validation Epoch 2 (Original Model)	Acc.: 82.084	FPR: 58.227	AUROC: 87.669	AUPR: 60.505	AURC: 46.248	EAURC: 29.144	AUPR Succ.: 96.575	ECE: 4.508	NLL: 7.019	Brier: 25.833
+2025-09-18 04:39:40,286 INFO ################## 
+ ---> Validation Epoch 2 (EMA Model)	Acc.: 82.072	FPR: 57.921	AUROC: 87.675	AUPR: 60.609	AURC: 46.313	EAURC: 29.185	AUPR Succ.: 96.569	ECE: 4.490	NLL: 7.023	Brier: 25.843
+2025-09-18 04:39:41,315 INFO Original Model Accuracy improved from 82.00 to 82.08!!!
+2025-09-18 04:39:46,744 INFO EMA Model Accuracy improved from 82.00 to 82.07!!!
+2025-09-18 04:39:53,277 INFO ####### --- Training Epoch 3 --- #######
+2025-09-18 04:57:50,306 INFO Epoch 3 	 Batch 99	LR : 0.00010	Top1 Acc.: 96.297	CLS Loss: 0.141	Mixup Loss: 1.326	CRL Loss: 0.049	CutMix Loss: 0.000	PixMix Loss: 1.171	Tot. Loss: 1.516
+2025-09-18 05:03:54,767 INFO Epoch 3 	 Batch 199	LR : 0.00010	Top1 Acc.: 96.266	CLS Loss: 0.136	Mixup Loss: 1.282	CRL Loss: 0.048	CutMix Loss: 0.000	PixMix Loss: 1.122	Tot. Loss: 1.466
+2025-09-18 05:09:59,417 INFO Epoch 3 	 Batch 299	LR : 0.00010	Top1 Acc.: 96.016	CLS Loss: 0.140	Mixup Loss: 1.301	CRL Loss: 0.054	CutMix Loss: 0.000	PixMix Loss: 1.139	Tot. Loss: 1.496
+2025-09-18 05:16:03,468 INFO Epoch 3 	 Batch 399	LR : 0.00010	Top1 Acc.: 96.406	CLS Loss: 0.139	Mixup Loss: 1.291	CRL Loss: 0.045	CutMix Loss: 0.000	PixMix Loss: 1.116	Tot. Loss: 1.475
+2025-09-18 05:22:07,432 INFO Epoch 3 	 Batch 499	LR : 0.00010	Top1 Acc.: 95.875	CLS Loss: 0.150	Mixup Loss: 1.323	CRL Loss: 0.053	CutMix Loss: 0.000	PixMix Loss: 1.160	Tot. Loss: 1.527
+2025-09-18 05:28:11,357 INFO Epoch 3 	 Batch 599	LR : 0.00010	Top1 Acc.: 95.781	CLS Loss: 0.152	Mixup Loss: 1.289	CRL Loss: 0.053	CutMix Loss: 0.000	PixMix Loss: 1.126	Tot. Loss: 1.493
+2025-09-18 05:34:15,221 INFO Epoch 3 	 Batch 699	LR : 0.00010	Top1 Acc.: 96.078	CLS Loss: 0.143	Mixup Loss: 1.309	CRL Loss: 0.051	CutMix Loss: 0.000	PixMix Loss: 1.151	Tot. Loss: 1.502
+2025-09-18 05:40:19,150 INFO Epoch 3 	 Batch 799	LR : 0.00010	Top1 Acc.: 95.969	CLS Loss: 0.151	Mixup Loss: 1.291	CRL Loss: 0.052	CutMix Loss: 0.000	PixMix Loss: 1.114	Tot. Loss: 1.494
+2025-09-18 05:46:23,046 INFO Epoch 3 	 Batch 899	LR : 0.00010	Top1 Acc.: 96.078	CLS Loss: 0.139	Mixup Loss: 1.307	CRL Loss: 0.052	CutMix Loss: 0.000	PixMix Loss: 1.151	Tot. Loss: 1.498
+2025-09-18 05:52:27,073 INFO Epoch 3 	 Batch 999	LR : 0.00010	Top1 Acc.: 96.016	CLS Loss: 0.139	Mixup Loss: 1.280	CRL Loss: 0.051	CutMix Loss: 0.000	PixMix Loss: 1.100	Tot. Loss: 1.470
+2025-09-18 05:58:30,996 INFO Epoch 3 	 Batch 1099	LR : 0.00010	Top1 Acc.: 95.703	CLS Loss: 0.144	Mixup Loss: 1.274	CRL Loss: 0.057	CutMix Loss: 0.000	PixMix Loss: 1.116	Tot. Loss: 1.475
+2025-09-18 06:04:34,889 INFO Epoch 3 	 Batch 1199	LR : 0.00010	Top1 Acc.: 96.359	CLS Loss: 0.142	Mixup Loss: 1.301	CRL Loss: 0.048	CutMix Loss: 0.000	PixMix Loss: 1.148	Tot. Loss: 1.491
+2025-09-18 06:10:38,808 INFO Epoch 3 	 Batch 1299	LR : 0.00010	Top1 Acc.: 96.141	CLS Loss: 0.139	Mixup Loss: 1.300	CRL Loss: 0.051	CutMix Loss: 0.000	PixMix Loss: 1.160	Tot. Loss: 1.490
+2025-09-18 06:16:42,829 INFO Epoch 3 	 Batch 1399	LR : 0.00010	Top1 Acc.: 96.266	CLS Loss: 0.132	Mixup Loss: 1.277	CRL Loss: 0.045	CutMix Loss: 0.000	PixMix Loss: 1.110	Tot. Loss: 1.454
+2025-09-18 06:22:46,756 INFO Epoch 3 	 Batch 1499	LR : 0.00010	Top1 Acc.: 96.125	CLS Loss: 0.145	Mixup Loss: 1.309	CRL Loss: 0.052	CutMix Loss: 0.000	PixMix Loss: 1.124	Tot. Loss: 1.506
+2025-09-18 06:28:50,621 INFO Epoch 3 	 Batch 1599	LR : 0.00010	Top1 Acc.: 95.906	CLS Loss: 0.145	Mixup Loss: 1.304	CRL Loss: 0.052	CutMix Loss: 0.000	PixMix Loss: 1.146	Tot. Loss: 1.501
+2025-09-18 06:34:54,534 INFO Epoch 3 	 Batch 1699	LR : 0.00010	Top1 Acc.: 96.172	CLS Loss: 0.145	Mixup Loss: 1.271	CRL Loss: 0.049	CutMix Loss: 0.000	PixMix Loss: 1.141	Tot. Loss: 1.465
+2025-09-18 06:40:58,441 INFO Epoch 3 	 Batch 1799	LR : 0.00010	Top1 Acc.: 96.047	CLS Loss: 0.146	Mixup Loss: 1.294	CRL Loss: 0.051	CutMix Loss: 0.000	PixMix Loss: 1.122	Tot. Loss: 1.491
+2025-09-18 06:47:02,446 INFO Epoch 3 	 Batch 1899	LR : 0.00010	Top1 Acc.: 95.828	CLS Loss: 0.145	Mixup Loss: 1.311	CRL Loss: 0.053	CutMix Loss: 0.000	PixMix Loss: 1.155	Tot. Loss: 1.510
+2025-09-18 06:53:06,433 INFO Epoch 3 	 Batch 1999	LR : 0.00010	Top1 Acc.: 96.531	CLS Loss: 0.131	Mixup Loss: 1.291	CRL Loss: 0.044	CutMix Loss: 0.000	PixMix Loss: 1.098	Tot. Loss: 1.466
+2025-09-18 06:59:10,377 INFO Epoch 3 	 Batch 2099	LR : 0.00010	Top1 Acc.: 95.984	CLS Loss: 0.147	Mixup Loss: 1.306	CRL Loss: 0.056	CutMix Loss: 0.000	PixMix Loss: 1.172	Tot. Loss: 1.509
+2025-09-18 07:05:14,227 INFO Epoch 3 	 Batch 2199	LR : 0.00010	Top1 Acc.: 96.422	CLS Loss: 0.133	Mixup Loss: 1.277	CRL Loss: 0.049	CutMix Loss: 0.000	PixMix Loss: 1.153	Tot. Loss: 1.458
+2025-09-18 07:11:18,104 INFO Epoch 3 	 Batch 2299	LR : 0.00010	Top1 Acc.: 96.203	CLS Loss: 0.141	Mixup Loss: 1.308	CRL Loss: 0.052	CutMix Loss: 0.000	PixMix Loss: 1.138	Tot. Loss: 1.501
+2025-09-18 07:17:21,967 INFO Epoch 3 	 Batch 2399	LR : 0.00010	Top1 Acc.: 96.219	CLS Loss: 0.134	Mixup Loss: 1.268	CRL Loss: 0.047	CutMix Loss: 0.000	PixMix Loss: 1.122	Tot. Loss: 1.448
+2025-09-18 07:23:25,901 INFO Epoch 3 	 Batch 2499	LR : 0.00010	Top1 Acc.: 96.109	CLS Loss: 0.146	Mixup Loss: 1.307	CRL Loss: 0.052	CutMix Loss: 0.000	PixMix Loss: 1.130	Tot. Loss: 1.506
+2025-09-18 07:29:29,788 INFO Epoch 3 	 Batch 2599	LR : 0.00010	Top1 Acc.: 96.219	CLS Loss: 0.137	Mixup Loss: 1.295	CRL Loss: 0.049	CutMix Loss: 0.000	PixMix Loss: 1.164	Tot. Loss: 1.481
+2025-09-18 07:35:33,656 INFO Epoch 3 	 Batch 2699	LR : 0.00010	Top1 Acc.: 96.219	CLS Loss: 0.135	Mixup Loss: 1.299	CRL Loss: 0.049	CutMix Loss: 0.000	PixMix Loss: 1.162	Tot. Loss: 1.482
+2025-09-18 07:41:37,554 INFO Epoch 3 	 Batch 2799	LR : 0.00010	Top1 Acc.: 96.000	CLS Loss: 0.138	Mixup Loss: 1.288	CRL Loss: 0.056	CutMix Loss: 0.000	PixMix Loss: 1.159	Tot. Loss: 1.482
+2025-09-18 07:47:41,469 INFO Epoch 3 	 Batch 2899	LR : 0.00010	Top1 Acc.: 96.234	CLS Loss: 0.147	Mixup Loss: 1.326	CRL Loss: 0.051	CutMix Loss: 0.000	PixMix Loss: 1.145	Tot. Loss: 1.524
+2025-09-18 07:53:45,465 INFO Epoch 3 	 Batch 2999	LR : 0.00010	Top1 Acc.: 95.719	CLS Loss: 0.150	Mixup Loss: 1.308	CRL Loss: 0.055	CutMix Loss: 0.000	PixMix Loss: 1.184	Tot. Loss: 1.513
+2025-09-18 07:59:49,365 INFO Epoch 3 	 Batch 3099	LR : 0.00010	Top1 Acc.: 96.000	CLS Loss: 0.143	Mixup Loss: 1.301	CRL Loss: 0.051	CutMix Loss: 0.000	PixMix Loss: 1.156	Tot. Loss: 1.495
+2025-09-18 08:05:53,242 INFO Epoch 3 	 Batch 3199	LR : 0.00010	Top1 Acc.: 96.188	CLS Loss: 0.137	Mixup Loss: 1.289	CRL Loss: 0.049	CutMix Loss: 0.000	PixMix Loss: 1.160	Tot. Loss: 1.474
+2025-09-18 08:11:57,181 INFO Epoch 3 	 Batch 3299	LR : 0.00010	Top1 Acc.: 96.219	CLS Loss: 0.144	Mixup Loss: 1.299	CRL Loss: 0.050	CutMix Loss: 0.000	PixMix Loss: 1.114	Tot. Loss: 1.493
+2025-09-18 08:18:01,149 INFO Epoch 3 	 Batch 3399	LR : 0.00010	Top1 Acc.: 96.188	CLS Loss: 0.141	Mixup Loss: 1.292	CRL Loss: 0.048	CutMix Loss: 0.000	PixMix Loss: 1.110	Tot. Loss: 1.482
+2025-09-18 08:24:05,080 INFO Epoch 3 	 Batch 3499	LR : 0.00010	Top1 Acc.: 96.375	CLS Loss: 0.128	Mixup Loss: 1.281	CRL Loss: 0.047	CutMix Loss: 0.000	PixMix Loss: 1.132	Tot. Loss: 1.457
+2025-09-18 08:30:09,001 INFO Epoch 3 	 Batch 3599	LR : 0.00010	Top1 Acc.: 96.016	CLS Loss: 0.143	Mixup Loss: 1.306	CRL Loss: 0.054	CutMix Loss: 0.000	PixMix Loss: 1.131	Tot. Loss: 1.503
+2025-09-18 08:36:12,941 INFO Epoch 3 	 Batch 3699	LR : 0.00010	Top1 Acc.: 96.125	CLS Loss: 0.142	Mixup Loss: 1.274	CRL Loss: 0.052	CutMix Loss: 0.000	PixMix Loss: 1.129	Tot. Loss: 1.468
+2025-09-18 08:42:16,910 INFO Epoch 3 	 Batch 3799	LR : 0.00010	Top1 Acc.: 95.594	CLS Loss: 0.152	Mixup Loss: 1.308	CRL Loss: 0.056	CutMix Loss: 0.000	PixMix Loss: 1.141	Tot. Loss: 1.516
+2025-09-18 08:48:20,835 INFO Epoch 3 	 Batch 3899	LR : 0.00010	Top1 Acc.: 96.203	CLS Loss: 0.139	Mixup Loss: 1.301	CRL Loss: 0.049	CutMix Loss: 0.000	PixMix Loss: 1.142	Tot. Loss: 1.489
+2025-09-18 08:54:24,769 INFO Epoch 3 	 Batch 3999	LR : 0.00010	Top1 Acc.: 96.578	CLS Loss: 0.127	Mixup Loss: 1.262	CRL Loss: 0.045	CutMix Loss: 0.000	PixMix Loss: 1.132	Tot. Loss: 1.434
+2025-09-18 09:00:28,673 INFO Epoch 3 	 Batch 4099	LR : 0.00010	Top1 Acc.: 96.062	CLS Loss: 0.142	Mixup Loss: 1.301	CRL Loss: 0.052	CutMix Loss: 0.000	PixMix Loss: 1.110	Tot. Loss: 1.495
+2025-09-18 09:06:32,576 INFO Epoch 3 	 Batch 4199	LR : 0.00010	Top1 Acc.: 96.109	CLS Loss: 0.145	Mixup Loss: 1.281	CRL Loss: 0.052	CutMix Loss: 0.000	PixMix Loss: 1.150	Tot. Loss: 1.479
+2025-09-18 09:12:36,515 INFO Epoch 3 	 Batch 4299	LR : 0.00010	Top1 Acc.: 96.484	CLS Loss: 0.135	Mixup Loss: 1.290	CRL Loss: 0.047	CutMix Loss: 0.000	PixMix Loss: 1.099	Tot. Loss: 1.473
+2025-09-18 09:18:40,425 INFO Epoch 3 	 Batch 4399	LR : 0.00010	Top1 Acc.: 96.172	CLS Loss: 0.138	Mixup Loss: 1.271	CRL Loss: 0.050	CutMix Loss: 0.000	PixMix Loss: 1.112	Tot. Loss: 1.459
+2025-09-18 09:24:44,381 INFO Epoch 3 	 Batch 4499	LR : 0.00009	Top1 Acc.: 96.141	CLS Loss: 0.147	Mixup Loss: 1.287	CRL Loss: 0.052	CutMix Loss: 0.000	PixMix Loss: 1.112	Tot. Loss: 1.486
+2025-09-18 09:30:48,268 INFO Epoch 3 	 Batch 4599	LR : 0.00009	Top1 Acc.: 96.219	CLS Loss: 0.141	Mixup Loss: 1.278	CRL Loss: 0.049	CutMix Loss: 0.000	PixMix Loss: 1.113	Tot. Loss: 1.468
+2025-09-18 09:36:52,172 INFO Epoch 3 	 Batch 4699	LR : 0.00009	Top1 Acc.: 96.156	CLS Loss: 0.135	Mixup Loss: 1.295	CRL Loss: 0.050	CutMix Loss: 0.000	PixMix Loss: 1.131	Tot. Loss: 1.480
+2025-09-18 09:42:56,180 INFO Epoch 3 	 Batch 4799	LR : 0.00009	Top1 Acc.: 96.031	CLS Loss: 0.142	Mixup Loss: 1.298	CRL Loss: 0.053	CutMix Loss: 0.000	PixMix Loss: 1.138	Tot. Loss: 1.493
+2025-09-18 09:49:00,138 INFO Epoch 3 	 Batch 4899	LR : 0.00009	Top1 Acc.: 96.156	CLS Loss: 0.147	Mixup Loss: 1.289	CRL Loss: 0.052	CutMix Loss: 0.000	PixMix Loss: 1.138	Tot. Loss: 1.488
+2025-09-18 09:55:04,041 INFO Epoch 3 	 Batch 4999	LR : 0.00009	Top1 Acc.: 96.250	CLS Loss: 0.135	Mixup Loss: 1.283	CRL Loss: 0.051	CutMix Loss: 0.000	PixMix Loss: 1.140	Tot. Loss: 1.469
+2025-09-18 10:01:18,177 INFO ################## 
+ ---> Validation Epoch 3 (Original Model)	Acc.: 82.022	FPR: 57.726	AUROC: 87.853	AUPR: 61.054	AURC: 45.678	EAURC: 28.451	AUPR Succ.: 96.655	ECE: 4.494	NLL: 6.991	Brier: 25.833
+2025-09-18 10:06:47,304 INFO ################## 
+ ---> Validation Epoch 3 (EMA Model)	Acc.: 82.030	FPR: 57.741	AUROC: 87.834	AUPR: 60.788	AURC: 45.733	EAURC: 28.522	AUPR Succ.: 96.647	ECE: 4.571	NLL: 6.996	Brier: 25.831
+2025-09-18 10:06:47,549 INFO ####### --- Training Epoch 4 --- #######
+2025-09-18 10:24:29,188 INFO Epoch 4 	 Batch 99	LR : 0.00009	Top1 Acc.: 96.297	CLS Loss: 0.139	Mixup Loss: 1.298	CRL Loss: 0.048	CutMix Loss: 0.000	PixMix Loss: 1.137	Tot. Loss: 1.485
+2025-09-18 10:30:35,885 INFO Epoch 4 	 Batch 199	LR : 0.00009	Top1 Acc.: 96.375	CLS Loss: 0.134	Mixup Loss: 1.294	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.133	Tot. Loss: 1.474
+2025-09-18 10:36:41,054 INFO Epoch 4 	 Batch 299	LR : 0.00009	Top1 Acc.: 96.047	CLS Loss: 0.139	Mixup Loss: 1.293	CRL Loss: 0.053	CutMix Loss: 0.000	PixMix Loss: 1.124	Tot. Loss: 1.484
+2025-09-18 10:42:45,806 INFO Epoch 4 	 Batch 399	LR : 0.00009	Top1 Acc.: 96.422	CLS Loss: 0.137	Mixup Loss: 1.282	CRL Loss: 0.044	CutMix Loss: 0.000	PixMix Loss: 1.118	Tot. Loss: 1.463
+2025-09-18 10:48:49,701 INFO Epoch 4 	 Batch 499	LR : 0.00009	Top1 Acc.: 95.922	CLS Loss: 0.148	Mixup Loss: 1.299	CRL Loss: 0.052	CutMix Loss: 0.000	PixMix Loss: 1.147	Tot. Loss: 1.498
+2025-09-18 10:54:53,632 INFO Epoch 4 	 Batch 599	LR : 0.00009	Top1 Acc.: 95.922	CLS Loss: 0.149	Mixup Loss: 1.296	CRL Loss: 0.052	CutMix Loss: 0.000	PixMix Loss: 1.155	Tot. Loss: 1.497
+2025-09-18 11:00:57,554 INFO Epoch 4 	 Batch 699	LR : 0.00009	Top1 Acc.: 96.047	CLS Loss: 0.141	Mixup Loss: 1.305	CRL Loss: 0.050	CutMix Loss: 0.000	PixMix Loss: 1.126	Tot. Loss: 1.496
+2025-09-18 11:07:01,459 INFO Epoch 4 	 Batch 799	LR : 0.00009	Top1 Acc.: 96.156	CLS Loss: 0.150	Mixup Loss: 1.295	CRL Loss: 0.051	CutMix Loss: 0.000	PixMix Loss: 1.164	Tot. Loss: 1.496
+2025-09-18 11:13:05,300 INFO Epoch 4 	 Batch 899	LR : 0.00009	Top1 Acc.: 96.016	CLS Loss: 0.138	Mixup Loss: 1.299	CRL Loss: 0.051	CutMix Loss: 0.000	PixMix Loss: 1.151	Tot. Loss: 1.488
+2025-09-18 11:19:09,274 INFO Epoch 4 	 Batch 999	LR : 0.00009	Top1 Acc.: 96.094	CLS Loss: 0.137	Mixup Loss: 1.285	CRL Loss: 0.050	CutMix Loss: 0.000	PixMix Loss: 1.123	Tot. Loss: 1.472
+2025-09-18 11:25:13,096 INFO Epoch 4 	 Batch 1099	LR : 0.00009	Top1 Acc.: 95.719	CLS Loss: 0.142	Mixup Loss: 1.285	CRL Loss: 0.056	CutMix Loss: 0.000	PixMix Loss: 1.148	Tot. Loss: 1.482
+2025-09-18 11:31:16,982 INFO Epoch 4 	 Batch 1199	LR : 0.00009	Top1 Acc.: 96.188	CLS Loss: 0.139	Mixup Loss: 1.287	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.146	Tot. Loss: 1.473
+2025-09-18 11:37:20,858 INFO Epoch 4 	 Batch 1299	LR : 0.00009	Top1 Acc.: 96.281	CLS Loss: 0.137	Mixup Loss: 1.289	CRL Loss: 0.049	CutMix Loss: 0.000	PixMix Loss: 1.122	Tot. Loss: 1.476
+2025-09-18 11:43:24,619 INFO Epoch 4 	 Batch 1399	LR : 0.00009	Top1 Acc.: 96.250	CLS Loss: 0.130	Mixup Loss: 1.259	CRL Loss: 0.044	CutMix Loss: 0.000	PixMix Loss: 1.128	Tot. Loss: 1.434
+2025-09-18 11:49:28,428 INFO Epoch 4 	 Batch 1499	LR : 0.00009	Top1 Acc.: 96.141	CLS Loss: 0.144	Mixup Loss: 1.298	CRL Loss: 0.051	CutMix Loss: 0.000	PixMix Loss: 1.120	Tot. Loss: 1.493
+2025-09-18 11:55:32,296 INFO Epoch 4 	 Batch 1599	LR : 0.00009	Top1 Acc.: 95.891	CLS Loss: 0.143	Mixup Loss: 1.293	CRL Loss: 0.051	CutMix Loss: 0.000	PixMix Loss: 1.177	Tot. Loss: 1.486
+2025-09-18 12:01:36,240 INFO Epoch 4 	 Batch 1699	LR : 0.00009	Top1 Acc.: 96.344	CLS Loss: 0.143	Mixup Loss: 1.278	CRL Loss: 0.048	CutMix Loss: 0.000	PixMix Loss: 1.137	Tot. Loss: 1.469
+2025-09-18 12:07:40,048 INFO Epoch 4 	 Batch 1799	LR : 0.00009	Top1 Acc.: 96.188	CLS Loss: 0.143	Mixup Loss: 1.275	CRL Loss: 0.049	CutMix Loss: 0.000	PixMix Loss: 1.143	Tot. Loss: 1.467
+2025-09-18 12:13:43,857 INFO Epoch 4 	 Batch 1899	LR : 0.00009	Top1 Acc.: 96.031	CLS Loss: 0.144	Mixup Loss: 1.303	CRL Loss: 0.052	CutMix Loss: 0.000	PixMix Loss: 1.117	Tot. Loss: 1.498
+2025-09-18 12:19:47,663 INFO Epoch 4 	 Batch 1999	LR : 0.00009	Top1 Acc.: 96.562	CLS Loss: 0.130	Mixup Loss: 1.274	CRL Loss: 0.044	CutMix Loss: 0.000	PixMix Loss: 1.128	Tot. Loss: 1.448
+2025-09-18 12:25:51,502 INFO Epoch 4 	 Batch 2099	LR : 0.00009	Top1 Acc.: 96.000	CLS Loss: 0.145	Mixup Loss: 1.294	CRL Loss: 0.055	CutMix Loss: 0.000	PixMix Loss: 1.165	Tot. Loss: 1.494
+2025-09-18 12:31:55,301 INFO Epoch 4 	 Batch 2199	LR : 0.00009	Top1 Acc.: 96.516	CLS Loss: 0.131	Mixup Loss: 1.279	CRL Loss: 0.047	CutMix Loss: 0.000	PixMix Loss: 1.101	Tot. Loss: 1.457
+2025-09-18 12:37:59,083 INFO Epoch 4 	 Batch 2299	LR : 0.00009	Top1 Acc.: 96.328	CLS Loss: 0.139	Mixup Loss: 1.285	CRL Loss: 0.051	CutMix Loss: 0.000	PixMix Loss: 1.105	Tot. Loss: 1.475
+2025-09-18 12:44:02,859 INFO Epoch 4 	 Batch 2399	LR : 0.00009	Top1 Acc.: 96.438	CLS Loss: 0.132	Mixup Loss: 1.276	CRL Loss: 0.047	CutMix Loss: 0.000	PixMix Loss: 1.148	Tot. Loss: 1.455
+2025-09-18 12:50:06,680 INFO Epoch 4 	 Batch 2499	LR : 0.00009	Top1 Acc.: 96.141	CLS Loss: 0.144	Mixup Loss: 1.304	CRL Loss: 0.051	CutMix Loss: 0.000	PixMix Loss: 1.140	Tot. Loss: 1.498
+2025-09-18 12:56:10,562 INFO Epoch 4 	 Batch 2599	LR : 0.00009	Top1 Acc.: 96.312	CLS Loss: 0.136	Mixup Loss: 1.282	CRL Loss: 0.048	CutMix Loss: 0.000	PixMix Loss: 1.113	Tot. Loss: 1.466
+2025-09-18 13:02:14,323 INFO Epoch 4 	 Batch 2699	LR : 0.00009	Top1 Acc.: 96.344	CLS Loss: 0.132	Mixup Loss: 1.293	CRL Loss: 0.047	CutMix Loss: 0.000	PixMix Loss: 1.142	Tot. Loss: 1.472
+2025-09-18 13:08:18,175 INFO Epoch 4 	 Batch 2799	LR : 0.00009	Top1 Acc.: 96.016	CLS Loss: 0.136	Mixup Loss: 1.276	CRL Loss: 0.054	CutMix Loss: 0.000	PixMix Loss: 1.138	Tot. Loss: 1.466
+2025-09-18 13:14:22,046 INFO Epoch 4 	 Batch 2899	LR : 0.00009	Top1 Acc.: 96.250	CLS Loss: 0.145	Mixup Loss: 1.317	CRL Loss: 0.050	CutMix Loss: 0.000	PixMix Loss: 1.177	Tot. Loss: 1.512
+2025-09-18 13:20:25,960 INFO Epoch 4 	 Batch 2999	LR : 0.00009	Top1 Acc.: 95.781	CLS Loss: 0.149	Mixup Loss: 1.310	CRL Loss: 0.054	CutMix Loss: 0.000	PixMix Loss: 1.131	Tot. Loss: 1.513
+2025-09-18 13:26:29,799 INFO Epoch 4 	 Batch 3099	LR : 0.00009	Top1 Acc.: 96.016	CLS Loss: 0.141	Mixup Loss: 1.284	CRL Loss: 0.050	CutMix Loss: 0.000	PixMix Loss: 1.137	Tot. Loss: 1.475
+2025-09-18 13:32:33,679 INFO Epoch 4 	 Batch 3199	LR : 0.00009	Top1 Acc.: 96.172	CLS Loss: 0.135	Mixup Loss: 1.290	CRL Loss: 0.047	CutMix Loss: 0.000	PixMix Loss: 1.123	Tot. Loss: 1.471
+2025-09-18 13:38:37,485 INFO Epoch 4 	 Batch 3299	LR : 0.00009	Top1 Acc.: 96.281	CLS Loss: 0.142	Mixup Loss: 1.299	CRL Loss: 0.048	CutMix Loss: 0.000	PixMix Loss: 1.120	Tot. Loss: 1.489
+2025-09-18 13:44:41,271 INFO Epoch 4 	 Batch 3399	LR : 0.00009	Top1 Acc.: 96.266	CLS Loss: 0.138	Mixup Loss: 1.280	CRL Loss: 0.048	CutMix Loss: 0.000	PixMix Loss: 1.118	Tot. Loss: 1.466
+2025-09-18 13:50:45,074 INFO Epoch 4 	 Batch 3499	LR : 0.00009	Top1 Acc.: 96.484	CLS Loss: 0.126	Mixup Loss: 1.275	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.131	Tot. Loss: 1.447
+2025-09-18 13:56:48,993 INFO Epoch 4 	 Batch 3599	LR : 0.00009	Top1 Acc.: 96.094	CLS Loss: 0.141	Mixup Loss: 1.282	CRL Loss: 0.052	CutMix Loss: 0.000	PixMix Loss: 1.142	Tot. Loss: 1.474
+2025-09-18 14:02:52,730 INFO Epoch 4 	 Batch 3699	LR : 0.00009	Top1 Acc.: 96.188	CLS Loss: 0.140	Mixup Loss: 1.276	CRL Loss: 0.050	CutMix Loss: 0.000	PixMix Loss: 1.137	Tot. Loss: 1.467
+2025-09-18 14:08:56,559 INFO Epoch 4 	 Batch 3799	LR : 0.00009	Top1 Acc.: 95.594	CLS Loss: 0.149	Mixup Loss: 1.311	CRL Loss: 0.055	CutMix Loss: 0.000	PixMix Loss: 1.102	Tot. Loss: 1.515
+2025-09-18 14:15:00,359 INFO Epoch 4 	 Batch 3899	LR : 0.00009	Top1 Acc.: 96.234	CLS Loss: 0.137	Mixup Loss: 1.294	CRL Loss: 0.048	CutMix Loss: 0.000	PixMix Loss: 1.116	Tot. Loss: 1.479
+2025-09-18 14:21:04,180 INFO Epoch 4 	 Batch 3999	LR : 0.00009	Top1 Acc.: 96.453	CLS Loss: 0.125	Mixup Loss: 1.257	CRL Loss: 0.043	CutMix Loss: 0.000	PixMix Loss: 1.115	Tot. Loss: 1.426
+2025-09-18 14:27:07,984 INFO Epoch 4 	 Batch 4099	LR : 0.00009	Top1 Acc.: 96.125	CLS Loss: 0.141	Mixup Loss: 1.297	CRL Loss: 0.051	CutMix Loss: 0.000	PixMix Loss: 1.144	Tot. Loss: 1.488
+2025-09-18 14:33:11,759 INFO Epoch 4 	 Batch 4199	LR : 0.00009	Top1 Acc.: 96.234	CLS Loss: 0.144	Mixup Loss: 1.285	CRL Loss: 0.051	CutMix Loss: 0.000	PixMix Loss: 1.130	Tot. Loss: 1.480
+2025-09-18 14:39:15,485 INFO Epoch 4 	 Batch 4299	LR : 0.00009	Top1 Acc.: 96.547	CLS Loss: 0.135	Mixup Loss: 1.279	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.133	Tot. Loss: 1.459
+2025-09-18 14:45:19,376 INFO Epoch 4 	 Batch 4399	LR : 0.00009	Top1 Acc.: 96.250	CLS Loss: 0.136	Mixup Loss: 1.266	CRL Loss: 0.048	CutMix Loss: 0.000	PixMix Loss: 1.125	Tot. Loss: 1.451
+2025-09-18 14:51:23,290 INFO Epoch 4 	 Batch 4499	LR : 0.00009	Top1 Acc.: 96.125	CLS Loss: 0.145	Mixup Loss: 1.288	CRL Loss: 0.051	CutMix Loss: 0.000	PixMix Loss: 1.121	Tot. Loss: 1.484
+2025-09-18 14:57:27,095 INFO Epoch 4 	 Batch 4599	LR : 0.00009	Top1 Acc.: 96.328	CLS Loss: 0.139	Mixup Loss: 1.275	CRL Loss: 0.049	CutMix Loss: 0.000	PixMix Loss: 1.115	Tot. Loss: 1.463
+2025-09-18 15:03:30,869 INFO Epoch 4 	 Batch 4699	LR : 0.00009	Top1 Acc.: 96.297	CLS Loss: 0.132	Mixup Loss: 1.289	CRL Loss: 0.049	CutMix Loss: 0.000	PixMix Loss: 1.142	Tot. Loss: 1.469
+2025-09-18 15:09:34,640 INFO Epoch 4 	 Batch 4799	LR : 0.00009	Top1 Acc.: 96.047	CLS Loss: 0.140	Mixup Loss: 1.283	CRL Loss: 0.051	CutMix Loss: 0.000	PixMix Loss: 1.125	Tot. Loss: 1.474
+2025-09-18 15:15:38,422 INFO Epoch 4 	 Batch 4899	LR : 0.00009	Top1 Acc.: 96.109	CLS Loss: 0.146	Mixup Loss: 1.293	CRL Loss: 0.050	CutMix Loss: 0.000	PixMix Loss: 1.176	Tot. Loss: 1.489
+2025-09-18 15:21:42,268 INFO Epoch 4 	 Batch 4999	LR : 0.00009	Top1 Acc.: 96.094	CLS Loss: 0.134	Mixup Loss: 1.271	CRL Loss: 0.050	CutMix Loss: 0.000	PixMix Loss: 1.118	Tot. Loss: 1.455
+2025-09-18 15:28:23,221 INFO ################## 
+ ---> Validation Epoch 4 (Original Model)	Acc.: 82.046	FPR: 58.059	AUROC: 87.875	AUPR: 60.797	AURC: 45.248	EAURC: 28.069	AUPR Succ.: 96.702	ECE: 4.482	NLL: 6.973	Brier: 25.827
+2025-09-18 15:35:27,052 INFO ################## 
+ ---> Validation Epoch 4 (EMA Model)	Acc.: 82.058	FPR: 58.054	AUROC: 87.827	AUPR: 60.610	AURC: 45.450	EAURC: 28.295	AUPR Succ.: 96.676	ECE: 4.533	NLL: 6.983	Brier: 25.833
+2025-09-18 15:35:29,290 INFO ####### --- Training Epoch 5 --- #######
+2025-09-18 15:55:37,884 INFO Epoch 5 	 Batch 99	LR : 0.00009	Top1 Acc.: 96.422	CLS Loss: 0.138	Mixup Loss: 1.315	CRL Loss: 0.048	CutMix Loss: 0.000	PixMix Loss: 1.103	Tot. Loss: 1.501
+2025-09-18 16:01:44,531 INFO Epoch 5 	 Batch 199	LR : 0.00009	Top1 Acc.: 96.578	CLS Loss: 0.131	Mixup Loss: 1.272	CRL Loss: 0.044	CutMix Loss: 0.000	PixMix Loss: 1.120	Tot. Loss: 1.448
+2025-09-18 16:07:52,275 INFO Epoch 5 	 Batch 299	LR : 0.00009	Top1 Acc.: 96.109	CLS Loss: 0.136	Mixup Loss: 1.278	CRL Loss: 0.052	CutMix Loss: 0.000	PixMix Loss: 1.136	Tot. Loss: 1.466
+2025-09-18 16:13:59,023 INFO Epoch 5 	 Batch 399	LR : 0.00009	Top1 Acc.: 96.422	CLS Loss: 0.137	Mixup Loss: 1.284	CRL Loss: 0.043	CutMix Loss: 0.000	PixMix Loss: 1.102	Tot. Loss: 1.464
+2025-09-18 16:20:02,974 INFO Epoch 5 	 Batch 499	LR : 0.00009	Top1 Acc.: 96.031	CLS Loss: 0.145	Mixup Loss: 1.305	CRL Loss: 0.051	CutMix Loss: 0.000	PixMix Loss: 1.109	Tot. Loss: 1.501
+2025-09-18 16:26:07,049 INFO Epoch 5 	 Batch 599	LR : 0.00009	Top1 Acc.: 95.953	CLS Loss: 0.147	Mixup Loss: 1.285	CRL Loss: 0.051	CutMix Loss: 0.000	PixMix Loss: 1.171	Tot. Loss: 1.483
+2025-09-18 16:32:10,869 INFO Epoch 5 	 Batch 699	LR : 0.00009	Top1 Acc.: 96.031	CLS Loss: 0.139	Mixup Loss: 1.298	CRL Loss: 0.050	CutMix Loss: 0.000	PixMix Loss: 1.114	Tot. Loss: 1.487
+2025-09-18 16:38:14,732 INFO Epoch 5 	 Batch 799	LR : 0.00009	Top1 Acc.: 96.172	CLS Loss: 0.148	Mixup Loss: 1.279	CRL Loss: 0.050	CutMix Loss: 0.000	PixMix Loss: 1.145	Tot. Loss: 1.476
+2025-09-18 16:44:18,592 INFO Epoch 5 	 Batch 899	LR : 0.00009	Top1 Acc.: 96.203	CLS Loss: 0.135	Mixup Loss: 1.297	CRL Loss: 0.049	CutMix Loss: 0.000	PixMix Loss: 1.151	Tot. Loss: 1.480
+2025-09-18 16:50:22,418 INFO Epoch 5 	 Batch 999	LR : 0.00009	Top1 Acc.: 96.094	CLS Loss: 0.136	Mixup Loss: 1.281	CRL Loss: 0.049	CutMix Loss: 0.000	PixMix Loss: 1.122	Tot. Loss: 1.467
+2025-09-18 16:56:26,218 INFO Epoch 5 	 Batch 1099	LR : 0.00009	Top1 Acc.: 95.906	CLS Loss: 0.139	Mixup Loss: 1.290	CRL Loss: 0.055	CutMix Loss: 0.000	PixMix Loss: 1.138	Tot. Loss: 1.485
+2025-09-18 17:02:30,001 INFO Epoch 5 	 Batch 1199	LR : 0.00009	Top1 Acc.: 96.297	CLS Loss: 0.138	Mixup Loss: 1.279	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.128	Tot. Loss: 1.463
+2025-09-18 17:08:33,768 INFO Epoch 5 	 Batch 1299	LR : 0.00009	Top1 Acc.: 96.234	CLS Loss: 0.137	Mixup Loss: 1.296	CRL Loss: 0.048	CutMix Loss: 0.000	PixMix Loss: 1.140	Tot. Loss: 1.480
+2025-09-18 17:14:37,592 INFO Epoch 5 	 Batch 1399	LR : 0.00009	Top1 Acc.: 96.375	CLS Loss: 0.129	Mixup Loss: 1.264	CRL Loss: 0.043	CutMix Loss: 0.000	PixMix Loss: 1.114	Tot. Loss: 1.437
+2025-09-18 17:20:41,395 INFO Epoch 5 	 Batch 1499	LR : 0.00009	Top1 Acc.: 96.141	CLS Loss: 0.141	Mixup Loss: 1.281	CRL Loss: 0.049	CutMix Loss: 0.000	PixMix Loss: 1.127	Tot. Loss: 1.471
+2025-09-18 17:26:45,218 INFO Epoch 5 	 Batch 1599	LR : 0.00009	Top1 Acc.: 95.969	CLS Loss: 0.140	Mixup Loss: 1.273	CRL Loss: 0.050	CutMix Loss: 0.000	PixMix Loss: 1.111	Tot. Loss: 1.464
+2025-09-18 17:32:49,003 INFO Epoch 5 	 Batch 1699	LR : 0.00009	Top1 Acc.: 96.203	CLS Loss: 0.142	Mixup Loss: 1.282	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.120	Tot. Loss: 1.470
+2025-09-18 17:38:52,787 INFO Epoch 5 	 Batch 1799	LR : 0.00009	Top1 Acc.: 96.188	CLS Loss: 0.141	Mixup Loss: 1.285	CRL Loss: 0.048	CutMix Loss: 0.000	PixMix Loss: 1.135	Tot. Loss: 1.475
+2025-09-18 17:44:56,668 INFO Epoch 5 	 Batch 1899	LR : 0.00009	Top1 Acc.: 96.031	CLS Loss: 0.140	Mixup Loss: 1.288	CRL Loss: 0.051	CutMix Loss: 0.000	PixMix Loss: 1.169	Tot. Loss: 1.479
+2025-09-18 17:51:00,496 INFO Epoch 5 	 Batch 1999	LR : 0.00009	Top1 Acc.: 96.531	CLS Loss: 0.128	Mixup Loss: 1.283	CRL Loss: 0.043	CutMix Loss: 0.000	PixMix Loss: 1.132	Tot. Loss: 1.454
+2025-09-18 17:57:04,317 INFO Epoch 5 	 Batch 2099	LR : 0.00009	Top1 Acc.: 96.000	CLS Loss: 0.143	Mixup Loss: 1.281	CRL Loss: 0.053	CutMix Loss: 0.000	PixMix Loss: 1.127	Tot. Loss: 1.477
+2025-09-18 18:03:08,053 INFO Epoch 5 	 Batch 2199	LR : 0.00009	Top1 Acc.: 96.438	CLS Loss: 0.129	Mixup Loss: 1.283	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.103	Tot. Loss: 1.459
+2025-09-18 18:09:11,857 INFO Epoch 5 	 Batch 2299	LR : 0.00009	Top1 Acc.: 96.219	CLS Loss: 0.137	Mixup Loss: 1.290	CRL Loss: 0.051	CutMix Loss: 0.000	PixMix Loss: 1.152	Tot. Loss: 1.478
+2025-09-18 18:15:15,721 INFO Epoch 5 	 Batch 2399	LR : 0.00009	Top1 Acc.: 96.578	CLS Loss: 0.131	Mixup Loss: 1.269	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.115	Tot. Loss: 1.446
+2025-09-18 18:21:19,503 INFO Epoch 5 	 Batch 2499	LR : 0.00009	Top1 Acc.: 96.250	CLS Loss: 0.142	Mixup Loss: 1.294	CRL Loss: 0.050	CutMix Loss: 0.000	PixMix Loss: 1.147	Tot. Loss: 1.486
+2025-09-18 18:27:23,327 INFO Epoch 5 	 Batch 2599	LR : 0.00009	Top1 Acc.: 96.375	CLS Loss: 0.132	Mixup Loss: 1.288	CRL Loss: 0.047	CutMix Loss: 0.000	PixMix Loss: 1.126	Tot. Loss: 1.467
+2025-09-18 18:33:27,185 INFO Epoch 5 	 Batch 2699	LR : 0.00009	Top1 Acc.: 96.312	CLS Loss: 0.131	Mixup Loss: 1.286	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.136	Tot. Loss: 1.462
+2025-09-18 18:39:31,008 INFO Epoch 5 	 Batch 2799	LR : 0.00009	Top1 Acc.: 96.156	CLS Loss: 0.133	Mixup Loss: 1.280	CRL Loss: 0.053	CutMix Loss: 0.000	PixMix Loss: 1.138	Tot. Loss: 1.466
+2025-09-18 18:45:34,804 INFO Epoch 5 	 Batch 2899	LR : 0.00009	Top1 Acc.: 96.391	CLS Loss: 0.143	Mixup Loss: 1.327	CRL Loss: 0.049	CutMix Loss: 0.000	PixMix Loss: 1.158	Tot. Loss: 1.519
+2025-09-18 18:51:38,621 INFO Epoch 5 	 Batch 2999	LR : 0.00009	Top1 Acc.: 95.891	CLS Loss: 0.146	Mixup Loss: 1.273	CRL Loss: 0.054	CutMix Loss: 0.000	PixMix Loss: 1.151	Tot. Loss: 1.473
+2025-09-18 18:57:42,431 INFO Epoch 5 	 Batch 3099	LR : 0.00009	Top1 Acc.: 96.172	CLS Loss: 0.139	Mixup Loss: 1.293	CRL Loss: 0.049	CutMix Loss: 0.000	PixMix Loss: 1.146	Tot. Loss: 1.481
+2025-09-18 19:03:46,202 INFO Epoch 5 	 Batch 3199	LR : 0.00009	Top1 Acc.: 96.203	CLS Loss: 0.134	Mixup Loss: 1.280	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.143	Tot. Loss: 1.460
+2025-09-18 19:09:50,095 INFO Epoch 5 	 Batch 3299	LR : 0.00009	Top1 Acc.: 96.406	CLS Loss: 0.140	Mixup Loss: 1.282	CRL Loss: 0.048	CutMix Loss: 0.000	PixMix Loss: 1.142	Tot. Loss: 1.470
+2025-09-18 19:15:53,907 INFO Epoch 5 	 Batch 3399	LR : 0.00009	Top1 Acc.: 96.344	CLS Loss: 0.137	Mixup Loss: 1.279	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.102	Tot. Loss: 1.462
+2025-09-18 19:21:57,765 INFO Epoch 5 	 Batch 3499	LR : 0.00009	Top1 Acc.: 96.547	CLS Loss: 0.125	Mixup Loss: 1.275	CRL Loss: 0.044	CutMix Loss: 0.000	PixMix Loss: 1.130	Tot. Loss: 1.444
+2025-09-18 19:28:01,635 INFO Epoch 5 	 Batch 3599	LR : 0.00009	Top1 Acc.: 96.141	CLS Loss: 0.139	Mixup Loss: 1.297	CRL Loss: 0.051	CutMix Loss: 0.000	PixMix Loss: 1.147	Tot. Loss: 1.486
+2025-09-18 19:34:05,418 INFO Epoch 5 	 Batch 3699	LR : 0.00009	Top1 Acc.: 96.219	CLS Loss: 0.139	Mixup Loss: 1.261	CRL Loss: 0.049	CutMix Loss: 0.000	PixMix Loss: 1.158	Tot. Loss: 1.448
+2025-09-18 19:40:09,240 INFO Epoch 5 	 Batch 3799	LR : 0.00009	Top1 Acc.: 95.859	CLS Loss: 0.148	Mixup Loss: 1.290	CRL Loss: 0.055	CutMix Loss: 0.000	PixMix Loss: 1.136	Tot. Loss: 1.493
+2025-09-18 19:46:13,093 INFO Epoch 5 	 Batch 3899	LR : 0.00009	Top1 Acc.: 96.234	CLS Loss: 0.136	Mixup Loss: 1.286	CRL Loss: 0.047	CutMix Loss: 0.000	PixMix Loss: 1.135	Tot. Loss: 1.468
+2025-09-18 19:52:16,931 INFO Epoch 5 	 Batch 3999	LR : 0.00009	Top1 Acc.: 96.547	CLS Loss: 0.125	Mixup Loss: 1.255	CRL Loss: 0.043	CutMix Loss: 0.000	PixMix Loss: 1.133	Tot. Loss: 1.423
+2025-09-18 19:58:20,750 INFO Epoch 5 	 Batch 4099	LR : 0.00009	Top1 Acc.: 96.062	CLS Loss: 0.139	Mixup Loss: 1.304	CRL Loss: 0.050	CutMix Loss: 0.000	PixMix Loss: 1.138	Tot. Loss: 1.493
+2025-09-18 20:04:24,644 INFO Epoch 5 	 Batch 4199	LR : 0.00009	Top1 Acc.: 96.094	CLS Loss: 0.141	Mixup Loss: 1.291	CRL Loss: 0.050	CutMix Loss: 0.000	PixMix Loss: 1.163	Tot. Loss: 1.482
+2025-09-18 20:10:28,707 INFO Epoch 5 	 Batch 4299	LR : 0.00009	Top1 Acc.: 96.609	CLS Loss: 0.132	Mixup Loss: 1.269	CRL Loss: 0.044	CutMix Loss: 0.000	PixMix Loss: 1.097	Tot. Loss: 1.445
+2025-09-18 20:16:32,525 INFO Epoch 5 	 Batch 4399	LR : 0.00009	Top1 Acc.: 96.359	CLS Loss: 0.135	Mixup Loss: 1.264	CRL Loss: 0.047	CutMix Loss: 0.000	PixMix Loss: 1.126	Tot. Loss: 1.446
+2025-09-18 20:22:36,404 INFO Epoch 5 	 Batch 4499	LR : 0.00009	Top1 Acc.: 96.156	CLS Loss: 0.143	Mixup Loss: 1.285	CRL Loss: 0.050	CutMix Loss: 0.000	PixMix Loss: 1.151	Tot. Loss: 1.478
+2025-09-18 20:28:40,270 INFO Epoch 5 	 Batch 4599	LR : 0.00009	Top1 Acc.: 96.391	CLS Loss: 0.137	Mixup Loss: 1.266	CRL Loss: 0.048	CutMix Loss: 0.000	PixMix Loss: 1.111	Tot. Loss: 1.451
+2025-09-18 20:34:44,100 INFO Epoch 5 	 Batch 4699	LR : 0.00009	Top1 Acc.: 96.375	CLS Loss: 0.131	Mixup Loss: 1.278	CRL Loss: 0.048	CutMix Loss: 0.000	PixMix Loss: 1.145	Tot. Loss: 1.457
+2025-09-18 20:40:47,913 INFO Epoch 5 	 Batch 4799	LR : 0.00009	Top1 Acc.: 96.172	CLS Loss: 0.137	Mixup Loss: 1.296	CRL Loss: 0.050	CutMix Loss: 0.000	PixMix Loss: 1.130	Tot. Loss: 1.483
+2025-09-18 20:46:51,725 INFO Epoch 5 	 Batch 4899	LR : 0.00009	Top1 Acc.: 96.078	CLS Loss: 0.143	Mixup Loss: 1.295	CRL Loss: 0.049	CutMix Loss: 0.000	PixMix Loss: 1.149	Tot. Loss: 1.486
+2025-09-18 20:52:55,582 INFO Epoch 5 	 Batch 4999	LR : 0.00009	Top1 Acc.: 96.344	CLS Loss: 0.133	Mixup Loss: 1.252	CRL Loss: 0.049	CutMix Loss: 0.000	PixMix Loss: 1.123	Tot. Loss: 1.435
+2025-09-18 20:59:30,575 INFO ################## 
+ ---> Validation Epoch 5 (Original Model)	Acc.: 82.000	FPR: 57.811	AUROC: 87.932	AUPR: 61.014	AURC: 45.118	EAURC: 27.847	AUPR Succ.: 96.727	ECE: 4.474	NLL: 6.968	Brier: 25.839
+2025-09-18 21:05:37,213 INFO ################## 
+ ---> Validation Epoch 5 (EMA Model)	Acc.: 82.004	FPR: 57.557	AUROC: 87.929	AUPR: 60.992	AURC: 45.238	EAURC: 27.976	AUPR Succ.: 96.711	ECE: 4.551	NLL: 6.975	Brier: 25.835
+2025-09-18 21:05:38,599 INFO ####### --- Training Epoch 6 --- #######
+2025-09-18 21:24:36,656 INFO Epoch 6 	 Batch 99	LR : 0.00009	Top1 Acc.: 96.406	CLS Loss: 0.137	Mixup Loss: 1.303	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.125	Tot. Loss: 1.486
+2025-09-18 21:30:43,302 INFO Epoch 6 	 Batch 199	LR : 0.00009	Top1 Acc.: 96.391	CLS Loss: 0.131	Mixup Loss: 1.279	CRL Loss: 0.043	CutMix Loss: 0.000	PixMix Loss: 1.130	Tot. Loss: 1.454
+2025-09-18 21:36:49,977 INFO Epoch 6 	 Batch 299	LR : 0.00009	Top1 Acc.: 96.203	CLS Loss: 0.134	Mixup Loss: 1.291	CRL Loss: 0.050	CutMix Loss: 0.000	PixMix Loss: 1.158	Tot. Loss: 1.475
+2025-09-18 21:42:58,339 INFO Epoch 6 	 Batch 399	LR : 0.00008	Top1 Acc.: 96.562	CLS Loss: 0.135	Mixup Loss: 1.274	CRL Loss: 0.043	CutMix Loss: 0.000	PixMix Loss: 1.121	Tot. Loss: 1.452
+2025-09-18 21:49:06,597 INFO Epoch 6 	 Batch 499	LR : 0.00008	Top1 Acc.: 96.203	CLS Loss: 0.144	Mixup Loss: 1.290	CRL Loss: 0.050	CutMix Loss: 0.000	PixMix Loss: 1.131	Tot. Loss: 1.484
+2025-09-18 21:55:11,144 INFO Epoch 6 	 Batch 599	LR : 0.00008	Top1 Acc.: 96.078	CLS Loss: 0.145	Mixup Loss: 1.304	CRL Loss: 0.051	CutMix Loss: 0.000	PixMix Loss: 1.155	Tot. Loss: 1.500
+2025-09-18 22:01:15,727 INFO Epoch 6 	 Batch 699	LR : 0.00008	Top1 Acc.: 96.156	CLS Loss: 0.138	Mixup Loss: 1.277	CRL Loss: 0.049	CutMix Loss: 0.000	PixMix Loss: 1.097	Tot. Loss: 1.464
+2025-09-18 22:07:19,620 INFO Epoch 6 	 Batch 799	LR : 0.00008	Top1 Acc.: 96.297	CLS Loss: 0.146	Mixup Loss: 1.266	CRL Loss: 0.049	CutMix Loss: 0.000	PixMix Loss: 1.117	Tot. Loss: 1.461
+2025-09-18 22:13:23,557 INFO Epoch 6 	 Batch 899	LR : 0.00008	Top1 Acc.: 96.234	CLS Loss: 0.134	Mixup Loss: 1.284	CRL Loss: 0.048	CutMix Loss: 0.000	PixMix Loss: 1.105	Tot. Loss: 1.466
+2025-09-18 22:19:27,472 INFO Epoch 6 	 Batch 999	LR : 0.00008	Top1 Acc.: 96.188	CLS Loss: 0.134	Mixup Loss: 1.282	CRL Loss: 0.049	CutMix Loss: 0.000	PixMix Loss: 1.134	Tot. Loss: 1.465
+2025-09-18 22:25:31,413 INFO Epoch 6 	 Batch 1099	LR : 0.00008	Top1 Acc.: 95.984	CLS Loss: 0.136	Mixup Loss: 1.278	CRL Loss: 0.054	CutMix Loss: 0.000	PixMix Loss: 1.120	Tot. Loss: 1.468
+2025-09-18 22:31:35,418 INFO Epoch 6 	 Batch 1199	LR : 0.00008	Top1 Acc.: 96.359	CLS Loss: 0.137	Mixup Loss: 1.274	CRL Loss: 0.045	CutMix Loss: 0.000	PixMix Loss: 1.142	Tot. Loss: 1.456
+2025-09-18 22:37:39,310 INFO Epoch 6 	 Batch 1299	LR : 0.00008	Top1 Acc.: 96.297	CLS Loss: 0.134	Mixup Loss: 1.278	CRL Loss: 0.047	CutMix Loss: 0.000	PixMix Loss: 1.159	Tot. Loss: 1.459
+2025-09-18 22:43:43,270 INFO Epoch 6 	 Batch 1399	LR : 0.00008	Top1 Acc.: 96.375	CLS Loss: 0.127	Mixup Loss: 1.270	CRL Loss: 0.043	CutMix Loss: 0.000	PixMix Loss: 1.117	Tot. Loss: 1.439
+2025-09-18 22:49:47,123 INFO Epoch 6 	 Batch 1499	LR : 0.00008	Top1 Acc.: 96.281	CLS Loss: 0.140	Mixup Loss: 1.296	CRL Loss: 0.049	CutMix Loss: 0.000	PixMix Loss: 1.136	Tot. Loss: 1.484
+2025-09-18 22:55:51,041 INFO Epoch 6 	 Batch 1599	LR : 0.00008	Top1 Acc.: 96.078	CLS Loss: 0.139	Mixup Loss: 1.277	CRL Loss: 0.050	CutMix Loss: 0.000	PixMix Loss: 1.109	Tot. Loss: 1.466
+2025-09-18 23:01:54,969 INFO Epoch 6 	 Batch 1699	LR : 0.00008	Top1 Acc.: 96.422	CLS Loss: 0.140	Mixup Loss: 1.261	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.155	Tot. Loss: 1.446
+2025-09-18 23:07:58,862 INFO Epoch 6 	 Batch 1799	LR : 0.00008	Top1 Acc.: 96.141	CLS Loss: 0.140	Mixup Loss: 1.287	CRL Loss: 0.048	CutMix Loss: 0.000	PixMix Loss: 1.156	Tot. Loss: 1.475
+2025-09-18 23:14:02,797 INFO Epoch 6 	 Batch 1899	LR : 0.00008	Top1 Acc.: 96.031	CLS Loss: 0.140	Mixup Loss: 1.277	CRL Loss: 0.050	CutMix Loss: 0.000	PixMix Loss: 1.154	Tot. Loss: 1.467
+2025-09-18 23:20:06,674 INFO Epoch 6 	 Batch 1999	LR : 0.00008	Top1 Acc.: 96.750	CLS Loss: 0.127	Mixup Loss: 1.270	CRL Loss: 0.042	CutMix Loss: 0.000	PixMix Loss: 1.130	Tot. Loss: 1.439
+2025-09-18 23:26:10,698 INFO Epoch 6 	 Batch 2099	LR : 0.00008	Top1 Acc.: 96.078	CLS Loss: 0.141	Mixup Loss: 1.277	CRL Loss: 0.053	CutMix Loss: 0.000	PixMix Loss: 1.180	Tot. Loss: 1.471
+2025-09-18 23:32:14,667 INFO Epoch 6 	 Batch 2199	LR : 0.00008	Top1 Acc.: 96.578	CLS Loss: 0.128	Mixup Loss: 1.254	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.114	Tot. Loss: 1.427
+2025-09-18 23:38:18,599 INFO Epoch 6 	 Batch 2299	LR : 0.00008	Top1 Acc.: 96.312	CLS Loss: 0.136	Mixup Loss: 1.302	CRL Loss: 0.050	CutMix Loss: 0.000	PixMix Loss: 1.134	Tot. Loss: 1.488
+2025-09-18 23:44:22,518 INFO Epoch 6 	 Batch 2399	LR : 0.00008	Top1 Acc.: 96.609	CLS Loss: 0.129	Mixup Loss: 1.273	CRL Loss: 0.045	CutMix Loss: 0.000	PixMix Loss: 1.138	Tot. Loss: 1.446
+2025-09-18 23:50:26,368 INFO Epoch 6 	 Batch 2499	LR : 0.00008	Top1 Acc.: 96.328	CLS Loss: 0.140	Mixup Loss: 1.291	CRL Loss: 0.050	CutMix Loss: 0.000	PixMix Loss: 1.121	Tot. Loss: 1.481
+2025-09-18 23:56:30,296 INFO Epoch 6 	 Batch 2599	LR : 0.00008	Top1 Acc.: 96.266	CLS Loss: 0.133	Mixup Loss: 1.288	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.115	Tot. Loss: 1.466
+2025-09-19 00:02:34,144 INFO Epoch 6 	 Batch 2699	LR : 0.00008	Top1 Acc.: 96.312	CLS Loss: 0.130	Mixup Loss: 1.285	CRL Loss: 0.045	CutMix Loss: 0.000	PixMix Loss: 1.114	Tot. Loss: 1.460
+2025-09-19 00:08:38,054 INFO Epoch 6 	 Batch 2799	LR : 0.00008	Top1 Acc.: 96.156	CLS Loss: 0.132	Mixup Loss: 1.282	CRL Loss: 0.052	CutMix Loss: 0.000	PixMix Loss: 1.137	Tot. Loss: 1.466
+2025-09-19 00:14:41,901 INFO Epoch 6 	 Batch 2899	LR : 0.00008	Top1 Acc.: 96.484	CLS Loss: 0.141	Mixup Loss: 1.297	CRL Loss: 0.048	CutMix Loss: 0.000	PixMix Loss: 1.095	Tot. Loss: 1.486
+2025-09-19 00:20:45,758 INFO Epoch 6 	 Batch 2999	LR : 0.00008	Top1 Acc.: 95.891	CLS Loss: 0.145	Mixup Loss: 1.294	CRL Loss: 0.053	CutMix Loss: 0.000	PixMix Loss: 1.167	Tot. Loss: 1.491
+2025-09-19 00:26:49,761 INFO Epoch 6 	 Batch 3099	LR : 0.00008	Top1 Acc.: 96.250	CLS Loss: 0.137	Mixup Loss: 1.282	CRL Loss: 0.048	CutMix Loss: 0.000	PixMix Loss: 1.170	Tot. Loss: 1.467
+2025-09-19 00:32:53,624 INFO Epoch 6 	 Batch 3199	LR : 0.00008	Top1 Acc.: 96.297	CLS Loss: 0.132	Mixup Loss: 1.270	CRL Loss: 0.045	CutMix Loss: 0.000	PixMix Loss: 1.157	Tot. Loss: 1.447
+2025-09-19 00:38:57,498 INFO Epoch 6 	 Batch 3299	LR : 0.00008	Top1 Acc.: 96.484	CLS Loss: 0.138	Mixup Loss: 1.285	CRL Loss: 0.047	CutMix Loss: 0.000	PixMix Loss: 1.126	Tot. Loss: 1.469
+2025-09-19 00:45:01,350 INFO Epoch 6 	 Batch 3399	LR : 0.00008	Top1 Acc.: 96.344	CLS Loss: 0.136	Mixup Loss: 1.283	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.075	Tot. Loss: 1.465
+2025-09-19 00:51:05,261 INFO Epoch 6 	 Batch 3499	LR : 0.00008	Top1 Acc.: 96.641	CLS Loss: 0.124	Mixup Loss: 1.265	CRL Loss: 0.043	CutMix Loss: 0.000	PixMix Loss: 1.131	Tot. Loss: 1.432
+2025-09-19 00:57:09,102 INFO Epoch 6 	 Batch 3599	LR : 0.00008	Top1 Acc.: 96.094	CLS Loss: 0.138	Mixup Loss: 1.271	CRL Loss: 0.050	CutMix Loss: 0.000	PixMix Loss: 1.155	Tot. Loss: 1.459
+2025-09-19 01:03:13,002 INFO Epoch 6 	 Batch 3699	LR : 0.00008	Top1 Acc.: 96.359	CLS Loss: 0.137	Mixup Loss: 1.262	CRL Loss: 0.048	CutMix Loss: 0.000	PixMix Loss: 1.170	Tot. Loss: 1.447
+2025-09-19 01:09:16,852 INFO Epoch 6 	 Batch 3799	LR : 0.00008	Top1 Acc.: 95.719	CLS Loss: 0.145	Mixup Loss: 1.296	CRL Loss: 0.054	CutMix Loss: 0.000	PixMix Loss: 1.128	Tot. Loss: 1.495
+2025-09-19 01:15:20,661 INFO Epoch 6 	 Batch 3899	LR : 0.00008	Top1 Acc.: 96.188	CLS Loss: 0.135	Mixup Loss: 1.286	CRL Loss: 0.047	CutMix Loss: 0.000	PixMix Loss: 1.150	Tot. Loss: 1.468
+2025-09-19 01:21:24,651 INFO Epoch 6 	 Batch 3999	LR : 0.00008	Top1 Acc.: 96.703	CLS Loss: 0.122	Mixup Loss: 1.262	CRL Loss: 0.042	CutMix Loss: 0.000	PixMix Loss: 1.127	Tot. Loss: 1.426
+2025-09-19 01:27:28,555 INFO Epoch 6 	 Batch 4099	LR : 0.00008	Top1 Acc.: 96.141	CLS Loss: 0.137	Mixup Loss: 1.283	CRL Loss: 0.050	CutMix Loss: 0.000	PixMix Loss: 1.122	Tot. Loss: 1.470
+2025-09-19 01:33:32,366 INFO Epoch 6 	 Batch 4199	LR : 0.00008	Top1 Acc.: 96.188	CLS Loss: 0.140	Mixup Loss: 1.280	CRL Loss: 0.050	CutMix Loss: 0.000	PixMix Loss: 1.139	Tot. Loss: 1.470
+2025-09-19 01:39:36,193 INFO Epoch 6 	 Batch 4299	LR : 0.00008	Top1 Acc.: 96.656	CLS Loss: 0.132	Mixup Loss: 1.266	CRL Loss: 0.044	CutMix Loss: 0.000	PixMix Loss: 1.145	Tot. Loss: 1.441
+2025-09-19 01:45:40,100 INFO Epoch 6 	 Batch 4399	LR : 0.00008	Top1 Acc.: 96.391	CLS Loss: 0.132	Mixup Loss: 1.262	CRL Loss: 0.047	CutMix Loss: 0.000	PixMix Loss: 1.121	Tot. Loss: 1.441
+2025-09-19 01:51:43,949 INFO Epoch 6 	 Batch 4499	LR : 0.00008	Top1 Acc.: 96.172	CLS Loss: 0.141	Mixup Loss: 1.281	CRL Loss: 0.050	CutMix Loss: 0.000	PixMix Loss: 1.129	Tot. Loss: 1.472
+2025-09-19 01:57:47,815 INFO Epoch 6 	 Batch 4599	LR : 0.00008	Top1 Acc.: 96.328	CLS Loss: 0.135	Mixup Loss: 1.261	CRL Loss: 0.047	CutMix Loss: 0.000	PixMix Loss: 1.149	Tot. Loss: 1.444
+2025-09-19 02:03:51,682 INFO Epoch 6 	 Batch 4699	LR : 0.00008	Top1 Acc.: 96.422	CLS Loss: 0.130	Mixup Loss: 1.278	CRL Loss: 0.047	CutMix Loss: 0.000	PixMix Loss: 1.131	Tot. Loss: 1.455
+2025-09-19 02:09:55,538 INFO Epoch 6 	 Batch 4799	LR : 0.00008	Top1 Acc.: 96.250	CLS Loss: 0.137	Mixup Loss: 1.281	CRL Loss: 0.049	CutMix Loss: 0.000	PixMix Loss: 1.143	Tot. Loss: 1.466
+2025-09-19 02:15:59,381 INFO Epoch 6 	 Batch 4899	LR : 0.00008	Top1 Acc.: 96.203	CLS Loss: 0.141	Mixup Loss: 1.300	CRL Loss: 0.048	CutMix Loss: 0.000	PixMix Loss: 1.129	Tot. Loss: 1.489
+2025-09-19 02:22:03,364 INFO Epoch 6 	 Batch 4999	LR : 0.00008	Top1 Acc.: 96.328	CLS Loss: 0.131	Mixup Loss: 1.263	CRL Loss: 0.049	CutMix Loss: 0.000	PixMix Loss: 1.104	Tot. Loss: 1.442
+2025-09-19 02:28:22,489 INFO ################## 
+ ---> Validation Epoch 6 (Original Model)	Acc.: 82.010	FPR: 57.832	AUROC: 87.955	AUPR: 61.006	AURC: 44.870	EAURC: 27.619	AUPR Succ.: 96.755	ECE: 4.479	NLL: 6.961	Brier: 25.843
+2025-09-19 02:34:30,611 INFO ################## 
+ ---> Validation Epoch 6 (EMA Model)	Acc.: 81.998	FPR: 57.649	AUROC: 87.958	AUPR: 60.991	AURC: 45.034	EAURC: 27.760	AUPR Succ.: 96.737	ECE: 4.538	NLL: 6.968	Brier: 25.840
+2025-09-19 02:34:32,939 INFO ####### --- Training Epoch 7 --- #######
+2025-09-19 02:51:30,953 INFO Epoch 7 	 Batch 99	LR : 0.00008	Top1 Acc.: 96.375	CLS Loss: 0.135	Mixup Loss: 1.299	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.117	Tot. Loss: 1.480
+2025-09-19 02:57:34,784 INFO Epoch 7 	 Batch 199	LR : 0.00008	Top1 Acc.: 96.562	CLS Loss: 0.130	Mixup Loss: 1.263	CRL Loss: 0.043	CutMix Loss: 0.000	PixMix Loss: 1.112	Tot. Loss: 1.436
+2025-09-19 03:03:40,348 INFO Epoch 7 	 Batch 299	LR : 0.00008	Top1 Acc.: 96.234	CLS Loss: 0.132	Mixup Loss: 1.290	CRL Loss: 0.050	CutMix Loss: 0.000	PixMix Loss: 1.137	Tot. Loss: 1.473
+2025-09-19 03:09:47,379 INFO Epoch 7 	 Batch 399	LR : 0.00008	Top1 Acc.: 96.688	CLS Loss: 0.133	Mixup Loss: 1.280	CRL Loss: 0.042	CutMix Loss: 0.000	PixMix Loss: 1.135	Tot. Loss: 1.455
+2025-09-19 03:15:54,867 INFO Epoch 7 	 Batch 499	LR : 0.00008	Top1 Acc.: 96.125	CLS Loss: 0.143	Mixup Loss: 1.284	CRL Loss: 0.050	CutMix Loss: 0.000	PixMix Loss: 1.119	Tot. Loss: 1.476
+2025-09-19 03:22:02,933 INFO Epoch 7 	 Batch 599	LR : 0.00008	Top1 Acc.: 96.219	CLS Loss: 0.143	Mixup Loss: 1.284	CRL Loss: 0.050	CutMix Loss: 0.000	PixMix Loss: 1.161	Tot. Loss: 1.476
+2025-09-19 03:28:06,792 INFO Epoch 7 	 Batch 699	LR : 0.00008	Top1 Acc.: 96.172	CLS Loss: 0.137	Mixup Loss: 1.282	CRL Loss: 0.049	CutMix Loss: 0.000	PixMix Loss: 1.132	Tot. Loss: 1.468
+2025-09-19 03:34:11,431 INFO Epoch 7 	 Batch 799	LR : 0.00008	Top1 Acc.: 96.266	CLS Loss: 0.144	Mixup Loss: 1.288	CRL Loss: 0.048	CutMix Loss: 0.000	PixMix Loss: 1.123	Tot. Loss: 1.480
+2025-09-19 03:40:15,490 INFO Epoch 7 	 Batch 899	LR : 0.00008	Top1 Acc.: 96.250	CLS Loss: 0.133	Mixup Loss: 1.288	CRL Loss: 0.048	CutMix Loss: 0.000	PixMix Loss: 1.169	Tot. Loss: 1.468
+2025-09-19 03:46:19,405 INFO Epoch 7 	 Batch 999	LR : 0.00008	Top1 Acc.: 96.203	CLS Loss: 0.133	Mixup Loss: 1.277	CRL Loss: 0.048	CutMix Loss: 0.000	PixMix Loss: 1.110	Tot. Loss: 1.457
+2025-09-19 03:52:23,312 INFO Epoch 7 	 Batch 1099	LR : 0.00008	Top1 Acc.: 95.906	CLS Loss: 0.137	Mixup Loss: 1.274	CRL Loss: 0.053	CutMix Loss: 0.000	PixMix Loss: 1.151	Tot. Loss: 1.463
+2025-09-19 03:58:27,146 INFO Epoch 7 	 Batch 1199	LR : 0.00008	Top1 Acc.: 96.453	CLS Loss: 0.135	Mixup Loss: 1.272	CRL Loss: 0.045	CutMix Loss: 0.000	PixMix Loss: 1.107	Tot. Loss: 1.452
+2025-09-19 04:04:31,046 INFO Epoch 7 	 Batch 1299	LR : 0.00008	Top1 Acc.: 96.359	CLS Loss: 0.133	Mixup Loss: 1.289	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.140	Tot. Loss: 1.468
+2025-09-19 04:10:34,925 INFO Epoch 7 	 Batch 1399	LR : 0.00008	Top1 Acc.: 96.344	CLS Loss: 0.126	Mixup Loss: 1.250	CRL Loss: 0.043	CutMix Loss: 0.000	PixMix Loss: 1.063	Tot. Loss: 1.420
+2025-09-19 04:16:38,853 INFO Epoch 7 	 Batch 1499	LR : 0.00008	Top1 Acc.: 96.234	CLS Loss: 0.140	Mixup Loss: 1.280	CRL Loss: 0.048	CutMix Loss: 0.000	PixMix Loss: 1.111	Tot. Loss: 1.468
+2025-09-19 04:22:42,746 INFO Epoch 7 	 Batch 1599	LR : 0.00008	Top1 Acc.: 96.047	CLS Loss: 0.137	Mixup Loss: 1.280	CRL Loss: 0.049	CutMix Loss: 0.000	PixMix Loss: 1.128	Tot. Loss: 1.465
+2025-09-19 04:28:46,687 INFO Epoch 7 	 Batch 1699	LR : 0.00008	Top1 Acc.: 96.469	CLS Loss: 0.139	Mixup Loss: 1.267	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.112	Tot. Loss: 1.451
+2025-09-19 04:34:50,622 INFO Epoch 7 	 Batch 1799	LR : 0.00008	Top1 Acc.: 96.062	CLS Loss: 0.139	Mixup Loss: 1.283	CRL Loss: 0.048	CutMix Loss: 0.000	PixMix Loss: 1.099	Tot. Loss: 1.470
+2025-09-19 04:40:54,638 INFO Epoch 7 	 Batch 1899	LR : 0.00008	Top1 Acc.: 96.125	CLS Loss: 0.138	Mixup Loss: 1.296	CRL Loss: 0.050	CutMix Loss: 0.000	PixMix Loss: 1.164	Tot. Loss: 1.484
+2025-09-19 04:46:58,538 INFO Epoch 7 	 Batch 1999	LR : 0.00008	Top1 Acc.: 96.688	CLS Loss: 0.126	Mixup Loss: 1.266	CRL Loss: 0.041	CutMix Loss: 0.000	PixMix Loss: 1.134	Tot. Loss: 1.433
+2025-09-19 04:53:02,463 INFO Epoch 7 	 Batch 2099	LR : 0.00008	Top1 Acc.: 96.109	CLS Loss: 0.141	Mixup Loss: 1.292	CRL Loss: 0.052	CutMix Loss: 0.000	PixMix Loss: 1.137	Tot. Loss: 1.485
+2025-09-19 04:59:06,380 INFO Epoch 7 	 Batch 2199	LR : 0.00008	Top1 Acc.: 96.578	CLS Loss: 0.126	Mixup Loss: 1.268	CRL Loss: 0.045	CutMix Loss: 0.000	PixMix Loss: 1.111	Tot. Loss: 1.439
+2025-09-19 05:05:10,284 INFO Epoch 7 	 Batch 2299	LR : 0.00008	Top1 Acc.: 96.203	CLS Loss: 0.135	Mixup Loss: 1.296	CRL Loss: 0.049	CutMix Loss: 0.000	PixMix Loss: 1.132	Tot. Loss: 1.480
+2025-09-19 05:11:14,209 INFO Epoch 7 	 Batch 2399	LR : 0.00008	Top1 Acc.: 96.703	CLS Loss: 0.127	Mixup Loss: 1.268	CRL Loss: 0.044	CutMix Loss: 0.000	PixMix Loss: 1.136	Tot. Loss: 1.439
+2025-09-19 05:17:18,102 INFO Epoch 7 	 Batch 2499	LR : 0.00008	Top1 Acc.: 96.344	CLS Loss: 0.139	Mixup Loss: 1.280	CRL Loss: 0.048	CutMix Loss: 0.000	PixMix Loss: 1.128	Tot. Loss: 1.467
+2025-09-19 05:23:21,975 INFO Epoch 7 	 Batch 2599	LR : 0.00008	Top1 Acc.: 96.453	CLS Loss: 0.130	Mixup Loss: 1.288	CRL Loss: 0.045	CutMix Loss: 0.000	PixMix Loss: 1.126	Tot. Loss: 1.464
+2025-09-19 05:29:25,917 INFO Epoch 7 	 Batch 2699	LR : 0.00008	Top1 Acc.: 96.500	CLS Loss: 0.128	Mixup Loss: 1.278	CRL Loss: 0.044	CutMix Loss: 0.000	PixMix Loss: 1.133	Tot. Loss: 1.451
+2025-09-19 05:35:29,947 INFO Epoch 7 	 Batch 2799	LR : 0.00008	Top1 Acc.: 96.250	CLS Loss: 0.132	Mixup Loss: 1.272	CRL Loss: 0.051	CutMix Loss: 0.000	PixMix Loss: 1.105	Tot. Loss: 1.455
+2025-09-19 05:41:33,877 INFO Epoch 7 	 Batch 2899	LR : 0.00008	Top1 Acc.: 96.531	CLS Loss: 0.140	Mixup Loss: 1.306	CRL Loss: 0.047	CutMix Loss: 0.000	PixMix Loss: 1.120	Tot. Loss: 1.493
+2025-09-19 05:47:37,729 INFO Epoch 7 	 Batch 2999	LR : 0.00008	Top1 Acc.: 96.094	CLS Loss: 0.143	Mixup Loss: 1.304	CRL Loss: 0.052	CutMix Loss: 0.000	PixMix Loss: 1.129	Tot. Loss: 1.499
+2025-09-19 05:53:41,581 INFO Epoch 7 	 Batch 3099	LR : 0.00008	Top1 Acc.: 96.281	CLS Loss: 0.135	Mixup Loss: 1.274	CRL Loss: 0.047	CutMix Loss: 0.000	PixMix Loss: 1.136	Tot. Loss: 1.456
+2025-09-19 05:59:45,405 INFO Epoch 7 	 Batch 3199	LR : 0.00008	Top1 Acc.: 96.281	CLS Loss: 0.132	Mixup Loss: 1.272	CRL Loss: 0.045	CutMix Loss: 0.000	PixMix Loss: 1.165	Tot. Loss: 1.449
+2025-09-19 06:05:49,244 INFO Epoch 7 	 Batch 3299	LR : 0.00008	Top1 Acc.: 96.422	CLS Loss: 0.137	Mixup Loss: 1.281	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.110	Tot. Loss: 1.464
+2025-09-19 06:11:53,131 INFO Epoch 7 	 Batch 3399	LR : 0.00007	Top1 Acc.: 96.469	CLS Loss: 0.135	Mixup Loss: 1.286	CRL Loss: 0.045	CutMix Loss: 0.000	PixMix Loss: 1.121	Tot. Loss: 1.466
+2025-09-19 06:17:57,047 INFO Epoch 7 	 Batch 3499	LR : 0.00007	Top1 Acc.: 96.484	CLS Loss: 0.123	Mixup Loss: 1.269	CRL Loss: 0.042	CutMix Loss: 0.000	PixMix Loss: 1.143	Tot. Loss: 1.434
+2025-09-19 06:24:00,950 INFO Epoch 7 	 Batch 3599	LR : 0.00007	Top1 Acc.: 96.234	CLS Loss: 0.137	Mixup Loss: 1.288	CRL Loss: 0.049	CutMix Loss: 0.000	PixMix Loss: 1.157	Tot. Loss: 1.474
+2025-09-19 06:30:04,773 INFO Epoch 7 	 Batch 3699	LR : 0.00007	Top1 Acc.: 96.391	CLS Loss: 0.136	Mixup Loss: 1.256	CRL Loss: 0.048	CutMix Loss: 0.000	PixMix Loss: 1.145	Tot. Loss: 1.440
+2025-09-19 06:36:08,757 INFO Epoch 7 	 Batch 3799	LR : 0.00007	Top1 Acc.: 95.953	CLS Loss: 0.144	Mixup Loss: 1.303	CRL Loss: 0.053	CutMix Loss: 0.000	PixMix Loss: 1.146	Tot. Loss: 1.501
+2025-09-19 06:42:12,619 INFO Epoch 7 	 Batch 3899	LR : 0.00007	Top1 Acc.: 96.375	CLS Loss: 0.133	Mixup Loss: 1.279	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.140	Tot. Loss: 1.458
+2025-09-19 06:48:16,543 INFO Epoch 7 	 Batch 3999	LR : 0.00007	Top1 Acc.: 96.688	CLS Loss: 0.122	Mixup Loss: 1.258	CRL Loss: 0.042	CutMix Loss: 0.000	PixMix Loss: 1.104	Tot. Loss: 1.422
+2025-09-19 06:54:20,328 INFO Epoch 7 	 Batch 4099	LR : 0.00007	Top1 Acc.: 96.141	CLS Loss: 0.137	Mixup Loss: 1.286	CRL Loss: 0.049	CutMix Loss: 0.000	PixMix Loss: 1.184	Tot. Loss: 1.472
+2025-09-19 07:00:24,221 INFO Epoch 7 	 Batch 4199	LR : 0.00007	Top1 Acc.: 96.234	CLS Loss: 0.139	Mixup Loss: 1.266	CRL Loss: 0.049	CutMix Loss: 0.000	PixMix Loss: 1.162	Tot. Loss: 1.454
+2025-09-19 07:06:28,064 INFO Epoch 7 	 Batch 4299	LR : 0.00007	Top1 Acc.: 96.766	CLS Loss: 0.129	Mixup Loss: 1.260	CRL Loss: 0.043	CutMix Loss: 0.000	PixMix Loss: 1.146	Tot. Loss: 1.433
+2025-09-19 07:12:31,975 INFO Epoch 7 	 Batch 4399	LR : 0.00007	Top1 Acc.: 96.375	CLS Loss: 0.132	Mixup Loss: 1.251	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.125	Tot. Loss: 1.429
+2025-09-19 07:18:35,843 INFO Epoch 7 	 Batch 4499	LR : 0.00007	Top1 Acc.: 96.312	CLS Loss: 0.140	Mixup Loss: 1.279	CRL Loss: 0.049	CutMix Loss: 0.000	PixMix Loss: 1.149	Tot. Loss: 1.468
+2025-09-19 07:24:39,735 INFO Epoch 7 	 Batch 4599	LR : 0.00007	Top1 Acc.: 96.297	CLS Loss: 0.134	Mixup Loss: 1.240	CRL Loss: 0.047	CutMix Loss: 0.000	PixMix Loss: 1.097	Tot. Loss: 1.422
+2025-09-19 07:30:43,783 INFO Epoch 7 	 Batch 4699	LR : 0.00007	Top1 Acc.: 96.359	CLS Loss: 0.129	Mixup Loss: 1.267	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.114	Tot. Loss: 1.442
+2025-09-19 07:36:47,663 INFO Epoch 7 	 Batch 4799	LR : 0.00007	Top1 Acc.: 96.188	CLS Loss: 0.136	Mixup Loss: 1.273	CRL Loss: 0.048	CutMix Loss: 0.000	PixMix Loss: 1.105	Tot. Loss: 1.456
+2025-09-19 07:42:51,582 INFO Epoch 7 	 Batch 4899	LR : 0.00007	Top1 Acc.: 96.203	CLS Loss: 0.140	Mixup Loss: 1.272	CRL Loss: 0.048	CutMix Loss: 0.000	PixMix Loss: 1.103	Tot. Loss: 1.460
+2025-09-19 07:48:55,550 INFO Epoch 7 	 Batch 4999	LR : 0.00007	Top1 Acc.: 96.359	CLS Loss: 0.130	Mixup Loss: 1.267	CRL Loss: 0.048	CutMix Loss: 0.000	PixMix Loss: 1.145	Tot. Loss: 1.446
+2025-09-19 07:57:06,114 INFO ################## 
+ ---> Validation Epoch 7 (Original Model)	Acc.: 81.980	FPR: 57.558	AUROC: 88.011	AUPR: 61.060	AURC: 44.759	EAURC: 27.449	AUPR Succ.: 96.774	ECE: 4.504	NLL: 6.955	Brier: 25.845
+2025-09-19 08:05:02,652 INFO ################## 
+ ---> Validation Epoch 7 (EMA Model)	Acc.: 82.004	FPR: 57.757	AUROC: 87.963	AUPR: 60.906	AURC: 44.870	EAURC: 27.607	AUPR Succ.: 96.756	ECE: 4.526	NLL: 6.962	Brier: 25.845
+2025-09-19 08:05:02,738 INFO ####### --- Training Epoch 8 --- #######
+2025-09-19 08:30:12,171 INFO Epoch 8 	 Batch 99	LR : 0.00007	Top1 Acc.: 96.438	CLS Loss: 0.134	Mixup Loss: 1.292	CRL Loss: 0.045	CutMix Loss: 0.000	PixMix Loss: 1.098	Tot. Loss: 1.471
+2025-09-19 08:36:17,804 INFO Epoch 8 	 Batch 199	LR : 0.00007	Top1 Acc.: 96.562	CLS Loss: 0.128	Mixup Loss: 1.272	CRL Loss: 0.043	CutMix Loss: 0.000	PixMix Loss: 1.147	Tot. Loss: 1.443
+2025-09-19 08:42:25,062 INFO Epoch 8 	 Batch 299	LR : 0.00007	Top1 Acc.: 96.172	CLS Loss: 0.132	Mixup Loss: 1.271	CRL Loss: 0.049	CutMix Loss: 0.000	PixMix Loss: 1.095	Tot. Loss: 1.453
+2025-09-19 08:48:32,691 INFO Epoch 8 	 Batch 399	LR : 0.00007	Top1 Acc.: 96.656	CLS Loss: 0.132	Mixup Loss: 1.263	CRL Loss: 0.042	CutMix Loss: 0.000	PixMix Loss: 1.124	Tot. Loss: 1.437
+2025-09-19 08:54:40,995 INFO Epoch 8 	 Batch 499	LR : 0.00007	Top1 Acc.: 96.219	CLS Loss: 0.142	Mixup Loss: 1.304	CRL Loss: 0.050	CutMix Loss: 0.000	PixMix Loss: 1.168	Tot. Loss: 1.495
+2025-09-19 09:00:49,042 INFO Epoch 8 	 Batch 599	LR : 0.00007	Top1 Acc.: 96.266	CLS Loss: 0.144	Mixup Loss: 1.285	CRL Loss: 0.049	CutMix Loss: 0.000	PixMix Loss: 1.154	Tot. Loss: 1.478
+2025-09-19 09:06:56,821 INFO Epoch 8 	 Batch 699	LR : 0.00007	Top1 Acc.: 96.188	CLS Loss: 0.135	Mixup Loss: 1.286	CRL Loss: 0.049	CutMix Loss: 0.000	PixMix Loss: 1.152	Tot. Loss: 1.470
+2025-09-19 09:13:00,483 INFO Epoch 8 	 Batch 799	LR : 0.00007	Top1 Acc.: 96.328	CLS Loss: 0.143	Mixup Loss: 1.283	CRL Loss: 0.048	CutMix Loss: 0.000	PixMix Loss: 1.152	Tot. Loss: 1.474
+2025-09-19 09:19:04,841 INFO Epoch 8 	 Batch 899	LR : 0.00007	Top1 Acc.: 96.266	CLS Loss: 0.131	Mixup Loss: 1.289	CRL Loss: 0.047	CutMix Loss: 0.000	PixMix Loss: 1.116	Tot. Loss: 1.467
+2025-09-19 09:25:08,725 INFO Epoch 8 	 Batch 999	LR : 0.00007	Top1 Acc.: 96.250	CLS Loss: 0.131	Mixup Loss: 1.277	CRL Loss: 0.048	CutMix Loss: 0.000	PixMix Loss: 1.164	Tot. Loss: 1.456
+2025-09-19 09:31:12,660 INFO Epoch 8 	 Batch 1099	LR : 0.00007	Top1 Acc.: 96.031	CLS Loss: 0.135	Mixup Loss: 1.282	CRL Loss: 0.052	CutMix Loss: 0.000	PixMix Loss: 1.127	Tot. Loss: 1.469
+2025-09-19 09:37:16,545 INFO Epoch 8 	 Batch 1199	LR : 0.00007	Top1 Acc.: 96.453	CLS Loss: 0.134	Mixup Loss: 1.279	CRL Loss: 0.044	CutMix Loss: 0.000	PixMix Loss: 1.126	Tot. Loss: 1.457
+2025-09-19 09:43:20,452 INFO Epoch 8 	 Batch 1299	LR : 0.00007	Top1 Acc.: 96.422	CLS Loss: 0.131	Mixup Loss: 1.271	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.102	Tot. Loss: 1.448
+2025-09-19 09:49:24,318 INFO Epoch 8 	 Batch 1399	LR : 0.00007	Top1 Acc.: 96.500	CLS Loss: 0.126	Mixup Loss: 1.235	CRL Loss: 0.043	CutMix Loss: 0.000	PixMix Loss: 1.100	Tot. Loss: 1.403
+2025-09-19 09:55:28,229 INFO Epoch 8 	 Batch 1499	LR : 0.00007	Top1 Acc.: 96.156	CLS Loss: 0.140	Mixup Loss: 1.287	CRL Loss: 0.048	CutMix Loss: 0.000	PixMix Loss: 1.143	Tot. Loss: 1.474
+2025-09-19 10:01:32,290 INFO Epoch 8 	 Batch 1599	LR : 0.00007	Top1 Acc.: 96.250	CLS Loss: 0.137	Mixup Loss: 1.279	CRL Loss: 0.049	CutMix Loss: 0.000	PixMix Loss: 1.087	Tot. Loss: 1.465
+2025-09-19 10:07:36,229 INFO Epoch 8 	 Batch 1699	LR : 0.00007	Top1 Acc.: 96.500	CLS Loss: 0.138	Mixup Loss: 1.273	CRL Loss: 0.045	CutMix Loss: 0.000	PixMix Loss: 1.120	Tot. Loss: 1.456
+2025-09-19 10:13:40,077 INFO Epoch 8 	 Batch 1799	LR : 0.00007	Top1 Acc.: 96.266	CLS Loss: 0.137	Mixup Loss: 1.283	CRL Loss: 0.047	CutMix Loss: 0.000	PixMix Loss: 1.117	Tot. Loss: 1.467
+2025-09-19 10:19:43,999 INFO Epoch 8 	 Batch 1899	LR : 0.00007	Top1 Acc.: 96.156	CLS Loss: 0.137	Mixup Loss: 1.273	CRL Loss: 0.049	CutMix Loss: 0.000	PixMix Loss: 1.146	Tot. Loss: 1.459
+2025-09-19 10:25:47,896 INFO Epoch 8 	 Batch 1999	LR : 0.00007	Top1 Acc.: 96.750	CLS Loss: 0.126	Mixup Loss: 1.257	CRL Loss: 0.041	CutMix Loss: 0.000	PixMix Loss: 1.110	Tot. Loss: 1.425
+2025-09-19 10:31:51,780 INFO Epoch 8 	 Batch 2099	LR : 0.00007	Top1 Acc.: 96.219	CLS Loss: 0.138	Mixup Loss: 1.281	CRL Loss: 0.051	CutMix Loss: 0.000	PixMix Loss: 1.139	Tot. Loss: 1.470
+2025-09-19 10:37:55,597 INFO Epoch 8 	 Batch 2199	LR : 0.00007	Top1 Acc.: 96.625	CLS Loss: 0.126	Mixup Loss: 1.260	CRL Loss: 0.044	CutMix Loss: 0.000	PixMix Loss: 1.143	Tot. Loss: 1.431
+2025-09-19 10:43:59,482 INFO Epoch 8 	 Batch 2299	LR : 0.00007	Top1 Acc.: 96.250	CLS Loss: 0.134	Mixup Loss: 1.293	CRL Loss: 0.049	CutMix Loss: 0.000	PixMix Loss: 1.107	Tot. Loss: 1.477
+2025-09-19 10:50:03,257 INFO Epoch 8 	 Batch 2399	LR : 0.00007	Top1 Acc.: 96.719	CLS Loss: 0.127	Mixup Loss: 1.259	CRL Loss: 0.043	CutMix Loss: 0.000	PixMix Loss: 1.132	Tot. Loss: 1.429
+2025-09-19 10:56:07,152 INFO Epoch 8 	 Batch 2499	LR : 0.00007	Top1 Acc.: 96.281	CLS Loss: 0.140	Mixup Loss: 1.277	CRL Loss: 0.048	CutMix Loss: 0.000	PixMix Loss: 1.133	Tot. Loss: 1.465
+2025-09-19 11:02:11,178 INFO Epoch 8 	 Batch 2599	LR : 0.00007	Top1 Acc.: 96.422	CLS Loss: 0.130	Mixup Loss: 1.292	CRL Loss: 0.045	CutMix Loss: 0.000	PixMix Loss: 1.112	Tot. Loss: 1.467
+2025-09-19 11:08:15,069 INFO Epoch 8 	 Batch 2699	LR : 0.00007	Top1 Acc.: 96.594	CLS Loss: 0.128	Mixup Loss: 1.281	CRL Loss: 0.044	CutMix Loss: 0.000	PixMix Loss: 1.156	Tot. Loss: 1.453
+2025-09-19 11:14:18,972 INFO Epoch 8 	 Batch 2799	LR : 0.00007	Top1 Acc.: 96.312	CLS Loss: 0.130	Mixup Loss: 1.267	CRL Loss: 0.050	CutMix Loss: 0.000	PixMix Loss: 1.151	Tot. Loss: 1.448
+2025-09-19 11:20:22,929 INFO Epoch 8 	 Batch 2899	LR : 0.00007	Top1 Acc.: 96.484	CLS Loss: 0.139	Mixup Loss: 1.296	CRL Loss: 0.047	CutMix Loss: 0.000	PixMix Loss: 1.142	Tot. Loss: 1.482
+2025-09-19 11:26:26,890 INFO Epoch 8 	 Batch 2999	LR : 0.00007	Top1 Acc.: 96.031	CLS Loss: 0.142	Mixup Loss: 1.273	CRL Loss: 0.051	CutMix Loss: 0.000	PixMix Loss: 1.133	Tot. Loss: 1.466
+2025-09-19 11:32:30,819 INFO Epoch 8 	 Batch 3099	LR : 0.00007	Top1 Acc.: 96.297	CLS Loss: 0.136	Mixup Loss: 1.290	CRL Loss: 0.047	CutMix Loss: 0.000	PixMix Loss: 1.132	Tot. Loss: 1.472
+2025-09-19 11:38:34,675 INFO Epoch 8 	 Batch 3199	LR : 0.00007	Top1 Acc.: 96.312	CLS Loss: 0.130	Mixup Loss: 1.266	CRL Loss: 0.045	CutMix Loss: 0.000	PixMix Loss: 1.145	Tot. Loss: 1.441
+2025-09-19 11:44:38,597 INFO Epoch 8 	 Batch 3299	LR : 0.00007	Top1 Acc.: 96.484	CLS Loss: 0.136	Mixup Loss: 1.276	CRL Loss: 0.045	CutMix Loss: 0.000	PixMix Loss: 1.141	Tot. Loss: 1.457
+2025-09-19 11:50:42,474 INFO Epoch 8 	 Batch 3399	LR : 0.00007	Top1 Acc.: 96.547	CLS Loss: 0.133	Mixup Loss: 1.285	CRL Loss: 0.044	CutMix Loss: 0.000	PixMix Loss: 1.124	Tot. Loss: 1.462
+2025-09-19 11:56:46,475 INFO Epoch 8 	 Batch 3499	LR : 0.00007	Top1 Acc.: 96.672	CLS Loss: 0.121	Mixup Loss: 1.268	CRL Loss: 0.042	CutMix Loss: 0.000	PixMix Loss: 1.122	Tot. Loss: 1.431
+2025-09-19 12:02:50,378 INFO Epoch 8 	 Batch 3599	LR : 0.00007	Top1 Acc.: 96.312	CLS Loss: 0.136	Mixup Loss: 1.281	CRL Loss: 0.049	CutMix Loss: 0.000	PixMix Loss: 1.121	Tot. Loss: 1.467
+2025-09-19 12:08:54,253 INFO Epoch 8 	 Batch 3699	LR : 0.00007	Top1 Acc.: 96.406	CLS Loss: 0.135	Mixup Loss: 1.256	CRL Loss: 0.047	CutMix Loss: 0.000	PixMix Loss: 1.096	Tot. Loss: 1.438
+2025-09-19 12:14:58,141 INFO Epoch 8 	 Batch 3799	LR : 0.00007	Top1 Acc.: 95.844	CLS Loss: 0.143	Mixup Loss: 1.285	CRL Loss: 0.053	CutMix Loss: 0.000	PixMix Loss: 1.124	Tot. Loss: 1.481
+2025-09-19 12:21:02,019 INFO Epoch 8 	 Batch 3899	LR : 0.00007	Top1 Acc.: 96.375	CLS Loss: 0.132	Mixup Loss: 1.286	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.093	Tot. Loss: 1.463
+2025-09-19 12:27:05,909 INFO Epoch 8 	 Batch 3999	LR : 0.00007	Top1 Acc.: 96.797	CLS Loss: 0.120	Mixup Loss: 1.251	CRL Loss: 0.041	CutMix Loss: 0.000	PixMix Loss: 1.079	Tot. Loss: 1.411
+2025-09-19 12:33:09,718 INFO Epoch 8 	 Batch 4099	LR : 0.00007	Top1 Acc.: 96.250	CLS Loss: 0.135	Mixup Loss: 1.262	CRL Loss: 0.048	CutMix Loss: 0.000	PixMix Loss: 1.125	Tot. Loss: 1.445
+2025-09-19 12:39:13,569 INFO Epoch 8 	 Batch 4199	LR : 0.00007	Top1 Acc.: 96.250	CLS Loss: 0.137	Mixup Loss: 1.285	CRL Loss: 0.048	CutMix Loss: 0.000	PixMix Loss: 1.104	Tot. Loss: 1.471
+2025-09-19 12:45:17,418 INFO Epoch 8 	 Batch 4299	LR : 0.00007	Top1 Acc.: 96.734	CLS Loss: 0.129	Mixup Loss: 1.272	CRL Loss: 0.043	CutMix Loss: 0.000	PixMix Loss: 1.121	Tot. Loss: 1.444
+2025-09-19 12:51:21,244 INFO Epoch 8 	 Batch 4399	LR : 0.00007	Top1 Acc.: 96.469	CLS Loss: 0.131	Mixup Loss: 1.254	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.108	Tot. Loss: 1.430
+2025-09-19 12:57:25,229 INFO Epoch 8 	 Batch 4499	LR : 0.00007	Top1 Acc.: 96.297	CLS Loss: 0.139	Mixup Loss: 1.264	CRL Loss: 0.048	CutMix Loss: 0.000	PixMix Loss: 1.152	Tot. Loss: 1.451
+2025-09-19 13:03:29,048 INFO Epoch 8 	 Batch 4599	LR : 0.00007	Top1 Acc.: 96.453	CLS Loss: 0.134	Mixup Loss: 1.269	CRL Loss: 0.047	CutMix Loss: 0.000	PixMix Loss: 1.130	Tot. Loss: 1.450
+2025-09-19 13:09:32,898 INFO Epoch 8 	 Batch 4699	LR : 0.00007	Top1 Acc.: 96.406	CLS Loss: 0.128	Mixup Loss: 1.270	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.124	Tot. Loss: 1.444
+2025-09-19 13:15:36,673 INFO Epoch 8 	 Batch 4799	LR : 0.00007	Top1 Acc.: 96.156	CLS Loss: 0.135	Mixup Loss: 1.290	CRL Loss: 0.048	CutMix Loss: 0.000	PixMix Loss: 1.154	Tot. Loss: 1.473
+2025-09-19 13:21:40,489 INFO Epoch 8 	 Batch 4899	LR : 0.00007	Top1 Acc.: 96.266	CLS Loss: 0.140	Mixup Loss: 1.275	CRL Loss: 0.048	CutMix Loss: 0.000	PixMix Loss: 1.154	Tot. Loss: 1.462
+2025-09-19 13:27:44,367 INFO Epoch 8 	 Batch 4999	LR : 0.00007	Top1 Acc.: 96.453	CLS Loss: 0.129	Mixup Loss: 1.255	CRL Loss: 0.048	CutMix Loss: 0.000	PixMix Loss: 1.108	Tot. Loss: 1.431
+2025-09-19 13:33:29,491 INFO ################## 
+ ---> Validation Epoch 8 (Original Model)	Acc.: 81.940	FPR: 57.198	AUROC: 88.053	AUPR: 61.292	AURC: 44.705	EAURC: 27.316	AUPR Succ.: 96.789	ECE: 4.552	NLL: 6.959	Brier: 25.863
+2025-09-19 13:38:53,867 INFO ################## 
+ ---> Validation Epoch 8 (EMA Model)	Acc.: 81.978	FPR: 57.419	AUROC: 88.007	AUPR: 61.019	AURC: 44.761	EAURC: 27.448	AUPR Succ.: 96.774	ECE: 4.542	NLL: 6.960	Brier: 25.852
+2025-09-19 13:38:56,183 INFO ####### --- Training Epoch 9 --- #######
+2025-09-19 13:54:18,912 INFO Epoch 9 	 Batch 99	LR : 0.00007	Top1 Acc.: 96.500	CLS Loss: 0.132	Mixup Loss: 1.292	CRL Loss: 0.045	CutMix Loss: 0.000	PixMix Loss: 1.141	Tot. Loss: 1.470
+2025-09-19 14:00:22,795 INFO Epoch 9 	 Batch 199	LR : 0.00007	Top1 Acc.: 96.516	CLS Loss: 0.127	Mixup Loss: 1.265	CRL Loss: 0.042	CutMix Loss: 0.000	PixMix Loss: 1.096	Tot. Loss: 1.435
+2025-09-19 14:06:26,734 INFO Epoch 9 	 Batch 299	LR : 0.00007	Top1 Acc.: 96.234	CLS Loss: 0.131	Mixup Loss: 1.284	CRL Loss: 0.049	CutMix Loss: 0.000	PixMix Loss: 1.144	Tot. Loss: 1.464
+2025-09-19 14:12:30,711 INFO Epoch 9 	 Batch 399	LR : 0.00006	Top1 Acc.: 96.562	CLS Loss: 0.132	Mixup Loss: 1.269	CRL Loss: 0.042	CutMix Loss: 0.000	PixMix Loss: 1.124	Tot. Loss: 1.442
+2025-09-19 14:18:35,566 INFO Epoch 9 	 Batch 499	LR : 0.00006	Top1 Acc.: 96.109	CLS Loss: 0.141	Mixup Loss: 1.286	CRL Loss: 0.049	CutMix Loss: 0.000	PixMix Loss: 1.127	Tot. Loss: 1.475
+2025-09-19 14:24:42,784 INFO Epoch 9 	 Batch 599	LR : 0.00006	Top1 Acc.: 96.156	CLS Loss: 0.142	Mixup Loss: 1.293	CRL Loss: 0.048	CutMix Loss: 0.000	PixMix Loss: 1.154	Tot. Loss: 1.483
+2025-09-19 14:30:50,993 INFO Epoch 9 	 Batch 699	LR : 0.00006	Top1 Acc.: 96.281	CLS Loss: 0.135	Mixup Loss: 1.260	CRL Loss: 0.049	CutMix Loss: 0.000	PixMix Loss: 1.150	Tot. Loss: 1.443
+2025-09-19 14:36:58,025 INFO Epoch 9 	 Batch 799	LR : 0.00006	Top1 Acc.: 96.438	CLS Loss: 0.142	Mixup Loss: 1.275	CRL Loss: 0.047	CutMix Loss: 0.000	PixMix Loss: 1.151	Tot. Loss: 1.465
+2025-09-19 14:43:02,044 INFO Epoch 9 	 Batch 899	LR : 0.00006	Top1 Acc.: 96.375	CLS Loss: 0.131	Mixup Loss: 1.274	CRL Loss: 0.047	CutMix Loss: 0.000	PixMix Loss: 1.126	Tot. Loss: 1.451
+2025-09-19 14:49:06,111 INFO Epoch 9 	 Batch 999	LR : 0.00006	Top1 Acc.: 96.266	CLS Loss: 0.131	Mixup Loss: 1.273	CRL Loss: 0.048	CutMix Loss: 0.000	PixMix Loss: 1.132	Tot. Loss: 1.451
+2025-09-19 14:55:10,012 INFO Epoch 9 	 Batch 1099	LR : 0.00006	Top1 Acc.: 96.047	CLS Loss: 0.136	Mixup Loss: 1.271	CRL Loss: 0.052	CutMix Loss: 0.000	PixMix Loss: 1.175	Tot. Loss: 1.459
+2025-09-19 15:01:13,867 INFO Epoch 9 	 Batch 1199	LR : 0.00006	Top1 Acc.: 96.531	CLS Loss: 0.133	Mixup Loss: 1.269	CRL Loss: 0.044	CutMix Loss: 0.000	PixMix Loss: 1.132	Tot. Loss: 1.446
+2025-09-19 15:07:17,787 INFO Epoch 9 	 Batch 1299	LR : 0.00006	Top1 Acc.: 96.359	CLS Loss: 0.132	Mixup Loss: 1.282	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.176	Tot. Loss: 1.460
+2025-09-19 15:13:21,730 INFO Epoch 9 	 Batch 1399	LR : 0.00006	Top1 Acc.: 96.484	CLS Loss: 0.125	Mixup Loss: 1.251	CRL Loss: 0.042	CutMix Loss: 0.000	PixMix Loss: 1.120	Tot. Loss: 1.418
+2025-09-19 15:19:25,556 INFO Epoch 9 	 Batch 1499	LR : 0.00006	Top1 Acc.: 96.297	CLS Loss: 0.138	Mixup Loss: 1.274	CRL Loss: 0.047	CutMix Loss: 0.000	PixMix Loss: 1.160	Tot. Loss: 1.459
+2025-09-19 15:25:29,413 INFO Epoch 9 	 Batch 1599	LR : 0.00006	Top1 Acc.: 96.156	CLS Loss: 0.135	Mixup Loss: 1.256	CRL Loss: 0.048	CutMix Loss: 0.000	PixMix Loss: 1.148	Tot. Loss: 1.439
+2025-09-19 15:31:33,255 INFO Epoch 9 	 Batch 1699	LR : 0.00006	Top1 Acc.: 96.625	CLS Loss: 0.137	Mixup Loss: 1.257	CRL Loss: 0.044	CutMix Loss: 0.000	PixMix Loss: 1.140	Tot. Loss: 1.438
+2025-09-19 15:37:37,120 INFO Epoch 9 	 Batch 1799	LR : 0.00006	Top1 Acc.: 96.422	CLS Loss: 0.136	Mixup Loss: 1.268	CRL Loss: 0.047	CutMix Loss: 0.000	PixMix Loss: 1.081	Tot. Loss: 1.452
+2025-09-19 15:43:41,023 INFO Epoch 9 	 Batch 1899	LR : 0.00006	Top1 Acc.: 96.266	CLS Loss: 0.136	Mixup Loss: 1.274	CRL Loss: 0.049	CutMix Loss: 0.000	PixMix Loss: 1.136	Tot. Loss: 1.459
+2025-09-19 15:49:44,941 INFO Epoch 9 	 Batch 1999	LR : 0.00006	Top1 Acc.: 96.797	CLS Loss: 0.125	Mixup Loss: 1.249	CRL Loss: 0.041	CutMix Loss: 0.000	PixMix Loss: 1.132	Tot. Loss: 1.415
+2025-09-19 15:55:48,828 INFO Epoch 9 	 Batch 2099	LR : 0.00006	Top1 Acc.: 96.250	CLS Loss: 0.138	Mixup Loss: 1.275	CRL Loss: 0.051	CutMix Loss: 0.000	PixMix Loss: 1.138	Tot. Loss: 1.463
+2025-09-19 16:01:52,739 INFO Epoch 9 	 Batch 2199	LR : 0.00006	Top1 Acc.: 96.578	CLS Loss: 0.125	Mixup Loss: 1.267	CRL Loss: 0.044	CutMix Loss: 0.000	PixMix Loss: 1.108	Tot. Loss: 1.436
+2025-09-19 16:07:56,724 INFO Epoch 9 	 Batch 2299	LR : 0.00006	Top1 Acc.: 96.391	CLS Loss: 0.132	Mixup Loss: 1.266	CRL Loss: 0.049	CutMix Loss: 0.000	PixMix Loss: 1.142	Tot. Loss: 1.447
+2025-09-19 16:14:00,573 INFO Epoch 9 	 Batch 2399	LR : 0.00006	Top1 Acc.: 96.578	CLS Loss: 0.125	Mixup Loss: 1.268	CRL Loss: 0.042	CutMix Loss: 0.000	PixMix Loss: 1.139	Tot. Loss: 1.436
+2025-09-19 16:20:04,408 INFO Epoch 9 	 Batch 2499	LR : 0.00006	Top1 Acc.: 96.359	CLS Loss: 0.136	Mixup Loss: 1.287	CRL Loss: 0.047	CutMix Loss: 0.000	PixMix Loss: 1.167	Tot. Loss: 1.470
+2025-09-19 16:26:08,267 INFO Epoch 9 	 Batch 2599	LR : 0.00006	Top1 Acc.: 96.438	CLS Loss: 0.129	Mixup Loss: 1.286	CRL Loss: 0.045	CutMix Loss: 0.000	PixMix Loss: 1.107	Tot. Loss: 1.460
+2025-09-19 16:32:12,092 INFO Epoch 9 	 Batch 2699	LR : 0.00006	Top1 Acc.: 96.484	CLS Loss: 0.127	Mixup Loss: 1.258	CRL Loss: 0.044	CutMix Loss: 0.000	PixMix Loss: 1.133	Tot. Loss: 1.428
+2025-09-19 16:38:15,969 INFO Epoch 9 	 Batch 2799	LR : 0.00006	Top1 Acc.: 96.422	CLS Loss: 0.129	Mixup Loss: 1.273	CRL Loss: 0.050	CutMix Loss: 0.000	PixMix Loss: 1.162	Tot. Loss: 1.452
+2025-09-19 16:44:19,816 INFO Epoch 9 	 Batch 2899	LR : 0.00006	Top1 Acc.: 96.547	CLS Loss: 0.137	Mixup Loss: 1.283	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.141	Tot. Loss: 1.467
+2025-09-19 16:50:23,608 INFO Epoch 9 	 Batch 2999	LR : 0.00006	Top1 Acc.: 95.969	CLS Loss: 0.142	Mixup Loss: 1.312	CRL Loss: 0.050	CutMix Loss: 0.000	PixMix Loss: 1.133	Tot. Loss: 1.504
+2025-09-19 16:56:27,449 INFO Epoch 9 	 Batch 3099	LR : 0.00006	Top1 Acc.: 96.312	CLS Loss: 0.134	Mixup Loss: 1.266	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.146	Tot. Loss: 1.446
+2025-09-19 17:02:31,308 INFO Epoch 9 	 Batch 3199	LR : 0.00006	Top1 Acc.: 96.312	CLS Loss: 0.129	Mixup Loss: 1.255	CRL Loss: 0.044	CutMix Loss: 0.000	PixMix Loss: 1.129	Tot. Loss: 1.428
+2025-09-19 17:08:35,215 INFO Epoch 9 	 Batch 3299	LR : 0.00006	Top1 Acc.: 96.484	CLS Loss: 0.136	Mixup Loss: 1.278	CRL Loss: 0.045	CutMix Loss: 0.000	PixMix Loss: 1.137	Tot. Loss: 1.458
+2025-09-19 17:14:39,043 INFO Epoch 9 	 Batch 3399	LR : 0.00006	Top1 Acc.: 96.531	CLS Loss: 0.133	Mixup Loss: 1.269	CRL Loss: 0.044	CutMix Loss: 0.000	PixMix Loss: 1.109	Tot. Loss: 1.445
+2025-09-19 17:20:42,902 INFO Epoch 9 	 Batch 3499	LR : 0.00006	Top1 Acc.: 96.531	CLS Loss: 0.121	Mixup Loss: 1.253	CRL Loss: 0.041	CutMix Loss: 0.000	PixMix Loss: 1.133	Tot. Loss: 1.415
+2025-09-19 17:26:46,739 INFO Epoch 9 	 Batch 3599	LR : 0.00006	Top1 Acc.: 96.344	CLS Loss: 0.135	Mixup Loss: 1.286	CRL Loss: 0.048	CutMix Loss: 0.000	PixMix Loss: 1.151	Tot. Loss: 1.469
+2025-09-19 17:32:50,647 INFO Epoch 9 	 Batch 3699	LR : 0.00006	Top1 Acc.: 96.453	CLS Loss: 0.134	Mixup Loss: 1.263	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.150	Tot. Loss: 1.444
+2025-09-19 17:38:54,509 INFO Epoch 9 	 Batch 3799	LR : 0.00006	Top1 Acc.: 95.953	CLS Loss: 0.142	Mixup Loss: 1.288	CRL Loss: 0.052	CutMix Loss: 0.000	PixMix Loss: 1.149	Tot. Loss: 1.482
+2025-09-19 17:44:58,289 INFO Epoch 9 	 Batch 3899	LR : 0.00006	Top1 Acc.: 96.453	CLS Loss: 0.131	Mixup Loss: 1.280	CRL Loss: 0.045	CutMix Loss: 0.000	PixMix Loss: 1.122	Tot. Loss: 1.456
+2025-09-19 17:51:02,123 INFO Epoch 9 	 Batch 3999	LR : 0.00006	Top1 Acc.: 96.797	CLS Loss: 0.119	Mixup Loss: 1.237	CRL Loss: 0.040	CutMix Loss: 0.000	PixMix Loss: 1.136	Tot. Loss: 1.397
+2025-09-19 17:57:06,043 INFO Epoch 9 	 Batch 4099	LR : 0.00006	Top1 Acc.: 96.266	CLS Loss: 0.134	Mixup Loss: 1.276	CRL Loss: 0.048	CutMix Loss: 0.000	PixMix Loss: 1.174	Tot. Loss: 1.458
+2025-09-19 18:03:10,099 INFO Epoch 9 	 Batch 4199	LR : 0.00006	Top1 Acc.: 96.297	CLS Loss: 0.137	Mixup Loss: 1.273	CRL Loss: 0.048	CutMix Loss: 0.000	PixMix Loss: 1.149	Tot. Loss: 1.458
+2025-09-19 18:09:13,921 INFO Epoch 9 	 Batch 4299	LR : 0.00006	Top1 Acc.: 96.750	CLS Loss: 0.128	Mixup Loss: 1.261	CRL Loss: 0.042	CutMix Loss: 0.000	PixMix Loss: 1.156	Tot. Loss: 1.431
+2025-09-19 18:15:17,777 INFO Epoch 9 	 Batch 4399	LR : 0.00006	Top1 Acc.: 96.438	CLS Loss: 0.130	Mixup Loss: 1.256	CRL Loss: 0.045	CutMix Loss: 0.000	PixMix Loss: 1.103	Tot. Loss: 1.431
+2025-09-19 18:21:21,608 INFO Epoch 9 	 Batch 4499	LR : 0.00006	Top1 Acc.: 96.344	CLS Loss: 0.137	Mixup Loss: 1.281	CRL Loss: 0.048	CutMix Loss: 0.000	PixMix Loss: 1.120	Tot. Loss: 1.467
+2025-09-19 18:27:25,451 INFO Epoch 9 	 Batch 4599	LR : 0.00006	Top1 Acc.: 96.359	CLS Loss: 0.133	Mixup Loss: 1.255	CRL Loss: 0.047	CutMix Loss: 0.000	PixMix Loss: 1.107	Tot. Loss: 1.435
+2025-09-19 18:33:29,279 INFO Epoch 9 	 Batch 4699	LR : 0.00006	Top1 Acc.: 96.391	CLS Loss: 0.127	Mixup Loss: 1.269	CRL Loss: 0.045	CutMix Loss: 0.000	PixMix Loss: 1.127	Tot. Loss: 1.441
+2025-09-19 18:39:33,213 INFO Epoch 9 	 Batch 4799	LR : 0.00006	Top1 Acc.: 96.219	CLS Loss: 0.133	Mixup Loss: 1.265	CRL Loss: 0.047	CutMix Loss: 0.000	PixMix Loss: 1.115	Tot. Loss: 1.445
+2025-09-19 18:45:37,055 INFO Epoch 9 	 Batch 4899	LR : 0.00006	Top1 Acc.: 96.359	CLS Loss: 0.138	Mixup Loss: 1.283	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.137	Tot. Loss: 1.468
+2025-09-19 18:51:40,893 INFO Epoch 9 	 Batch 4999	LR : 0.00006	Top1 Acc.: 96.578	CLS Loss: 0.128	Mixup Loss: 1.251	CRL Loss: 0.047	CutMix Loss: 0.000	PixMix Loss: 1.124	Tot. Loss: 1.426
+2025-09-19 18:57:02,009 INFO ################## 
+ ---> Validation Epoch 9 (Original Model)	Acc.: 81.946	FPR: 57.394	AUROC: 88.044	AUPR: 61.217	AURC: 44.654	EAURC: 27.277	AUPR Succ.: 96.794	ECE: 4.555	NLL: 6.959	Brier: 25.872
+2025-09-19 19:02:23,943 INFO ################## 
+ ---> Validation Epoch 9 (EMA Model)	Acc.: 81.976	FPR: 57.423	AUROC: 88.013	AUPR: 61.021	AURC: 44.673	EAURC: 27.355	AUPR Succ.: 96.786	ECE: 4.551	NLL: 6.959	Brier: 25.863
+2025-09-19 19:02:24,003 INFO ####### --- Training Epoch 10 --- #######
+2025-09-19 19:21:58,257 INFO Epoch 10 	 Batch 99	LR : 0.00006	Top1 Acc.: 96.406	CLS Loss: 0.132	Mixup Loss: 1.287	CRL Loss: 0.045	CutMix Loss: 0.000	PixMix Loss: 1.105	Tot. Loss: 1.464
+2025-09-19 19:28:02,304 INFO Epoch 10 	 Batch 199	LR : 0.00006	Top1 Acc.: 96.578	CLS Loss: 0.126	Mixup Loss: 1.262	CRL Loss: 0.043	CutMix Loss: 0.000	PixMix Loss: 1.127	Tot. Loss: 1.430
+2025-09-19 19:34:06,080 INFO Epoch 10 	 Batch 299	LR : 0.00006	Top1 Acc.: 96.312	CLS Loss: 0.130	Mixup Loss: 1.265	CRL Loss: 0.049	CutMix Loss: 0.000	PixMix Loss: 1.115	Tot. Loss: 1.444
+2025-09-19 19:40:09,957 INFO Epoch 10 	 Batch 399	LR : 0.00006	Top1 Acc.: 96.562	CLS Loss: 0.130	Mixup Loss: 1.272	CRL Loss: 0.041	CutMix Loss: 0.000	PixMix Loss: 1.115	Tot. Loss: 1.443
+2025-09-19 19:46:14,102 INFO Epoch 10 	 Batch 499	LR : 0.00006	Top1 Acc.: 96.250	CLS Loss: 0.140	Mixup Loss: 1.293	CRL Loss: 0.049	CutMix Loss: 0.000	PixMix Loss: 1.149	Tot. Loss: 1.482
+2025-09-19 19:52:21,586 INFO Epoch 10 	 Batch 599	LR : 0.00006	Top1 Acc.: 96.312	CLS Loss: 0.141	Mixup Loss: 1.264	CRL Loss: 0.048	CutMix Loss: 0.000	PixMix Loss: 1.128	Tot. Loss: 1.453
+2025-09-19 19:58:29,577 INFO Epoch 10 	 Batch 699	LR : 0.00006	Top1 Acc.: 96.250	CLS Loss: 0.134	Mixup Loss: 1.272	CRL Loss: 0.048	CutMix Loss: 0.000	PixMix Loss: 1.131	Tot. Loss: 1.453
+2025-09-19 20:04:37,942 INFO Epoch 10 	 Batch 799	LR : 0.00006	Top1 Acc.: 96.391	CLS Loss: 0.142	Mixup Loss: 1.274	CRL Loss: 0.047	CutMix Loss: 0.000	PixMix Loss: 1.116	Tot. Loss: 1.463
+2025-09-19 20:10:45,999 INFO Epoch 10 	 Batch 899	LR : 0.00006	Top1 Acc.: 96.328	CLS Loss: 0.129	Mixup Loss: 1.274	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.155	Tot. Loss: 1.449
+2025-09-19 20:16:53,507 INFO Epoch 10 	 Batch 999	LR : 0.00006	Top1 Acc.: 96.266	CLS Loss: 0.130	Mixup Loss: 1.270	CRL Loss: 0.047	CutMix Loss: 0.000	PixMix Loss: 1.163	Tot. Loss: 1.447
+2025-09-19 20:22:57,137 INFO Epoch 10 	 Batch 1099	LR : 0.00006	Top1 Acc.: 96.078	CLS Loss: 0.134	Mixup Loss: 1.267	CRL Loss: 0.052	CutMix Loss: 0.000	PixMix Loss: 1.106	Tot. Loss: 1.453
+2025-09-19 20:29:01,401 INFO Epoch 10 	 Batch 1199	LR : 0.00006	Top1 Acc.: 96.516	CLS Loss: 0.132	Mixup Loss: 1.265	CRL Loss: 0.044	CutMix Loss: 0.000	PixMix Loss: 1.142	Tot. Loss: 1.441
+2025-09-19 20:35:05,361 INFO Epoch 10 	 Batch 1299	LR : 0.00006	Top1 Acc.: 96.469	CLS Loss: 0.130	Mixup Loss: 1.281	CRL Loss: 0.045	CutMix Loss: 0.000	PixMix Loss: 1.118	Tot. Loss: 1.456
+2025-09-19 20:41:09,248 INFO Epoch 10 	 Batch 1399	LR : 0.00006	Top1 Acc.: 96.641	CLS Loss: 0.124	Mixup Loss: 1.236	CRL Loss: 0.042	CutMix Loss: 0.000	PixMix Loss: 1.104	Tot. Loss: 1.401
+2025-09-19 20:47:13,086 INFO Epoch 10 	 Batch 1499	LR : 0.00006	Top1 Acc.: 96.359	CLS Loss: 0.137	Mixup Loss: 1.277	CRL Loss: 0.047	CutMix Loss: 0.000	PixMix Loss: 1.130	Tot. Loss: 1.462
+2025-09-19 20:53:16,933 INFO Epoch 10 	 Batch 1599	LR : 0.00006	Top1 Acc.: 96.203	CLS Loss: 0.135	Mixup Loss: 1.273	CRL Loss: 0.048	CutMix Loss: 0.000	PixMix Loss: 1.139	Tot. Loss: 1.456
+2025-09-19 20:59:20,754 INFO Epoch 10 	 Batch 1699	LR : 0.00006	Top1 Acc.: 96.641	CLS Loss: 0.135	Mixup Loss: 1.275	CRL Loss: 0.044	CutMix Loss: 0.000	PixMix Loss: 1.112	Tot. Loss: 1.454
+2025-09-19 21:05:24,685 INFO Epoch 10 	 Batch 1799	LR : 0.00006	Top1 Acc.: 96.281	CLS Loss: 0.135	Mixup Loss: 1.268	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.109	Tot. Loss: 1.450
+2025-09-19 21:11:28,524 INFO Epoch 10 	 Batch 1899	LR : 0.00005	Top1 Acc.: 96.219	CLS Loss: 0.136	Mixup Loss: 1.273	CRL Loss: 0.048	CutMix Loss: 0.000	PixMix Loss: 1.138	Tot. Loss: 1.457
+2025-09-19 21:17:32,289 INFO Epoch 10 	 Batch 1999	LR : 0.00005	Top1 Acc.: 96.719	CLS Loss: 0.125	Mixup Loss: 1.257	CRL Loss: 0.040	CutMix Loss: 0.000	PixMix Loss: 1.130	Tot. Loss: 1.422
+2025-09-19 21:23:36,269 INFO Epoch 10 	 Batch 2099	LR : 0.00005	Top1 Acc.: 96.188	CLS Loss: 0.137	Mixup Loss: 1.282	CRL Loss: 0.051	CutMix Loss: 0.000	PixMix Loss: 1.143	Tot. Loss: 1.469
+2025-09-19 21:29:40,158 INFO Epoch 10 	 Batch 2199	LR : 0.00005	Top1 Acc.: 96.703	CLS Loss: 0.124	Mixup Loss: 1.257	CRL Loss: 0.043	CutMix Loss: 0.000	PixMix Loss: 1.152	Tot. Loss: 1.424
+2025-09-19 21:35:44,027 INFO Epoch 10 	 Batch 2299	LR : 0.00005	Top1 Acc.: 96.422	CLS Loss: 0.133	Mixup Loss: 1.282	CRL Loss: 0.049	CutMix Loss: 0.000	PixMix Loss: 1.136	Tot. Loss: 1.463
+2025-09-19 21:41:47,926 INFO Epoch 10 	 Batch 2399	LR : 0.00005	Top1 Acc.: 96.703	CLS Loss: 0.124	Mixup Loss: 1.265	CRL Loss: 0.042	CutMix Loss: 0.000	PixMix Loss: 1.087	Tot. Loss: 1.431
+2025-09-19 21:47:51,861 INFO Epoch 10 	 Batch 2499	LR : 0.00005	Top1 Acc.: 96.344	CLS Loss: 0.136	Mixup Loss: 1.281	CRL Loss: 0.047	CutMix Loss: 0.000	PixMix Loss: 1.156	Tot. Loss: 1.464
+2025-09-19 21:53:55,771 INFO Epoch 10 	 Batch 2599	LR : 0.00005	Top1 Acc.: 96.406	CLS Loss: 0.128	Mixup Loss: 1.263	CRL Loss: 0.045	CutMix Loss: 0.000	PixMix Loss: 1.116	Tot. Loss: 1.436
+2025-09-19 21:59:59,680 INFO Epoch 10 	 Batch 2699	LR : 0.00005	Top1 Acc.: 96.609	CLS Loss: 0.124	Mixup Loss: 1.274	CRL Loss: 0.043	CutMix Loss: 0.000	PixMix Loss: 1.110	Tot. Loss: 1.441
+2025-09-19 22:06:03,552 INFO Epoch 10 	 Batch 2799	LR : 0.00005	Top1 Acc.: 96.406	CLS Loss: 0.128	Mixup Loss: 1.266	CRL Loss: 0.049	CutMix Loss: 0.000	PixMix Loss: 1.107	Tot. Loss: 1.443
+2025-09-19 22:12:07,400 INFO Epoch 10 	 Batch 2899	LR : 0.00005	Top1 Acc.: 96.516	CLS Loss: 0.137	Mixup Loss: 1.293	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.162	Tot. Loss: 1.476
+2025-09-19 22:18:11,329 INFO Epoch 10 	 Batch 2999	LR : 0.00005	Top1 Acc.: 96.047	CLS Loss: 0.142	Mixup Loss: 1.296	CRL Loss: 0.051	CutMix Loss: 0.000	PixMix Loss: 1.125	Tot. Loss: 1.488
+2025-09-19 22:24:15,270 INFO Epoch 10 	 Batch 3099	LR : 0.00005	Top1 Acc.: 96.359	CLS Loss: 0.134	Mixup Loss: 1.268	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.141	Tot. Loss: 1.447
+2025-09-19 22:30:19,119 INFO Epoch 10 	 Batch 3199	LR : 0.00005	Top1 Acc.: 96.188	CLS Loss: 0.129	Mixup Loss: 1.258	CRL Loss: 0.044	CutMix Loss: 0.000	PixMix Loss: 1.099	Tot. Loss: 1.431
+2025-09-19 22:36:22,932 INFO Epoch 10 	 Batch 3299	LR : 0.00005	Top1 Acc.: 96.547	CLS Loss: 0.135	Mixup Loss: 1.282	CRL Loss: 0.045	CutMix Loss: 0.000	PixMix Loss: 1.118	Tot. Loss: 1.461
+2025-09-19 22:42:26,836 INFO Epoch 10 	 Batch 3399	LR : 0.00005	Top1 Acc.: 96.453	CLS Loss: 0.132	Mixup Loss: 1.263	CRL Loss: 0.044	CutMix Loss: 0.000	PixMix Loss: 1.138	Tot. Loss: 1.439
+2025-09-19 22:48:30,755 INFO Epoch 10 	 Batch 3499	LR : 0.00005	Top1 Acc.: 96.703	CLS Loss: 0.119	Mixup Loss: 1.279	CRL Loss: 0.041	CutMix Loss: 0.000	PixMix Loss: 1.122	Tot. Loss: 1.439
+2025-09-19 22:54:34,624 INFO Epoch 10 	 Batch 3599	LR : 0.00005	Top1 Acc.: 96.328	CLS Loss: 0.133	Mixup Loss: 1.258	CRL Loss: 0.048	CutMix Loss: 0.000	PixMix Loss: 1.152	Tot. Loss: 1.440
+2025-09-19 23:00:38,526 INFO Epoch 10 	 Batch 3699	LR : 0.00005	Top1 Acc.: 96.438	CLS Loss: 0.134	Mixup Loss: 1.254	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.114	Tot. Loss: 1.434
+2025-09-19 23:06:42,390 INFO Epoch 10 	 Batch 3799	LR : 0.00005	Top1 Acc.: 95.938	CLS Loss: 0.140	Mixup Loss: 1.279	CRL Loss: 0.052	CutMix Loss: 0.000	PixMix Loss: 1.162	Tot. Loss: 1.472
+2025-09-19 23:12:46,313 INFO Epoch 10 	 Batch 3899	LR : 0.00005	Top1 Acc.: 96.359	CLS Loss: 0.131	Mixup Loss: 1.274	CRL Loss: 0.045	CutMix Loss: 0.000	PixMix Loss: 1.137	Tot. Loss: 1.450
+2025-09-19 23:18:50,334 INFO Epoch 10 	 Batch 3999	LR : 0.00005	Top1 Acc.: 96.875	CLS Loss: 0.118	Mixup Loss: 1.241	CRL Loss: 0.040	CutMix Loss: 0.000	PixMix Loss: 1.088	Tot. Loss: 1.399
+2025-09-19 23:24:54,218 INFO Epoch 10 	 Batch 4099	LR : 0.00005	Top1 Acc.: 96.234	CLS Loss: 0.132	Mixup Loss: 1.270	CRL Loss: 0.047	CutMix Loss: 0.000	PixMix Loss: 1.128	Tot. Loss: 1.449
+2025-09-19 23:30:58,135 INFO Epoch 10 	 Batch 4199	LR : 0.00005	Top1 Acc.: 96.266	CLS Loss: 0.136	Mixup Loss: 1.278	CRL Loss: 0.048	CutMix Loss: 0.000	PixMix Loss: 1.101	Tot. Loss: 1.462
+2025-09-19 23:37:02,073 INFO Epoch 10 	 Batch 4299	LR : 0.00005	Top1 Acc.: 96.781	CLS Loss: 0.128	Mixup Loss: 1.257	CRL Loss: 0.042	CutMix Loss: 0.000	PixMix Loss: 1.102	Tot. Loss: 1.426
+2025-09-19 23:43:05,935 INFO Epoch 10 	 Batch 4399	LR : 0.00005	Top1 Acc.: 96.422	CLS Loss: 0.129	Mixup Loss: 1.257	CRL Loss: 0.045	CutMix Loss: 0.000	PixMix Loss: 1.119	Tot. Loss: 1.431
+2025-09-19 23:49:09,787 INFO Epoch 10 	 Batch 4499	LR : 0.00005	Top1 Acc.: 96.391	CLS Loss: 0.136	Mixup Loss: 1.265	CRL Loss: 0.048	CutMix Loss: 0.000	PixMix Loss: 1.114	Tot. Loss: 1.449
+2025-09-19 23:55:13,695 INFO Epoch 10 	 Batch 4599	LR : 0.00005	Top1 Acc.: 96.375	CLS Loss: 0.133	Mixup Loss: 1.265	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.110	Tot. Loss: 1.444
+2025-09-20 00:01:17,634 INFO Epoch 10 	 Batch 4699	LR : 0.00005	Top1 Acc.: 96.531	CLS Loss: 0.126	Mixup Loss: 1.259	CRL Loss: 0.045	CutMix Loss: 0.000	PixMix Loss: 1.106	Tot. Loss: 1.430
+2025-09-20 00:07:21,485 INFO Epoch 10 	 Batch 4799	LR : 0.00005	Top1 Acc.: 96.219	CLS Loss: 0.133	Mixup Loss: 1.274	CRL Loss: 0.047	CutMix Loss: 0.000	PixMix Loss: 1.117	Tot. Loss: 1.454
+2025-09-20 00:13:25,435 INFO Epoch 10 	 Batch 4899	LR : 0.00005	Top1 Acc.: 96.422	CLS Loss: 0.138	Mixup Loss: 1.265	CRL Loss: 0.047	CutMix Loss: 0.000	PixMix Loss: 1.141	Tot. Loss: 1.449
+2025-09-20 00:19:29,426 INFO Epoch 10 	 Batch 4999	LR : 0.00005	Top1 Acc.: 96.422	CLS Loss: 0.127	Mixup Loss: 1.258	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.150	Tot. Loss: 1.432
+2025-09-20 00:25:38,305 INFO ################## 
+ ---> Validation Epoch 10 (Original Model)	Acc.: 81.970	FPR: 57.759	AUROC: 88.014	AUPR: 61.038	AURC: 44.581	EAURC: 27.251	AUPR Succ.: 96.798	ECE: 4.526	NLL: 6.958	Brier: 25.876
+2025-09-20 00:31:04,189 INFO ################## 
+ ---> Validation Epoch 10 (EMA Model)	Acc.: 81.978	FPR: 57.574	AUROC: 88.015	AUPR: 61.064	AURC: 44.601	EAURC: 27.287	AUPR Succ.: 96.794	ECE: 4.535	NLL: 6.959	Brier: 25.869
+2025-09-20 00:31:08,635 INFO ####### --- Training Epoch 11 --- #######
+2025-09-20 00:49:15,956 INFO Epoch 11 	 Batch 99	LR : 0.00005	Top1 Acc.: 96.609	CLS Loss: 0.130	Mixup Loss: 1.292	CRL Loss: 0.045	CutMix Loss: 0.000	PixMix Loss: 1.163	Tot. Loss: 1.466
+2025-09-20 00:55:19,905 INFO Epoch 11 	 Batch 199	LR : 0.00005	Top1 Acc.: 96.609	CLS Loss: 0.126	Mixup Loss: 1.268	CRL Loss: 0.042	CutMix Loss: 0.000	PixMix Loss: 1.098	Tot. Loss: 1.436
+2025-09-20 01:01:23,848 INFO Epoch 11 	 Batch 299	LR : 0.00005	Top1 Acc.: 96.328	CLS Loss: 0.130	Mixup Loss: 1.258	CRL Loss: 0.049	CutMix Loss: 0.000	PixMix Loss: 1.132	Tot. Loss: 1.436
+2025-09-20 01:07:27,688 INFO Epoch 11 	 Batch 399	LR : 0.00005	Top1 Acc.: 96.594	CLS Loss: 0.131	Mixup Loss: 1.257	CRL Loss: 0.041	CutMix Loss: 0.000	PixMix Loss: 1.141	Tot. Loss: 1.429
+2025-09-20 01:13:31,682 INFO Epoch 11 	 Batch 499	LR : 0.00005	Top1 Acc.: 96.203	CLS Loss: 0.138	Mixup Loss: 1.274	CRL Loss: 0.048	CutMix Loss: 0.000	PixMix Loss: 1.133	Tot. Loss: 1.461
+2025-09-20 01:19:35,644 INFO Epoch 11 	 Batch 599	LR : 0.00005	Top1 Acc.: 96.344	CLS Loss: 0.140	Mixup Loss: 1.264	CRL Loss: 0.048	CutMix Loss: 0.000	PixMix Loss: 1.109	Tot. Loss: 1.453
+2025-09-20 01:25:39,638 INFO Epoch 11 	 Batch 699	LR : 0.00005	Top1 Acc.: 96.297	CLS Loss: 0.132	Mixup Loss: 1.271	CRL Loss: 0.048	CutMix Loss: 0.000	PixMix Loss: 1.116	Tot. Loss: 1.450
+2025-09-20 01:31:45,801 INFO Epoch 11 	 Batch 799	LR : 0.00005	Top1 Acc.: 96.469	CLS Loss: 0.141	Mixup Loss: 1.273	CRL Loss: 0.047	CutMix Loss: 0.000	PixMix Loss: 1.145	Tot. Loss: 1.460
+2025-09-20 01:37:53,935 INFO Epoch 11 	 Batch 899	LR : 0.00005	Top1 Acc.: 96.438	CLS Loss: 0.128	Mixup Loss: 1.282	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.140	Tot. Loss: 1.456
+2025-09-20 01:44:02,189 INFO Epoch 11 	 Batch 999	LR : 0.00005	Top1 Acc.: 96.422	CLS Loss: 0.128	Mixup Loss: 1.272	CRL Loss: 0.047	CutMix Loss: 0.000	PixMix Loss: 1.135	Tot. Loss: 1.447
+2025-09-20 01:50:07,604 INFO Epoch 11 	 Batch 1099	LR : 0.00005	Top1 Acc.: 96.156	CLS Loss: 0.133	Mixup Loss: 1.276	CRL Loss: 0.052	CutMix Loss: 0.000	PixMix Loss: 1.132	Tot. Loss: 1.461
+2025-09-20 01:56:12,238 INFO Epoch 11 	 Batch 1199	LR : 0.00005	Top1 Acc.: 96.609	CLS Loss: 0.131	Mixup Loss: 1.278	CRL Loss: 0.043	CutMix Loss: 0.000	PixMix Loss: 1.121	Tot. Loss: 1.452
+2025-09-20 02:02:16,212 INFO Epoch 11 	 Batch 1299	LR : 0.00005	Top1 Acc.: 96.406	CLS Loss: 0.129	Mixup Loss: 1.269	CRL Loss: 0.045	CutMix Loss: 0.000	PixMix Loss: 1.116	Tot. Loss: 1.443
+2025-09-20 02:08:20,219 INFO Epoch 11 	 Batch 1399	LR : 0.00005	Top1 Acc.: 96.609	CLS Loss: 0.122	Mixup Loss: 1.239	CRL Loss: 0.041	CutMix Loss: 0.000	PixMix Loss: 1.150	Tot. Loss: 1.402
+2025-09-20 02:14:24,143 INFO Epoch 11 	 Batch 1499	LR : 0.00005	Top1 Acc.: 96.297	CLS Loss: 0.137	Mixup Loss: 1.271	CRL Loss: 0.047	CutMix Loss: 0.000	PixMix Loss: 1.176	Tot. Loss: 1.455
+2025-09-20 02:20:28,021 INFO Epoch 11 	 Batch 1599	LR : 0.00005	Top1 Acc.: 96.156	CLS Loss: 0.134	Mixup Loss: 1.285	CRL Loss: 0.047	CutMix Loss: 0.000	PixMix Loss: 1.136	Tot. Loss: 1.467
+2025-09-20 02:26:31,976 INFO Epoch 11 	 Batch 1699	LR : 0.00005	Top1 Acc.: 96.672	CLS Loss: 0.134	Mixup Loss: 1.270	CRL Loss: 0.043	CutMix Loss: 0.000	PixMix Loss: 1.117	Tot. Loss: 1.447
+2025-09-20 02:32:36,021 INFO Epoch 11 	 Batch 1799	LR : 0.00005	Top1 Acc.: 96.219	CLS Loss: 0.135	Mixup Loss: 1.269	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.110	Tot. Loss: 1.450
+2025-09-20 02:38:39,920 INFO Epoch 11 	 Batch 1899	LR : 0.00005	Top1 Acc.: 96.281	CLS Loss: 0.135	Mixup Loss: 1.289	CRL Loss: 0.048	CutMix Loss: 0.000	PixMix Loss: 1.135	Tot. Loss: 1.472
+2025-09-20 02:44:43,911 INFO Epoch 11 	 Batch 1999	LR : 0.00005	Top1 Acc.: 96.781	CLS Loss: 0.123	Mixup Loss: 1.260	CRL Loss: 0.040	CutMix Loss: 0.000	PixMix Loss: 1.145	Tot. Loss: 1.423
+2025-09-20 02:50:47,787 INFO Epoch 11 	 Batch 2099	LR : 0.00005	Top1 Acc.: 96.297	CLS Loss: 0.136	Mixup Loss: 1.278	CRL Loss: 0.051	CutMix Loss: 0.000	PixMix Loss: 1.148	Tot. Loss: 1.465
+2025-09-20 02:56:51,644 INFO Epoch 11 	 Batch 2199	LR : 0.00005	Top1 Acc.: 96.734	CLS Loss: 0.123	Mixup Loss: 1.271	CRL Loss: 0.043	CutMix Loss: 0.000	PixMix Loss: 1.141	Tot. Loss: 1.437
+2025-09-20 03:02:55,541 INFO Epoch 11 	 Batch 2299	LR : 0.00005	Top1 Acc.: 96.469	CLS Loss: 0.131	Mixup Loss: 1.276	CRL Loss: 0.048	CutMix Loss: 0.000	PixMix Loss: 1.146	Tot. Loss: 1.455
+2025-09-20 03:08:59,419 INFO Epoch 11 	 Batch 2399	LR : 0.00005	Top1 Acc.: 96.781	CLS Loss: 0.124	Mixup Loss: 1.268	CRL Loss: 0.042	CutMix Loss: 0.000	PixMix Loss: 1.102	Tot. Loss: 1.434
+2025-09-20 03:15:03,313 INFO Epoch 11 	 Batch 2499	LR : 0.00005	Top1 Acc.: 96.453	CLS Loss: 0.136	Mixup Loss: 1.285	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.077	Tot. Loss: 1.467
+2025-09-20 03:21:07,165 INFO Epoch 11 	 Batch 2599	LR : 0.00005	Top1 Acc.: 96.484	CLS Loss: 0.127	Mixup Loss: 1.272	CRL Loss: 0.044	CutMix Loss: 0.000	PixMix Loss: 1.131	Tot. Loss: 1.444
+2025-09-20 03:27:11,048 INFO Epoch 11 	 Batch 2699	LR : 0.00005	Top1 Acc.: 96.609	CLS Loss: 0.125	Mixup Loss: 1.264	CRL Loss: 0.042	CutMix Loss: 0.000	PixMix Loss: 1.161	Tot. Loss: 1.432
+2025-09-20 03:33:15,068 INFO Epoch 11 	 Batch 2799	LR : 0.00005	Top1 Acc.: 96.375	CLS Loss: 0.127	Mixup Loss: 1.257	CRL Loss: 0.048	CutMix Loss: 0.000	PixMix Loss: 1.093	Tot. Loss: 1.433
+2025-09-20 03:39:18,924 INFO Epoch 11 	 Batch 2899	LR : 0.00005	Top1 Acc.: 96.766	CLS Loss: 0.136	Mixup Loss: 1.292	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.137	Tot. Loss: 1.474
+2025-09-20 03:45:22,999 INFO Epoch 11 	 Batch 2999	LR : 0.00005	Top1 Acc.: 96.094	CLS Loss: 0.141	Mixup Loss: 1.280	CRL Loss: 0.051	CutMix Loss: 0.000	PixMix Loss: 1.121	Tot. Loss: 1.472
+2025-09-20 03:51:26,857 INFO Epoch 11 	 Batch 3099	LR : 0.00005	Top1 Acc.: 96.469	CLS Loss: 0.133	Mixup Loss: 1.264	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.100	Tot. Loss: 1.443
+2025-09-20 03:57:30,732 INFO Epoch 11 	 Batch 3199	LR : 0.00005	Top1 Acc.: 96.312	CLS Loss: 0.128	Mixup Loss: 1.259	CRL Loss: 0.044	CutMix Loss: 0.000	PixMix Loss: 1.122	Tot. Loss: 1.431
+2025-09-20 04:03:34,618 INFO Epoch 11 	 Batch 3299	LR : 0.00004	Top1 Acc.: 96.609	CLS Loss: 0.134	Mixup Loss: 1.257	CRL Loss: 0.045	CutMix Loss: 0.000	PixMix Loss: 1.154	Tot. Loss: 1.436
+2025-09-20 04:09:38,495 INFO Epoch 11 	 Batch 3399	LR : 0.00004	Top1 Acc.: 96.656	CLS Loss: 0.131	Mixup Loss: 1.267	CRL Loss: 0.043	CutMix Loss: 0.000	PixMix Loss: 1.109	Tot. Loss: 1.441
+2025-09-20 04:15:42,297 INFO Epoch 11 	 Batch 3499	LR : 0.00004	Top1 Acc.: 96.906	CLS Loss: 0.118	Mixup Loss: 1.265	CRL Loss: 0.041	CutMix Loss: 0.000	PixMix Loss: 1.117	Tot. Loss: 1.424
+2025-09-20 04:21:46,161 INFO Epoch 11 	 Batch 3599	LR : 0.00004	Top1 Acc.: 96.391	CLS Loss: 0.133	Mixup Loss: 1.270	CRL Loss: 0.047	CutMix Loss: 0.000	PixMix Loss: 1.136	Tot. Loss: 1.451
+2025-09-20 04:27:50,139 INFO Epoch 11 	 Batch 3699	LR : 0.00004	Top1 Acc.: 96.453	CLS Loss: 0.133	Mixup Loss: 1.253	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.128	Tot. Loss: 1.433
+2025-09-20 04:33:54,028 INFO Epoch 11 	 Batch 3799	LR : 0.00004	Top1 Acc.: 95.922	CLS Loss: 0.141	Mixup Loss: 1.276	CRL Loss: 0.052	CutMix Loss: 0.000	PixMix Loss: 1.138	Tot. Loss: 1.469
+2025-09-20 04:39:57,897 INFO Epoch 11 	 Batch 3899	LR : 0.00004	Top1 Acc.: 96.516	CLS Loss: 0.130	Mixup Loss: 1.270	CRL Loss: 0.045	CutMix Loss: 0.000	PixMix Loss: 1.088	Tot. Loss: 1.444
+2025-09-20 04:46:01,801 INFO Epoch 11 	 Batch 3999	LR : 0.00004	Top1 Acc.: 96.828	CLS Loss: 0.119	Mixup Loss: 1.250	CRL Loss: 0.040	CutMix Loss: 0.000	PixMix Loss: 1.087	Tot. Loss: 1.409
+2025-09-20 04:52:05,780 INFO Epoch 11 	 Batch 4099	LR : 0.00004	Top1 Acc.: 96.250	CLS Loss: 0.132	Mixup Loss: 1.280	CRL Loss: 0.047	CutMix Loss: 0.000	PixMix Loss: 1.168	Tot. Loss: 1.459
+2025-09-20 04:58:09,707 INFO Epoch 11 	 Batch 4199	LR : 0.00004	Top1 Acc.: 96.312	CLS Loss: 0.135	Mixup Loss: 1.282	CRL Loss: 0.047	CutMix Loss: 0.000	PixMix Loss: 1.174	Tot. Loss: 1.465
+2025-09-20 05:04:13,609 INFO Epoch 11 	 Batch 4299	LR : 0.00004	Top1 Acc.: 96.750	CLS Loss: 0.128	Mixup Loss: 1.276	CRL Loss: 0.041	CutMix Loss: 0.000	PixMix Loss: 1.135	Tot. Loss: 1.445
+2025-09-20 05:10:17,550 INFO Epoch 11 	 Batch 4399	LR : 0.00004	Top1 Acc.: 96.531	CLS Loss: 0.128	Mixup Loss: 1.256	CRL Loss: 0.045	CutMix Loss: 0.000	PixMix Loss: 1.136	Tot. Loss: 1.429
+2025-09-20 05:16:21,427 INFO Epoch 11 	 Batch 4499	LR : 0.00004	Top1 Acc.: 96.359	CLS Loss: 0.137	Mixup Loss: 1.261	CRL Loss: 0.047	CutMix Loss: 0.000	PixMix Loss: 1.135	Tot. Loss: 1.445
+2025-09-20 05:22:25,366 INFO Epoch 11 	 Batch 4599	LR : 0.00004	Top1 Acc.: 96.547	CLS Loss: 0.132	Mixup Loss: 1.262	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.127	Tot. Loss: 1.441
+2025-09-20 05:28:29,341 INFO Epoch 11 	 Batch 4699	LR : 0.00004	Top1 Acc.: 96.469	CLS Loss: 0.125	Mixup Loss: 1.259	CRL Loss: 0.045	CutMix Loss: 0.000	PixMix Loss: 1.089	Tot. Loss: 1.428
+2025-09-20 05:34:33,232 INFO Epoch 11 	 Batch 4799	LR : 0.00004	Top1 Acc.: 96.312	CLS Loss: 0.132	Mixup Loss: 1.259	CRL Loss: 0.047	CutMix Loss: 0.000	PixMix Loss: 1.129	Tot. Loss: 1.438
+2025-09-20 05:40:37,114 INFO Epoch 11 	 Batch 4899	LR : 0.00004	Top1 Acc.: 96.328	CLS Loss: 0.137	Mixup Loss: 1.284	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.121	Tot. Loss: 1.467
+2025-09-20 05:46:41,036 INFO Epoch 11 	 Batch 4999	LR : 0.00004	Top1 Acc.: 96.578	CLS Loss: 0.126	Mixup Loss: 1.252	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.107	Tot. Loss: 1.424
+2025-09-20 05:51:24,280 INFO ################## 
+ ---> Validation Epoch 11 (Original Model)	Acc.: 81.940	FPR: 57.353	AUROC: 88.056	AUPR: 61.200	AURC: 44.575	EAURC: 27.185	AUPR Succ.: 96.805	ECE: 4.544	NLL: 6.958	Brier: 25.878
+2025-09-20 05:55:47,041 INFO ################## 
+ ---> Validation Epoch 11 (EMA Model)	Acc.: 81.982	FPR: 57.665	AUROC: 88.005	AUPR: 60.992	AURC: 44.555	EAURC: 27.249	AUPR Succ.: 96.799	ECE: 4.535	NLL: 6.959	Brier: 25.875
+2025-09-20 05:55:49,554 INFO ####### --- Training Epoch 12 --- #######
+2025-09-20 06:09:07,969 INFO Epoch 12 	 Batch 99	LR : 0.00004	Top1 Acc.: 96.562	CLS Loss: 0.131	Mixup Loss: 1.278	CRL Loss: 0.044	CutMix Loss: 0.000	PixMix Loss: 1.140	Tot. Loss: 1.454
+2025-09-20 06:15:11,944 INFO Epoch 12 	 Batch 199	LR : 0.00004	Top1 Acc.: 96.609	CLS Loss: 0.125	Mixup Loss: 1.255	CRL Loss: 0.042	CutMix Loss: 0.000	PixMix Loss: 1.094	Tot. Loss: 1.421
+2025-09-20 06:21:15,916 INFO Epoch 12 	 Batch 299	LR : 0.00004	Top1 Acc.: 96.406	CLS Loss: 0.128	Mixup Loss: 1.266	CRL Loss: 0.048	CutMix Loss: 0.000	PixMix Loss: 1.109	Tot. Loss: 1.442
+2025-09-20 06:27:19,901 INFO Epoch 12 	 Batch 399	LR : 0.00004	Top1 Acc.: 96.734	CLS Loss: 0.129	Mixup Loss: 1.265	CRL Loss: 0.041	CutMix Loss: 0.000	PixMix Loss: 1.151	Tot. Loss: 1.435
+2025-09-20 06:33:23,942 INFO Epoch 12 	 Batch 499	LR : 0.00004	Top1 Acc.: 96.141	CLS Loss: 0.139	Mixup Loss: 1.284	CRL Loss: 0.048	CutMix Loss: 0.000	PixMix Loss: 1.172	Tot. Loss: 1.472
+2025-09-20 06:39:28,076 INFO Epoch 12 	 Batch 599	LR : 0.00004	Top1 Acc.: 96.328	CLS Loss: 0.140	Mixup Loss: 1.268	CRL Loss: 0.047	CutMix Loss: 0.000	PixMix Loss: 1.177	Tot. Loss: 1.455
+2025-09-20 06:45:32,041 INFO Epoch 12 	 Batch 699	LR : 0.00004	Top1 Acc.: 96.406	CLS Loss: 0.132	Mixup Loss: 1.285	CRL Loss: 0.047	CutMix Loss: 0.000	PixMix Loss: 1.110	Tot. Loss: 1.464
+2025-09-20 06:51:36,068 INFO Epoch 12 	 Batch 799	LR : 0.00004	Top1 Acc.: 96.516	CLS Loss: 0.139	Mixup Loss: 1.274	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.157	Tot. Loss: 1.459
+2025-09-20 06:57:40,193 INFO Epoch 12 	 Batch 899	LR : 0.00004	Top1 Acc.: 96.453	CLS Loss: 0.129	Mixup Loss: 1.270	CRL Loss: 0.045	CutMix Loss: 0.000	PixMix Loss: 1.120	Tot. Loss: 1.444
+2025-09-20 07:03:47,820 INFO Epoch 12 	 Batch 999	LR : 0.00004	Top1 Acc.: 96.219	CLS Loss: 0.130	Mixup Loss: 1.275	CRL Loss: 0.047	CutMix Loss: 0.000	PixMix Loss: 1.120	Tot. Loss: 1.451
+2025-09-20 07:09:56,295 INFO Epoch 12 	 Batch 1099	LR : 0.00004	Top1 Acc.: 96.094	CLS Loss: 0.133	Mixup Loss: 1.266	CRL Loss: 0.052	CutMix Loss: 0.000	PixMix Loss: 1.137	Tot. Loss: 1.451
+2025-09-20 07:16:03,747 INFO Epoch 12 	 Batch 1199	LR : 0.00004	Top1 Acc.: 96.688	CLS Loss: 0.131	Mixup Loss: 1.259	CRL Loss: 0.043	CutMix Loss: 0.000	PixMix Loss: 1.140	Tot. Loss: 1.433
+2025-09-20 07:22:08,109 INFO Epoch 12 	 Batch 1299	LR : 0.00004	Top1 Acc.: 96.469	CLS Loss: 0.128	Mixup Loss: 1.272	CRL Loss: 0.045	CutMix Loss: 0.000	PixMix Loss: 1.128	Tot. Loss: 1.445
+2025-09-20 07:28:12,264 INFO Epoch 12 	 Batch 1399	LR : 0.00004	Top1 Acc.: 96.766	CLS Loss: 0.121	Mixup Loss: 1.237	CRL Loss: 0.041	CutMix Loss: 0.000	PixMix Loss: 1.096	Tot. Loss: 1.399
+2025-09-20 07:34:16,129 INFO Epoch 12 	 Batch 1499	LR : 0.00004	Top1 Acc.: 96.469	CLS Loss: 0.137	Mixup Loss: 1.271	CRL Loss: 0.047	CutMix Loss: 0.000	PixMix Loss: 1.146	Tot. Loss: 1.455
+2025-09-20 07:40:20,109 INFO Epoch 12 	 Batch 1599	LR : 0.00004	Top1 Acc.: 96.203	CLS Loss: 0.133	Mixup Loss: 1.262	CRL Loss: 0.047	CutMix Loss: 0.000	PixMix Loss: 1.157	Tot. Loss: 1.442
+2025-09-20 07:46:23,969 INFO Epoch 12 	 Batch 1699	LR : 0.00004	Top1 Acc.: 96.641	CLS Loss: 0.135	Mixup Loss: 1.269	CRL Loss: 0.043	CutMix Loss: 0.000	PixMix Loss: 1.138	Tot. Loss: 1.447
+2025-09-20 07:52:27,921 INFO Epoch 12 	 Batch 1799	LR : 0.00004	Top1 Acc.: 96.391	CLS Loss: 0.133	Mixup Loss: 1.277	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.161	Tot. Loss: 1.455
+2025-09-20 07:58:31,834 INFO Epoch 12 	 Batch 1899	LR : 0.00004	Top1 Acc.: 96.234	CLS Loss: 0.133	Mixup Loss: 1.282	CRL Loss: 0.047	CutMix Loss: 0.000	PixMix Loss: 1.105	Tot. Loss: 1.462
+2025-09-20 08:04:35,679 INFO Epoch 12 	 Batch 1999	LR : 0.00004	Top1 Acc.: 96.734	CLS Loss: 0.123	Mixup Loss: 1.248	CRL Loss: 0.040	CutMix Loss: 0.000	PixMix Loss: 1.110	Tot. Loss: 1.412
+2025-09-20 08:10:39,485 INFO Epoch 12 	 Batch 2099	LR : 0.00004	Top1 Acc.: 96.250	CLS Loss: 0.136	Mixup Loss: 1.274	CRL Loss: 0.050	CutMix Loss: 0.000	PixMix Loss: 1.127	Tot. Loss: 1.460
+2025-09-20 08:16:43,409 INFO Epoch 12 	 Batch 2199	LR : 0.00004	Top1 Acc.: 96.766	CLS Loss: 0.123	Mixup Loss: 1.244	CRL Loss: 0.043	CutMix Loss: 0.000	PixMix Loss: 1.093	Tot. Loss: 1.409
+2025-09-20 08:22:47,416 INFO Epoch 12 	 Batch 2299	LR : 0.00004	Top1 Acc.: 96.531	CLS Loss: 0.130	Mixup Loss: 1.290	CRL Loss: 0.047	CutMix Loss: 0.000	PixMix Loss: 1.130	Tot. Loss: 1.467
+2025-09-20 08:28:51,264 INFO Epoch 12 	 Batch 2399	LR : 0.00004	Top1 Acc.: 96.734	CLS Loss: 0.123	Mixup Loss: 1.262	CRL Loss: 0.041	CutMix Loss: 0.000	PixMix Loss: 1.134	Tot. Loss: 1.427
+2025-09-20 08:34:55,300 INFO Epoch 12 	 Batch 2499	LR : 0.00004	Top1 Acc.: 96.406	CLS Loss: 0.135	Mixup Loss: 1.281	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.100	Tot. Loss: 1.462
+2025-09-20 08:40:59,164 INFO Epoch 12 	 Batch 2599	LR : 0.00004	Top1 Acc.: 96.453	CLS Loss: 0.127	Mixup Loss: 1.264	CRL Loss: 0.044	CutMix Loss: 0.000	PixMix Loss: 1.103	Tot. Loss: 1.434
+2025-09-20 08:47:03,029 INFO Epoch 12 	 Batch 2699	LR : 0.00004	Top1 Acc.: 96.594	CLS Loss: 0.125	Mixup Loss: 1.272	CRL Loss: 0.043	CutMix Loss: 0.000	PixMix Loss: 1.130	Tot. Loss: 1.439
+2025-09-20 08:53:06,927 INFO Epoch 12 	 Batch 2799	LR : 0.00004	Top1 Acc.: 96.359	CLS Loss: 0.126	Mixup Loss: 1.268	CRL Loss: 0.048	CutMix Loss: 0.000	PixMix Loss: 1.166	Tot. Loss: 1.442
+2025-09-20 08:59:10,822 INFO Epoch 12 	 Batch 2899	LR : 0.00004	Top1 Acc.: 96.562	CLS Loss: 0.136	Mixup Loss: 1.293	CRL Loss: 0.045	CutMix Loss: 0.000	PixMix Loss: 1.155	Tot. Loss: 1.474
+2025-09-20 09:05:14,781 INFO Epoch 12 	 Batch 2999	LR : 0.00004	Top1 Acc.: 96.109	CLS Loss: 0.140	Mixup Loss: 1.272	CRL Loss: 0.050	CutMix Loss: 0.000	PixMix Loss: 1.149	Tot. Loss: 1.463
+2025-09-20 09:11:18,622 INFO Epoch 12 	 Batch 3099	LR : 0.00004	Top1 Acc.: 96.344	CLS Loss: 0.132	Mixup Loss: 1.265	CRL Loss: 0.045	CutMix Loss: 0.000	PixMix Loss: 1.139	Tot. Loss: 1.442
+2025-09-20 09:17:22,507 INFO Epoch 12 	 Batch 3199	LR : 0.00004	Top1 Acc.: 96.391	CLS Loss: 0.127	Mixup Loss: 1.267	CRL Loss: 0.044	CutMix Loss: 0.000	PixMix Loss: 1.151	Tot. Loss: 1.437
+2025-09-20 09:23:26,356 INFO Epoch 12 	 Batch 3299	LR : 0.00004	Top1 Acc.: 96.578	CLS Loss: 0.133	Mixup Loss: 1.279	CRL Loss: 0.044	CutMix Loss: 0.000	PixMix Loss: 1.159	Tot. Loss: 1.456
+2025-09-20 09:29:30,337 INFO Epoch 12 	 Batch 3399	LR : 0.00004	Top1 Acc.: 96.578	CLS Loss: 0.131	Mixup Loss: 1.267	CRL Loss: 0.043	CutMix Loss: 0.000	PixMix Loss: 1.141	Tot. Loss: 1.441
+2025-09-20 09:35:34,319 INFO Epoch 12 	 Batch 3499	LR : 0.00004	Top1 Acc.: 96.719	CLS Loss: 0.119	Mixup Loss: 1.254	CRL Loss: 0.040	CutMix Loss: 0.000	PixMix Loss: 1.103	Tot. Loss: 1.413
+2025-09-20 09:41:38,232 INFO Epoch 12 	 Batch 3599	LR : 0.00004	Top1 Acc.: 96.406	CLS Loss: 0.133	Mixup Loss: 1.270	CRL Loss: 0.047	CutMix Loss: 0.000	PixMix Loss: 1.126	Tot. Loss: 1.450
+2025-09-20 09:47:42,154 INFO Epoch 12 	 Batch 3699	LR : 0.00004	Top1 Acc.: 96.453	CLS Loss: 0.133	Mixup Loss: 1.258	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.141	Tot. Loss: 1.437
+2025-09-20 09:53:46,027 INFO Epoch 12 	 Batch 3799	LR : 0.00004	Top1 Acc.: 95.953	CLS Loss: 0.140	Mixup Loss: 1.274	CRL Loss: 0.051	CutMix Loss: 0.000	PixMix Loss: 1.159	Tot. Loss: 1.465
+2025-09-20 09:59:49,933 INFO Epoch 12 	 Batch 3899	LR : 0.00004	Top1 Acc.: 96.578	CLS Loss: 0.129	Mixup Loss: 1.290	CRL Loss: 0.044	CutMix Loss: 0.000	PixMix Loss: 1.166	Tot. Loss: 1.463
+2025-09-20 10:05:53,836 INFO Epoch 12 	 Batch 3999	LR : 0.00004	Top1 Acc.: 96.969	CLS Loss: 0.118	Mixup Loss: 1.235	CRL Loss: 0.040	CutMix Loss: 0.000	PixMix Loss: 1.111	Tot. Loss: 1.392
+2025-09-20 10:11:57,651 INFO Epoch 12 	 Batch 4099	LR : 0.00004	Top1 Acc.: 96.297	CLS Loss: 0.131	Mixup Loss: 1.271	CRL Loss: 0.047	CutMix Loss: 0.000	PixMix Loss: 1.160	Tot. Loss: 1.450
+2025-09-20 10:18:01,539 INFO Epoch 12 	 Batch 4199	LR : 0.00004	Top1 Acc.: 96.453	CLS Loss: 0.135	Mixup Loss: 1.268	CRL Loss: 0.047	CutMix Loss: 0.000	PixMix Loss: 1.153	Tot. Loss: 1.450
+2025-09-20 10:24:05,566 INFO Epoch 12 	 Batch 4299	LR : 0.00004	Top1 Acc.: 96.828	CLS Loss: 0.127	Mixup Loss: 1.249	CRL Loss: 0.041	CutMix Loss: 0.000	PixMix Loss: 1.138	Tot. Loss: 1.417
+2025-09-20 10:30:09,553 INFO Epoch 12 	 Batch 4399	LR : 0.00004	Top1 Acc.: 96.500	CLS Loss: 0.127	Mixup Loss: 1.259	CRL Loss: 0.045	CutMix Loss: 0.000	PixMix Loss: 1.116	Tot. Loss: 1.431
+2025-09-20 10:36:13,478 INFO Epoch 12 	 Batch 4499	LR : 0.00004	Top1 Acc.: 96.406	CLS Loss: 0.136	Mixup Loss: 1.269	CRL Loss: 0.047	CutMix Loss: 0.000	PixMix Loss: 1.101	Tot. Loss: 1.451
+2025-09-20 10:42:17,396 INFO Epoch 12 	 Batch 4599	LR : 0.00004	Top1 Acc.: 96.484	CLS Loss: 0.131	Mixup Loss: 1.242	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.110	Tot. Loss: 1.419
+2025-09-20 10:48:21,320 INFO Epoch 12 	 Batch 4699	LR : 0.00004	Top1 Acc.: 96.484	CLS Loss: 0.124	Mixup Loss: 1.271	CRL Loss: 0.045	CutMix Loss: 0.000	PixMix Loss: 1.099	Tot. Loss: 1.440
+2025-09-20 10:54:25,190 INFO Epoch 12 	 Batch 4799	LR : 0.00003	Top1 Acc.: 96.250	CLS Loss: 0.132	Mixup Loss: 1.262	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.148	Tot. Loss: 1.440
+2025-09-20 11:00:29,072 INFO Epoch 12 	 Batch 4899	LR : 0.00003	Top1 Acc.: 96.422	CLS Loss: 0.136	Mixup Loss: 1.280	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.153	Tot. Loss: 1.462
+2025-09-20 11:06:32,926 INFO Epoch 12 	 Batch 4999	LR : 0.00003	Top1 Acc.: 96.422	CLS Loss: 0.126	Mixup Loss: 1.244	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.138	Tot. Loss: 1.416
+2025-09-20 11:11:31,953 INFO ################## 
+ ---> Validation Epoch 12 (Original Model)	Acc.: 81.958	FPR: 57.477	AUROC: 88.033	AUPR: 61.163	AURC: 44.531	EAURC: 27.177	AUPR Succ.: 96.807	ECE: 4.543	NLL: 6.958	Brier: 25.886
+2025-09-20 11:16:25,131 INFO ################## 
+ ---> Validation Epoch 12 (EMA Model)	Acc.: 81.976	FPR: 57.557	AUROC: 88.015	AUPR: 61.085	AURC: 44.523	EAURC: 27.205	AUPR Succ.: 96.804	ECE: 4.529	NLL: 6.958	Brier: 25.880
+2025-09-20 11:16:25,828 INFO ####### --- Training Epoch 13 --- #######
+2025-09-20 11:31:35,603 INFO Epoch 13 	 Batch 99	LR : 0.00003	Top1 Acc.: 96.500	CLS Loss: 0.130	Mixup Loss: 1.282	CRL Loss: 0.044	CutMix Loss: 0.000	PixMix Loss: 1.151	Tot. Loss: 1.456
+2025-09-20 11:37:39,657 INFO Epoch 13 	 Batch 199	LR : 0.00003	Top1 Acc.: 96.594	CLS Loss: 0.124	Mixup Loss: 1.241	CRL Loss: 0.042	CutMix Loss: 0.000	PixMix Loss: 1.166	Tot. Loss: 1.407
+2025-09-20 11:43:43,627 INFO Epoch 13 	 Batch 299	LR : 0.00003	Top1 Acc.: 96.438	CLS Loss: 0.128	Mixup Loss: 1.270	CRL Loss: 0.048	CutMix Loss: 0.000	PixMix Loss: 1.139	Tot. Loss: 1.446
+2025-09-20 11:49:47,762 INFO Epoch 13 	 Batch 399	LR : 0.00003	Top1 Acc.: 96.703	CLS Loss: 0.129	Mixup Loss: 1.270	CRL Loss: 0.041	CutMix Loss: 0.000	PixMix Loss: 1.152	Tot. Loss: 1.440
+2025-09-20 11:55:51,720 INFO Epoch 13 	 Batch 499	LR : 0.00003	Top1 Acc.: 96.219	CLS Loss: 0.138	Mixup Loss: 1.274	CRL Loss: 0.048	CutMix Loss: 0.000	PixMix Loss: 1.133	Tot. Loss: 1.459
+2025-09-20 12:01:55,708 INFO Epoch 13 	 Batch 599	LR : 0.00003	Top1 Acc.: 96.406	CLS Loss: 0.139	Mixup Loss: 1.271	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.135	Tot. Loss: 1.456
+2025-09-20 12:07:59,781 INFO Epoch 13 	 Batch 699	LR : 0.00003	Top1 Acc.: 96.344	CLS Loss: 0.131	Mixup Loss: 1.271	CRL Loss: 0.047	CutMix Loss: 0.000	PixMix Loss: 1.182	Tot. Loss: 1.450
+2025-09-20 12:14:03,680 INFO Epoch 13 	 Batch 799	LR : 0.00003	Top1 Acc.: 96.484	CLS Loss: 0.140	Mixup Loss: 1.264	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.136	Tot. Loss: 1.449
+2025-09-20 12:20:07,696 INFO Epoch 13 	 Batch 899	LR : 0.00003	Top1 Acc.: 96.562	CLS Loss: 0.127	Mixup Loss: 1.275	CRL Loss: 0.045	CutMix Loss: 0.000	PixMix Loss: 1.129	Tot. Loss: 1.446
+2025-09-20 12:26:11,974 INFO Epoch 13 	 Batch 999	LR : 0.00003	Top1 Acc.: 96.312	CLS Loss: 0.129	Mixup Loss: 1.263	CRL Loss: 0.047	CutMix Loss: 0.000	PixMix Loss: 1.122	Tot. Loss: 1.439
+2025-09-20 12:32:19,211 INFO Epoch 13 	 Batch 1099	LR : 0.00003	Top1 Acc.: 96.188	CLS Loss: 0.132	Mixup Loss: 1.280	CRL Loss: 0.051	CutMix Loss: 0.000	PixMix Loss: 1.109	Tot. Loss: 1.463
+2025-09-20 12:38:27,256 INFO Epoch 13 	 Batch 1199	LR : 0.00003	Top1 Acc.: 96.531	CLS Loss: 0.130	Mixup Loss: 1.275	CRL Loss: 0.043	CutMix Loss: 0.000	PixMix Loss: 1.102	Tot. Loss: 1.448
+2025-09-20 12:44:35,406 INFO Epoch 13 	 Batch 1299	LR : 0.00003	Top1 Acc.: 96.641	CLS Loss: 0.128	Mixup Loss: 1.277	CRL Loss: 0.045	CutMix Loss: 0.000	PixMix Loss: 1.135	Tot. Loss: 1.450
+2025-09-20 12:50:39,965 INFO Epoch 13 	 Batch 1399	LR : 0.00003	Top1 Acc.: 96.609	CLS Loss: 0.122	Mixup Loss: 1.244	CRL Loss: 0.040	CutMix Loss: 0.000	PixMix Loss: 1.087	Tot. Loss: 1.406
+2025-09-20 12:56:44,698 INFO Epoch 13 	 Batch 1499	LR : 0.00003	Top1 Acc.: 96.484	CLS Loss: 0.136	Mixup Loss: 1.278	CRL Loss: 0.047	CutMix Loss: 0.000	PixMix Loss: 1.137	Tot. Loss: 1.461
+2025-09-20 13:02:48,642 INFO Epoch 13 	 Batch 1599	LR : 0.00003	Top1 Acc.: 96.219	CLS Loss: 0.133	Mixup Loss: 1.266	CRL Loss: 0.047	CutMix Loss: 0.000	PixMix Loss: 1.140	Tot. Loss: 1.446
+2025-09-20 13:08:52,581 INFO Epoch 13 	 Batch 1699	LR : 0.00003	Top1 Acc.: 96.609	CLS Loss: 0.135	Mixup Loss: 1.257	CRL Loss: 0.043	CutMix Loss: 0.000	PixMix Loss: 1.126	Tot. Loss: 1.434
+2025-09-20 13:14:56,411 INFO Epoch 13 	 Batch 1799	LR : 0.00003	Top1 Acc.: 96.328	CLS Loss: 0.133	Mixup Loss: 1.272	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.149	Tot. Loss: 1.451
+2025-09-20 13:21:00,331 INFO Epoch 13 	 Batch 1899	LR : 0.00003	Top1 Acc.: 96.328	CLS Loss: 0.132	Mixup Loss: 1.281	CRL Loss: 0.047	CutMix Loss: 0.000	PixMix Loss: 1.138	Tot. Loss: 1.460
+2025-09-20 13:27:04,223 INFO Epoch 13 	 Batch 1999	LR : 0.00003	Top1 Acc.: 96.828	CLS Loss: 0.122	Mixup Loss: 1.249	CRL Loss: 0.040	CutMix Loss: 0.000	PixMix Loss: 1.106	Tot. Loss: 1.411
+2025-09-20 13:33:08,060 INFO Epoch 13 	 Batch 2099	LR : 0.00003	Top1 Acc.: 96.312	CLS Loss: 0.135	Mixup Loss: 1.271	CRL Loss: 0.050	CutMix Loss: 0.000	PixMix Loss: 1.113	Tot. Loss: 1.456
+2025-09-20 13:39:11,919 INFO Epoch 13 	 Batch 2199	LR : 0.00003	Top1 Acc.: 96.812	CLS Loss: 0.122	Mixup Loss: 1.249	CRL Loss: 0.042	CutMix Loss: 0.000	PixMix Loss: 1.174	Tot. Loss: 1.413
+2025-09-20 13:45:15,971 INFO Epoch 13 	 Batch 2299	LR : 0.00003	Top1 Acc.: 96.453	CLS Loss: 0.130	Mixup Loss: 1.265	CRL Loss: 0.047	CutMix Loss: 0.000	PixMix Loss: 1.157	Tot. Loss: 1.442
+2025-09-20 13:51:19,786 INFO Epoch 13 	 Batch 2399	LR : 0.00003	Top1 Acc.: 96.781	CLS Loss: 0.123	Mixup Loss: 1.245	CRL Loss: 0.041	CutMix Loss: 0.000	PixMix Loss: 1.097	Tot. Loss: 1.409
+2025-09-20 13:57:23,634 INFO Epoch 13 	 Batch 2499	LR : 0.00003	Top1 Acc.: 96.484	CLS Loss: 0.135	Mixup Loss: 1.278	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.109	Tot. Loss: 1.459
+2025-09-20 14:03:27,556 INFO Epoch 13 	 Batch 2599	LR : 0.00003	Top1 Acc.: 96.469	CLS Loss: 0.125	Mixup Loss: 1.280	CRL Loss: 0.044	CutMix Loss: 0.000	PixMix Loss: 1.135	Tot. Loss: 1.449
+2025-09-20 14:09:31,457 INFO Epoch 13 	 Batch 2699	LR : 0.00003	Top1 Acc.: 96.641	CLS Loss: 0.124	Mixup Loss: 1.267	CRL Loss: 0.042	CutMix Loss: 0.000	PixMix Loss: 1.107	Tot. Loss: 1.432
+2025-09-20 14:15:35,380 INFO Epoch 13 	 Batch 2799	LR : 0.00003	Top1 Acc.: 96.438	CLS Loss: 0.126	Mixup Loss: 1.257	CRL Loss: 0.048	CutMix Loss: 0.000	PixMix Loss: 1.145	Tot. Loss: 1.431
+2025-09-20 14:21:39,259 INFO Epoch 13 	 Batch 2899	LR : 0.00003	Top1 Acc.: 96.656	CLS Loss: 0.135	Mixup Loss: 1.288	CRL Loss: 0.045	CutMix Loss: 0.000	PixMix Loss: 1.124	Tot. Loss: 1.468
+2025-09-20 14:27:43,247 INFO Epoch 13 	 Batch 2999	LR : 0.00003	Top1 Acc.: 96.141	CLS Loss: 0.139	Mixup Loss: 1.281	CRL Loss: 0.050	CutMix Loss: 0.000	PixMix Loss: 1.144	Tot. Loss: 1.469
+2025-09-20 14:33:47,238 INFO Epoch 13 	 Batch 3099	LR : 0.00003	Top1 Acc.: 96.469	CLS Loss: 0.131	Mixup Loss: 1.265	CRL Loss: 0.045	CutMix Loss: 0.000	PixMix Loss: 1.156	Tot. Loss: 1.441
+2025-09-20 14:39:51,211 INFO Epoch 13 	 Batch 3199	LR : 0.00003	Top1 Acc.: 96.453	CLS Loss: 0.127	Mixup Loss: 1.281	CRL Loss: 0.044	CutMix Loss: 0.000	PixMix Loss: 1.161	Tot. Loss: 1.451
+2025-09-20 14:45:55,134 INFO Epoch 13 	 Batch 3299	LR : 0.00003	Top1 Acc.: 96.578	CLS Loss: 0.133	Mixup Loss: 1.269	CRL Loss: 0.044	CutMix Loss: 0.000	PixMix Loss: 1.132	Tot. Loss: 1.445
+2025-09-20 14:51:59,082 INFO Epoch 13 	 Batch 3399	LR : 0.00003	Top1 Acc.: 96.641	CLS Loss: 0.130	Mixup Loss: 1.260	CRL Loss: 0.042	CutMix Loss: 0.000	PixMix Loss: 1.121	Tot. Loss: 1.432
+2025-09-20 14:58:02,987 INFO Epoch 13 	 Batch 3499	LR : 0.00003	Top1 Acc.: 96.672	CLS Loss: 0.118	Mixup Loss: 1.265	CRL Loss: 0.040	CutMix Loss: 0.000	PixMix Loss: 1.139	Tot. Loss: 1.423
+2025-09-20 15:04:06,847 INFO Epoch 13 	 Batch 3599	LR : 0.00003	Top1 Acc.: 96.484	CLS Loss: 0.131	Mixup Loss: 1.278	CRL Loss: 0.047	CutMix Loss: 0.000	PixMix Loss: 1.128	Tot. Loss: 1.455
+2025-09-20 15:10:10,664 INFO Epoch 13 	 Batch 3699	LR : 0.00003	Top1 Acc.: 96.500	CLS Loss: 0.131	Mixup Loss: 1.253	CRL Loss: 0.045	CutMix Loss: 0.000	PixMix Loss: 1.138	Tot. Loss: 1.429
+2025-09-20 15:16:14,586 INFO Epoch 13 	 Batch 3799	LR : 0.00003	Top1 Acc.: 95.938	CLS Loss: 0.139	Mixup Loss: 1.288	CRL Loss: 0.051	CutMix Loss: 0.000	PixMix Loss: 1.119	Tot. Loss: 1.479
+2025-09-20 15:22:18,391 INFO Epoch 13 	 Batch 3899	LR : 0.00003	Top1 Acc.: 96.344	CLS Loss: 0.130	Mixup Loss: 1.281	CRL Loss: 0.044	CutMix Loss: 0.000	PixMix Loss: 1.129	Tot. Loss: 1.455
+2025-09-20 15:28:22,254 INFO Epoch 13 	 Batch 3999	LR : 0.00003	Top1 Acc.: 96.859	CLS Loss: 0.117	Mixup Loss: 1.258	CRL Loss: 0.039	CutMix Loss: 0.000	PixMix Loss: 1.118	Tot. Loss: 1.414
+2025-09-20 15:34:26,078 INFO Epoch 13 	 Batch 4099	LR : 0.00003	Top1 Acc.: 96.359	CLS Loss: 0.131	Mixup Loss: 1.264	CRL Loss: 0.047	CutMix Loss: 0.000	PixMix Loss: 1.121	Tot. Loss: 1.442
+2025-09-20 15:40:29,970 INFO Epoch 13 	 Batch 4199	LR : 0.00003	Top1 Acc.: 96.359	CLS Loss: 0.135	Mixup Loss: 1.263	CRL Loss: 0.047	CutMix Loss: 0.000	PixMix Loss: 1.121	Tot. Loss: 1.445
+2025-09-20 15:46:33,850 INFO Epoch 13 	 Batch 4299	LR : 0.00003	Top1 Acc.: 96.906	CLS Loss: 0.127	Mixup Loss: 1.269	CRL Loss: 0.041	CutMix Loss: 0.000	PixMix Loss: 1.142	Tot. Loss: 1.437
+2025-09-20 15:52:37,740 INFO Epoch 13 	 Batch 4399	LR : 0.00003	Top1 Acc.: 96.547	CLS Loss: 0.129	Mixup Loss: 1.251	CRL Loss: 0.045	CutMix Loss: 0.000	PixMix Loss: 1.140	Tot. Loss: 1.425
+2025-09-20 15:58:41,552 INFO Epoch 13 	 Batch 4499	LR : 0.00003	Top1 Acc.: 96.406	CLS Loss: 0.136	Mixup Loss: 1.267	CRL Loss: 0.047	CutMix Loss: 0.000	PixMix Loss: 1.139	Tot. Loss: 1.449
+2025-09-20 16:04:45,431 INFO Epoch 13 	 Batch 4599	LR : 0.00003	Top1 Acc.: 96.453	CLS Loss: 0.131	Mixup Loss: 1.244	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.145	Tot. Loss: 1.421
+2025-09-20 16:10:49,287 INFO Epoch 13 	 Batch 4699	LR : 0.00003	Top1 Acc.: 96.453	CLS Loss: 0.123	Mixup Loss: 1.263	CRL Loss: 0.044	CutMix Loss: 0.000	PixMix Loss: 1.142	Tot. Loss: 1.431
+2025-09-20 16:16:53,095 INFO Epoch 13 	 Batch 4799	LR : 0.00003	Top1 Acc.: 96.203	CLS Loss: 0.131	Mixup Loss: 1.269	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.166	Tot. Loss: 1.446
+2025-09-20 16:22:56,910 INFO Epoch 13 	 Batch 4899	LR : 0.00003	Top1 Acc.: 96.484	CLS Loss: 0.136	Mixup Loss: 1.258	CRL Loss: 0.045	CutMix Loss: 0.000	PixMix Loss: 1.104	Tot. Loss: 1.439
+2025-09-20 16:29:00,730 INFO Epoch 13 	 Batch 4999	LR : 0.00003	Top1 Acc.: 96.469	CLS Loss: 0.126	Mixup Loss: 1.254	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.162	Tot. Loss: 1.425
+2025-09-20 16:35:49,767 INFO ################## 
+ ---> Validation Epoch 13 (Original Model)	Acc.: 81.944	FPR: 57.410	AUROC: 88.052	AUPR: 61.218	AURC: 44.486	EAURC: 27.105	AUPR Succ.: 96.815	ECE: 4.543	NLL: 6.960	Brier: 25.896
+2025-09-20 16:41:45,397 INFO ################## 
+ ---> Validation Epoch 13 (EMA Model)	Acc.: 81.958	FPR: 57.510	AUROC: 88.038	AUPR: 61.211	AURC: 44.506	EAURC: 27.152	AUPR Succ.: 96.810	ECE: 4.536	NLL: 6.960	Brier: 25.890
+2025-09-20 16:41:48,872 INFO ####### --- Training Epoch 14 --- #######
+2025-09-20 17:00:49,276 INFO Epoch 14 	 Batch 99	LR : 0.00003	Top1 Acc.: 96.609	CLS Loss: 0.129	Mixup Loss: 1.281	CRL Loss: 0.044	CutMix Loss: 0.000	PixMix Loss: 1.154	Tot. Loss: 1.454
+2025-09-20 17:06:53,066 INFO Epoch 14 	 Batch 199	LR : 0.00003	Top1 Acc.: 96.656	CLS Loss: 0.124	Mixup Loss: 1.262	CRL Loss: 0.042	CutMix Loss: 0.000	PixMix Loss: 1.151	Tot. Loss: 1.428
+2025-09-20 17:12:56,908 INFO Epoch 14 	 Batch 299	LR : 0.00003	Top1 Acc.: 96.391	CLS Loss: 0.126	Mixup Loss: 1.270	CRL Loss: 0.048	CutMix Loss: 0.000	PixMix Loss: 1.114	Tot. Loss: 1.444
+2025-09-20 17:19:00,842 INFO Epoch 14 	 Batch 399	LR : 0.00003	Top1 Acc.: 96.641	CLS Loss: 0.129	Mixup Loss: 1.257	CRL Loss: 0.040	CutMix Loss: 0.000	PixMix Loss: 1.157	Tot. Loss: 1.426
+2025-09-20 17:25:04,775 INFO Epoch 14 	 Batch 499	LR : 0.00003	Top1 Acc.: 96.219	CLS Loss: 0.137	Mixup Loss: 1.284	CRL Loss: 0.048	CutMix Loss: 0.000	PixMix Loss: 1.137	Tot. Loss: 1.469
+2025-09-20 17:31:08,686 INFO Epoch 14 	 Batch 599	LR : 0.00003	Top1 Acc.: 96.344	CLS Loss: 0.139	Mixup Loss: 1.274	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.113	Tot. Loss: 1.460
+2025-09-20 17:37:12,606 INFO Epoch 14 	 Batch 699	LR : 0.00003	Top1 Acc.: 96.422	CLS Loss: 0.130	Mixup Loss: 1.267	CRL Loss: 0.047	CutMix Loss: 0.000	PixMix Loss: 1.122	Tot. Loss: 1.444
+2025-09-20 17:43:16,539 INFO Epoch 14 	 Batch 799	LR : 0.00003	Top1 Acc.: 96.484	CLS Loss: 0.139	Mixup Loss: 1.271	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.140	Tot. Loss: 1.456
+2025-09-20 17:49:20,413 INFO Epoch 14 	 Batch 899	LR : 0.00003	Top1 Acc.: 96.469	CLS Loss: 0.127	Mixup Loss: 1.272	CRL Loss: 0.045	CutMix Loss: 0.000	PixMix Loss: 1.133	Tot. Loss: 1.443
+2025-09-20 17:55:24,330 INFO Epoch 14 	 Batch 999	LR : 0.00003	Top1 Acc.: 96.297	CLS Loss: 0.127	Mixup Loss: 1.273	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.128	Tot. Loss: 1.447
+2025-09-20 18:01:30,169 INFO Epoch 14 	 Batch 1099	LR : 0.00003	Top1 Acc.: 96.219	CLS Loss: 0.133	Mixup Loss: 1.260	CRL Loss: 0.051	CutMix Loss: 0.000	PixMix Loss: 1.126	Tot. Loss: 1.444
+2025-09-20 18:07:37,445 INFO Epoch 14 	 Batch 1199	LR : 0.00003	Top1 Acc.: 96.734	CLS Loss: 0.129	Mixup Loss: 1.258	CRL Loss: 0.042	CutMix Loss: 0.000	PixMix Loss: 1.162	Tot. Loss: 1.430
+2025-09-20 18:13:45,810 INFO Epoch 14 	 Batch 1299	LR : 0.00003	Top1 Acc.: 96.562	CLS Loss: 0.127	Mixup Loss: 1.274	CRL Loss: 0.044	CutMix Loss: 0.000	PixMix Loss: 1.132	Tot. Loss: 1.446
+2025-09-20 18:19:53,926 INFO Epoch 14 	 Batch 1399	LR : 0.00003	Top1 Acc.: 96.641	CLS Loss: 0.121	Mixup Loss: 1.247	CRL Loss: 0.040	CutMix Loss: 0.000	PixMix Loss: 1.102	Tot. Loss: 1.408
+2025-09-20 18:25:58,315 INFO Epoch 14 	 Batch 1499	LR : 0.00003	Top1 Acc.: 96.500	CLS Loss: 0.135	Mixup Loss: 1.262	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.141	Tot. Loss: 1.444
+2025-09-20 18:32:02,963 INFO Epoch 14 	 Batch 1599	LR : 0.00003	Top1 Acc.: 96.266	CLS Loss: 0.132	Mixup Loss: 1.257	CRL Loss: 0.047	CutMix Loss: 0.000	PixMix Loss: 1.175	Tot. Loss: 1.436
+2025-09-20 18:38:06,825 INFO Epoch 14 	 Batch 1699	LR : 0.00003	Top1 Acc.: 96.781	CLS Loss: 0.133	Mixup Loss: 1.265	CRL Loss: 0.042	CutMix Loss: 0.000	PixMix Loss: 1.072	Tot. Loss: 1.440
+2025-09-20 18:44:10,737 INFO Epoch 14 	 Batch 1799	LR : 0.00002	Top1 Acc.: 96.281	CLS Loss: 0.132	Mixup Loss: 1.266	CRL Loss: 0.045	CutMix Loss: 0.000	PixMix Loss: 1.164	Tot. Loss: 1.443
+2025-09-20 18:50:14,617 INFO Epoch 14 	 Batch 1899	LR : 0.00002	Top1 Acc.: 96.359	CLS Loss: 0.133	Mixup Loss: 1.267	CRL Loss: 0.047	CutMix Loss: 0.000	PixMix Loss: 1.130	Tot. Loss: 1.447
+2025-09-20 18:56:18,524 INFO Epoch 14 	 Batch 1999	LR : 0.00002	Top1 Acc.: 96.844	CLS Loss: 0.122	Mixup Loss: 1.259	CRL Loss: 0.040	CutMix Loss: 0.000	PixMix Loss: 1.120	Tot. Loss: 1.421
+2025-09-20 19:02:22,435 INFO Epoch 14 	 Batch 2099	LR : 0.00002	Top1 Acc.: 96.297	CLS Loss: 0.135	Mixup Loss: 1.270	CRL Loss: 0.050	CutMix Loss: 0.000	PixMix Loss: 1.113	Tot. Loss: 1.455
+2025-09-20 19:08:26,245 INFO Epoch 14 	 Batch 2199	LR : 0.00002	Top1 Acc.: 96.828	CLS Loss: 0.122	Mixup Loss: 1.253	CRL Loss: 0.042	CutMix Loss: 0.000	PixMix Loss: 1.134	Tot. Loss: 1.417
+2025-09-20 19:14:30,146 INFO Epoch 14 	 Batch 2299	LR : 0.00002	Top1 Acc.: 96.453	CLS Loss: 0.130	Mixup Loss: 1.284	CRL Loss: 0.047	CutMix Loss: 0.000	PixMix Loss: 1.152	Tot. Loss: 1.461
+2025-09-20 19:20:34,058 INFO Epoch 14 	 Batch 2399	LR : 0.00002	Top1 Acc.: 96.734	CLS Loss: 0.123	Mixup Loss: 1.248	CRL Loss: 0.041	CutMix Loss: 0.000	PixMix Loss: 1.129	Tot. Loss: 1.411
+2025-09-20 19:26:37,871 INFO Epoch 14 	 Batch 2499	LR : 0.00002	Top1 Acc.: 96.391	CLS Loss: 0.135	Mixup Loss: 1.274	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.116	Tot. Loss: 1.455
+2025-09-20 19:32:41,746 INFO Epoch 14 	 Batch 2599	LR : 0.00002	Top1 Acc.: 96.531	CLS Loss: 0.126	Mixup Loss: 1.286	CRL Loss: 0.044	CutMix Loss: 0.000	PixMix Loss: 1.104	Tot. Loss: 1.456
+2025-09-20 19:38:45,556 INFO Epoch 14 	 Batch 2699	LR : 0.00002	Top1 Acc.: 96.656	CLS Loss: 0.123	Mixup Loss: 1.269	CRL Loss: 0.042	CutMix Loss: 0.000	PixMix Loss: 1.147	Tot. Loss: 1.434
+2025-09-20 19:44:49,427 INFO Epoch 14 	 Batch 2799	LR : 0.00002	Top1 Acc.: 96.469	CLS Loss: 0.125	Mixup Loss: 1.251	CRL Loss: 0.047	CutMix Loss: 0.000	PixMix Loss: 1.131	Tot. Loss: 1.424
+2025-09-20 19:50:53,213 INFO Epoch 14 	 Batch 2899	LR : 0.00002	Top1 Acc.: 96.719	CLS Loss: 0.134	Mixup Loss: 1.276	CRL Loss: 0.045	CutMix Loss: 0.000	PixMix Loss: 1.150	Tot. Loss: 1.454
+2025-09-20 19:56:57,078 INFO Epoch 14 	 Batch 2999	LR : 0.00002	Top1 Acc.: 96.172	CLS Loss: 0.139	Mixup Loss: 1.285	CRL Loss: 0.050	CutMix Loss: 0.000	PixMix Loss: 1.125	Tot. Loss: 1.474
+2025-09-20 20:03:00,771 INFO Epoch 14 	 Batch 3099	LR : 0.00002	Top1 Acc.: 96.469	CLS Loss: 0.131	Mixup Loss: 1.258	CRL Loss: 0.045	CutMix Loss: 0.000	PixMix Loss: 1.107	Tot. Loss: 1.435
+2025-09-20 20:09:04,470 INFO Epoch 14 	 Batch 3199	LR : 0.00002	Top1 Acc.: 96.359	CLS Loss: 0.126	Mixup Loss: 1.252	CRL Loss: 0.043	CutMix Loss: 0.000	PixMix Loss: 1.120	Tot. Loss: 1.422
+2025-09-20 20:15:08,328 INFO Epoch 14 	 Batch 3299	LR : 0.00002	Top1 Acc.: 96.562	CLS Loss: 0.132	Mixup Loss: 1.278	CRL Loss: 0.044	CutMix Loss: 0.000	PixMix Loss: 1.147	Tot. Loss: 1.454
+2025-09-20 20:21:12,103 INFO Epoch 14 	 Batch 3399	LR : 0.00002	Top1 Acc.: 96.781	CLS Loss: 0.129	Mixup Loss: 1.253	CRL Loss: 0.042	CutMix Loss: 0.000	PixMix Loss: 1.134	Tot. Loss: 1.424
+2025-09-20 20:27:15,935 INFO Epoch 14 	 Batch 3499	LR : 0.00002	Top1 Acc.: 96.797	CLS Loss: 0.119	Mixup Loss: 1.257	CRL Loss: 0.039	CutMix Loss: 0.000	PixMix Loss: 1.134	Tot. Loss: 1.415
+2025-09-20 20:33:19,747 INFO Epoch 14 	 Batch 3599	LR : 0.00002	Top1 Acc.: 96.484	CLS Loss: 0.132	Mixup Loss: 1.273	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.120	Tot. Loss: 1.452
+2025-09-20 20:39:23,498 INFO Epoch 14 	 Batch 3699	LR : 0.00002	Top1 Acc.: 96.547	CLS Loss: 0.131	Mixup Loss: 1.261	CRL Loss: 0.045	CutMix Loss: 0.000	PixMix Loss: 1.103	Tot. Loss: 1.437
+2025-09-20 20:45:27,329 INFO Epoch 14 	 Batch 3799	LR : 0.00002	Top1 Acc.: 95.938	CLS Loss: 0.140	Mixup Loss: 1.289	CRL Loss: 0.051	CutMix Loss: 0.000	PixMix Loss: 1.120	Tot. Loss: 1.480
+2025-09-20 20:51:31,152 INFO Epoch 14 	 Batch 3899	LR : 0.00002	Top1 Acc.: 96.531	CLS Loss: 0.128	Mixup Loss: 1.267	CRL Loss: 0.044	CutMix Loss: 0.000	PixMix Loss: 1.128	Tot. Loss: 1.439
+2025-09-20 20:57:34,994 INFO Epoch 14 	 Batch 3999	LR : 0.00002	Top1 Acc.: 96.906	CLS Loss: 0.117	Mixup Loss: 1.234	CRL Loss: 0.039	CutMix Loss: 0.000	PixMix Loss: 1.136	Tot. Loss: 1.390
+2025-09-20 21:03:38,810 INFO Epoch 14 	 Batch 4099	LR : 0.00002	Top1 Acc.: 96.328	CLS Loss: 0.131	Mixup Loss: 1.261	CRL Loss: 0.047	CutMix Loss: 0.000	PixMix Loss: 1.109	Tot. Loss: 1.439
+2025-09-20 21:09:42,580 INFO Epoch 14 	 Batch 4199	LR : 0.00002	Top1 Acc.: 96.406	CLS Loss: 0.134	Mixup Loss: 1.278	CRL Loss: 0.047	CutMix Loss: 0.000	PixMix Loss: 1.135	Tot. Loss: 1.459
+2025-09-20 21:15:46,387 INFO Epoch 14 	 Batch 4299	LR : 0.00002	Top1 Acc.: 96.844	CLS Loss: 0.126	Mixup Loss: 1.257	CRL Loss: 0.040	CutMix Loss: 0.000	PixMix Loss: 1.124	Tot. Loss: 1.424
+2025-09-20 21:21:50,175 INFO Epoch 14 	 Batch 4399	LR : 0.00002	Top1 Acc.: 96.531	CLS Loss: 0.128	Mixup Loss: 1.255	CRL Loss: 0.044	CutMix Loss: 0.000	PixMix Loss: 1.127	Tot. Loss: 1.427
+2025-09-20 21:27:54,005 INFO Epoch 14 	 Batch 4499	LR : 0.00002	Top1 Acc.: 96.391	CLS Loss: 0.134	Mixup Loss: 1.266	CRL Loss: 0.047	CutMix Loss: 0.000	PixMix Loss: 1.117	Tot. Loss: 1.447
+2025-09-20 21:33:57,787 INFO Epoch 14 	 Batch 4599	LR : 0.00002	Top1 Acc.: 96.516	CLS Loss: 0.131	Mixup Loss: 1.266	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.133	Tot. Loss: 1.442
+2025-09-20 21:40:01,620 INFO Epoch 14 	 Batch 4699	LR : 0.00002	Top1 Acc.: 96.594	CLS Loss: 0.123	Mixup Loss: 1.258	CRL Loss: 0.044	CutMix Loss: 0.000	PixMix Loss: 1.123	Tot. Loss: 1.426
+2025-09-20 21:46:05,393 INFO Epoch 14 	 Batch 4799	LR : 0.00002	Top1 Acc.: 96.281	CLS Loss: 0.131	Mixup Loss: 1.272	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.143	Tot. Loss: 1.448
+2025-09-20 21:52:09,287 INFO Epoch 14 	 Batch 4899	LR : 0.00002	Top1 Acc.: 96.438	CLS Loss: 0.136	Mixup Loss: 1.272	CRL Loss: 0.045	CutMix Loss: 0.000	PixMix Loss: 1.142	Tot. Loss: 1.453
+2025-09-20 21:58:13,105 INFO Epoch 14 	 Batch 4999	LR : 0.00002	Top1 Acc.: 96.469	CLS Loss: 0.126	Mixup Loss: 1.257	CRL Loss: 0.045	CutMix Loss: 0.000	PixMix Loss: 1.100	Tot. Loss: 1.428
+2025-09-20 22:03:27,980 INFO ################## 
+ ---> Validation Epoch 14 (Original Model)	Acc.: 81.918	FPR: 57.295	AUROC: 88.092	AUPR: 61.443	AURC: 44.484	EAURC: 27.051	AUPR Succ.: 96.820	ECE: 4.570	NLL: 6.958	Brier: 25.892
+2025-09-20 22:08:29,336 INFO ################## 
+ ---> Validation Epoch 14 (EMA Model)	Acc.: 81.946	FPR: 57.538	AUROC: 88.051	AUPR: 61.221	AURC: 44.489	EAURC: 27.112	AUPR Succ.: 96.814	ECE: 4.546	NLL: 6.959	Brier: 25.892
+2025-09-20 22:08:29,428 INFO ####### --- Training Epoch 15 --- #######
+2025-09-20 22:24:59,636 INFO Epoch 15 	 Batch 99	LR : 0.00002	Top1 Acc.: 96.609	CLS Loss: 0.129	Mixup Loss: 1.288	CRL Loss: 0.044	CutMix Loss: 0.000	PixMix Loss: 1.112	Tot. Loss: 1.461
+2025-09-20 22:31:03,492 INFO Epoch 15 	 Batch 199	LR : 0.00002	Top1 Acc.: 96.578	CLS Loss: 0.124	Mixup Loss: 1.255	CRL Loss: 0.041	CutMix Loss: 0.000	PixMix Loss: 1.122	Tot. Loss: 1.420
+2025-09-20 22:37:07,386 INFO Epoch 15 	 Batch 299	LR : 0.00002	Top1 Acc.: 96.375	CLS Loss: 0.127	Mixup Loss: 1.274	CRL Loss: 0.048	CutMix Loss: 0.000	PixMix Loss: 1.096	Tot. Loss: 1.448
+2025-09-20 22:43:11,286 INFO Epoch 15 	 Batch 399	LR : 0.00002	Top1 Acc.: 96.734	CLS Loss: 0.128	Mixup Loss: 1.265	CRL Loss: 0.040	CutMix Loss: 0.000	PixMix Loss: 1.159	Tot. Loss: 1.434
+2025-09-20 22:49:15,136 INFO Epoch 15 	 Batch 499	LR : 0.00002	Top1 Acc.: 96.219	CLS Loss: 0.138	Mixup Loss: 1.280	CRL Loss: 0.048	CutMix Loss: 0.000	PixMix Loss: 1.119	Tot. Loss: 1.465
+2025-09-20 22:55:19,003 INFO Epoch 15 	 Batch 599	LR : 0.00002	Top1 Acc.: 96.453	CLS Loss: 0.138	Mixup Loss: 1.265	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.161	Tot. Loss: 1.450
+2025-09-20 23:01:22,813 INFO Epoch 15 	 Batch 699	LR : 0.00002	Top1 Acc.: 96.438	CLS Loss: 0.131	Mixup Loss: 1.269	CRL Loss: 0.047	CutMix Loss: 0.000	PixMix Loss: 1.147	Tot. Loss: 1.446
+2025-09-20 23:07:26,784 INFO Epoch 15 	 Batch 799	LR : 0.00002	Top1 Acc.: 96.453	CLS Loss: 0.139	Mixup Loss: 1.257	CRL Loss: 0.045	CutMix Loss: 0.000	PixMix Loss: 1.111	Tot. Loss: 1.442
+2025-09-20 23:13:30,594 INFO Epoch 15 	 Batch 899	LR : 0.00002	Top1 Acc.: 96.438	CLS Loss: 0.127	Mixup Loss: 1.280	CRL Loss: 0.045	CutMix Loss: 0.000	PixMix Loss: 1.148	Tot. Loss: 1.452
+2025-09-20 23:19:34,364 INFO Epoch 15 	 Batch 999	LR : 0.00002	Top1 Acc.: 96.422	CLS Loss: 0.128	Mixup Loss: 1.263	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.122	Tot. Loss: 1.436
+2025-09-20 23:25:38,124 INFO Epoch 15 	 Batch 1099	LR : 0.00002	Top1 Acc.: 96.156	CLS Loss: 0.132	Mixup Loss: 1.265	CRL Loss: 0.050	CutMix Loss: 0.000	PixMix Loss: 1.123	Tot. Loss: 1.447
+2025-09-20 23:31:42,008 INFO Epoch 15 	 Batch 1199	LR : 0.00002	Top1 Acc.: 96.703	CLS Loss: 0.129	Mixup Loss: 1.258	CRL Loss: 0.042	CutMix Loss: 0.000	PixMix Loss: 1.163	Tot. Loss: 1.429
+2025-09-20 23:37:48,912 INFO Epoch 15 	 Batch 1299	LR : 0.00002	Top1 Acc.: 96.562	CLS Loss: 0.127	Mixup Loss: 1.265	CRL Loss: 0.044	CutMix Loss: 0.000	PixMix Loss: 1.134	Tot. Loss: 1.436
+2025-09-20 23:43:56,586 INFO Epoch 15 	 Batch 1399	LR : 0.00002	Top1 Acc.: 96.750	CLS Loss: 0.120	Mixup Loss: 1.232	CRL Loss: 0.040	CutMix Loss: 0.000	PixMix Loss: 1.136	Tot. Loss: 1.393
+2025-09-20 23:50:04,838 INFO Epoch 15 	 Batch 1499	LR : 0.00002	Top1 Acc.: 96.469	CLS Loss: 0.135	Mixup Loss: 1.267	CRL Loss: 0.045	CutMix Loss: 0.000	PixMix Loss: 1.167	Tot. Loss: 1.448
+2025-09-20 23:56:09,451 INFO Epoch 15 	 Batch 1599	LR : 0.00002	Top1 Acc.: 96.234	CLS Loss: 0.132	Mixup Loss: 1.259	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.157	Tot. Loss: 1.437
+2025-09-21 00:02:14,003 INFO Epoch 15 	 Batch 1699	LR : 0.00002	Top1 Acc.: 96.641	CLS Loss: 0.133	Mixup Loss: 1.246	CRL Loss: 0.042	CutMix Loss: 0.000	PixMix Loss: 1.096	Tot. Loss: 1.422
+2025-09-21 00:08:17,918 INFO Epoch 15 	 Batch 1799	LR : 0.00002	Top1 Acc.: 96.422	CLS Loss: 0.132	Mixup Loss: 1.263	CRL Loss: 0.045	CutMix Loss: 0.000	PixMix Loss: 1.171	Tot. Loss: 1.440
+2025-09-21 00:14:21,807 INFO Epoch 15 	 Batch 1899	LR : 0.00002	Top1 Acc.: 96.266	CLS Loss: 0.132	Mixup Loss: 1.267	CRL Loss: 0.047	CutMix Loss: 0.000	PixMix Loss: 1.175	Tot. Loss: 1.445
+2025-09-21 00:20:25,682 INFO Epoch 15 	 Batch 1999	LR : 0.00002	Top1 Acc.: 96.891	CLS Loss: 0.121	Mixup Loss: 1.254	CRL Loss: 0.040	CutMix Loss: 0.000	PixMix Loss: 1.126	Tot. Loss: 1.415
+2025-09-21 00:26:29,533 INFO Epoch 15 	 Batch 2099	LR : 0.00002	Top1 Acc.: 96.344	CLS Loss: 0.135	Mixup Loss: 1.276	CRL Loss: 0.049	CutMix Loss: 0.000	PixMix Loss: 1.147	Tot. Loss: 1.460
+2025-09-21 00:32:33,381 INFO Epoch 15 	 Batch 2199	LR : 0.00002	Top1 Acc.: 96.766	CLS Loss: 0.121	Mixup Loss: 1.255	CRL Loss: 0.042	CutMix Loss: 0.000	PixMix Loss: 1.152	Tot. Loss: 1.418
+2025-09-21 00:38:37,148 INFO Epoch 15 	 Batch 2299	LR : 0.00002	Top1 Acc.: 96.547	CLS Loss: 0.130	Mixup Loss: 1.273	CRL Loss: 0.047	CutMix Loss: 0.000	PixMix Loss: 1.113	Tot. Loss: 1.450
+2025-09-21 00:44:40,991 INFO Epoch 15 	 Batch 2399	LR : 0.00002	Top1 Acc.: 96.766	CLS Loss: 0.122	Mixup Loss: 1.259	CRL Loss: 0.041	CutMix Loss: 0.000	PixMix Loss: 1.103	Tot. Loss: 1.423
+2025-09-21 00:50:44,788 INFO Epoch 15 	 Batch 2499	LR : 0.00002	Top1 Acc.: 96.547	CLS Loss: 0.134	Mixup Loss: 1.279	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.132	Tot. Loss: 1.459
+2025-09-21 00:56:48,604 INFO Epoch 15 	 Batch 2599	LR : 0.00002	Top1 Acc.: 96.531	CLS Loss: 0.126	Mixup Loss: 1.288	CRL Loss: 0.044	CutMix Loss: 0.000	PixMix Loss: 1.123	Tot. Loss: 1.457
+2025-09-21 01:02:52,461 INFO Epoch 15 	 Batch 2699	LR : 0.00002	Top1 Acc.: 96.688	CLS Loss: 0.123	Mixup Loss: 1.261	CRL Loss: 0.042	CutMix Loss: 0.000	PixMix Loss: 1.112	Tot. Loss: 1.425
+2025-09-21 01:08:56,372 INFO Epoch 15 	 Batch 2799	LR : 0.00002	Top1 Acc.: 96.547	CLS Loss: 0.125	Mixup Loss: 1.253	CRL Loss: 0.047	CutMix Loss: 0.000	PixMix Loss: 1.097	Tot. Loss: 1.425
+2025-09-21 01:15:00,296 INFO Epoch 15 	 Batch 2899	LR : 0.00002	Top1 Acc.: 96.625	CLS Loss: 0.134	Mixup Loss: 1.287	CRL Loss: 0.045	CutMix Loss: 0.000	PixMix Loss: 1.141	Tot. Loss: 1.466
+2025-09-21 01:21:04,101 INFO Epoch 15 	 Batch 2999	LR : 0.00002	Top1 Acc.: 96.219	CLS Loss: 0.138	Mixup Loss: 1.278	CRL Loss: 0.050	CutMix Loss: 0.000	PixMix Loss: 1.130	Tot. Loss: 1.466
+2025-09-21 01:27:07,838 INFO Epoch 15 	 Batch 3099	LR : 0.00002	Top1 Acc.: 96.500	CLS Loss: 0.131	Mixup Loss: 1.266	CRL Loss: 0.045	CutMix Loss: 0.000	PixMix Loss: 1.123	Tot. Loss: 1.441
+2025-09-21 01:33:11,679 INFO Epoch 15 	 Batch 3199	LR : 0.00002	Top1 Acc.: 96.312	CLS Loss: 0.127	Mixup Loss: 1.264	CRL Loss: 0.043	CutMix Loss: 0.000	PixMix Loss: 1.123	Tot. Loss: 1.434
+2025-09-21 01:39:15,409 INFO Epoch 15 	 Batch 3299	LR : 0.00002	Top1 Acc.: 96.688	CLS Loss: 0.132	Mixup Loss: 1.262	CRL Loss: 0.043	CutMix Loss: 0.000	PixMix Loss: 1.143	Tot. Loss: 1.437
+2025-09-21 01:45:19,211 INFO Epoch 15 	 Batch 3399	LR : 0.00002	Top1 Acc.: 96.656	CLS Loss: 0.129	Mixup Loss: 1.269	CRL Loss: 0.042	CutMix Loss: 0.000	PixMix Loss: 1.169	Tot. Loss: 1.440
+2025-09-21 01:51:22,963 INFO Epoch 15 	 Batch 3499	LR : 0.00002	Top1 Acc.: 96.797	CLS Loss: 0.118	Mixup Loss: 1.260	CRL Loss: 0.039	CutMix Loss: 0.000	PixMix Loss: 1.113	Tot. Loss: 1.417
+2025-09-21 01:57:26,755 INFO Epoch 15 	 Batch 3599	LR : 0.00002	Top1 Acc.: 96.469	CLS Loss: 0.131	Mixup Loss: 1.280	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.120	Tot. Loss: 1.457
+2025-09-21 02:03:30,612 INFO Epoch 15 	 Batch 3699	LR : 0.00002	Top1 Acc.: 96.391	CLS Loss: 0.131	Mixup Loss: 1.245	CRL Loss: 0.045	CutMix Loss: 0.000	PixMix Loss: 1.118	Tot. Loss: 1.421
+2025-09-21 02:09:34,382 INFO Epoch 15 	 Batch 3799	LR : 0.00002	Top1 Acc.: 96.000	CLS Loss: 0.139	Mixup Loss: 1.271	CRL Loss: 0.051	CutMix Loss: 0.000	PixMix Loss: 1.128	Tot. Loss: 1.461
+2025-09-21 02:15:38,191 INFO Epoch 15 	 Batch 3899	LR : 0.00002	Top1 Acc.: 96.516	CLS Loss: 0.128	Mixup Loss: 1.277	CRL Loss: 0.043	CutMix Loss: 0.000	PixMix Loss: 1.161	Tot. Loss: 1.449
+2025-09-21 02:21:41,999 INFO Epoch 15 	 Batch 3999	LR : 0.00002	Top1 Acc.: 97.016	CLS Loss: 0.117	Mixup Loss: 1.232	CRL Loss: 0.039	CutMix Loss: 0.000	PixMix Loss: 1.138	Tot. Loss: 1.388
+2025-09-21 02:27:45,794 INFO Epoch 15 	 Batch 4099	LR : 0.00002	Top1 Acc.: 96.328	CLS Loss: 0.130	Mixup Loss: 1.275	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.162	Tot. Loss: 1.451
+2025-09-21 02:33:49,537 INFO Epoch 15 	 Batch 4199	LR : 0.00002	Top1 Acc.: 96.344	CLS Loss: 0.134	Mixup Loss: 1.279	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.135	Tot. Loss: 1.459
+2025-09-21 02:39:53,370 INFO Epoch 15 	 Batch 4299	LR : 0.00002	Top1 Acc.: 96.859	CLS Loss: 0.125	Mixup Loss: 1.247	CRL Loss: 0.040	CutMix Loss: 0.000	PixMix Loss: 1.104	Tot. Loss: 1.412
+2025-09-21 02:45:57,163 INFO Epoch 15 	 Batch 4399	LR : 0.00002	Top1 Acc.: 96.438	CLS Loss: 0.128	Mixup Loss: 1.257	CRL Loss: 0.044	CutMix Loss: 0.000	PixMix Loss: 1.141	Tot. Loss: 1.429
+2025-09-21 02:52:00,990 INFO Epoch 15 	 Batch 4499	LR : 0.00002	Top1 Acc.: 96.375	CLS Loss: 0.135	Mixup Loss: 1.270	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.110	Tot. Loss: 1.451
+2025-09-21 02:58:04,854 INFO Epoch 15 	 Batch 4599	LR : 0.00002	Top1 Acc.: 96.531	CLS Loss: 0.129	Mixup Loss: 1.242	CRL Loss: 0.045	CutMix Loss: 0.000	PixMix Loss: 1.088	Tot. Loss: 1.416
+2025-09-21 03:04:08,768 INFO Epoch 15 	 Batch 4699	LR : 0.00002	Top1 Acc.: 96.562	CLS Loss: 0.123	Mixup Loss: 1.281	CRL Loss: 0.044	CutMix Loss: 0.000	PixMix Loss: 1.165	Tot. Loss: 1.448
+2025-09-21 03:10:12,569 INFO Epoch 15 	 Batch 4799	LR : 0.00001	Top1 Acc.: 96.281	CLS Loss: 0.132	Mixup Loss: 1.262	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.130	Tot. Loss: 1.440
+2025-09-21 03:16:16,331 INFO Epoch 15 	 Batch 4899	LR : 0.00001	Top1 Acc.: 96.578	CLS Loss: 0.134	Mixup Loss: 1.270	CRL Loss: 0.045	CutMix Loss: 0.000	PixMix Loss: 1.113	Tot. Loss: 1.449
+2025-09-21 03:22:20,187 INFO Epoch 15 	 Batch 4999	LR : 0.00001	Top1 Acc.: 96.578	CLS Loss: 0.125	Mixup Loss: 1.233	CRL Loss: 0.045	CutMix Loss: 0.000	PixMix Loss: 1.100	Tot. Loss: 1.404
+2025-09-21 03:26:42,178 INFO ################## 
+ ---> Validation Epoch 15 (Original Model)	Acc.: 81.918	FPR: 57.228	AUROC: 88.087	AUPR: 61.444	AURC: 44.483	EAURC: 27.050	AUPR Succ.: 96.820	ECE: 4.560	NLL: 6.959	Brier: 25.896
+2025-09-21 03:31:06,444 INFO ################## 
+ ---> Validation Epoch 15 (EMA Model)	Acc.: 81.936	FPR: 57.429	AUROC: 88.070	AUPR: 61.302	AURC: 44.467	EAURC: 27.070	AUPR Succ.: 96.819	ECE: 4.561	NLL: 6.959	Brier: 25.892
+2025-09-21 03:31:07,877 INFO ####### --- Training Epoch 16 --- #######
+2025-09-21 03:46:31,725 INFO Epoch 16 	 Batch 99	LR : 0.00001	Top1 Acc.: 96.531	CLS Loss: 0.129	Mixup Loss: 1.291	CRL Loss: 0.043	CutMix Loss: 0.000	PixMix Loss: 1.141	Tot. Loss: 1.463
+2025-09-21 03:52:35,544 INFO Epoch 16 	 Batch 199	LR : 0.00001	Top1 Acc.: 96.609	CLS Loss: 0.123	Mixup Loss: 1.249	CRL Loss: 0.041	CutMix Loss: 0.000	PixMix Loss: 1.156	Tot. Loss: 1.413
+2025-09-21 03:58:39,495 INFO Epoch 16 	 Batch 299	LR : 0.00001	Top1 Acc.: 96.422	CLS Loss: 0.127	Mixup Loss: 1.248	CRL Loss: 0.048	CutMix Loss: 0.000	PixMix Loss: 1.137	Tot. Loss: 1.422
+2025-09-21 04:04:43,316 INFO Epoch 16 	 Batch 399	LR : 0.00001	Top1 Acc.: 96.797	CLS Loss: 0.127	Mixup Loss: 1.262	CRL Loss: 0.040	CutMix Loss: 0.000	PixMix Loss: 1.171	Tot. Loss: 1.430
+2025-09-21 04:10:47,224 INFO Epoch 16 	 Batch 499	LR : 0.00001	Top1 Acc.: 96.203	CLS Loss: 0.137	Mixup Loss: 1.269	CRL Loss: 0.048	CutMix Loss: 0.000	PixMix Loss: 1.120	Tot. Loss: 1.454
+2025-09-21 04:16:51,205 INFO Epoch 16 	 Batch 599	LR : 0.00001	Top1 Acc.: 96.406	CLS Loss: 0.138	Mixup Loss: 1.274	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.142	Tot. Loss: 1.458
+2025-09-21 04:22:55,090 INFO Epoch 16 	 Batch 699	LR : 0.00001	Top1 Acc.: 96.359	CLS Loss: 0.131	Mixup Loss: 1.259	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.160	Tot. Loss: 1.436
+2025-09-21 04:28:59,016 INFO Epoch 16 	 Batch 799	LR : 0.00001	Top1 Acc.: 96.484	CLS Loss: 0.138	Mixup Loss: 1.261	CRL Loss: 0.045	CutMix Loss: 0.000	PixMix Loss: 1.141	Tot. Loss: 1.444
+2025-09-21 04:35:02,898 INFO Epoch 16 	 Batch 899	LR : 0.00001	Top1 Acc.: 96.641	CLS Loss: 0.127	Mixup Loss: 1.283	CRL Loss: 0.044	CutMix Loss: 0.000	PixMix Loss: 1.142	Tot. Loss: 1.454
+2025-09-21 04:41:06,799 INFO Epoch 16 	 Batch 999	LR : 0.00001	Top1 Acc.: 96.406	CLS Loss: 0.127	Mixup Loss: 1.256	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.122	Tot. Loss: 1.429
+2025-09-21 04:47:10,666 INFO Epoch 16 	 Batch 1099	LR : 0.00001	Top1 Acc.: 96.188	CLS Loss: 0.131	Mixup Loss: 1.255	CRL Loss: 0.050	CutMix Loss: 0.000	PixMix Loss: 1.126	Tot. Loss: 1.437
+2025-09-21 04:53:14,527 INFO Epoch 16 	 Batch 1199	LR : 0.00001	Top1 Acc.: 96.641	CLS Loss: 0.129	Mixup Loss: 1.259	CRL Loss: 0.042	CutMix Loss: 0.000	PixMix Loss: 1.177	Tot. Loss: 1.430
+2025-09-21 04:59:18,438 INFO Epoch 16 	 Batch 1299	LR : 0.00001	Top1 Acc.: 96.531	CLS Loss: 0.128	Mixup Loss: 1.275	CRL Loss: 0.044	CutMix Loss: 0.000	PixMix Loss: 1.124	Tot. Loss: 1.446
+2025-09-21 05:05:24,648 INFO Epoch 16 	 Batch 1399	LR : 0.00001	Top1 Acc.: 96.688	CLS Loss: 0.120	Mixup Loss: 1.238	CRL Loss: 0.040	CutMix Loss: 0.000	PixMix Loss: 1.126	Tot. Loss: 1.398
+2025-09-21 05:11:32,211 INFO Epoch 16 	 Batch 1499	LR : 0.00001	Top1 Acc.: 96.375	CLS Loss: 0.134	Mixup Loss: 1.275	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.105	Tot. Loss: 1.455
+2025-09-21 05:17:40,310 INFO Epoch 16 	 Batch 1599	LR : 0.00001	Top1 Acc.: 96.297	CLS Loss: 0.132	Mixup Loss: 1.277	CRL Loss: 0.047	CutMix Loss: 0.000	PixMix Loss: 1.094	Tot. Loss: 1.455
+2025-09-21 05:23:44,365 INFO Epoch 16 	 Batch 1699	LR : 0.00001	Top1 Acc.: 96.703	CLS Loss: 0.134	Mixup Loss: 1.268	CRL Loss: 0.042	CutMix Loss: 0.000	PixMix Loss: 1.130	Tot. Loss: 1.444
+2025-09-21 05:29:48,855 INFO Epoch 16 	 Batch 1799	LR : 0.00001	Top1 Acc.: 96.375	CLS Loss: 0.132	Mixup Loss: 1.261	CRL Loss: 0.045	CutMix Loss: 0.000	PixMix Loss: 1.083	Tot. Loss: 1.439
+2025-09-21 05:35:52,759 INFO Epoch 16 	 Batch 1899	LR : 0.00001	Top1 Acc.: 96.328	CLS Loss: 0.132	Mixup Loss: 1.274	CRL Loss: 0.047	CutMix Loss: 0.000	PixMix Loss: 1.149	Tot. Loss: 1.453
+2025-09-21 05:41:56,642 INFO Epoch 16 	 Batch 1999	LR : 0.00001	Top1 Acc.: 96.906	CLS Loss: 0.122	Mixup Loss: 1.245	CRL Loss: 0.040	CutMix Loss: 0.000	PixMix Loss: 1.113	Tot. Loss: 1.407
+2025-09-21 05:48:00,545 INFO Epoch 16 	 Batch 2099	LR : 0.00001	Top1 Acc.: 96.281	CLS Loss: 0.135	Mixup Loss: 1.273	CRL Loss: 0.049	CutMix Loss: 0.000	PixMix Loss: 1.119	Tot. Loss: 1.458
+2025-09-21 05:54:04,408 INFO Epoch 16 	 Batch 2199	LR : 0.00001	Top1 Acc.: 96.828	CLS Loss: 0.122	Mixup Loss: 1.248	CRL Loss: 0.042	CutMix Loss: 0.000	PixMix Loss: 1.093	Tot. Loss: 1.411
+2025-09-21 06:00:08,313 INFO Epoch 16 	 Batch 2299	LR : 0.00001	Top1 Acc.: 96.484	CLS Loss: 0.130	Mixup Loss: 1.269	CRL Loss: 0.047	CutMix Loss: 0.000	PixMix Loss: 1.138	Tot. Loss: 1.446
+2025-09-21 06:06:12,233 INFO Epoch 16 	 Batch 2399	LR : 0.00001	Top1 Acc.: 96.766	CLS Loss: 0.123	Mixup Loss: 1.262	CRL Loss: 0.041	CutMix Loss: 0.000	PixMix Loss: 1.112	Tot. Loss: 1.425
+2025-09-21 06:12:16,245 INFO Epoch 16 	 Batch 2499	LR : 0.00001	Top1 Acc.: 96.484	CLS Loss: 0.134	Mixup Loss: 1.270	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.108	Tot. Loss: 1.450
+2025-09-21 06:18:20,327 INFO Epoch 16 	 Batch 2599	LR : 0.00001	Top1 Acc.: 96.578	CLS Loss: 0.125	Mixup Loss: 1.265	CRL Loss: 0.043	CutMix Loss: 0.000	PixMix Loss: 1.132	Tot. Loss: 1.433
+2025-09-21 06:24:24,210 INFO Epoch 16 	 Batch 2699	LR : 0.00001	Top1 Acc.: 96.625	CLS Loss: 0.123	Mixup Loss: 1.250	CRL Loss: 0.041	CutMix Loss: 0.000	PixMix Loss: 1.093	Tot. Loss: 1.414
+2025-09-21 06:30:28,218 INFO Epoch 16 	 Batch 2799	LR : 0.00001	Top1 Acc.: 96.500	CLS Loss: 0.126	Mixup Loss: 1.262	CRL Loss: 0.047	CutMix Loss: 0.000	PixMix Loss: 1.114	Tot. Loss: 1.435
+2025-09-21 06:36:32,051 INFO Epoch 16 	 Batch 2899	LR : 0.00001	Top1 Acc.: 96.594	CLS Loss: 0.135	Mixup Loss: 1.280	CRL Loss: 0.045	CutMix Loss: 0.000	PixMix Loss: 1.147	Tot. Loss: 1.460
+2025-09-21 06:42:35,913 INFO Epoch 16 	 Batch 2999	LR : 0.00001	Top1 Acc.: 96.141	CLS Loss: 0.138	Mixup Loss: 1.279	CRL Loss: 0.050	CutMix Loss: 0.000	PixMix Loss: 1.146	Tot. Loss: 1.466
+2025-09-21 06:48:39,824 INFO Epoch 16 	 Batch 3099	LR : 0.00001	Top1 Acc.: 96.406	CLS Loss: 0.131	Mixup Loss: 1.256	CRL Loss: 0.045	CutMix Loss: 0.000	PixMix Loss: 1.117	Tot. Loss: 1.432
+2025-09-21 06:54:43,634 INFO Epoch 16 	 Batch 3199	LR : 0.00001	Top1 Acc.: 96.406	CLS Loss: 0.127	Mixup Loss: 1.256	CRL Loss: 0.043	CutMix Loss: 0.000	PixMix Loss: 1.113	Tot. Loss: 1.426
+2025-09-21 07:00:47,465 INFO Epoch 16 	 Batch 3299	LR : 0.00001	Top1 Acc.: 96.656	CLS Loss: 0.131	Mixup Loss: 1.271	CRL Loss: 0.043	CutMix Loss: 0.000	PixMix Loss: 1.131	Tot. Loss: 1.446
+2025-09-21 07:06:51,458 INFO Epoch 16 	 Batch 3399	LR : 0.00001	Top1 Acc.: 96.578	CLS Loss: 0.129	Mixup Loss: 1.268	CRL Loss: 0.042	CutMix Loss: 0.000	PixMix Loss: 1.133	Tot. Loss: 1.439
+2025-09-21 07:12:55,294 INFO Epoch 16 	 Batch 3499	LR : 0.00001	Top1 Acc.: 96.938	CLS Loss: 0.117	Mixup Loss: 1.254	CRL Loss: 0.039	CutMix Loss: 0.000	PixMix Loss: 1.144	Tot. Loss: 1.410
+2025-09-21 07:18:59,155 INFO Epoch 16 	 Batch 3599	LR : 0.00001	Top1 Acc.: 96.469	CLS Loss: 0.131	Mixup Loss: 1.281	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.134	Tot. Loss: 1.458
+2025-09-21 07:25:03,024 INFO Epoch 16 	 Batch 3699	LR : 0.00001	Top1 Acc.: 96.578	CLS Loss: 0.131	Mixup Loss: 1.250	CRL Loss: 0.045	CutMix Loss: 0.000	PixMix Loss: 1.106	Tot. Loss: 1.426
+2025-09-21 07:31:06,921 INFO Epoch 16 	 Batch 3799	LR : 0.00001	Top1 Acc.: 95.906	CLS Loss: 0.139	Mixup Loss: 1.278	CRL Loss: 0.051	CutMix Loss: 0.000	PixMix Loss: 1.096	Tot. Loss: 1.468
+2025-09-21 07:37:10,711 INFO Epoch 16 	 Batch 3899	LR : 0.00001	Top1 Acc.: 96.562	CLS Loss: 0.128	Mixup Loss: 1.283	CRL Loss: 0.043	CutMix Loss: 0.000	PixMix Loss: 1.128	Tot. Loss: 1.454
+2025-09-21 07:43:14,599 INFO Epoch 16 	 Batch 3999	LR : 0.00001	Top1 Acc.: 96.906	CLS Loss: 0.117	Mixup Loss: 1.236	CRL Loss: 0.039	CutMix Loss: 0.000	PixMix Loss: 1.132	Tot. Loss: 1.392
+2025-09-21 07:49:18,451 INFO Epoch 16 	 Batch 4099	LR : 0.00001	Top1 Acc.: 96.234	CLS Loss: 0.132	Mixup Loss: 1.278	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.108	Tot. Loss: 1.456
+2025-09-21 07:55:22,276 INFO Epoch 16 	 Batch 4199	LR : 0.00001	Top1 Acc.: 96.438	CLS Loss: 0.134	Mixup Loss: 1.268	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.095	Tot. Loss: 1.448
+2025-09-21 08:01:26,087 INFO Epoch 16 	 Batch 4299	LR : 0.00001	Top1 Acc.: 96.812	CLS Loss: 0.126	Mixup Loss: 1.274	CRL Loss: 0.040	CutMix Loss: 0.000	PixMix Loss: 1.128	Tot. Loss: 1.439
+2025-09-21 08:07:30,111 INFO Epoch 16 	 Batch 4399	LR : 0.00001	Top1 Acc.: 96.531	CLS Loss: 0.127	Mixup Loss: 1.254	CRL Loss: 0.044	CutMix Loss: 0.000	PixMix Loss: 1.136	Tot. Loss: 1.425
+2025-09-21 08:13:33,981 INFO Epoch 16 	 Batch 4499	LR : 0.00001	Top1 Acc.: 96.516	CLS Loss: 0.134	Mixup Loss: 1.245	CRL Loss: 0.047	CutMix Loss: 0.000	PixMix Loss: 1.117	Tot. Loss: 1.426
+2025-09-21 08:19:37,877 INFO Epoch 16 	 Batch 4599	LR : 0.00001	Top1 Acc.: 96.516	CLS Loss: 0.130	Mixup Loss: 1.253	CRL Loss: 0.045	CutMix Loss: 0.000	PixMix Loss: 1.126	Tot. Loss: 1.428
+2025-09-21 08:25:41,698 INFO Epoch 16 	 Batch 4699	LR : 0.00001	Top1 Acc.: 96.469	CLS Loss: 0.124	Mixup Loss: 1.266	CRL Loss: 0.044	CutMix Loss: 0.000	PixMix Loss: 1.129	Tot. Loss: 1.433
+2025-09-21 08:31:45,510 INFO Epoch 16 	 Batch 4799	LR : 0.00001	Top1 Acc.: 96.344	CLS Loss: 0.130	Mixup Loss: 1.249	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.111	Tot. Loss: 1.425
+2025-09-21 08:37:49,320 INFO Epoch 16 	 Batch 4899	LR : 0.00001	Top1 Acc.: 96.328	CLS Loss: 0.135	Mixup Loss: 1.252	CRL Loss: 0.044	CutMix Loss: 0.000	PixMix Loss: 1.108	Tot. Loss: 1.432
+2025-09-21 08:43:53,144 INFO Epoch 16 	 Batch 4999	LR : 0.00001	Top1 Acc.: 96.531	CLS Loss: 0.124	Mixup Loss: 1.248	CRL Loss: 0.045	CutMix Loss: 0.000	PixMix Loss: 1.118	Tot. Loss: 1.417
+2025-09-21 08:48:17,419 INFO ################## 
+ ---> Validation Epoch 16 (Original Model)	Acc.: 81.928	FPR: 57.492	AUROC: 88.080	AUPR: 61.418	AURC: 44.452	EAURC: 27.039	AUPR Succ.: 96.822	ECE: 4.550	NLL: 6.958	Brier: 25.896
+2025-09-21 08:52:24,979 INFO ################## 
+ ---> Validation Epoch 16 (EMA Model)	Acc.: 81.922	FPR: 57.296	AUROC: 88.086	AUPR: 61.398	AURC: 44.472	EAURC: 27.046	AUPR Succ.: 96.821	ECE: 4.576	NLL: 6.959	Brier: 25.894
+2025-09-21 08:52:25,594 INFO ####### --- Training Epoch 17 --- #######
+2025-09-21 09:06:23,704 INFO Epoch 17 	 Batch 99	LR : 0.00001	Top1 Acc.: 96.578	CLS Loss: 0.128	Mixup Loss: 1.281	CRL Loss: 0.044	CutMix Loss: 0.000	PixMix Loss: 1.126	Tot. Loss: 1.453
+2025-09-21 09:12:27,603 INFO Epoch 17 	 Batch 199	LR : 0.00001	Top1 Acc.: 96.531	CLS Loss: 0.124	Mixup Loss: 1.257	CRL Loss: 0.041	CutMix Loss: 0.000	PixMix Loss: 1.125	Tot. Loss: 1.422
+2025-09-21 09:18:31,552 INFO Epoch 17 	 Batch 299	LR : 0.00001	Top1 Acc.: 96.391	CLS Loss: 0.126	Mixup Loss: 1.260	CRL Loss: 0.047	CutMix Loss: 0.000	PixMix Loss: 1.153	Tot. Loss: 1.433
+2025-09-21 09:24:35,422 INFO Epoch 17 	 Batch 399	LR : 0.00001	Top1 Acc.: 96.766	CLS Loss: 0.127	Mixup Loss: 1.248	CRL Loss: 0.040	CutMix Loss: 0.000	PixMix Loss: 1.124	Tot. Loss: 1.415
+2025-09-21 09:30:39,324 INFO Epoch 17 	 Batch 499	LR : 0.00001	Top1 Acc.: 96.234	CLS Loss: 0.137	Mixup Loss: 1.286	CRL Loss: 0.047	CutMix Loss: 0.000	PixMix Loss: 1.155	Tot. Loss: 1.471
+2025-09-21 09:36:43,234 INFO Epoch 17 	 Batch 599	LR : 0.00001	Top1 Acc.: 96.391	CLS Loss: 0.138	Mixup Loss: 1.273	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.158	Tot. Loss: 1.456
+2025-09-21 09:42:47,120 INFO Epoch 17 	 Batch 699	LR : 0.00001	Top1 Acc.: 96.422	CLS Loss: 0.130	Mixup Loss: 1.268	CRL Loss: 0.047	CutMix Loss: 0.000	PixMix Loss: 1.131	Tot. Loss: 1.445
+2025-09-21 09:48:50,904 INFO Epoch 17 	 Batch 799	LR : 0.00001	Top1 Acc.: 96.469	CLS Loss: 0.139	Mixup Loss: 1.278	CRL Loss: 0.045	CutMix Loss: 0.000	PixMix Loss: 1.127	Tot. Loss: 1.462
+2025-09-21 09:54:54,732 INFO Epoch 17 	 Batch 899	LR : 0.00001	Top1 Acc.: 96.469	CLS Loss: 0.127	Mixup Loss: 1.268	CRL Loss: 0.044	CutMix Loss: 0.000	PixMix Loss: 1.114	Tot. Loss: 1.439
+2025-09-21 10:00:58,645 INFO Epoch 17 	 Batch 999	LR : 0.00001	Top1 Acc.: 96.406	CLS Loss: 0.126	Mixup Loss: 1.275	CRL Loss: 0.045	CutMix Loss: 0.000	PixMix Loss: 1.145	Tot. Loss: 1.446
+2025-09-21 10:07:02,509 INFO Epoch 17 	 Batch 1099	LR : 0.00001	Top1 Acc.: 96.281	CLS Loss: 0.131	Mixup Loss: 1.256	CRL Loss: 0.050	CutMix Loss: 0.000	PixMix Loss: 1.134	Tot. Loss: 1.436
+2025-09-21 10:13:06,389 INFO Epoch 17 	 Batch 1199	LR : 0.00001	Top1 Acc.: 96.688	CLS Loss: 0.129	Mixup Loss: 1.258	CRL Loss: 0.042	CutMix Loss: 0.000	PixMix Loss: 1.131	Tot. Loss: 1.428
+2025-09-21 10:19:10,383 INFO Epoch 17 	 Batch 1299	LR : 0.00001	Top1 Acc.: 96.672	CLS Loss: 0.127	Mixup Loss: 1.279	CRL Loss: 0.044	CutMix Loss: 0.000	PixMix Loss: 1.141	Tot. Loss: 1.450
+2025-09-21 10:25:14,238 INFO Epoch 17 	 Batch 1399	LR : 0.00001	Top1 Acc.: 96.641	CLS Loss: 0.121	Mixup Loss: 1.235	CRL Loss: 0.040	CutMix Loss: 0.000	PixMix Loss: 1.111	Tot. Loss: 1.396
+2025-09-21 10:31:19,334 INFO Epoch 17 	 Batch 1499	LR : 0.00001	Top1 Acc.: 96.422	CLS Loss: 0.135	Mixup Loss: 1.269	CRL Loss: 0.045	CutMix Loss: 0.000	PixMix Loss: 1.095	Tot. Loss: 1.449
+2025-09-21 10:37:26,988 INFO Epoch 17 	 Batch 1599	LR : 0.00001	Top1 Acc.: 96.266	CLS Loss: 0.132	Mixup Loss: 1.271	CRL Loss: 0.047	CutMix Loss: 0.000	PixMix Loss: 1.146	Tot. Loss: 1.450
+2025-09-21 10:43:35,498 INFO Epoch 17 	 Batch 1699	LR : 0.00001	Top1 Acc.: 96.828	CLS Loss: 0.133	Mixup Loss: 1.255	CRL Loss: 0.042	CutMix Loss: 0.000	PixMix Loss: 1.129	Tot. Loss: 1.429
+2025-09-21 10:49:38,990 INFO Epoch 17 	 Batch 1799	LR : 0.00001	Top1 Acc.: 96.344	CLS Loss: 0.133	Mixup Loss: 1.267	CRL Loss: 0.045	CutMix Loss: 0.000	PixMix Loss: 1.107	Tot. Loss: 1.446
+2025-09-21 10:55:43,402 INFO Epoch 17 	 Batch 1899	LR : 0.00001	Top1 Acc.: 96.391	CLS Loss: 0.132	Mixup Loss: 1.267	CRL Loss: 0.047	CutMix Loss: 0.000	PixMix Loss: 1.107	Tot. Loss: 1.447
+2025-09-21 11:01:47,207 INFO Epoch 17 	 Batch 1999	LR : 0.00001	Top1 Acc.: 96.844	CLS Loss: 0.122	Mixup Loss: 1.264	CRL Loss: 0.040	CutMix Loss: 0.000	PixMix Loss: 1.115	Tot. Loss: 1.425
+2025-09-21 11:07:51,115 INFO Epoch 17 	 Batch 2099	LR : 0.00001	Top1 Acc.: 96.250	CLS Loss: 0.135	Mixup Loss: 1.262	CRL Loss: 0.049	CutMix Loss: 0.000	PixMix Loss: 1.172	Tot. Loss: 1.446
+2025-09-21 11:13:55,056 INFO Epoch 17 	 Batch 2199	LR : 0.00001	Top1 Acc.: 96.750	CLS Loss: 0.122	Mixup Loss: 1.246	CRL Loss: 0.041	CutMix Loss: 0.000	PixMix Loss: 1.106	Tot. Loss: 1.409
+2025-09-21 11:19:58,856 INFO Epoch 17 	 Batch 2299	LR : 0.00001	Top1 Acc.: 96.469	CLS Loss: 0.130	Mixup Loss: 1.275	CRL Loss: 0.047	CutMix Loss: 0.000	PixMix Loss: 1.106	Tot. Loss: 1.452
+2025-09-21 11:26:02,728 INFO Epoch 17 	 Batch 2399	LR : 0.00001	Top1 Acc.: 96.812	CLS Loss: 0.123	Mixup Loss: 1.256	CRL Loss: 0.041	CutMix Loss: 0.000	PixMix Loss: 1.130	Tot. Loss: 1.419
+2025-09-21 11:32:06,614 INFO Epoch 17 	 Batch 2499	LR : 0.00001	Top1 Acc.: 96.500	CLS Loss: 0.134	Mixup Loss: 1.276	CRL Loss: 0.045	CutMix Loss: 0.000	PixMix Loss: 1.171	Tot. Loss: 1.456
+2025-09-21 11:38:10,424 INFO Epoch 17 	 Batch 2599	LR : 0.00001	Top1 Acc.: 96.531	CLS Loss: 0.126	Mixup Loss: 1.261	CRL Loss: 0.043	CutMix Loss: 0.000	PixMix Loss: 1.145	Tot. Loss: 1.430
+2025-09-21 11:44:14,257 INFO Epoch 17 	 Batch 2699	LR : 0.00001	Top1 Acc.: 96.688	CLS Loss: 0.122	Mixup Loss: 1.272	CRL Loss: 0.041	CutMix Loss: 0.000	PixMix Loss: 1.113	Tot. Loss: 1.436
+2025-09-21 11:50:18,077 INFO Epoch 17 	 Batch 2799	LR : 0.00001	Top1 Acc.: 96.500	CLS Loss: 0.125	Mixup Loss: 1.263	CRL Loss: 0.047	CutMix Loss: 0.000	PixMix Loss: 1.153	Tot. Loss: 1.436
+2025-09-21 11:56:21,922 INFO Epoch 17 	 Batch 2899	LR : 0.00001	Top1 Acc.: 96.625	CLS Loss: 0.135	Mixup Loss: 1.296	CRL Loss: 0.045	CutMix Loss: 0.000	PixMix Loss: 1.122	Tot. Loss: 1.476
+2025-09-21 12:02:25,797 INFO Epoch 17 	 Batch 2999	LR : 0.00001	Top1 Acc.: 96.203	CLS Loss: 0.138	Mixup Loss: 1.276	CRL Loss: 0.049	CutMix Loss: 0.000	PixMix Loss: 1.138	Tot. Loss: 1.463
+2025-09-21 12:08:29,701 INFO Epoch 17 	 Batch 3099	LR : 0.00001	Top1 Acc.: 96.484	CLS Loss: 0.130	Mixup Loss: 1.258	CRL Loss: 0.045	CutMix Loss: 0.000	PixMix Loss: 1.150	Tot. Loss: 1.432
+2025-09-21 12:14:33,662 INFO Epoch 17 	 Batch 3199	LR : 0.00001	Top1 Acc.: 96.328	CLS Loss: 0.127	Mixup Loss: 1.267	CRL Loss: 0.043	CutMix Loss: 0.000	PixMix Loss: 1.138	Tot. Loss: 1.437
+2025-09-21 12:20:37,468 INFO Epoch 17 	 Batch 3299	LR : 0.00001	Top1 Acc.: 96.547	CLS Loss: 0.132	Mixup Loss: 1.265	CRL Loss: 0.043	CutMix Loss: 0.000	PixMix Loss: 1.148	Tot. Loss: 1.440
+2025-09-21 12:26:41,348 INFO Epoch 17 	 Batch 3399	LR : 0.00001	Top1 Acc.: 96.625	CLS Loss: 0.129	Mixup Loss: 1.264	CRL Loss: 0.042	CutMix Loss: 0.000	PixMix Loss: 1.133	Tot. Loss: 1.434
+2025-09-21 12:32:45,171 INFO Epoch 17 	 Batch 3499	LR : 0.00001	Top1 Acc.: 96.859	CLS Loss: 0.117	Mixup Loss: 1.252	CRL Loss: 0.039	CutMix Loss: 0.000	PixMix Loss: 1.144	Tot. Loss: 1.408
+2025-09-21 12:38:49,040 INFO Epoch 17 	 Batch 3599	LR : 0.00001	Top1 Acc.: 96.375	CLS Loss: 0.131	Mixup Loss: 1.278	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.130	Tot. Loss: 1.455
+2025-09-21 12:44:52,912 INFO Epoch 17 	 Batch 3699	LR : 0.00001	Top1 Acc.: 96.516	CLS Loss: 0.131	Mixup Loss: 1.246	CRL Loss: 0.045	CutMix Loss: 0.000	PixMix Loss: 1.164	Tot. Loss: 1.422
+2025-09-21 12:50:56,696 INFO Epoch 17 	 Batch 3799	LR : 0.00001	Top1 Acc.: 95.953	CLS Loss: 0.139	Mixup Loss: 1.295	CRL Loss: 0.051	CutMix Loss: 0.000	PixMix Loss: 1.135	Tot. Loss: 1.484
+2025-09-21 12:57:00,660 INFO Epoch 17 	 Batch 3899	LR : 0.00001	Top1 Acc.: 96.469	CLS Loss: 0.128	Mixup Loss: 1.282	CRL Loss: 0.043	CutMix Loss: 0.000	PixMix Loss: 1.133	Tot. Loss: 1.454
+2025-09-21 13:03:04,540 INFO Epoch 17 	 Batch 3999	LR : 0.00001	Top1 Acc.: 96.984	CLS Loss: 0.116	Mixup Loss: 1.235	CRL Loss: 0.038	CutMix Loss: 0.000	PixMix Loss: 1.102	Tot. Loss: 1.389
+2025-09-21 13:09:08,465 INFO Epoch 17 	 Batch 4099	LR : 0.00001	Top1 Acc.: 96.422	CLS Loss: 0.130	Mixup Loss: 1.265	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.129	Tot. Loss: 1.441
+2025-09-21 13:15:12,412 INFO Epoch 17 	 Batch 4199	LR : 0.00001	Top1 Acc.: 96.516	CLS Loss: 0.132	Mixup Loss: 1.260	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.113	Tot. Loss: 1.438
+2025-09-21 13:21:16,227 INFO Epoch 17 	 Batch 4299	LR : 0.00001	Top1 Acc.: 96.844	CLS Loss: 0.126	Mixup Loss: 1.259	CRL Loss: 0.040	CutMix Loss: 0.000	PixMix Loss: 1.142	Tot. Loss: 1.424
+2025-09-21 13:27:20,062 INFO Epoch 17 	 Batch 4399	LR : 0.00001	Top1 Acc.: 96.516	CLS Loss: 0.126	Mixup Loss: 1.253	CRL Loss: 0.044	CutMix Loss: 0.000	PixMix Loss: 1.129	Tot. Loss: 1.423
+2025-09-21 13:33:23,871 INFO Epoch 17 	 Batch 4499	LR : 0.00001	Top1 Acc.: 96.359	CLS Loss: 0.134	Mixup Loss: 1.265	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.120	Tot. Loss: 1.445
+2025-09-21 13:39:27,724 INFO Epoch 17 	 Batch 4599	LR : 0.00001	Top1 Acc.: 96.609	CLS Loss: 0.129	Mixup Loss: 1.259	CRL Loss: 0.045	CutMix Loss: 0.000	PixMix Loss: 1.114	Tot. Loss: 1.434
+2025-09-21 13:45:31,587 INFO Epoch 17 	 Batch 4699	LR : 0.00001	Top1 Acc.: 96.625	CLS Loss: 0.123	Mixup Loss: 1.258	CRL Loss: 0.044	CutMix Loss: 0.000	PixMix Loss: 1.148	Tot. Loss: 1.425
+2025-09-21 13:51:35,343 INFO Epoch 17 	 Batch 4799	LR : 0.00001	Top1 Acc.: 96.359	CLS Loss: 0.130	Mixup Loss: 1.265	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.084	Tot. Loss: 1.441
+2025-09-21 13:57:39,243 INFO Epoch 17 	 Batch 4899	LR : 0.00001	Top1 Acc.: 96.391	CLS Loss: 0.136	Mixup Loss: 1.263	CRL Loss: 0.045	CutMix Loss: 0.000	PixMix Loss: 1.138	Tot. Loss: 1.443
+2025-09-21 14:03:43,139 INFO Epoch 17 	 Batch 4999	LR : 0.00001	Top1 Acc.: 96.547	CLS Loss: 0.125	Mixup Loss: 1.243	CRL Loss: 0.045	CutMix Loss: 0.000	PixMix Loss: 1.086	Tot. Loss: 1.413
+2025-09-21 14:08:25,729 INFO ################## 
+ ---> Validation Epoch 17 (Original Model)	Acc.: 81.908	FPR: 57.152	AUROC: 88.106	AUPR: 61.526	AURC: 44.455	EAURC: 27.002	AUPR Succ.: 96.826	ECE: 4.583	NLL: 6.958	Brier: 25.897
+2025-09-21 14:12:26,500 INFO ################## 
+ ---> Validation Epoch 17 (EMA Model)	Acc.: 81.922	FPR: 57.396	AUROC: 88.087	AUPR: 61.424	AURC: 44.461	EAURC: 27.036	AUPR Succ.: 96.822	ECE: 4.577	NLL: 6.959	Brier: 25.895
+2025-09-21 14:12:27,923 INFO ####### --- Training Epoch 18 --- #######
+2025-09-21 14:25:37,083 INFO Epoch 18 	 Batch 99	LR : 0.00001	Top1 Acc.: 96.578	CLS Loss: 0.128	Mixup Loss: 1.266	CRL Loss: 0.043	CutMix Loss: 0.000	PixMix Loss: 1.176	Tot. Loss: 1.438
+2025-09-21 14:31:40,964 INFO Epoch 18 	 Batch 199	LR : 0.00001	Top1 Acc.: 96.609	CLS Loss: 0.123	Mixup Loss: 1.262	CRL Loss: 0.041	CutMix Loss: 0.000	PixMix Loss: 1.119	Tot. Loss: 1.425
+2025-09-21 14:37:44,851 INFO Epoch 18 	 Batch 299	LR : 0.00001	Top1 Acc.: 96.453	CLS Loss: 0.126	Mixup Loss: 1.274	CRL Loss: 0.047	CutMix Loss: 0.000	PixMix Loss: 1.141	Tot. Loss: 1.447
+2025-09-21 14:43:48,725 INFO Epoch 18 	 Batch 399	LR : 0.00001	Top1 Acc.: 96.828	CLS Loss: 0.127	Mixup Loss: 1.268	CRL Loss: 0.040	CutMix Loss: 0.000	PixMix Loss: 1.125	Tot. Loss: 1.435
+2025-09-21 14:49:52,521 INFO Epoch 18 	 Batch 499	LR : 0.00001	Top1 Acc.: 96.219	CLS Loss: 0.137	Mixup Loss: 1.280	CRL Loss: 0.047	CutMix Loss: 0.000	PixMix Loss: 1.126	Tot. Loss: 1.465
+2025-09-21 14:55:56,353 INFO Epoch 18 	 Batch 599	LR : 0.00001	Top1 Acc.: 96.453	CLS Loss: 0.138	Mixup Loss: 1.275	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.197	Tot. Loss: 1.458
+2025-09-21 15:02:00,222 INFO Epoch 18 	 Batch 699	LR : 0.00000	Top1 Acc.: 96.344	CLS Loss: 0.130	Mixup Loss: 1.289	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.117	Tot. Loss: 1.465
+2025-09-21 15:08:04,057 INFO Epoch 18 	 Batch 799	LR : 0.00000	Top1 Acc.: 96.516	CLS Loss: 0.138	Mixup Loss: 1.264	CRL Loss: 0.045	CutMix Loss: 0.000	PixMix Loss: 1.142	Tot. Loss: 1.446
+2025-09-21 15:14:07,800 INFO Epoch 18 	 Batch 899	LR : 0.00000	Top1 Acc.: 96.594	CLS Loss: 0.126	Mixup Loss: 1.270	CRL Loss: 0.043	CutMix Loss: 0.000	PixMix Loss: 1.138	Tot. Loss: 1.439
+2025-09-21 15:20:11,713 INFO Epoch 18 	 Batch 999	LR : 0.00000	Top1 Acc.: 96.500	CLS Loss: 0.126	Mixup Loss: 1.268	CRL Loss: 0.045	CutMix Loss: 0.000	PixMix Loss: 1.143	Tot. Loss: 1.439
+2025-09-21 15:26:15,611 INFO Epoch 18 	 Batch 1099	LR : 0.00000	Top1 Acc.: 96.250	CLS Loss: 0.131	Mixup Loss: 1.258	CRL Loss: 0.050	CutMix Loss: 0.000	PixMix Loss: 1.127	Tot. Loss: 1.439
+2025-09-21 15:32:19,462 INFO Epoch 18 	 Batch 1199	LR : 0.00000	Top1 Acc.: 96.719	CLS Loss: 0.128	Mixup Loss: 1.259	CRL Loss: 0.042	CutMix Loss: 0.000	PixMix Loss: 1.149	Tot. Loss: 1.429
+2025-09-21 15:38:23,276 INFO Epoch 18 	 Batch 1299	LR : 0.00000	Top1 Acc.: 96.594	CLS Loss: 0.128	Mixup Loss: 1.263	CRL Loss: 0.044	CutMix Loss: 0.000	PixMix Loss: 1.158	Tot. Loss: 1.435
+2025-09-21 15:44:27,209 INFO Epoch 18 	 Batch 1399	LR : 0.00000	Top1 Acc.: 96.594	CLS Loss: 0.121	Mixup Loss: 1.241	CRL Loss: 0.040	CutMix Loss: 0.000	PixMix Loss: 1.077	Tot. Loss: 1.401
+2025-09-21 15:50:31,077 INFO Epoch 18 	 Batch 1499	LR : 0.00000	Top1 Acc.: 96.484	CLS Loss: 0.133	Mixup Loss: 1.278	CRL Loss: 0.045	CutMix Loss: 0.000	PixMix Loss: 1.123	Tot. Loss: 1.456
+2025-09-21 15:56:35,885 INFO Epoch 18 	 Batch 1599	LR : 0.00000	Top1 Acc.: 96.250	CLS Loss: 0.132	Mixup Loss: 1.260	CRL Loss: 0.047	CutMix Loss: 0.000	PixMix Loss: 1.120	Tot. Loss: 1.438
+2025-09-21 16:02:43,805 INFO Epoch 18 	 Batch 1699	LR : 0.00000	Top1 Acc.: 96.594	CLS Loss: 0.134	Mixup Loss: 1.259	CRL Loss: 0.042	CutMix Loss: 0.000	PixMix Loss: 1.095	Tot. Loss: 1.434
+2025-09-21 16:08:52,519 INFO Epoch 18 	 Batch 1799	LR : 0.00000	Top1 Acc.: 96.297	CLS Loss: 0.132	Mixup Loss: 1.280	CRL Loss: 0.045	CutMix Loss: 0.000	PixMix Loss: 1.135	Tot. Loss: 1.457
+2025-09-21 16:14:56,259 INFO Epoch 18 	 Batch 1899	LR : 0.00000	Top1 Acc.: 96.344	CLS Loss: 0.132	Mixup Loss: 1.266	CRL Loss: 0.047	CutMix Loss: 0.000	PixMix Loss: 1.158	Tot. Loss: 1.445
+2025-09-21 16:21:00,666 INFO Epoch 18 	 Batch 1999	LR : 0.00000	Top1 Acc.: 96.875	CLS Loss: 0.121	Mixup Loss: 1.256	CRL Loss: 0.040	CutMix Loss: 0.000	PixMix Loss: 1.113	Tot. Loss: 1.417
+2025-09-21 16:27:04,448 INFO Epoch 18 	 Batch 2099	LR : 0.00000	Top1 Acc.: 96.281	CLS Loss: 0.135	Mixup Loss: 1.271	CRL Loss: 0.049	CutMix Loss: 0.000	PixMix Loss: 1.150	Tot. Loss: 1.454
+2025-09-21 16:33:08,193 INFO Epoch 18 	 Batch 2199	LR : 0.00000	Top1 Acc.: 96.703	CLS Loss: 0.121	Mixup Loss: 1.242	CRL Loss: 0.041	CutMix Loss: 0.000	PixMix Loss: 1.129	Tot. Loss: 1.404
+2025-09-21 16:39:12,006 INFO Epoch 18 	 Batch 2299	LR : 0.00000	Top1 Acc.: 96.469	CLS Loss: 0.129	Mixup Loss: 1.280	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.118	Tot. Loss: 1.455
+2025-09-21 16:45:15,758 INFO Epoch 18 	 Batch 2399	LR : 0.00000	Top1 Acc.: 96.797	CLS Loss: 0.122	Mixup Loss: 1.248	CRL Loss: 0.041	CutMix Loss: 0.000	PixMix Loss: 1.114	Tot. Loss: 1.411
+2025-09-21 16:51:19,589 INFO Epoch 18 	 Batch 2499	LR : 0.00000	Top1 Acc.: 96.484	CLS Loss: 0.134	Mixup Loss: 1.286	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.149	Tot. Loss: 1.466
+2025-09-21 16:57:23,350 INFO Epoch 18 	 Batch 2599	LR : 0.00000	Top1 Acc.: 96.500	CLS Loss: 0.125	Mixup Loss: 1.261	CRL Loss: 0.044	CutMix Loss: 0.000	PixMix Loss: 1.129	Tot. Loss: 1.430
+2025-09-21 17:03:27,126 INFO Epoch 18 	 Batch 2699	LR : 0.00000	Top1 Acc.: 96.719	CLS Loss: 0.122	Mixup Loss: 1.269	CRL Loss: 0.041	CutMix Loss: 0.000	PixMix Loss: 1.159	Tot. Loss: 1.432
+2025-09-21 17:09:30,930 INFO Epoch 18 	 Batch 2799	LR : 0.00000	Top1 Acc.: 96.516	CLS Loss: 0.124	Mixup Loss: 1.256	CRL Loss: 0.047	CutMix Loss: 0.000	PixMix Loss: 1.145	Tot. Loss: 1.426
+2025-09-21 17:15:34,773 INFO Epoch 18 	 Batch 2899	LR : 0.00000	Top1 Acc.: 96.562	CLS Loss: 0.134	Mixup Loss: 1.277	CRL Loss: 0.044	CutMix Loss: 0.000	PixMix Loss: 1.136	Tot. Loss: 1.455
+2025-09-21 17:21:38,549 INFO Epoch 18 	 Batch 2999	LR : 0.00000	Top1 Acc.: 96.234	CLS Loss: 0.137	Mixup Loss: 1.274	CRL Loss: 0.049	CutMix Loss: 0.000	PixMix Loss: 1.147	Tot. Loss: 1.460
+2025-09-21 17:27:42,270 INFO Epoch 18 	 Batch 3099	LR : 0.00000	Top1 Acc.: 96.484	CLS Loss: 0.130	Mixup Loss: 1.251	CRL Loss: 0.045	CutMix Loss: 0.000	PixMix Loss: 1.126	Tot. Loss: 1.426
+2025-09-21 17:33:46,029 INFO Epoch 18 	 Batch 3199	LR : 0.00000	Top1 Acc.: 96.453	CLS Loss: 0.125	Mixup Loss: 1.269	CRL Loss: 0.043	CutMix Loss: 0.000	PixMix Loss: 1.154	Tot. Loss: 1.437
+2025-09-21 17:39:49,775 INFO Epoch 18 	 Batch 3299	LR : 0.00000	Top1 Acc.: 96.594	CLS Loss: 0.132	Mixup Loss: 1.270	CRL Loss: 0.043	CutMix Loss: 0.000	PixMix Loss: 1.108	Tot. Loss: 1.445
+2025-09-21 17:45:53,499 INFO Epoch 18 	 Batch 3399	LR : 0.00000	Top1 Acc.: 96.781	CLS Loss: 0.128	Mixup Loss: 1.262	CRL Loss: 0.041	CutMix Loss: 0.000	PixMix Loss: 1.118	Tot. Loss: 1.432
+2025-09-21 17:51:57,293 INFO Epoch 18 	 Batch 3499	LR : 0.00000	Top1 Acc.: 96.812	CLS Loss: 0.116	Mixup Loss: 1.249	CRL Loss: 0.039	CutMix Loss: 0.000	PixMix Loss: 1.123	Tot. Loss: 1.404
+2025-09-21 17:58:01,031 INFO Epoch 18 	 Batch 3599	LR : 0.00000	Top1 Acc.: 96.500	CLS Loss: 0.130	Mixup Loss: 1.282	CRL Loss: 0.045	CutMix Loss: 0.000	PixMix Loss: 1.127	Tot. Loss: 1.458
+2025-09-21 18:04:04,744 INFO Epoch 18 	 Batch 3699	LR : 0.00000	Top1 Acc.: 96.406	CLS Loss: 0.131	Mixup Loss: 1.252	CRL Loss: 0.045	CutMix Loss: 0.000	PixMix Loss: 1.127	Tot. Loss: 1.427
+2025-09-21 18:10:08,506 INFO Epoch 18 	 Batch 3799	LR : 0.00000	Top1 Acc.: 96.016	CLS Loss: 0.139	Mixup Loss: 1.296	CRL Loss: 0.051	CutMix Loss: 0.000	PixMix Loss: 1.186	Tot. Loss: 1.486
+2025-09-21 18:16:12,480 INFO Epoch 18 	 Batch 3899	LR : 0.00000	Top1 Acc.: 96.547	CLS Loss: 0.128	Mixup Loss: 1.271	CRL Loss: 0.043	CutMix Loss: 0.000	PixMix Loss: 1.097	Tot. Loss: 1.443
+2025-09-21 18:22:16,239 INFO Epoch 18 	 Batch 3999	LR : 0.00000	Top1 Acc.: 97.031	CLS Loss: 0.116	Mixup Loss: 1.240	CRL Loss: 0.039	CutMix Loss: 0.000	PixMix Loss: 1.102	Tot. Loss: 1.395
+2025-09-21 18:28:20,087 INFO Epoch 18 	 Batch 4099	LR : 0.00000	Top1 Acc.: 96.234	CLS Loss: 0.130	Mixup Loss: 1.255	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.131	Tot. Loss: 1.431
+2025-09-21 18:34:23,935 INFO Epoch 18 	 Batch 4199	LR : 0.00000	Top1 Acc.: 96.391	CLS Loss: 0.133	Mixup Loss: 1.270	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.130	Tot. Loss: 1.449
+2025-09-21 18:40:27,660 INFO Epoch 18 	 Batch 4299	LR : 0.00000	Top1 Acc.: 96.953	CLS Loss: 0.126	Mixup Loss: 1.260	CRL Loss: 0.040	CutMix Loss: 0.000	PixMix Loss: 1.106	Tot. Loss: 1.426
+2025-09-21 18:46:31,470 INFO Epoch 18 	 Batch 4399	LR : 0.00000	Top1 Acc.: 96.609	CLS Loss: 0.127	Mixup Loss: 1.244	CRL Loss: 0.044	CutMix Loss: 0.000	PixMix Loss: 1.129	Tot. Loss: 1.415
+2025-09-21 18:52:35,262 INFO Epoch 18 	 Batch 4499	LR : 0.00000	Top1 Acc.: 96.328	CLS Loss: 0.135	Mixup Loss: 1.271	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.123	Tot. Loss: 1.452
+2025-09-21 18:58:39,045 INFO Epoch 18 	 Batch 4599	LR : 0.00000	Top1 Acc.: 96.516	CLS Loss: 0.130	Mixup Loss: 1.243	CRL Loss: 0.045	CutMix Loss: 0.000	PixMix Loss: 1.119	Tot. Loss: 1.418
+2025-09-21 19:04:42,818 INFO Epoch 18 	 Batch 4699	LR : 0.00000	Top1 Acc.: 96.453	CLS Loss: 0.123	Mixup Loss: 1.262	CRL Loss: 0.044	CutMix Loss: 0.000	PixMix Loss: 1.113	Tot. Loss: 1.429
+2025-09-21 19:10:46,654 INFO Epoch 18 	 Batch 4799	LR : 0.00000	Top1 Acc.: 96.375	CLS Loss: 0.130	Mixup Loss: 1.269	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.149	Tot. Loss: 1.445
+2025-09-21 19:16:50,426 INFO Epoch 18 	 Batch 4899	LR : 0.00000	Top1 Acc.: 96.469	CLS Loss: 0.134	Mixup Loss: 1.285	CRL Loss: 0.044	CutMix Loss: 0.000	PixMix Loss: 1.101	Tot. Loss: 1.463
+2025-09-21 19:22:54,231 INFO Epoch 18 	 Batch 4999	LR : 0.00000	Top1 Acc.: 96.625	CLS Loss: 0.124	Mixup Loss: 1.245	CRL Loss: 0.045	CutMix Loss: 0.000	PixMix Loss: 1.131	Tot. Loss: 1.414
+2025-09-21 19:27:30,476 INFO ################## 
+ ---> Validation Epoch 18 (Original Model)	Acc.: 81.904	FPR: 57.305	AUROC: 88.112	AUPR: 61.554	AURC: 44.453	EAURC: 26.992	AUPR Succ.: 96.827	ECE: 4.590	NLL: 6.958	Brier: 25.897
+2025-09-21 19:31:51,430 INFO ################## 
+ ---> Validation Epoch 18 (EMA Model)	Acc.: 81.916	FPR: 57.366	AUROC: 88.094	AUPR: 61.448	AURC: 44.462	EAURC: 27.025	AUPR Succ.: 96.823	ECE: 4.581	NLL: 6.959	Brier: 25.896
+2025-09-21 19:31:51,820 INFO ####### --- Training Epoch 19 --- #######
+2025-09-21 19:45:38,218 INFO Epoch 19 	 Batch 99	LR : 0.00000	Top1 Acc.: 96.594	CLS Loss: 0.128	Mixup Loss: 1.283	CRL Loss: 0.043	CutMix Loss: 0.000	PixMix Loss: 1.117	Tot. Loss: 1.454
+2025-09-21 19:51:42,031 INFO Epoch 19 	 Batch 199	LR : 0.00000	Top1 Acc.: 96.469	CLS Loss: 0.123	Mixup Loss: 1.254	CRL Loss: 0.041	CutMix Loss: 0.000	PixMix Loss: 1.121	Tot. Loss: 1.419
+2025-09-21 19:57:45,839 INFO Epoch 19 	 Batch 299	LR : 0.00000	Top1 Acc.: 96.453	CLS Loss: 0.127	Mixup Loss: 1.265	CRL Loss: 0.047	CutMix Loss: 0.000	PixMix Loss: 1.131	Tot. Loss: 1.439
+2025-09-21 20:03:49,667 INFO Epoch 19 	 Batch 399	LR : 0.00000	Top1 Acc.: 96.781	CLS Loss: 0.128	Mixup Loss: 1.259	CRL Loss: 0.040	CutMix Loss: 0.000	PixMix Loss: 1.105	Tot. Loss: 1.428
+2025-09-21 20:09:53,507 INFO Epoch 19 	 Batch 499	LR : 0.00000	Top1 Acc.: 96.297	CLS Loss: 0.137	Mixup Loss: 1.289	CRL Loss: 0.048	CutMix Loss: 0.000	PixMix Loss: 1.124	Tot. Loss: 1.473
+2025-09-21 20:15:57,307 INFO Epoch 19 	 Batch 599	LR : 0.00000	Top1 Acc.: 96.344	CLS Loss: 0.138	Mixup Loss: 1.283	CRL Loss: 0.045	CutMix Loss: 0.000	PixMix Loss: 1.126	Tot. Loss: 1.466
+2025-09-21 20:22:01,056 INFO Epoch 19 	 Batch 699	LR : 0.00000	Top1 Acc.: 96.438	CLS Loss: 0.129	Mixup Loss: 1.265	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.115	Tot. Loss: 1.440
+2025-09-21 20:28:05,012 INFO Epoch 19 	 Batch 799	LR : 0.00000	Top1 Acc.: 96.547	CLS Loss: 0.138	Mixup Loss: 1.269	CRL Loss: 0.045	CutMix Loss: 0.000	PixMix Loss: 1.142	Tot. Loss: 1.451
+2025-09-21 20:34:08,757 INFO Epoch 19 	 Batch 899	LR : 0.00000	Top1 Acc.: 96.594	CLS Loss: 0.126	Mixup Loss: 1.273	CRL Loss: 0.044	CutMix Loss: 0.000	PixMix Loss: 1.116	Tot. Loss: 1.443
+2025-09-21 20:40:12,609 INFO Epoch 19 	 Batch 999	LR : 0.00000	Top1 Acc.: 96.422	CLS Loss: 0.126	Mixup Loss: 1.262	CRL Loss: 0.045	CutMix Loss: 0.000	PixMix Loss: 1.113	Tot. Loss: 1.434
+2025-09-21 20:46:16,537 INFO Epoch 19 	 Batch 1099	LR : 0.00000	Top1 Acc.: 96.125	CLS Loss: 0.132	Mixup Loss: 1.248	CRL Loss: 0.050	CutMix Loss: 0.000	PixMix Loss: 1.121	Tot. Loss: 1.430
+2025-09-21 20:52:20,356 INFO Epoch 19 	 Batch 1199	LR : 0.00000	Top1 Acc.: 96.719	CLS Loss: 0.129	Mixup Loss: 1.277	CRL Loss: 0.042	CutMix Loss: 0.000	PixMix Loss: 1.164	Tot. Loss: 1.448
+2025-09-21 20:58:24,243 INFO Epoch 19 	 Batch 1299	LR : 0.00000	Top1 Acc.: 96.547	CLS Loss: 0.128	Mixup Loss: 1.271	CRL Loss: 0.044	CutMix Loss: 0.000	PixMix Loss: 1.132	Tot. Loss: 1.443
+2025-09-21 21:04:28,010 INFO Epoch 19 	 Batch 1399	LR : 0.00000	Top1 Acc.: 96.672	CLS Loss: 0.121	Mixup Loss: 1.247	CRL Loss: 0.040	CutMix Loss: 0.000	PixMix Loss: 1.101	Tot. Loss: 1.407
+2025-09-21 21:10:31,794 INFO Epoch 19 	 Batch 1499	LR : 0.00000	Top1 Acc.: 96.484	CLS Loss: 0.134	Mixup Loss: 1.268	CRL Loss: 0.045	CutMix Loss: 0.000	PixMix Loss: 1.106	Tot. Loss: 1.448
+2025-09-21 21:16:35,572 INFO Epoch 19 	 Batch 1599	LR : 0.00000	Top1 Acc.: 96.312	CLS Loss: 0.132	Mixup Loss: 1.261	CRL Loss: 0.047	CutMix Loss: 0.000	PixMix Loss: 1.145	Tot. Loss: 1.439
+2025-09-21 21:22:41,428 INFO Epoch 19 	 Batch 1699	LR : 0.00000	Top1 Acc.: 96.703	CLS Loss: 0.132	Mixup Loss: 1.257	CRL Loss: 0.042	CutMix Loss: 0.000	PixMix Loss: 1.107	Tot. Loss: 1.431
+2025-09-21 21:28:49,673 INFO Epoch 19 	 Batch 1799	LR : 0.00000	Top1 Acc.: 96.312	CLS Loss: 0.133	Mixup Loss: 1.261	CRL Loss: 0.045	CutMix Loss: 0.000	PixMix Loss: 1.148	Tot. Loss: 1.438
+2025-09-21 21:34:57,937 INFO Epoch 19 	 Batch 1899	LR : 0.00000	Top1 Acc.: 96.422	CLS Loss: 0.131	Mixup Loss: 1.278	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.089	Tot. Loss: 1.456
+2025-09-21 21:41:01,506 INFO Epoch 19 	 Batch 1999	LR : 0.00000	Top1 Acc.: 96.875	CLS Loss: 0.121	Mixup Loss: 1.245	CRL Loss: 0.039	CutMix Loss: 0.000	PixMix Loss: 1.104	Tot. Loss: 1.405
+2025-09-21 21:47:05,658 INFO Epoch 19 	 Batch 2099	LR : 0.00000	Top1 Acc.: 96.359	CLS Loss: 0.134	Mixup Loss: 1.257	CRL Loss: 0.049	CutMix Loss: 0.000	PixMix Loss: 1.092	Tot. Loss: 1.440
+2025-09-21 21:53:09,445 INFO Epoch 19 	 Batch 2199	LR : 0.00000	Top1 Acc.: 96.906	CLS Loss: 0.121	Mixup Loss: 1.237	CRL Loss: 0.041	CutMix Loss: 0.000	PixMix Loss: 1.128	Tot. Loss: 1.399
+2025-09-21 21:59:13,189 INFO Epoch 19 	 Batch 2299	LR : 0.00000	Top1 Acc.: 96.438	CLS Loss: 0.129	Mixup Loss: 1.275	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.126	Tot. Loss: 1.450
+2025-09-21 22:05:16,926 INFO Epoch 19 	 Batch 2399	LR : 0.00000	Top1 Acc.: 96.766	CLS Loss: 0.122	Mixup Loss: 1.273	CRL Loss: 0.041	CutMix Loss: 0.000	PixMix Loss: 1.155	Tot. Loss: 1.435
+2025-09-21 22:11:20,696 INFO Epoch 19 	 Batch 2499	LR : 0.00000	Top1 Acc.: 96.562	CLS Loss: 0.134	Mixup Loss: 1.275	CRL Loss: 0.045	CutMix Loss: 0.000	PixMix Loss: 1.133	Tot. Loss: 1.454
+2025-09-21 22:17:24,435 INFO Epoch 19 	 Batch 2599	LR : 0.00000	Top1 Acc.: 96.547	CLS Loss: 0.125	Mixup Loss: 1.272	CRL Loss: 0.043	CutMix Loss: 0.000	PixMix Loss: 1.109	Tot. Loss: 1.441
+2025-09-21 22:23:28,299 INFO Epoch 19 	 Batch 2699	LR : 0.00000	Top1 Acc.: 96.719	CLS Loss: 0.123	Mixup Loss: 1.277	CRL Loss: 0.041	CutMix Loss: 0.000	PixMix Loss: 1.123	Tot. Loss: 1.440
+2025-09-21 22:29:31,984 INFO Epoch 19 	 Batch 2799	LR : 0.00000	Top1 Acc.: 96.469	CLS Loss: 0.125	Mixup Loss: 1.266	CRL Loss: 0.047	CutMix Loss: 0.000	PixMix Loss: 1.127	Tot. Loss: 1.437
+2025-09-21 22:35:35,715 INFO Epoch 19 	 Batch 2899	LR : 0.00000	Top1 Acc.: 96.562	CLS Loss: 0.134	Mixup Loss: 1.274	CRL Loss: 0.044	CutMix Loss: 0.000	PixMix Loss: 1.139	Tot. Loss: 1.453
+2025-09-21 22:41:39,504 INFO Epoch 19 	 Batch 2999	LR : 0.00000	Top1 Acc.: 96.141	CLS Loss: 0.138	Mixup Loss: 1.283	CRL Loss: 0.049	CutMix Loss: 0.000	PixMix Loss: 1.155	Tot. Loss: 1.470
+2025-09-21 22:47:43,222 INFO Epoch 19 	 Batch 3099	LR : 0.00000	Top1 Acc.: 96.500	CLS Loss: 0.130	Mixup Loss: 1.260	CRL Loss: 0.044	CutMix Loss: 0.000	PixMix Loss: 1.158	Tot. Loss: 1.434
+2025-09-21 22:53:46,888 INFO Epoch 19 	 Batch 3199	LR : 0.00000	Top1 Acc.: 96.391	CLS Loss: 0.127	Mixup Loss: 1.256	CRL Loss: 0.043	CutMix Loss: 0.000	PixMix Loss: 1.111	Tot. Loss: 1.426
+2025-09-21 22:59:50,684 INFO Epoch 19 	 Batch 3299	LR : 0.00000	Top1 Acc.: 96.672	CLS Loss: 0.131	Mixup Loss: 1.281	CRL Loss: 0.043	CutMix Loss: 0.000	PixMix Loss: 1.172	Tot. Loss: 1.455
+2025-09-21 23:05:54,349 INFO Epoch 19 	 Batch 3399	LR : 0.00000	Top1 Acc.: 96.578	CLS Loss: 0.129	Mixup Loss: 1.279	CRL Loss: 0.042	CutMix Loss: 0.000	PixMix Loss: 1.112	Tot. Loss: 1.450
+2025-09-21 23:11:58,105 INFO Epoch 19 	 Batch 3499	LR : 0.00000	Top1 Acc.: 96.859	CLS Loss: 0.117	Mixup Loss: 1.264	CRL Loss: 0.039	CutMix Loss: 0.000	PixMix Loss: 1.123	Tot. Loss: 1.419
+2025-09-21 23:18:01,901 INFO Epoch 19 	 Batch 3599	LR : 0.00000	Top1 Acc.: 96.516	CLS Loss: 0.130	Mixup Loss: 1.273	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.103	Tot. Loss: 1.449
+2025-09-21 23:24:05,662 INFO Epoch 19 	 Batch 3699	LR : 0.00000	Top1 Acc.: 96.562	CLS Loss: 0.130	Mixup Loss: 1.239	CRL Loss: 0.044	CutMix Loss: 0.000	PixMix Loss: 1.109	Tot. Loss: 1.413
+2025-09-21 23:30:09,439 INFO Epoch 19 	 Batch 3799	LR : 0.00000	Top1 Acc.: 95.922	CLS Loss: 0.138	Mixup Loss: 1.281	CRL Loss: 0.050	CutMix Loss: 0.000	PixMix Loss: 1.118	Tot. Loss: 1.470
+2025-09-21 23:36:13,157 INFO Epoch 19 	 Batch 3899	LR : 0.00000	Top1 Acc.: 96.500	CLS Loss: 0.128	Mixup Loss: 1.272	CRL Loss: 0.044	CutMix Loss: 0.000	PixMix Loss: 1.110	Tot. Loss: 1.444
+2025-09-21 23:42:16,871 INFO Epoch 19 	 Batch 3999	LR : 0.00000	Top1 Acc.: 96.922	CLS Loss: 0.116	Mixup Loss: 1.237	CRL Loss: 0.038	CutMix Loss: 0.000	PixMix Loss: 1.115	Tot. Loss: 1.392
+2025-09-21 23:48:20,613 INFO Epoch 19 	 Batch 4099	LR : 0.00000	Top1 Acc.: 96.344	CLS Loss: 0.130	Mixup Loss: 1.274	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.143	Tot. Loss: 1.449
+2025-09-21 23:54:24,478 INFO Epoch 19 	 Batch 4199	LR : 0.00000	Top1 Acc.: 96.469	CLS Loss: 0.133	Mixup Loss: 1.265	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.122	Tot. Loss: 1.445
+2025-09-22 00:00:28,210 INFO Epoch 19 	 Batch 4299	LR : 0.00000	Top1 Acc.: 96.891	CLS Loss: 0.125	Mixup Loss: 1.255	CRL Loss: 0.039	CutMix Loss: 0.000	PixMix Loss: 1.165	Tot. Loss: 1.420
+2025-09-22 00:06:31,951 INFO Epoch 19 	 Batch 4399	LR : 0.00000	Top1 Acc.: 96.578	CLS Loss: 0.127	Mixup Loss: 1.251	CRL Loss: 0.044	CutMix Loss: 0.000	PixMix Loss: 1.125	Tot. Loss: 1.422
+2025-09-22 00:12:35,652 INFO Epoch 19 	 Batch 4499	LR : 0.00000	Top1 Acc.: 96.453	CLS Loss: 0.134	Mixup Loss: 1.253	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.141	Tot. Loss: 1.433
+2025-09-22 00:18:39,486 INFO Epoch 19 	 Batch 4599	LR : 0.00000	Top1 Acc.: 96.531	CLS Loss: 0.130	Mixup Loss: 1.249	CRL Loss: 0.045	CutMix Loss: 0.000	PixMix Loss: 1.134	Tot. Loss: 1.424
+2025-09-22 00:24:43,182 INFO Epoch 19 	 Batch 4699	LR : 0.00000	Top1 Acc.: 96.609	CLS Loss: 0.123	Mixup Loss: 1.260	CRL Loss: 0.044	CutMix Loss: 0.000	PixMix Loss: 1.184	Tot. Loss: 1.427
+2025-09-22 00:30:46,913 INFO Epoch 19 	 Batch 4799	LR : 0.00000	Top1 Acc.: 96.406	CLS Loss: 0.131	Mixup Loss: 1.264	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.134	Tot. Loss: 1.440
+2025-09-22 00:36:50,613 INFO Epoch 19 	 Batch 4899	LR : 0.00000	Top1 Acc.: 96.453	CLS Loss: 0.134	Mixup Loss: 1.256	CRL Loss: 0.044	CutMix Loss: 0.000	PixMix Loss: 1.139	Tot. Loss: 1.434
+2025-09-22 00:42:54,353 INFO Epoch 19 	 Batch 4999	LR : 0.00000	Top1 Acc.: 96.562	CLS Loss: 0.124	Mixup Loss: 1.251	CRL Loss: 0.045	CutMix Loss: 0.000	PixMix Loss: 1.120	Tot. Loss: 1.420
+2025-09-22 00:47:31,845 INFO ################## 
+ ---> Validation Epoch 19 (Original Model)	Acc.: 81.920	FPR: 57.467	AUROC: 88.089	AUPR: 61.395	AURC: 44.446	EAURC: 27.016	AUPR Succ.: 96.825	ECE: 4.584	NLL: 6.958	Brier: 25.897
+2025-09-22 00:51:46,216 INFO ################## 
+ ---> Validation Epoch 19 (EMA Model)	Acc.: 81.918	FPR: 57.394	AUROC: 88.091	AUPR: 61.409	AURC: 44.459	EAURC: 27.026	AUPR Succ.: 96.823	ECE: 4.579	NLL: 6.959	Brier: 25.896
+2025-09-22 00:51:48,018 INFO ####### --- Training Epoch 20 --- #######
+2025-09-22 01:05:51,665 INFO Epoch 20 	 Batch 99	LR : 0.00000	Top1 Acc.: 96.578	CLS Loss: 0.128	Mixup Loss: 1.296	CRL Loss: 0.043	CutMix Loss: 0.000	PixMix Loss: 1.146	Tot. Loss: 1.468
+2025-09-22 01:11:55,573 INFO Epoch 20 	 Batch 199	LR : 0.00000	Top1 Acc.: 96.703	CLS Loss: 0.123	Mixup Loss: 1.259	CRL Loss: 0.041	CutMix Loss: 0.000	PixMix Loss: 1.110	Tot. Loss: 1.423
+2025-09-22 01:17:59,447 INFO Epoch 20 	 Batch 299	LR : 0.00000	Top1 Acc.: 96.484	CLS Loss: 0.127	Mixup Loss: 1.262	CRL Loss: 0.047	CutMix Loss: 0.000	PixMix Loss: 1.088	Tot. Loss: 1.436
+2025-09-22 01:24:03,171 INFO Epoch 20 	 Batch 399	LR : 0.00000	Top1 Acc.: 96.812	CLS Loss: 0.128	Mixup Loss: 1.264	CRL Loss: 0.040	CutMix Loss: 0.000	PixMix Loss: 1.118	Tot. Loss: 1.432
+2025-09-22 01:30:07,035 INFO Epoch 20 	 Batch 499	LR : 0.00000	Top1 Acc.: 96.297	CLS Loss: 0.135	Mixup Loss: 1.281	CRL Loss: 0.047	CutMix Loss: 0.000	PixMix Loss: 1.164	Tot. Loss: 1.463
+2025-09-22 01:36:10,844 INFO Epoch 20 	 Batch 599	LR : 0.00000	Top1 Acc.: 96.406	CLS Loss: 0.138	Mixup Loss: 1.264	CRL Loss: 0.045	CutMix Loss: 0.000	PixMix Loss: 1.140	Tot. Loss: 1.448
+2025-09-22 01:42:14,614 INFO Epoch 20 	 Batch 699	LR : 0.00000	Top1 Acc.: 96.422	CLS Loss: 0.129	Mixup Loss: 1.273	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.127	Tot. Loss: 1.449
+2025-09-22 01:48:18,439 INFO Epoch 20 	 Batch 799	LR : 0.00000	Top1 Acc.: 96.484	CLS Loss: 0.138	Mixup Loss: 1.271	CRL Loss: 0.045	CutMix Loss: 0.000	PixMix Loss: 1.158	Tot. Loss: 1.454
+2025-09-22 01:54:22,188 INFO Epoch 20 	 Batch 899	LR : 0.00000	Top1 Acc.: 96.625	CLS Loss: 0.126	Mixup Loss: 1.282	CRL Loss: 0.043	CutMix Loss: 0.000	PixMix Loss: 1.118	Tot. Loss: 1.451
+2025-09-22 02:00:25,990 INFO Epoch 20 	 Batch 999	LR : 0.00000	Top1 Acc.: 96.391	CLS Loss: 0.127	Mixup Loss: 1.261	CRL Loss: 0.045	CutMix Loss: 0.000	PixMix Loss: 1.134	Tot. Loss: 1.433
+2025-09-22 02:06:29,867 INFO Epoch 20 	 Batch 1099	LR : 0.00000	Top1 Acc.: 96.188	CLS Loss: 0.132	Mixup Loss: 1.253	CRL Loss: 0.050	CutMix Loss: 0.000	PixMix Loss: 1.120	Tot. Loss: 1.435
+2025-09-22 02:12:33,641 INFO Epoch 20 	 Batch 1199	LR : 0.00000	Top1 Acc.: 96.688	CLS Loss: 0.128	Mixup Loss: 1.264	CRL Loss: 0.041	CutMix Loss: 0.000	PixMix Loss: 1.130	Tot. Loss: 1.434
+2025-09-22 02:18:37,342 INFO Epoch 20 	 Batch 1299	LR : 0.00000	Top1 Acc.: 96.672	CLS Loss: 0.127	Mixup Loss: 1.273	CRL Loss: 0.044	CutMix Loss: 0.000	PixMix Loss: 1.131	Tot. Loss: 1.444
+2025-09-22 02:24:41,156 INFO Epoch 20 	 Batch 1399	LR : 0.00000	Top1 Acc.: 96.641	CLS Loss: 0.120	Mixup Loss: 1.239	CRL Loss: 0.039	CutMix Loss: 0.000	PixMix Loss: 1.137	Tot. Loss: 1.399
+2025-09-22 02:30:44,980 INFO Epoch 20 	 Batch 1499	LR : 0.00000	Top1 Acc.: 96.516	CLS Loss: 0.135	Mixup Loss: 1.264	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.105	Tot. Loss: 1.444
+2025-09-22 02:36:48,735 INFO Epoch 20 	 Batch 1599	LR : 0.00000	Top1 Acc.: 96.297	CLS Loss: 0.131	Mixup Loss: 1.260	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.126	Tot. Loss: 1.437
+2025-09-22 02:42:52,522 INFO Epoch 20 	 Batch 1699	LR : 0.00000	Top1 Acc.: 96.688	CLS Loss: 0.133	Mixup Loss: 1.258	CRL Loss: 0.041	CutMix Loss: 0.000	PixMix Loss: 1.121	Tot. Loss: 1.432
+2025-09-22 02:48:57,769 INFO Epoch 20 	 Batch 1799	LR : 0.00000	Top1 Acc.: 96.375	CLS Loss: 0.132	Mixup Loss: 1.260	CRL Loss: 0.045	CutMix Loss: 0.000	PixMix Loss: 1.121	Tot. Loss: 1.437
+2025-09-22 02:55:05,317 INFO Epoch 20 	 Batch 1899	LR : 0.00000	Top1 Acc.: 96.406	CLS Loss: 0.132	Mixup Loss: 1.274	CRL Loss: 0.047	CutMix Loss: 0.000	PixMix Loss: 1.127	Tot. Loss: 1.453
+2025-09-22 03:01:13,454 INFO Epoch 20 	 Batch 1999	LR : 0.00000	Top1 Acc.: 96.844	CLS Loss: 0.122	Mixup Loss: 1.264	CRL Loss: 0.040	CutMix Loss: 0.000	PixMix Loss: 1.120	Tot. Loss: 1.425
+2025-09-22 03:07:17,548 INFO Epoch 20 	 Batch 2099	LR : 0.00000	Top1 Acc.: 96.359	CLS Loss: 0.134	Mixup Loss: 1.272	CRL Loss: 0.049	CutMix Loss: 0.000	PixMix Loss: 1.111	Tot. Loss: 1.455
+2025-09-22 03:13:21,760 INFO Epoch 20 	 Batch 2199	LR : 0.00000	Top1 Acc.: 96.844	CLS Loss: 0.121	Mixup Loss: 1.244	CRL Loss: 0.041	CutMix Loss: 0.000	PixMix Loss: 1.131	Tot. Loss: 1.407
+2025-09-22 03:19:25,493 INFO Epoch 20 	 Batch 2299	LR : 0.00000	Top1 Acc.: 96.562	CLS Loss: 0.129	Mixup Loss: 1.264	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.125	Tot. Loss: 1.438
+2025-09-22 03:25:29,213 INFO Epoch 20 	 Batch 2399	LR : 0.00000	Top1 Acc.: 96.766	CLS Loss: 0.122	Mixup Loss: 1.251	CRL Loss: 0.041	CutMix Loss: 0.000	PixMix Loss: 1.114	Tot. Loss: 1.413
+2025-09-22 03:31:33,044 INFO Epoch 20 	 Batch 2499	LR : 0.00000	Top1 Acc.: 96.547	CLS Loss: 0.133	Mixup Loss: 1.281	CRL Loss: 0.045	CutMix Loss: 0.000	PixMix Loss: 1.105	Tot. Loss: 1.460
+2025-09-22 03:37:36,743 INFO Epoch 20 	 Batch 2599	LR : 0.00000	Top1 Acc.: 96.562	CLS Loss: 0.125	Mixup Loss: 1.281	CRL Loss: 0.043	CutMix Loss: 0.000	PixMix Loss: 1.175	Tot. Loss: 1.450
+2025-09-22 03:43:40,519 INFO Epoch 20 	 Batch 2699	LR : 0.00000	Top1 Acc.: 96.734	CLS Loss: 0.122	Mixup Loss: 1.270	CRL Loss: 0.041	CutMix Loss: 0.000	PixMix Loss: 1.146	Tot. Loss: 1.432
+2025-09-22 03:49:44,246 INFO Epoch 20 	 Batch 2799	LR : 0.00000	Top1 Acc.: 96.516	CLS Loss: 0.125	Mixup Loss: 1.256	CRL Loss: 0.047	CutMix Loss: 0.000	PixMix Loss: 1.116	Tot. Loss: 1.428
+2025-09-22 03:55:47,977 INFO Epoch 20 	 Batch 2899	LR : 0.00000	Top1 Acc.: 96.688	CLS Loss: 0.133	Mixup Loss: 1.275	CRL Loss: 0.044	CutMix Loss: 0.000	PixMix Loss: 1.121	Tot. Loss: 1.453
+2025-09-22 04:01:51,684 INFO Epoch 20 	 Batch 2999	LR : 0.00000	Top1 Acc.: 96.266	CLS Loss: 0.139	Mixup Loss: 1.273	CRL Loss: 0.049	CutMix Loss: 0.000	PixMix Loss: 1.142	Tot. Loss: 1.461
+2025-09-22 04:07:55,397 INFO Epoch 20 	 Batch 3099	LR : 0.00000	Top1 Acc.: 96.375	CLS Loss: 0.130	Mixup Loss: 1.270	CRL Loss: 0.044	CutMix Loss: 0.000	PixMix Loss: 1.135	Tot. Loss: 1.445
+2025-09-22 04:13:59,155 INFO Epoch 20 	 Batch 3199	LR : 0.00000	Top1 Acc.: 96.453	CLS Loss: 0.127	Mixup Loss: 1.259	CRL Loss: 0.043	CutMix Loss: 0.000	PixMix Loss: 1.083	Tot. Loss: 1.428
+2025-09-22 04:20:02,868 INFO Epoch 20 	 Batch 3299	LR : 0.00000	Top1 Acc.: 96.641	CLS Loss: 0.131	Mixup Loss: 1.274	CRL Loss: 0.043	CutMix Loss: 0.000	PixMix Loss: 1.154	Tot. Loss: 1.448
+2025-09-22 04:26:06,760 INFO Epoch 20 	 Batch 3399	LR : 0.00000	Top1 Acc.: 96.719	CLS Loss: 0.128	Mixup Loss: 1.267	CRL Loss: 0.041	CutMix Loss: 0.000	PixMix Loss: 1.156	Tot. Loss: 1.436
+2025-09-22 04:32:10,527 INFO Epoch 20 	 Batch 3499	LR : 0.00000	Top1 Acc.: 96.922	CLS Loss: 0.116	Mixup Loss: 1.247	CRL Loss: 0.038	CutMix Loss: 0.000	PixMix Loss: 1.121	Tot. Loss: 1.401
+2025-09-22 04:38:14,282 INFO Epoch 20 	 Batch 3599	LR : 0.00000	Top1 Acc.: 96.406	CLS Loss: 0.131	Mixup Loss: 1.264	CRL Loss: 0.045	CutMix Loss: 0.000	PixMix Loss: 1.148	Tot. Loss: 1.441
+2025-09-22 04:44:17,975 INFO Epoch 20 	 Batch 3699	LR : 0.00000	Top1 Acc.: 96.516	CLS Loss: 0.131	Mixup Loss: 1.241	CRL Loss: 0.045	CutMix Loss: 0.000	PixMix Loss: 1.149	Tot. Loss: 1.417
+2025-09-22 04:50:21,710 INFO Epoch 20 	 Batch 3799	LR : 0.00000	Top1 Acc.: 95.906	CLS Loss: 0.140	Mixup Loss: 1.269	CRL Loss: 0.051	CutMix Loss: 0.000	PixMix Loss: 1.158	Tot. Loss: 1.460
+2025-09-22 04:56:25,462 INFO Epoch 20 	 Batch 3899	LR : 0.00000	Top1 Acc.: 96.531	CLS Loss: 0.128	Mixup Loss: 1.271	CRL Loss: 0.043	CutMix Loss: 0.000	PixMix Loss: 1.127	Tot. Loss: 1.442
+2025-09-22 05:02:29,216 INFO Epoch 20 	 Batch 3999	LR : 0.00000	Top1 Acc.: 96.906	CLS Loss: 0.117	Mixup Loss: 1.244	CRL Loss: 0.038	CutMix Loss: 0.000	PixMix Loss: 1.104	Tot. Loss: 1.399
+2025-09-22 05:08:32,937 INFO Epoch 20 	 Batch 4099	LR : 0.00000	Top1 Acc.: 96.312	CLS Loss: 0.131	Mixup Loss: 1.273	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.153	Tot. Loss: 1.449
+2025-09-22 05:14:36,620 INFO Epoch 20 	 Batch 4199	LR : 0.00000	Top1 Acc.: 96.469	CLS Loss: 0.133	Mixup Loss: 1.261	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.093	Tot. Loss: 1.439
+2025-09-22 05:20:40,449 INFO Epoch 20 	 Batch 4299	LR : 0.00000	Top1 Acc.: 96.891	CLS Loss: 0.126	Mixup Loss: 1.254	CRL Loss: 0.039	CutMix Loss: 0.000	PixMix Loss: 1.140	Tot. Loss: 1.419
+2025-09-22 05:26:44,338 INFO Epoch 20 	 Batch 4399	LR : 0.00000	Top1 Acc.: 96.594	CLS Loss: 0.127	Mixup Loss: 1.253	CRL Loss: 0.044	CutMix Loss: 0.000	PixMix Loss: 1.132	Tot. Loss: 1.424
+2025-09-22 05:32:48,110 INFO Epoch 20 	 Batch 4499	LR : 0.00000	Top1 Acc.: 96.453	CLS Loss: 0.134	Mixup Loss: 1.262	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.148	Tot. Loss: 1.443
+2025-09-22 05:38:51,838 INFO Epoch 20 	 Batch 4599	LR : 0.00000	Top1 Acc.: 96.578	CLS Loss: 0.130	Mixup Loss: 1.251	CRL Loss: 0.045	CutMix Loss: 0.000	PixMix Loss: 1.095	Tot. Loss: 1.425
+2025-09-22 05:44:55,555 INFO Epoch 20 	 Batch 4699	LR : 0.00000	Top1 Acc.: 96.578	CLS Loss: 0.122	Mixup Loss: 1.254	CRL Loss: 0.043	CutMix Loss: 0.000	PixMix Loss: 1.134	Tot. Loss: 1.419
+2025-09-22 05:50:59,192 INFO Epoch 20 	 Batch 4799	LR : 0.00000	Top1 Acc.: 96.344	CLS Loss: 0.130	Mixup Loss: 1.252	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.123	Tot. Loss: 1.427
+2025-09-22 05:57:02,938 INFO Epoch 20 	 Batch 4899	LR : 0.00000	Top1 Acc.: 96.391	CLS Loss: 0.134	Mixup Loss: 1.269	CRL Loss: 0.044	CutMix Loss: 0.000	PixMix Loss: 1.115	Tot. Loss: 1.447
+2025-09-22 06:03:06,600 INFO Epoch 20 	 Batch 4999	LR : 0.00000	Top1 Acc.: 96.484	CLS Loss: 0.124	Mixup Loss: 1.254	CRL Loss: 0.044	CutMix Loss: 0.000	PixMix Loss: 1.109	Tot. Loss: 1.423
+2025-09-22 06:08:23,451 INFO ################## 
+ ---> Validation Epoch 20 (Original Model)	Acc.: 81.922	FPR: 57.540	AUROC: 88.086	AUPR: 61.380	AURC: 44.445	EAURC: 27.019	AUPR Succ.: 96.824	ECE: 4.582	NLL: 6.958	Brier: 25.897
+2025-09-22 06:13:24,354 INFO ################## 
+ ---> Validation Epoch 20 (EMA Model)	Acc.: 81.920	FPR: 57.400	AUROC: 88.089	AUPR: 61.400	AURC: 44.458	EAURC: 27.028	AUPR Succ.: 96.823	ECE: 4.578	NLL: 6.959	Brier: 25.896
+2025-09-22 06:13:24,579 INFO ####### --- Training Epoch 21 --- #######
+2025-09-22 06:29:08,039 INFO Epoch 21 	 Batch 99	LR : 0.00000	Top1 Acc.: 96.531	CLS Loss: 0.128	Mixup Loss: 1.282	CRL Loss: 0.043	CutMix Loss: 0.000	PixMix Loss: 1.106	Tot. Loss: 1.453
+2025-09-22 06:35:11,855 INFO Epoch 21 	 Batch 199	LR : 0.00000	Top1 Acc.: 96.594	CLS Loss: 0.123	Mixup Loss: 1.264	CRL Loss: 0.041	CutMix Loss: 0.000	PixMix Loss: 1.111	Tot. Loss: 1.428
+2025-09-22 06:41:15,811 INFO Epoch 21 	 Batch 299	LR : 0.00000	Top1 Acc.: 96.344	CLS Loss: 0.128	Mixup Loss: 1.262	CRL Loss: 0.047	CutMix Loss: 0.000	PixMix Loss: 1.085	Tot. Loss: 1.437
+2025-09-22 06:47:19,562 INFO Epoch 21 	 Batch 399	LR : 0.00000	Top1 Acc.: 96.703	CLS Loss: 0.127	Mixup Loss: 1.275	CRL Loss: 0.040	CutMix Loss: 0.000	PixMix Loss: 1.142	Tot. Loss: 1.442
+2025-09-22 06:53:23,372 INFO Epoch 21 	 Batch 499	LR : 0.00000	Top1 Acc.: 96.250	CLS Loss: 0.137	Mixup Loss: 1.286	CRL Loss: 0.047	CutMix Loss: 0.000	PixMix Loss: 1.152	Tot. Loss: 1.470
+2025-09-22 06:59:27,153 INFO Epoch 21 	 Batch 599	LR : 0.00000	Top1 Acc.: 96.453	CLS Loss: 0.137	Mixup Loss: 1.264	CRL Loss: 0.045	CutMix Loss: 0.000	PixMix Loss: 1.131	Tot. Loss: 1.446
+2025-09-22 07:05:30,916 INFO Epoch 21 	 Batch 699	LR : 0.00000	Top1 Acc.: 96.484	CLS Loss: 0.130	Mixup Loss: 1.263	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.121	Tot. Loss: 1.440
+2025-09-22 07:11:34,640 INFO Epoch 21 	 Batch 799	LR : 0.00000	Top1 Acc.: 96.516	CLS Loss: 0.138	Mixup Loss: 1.266	CRL Loss: 0.045	CutMix Loss: 0.000	PixMix Loss: 1.116	Tot. Loss: 1.449
+2025-09-22 07:17:38,407 INFO Epoch 21 	 Batch 899	LR : 0.00000	Top1 Acc.: 96.547	CLS Loss: 0.125	Mixup Loss: 1.277	CRL Loss: 0.043	CutMix Loss: 0.000	PixMix Loss: 1.123	Tot. Loss: 1.445
+2025-09-22 07:23:42,148 INFO Epoch 21 	 Batch 999	LR : 0.00000	Top1 Acc.: 96.406	CLS Loss: 0.127	Mixup Loss: 1.258	CRL Loss: 0.045	CutMix Loss: 0.000	PixMix Loss: 1.116	Tot. Loss: 1.429
+2025-09-22 07:29:45,950 INFO Epoch 21 	 Batch 1099	LR : 0.00000	Top1 Acc.: 96.203	CLS Loss: 0.130	Mixup Loss: 1.259	CRL Loss: 0.050	CutMix Loss: 0.000	PixMix Loss: 1.103	Tot. Loss: 1.439
+2025-09-22 07:35:49,708 INFO Epoch 21 	 Batch 1199	LR : 0.00000	Top1 Acc.: 96.641	CLS Loss: 0.128	Mixup Loss: 1.265	CRL Loss: 0.042	CutMix Loss: 0.000	PixMix Loss: 1.158	Tot. Loss: 1.434
+2025-09-22 07:41:53,377 INFO Epoch 21 	 Batch 1299	LR : 0.00000	Top1 Acc.: 96.562	CLS Loss: 0.128	Mixup Loss: 1.271	CRL Loss: 0.044	CutMix Loss: 0.000	PixMix Loss: 1.167	Tot. Loss: 1.442
+2025-09-22 07:47:57,138 INFO Epoch 21 	 Batch 1399	LR : 0.00000	Top1 Acc.: 96.641	CLS Loss: 0.121	Mixup Loss: 1.245	CRL Loss: 0.040	CutMix Loss: 0.000	PixMix Loss: 1.133	Tot. Loss: 1.406
+2025-09-22 07:54:00,872 INFO Epoch 21 	 Batch 1499	LR : 0.00000	Top1 Acc.: 96.375	CLS Loss: 0.135	Mixup Loss: 1.271	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.131	Tot. Loss: 1.452
+2025-09-22 08:00:04,705 INFO Epoch 21 	 Batch 1599	LR : 0.00000	Top1 Acc.: 96.297	CLS Loss: 0.131	Mixup Loss: 1.272	CRL Loss: 0.047	CutMix Loss: 0.000	PixMix Loss: 1.144	Tot. Loss: 1.450
+2025-09-22 08:06:08,467 INFO Epoch 21 	 Batch 1699	LR : 0.00000	Top1 Acc.: 96.688	CLS Loss: 0.133	Mixup Loss: 1.264	CRL Loss: 0.041	CutMix Loss: 0.000	PixMix Loss: 1.126	Tot. Loss: 1.438
+2025-09-22 08:12:12,454 INFO Epoch 21 	 Batch 1799	LR : 0.00000	Top1 Acc.: 96.359	CLS Loss: 0.131	Mixup Loss: 1.260	CRL Loss: 0.045	CutMix Loss: 0.000	PixMix Loss: 1.106	Tot. Loss: 1.436
+2025-09-22 08:18:19,123 INFO Epoch 21 	 Batch 1899	LR : 0.00000	Top1 Acc.: 96.297	CLS Loss: 0.131	Mixup Loss: 1.269	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.114	Tot. Loss: 1.446
+2025-09-22 08:24:26,652 INFO Epoch 21 	 Batch 1999	LR : 0.00000	Top1 Acc.: 96.797	CLS Loss: 0.122	Mixup Loss: 1.239	CRL Loss: 0.040	CutMix Loss: 0.000	PixMix Loss: 1.104	Tot. Loss: 1.401
+2025-09-22 08:30:34,822 INFO Epoch 21 	 Batch 2099	LR : 0.00000	Top1 Acc.: 96.312	CLS Loss: 0.135	Mixup Loss: 1.263	CRL Loss: 0.049	CutMix Loss: 0.000	PixMix Loss: 1.136	Tot. Loss: 1.447
+2025-09-22 08:36:39,036 INFO Epoch 21 	 Batch 2199	LR : 0.00000	Top1 Acc.: 96.859	CLS Loss: 0.121	Mixup Loss: 1.262	CRL Loss: 0.041	CutMix Loss: 0.000	PixMix Loss: 1.116	Tot. Loss: 1.424
+2025-09-22 08:42:43,569 INFO Epoch 21 	 Batch 2299	LR : 0.00000	Top1 Acc.: 96.438	CLS Loss: 0.130	Mixup Loss: 1.281	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.092	Tot. Loss: 1.457
+2025-09-22 08:48:47,332 INFO Epoch 21 	 Batch 2399	LR : 0.00000	Top1 Acc.: 96.797	CLS Loss: 0.122	Mixup Loss: 1.249	CRL Loss: 0.040	CutMix Loss: 0.000	PixMix Loss: 1.111	Tot. Loss: 1.411
+2025-09-22 08:54:51,124 INFO Epoch 21 	 Batch 2499	LR : 0.00000	Top1 Acc.: 96.469	CLS Loss: 0.133	Mixup Loss: 1.277	CRL Loss: 0.045	CutMix Loss: 0.000	PixMix Loss: 1.120	Tot. Loss: 1.455
+2025-09-22 09:00:54,888 INFO Epoch 21 	 Batch 2599	LR : 0.00000	Top1 Acc.: 96.547	CLS Loss: 0.126	Mixup Loss: 1.262	CRL Loss: 0.043	CutMix Loss: 0.000	PixMix Loss: 1.098	Tot. Loss: 1.432
+2025-09-22 09:06:58,684 INFO Epoch 21 	 Batch 2699	LR : 0.00000	Top1 Acc.: 96.609	CLS Loss: 0.123	Mixup Loss: 1.262	CRL Loss: 0.041	CutMix Loss: 0.000	PixMix Loss: 1.128	Tot. Loss: 1.426
+2025-09-22 09:13:02,509 INFO Epoch 21 	 Batch 2799	LR : 0.00000	Top1 Acc.: 96.500	CLS Loss: 0.125	Mixup Loss: 1.265	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.134	Tot. Loss: 1.437
+2025-09-22 09:19:06,333 INFO Epoch 21 	 Batch 2899	LR : 0.00000	Top1 Acc.: 96.562	CLS Loss: 0.134	Mixup Loss: 1.299	CRL Loss: 0.044	CutMix Loss: 0.000	PixMix Loss: 1.137	Tot. Loss: 1.476
+2025-09-22 09:25:10,116 INFO Epoch 21 	 Batch 2999	LR : 0.00000	Top1 Acc.: 96.125	CLS Loss: 0.138	Mixup Loss: 1.263	CRL Loss: 0.049	CutMix Loss: 0.000	PixMix Loss: 1.164	Tot. Loss: 1.450
+2025-09-22 09:31:13,897 INFO Epoch 21 	 Batch 3099	LR : 0.00000	Top1 Acc.: 96.469	CLS Loss: 0.130	Mixup Loss: 1.267	CRL Loss: 0.045	CutMix Loss: 0.000	PixMix Loss: 1.167	Tot. Loss: 1.441
+2025-09-22 09:37:17,792 INFO Epoch 21 	 Batch 3199	LR : 0.00000	Top1 Acc.: 96.453	CLS Loss: 0.126	Mixup Loss: 1.263	CRL Loss: 0.043	CutMix Loss: 0.000	PixMix Loss: 1.128	Tot. Loss: 1.432
+2025-09-22 09:43:21,532 INFO Epoch 21 	 Batch 3299	LR : 0.00000	Top1 Acc.: 96.672	CLS Loss: 0.131	Mixup Loss: 1.267	CRL Loss: 0.043	CutMix Loss: 0.000	PixMix Loss: 1.114	Tot. Loss: 1.440
+2025-09-22 09:49:25,232 INFO Epoch 21 	 Batch 3399	LR : 0.00000	Top1 Acc.: 96.641	CLS Loss: 0.129	Mixup Loss: 1.268	CRL Loss: 0.042	CutMix Loss: 0.000	PixMix Loss: 1.089	Tot. Loss: 1.439
+2025-09-22 09:55:28,944 INFO Epoch 21 	 Batch 3499	LR : 0.00000	Top1 Acc.: 96.750	CLS Loss: 0.118	Mixup Loss: 1.250	CRL Loss: 0.039	CutMix Loss: 0.000	PixMix Loss: 1.151	Tot. Loss: 1.406
+2025-09-22 10:01:32,721 INFO Epoch 21 	 Batch 3599	LR : 0.00000	Top1 Acc.: 96.469	CLS Loss: 0.132	Mixup Loss: 1.267	CRL Loss: 0.045	CutMix Loss: 0.000	PixMix Loss: 1.160	Tot. Loss: 1.444
+2025-09-22 10:07:36,459 INFO Epoch 21 	 Batch 3699	LR : 0.00000	Top1 Acc.: 96.547	CLS Loss: 0.131	Mixup Loss: 1.257	CRL Loss: 0.045	CutMix Loss: 0.000	PixMix Loss: 1.161	Tot. Loss: 1.432
+2025-09-22 10:13:40,198 INFO Epoch 21 	 Batch 3799	LR : 0.00000	Top1 Acc.: 95.938	CLS Loss: 0.139	Mixup Loss: 1.288	CRL Loss: 0.051	CutMix Loss: 0.000	PixMix Loss: 1.148	Tot. Loss: 1.477
+2025-09-22 10:19:43,976 INFO Epoch 21 	 Batch 3899	LR : 0.00000	Top1 Acc.: 96.516	CLS Loss: 0.128	Mixup Loss: 1.268	CRL Loss: 0.043	CutMix Loss: 0.000	PixMix Loss: 1.108	Tot. Loss: 1.439
+2025-09-22 10:25:47,751 INFO Epoch 21 	 Batch 3999	LR : 0.00000	Top1 Acc.: 96.922	CLS Loss: 0.117	Mixup Loss: 1.248	CRL Loss: 0.038	CutMix Loss: 0.000	PixMix Loss: 1.120	Tot. Loss: 1.403
+2025-09-22 10:31:51,586 INFO Epoch 21 	 Batch 4099	LR : 0.00000	Top1 Acc.: 96.234	CLS Loss: 0.131	Mixup Loss: 1.269	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.138	Tot. Loss: 1.447
+2025-09-22 10:37:55,319 INFO Epoch 21 	 Batch 4199	LR : 0.00000	Top1 Acc.: 96.484	CLS Loss: 0.134	Mixup Loss: 1.267	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.142	Tot. Loss: 1.446
+2025-09-22 10:43:59,068 INFO Epoch 21 	 Batch 4299	LR : 0.00000	Top1 Acc.: 96.812	CLS Loss: 0.125	Mixup Loss: 1.258	CRL Loss: 0.039	CutMix Loss: 0.000	PixMix Loss: 1.120	Tot. Loss: 1.422
+2025-09-22 10:50:02,762 INFO Epoch 21 	 Batch 4399	LR : 0.00000	Top1 Acc.: 96.562	CLS Loss: 0.127	Mixup Loss: 1.247	CRL Loss: 0.044	CutMix Loss: 0.000	PixMix Loss: 1.121	Tot. Loss: 1.418
+2025-09-22 10:56:06,496 INFO Epoch 21 	 Batch 4499	LR : 0.00000	Top1 Acc.: 96.516	CLS Loss: 0.134	Mixup Loss: 1.273	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.118	Tot. Loss: 1.454
+2025-09-22 11:02:10,213 INFO Epoch 21 	 Batch 4599	LR : 0.00000	Top1 Acc.: 96.578	CLS Loss: 0.130	Mixup Loss: 1.239	CRL Loss: 0.045	CutMix Loss: 0.000	PixMix Loss: 1.122	Tot. Loss: 1.413
+2025-09-22 11:08:13,922 INFO Epoch 21 	 Batch 4699	LR : 0.00000	Top1 Acc.: 96.594	CLS Loss: 0.123	Mixup Loss: 1.260	CRL Loss: 0.044	CutMix Loss: 0.000	PixMix Loss: 1.082	Tot. Loss: 1.427
+2025-09-22 11:14:17,642 INFO Epoch 21 	 Batch 4799	LR : 0.00000	Top1 Acc.: 96.406	CLS Loss: 0.130	Mixup Loss: 1.270	CRL Loss: 0.046	CutMix Loss: 0.000	PixMix Loss: 1.105	Tot. Loss: 1.445
+2025-09-22 11:20:21,384 INFO Epoch 21 	 Batch 4899	LR : 0.00000	Top1 Acc.: 96.484	CLS Loss: 0.135	Mixup Loss: 1.261	CRL Loss: 0.044	CutMix Loss: 0.000	PixMix Loss: 1.115	Tot. Loss: 1.441
+2025-09-22 11:26:25,145 INFO Epoch 21 	 Batch 4999	LR : 0.00000	Top1 Acc.: 96.547	CLS Loss: 0.125	Mixup Loss: 1.249	CRL Loss: 0.045	CutMix Loss: 0.000	PixMix Loss: 1.112	Tot. Loss: 1.418
+2025-09-22 11:31:10,309 INFO ################## 
+ ---> Validation Epoch 21 (Original Model)	Acc.: 81.918	FPR: 57.494	AUROC: 88.092	AUPR: 61.403	AURC: 44.448	EAURC: 27.015	AUPR Succ.: 96.825	ECE: 4.585	NLL: 6.958	Brier: 25.897
+2025-09-22 11:36:03,249 INFO ################## 
+ ---> Validation Epoch 21 (EMA Model)	Acc.: 81.922	FPR: 57.407	AUROC: 88.087	AUPR: 61.392	AURC: 44.456	EAURC: 27.031	AUPR Succ.: 96.823	ECE: 4.576	NLL: 6.959	Brier: 25.896
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+2025-09-17 17:38:58,285 INFO {
+    "activation": "relu",
+    "alpha": 0.5,
+    "batch_size": 256,
+    "cos_temp": 64,
+    "crl_weight": 0.0,
+    "cutmix_beta": 1.0,
+    "cutmix_prob": 1.0,
+    "cutmix_weight": 0.0,
+    "data_name": "imagenet1k",
+    "deit_path": "./pretrained_model/deit_base_patch16_224-b5f2ef4d.pth",
+    "epochs": 20,
+    "fine_tune_epochs": 20,
+    "fine_tune_lr": 0.01,
+    "gpu": [
+        0,
+        1,
+        2,
+        3
+    ],
+    "imb_factor": 1.0,
+    "label_smoothing": 0.0,
+    "lmbda": 0.8,
+    "loss": "ce",
+    "lr": 0.0001,
+    "mixup_beta": 10.0,
+    "mixup_weight": 1.0,
+    "model_name": "deit_base_patch16_224",
+    "momentum": 0.9,
+    "nb_cls": 1000,
+    "nb_run": 1,
+    "nb_worker": 4,
+    "optim_name": "fmfp",
+    "p": 2,
+    "per_epoch_scheduler": false,
+    "pixmix_path": "./pixmixset",
+    "pixmix_weight": 0.0,
+    "rebn": false,
+    "resume": null,
+    "reweighting_type": null,
+    "rho": 0.2,
+    "save_dir": "/group-volume/Data-Efficient-Intelligence-ASR-Unlabeled-Data/hushell/surev2_inet/Deit-B-ImageNet1k/ours-pixmix-fsam+sam-ema+swa",
+    "sigma": 1,
+    "subcommand": "ImageNet1k",
+    "swa_epoch_start": 80,
+    "swa_lr": 0.05,
+    "t": 1.0,
+    "test_dir": "/group-volume/On-Device-AI/datasets/imagenet/imagenet-val-256.h5",
+    "train_dir": "/group-volume/On-Device-AI/datasets/imagenet/imagenet-train-256.h5",
+    "train_size": 224,
+    "use_cosine": false,
+    "val_dir": "/group-volume/On-Device-AI/datasets/imagenet/imagenet-val-256.h5",
+    "weight_decay": 5e-05
+}
+2025-09-17 17:41:09,470 INFO ####################################################################################################
+1 / 1 Running
+2025-09-17 17:41:23,648 INFO ####### --- Training Epoch 1 --- #######
+2025-09-17 18:04:32,148 INFO Epoch 1 	 Batch 99	LR : 0.00010	Top1 Acc.: 95.844	CLS Loss: 0.222	Mixup Loss: 1.405	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.444	Tot. Loss: 1.626
+2025-09-17 18:10:30,296 INFO Epoch 1 	 Batch 199	LR : 0.00010	Top1 Acc.: 95.938	CLS Loss: 0.178	Mixup Loss: 1.349	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.269	Tot. Loss: 1.527
+2025-09-17 18:16:28,089 INFO Epoch 1 	 Batch 299	LR : 0.00010	Top1 Acc.: 95.797	CLS Loss: 0.173	Mixup Loss: 1.329	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.252	Tot. Loss: 1.502
+2025-09-17 18:22:25,834 INFO Epoch 1 	 Batch 399	LR : 0.00010	Top1 Acc.: 96.250	CLS Loss: 0.163	Mixup Loss: 1.339	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.222	Tot. Loss: 1.502
+2025-09-17 18:28:23,706 INFO Epoch 1 	 Batch 499	LR : 0.00010	Top1 Acc.: 95.844	CLS Loss: 0.169	Mixup Loss: 1.345	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.245	Tot. Loss: 1.514
+2025-09-17 18:34:21,498 INFO Epoch 1 	 Batch 599	LR : 0.00010	Top1 Acc.: 95.688	CLS Loss: 0.169	Mixup Loss: 1.334	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.218	Tot. Loss: 1.503
+2025-09-17 18:40:19,287 INFO Epoch 1 	 Batch 699	LR : 0.00010	Top1 Acc.: 95.797	CLS Loss: 0.159	Mixup Loss: 1.349	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.218	Tot. Loss: 1.508
+2025-09-17 18:46:17,091 INFO Epoch 1 	 Batch 799	LR : 0.00010	Top1 Acc.: 95.594	CLS Loss: 0.167	Mixup Loss: 1.324	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.202	Tot. Loss: 1.491
+2025-09-17 18:52:14,917 INFO Epoch 1 	 Batch 899	LR : 0.00010	Top1 Acc.: 95.734	CLS Loss: 0.154	Mixup Loss: 1.335	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.220	Tot. Loss: 1.490
+2025-09-17 18:58:12,655 INFO Epoch 1 	 Batch 999	LR : 0.00010	Top1 Acc.: 95.844	CLS Loss: 0.153	Mixup Loss: 1.324	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.189	Tot. Loss: 1.477
+2025-09-17 19:04:10,393 INFO Epoch 1 	 Batch 1099	LR : 0.00010	Top1 Acc.: 95.484	CLS Loss: 0.159	Mixup Loss: 1.316	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.181	Tot. Loss: 1.475
+2025-09-17 19:10:08,258 INFO Epoch 1 	 Batch 1199	LR : 0.00010	Top1 Acc.: 95.891	CLS Loss: 0.154	Mixup Loss: 1.321	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.205	Tot. Loss: 1.474
+2025-09-17 19:16:06,139 INFO Epoch 1 	 Batch 1299	LR : 0.00010	Top1 Acc.: 96.000	CLS Loss: 0.151	Mixup Loss: 1.333	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.205	Tot. Loss: 1.484
+2025-09-17 19:22:04,040 INFO Epoch 1 	 Batch 1399	LR : 0.00010	Top1 Acc.: 96.094	CLS Loss: 0.142	Mixup Loss: 1.300	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.167	Tot. Loss: 1.441
+2025-09-17 19:28:01,831 INFO Epoch 1 	 Batch 1499	LR : 0.00010	Top1 Acc.: 95.875	CLS Loss: 0.157	Mixup Loss: 1.328	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.185	Tot. Loss: 1.485
+2025-09-17 19:33:59,577 INFO Epoch 1 	 Batch 1599	LR : 0.00010	Top1 Acc.: 95.656	CLS Loss: 0.154	Mixup Loss: 1.322	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.207	Tot. Loss: 1.476
+2025-09-17 19:39:57,432 INFO Epoch 1 	 Batch 1699	LR : 0.00010	Top1 Acc.: 96.078	CLS Loss: 0.154	Mixup Loss: 1.311	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.190	Tot. Loss: 1.466
+2025-09-17 19:45:55,259 INFO Epoch 1 	 Batch 1799	LR : 0.00010	Top1 Acc.: 95.891	CLS Loss: 0.156	Mixup Loss: 1.328	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.210	Tot. Loss: 1.484
+2025-09-17 19:51:53,035 INFO Epoch 1 	 Batch 1899	LR : 0.00010	Top1 Acc.: 95.672	CLS Loss: 0.156	Mixup Loss: 1.318	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.150	Tot. Loss: 1.474
+2025-09-17 19:57:50,650 INFO Epoch 1 	 Batch 1999	LR : 0.00010	Top1 Acc.: 96.359	CLS Loss: 0.139	Mixup Loss: 1.298	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.150	Tot. Loss: 1.437
+2025-09-17 20:03:48,265 INFO Epoch 1 	 Batch 2099	LR : 0.00010	Top1 Acc.: 95.750	CLS Loss: 0.157	Mixup Loss: 1.342	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.232	Tot. Loss: 1.499
+2025-09-17 20:09:45,805 INFO Epoch 1 	 Batch 2199	LR : 0.00010	Top1 Acc.: 96.344	CLS Loss: 0.142	Mixup Loss: 1.305	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.175	Tot. Loss: 1.447
+2025-09-17 20:15:43,425 INFO Epoch 1 	 Batch 2299	LR : 0.00010	Top1 Acc.: 96.031	CLS Loss: 0.150	Mixup Loss: 1.326	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.134	Tot. Loss: 1.476
+2025-09-17 20:21:41,108 INFO Epoch 1 	 Batch 2399	LR : 0.00010	Top1 Acc.: 96.234	CLS Loss: 0.144	Mixup Loss: 1.309	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.150	Tot. Loss: 1.452
+2025-09-17 20:27:38,743 INFO Epoch 1 	 Batch 2499	LR : 0.00010	Top1 Acc.: 95.891	CLS Loss: 0.155	Mixup Loss: 1.327	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.145	Tot. Loss: 1.482
+2025-09-17 20:33:36,345 INFO Epoch 1 	 Batch 2599	LR : 0.00010	Top1 Acc.: 96.016	CLS Loss: 0.145	Mixup Loss: 1.325	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.185	Tot. Loss: 1.471
+2025-09-17 20:39:33,926 INFO Epoch 1 	 Batch 2699	LR : 0.00010	Top1 Acc.: 96.047	CLS Loss: 0.143	Mixup Loss: 1.307	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.195	Tot. Loss: 1.450
+2025-09-17 20:45:31,524 INFO Epoch 1 	 Batch 2799	LR : 0.00010	Top1 Acc.: 95.844	CLS Loss: 0.145	Mixup Loss: 1.321	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.197	Tot. Loss: 1.466
+2025-09-17 20:51:29,104 INFO Epoch 1 	 Batch 2899	LR : 0.00010	Top1 Acc.: 96.031	CLS Loss: 0.156	Mixup Loss: 1.330	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.200	Tot. Loss: 1.486
+2025-09-17 20:57:26,749 INFO Epoch 1 	 Batch 2999	LR : 0.00010	Top1 Acc.: 95.578	CLS Loss: 0.158	Mixup Loss: 1.335	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.161	Tot. Loss: 1.492
+2025-09-17 21:03:24,333 INFO Epoch 1 	 Batch 3099	LR : 0.00010	Top1 Acc.: 95.719	CLS Loss: 0.150	Mixup Loss: 1.292	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.186	Tot. Loss: 1.441
+2025-09-17 21:09:21,983 INFO Epoch 1 	 Batch 3199	LR : 0.00010	Top1 Acc.: 96.016	CLS Loss: 0.143	Mixup Loss: 1.304	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.180	Tot. Loss: 1.447
+2025-09-17 21:15:19,886 INFO Epoch 1 	 Batch 3299	LR : 0.00010	Top1 Acc.: 95.859	CLS Loss: 0.151	Mixup Loss: 1.315	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.169	Tot. Loss: 1.466
+2025-09-17 21:21:17,661 INFO Epoch 1 	 Batch 3399	LR : 0.00010	Top1 Acc.: 96.062	CLS Loss: 0.146	Mixup Loss: 1.314	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.171	Tot. Loss: 1.460
+2025-09-17 21:27:15,414 INFO Epoch 1 	 Batch 3499	LR : 0.00010	Top1 Acc.: 96.234	CLS Loss: 0.133	Mixup Loss: 1.290	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.166	Tot. Loss: 1.423
+2025-09-17 21:33:13,195 INFO Epoch 1 	 Batch 3599	LR : 0.00010	Top1 Acc.: 95.797	CLS Loss: 0.149	Mixup Loss: 1.317	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.162	Tot. Loss: 1.466
+2025-09-17 21:39:10,921 INFO Epoch 1 	 Batch 3699	LR : 0.00010	Top1 Acc.: 95.906	CLS Loss: 0.150	Mixup Loss: 1.303	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.137	Tot. Loss: 1.453
+2025-09-17 21:45:08,664 INFO Epoch 1 	 Batch 3799	LR : 0.00010	Top1 Acc.: 95.500	CLS Loss: 0.159	Mixup Loss: 1.336	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.175	Tot. Loss: 1.495
+2025-09-17 21:51:06,347 INFO Epoch 1 	 Batch 3899	LR : 0.00010	Top1 Acc.: 95.922	CLS Loss: 0.146	Mixup Loss: 1.308	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.178	Tot. Loss: 1.454
+2025-09-17 21:57:04,131 INFO Epoch 1 	 Batch 3999	LR : 0.00010	Top1 Acc.: 96.297	CLS Loss: 0.133	Mixup Loss: 1.294	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.160	Tot. Loss: 1.427
+2025-09-17 22:03:01,947 INFO Epoch 1 	 Batch 4099	LR : 0.00010	Top1 Acc.: 95.906	CLS Loss: 0.147	Mixup Loss: 1.318	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.164	Tot. Loss: 1.465
+2025-09-17 22:08:59,780 INFO Epoch 1 	 Batch 4199	LR : 0.00010	Top1 Acc.: 95.922	CLS Loss: 0.152	Mixup Loss: 1.306	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.191	Tot. Loss: 1.457
+2025-09-17 22:14:57,647 INFO Epoch 1 	 Batch 4299	LR : 0.00010	Top1 Acc.: 96.344	CLS Loss: 0.141	Mixup Loss: 1.293	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.124	Tot. Loss: 1.434
+2025-09-17 22:20:55,356 INFO Epoch 1 	 Batch 4399	LR : 0.00010	Top1 Acc.: 96.031	CLS Loss: 0.144	Mixup Loss: 1.297	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.144	Tot. Loss: 1.440
+2025-09-17 22:26:53,028 INFO Epoch 1 	 Batch 4499	LR : 0.00010	Top1 Acc.: 95.922	CLS Loss: 0.152	Mixup Loss: 1.298	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.123	Tot. Loss: 1.450
+2025-09-17 22:32:50,593 INFO Epoch 1 	 Batch 4599	LR : 0.00010	Top1 Acc.: 96.266	CLS Loss: 0.145	Mixup Loss: 1.278	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.142	Tot. Loss: 1.424
+2025-09-17 22:38:48,125 INFO Epoch 1 	 Batch 4699	LR : 0.00010	Top1 Acc.: 96.062	CLS Loss: 0.140	Mixup Loss: 1.301	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.155	Tot. Loss: 1.441
+2025-09-17 22:44:45,656 INFO Epoch 1 	 Batch 4799	LR : 0.00010	Top1 Acc.: 95.812	CLS Loss: 0.148	Mixup Loss: 1.307	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.113	Tot. Loss: 1.455
+2025-09-17 22:50:43,230 INFO Epoch 1 	 Batch 4899	LR : 0.00010	Top1 Acc.: 95.812	CLS Loss: 0.154	Mixup Loss: 1.312	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.173	Tot. Loss: 1.466
+2025-09-17 22:56:40,809 INFO Epoch 1 	 Batch 4999	LR : 0.00010	Top1 Acc.: 96.078	CLS Loss: 0.142	Mixup Loss: 1.285	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.121	Tot. Loss: 1.427
+2025-09-17 23:03:54,826 INFO ################## 
+ ---> Validation Epoch 1 (Original Model)	Acc.: 82.038	FPR: 57.722	AUROC: 87.485	AUPR: 60.826	AURC: 47.663	EAURC: 30.468	AUPR Succ.: 96.414	ECE: 4.639	NLL: 7.111	Brier: 25.925
+2025-09-17 23:10:11,257 INFO ################## 
+ ---> Validation Epoch 1 (EMA Model)	Acc.: 82.024	FPR: 57.555	AUROC: 87.504	AUPR: 60.967	AURC: 47.685	EAURC: 30.463	AUPR Succ.: 96.414	ECE: 4.631	NLL: 7.112	Brier: 25.927
+2025-09-17 23:10:11,328 INFO Original Model Accuracy improved from 0.00 to 82.04!!!
+2025-09-17 23:10:19,560 INFO EMA Model Accuracy improved from 0.00 to 82.02!!!
+2025-09-17 23:10:22,859 INFO ####### --- Training Epoch 2 --- #######
+2025-09-17 23:29:39,365 INFO Epoch 2 	 Batch 99	LR : 0.00010	Top1 Acc.: 96.203	CLS Loss: 0.144	Mixup Loss: 1.324	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.165	Tot. Loss: 1.468
+2025-09-17 23:35:38,440 INFO Epoch 2 	 Batch 199	LR : 0.00010	Top1 Acc.: 96.109	CLS Loss: 0.139	Mixup Loss: 1.303	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.138	Tot. Loss: 1.442
+2025-09-17 23:41:36,222 INFO Epoch 2 	 Batch 299	LR : 0.00010	Top1 Acc.: 95.891	CLS Loss: 0.144	Mixup Loss: 1.305	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.145	Tot. Loss: 1.449
+2025-09-17 23:47:34,137 INFO Epoch 2 	 Batch 399	LR : 0.00010	Top1 Acc.: 96.422	CLS Loss: 0.141	Mixup Loss: 1.308	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.136	Tot. Loss: 1.450
+2025-09-17 23:53:32,075 INFO Epoch 2 	 Batch 499	LR : 0.00010	Top1 Acc.: 95.891	CLS Loss: 0.152	Mixup Loss: 1.325	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.141	Tot. Loss: 1.477
+2025-09-17 23:59:29,962 INFO Epoch 2 	 Batch 599	LR : 0.00010	Top1 Acc.: 95.875	CLS Loss: 0.154	Mixup Loss: 1.323	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.115	Tot. Loss: 1.476
+2025-09-18 00:05:27,845 INFO Epoch 2 	 Batch 699	LR : 0.00010	Top1 Acc.: 95.891	CLS Loss: 0.145	Mixup Loss: 1.322	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.137	Tot. Loss: 1.467
+2025-09-18 00:11:25,800 INFO Epoch 2 	 Batch 799	LR : 0.00010	Top1 Acc.: 95.984	CLS Loss: 0.153	Mixup Loss: 1.300	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.161	Tot. Loss: 1.453
+2025-09-18 00:17:23,586 INFO Epoch 2 	 Batch 899	LR : 0.00010	Top1 Acc.: 95.922	CLS Loss: 0.142	Mixup Loss: 1.308	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.166	Tot. Loss: 1.450
+2025-09-18 00:23:21,309 INFO Epoch 2 	 Batch 999	LR : 0.00010	Top1 Acc.: 96.031	CLS Loss: 0.141	Mixup Loss: 1.314	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.149	Tot. Loss: 1.455
+2025-09-18 00:29:19,116 INFO Epoch 2 	 Batch 1099	LR : 0.00010	Top1 Acc.: 95.656	CLS Loss: 0.146	Mixup Loss: 1.322	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.161	Tot. Loss: 1.468
+2025-09-18 00:35:16,962 INFO Epoch 2 	 Batch 1199	LR : 0.00010	Top1 Acc.: 96.266	CLS Loss: 0.143	Mixup Loss: 1.308	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.137	Tot. Loss: 1.451
+2025-09-18 00:41:14,735 INFO Epoch 2 	 Batch 1299	LR : 0.00010	Top1 Acc.: 96.219	CLS Loss: 0.141	Mixup Loss: 1.300	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.143	Tot. Loss: 1.441
+2025-09-18 00:47:12,428 INFO Epoch 2 	 Batch 1399	LR : 0.00010	Top1 Acc.: 96.172	CLS Loss: 0.134	Mixup Loss: 1.265	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.117	Tot. Loss: 1.399
+2025-09-18 00:53:10,155 INFO Epoch 2 	 Batch 1499	LR : 0.00010	Top1 Acc.: 95.922	CLS Loss: 0.149	Mixup Loss: 1.309	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.144	Tot. Loss: 1.458
+2025-09-18 00:59:07,880 INFO Epoch 2 	 Batch 1599	LR : 0.00010	Top1 Acc.: 95.719	CLS Loss: 0.147	Mixup Loss: 1.301	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.156	Tot. Loss: 1.448
+2025-09-18 01:05:05,715 INFO Epoch 2 	 Batch 1699	LR : 0.00010	Top1 Acc.: 96.062	CLS Loss: 0.147	Mixup Loss: 1.292	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.133	Tot. Loss: 1.439
+2025-09-18 01:11:03,447 INFO Epoch 2 	 Batch 1799	LR : 0.00010	Top1 Acc.: 96.078	CLS Loss: 0.147	Mixup Loss: 1.302	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.171	Tot. Loss: 1.449
+2025-09-18 01:17:01,175 INFO Epoch 2 	 Batch 1899	LR : 0.00010	Top1 Acc.: 95.766	CLS Loss: 0.147	Mixup Loss: 1.304	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.144	Tot. Loss: 1.451
+2025-09-18 01:22:58,884 INFO Epoch 2 	 Batch 1999	LR : 0.00010	Top1 Acc.: 96.453	CLS Loss: 0.132	Mixup Loss: 1.295	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.160	Tot. Loss: 1.427
+2025-09-18 01:28:56,652 INFO Epoch 2 	 Batch 2099	LR : 0.00010	Top1 Acc.: 95.984	CLS Loss: 0.150	Mixup Loss: 1.301	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.159	Tot. Loss: 1.451
+2025-09-18 01:34:54,502 INFO Epoch 2 	 Batch 2199	LR : 0.00010	Top1 Acc.: 96.484	CLS Loss: 0.135	Mixup Loss: 1.283	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.154	Tot. Loss: 1.419
+2025-09-18 01:40:52,199 INFO Epoch 2 	 Batch 2299	LR : 0.00010	Top1 Acc.: 96.312	CLS Loss: 0.142	Mixup Loss: 1.308	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.161	Tot. Loss: 1.450
+2025-09-18 01:46:49,907 INFO Epoch 2 	 Batch 2399	LR : 0.00010	Top1 Acc.: 96.422	CLS Loss: 0.135	Mixup Loss: 1.281	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.128	Tot. Loss: 1.416
+2025-09-18 01:52:47,644 INFO Epoch 2 	 Batch 2499	LR : 0.00010	Top1 Acc.: 96.141	CLS Loss: 0.148	Mixup Loss: 1.303	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.156	Tot. Loss: 1.451
+2025-09-18 01:58:45,388 INFO Epoch 2 	 Batch 2599	LR : 0.00010	Top1 Acc.: 96.094	CLS Loss: 0.139	Mixup Loss: 1.302	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.127	Tot. Loss: 1.441
+2025-09-18 02:04:43,200 INFO Epoch 2 	 Batch 2699	LR : 0.00010	Top1 Acc.: 96.047	CLS Loss: 0.136	Mixup Loss: 1.294	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.153	Tot. Loss: 1.430
+2025-09-18 02:10:41,006 INFO Epoch 2 	 Batch 2799	LR : 0.00010	Top1 Acc.: 95.922	CLS Loss: 0.140	Mixup Loss: 1.296	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.148	Tot. Loss: 1.436
+2025-09-18 02:16:38,761 INFO Epoch 2 	 Batch 2899	LR : 0.00010	Top1 Acc.: 96.156	CLS Loss: 0.148	Mixup Loss: 1.337	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.166	Tot. Loss: 1.485
+2025-09-18 02:22:36,465 INFO Epoch 2 	 Batch 2999	LR : 0.00010	Top1 Acc.: 95.797	CLS Loss: 0.152	Mixup Loss: 1.296	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.156	Tot. Loss: 1.448
+2025-09-18 02:28:34,272 INFO Epoch 2 	 Batch 3099	LR : 0.00010	Top1 Acc.: 96.047	CLS Loss: 0.144	Mixup Loss: 1.299	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.115	Tot. Loss: 1.443
+2025-09-18 02:34:32,035 INFO Epoch 2 	 Batch 3199	LR : 0.00010	Top1 Acc.: 96.094	CLS Loss: 0.138	Mixup Loss: 1.295	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.138	Tot. Loss: 1.433
+2025-09-18 02:40:29,751 INFO Epoch 2 	 Batch 3299	LR : 0.00010	Top1 Acc.: 96.094	CLS Loss: 0.145	Mixup Loss: 1.303	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.160	Tot. Loss: 1.448
+2025-09-18 02:46:27,529 INFO Epoch 2 	 Batch 3399	LR : 0.00010	Top1 Acc.: 96.188	CLS Loss: 0.140	Mixup Loss: 1.294	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.121	Tot. Loss: 1.434
+2025-09-18 02:52:25,249 INFO Epoch 2 	 Batch 3499	LR : 0.00010	Top1 Acc.: 96.344	CLS Loss: 0.130	Mixup Loss: 1.291	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.139	Tot. Loss: 1.421
+2025-09-18 02:58:22,977 INFO Epoch 2 	 Batch 3599	LR : 0.00010	Top1 Acc.: 95.891	CLS Loss: 0.143	Mixup Loss: 1.315	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.117	Tot. Loss: 1.458
+2025-09-18 03:04:20,726 INFO Epoch 2 	 Batch 3699	LR : 0.00010	Top1 Acc.: 96.078	CLS Loss: 0.143	Mixup Loss: 1.286	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.102	Tot. Loss: 1.429
+2025-09-18 03:10:18,497 INFO Epoch 2 	 Batch 3799	LR : 0.00010	Top1 Acc.: 95.672	CLS Loss: 0.154	Mixup Loss: 1.319	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.141	Tot. Loss: 1.473
+2025-09-18 03:16:16,274 INFO Epoch 2 	 Batch 3899	LR : 0.00010	Top1 Acc.: 96.031	CLS Loss: 0.141	Mixup Loss: 1.313	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.148	Tot. Loss: 1.454
+2025-09-18 03:22:14,005 INFO Epoch 2 	 Batch 3999	LR : 0.00010	Top1 Acc.: 96.516	CLS Loss: 0.128	Mixup Loss: 1.271	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.136	Tot. Loss: 1.399
+2025-09-18 03:28:11,845 INFO Epoch 2 	 Batch 4099	LR : 0.00010	Top1 Acc.: 95.969	CLS Loss: 0.144	Mixup Loss: 1.300	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.116	Tot. Loss: 1.444
+2025-09-18 03:34:09,533 INFO Epoch 2 	 Batch 4199	LR : 0.00010	Top1 Acc.: 96.016	CLS Loss: 0.146	Mixup Loss: 1.303	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.167	Tot. Loss: 1.449
+2025-09-18 03:40:07,250 INFO Epoch 2 	 Batch 4299	LR : 0.00010	Top1 Acc.: 96.469	CLS Loss: 0.137	Mixup Loss: 1.298	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.134	Tot. Loss: 1.434
+2025-09-18 03:46:05,020 INFO Epoch 2 	 Batch 4399	LR : 0.00010	Top1 Acc.: 96.172	CLS Loss: 0.139	Mixup Loss: 1.301	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.141	Tot. Loss: 1.440
+2025-09-18 03:52:02,750 INFO Epoch 2 	 Batch 4499	LR : 0.00010	Top1 Acc.: 96.062	CLS Loss: 0.148	Mixup Loss: 1.291	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.105	Tot. Loss: 1.438
+2025-09-18 03:58:00,545 INFO Epoch 2 	 Batch 4599	LR : 0.00010	Top1 Acc.: 96.219	CLS Loss: 0.142	Mixup Loss: 1.279	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.128	Tot. Loss: 1.421
+2025-09-18 04:03:58,293 INFO Epoch 2 	 Batch 4699	LR : 0.00010	Top1 Acc.: 96.188	CLS Loss: 0.136	Mixup Loss: 1.306	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.144	Tot. Loss: 1.441
+2025-09-18 04:09:56,002 INFO Epoch 2 	 Batch 4799	LR : 0.00010	Top1 Acc.: 95.938	CLS Loss: 0.144	Mixup Loss: 1.285	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.112	Tot. Loss: 1.429
+2025-09-18 04:15:53,722 INFO Epoch 2 	 Batch 4899	LR : 0.00010	Top1 Acc.: 95.938	CLS Loss: 0.149	Mixup Loss: 1.300	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.176	Tot. Loss: 1.449
+2025-09-18 04:21:51,667 INFO Epoch 2 	 Batch 4999	LR : 0.00010	Top1 Acc.: 96.094	CLS Loss: 0.137	Mixup Loss: 1.282	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.151	Tot. Loss: 1.419
+2025-09-18 04:29:03,207 INFO ################## 
+ ---> Validation Epoch 2 (Original Model)	Acc.: 82.056	FPR: 57.969	AUROC: 87.672	AUPR: 60.483	AURC: 46.312	EAURC: 29.153	AUPR Succ.: 96.573	ECE: 4.715	NLL: 7.052	Brier: 25.899
+2025-09-18 04:34:58,202 INFO ################## 
+ ---> Validation Epoch 2 (EMA Model)	Acc.: 82.052	FPR: 57.967	AUROC: 87.677	AUPR: 60.515	AURC: 46.331	EAURC: 29.164	AUPR Succ.: 96.571	ECE: 4.699	NLL: 7.055	Brier: 25.903
+2025-09-18 04:35:00,159 INFO Original Model Accuracy improved from 82.04 to 82.06!!!
+2025-09-18 04:35:05,995 INFO EMA Model Accuracy improved from 82.02 to 82.05!!!
+2025-09-18 04:35:11,549 INFO ####### --- Training Epoch 3 --- #######
+2025-09-18 04:52:54,818 INFO Epoch 3 	 Batch 99	LR : 0.00010	Top1 Acc.: 96.203	CLS Loss: 0.139	Mixup Loss: 1.332	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.172	Tot. Loss: 1.472
+2025-09-18 04:58:53,971 INFO Epoch 3 	 Batch 199	LR : 0.00010	Top1 Acc.: 96.359	CLS Loss: 0.135	Mixup Loss: 1.288	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.098	Tot. Loss: 1.423
+2025-09-18 05:04:53,364 INFO Epoch 3 	 Batch 299	LR : 0.00010	Top1 Acc.: 96.016	CLS Loss: 0.139	Mixup Loss: 1.295	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.139	Tot. Loss: 1.434
+2025-09-18 05:10:52,544 INFO Epoch 3 	 Batch 399	LR : 0.00010	Top1 Acc.: 96.469	CLS Loss: 0.138	Mixup Loss: 1.284	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.145	Tot. Loss: 1.422
+2025-09-18 05:16:50,164 INFO Epoch 3 	 Batch 499	LR : 0.00010	Top1 Acc.: 95.984	CLS Loss: 0.149	Mixup Loss: 1.320	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.138	Tot. Loss: 1.469
+2025-09-18 05:22:48,338 INFO Epoch 3 	 Batch 599	LR : 0.00010	Top1 Acc.: 95.938	CLS Loss: 0.149	Mixup Loss: 1.286	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.154	Tot. Loss: 1.435
+2025-09-18 05:28:46,290 INFO Epoch 3 	 Batch 699	LR : 0.00010	Top1 Acc.: 96.094	CLS Loss: 0.141	Mixup Loss: 1.307	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.164	Tot. Loss: 1.448
+2025-09-18 05:34:44,144 INFO Epoch 3 	 Batch 799	LR : 0.00010	Top1 Acc.: 96.000	CLS Loss: 0.150	Mixup Loss: 1.294	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.140	Tot. Loss: 1.444
+2025-09-18 05:40:42,093 INFO Epoch 3 	 Batch 899	LR : 0.00010	Top1 Acc.: 95.938	CLS Loss: 0.137	Mixup Loss: 1.297	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.157	Tot. Loss: 1.435
+2025-09-18 05:46:40,075 INFO Epoch 3 	 Batch 999	LR : 0.00010	Top1 Acc.: 96.016	CLS Loss: 0.137	Mixup Loss: 1.275	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.110	Tot. Loss: 1.412
+2025-09-18 05:52:38,052 INFO Epoch 3 	 Batch 1099	LR : 0.00010	Top1 Acc.: 95.750	CLS Loss: 0.142	Mixup Loss: 1.274	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.138	Tot. Loss: 1.417
+2025-09-18 05:58:36,023 INFO Epoch 3 	 Batch 1199	LR : 0.00010	Top1 Acc.: 96.266	CLS Loss: 0.140	Mixup Loss: 1.297	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.133	Tot. Loss: 1.437
+2025-09-18 06:04:33,952 INFO Epoch 3 	 Batch 1299	LR : 0.00010	Top1 Acc.: 96.156	CLS Loss: 0.138	Mixup Loss: 1.298	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.153	Tot. Loss: 1.436
+2025-09-18 06:10:31,905 INFO Epoch 3 	 Batch 1399	LR : 0.00010	Top1 Acc.: 96.266	CLS Loss: 0.130	Mixup Loss: 1.266	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.094	Tot. Loss: 1.397
+2025-09-18 06:16:29,844 INFO Epoch 3 	 Batch 1499	LR : 0.00010	Top1 Acc.: 96.031	CLS Loss: 0.145	Mixup Loss: 1.309	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.137	Tot. Loss: 1.454
+2025-09-18 06:22:27,800 INFO Epoch 3 	 Batch 1599	LR : 0.00010	Top1 Acc.: 96.000	CLS Loss: 0.142	Mixup Loss: 1.305	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.156	Tot. Loss: 1.447
+2025-09-18 06:28:25,691 INFO Epoch 3 	 Batch 1699	LR : 0.00010	Top1 Acc.: 96.109	CLS Loss: 0.144	Mixup Loss: 1.281	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.128	Tot. Loss: 1.425
+2025-09-18 06:34:23,615 INFO Epoch 3 	 Batch 1799	LR : 0.00010	Top1 Acc.: 96.141	CLS Loss: 0.143	Mixup Loss: 1.290	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.127	Tot. Loss: 1.432
+2025-09-18 06:40:21,644 INFO Epoch 3 	 Batch 1899	LR : 0.00010	Top1 Acc.: 95.797	CLS Loss: 0.144	Mixup Loss: 1.312	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.161	Tot. Loss: 1.456
+2025-09-18 06:46:19,540 INFO Epoch 3 	 Batch 1999	LR : 0.00010	Top1 Acc.: 96.516	CLS Loss: 0.129	Mixup Loss: 1.290	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.125	Tot. Loss: 1.419
+2025-09-18 06:52:17,520 INFO Epoch 3 	 Batch 2099	LR : 0.00010	Top1 Acc.: 95.984	CLS Loss: 0.146	Mixup Loss: 1.306	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.124	Tot. Loss: 1.452
+2025-09-18 06:58:15,483 INFO Epoch 3 	 Batch 2199	LR : 0.00010	Top1 Acc.: 96.469	CLS Loss: 0.132	Mixup Loss: 1.279	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.123	Tot. Loss: 1.411
+2025-09-18 07:04:13,417 INFO Epoch 3 	 Batch 2299	LR : 0.00010	Top1 Acc.: 96.000	CLS Loss: 0.140	Mixup Loss: 1.307	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.117	Tot. Loss: 1.447
+2025-09-18 07:10:11,342 INFO Epoch 3 	 Batch 2399	LR : 0.00010	Top1 Acc.: 96.438	CLS Loss: 0.132	Mixup Loss: 1.274	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.157	Tot. Loss: 1.406
+2025-09-18 07:16:09,288 INFO Epoch 3 	 Batch 2499	LR : 0.00010	Top1 Acc.: 96.156	CLS Loss: 0.145	Mixup Loss: 1.310	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.141	Tot. Loss: 1.455
+2025-09-18 07:22:07,197 INFO Epoch 3 	 Batch 2599	LR : 0.00010	Top1 Acc.: 96.188	CLS Loss: 0.135	Mixup Loss: 1.288	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.162	Tot. Loss: 1.423
+2025-09-18 07:28:05,126 INFO Epoch 3 	 Batch 2699	LR : 0.00010	Top1 Acc.: 96.266	CLS Loss: 0.132	Mixup Loss: 1.302	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.147	Tot. Loss: 1.434
+2025-09-18 07:34:03,061 INFO Epoch 3 	 Batch 2799	LR : 0.00010	Top1 Acc.: 96.031	CLS Loss: 0.136	Mixup Loss: 1.287	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.148	Tot. Loss: 1.423
+2025-09-18 07:40:01,019 INFO Epoch 3 	 Batch 2899	LR : 0.00010	Top1 Acc.: 96.250	CLS Loss: 0.145	Mixup Loss: 1.326	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.183	Tot. Loss: 1.471
+2025-09-18 07:45:58,980 INFO Epoch 3 	 Batch 2999	LR : 0.00010	Top1 Acc.: 95.766	CLS Loss: 0.148	Mixup Loss: 1.306	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.153	Tot. Loss: 1.454
+2025-09-18 07:51:56,896 INFO Epoch 3 	 Batch 3099	LR : 0.00010	Top1 Acc.: 96.062	CLS Loss: 0.141	Mixup Loss: 1.304	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.136	Tot. Loss: 1.445
+2025-09-18 07:57:54,801 INFO Epoch 3 	 Batch 3199	LR : 0.00010	Top1 Acc.: 96.234	CLS Loss: 0.135	Mixup Loss: 1.289	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.126	Tot. Loss: 1.425
+2025-09-18 08:03:52,721 INFO Epoch 3 	 Batch 3299	LR : 0.00010	Top1 Acc.: 96.219	CLS Loss: 0.142	Mixup Loss: 1.296	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.150	Tot. Loss: 1.438
+2025-09-18 08:09:50,655 INFO Epoch 3 	 Batch 3399	LR : 0.00010	Top1 Acc.: 96.094	CLS Loss: 0.138	Mixup Loss: 1.287	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.116	Tot. Loss: 1.425
+2025-09-18 08:15:48,576 INFO Epoch 3 	 Batch 3499	LR : 0.00010	Top1 Acc.: 96.344	CLS Loss: 0.126	Mixup Loss: 1.283	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.097	Tot. Loss: 1.409
+2025-09-18 08:21:46,475 INFO Epoch 3 	 Batch 3599	LR : 0.00010	Top1 Acc.: 96.031	CLS Loss: 0.141	Mixup Loss: 1.306	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.090	Tot. Loss: 1.447
+2025-09-18 08:27:44,373 INFO Epoch 3 	 Batch 3699	LR : 0.00010	Top1 Acc.: 96.141	CLS Loss: 0.140	Mixup Loss: 1.274	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.127	Tot. Loss: 1.414
+2025-09-18 08:33:42,369 INFO Epoch 3 	 Batch 3799	LR : 0.00010	Top1 Acc.: 95.719	CLS Loss: 0.150	Mixup Loss: 1.310	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.169	Tot. Loss: 1.460
+2025-09-18 08:39:40,280 INFO Epoch 3 	 Batch 3899	LR : 0.00010	Top1 Acc.: 96.250	CLS Loss: 0.138	Mixup Loss: 1.297	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.141	Tot. Loss: 1.434
+2025-09-18 08:45:38,263 INFO Epoch 3 	 Batch 3999	LR : 0.00010	Top1 Acc.: 96.609	CLS Loss: 0.125	Mixup Loss: 1.260	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.141	Tot. Loss: 1.385
+2025-09-18 08:51:36,147 INFO Epoch 3 	 Batch 4099	LR : 0.00010	Top1 Acc.: 96.078	CLS Loss: 0.140	Mixup Loss: 1.301	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.121	Tot. Loss: 1.441
+2025-09-18 08:57:34,026 INFO Epoch 3 	 Batch 4199	LR : 0.00010	Top1 Acc.: 96.031	CLS Loss: 0.144	Mixup Loss: 1.268	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.165	Tot. Loss: 1.412
+2025-09-18 09:03:31,930 INFO Epoch 3 	 Batch 4299	LR : 0.00010	Top1 Acc.: 96.547	CLS Loss: 0.133	Mixup Loss: 1.283	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.163	Tot. Loss: 1.416
+2025-09-18 09:09:29,791 INFO Epoch 3 	 Batch 4399	LR : 0.00010	Top1 Acc.: 96.234	CLS Loss: 0.136	Mixup Loss: 1.269	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.103	Tot. Loss: 1.404
+2025-09-18 09:15:27,680 INFO Epoch 3 	 Batch 4499	LR : 0.00009	Top1 Acc.: 96.078	CLS Loss: 0.145	Mixup Loss: 1.278	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.128	Tot. Loss: 1.423
+2025-09-18 09:21:25,612 INFO Epoch 3 	 Batch 4599	LR : 0.00009	Top1 Acc.: 96.234	CLS Loss: 0.140	Mixup Loss: 1.277	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.129	Tot. Loss: 1.417
+2025-09-18 09:27:23,558 INFO Epoch 3 	 Batch 4699	LR : 0.00009	Top1 Acc.: 96.203	CLS Loss: 0.133	Mixup Loss: 1.288	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.149	Tot. Loss: 1.421
+2025-09-18 09:33:21,561 INFO Epoch 3 	 Batch 4799	LR : 0.00009	Top1 Acc.: 96.062	CLS Loss: 0.141	Mixup Loss: 1.295	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.153	Tot. Loss: 1.436
+2025-09-18 09:39:19,464 INFO Epoch 3 	 Batch 4899	LR : 0.00009	Top1 Acc.: 96.016	CLS Loss: 0.145	Mixup Loss: 1.281	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.180	Tot. Loss: 1.426
+2025-09-18 09:45:17,420 INFO Epoch 3 	 Batch 4999	LR : 0.00009	Top1 Acc.: 96.234	CLS Loss: 0.133	Mixup Loss: 1.285	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.163	Tot. Loss: 1.418
+2025-09-18 09:51:30,900 INFO ################## 
+ ---> Validation Epoch 3 (Original Model)	Acc.: 82.012	FPR: 58.183	AUROC: 87.822	AUPR: 60.911	AURC: 45.725	EAURC: 28.479	AUPR Succ.: 96.652	ECE: 4.730	NLL: 7.033	Brier: 25.914
+2025-09-18 09:57:13,487 INFO ################## 
+ ---> Validation Epoch 3 (EMA Model)	Acc.: 82.038	FPR: 58.011	AUROC: 87.786	AUPR: 60.798	AURC: 45.779	EAURC: 28.584	AUPR Succ.: 96.640	ECE: 4.726	NLL: 7.037	Brier: 25.911
+2025-09-18 09:57:13,821 INFO ####### --- Training Epoch 4 --- #######
+2025-09-18 10:14:38,227 INFO Epoch 4 	 Batch 99	LR : 0.00009	Top1 Acc.: 96.328	CLS Loss: 0.137	Mixup Loss: 1.299	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.187	Tot. Loss: 1.437
+2025-09-18 10:20:36,406 INFO Epoch 4 	 Batch 199	LR : 0.00009	Top1 Acc.: 96.312	CLS Loss: 0.132	Mixup Loss: 1.284	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.102	Tot. Loss: 1.415
+2025-09-18 10:26:34,435 INFO Epoch 4 	 Batch 299	LR : 0.00009	Top1 Acc.: 95.938	CLS Loss: 0.138	Mixup Loss: 1.296	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.129	Tot. Loss: 1.434
+2025-09-18 10:32:33,290 INFO Epoch 4 	 Batch 399	LR : 0.00009	Top1 Acc.: 96.469	CLS Loss: 0.136	Mixup Loss: 1.282	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.138	Tot. Loss: 1.418
+2025-09-18 10:38:32,524 INFO Epoch 4 	 Batch 499	LR : 0.00009	Top1 Acc.: 96.016	CLS Loss: 0.146	Mixup Loss: 1.298	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.149	Tot. Loss: 1.444
+2025-09-18 10:44:31,730 INFO Epoch 4 	 Batch 599	LR : 0.00009	Top1 Acc.: 95.984	CLS Loss: 0.147	Mixup Loss: 1.291	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.153	Tot. Loss: 1.437
+2025-09-18 10:50:29,537 INFO Epoch 4 	 Batch 699	LR : 0.00009	Top1 Acc.: 96.031	CLS Loss: 0.140	Mixup Loss: 1.298	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.122	Tot. Loss: 1.438
+2025-09-18 10:56:27,549 INFO Epoch 4 	 Batch 799	LR : 0.00009	Top1 Acc.: 96.078	CLS Loss: 0.148	Mixup Loss: 1.293	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.135	Tot. Loss: 1.441
+2025-09-18 11:02:25,433 INFO Epoch 4 	 Batch 899	LR : 0.00009	Top1 Acc.: 96.172	CLS Loss: 0.134	Mixup Loss: 1.301	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.133	Tot. Loss: 1.436
+2025-09-18 11:08:23,211 INFO Epoch 4 	 Batch 999	LR : 0.00009	Top1 Acc.: 96.125	CLS Loss: 0.135	Mixup Loss: 1.284	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.124	Tot. Loss: 1.419
+2025-09-18 11:14:21,104 INFO Epoch 4 	 Batch 1099	LR : 0.00009	Top1 Acc.: 95.797	CLS Loss: 0.139	Mixup Loss: 1.285	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.147	Tot. Loss: 1.425
+2025-09-18 11:20:18,926 INFO Epoch 4 	 Batch 1199	LR : 0.00009	Top1 Acc.: 96.250	CLS Loss: 0.138	Mixup Loss: 1.290	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.138	Tot. Loss: 1.428
+2025-09-18 11:26:16,747 INFO Epoch 4 	 Batch 1299	LR : 0.00009	Top1 Acc.: 96.203	CLS Loss: 0.136	Mixup Loss: 1.294	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.150	Tot. Loss: 1.430
+2025-09-18 11:32:14,543 INFO Epoch 4 	 Batch 1399	LR : 0.00009	Top1 Acc.: 96.391	CLS Loss: 0.127	Mixup Loss: 1.257	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.113	Tot. Loss: 1.384
+2025-09-18 11:38:12,355 INFO Epoch 4 	 Batch 1499	LR : 0.00009	Top1 Acc.: 96.203	CLS Loss: 0.142	Mixup Loss: 1.287	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.119	Tot. Loss: 1.429
+2025-09-18 11:44:10,181 INFO Epoch 4 	 Batch 1599	LR : 0.00009	Top1 Acc.: 96.078	CLS Loss: 0.140	Mixup Loss: 1.293	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.141	Tot. Loss: 1.433
+2025-09-18 11:50:08,052 INFO Epoch 4 	 Batch 1699	LR : 0.00009	Top1 Acc.: 96.406	CLS Loss: 0.141	Mixup Loss: 1.283	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.126	Tot. Loss: 1.424
+2025-09-18 11:56:05,834 INFO Epoch 4 	 Batch 1799	LR : 0.00009	Top1 Acc.: 96.172	CLS Loss: 0.141	Mixup Loss: 1.280	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.120	Tot. Loss: 1.421
+2025-09-18 12:02:03,594 INFO Epoch 4 	 Batch 1899	LR : 0.00009	Top1 Acc.: 96.000	CLS Loss: 0.141	Mixup Loss: 1.301	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.130	Tot. Loss: 1.441
+2025-09-18 12:08:01,419 INFO Epoch 4 	 Batch 1999	LR : 0.00009	Top1 Acc.: 96.422	CLS Loss: 0.128	Mixup Loss: 1.279	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.120	Tot. Loss: 1.408
+2025-09-18 12:13:59,188 INFO Epoch 4 	 Batch 2099	LR : 0.00009	Top1 Acc.: 96.016	CLS Loss: 0.143	Mixup Loss: 1.297	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.146	Tot. Loss: 1.440
+2025-09-18 12:19:57,067 INFO Epoch 4 	 Batch 2199	LR : 0.00009	Top1 Acc.: 96.438	CLS Loss: 0.129	Mixup Loss: 1.285	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.092	Tot. Loss: 1.413
+2025-09-18 12:25:54,793 INFO Epoch 4 	 Batch 2299	LR : 0.00009	Top1 Acc.: 96.281	CLS Loss: 0.137	Mixup Loss: 1.285	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.146	Tot. Loss: 1.422
+2025-09-18 12:31:52,793 INFO Epoch 4 	 Batch 2399	LR : 0.00009	Top1 Acc.: 96.406	CLS Loss: 0.130	Mixup Loss: 1.282	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.150	Tot. Loss: 1.412
+2025-09-18 12:37:50,713 INFO Epoch 4 	 Batch 2499	LR : 0.00009	Top1 Acc.: 96.109	CLS Loss: 0.142	Mixup Loss: 1.313	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.147	Tot. Loss: 1.455
+2025-09-18 12:43:48,783 INFO Epoch 4 	 Batch 2599	LR : 0.00009	Top1 Acc.: 96.266	CLS Loss: 0.134	Mixup Loss: 1.294	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.124	Tot. Loss: 1.428
+2025-09-18 12:49:46,713 INFO Epoch 4 	 Batch 2699	LR : 0.00009	Top1 Acc.: 96.469	CLS Loss: 0.130	Mixup Loss: 1.286	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.132	Tot. Loss: 1.416
+2025-09-18 12:55:44,581 INFO Epoch 4 	 Batch 2799	LR : 0.00009	Top1 Acc.: 96.094	CLS Loss: 0.134	Mixup Loss: 1.275	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.130	Tot. Loss: 1.408
+2025-09-18 13:01:42,488 INFO Epoch 4 	 Batch 2899	LR : 0.00009	Top1 Acc.: 96.281	CLS Loss: 0.143	Mixup Loss: 1.322	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.132	Tot. Loss: 1.465
+2025-09-18 13:07:40,449 INFO Epoch 4 	 Batch 2999	LR : 0.00009	Top1 Acc.: 95.719	CLS Loss: 0.147	Mixup Loss: 1.302	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.130	Tot. Loss: 1.449
+2025-09-18 13:13:38,428 INFO Epoch 4 	 Batch 3099	LR : 0.00009	Top1 Acc.: 96.078	CLS Loss: 0.139	Mixup Loss: 1.279	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.134	Tot. Loss: 1.418
+2025-09-18 13:19:36,280 INFO Epoch 4 	 Batch 3199	LR : 0.00009	Top1 Acc.: 96.219	CLS Loss: 0.133	Mixup Loss: 1.283	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.096	Tot. Loss: 1.416
+2025-09-18 13:25:34,167 INFO Epoch 4 	 Batch 3299	LR : 0.00009	Top1 Acc.: 96.266	CLS Loss: 0.139	Mixup Loss: 1.295	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.140	Tot. Loss: 1.435
+2025-09-18 13:31:32,046 INFO Epoch 4 	 Batch 3399	LR : 0.00009	Top1 Acc.: 96.203	CLS Loss: 0.136	Mixup Loss: 1.277	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.126	Tot. Loss: 1.414
+2025-09-18 13:37:30,034 INFO Epoch 4 	 Batch 3499	LR : 0.00009	Top1 Acc.: 96.594	CLS Loss: 0.123	Mixup Loss: 1.276	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.109	Tot. Loss: 1.399
+2025-09-18 13:43:28,036 INFO Epoch 4 	 Batch 3599	LR : 0.00009	Top1 Acc.: 96.094	CLS Loss: 0.139	Mixup Loss: 1.297	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.136	Tot. Loss: 1.436
+2025-09-18 13:49:26,056 INFO Epoch 4 	 Batch 3699	LR : 0.00009	Top1 Acc.: 96.297	CLS Loss: 0.138	Mixup Loss: 1.272	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.128	Tot. Loss: 1.410
+2025-09-18 13:55:23,981 INFO Epoch 4 	 Batch 3799	LR : 0.00009	Top1 Acc.: 95.594	CLS Loss: 0.148	Mixup Loss: 1.316	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.133	Tot. Loss: 1.463
+2025-09-18 14:01:21,917 INFO Epoch 4 	 Batch 3899	LR : 0.00009	Top1 Acc.: 96.141	CLS Loss: 0.136	Mixup Loss: 1.296	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.138	Tot. Loss: 1.432
+2025-09-18 14:07:19,839 INFO Epoch 4 	 Batch 3999	LR : 0.00009	Top1 Acc.: 96.656	CLS Loss: 0.123	Mixup Loss: 1.256	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.120	Tot. Loss: 1.379
+2025-09-18 14:13:17,797 INFO Epoch 4 	 Batch 4099	LR : 0.00009	Top1 Acc.: 96.078	CLS Loss: 0.137	Mixup Loss: 1.298	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.141	Tot. Loss: 1.435
+2025-09-18 14:19:15,758 INFO Epoch 4 	 Batch 4199	LR : 0.00009	Top1 Acc.: 96.109	CLS Loss: 0.142	Mixup Loss: 1.284	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.124	Tot. Loss: 1.426
+2025-09-18 14:25:13,708 INFO Epoch 4 	 Batch 4299	LR : 0.00009	Top1 Acc.: 96.469	CLS Loss: 0.131	Mixup Loss: 1.282	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.143	Tot. Loss: 1.414
+2025-09-18 14:31:11,659 INFO Epoch 4 	 Batch 4399	LR : 0.00009	Top1 Acc.: 96.297	CLS Loss: 0.134	Mixup Loss: 1.269	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.109	Tot. Loss: 1.404
+2025-09-18 14:37:09,694 INFO Epoch 4 	 Batch 4499	LR : 0.00009	Top1 Acc.: 96.172	CLS Loss: 0.142	Mixup Loss: 1.285	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.160	Tot. Loss: 1.427
+2025-09-18 14:43:07,551 INFO Epoch 4 	 Batch 4599	LR : 0.00009	Top1 Acc.: 96.359	CLS Loss: 0.137	Mixup Loss: 1.273	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.130	Tot. Loss: 1.410
+2025-09-18 14:49:05,375 INFO Epoch 4 	 Batch 4699	LR : 0.00009	Top1 Acc.: 96.188	CLS Loss: 0.131	Mixup Loss: 1.288	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.121	Tot. Loss: 1.418
+2025-09-18 14:55:03,159 INFO Epoch 4 	 Batch 4799	LR : 0.00009	Top1 Acc.: 96.000	CLS Loss: 0.139	Mixup Loss: 1.281	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.143	Tot. Loss: 1.420
+2025-09-18 15:01:00,951 INFO Epoch 4 	 Batch 4899	LR : 0.00009	Top1 Acc.: 96.094	CLS Loss: 0.143	Mixup Loss: 1.284	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.125	Tot. Loss: 1.427
+2025-09-18 15:06:58,731 INFO Epoch 4 	 Batch 4999	LR : 0.00009	Top1 Acc.: 96.156	CLS Loss: 0.132	Mixup Loss: 1.270	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.118	Tot. Loss: 1.403
+2025-09-18 15:14:30,354 INFO ################## 
+ ---> Validation Epoch 4 (Original Model)	Acc.: 82.018	FPR: 58.269	AUROC: 87.862	AUPR: 60.671	AURC: 45.358	EAURC: 28.123	AUPR Succ.: 96.695	ECE: 4.771	NLL: 7.018	Brier: 25.912
+2025-09-18 15:21:08,510 INFO ################## 
+ ---> Validation Epoch 4 (EMA Model)	Acc.: 82.022	FPR: 58.216	AUROC: 87.841	AUPR: 60.726	AURC: 45.501	EAURC: 28.274	AUPR Succ.: 96.677	ECE: 4.773	NLL: 7.026	Brier: 25.917
+2025-09-18 15:21:08,544 INFO ####### --- Training Epoch 5 --- #######
+2025-09-18 15:41:26,570 INFO Epoch 5 	 Batch 99	LR : 0.00009	Top1 Acc.: 96.281	CLS Loss: 0.136	Mixup Loss: 1.309	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.143	Tot. Loss: 1.445
+2025-09-18 15:47:24,561 INFO Epoch 5 	 Batch 199	LR : 0.00009	Top1 Acc.: 96.469	CLS Loss: 0.130	Mixup Loss: 1.269	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.118	Tot. Loss: 1.399
+2025-09-18 15:53:22,308 INFO Epoch 5 	 Batch 299	LR : 0.00009	Top1 Acc.: 96.141	CLS Loss: 0.134	Mixup Loss: 1.286	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.103	Tot. Loss: 1.420
+2025-09-18 15:59:20,185 INFO Epoch 5 	 Batch 399	LR : 0.00009	Top1 Acc.: 96.531	CLS Loss: 0.133	Mixup Loss: 1.282	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.109	Tot. Loss: 1.415
+2025-09-18 16:05:18,737 INFO Epoch 5 	 Batch 499	LR : 0.00009	Top1 Acc.: 96.016	CLS Loss: 0.144	Mixup Loss: 1.302	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.148	Tot. Loss: 1.445
+2025-09-18 16:11:17,556 INFO Epoch 5 	 Batch 599	LR : 0.00009	Top1 Acc.: 96.125	CLS Loss: 0.144	Mixup Loss: 1.283	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.161	Tot. Loss: 1.428
+2025-09-18 16:17:16,774 INFO Epoch 5 	 Batch 699	LR : 0.00009	Top1 Acc.: 96.219	CLS Loss: 0.137	Mixup Loss: 1.293	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.148	Tot. Loss: 1.429
+2025-09-18 16:23:15,810 INFO Epoch 5 	 Batch 799	LR : 0.00009	Top1 Acc.: 96.125	CLS Loss: 0.145	Mixup Loss: 1.276	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.132	Tot. Loss: 1.421
+2025-09-18 16:29:13,684 INFO Epoch 5 	 Batch 899	LR : 0.00009	Top1 Acc.: 96.234	CLS Loss: 0.132	Mixup Loss: 1.297	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.149	Tot. Loss: 1.429
+2025-09-18 16:35:11,695 INFO Epoch 5 	 Batch 999	LR : 0.00009	Top1 Acc.: 96.062	CLS Loss: 0.133	Mixup Loss: 1.281	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.163	Tot. Loss: 1.414
+2025-09-18 16:41:09,574 INFO Epoch 5 	 Batch 1099	LR : 0.00009	Top1 Acc.: 95.953	CLS Loss: 0.137	Mixup Loss: 1.291	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.163	Tot. Loss: 1.428
+2025-09-18 16:47:07,468 INFO Epoch 5 	 Batch 1199	LR : 0.00009	Top1 Acc.: 96.359	CLS Loss: 0.135	Mixup Loss: 1.283	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.130	Tot. Loss: 1.418
+2025-09-18 16:53:05,331 INFO Epoch 5 	 Batch 1299	LR : 0.00009	Top1 Acc.: 96.328	CLS Loss: 0.133	Mixup Loss: 1.299	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.114	Tot. Loss: 1.432
+2025-09-18 16:59:03,352 INFO Epoch 5 	 Batch 1399	LR : 0.00009	Top1 Acc.: 96.281	CLS Loss: 0.127	Mixup Loss: 1.261	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.053	Tot. Loss: 1.388
+2025-09-18 17:05:01,191 INFO Epoch 5 	 Batch 1499	LR : 0.00009	Top1 Acc.: 96.125	CLS Loss: 0.141	Mixup Loss: 1.286	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.138	Tot. Loss: 1.427
+2025-09-18 17:10:59,100 INFO Epoch 5 	 Batch 1599	LR : 0.00009	Top1 Acc.: 96.000	CLS Loss: 0.138	Mixup Loss: 1.276	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.140	Tot. Loss: 1.414
+2025-09-18 17:16:57,029 INFO Epoch 5 	 Batch 1699	LR : 0.00009	Top1 Acc.: 96.297	CLS Loss: 0.140	Mixup Loss: 1.289	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.092	Tot. Loss: 1.428
+2025-09-18 17:22:54,910 INFO Epoch 5 	 Batch 1799	LR : 0.00009	Top1 Acc.: 96.219	CLS Loss: 0.138	Mixup Loss: 1.291	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.128	Tot. Loss: 1.429
+2025-09-18 17:28:52,754 INFO Epoch 5 	 Batch 1899	LR : 0.00009	Top1 Acc.: 96.047	CLS Loss: 0.138	Mixup Loss: 1.292	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.120	Tot. Loss: 1.430
+2025-09-18 17:34:50,426 INFO Epoch 5 	 Batch 1999	LR : 0.00009	Top1 Acc.: 96.547	CLS Loss: 0.127	Mixup Loss: 1.284	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.135	Tot. Loss: 1.410
+2025-09-18 17:40:48,174 INFO Epoch 5 	 Batch 2099	LR : 0.00009	Top1 Acc.: 96.156	CLS Loss: 0.142	Mixup Loss: 1.284	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.155	Tot. Loss: 1.426
+2025-09-18 17:46:45,889 INFO Epoch 5 	 Batch 2199	LR : 0.00009	Top1 Acc.: 96.625	CLS Loss: 0.126	Mixup Loss: 1.274	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.087	Tot. Loss: 1.400
+2025-09-18 17:52:43,660 INFO Epoch 5 	 Batch 2299	LR : 0.00009	Top1 Acc.: 96.234	CLS Loss: 0.135	Mixup Loss: 1.297	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.112	Tot. Loss: 1.432
+2025-09-18 17:58:41,419 INFO Epoch 5 	 Batch 2399	LR : 0.00009	Top1 Acc.: 96.547	CLS Loss: 0.129	Mixup Loss: 1.268	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.104	Tot. Loss: 1.397
+2025-09-18 18:04:39,128 INFO Epoch 5 	 Batch 2499	LR : 0.00009	Top1 Acc.: 96.281	CLS Loss: 0.141	Mixup Loss: 1.294	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.151	Tot. Loss: 1.435
+2025-09-18 18:10:36,873 INFO Epoch 5 	 Batch 2599	LR : 0.00009	Top1 Acc.: 96.359	CLS Loss: 0.131	Mixup Loss: 1.294	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.175	Tot. Loss: 1.424
+2025-09-18 18:16:34,611 INFO Epoch 5 	 Batch 2699	LR : 0.00009	Top1 Acc.: 96.266	CLS Loss: 0.130	Mixup Loss: 1.286	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.131	Tot. Loss: 1.415
+2025-09-18 18:22:32,323 INFO Epoch 5 	 Batch 2799	LR : 0.00009	Top1 Acc.: 96.062	CLS Loss: 0.132	Mixup Loss: 1.275	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.114	Tot. Loss: 1.408
+2025-09-18 18:28:30,032 INFO Epoch 5 	 Batch 2899	LR : 0.00009	Top1 Acc.: 96.469	CLS Loss: 0.141	Mixup Loss: 1.318	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.150	Tot. Loss: 1.458
+2025-09-18 18:34:27,740 INFO Epoch 5 	 Batch 2999	LR : 0.00009	Top1 Acc.: 95.969	CLS Loss: 0.144	Mixup Loss: 1.277	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.173	Tot. Loss: 1.421
+2025-09-18 18:40:25,491 INFO Epoch 5 	 Batch 3099	LR : 0.00009	Top1 Acc.: 96.062	CLS Loss: 0.137	Mixup Loss: 1.287	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.160	Tot. Loss: 1.424
+2025-09-18 18:46:23,204 INFO Epoch 5 	 Batch 3199	LR : 0.00009	Top1 Acc.: 96.188	CLS Loss: 0.131	Mixup Loss: 1.287	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.111	Tot. Loss: 1.419
+2025-09-18 18:52:21,099 INFO Epoch 5 	 Batch 3299	LR : 0.00009	Top1 Acc.: 96.406	CLS Loss: 0.137	Mixup Loss: 1.288	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.162	Tot. Loss: 1.425
+2025-09-18 18:58:18,805 INFO Epoch 5 	 Batch 3399	LR : 0.00009	Top1 Acc.: 96.359	CLS Loss: 0.135	Mixup Loss: 1.281	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.122	Tot. Loss: 1.415
+2025-09-18 19:04:16,535 INFO Epoch 5 	 Batch 3499	LR : 0.00009	Top1 Acc.: 96.516	CLS Loss: 0.122	Mixup Loss: 1.274	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.130	Tot. Loss: 1.396
+2025-09-18 19:10:14,204 INFO Epoch 5 	 Batch 3599	LR : 0.00009	Top1 Acc.: 96.172	CLS Loss: 0.136	Mixup Loss: 1.296	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.159	Tot. Loss: 1.432
+2025-09-18 19:16:11,905 INFO Epoch 5 	 Batch 3699	LR : 0.00009	Top1 Acc.: 96.219	CLS Loss: 0.136	Mixup Loss: 1.267	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.145	Tot. Loss: 1.403
+2025-09-18 19:22:09,608 INFO Epoch 5 	 Batch 3799	LR : 0.00009	Top1 Acc.: 95.719	CLS Loss: 0.146	Mixup Loss: 1.294	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.170	Tot. Loss: 1.440
+2025-09-18 19:28:07,288 INFO Epoch 5 	 Batch 3899	LR : 0.00009	Top1 Acc.: 96.188	CLS Loss: 0.134	Mixup Loss: 1.285	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.137	Tot. Loss: 1.418
+2025-09-18 19:34:04,977 INFO Epoch 5 	 Batch 3999	LR : 0.00009	Top1 Acc.: 96.766	CLS Loss: 0.121	Mixup Loss: 1.250	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.087	Tot. Loss: 1.371
+2025-09-18 19:40:02,665 INFO Epoch 5 	 Batch 4099	LR : 0.00009	Top1 Acc.: 96.188	CLS Loss: 0.136	Mixup Loss: 1.304	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.167	Tot. Loss: 1.440
+2025-09-18 19:46:00,487 INFO Epoch 5 	 Batch 4199	LR : 0.00009	Top1 Acc.: 96.281	CLS Loss: 0.139	Mixup Loss: 1.283	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.135	Tot. Loss: 1.422
+2025-09-18 19:51:58,272 INFO Epoch 5 	 Batch 4299	LR : 0.00009	Top1 Acc.: 96.641	CLS Loss: 0.130	Mixup Loss: 1.271	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.155	Tot. Loss: 1.401
+2025-09-18 19:57:55,982 INFO Epoch 5 	 Batch 4399	LR : 0.00009	Top1 Acc.: 96.312	CLS Loss: 0.133	Mixup Loss: 1.268	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.119	Tot. Loss: 1.401
+2025-09-18 20:03:53,717 INFO Epoch 5 	 Batch 4499	LR : 0.00009	Top1 Acc.: 96.125	CLS Loss: 0.141	Mixup Loss: 1.278	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.115	Tot. Loss: 1.420
+2025-09-18 20:09:51,422 INFO Epoch 5 	 Batch 4599	LR : 0.00009	Top1 Acc.: 96.391	CLS Loss: 0.135	Mixup Loss: 1.264	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.086	Tot. Loss: 1.399
+2025-09-18 20:15:49,169 INFO Epoch 5 	 Batch 4699	LR : 0.00009	Top1 Acc.: 96.406	CLS Loss: 0.128	Mixup Loss: 1.275	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.131	Tot. Loss: 1.404
+2025-09-18 20:21:46,877 INFO Epoch 5 	 Batch 4799	LR : 0.00009	Top1 Acc.: 96.047	CLS Loss: 0.137	Mixup Loss: 1.293	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.107	Tot. Loss: 1.431
+2025-09-18 20:27:44,535 INFO Epoch 5 	 Batch 4899	LR : 0.00009	Top1 Acc.: 96.125	CLS Loss: 0.142	Mixup Loss: 1.303	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.130	Tot. Loss: 1.446
+2025-09-18 20:33:42,210 INFO Epoch 5 	 Batch 4999	LR : 0.00009	Top1 Acc.: 96.328	CLS Loss: 0.131	Mixup Loss: 1.254	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.156	Tot. Loss: 1.385
+2025-09-18 20:40:16,639 INFO ################## 
+ ---> Validation Epoch 5 (Original Model)	Acc.: 81.980	FPR: 57.858	AUROC: 87.933	AUPR: 61.032	AURC: 45.158	EAURC: 27.848	AUPR Succ.: 96.726	ECE: 4.759	NLL: 7.012	Brier: 25.923
+2025-09-18 20:46:41,559 INFO ################## 
+ ---> Validation Epoch 5 (EMA Model)	Acc.: 82.024	FPR: 58.066	AUROC: 87.866	AUPR: 60.795	AURC: 45.277	EAURC: 28.054	AUPR Succ.: 96.703	ECE: 4.761	NLL: 7.020	Brier: 25.922
+2025-09-18 20:46:41,604 INFO ####### --- Training Epoch 6 --- #######
+2025-09-18 21:05:29,046 INFO Epoch 6 	 Batch 99	LR : 0.00009	Top1 Acc.: 96.422	CLS Loss: 0.134	Mixup Loss: 1.307	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.146	Tot. Loss: 1.441
+2025-09-18 21:11:27,219 INFO Epoch 6 	 Batch 199	LR : 0.00009	Top1 Acc.: 96.391	CLS Loss: 0.129	Mixup Loss: 1.272	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.157	Tot. Loss: 1.401
+2025-09-18 21:17:25,107 INFO Epoch 6 	 Batch 299	LR : 0.00009	Top1 Acc.: 96.188	CLS Loss: 0.132	Mixup Loss: 1.297	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.093	Tot. Loss: 1.429
+2025-09-18 21:23:22,962 INFO Epoch 6 	 Batch 399	LR : 0.00008	Top1 Acc.: 96.453	CLS Loss: 0.133	Mixup Loss: 1.276	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.124	Tot. Loss: 1.409
+2025-09-18 21:29:20,778 INFO Epoch 6 	 Batch 499	LR : 0.00008	Top1 Acc.: 96.062	CLS Loss: 0.142	Mixup Loss: 1.289	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.157	Tot. Loss: 1.431
+2025-09-18 21:35:18,609 INFO Epoch 6 	 Batch 599	LR : 0.00008	Top1 Acc.: 96.156	CLS Loss: 0.144	Mixup Loss: 1.292	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.163	Tot. Loss: 1.435
+2025-09-18 21:41:16,728 INFO Epoch 6 	 Batch 699	LR : 0.00008	Top1 Acc.: 96.156	CLS Loss: 0.136	Mixup Loss: 1.286	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.176	Tot. Loss: 1.422
+2025-09-18 21:47:15,747 INFO Epoch 6 	 Batch 799	LR : 0.00008	Top1 Acc.: 96.203	CLS Loss: 0.144	Mixup Loss: 1.272	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.139	Tot. Loss: 1.417
+2025-09-18 21:53:14,838 INFO Epoch 6 	 Batch 899	LR : 0.00008	Top1 Acc.: 96.031	CLS Loss: 0.132	Mixup Loss: 1.288	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.143	Tot. Loss: 1.420
+2025-09-18 21:59:13,969 INFO Epoch 6 	 Batch 999	LR : 0.00008	Top1 Acc.: 96.141	CLS Loss: 0.133	Mixup Loss: 1.275	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.162	Tot. Loss: 1.408
+2025-09-18 22:05:12,821 INFO Epoch 6 	 Batch 1099	LR : 0.00008	Top1 Acc.: 95.844	CLS Loss: 0.136	Mixup Loss: 1.271	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.102	Tot. Loss: 1.407
+2025-09-18 22:11:10,681 INFO Epoch 6 	 Batch 1199	LR : 0.00008	Top1 Acc.: 96.422	CLS Loss: 0.134	Mixup Loss: 1.277	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.115	Tot. Loss: 1.411
+2025-09-18 22:17:08,658 INFO Epoch 6 	 Batch 1299	LR : 0.00008	Top1 Acc.: 96.281	CLS Loss: 0.131	Mixup Loss: 1.264	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.163	Tot. Loss: 1.395
+2025-09-18 22:23:06,494 INFO Epoch 6 	 Batch 1399	LR : 0.00008	Top1 Acc.: 96.422	CLS Loss: 0.124	Mixup Loss: 1.252	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.102	Tot. Loss: 1.376
+2025-09-18 22:29:04,388 INFO Epoch 6 	 Batch 1499	LR : 0.00008	Top1 Acc.: 96.234	CLS Loss: 0.139	Mixup Loss: 1.291	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.128	Tot. Loss: 1.430
+2025-09-18 22:35:02,236 INFO Epoch 6 	 Batch 1599	LR : 0.00008	Top1 Acc.: 96.031	CLS Loss: 0.137	Mixup Loss: 1.277	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.125	Tot. Loss: 1.414
+2025-09-18 22:41:00,209 INFO Epoch 6 	 Batch 1699	LR : 0.00008	Top1 Acc.: 96.469	CLS Loss: 0.137	Mixup Loss: 1.268	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.120	Tot. Loss: 1.405
+2025-09-18 22:46:58,122 INFO Epoch 6 	 Batch 1799	LR : 0.00008	Top1 Acc.: 96.266	CLS Loss: 0.137	Mixup Loss: 1.288	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.154	Tot. Loss: 1.426
+2025-09-18 22:52:56,057 INFO Epoch 6 	 Batch 1899	LR : 0.00008	Top1 Acc.: 96.125	CLS Loss: 0.137	Mixup Loss: 1.278	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.120	Tot. Loss: 1.415
+2025-09-18 22:58:53,937 INFO Epoch 6 	 Batch 1999	LR : 0.00008	Top1 Acc.: 96.625	CLS Loss: 0.125	Mixup Loss: 1.272	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.129	Tot. Loss: 1.398
+2025-09-18 23:04:51,931 INFO Epoch 6 	 Batch 2099	LR : 0.00008	Top1 Acc.: 96.078	CLS Loss: 0.139	Mixup Loss: 1.276	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.129	Tot. Loss: 1.416
+2025-09-18 23:10:49,826 INFO Epoch 6 	 Batch 2199	LR : 0.00008	Top1 Acc.: 96.500	CLS Loss: 0.126	Mixup Loss: 1.262	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.156	Tot. Loss: 1.388
+2025-09-18 23:16:47,727 INFO Epoch 6 	 Batch 2299	LR : 0.00008	Top1 Acc.: 96.125	CLS Loss: 0.134	Mixup Loss: 1.295	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.155	Tot. Loss: 1.429
+2025-09-18 23:22:45,655 INFO Epoch 6 	 Batch 2399	LR : 0.00008	Top1 Acc.: 96.625	CLS Loss: 0.127	Mixup Loss: 1.275	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.140	Tot. Loss: 1.401
+2025-09-18 23:28:43,554 INFO Epoch 6 	 Batch 2499	LR : 0.00008	Top1 Acc.: 96.219	CLS Loss: 0.139	Mixup Loss: 1.292	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.117	Tot. Loss: 1.431
+2025-09-18 23:34:41,462 INFO Epoch 6 	 Batch 2599	LR : 0.00008	Top1 Acc.: 96.422	CLS Loss: 0.129	Mixup Loss: 1.286	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.107	Tot. Loss: 1.415
+2025-09-18 23:40:39,483 INFO Epoch 6 	 Batch 2699	LR : 0.00008	Top1 Acc.: 96.531	CLS Loss: 0.126	Mixup Loss: 1.289	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.142	Tot. Loss: 1.415
+2025-09-18 23:46:37,402 INFO Epoch 6 	 Batch 2799	LR : 0.00008	Top1 Acc.: 96.203	CLS Loss: 0.130	Mixup Loss: 1.275	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.107	Tot. Loss: 1.404
+2025-09-18 23:52:35,333 INFO Epoch 6 	 Batch 2899	LR : 0.00008	Top1 Acc.: 96.453	CLS Loss: 0.140	Mixup Loss: 1.296	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.157	Tot. Loss: 1.435
+2025-09-18 23:58:33,287 INFO Epoch 6 	 Batch 2999	LR : 0.00008	Top1 Acc.: 95.984	CLS Loss: 0.143	Mixup Loss: 1.299	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.129	Tot. Loss: 1.442
+2025-09-19 00:04:31,317 INFO Epoch 6 	 Batch 3099	LR : 0.00008	Top1 Acc.: 96.328	CLS Loss: 0.135	Mixup Loss: 1.279	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.120	Tot. Loss: 1.414
+2025-09-19 00:10:29,324 INFO Epoch 6 	 Batch 3199	LR : 0.00008	Top1 Acc.: 96.359	CLS Loss: 0.129	Mixup Loss: 1.265	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.122	Tot. Loss: 1.394
+2025-09-19 00:16:27,428 INFO Epoch 6 	 Batch 3299	LR : 0.00008	Top1 Acc.: 96.312	CLS Loss: 0.137	Mixup Loss: 1.280	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.184	Tot. Loss: 1.417
+2025-09-19 00:22:25,523 INFO Epoch 6 	 Batch 3399	LR : 0.00008	Top1 Acc.: 96.359	CLS Loss: 0.133	Mixup Loss: 1.286	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.148	Tot. Loss: 1.419
+2025-09-19 00:28:23,559 INFO Epoch 6 	 Batch 3499	LR : 0.00008	Top1 Acc.: 96.656	CLS Loss: 0.121	Mixup Loss: 1.262	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.131	Tot. Loss: 1.383
+2025-09-19 00:34:21,610 INFO Epoch 6 	 Batch 3599	LR : 0.00008	Top1 Acc.: 96.297	CLS Loss: 0.136	Mixup Loss: 1.273	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.147	Tot. Loss: 1.409
+2025-09-19 00:40:19,761 INFO Epoch 6 	 Batch 3699	LR : 0.00008	Top1 Acc.: 96.328	CLS Loss: 0.136	Mixup Loss: 1.267	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.118	Tot. Loss: 1.402
+2025-09-19 00:46:17,808 INFO Epoch 6 	 Batch 3799	LR : 0.00008	Top1 Acc.: 95.812	CLS Loss: 0.143	Mixup Loss: 1.288	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.130	Tot. Loss: 1.430
+2025-09-19 00:52:15,806 INFO Epoch 6 	 Batch 3899	LR : 0.00008	Top1 Acc.: 96.188	CLS Loss: 0.132	Mixup Loss: 1.293	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.136	Tot. Loss: 1.425
+2025-09-19 00:58:13,940 INFO Epoch 6 	 Batch 3999	LR : 0.00008	Top1 Acc.: 96.766	CLS Loss: 0.120	Mixup Loss: 1.264	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.144	Tot. Loss: 1.383
+2025-09-19 01:04:12,012 INFO Epoch 6 	 Batch 4099	LR : 0.00008	Top1 Acc.: 96.141	CLS Loss: 0.135	Mixup Loss: 1.286	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.156	Tot. Loss: 1.421
+2025-09-19 01:10:10,093 INFO Epoch 6 	 Batch 4199	LR : 0.00008	Top1 Acc.: 96.297	CLS Loss: 0.138	Mixup Loss: 1.286	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.143	Tot. Loss: 1.424
+2025-09-19 01:16:08,162 INFO Epoch 6 	 Batch 4299	LR : 0.00008	Top1 Acc.: 96.688	CLS Loss: 0.129	Mixup Loss: 1.265	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.104	Tot. Loss: 1.394
+2025-09-19 01:22:06,152 INFO Epoch 6 	 Batch 4399	LR : 0.00008	Top1 Acc.: 96.469	CLS Loss: 0.131	Mixup Loss: 1.259	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.116	Tot. Loss: 1.390
+2025-09-19 01:28:04,081 INFO Epoch 6 	 Batch 4499	LR : 0.00008	Top1 Acc.: 96.234	CLS Loss: 0.139	Mixup Loss: 1.279	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.161	Tot. Loss: 1.418
+2025-09-19 01:34:02,047 INFO Epoch 6 	 Batch 4599	LR : 0.00008	Top1 Acc.: 96.422	CLS Loss: 0.133	Mixup Loss: 1.260	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.109	Tot. Loss: 1.393
+2025-09-19 01:40:00,003 INFO Epoch 6 	 Batch 4699	LR : 0.00008	Top1 Acc.: 96.359	CLS Loss: 0.128	Mixup Loss: 1.285	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.123	Tot. Loss: 1.413
+2025-09-19 01:45:57,962 INFO Epoch 6 	 Batch 4799	LR : 0.00008	Top1 Acc.: 96.062	CLS Loss: 0.135	Mixup Loss: 1.281	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.125	Tot. Loss: 1.416
+2025-09-19 01:51:55,911 INFO Epoch 6 	 Batch 4899	LR : 0.00008	Top1 Acc.: 96.281	CLS Loss: 0.139	Mixup Loss: 1.284	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.142	Tot. Loss: 1.423
+2025-09-19 01:57:53,998 INFO Epoch 6 	 Batch 4999	LR : 0.00008	Top1 Acc.: 96.312	CLS Loss: 0.128	Mixup Loss: 1.260	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.137	Tot. Loss: 1.387
+2025-09-19 02:04:36,582 INFO ################## 
+ ---> Validation Epoch 6 (Original Model)	Acc.: 81.974	FPR: 57.950	AUROC: 87.953	AUPR: 60.940	AURC: 44.999	EAURC: 27.677	AUPR Succ.: 96.747	ECE: 4.768	NLL: 7.010	Brier: 25.937
+2025-09-19 02:10:16,197 INFO ################## 
+ ---> Validation Epoch 6 (EMA Model)	Acc.: 82.004	FPR: 58.102	AUROC: 87.918	AUPR: 60.982	AURC: 45.083	EAURC: 27.821	AUPR Succ.: 96.731	ECE: 4.765	NLL: 7.014	Brier: 25.928
+2025-09-19 02:10:18,223 INFO ####### --- Training Epoch 7 --- #######
+2025-09-19 02:28:00,272 INFO Epoch 7 	 Batch 99	LR : 0.00008	Top1 Acc.: 96.438	CLS Loss: 0.131	Mixup Loss: 1.292	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.183	Tot. Loss: 1.423
+2025-09-19 02:33:58,390 INFO Epoch 7 	 Batch 199	LR : 0.00008	Top1 Acc.: 96.469	CLS Loss: 0.128	Mixup Loss: 1.263	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.134	Tot. Loss: 1.391
+2025-09-19 02:39:56,352 INFO Epoch 7 	 Batch 299	LR : 0.00008	Top1 Acc.: 96.234	CLS Loss: 0.131	Mixup Loss: 1.286	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.128	Tot. Loss: 1.417
+2025-09-19 02:45:54,364 INFO Epoch 7 	 Batch 399	LR : 0.00008	Top1 Acc.: 96.516	CLS Loss: 0.131	Mixup Loss: 1.286	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.137	Tot. Loss: 1.417
+2025-09-19 02:51:52,326 INFO Epoch 7 	 Batch 499	LR : 0.00008	Top1 Acc.: 96.234	CLS Loss: 0.140	Mixup Loss: 1.292	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.133	Tot. Loss: 1.432
+2025-09-19 02:57:50,346 INFO Epoch 7 	 Batch 599	LR : 0.00008	Top1 Acc.: 96.188	CLS Loss: 0.141	Mixup Loss: 1.286	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.117	Tot. Loss: 1.427
+2025-09-19 03:03:48,384 INFO Epoch 7 	 Batch 699	LR : 0.00008	Top1 Acc.: 96.094	CLS Loss: 0.134	Mixup Loss: 1.278	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.137	Tot. Loss: 1.412
+2025-09-19 03:09:46,400 INFO Epoch 7 	 Batch 799	LR : 0.00008	Top1 Acc.: 96.203	CLS Loss: 0.142	Mixup Loss: 1.282	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.149	Tot. Loss: 1.425
+2025-09-19 03:15:44,604 INFO Epoch 7 	 Batch 899	LR : 0.00008	Top1 Acc.: 96.281	CLS Loss: 0.130	Mixup Loss: 1.283	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.132	Tot. Loss: 1.412
+2025-09-19 03:21:42,870 INFO Epoch 7 	 Batch 999	LR : 0.00008	Top1 Acc.: 96.188	CLS Loss: 0.130	Mixup Loss: 1.284	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.108	Tot. Loss: 1.415
+2025-09-19 03:27:41,992 INFO Epoch 7 	 Batch 1099	LR : 0.00008	Top1 Acc.: 96.031	CLS Loss: 0.134	Mixup Loss: 1.278	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.130	Tot. Loss: 1.412
+2025-09-19 03:33:41,195 INFO Epoch 7 	 Batch 1199	LR : 0.00008	Top1 Acc.: 96.422	CLS Loss: 0.132	Mixup Loss: 1.266	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.133	Tot. Loss: 1.398
+2025-09-19 03:39:40,139 INFO Epoch 7 	 Batch 1299	LR : 0.00008	Top1 Acc.: 96.312	CLS Loss: 0.130	Mixup Loss: 1.287	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.142	Tot. Loss: 1.417
+2025-09-19 03:45:37,628 INFO Epoch 7 	 Batch 1399	LR : 0.00008	Top1 Acc.: 96.438	CLS Loss: 0.124	Mixup Loss: 1.253	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.113	Tot. Loss: 1.377
+2025-09-19 03:51:35,683 INFO Epoch 7 	 Batch 1499	LR : 0.00008	Top1 Acc.: 96.375	CLS Loss: 0.137	Mixup Loss: 1.265	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.136	Tot. Loss: 1.402
+2025-09-19 03:57:33,528 INFO Epoch 7 	 Batch 1599	LR : 0.00008	Top1 Acc.: 96.047	CLS Loss: 0.135	Mixup Loss: 1.285	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.130	Tot. Loss: 1.421
+2025-09-19 04:03:31,437 INFO Epoch 7 	 Batch 1699	LR : 0.00008	Top1 Acc.: 96.453	CLS Loss: 0.136	Mixup Loss: 1.273	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.105	Tot. Loss: 1.409
+2025-09-19 04:09:29,430 INFO Epoch 7 	 Batch 1799	LR : 0.00008	Top1 Acc.: 96.234	CLS Loss: 0.136	Mixup Loss: 1.279	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.130	Tot. Loss: 1.415
+2025-09-19 04:15:27,286 INFO Epoch 7 	 Batch 1899	LR : 0.00008	Top1 Acc.: 96.094	CLS Loss: 0.136	Mixup Loss: 1.290	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.139	Tot. Loss: 1.426
+2025-09-19 04:21:25,111 INFO Epoch 7 	 Batch 1999	LR : 0.00008	Top1 Acc.: 96.734	CLS Loss: 0.123	Mixup Loss: 1.265	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.123	Tot. Loss: 1.387
+2025-09-19 04:27:22,941 INFO Epoch 7 	 Batch 2099	LR : 0.00008	Top1 Acc.: 96.078	CLS Loss: 0.139	Mixup Loss: 1.289	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.159	Tot. Loss: 1.428
+2025-09-19 04:33:20,702 INFO Epoch 7 	 Batch 2199	LR : 0.00008	Top1 Acc.: 96.688	CLS Loss: 0.125	Mixup Loss: 1.267	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.116	Tot. Loss: 1.391
+2025-09-19 04:39:18,516 INFO Epoch 7 	 Batch 2299	LR : 0.00008	Top1 Acc.: 96.234	CLS Loss: 0.133	Mixup Loss: 1.296	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.142	Tot. Loss: 1.430
+2025-09-19 04:45:16,337 INFO Epoch 7 	 Batch 2399	LR : 0.00008	Top1 Acc.: 96.672	CLS Loss: 0.125	Mixup Loss: 1.263	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.133	Tot. Loss: 1.389
+2025-09-19 04:51:14,149 INFO Epoch 7 	 Batch 2499	LR : 0.00008	Top1 Acc.: 96.328	CLS Loss: 0.137	Mixup Loss: 1.288	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.133	Tot. Loss: 1.425
+2025-09-19 04:57:11,979 INFO Epoch 7 	 Batch 2599	LR : 0.00008	Top1 Acc.: 96.281	CLS Loss: 0.129	Mixup Loss: 1.296	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.141	Tot. Loss: 1.425
+2025-09-19 05:03:09,742 INFO Epoch 7 	 Batch 2699	LR : 0.00008	Top1 Acc.: 96.500	CLS Loss: 0.125	Mixup Loss: 1.287	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.099	Tot. Loss: 1.412
+2025-09-19 05:09:07,684 INFO Epoch 7 	 Batch 2799	LR : 0.00008	Top1 Acc.: 96.344	CLS Loss: 0.129	Mixup Loss: 1.277	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.126	Tot. Loss: 1.406
+2025-09-19 05:15:05,509 INFO Epoch 7 	 Batch 2899	LR : 0.00008	Top1 Acc.: 96.422	CLS Loss: 0.138	Mixup Loss: 1.310	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.150	Tot. Loss: 1.448
+2025-09-19 05:21:03,349 INFO Epoch 7 	 Batch 2999	LR : 0.00008	Top1 Acc.: 95.969	CLS Loss: 0.142	Mixup Loss: 1.296	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.145	Tot. Loss: 1.438
+2025-09-19 05:27:01,185 INFO Epoch 7 	 Batch 3099	LR : 0.00008	Top1 Acc.: 96.328	CLS Loss: 0.134	Mixup Loss: 1.269	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.126	Tot. Loss: 1.403
+2025-09-19 05:32:59,018 INFO Epoch 7 	 Batch 3199	LR : 0.00008	Top1 Acc.: 96.328	CLS Loss: 0.129	Mixup Loss: 1.261	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.082	Tot. Loss: 1.390
+2025-09-19 05:38:56,793 INFO Epoch 7 	 Batch 3299	LR : 0.00008	Top1 Acc.: 96.531	CLS Loss: 0.134	Mixup Loss: 1.284	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.151	Tot. Loss: 1.419
+2025-09-19 05:44:54,593 INFO Epoch 7 	 Batch 3399	LR : 0.00007	Top1 Acc.: 96.562	CLS Loss: 0.133	Mixup Loss: 1.279	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.096	Tot. Loss: 1.412
+2025-09-19 05:50:52,449 INFO Epoch 7 	 Batch 3499	LR : 0.00007	Top1 Acc.: 96.547	CLS Loss: 0.120	Mixup Loss: 1.269	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.153	Tot. Loss: 1.389
+2025-09-19 05:56:50,286 INFO Epoch 7 	 Batch 3599	LR : 0.00007	Top1 Acc.: 96.156	CLS Loss: 0.135	Mixup Loss: 1.287	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.175	Tot. Loss: 1.423
+2025-09-19 06:02:48,024 INFO Epoch 7 	 Batch 3699	LR : 0.00007	Top1 Acc.: 96.438	CLS Loss: 0.134	Mixup Loss: 1.251	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.135	Tot. Loss: 1.385
+2025-09-19 06:08:45,975 INFO Epoch 7 	 Batch 3799	LR : 0.00007	Top1 Acc.: 95.906	CLS Loss: 0.142	Mixup Loss: 1.296	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.190	Tot. Loss: 1.438
+2025-09-19 06:14:43,875 INFO Epoch 7 	 Batch 3899	LR : 0.00007	Top1 Acc.: 96.328	CLS Loss: 0.131	Mixup Loss: 1.281	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.139	Tot. Loss: 1.412
+2025-09-19 06:20:41,862 INFO Epoch 7 	 Batch 3999	LR : 0.00007	Top1 Acc.: 96.844	CLS Loss: 0.118	Mixup Loss: 1.259	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.120	Tot. Loss: 1.377
+2025-09-19 06:26:39,814 INFO Epoch 7 	 Batch 4099	LR : 0.00007	Top1 Acc.: 96.094	CLS Loss: 0.134	Mixup Loss: 1.288	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.147	Tot. Loss: 1.422
+2025-09-19 06:32:37,758 INFO Epoch 7 	 Batch 4199	LR : 0.00007	Top1 Acc.: 96.250	CLS Loss: 0.137	Mixup Loss: 1.271	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.158	Tot. Loss: 1.407
+2025-09-19 06:38:35,700 INFO Epoch 7 	 Batch 4299	LR : 0.00007	Top1 Acc.: 96.688	CLS Loss: 0.128	Mixup Loss: 1.257	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.144	Tot. Loss: 1.385
+2025-09-19 06:44:33,663 INFO Epoch 7 	 Batch 4399	LR : 0.00007	Top1 Acc.: 96.469	CLS Loss: 0.130	Mixup Loss: 1.256	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.096	Tot. Loss: 1.386
+2025-09-19 06:50:31,746 INFO Epoch 7 	 Batch 4499	LR : 0.00007	Top1 Acc.: 96.391	CLS Loss: 0.138	Mixup Loss: 1.281	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.135	Tot. Loss: 1.419
+2025-09-19 06:56:29,669 INFO Epoch 7 	 Batch 4599	LR : 0.00007	Top1 Acc.: 96.422	CLS Loss: 0.131	Mixup Loss: 1.237	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.114	Tot. Loss: 1.368
+2025-09-19 07:02:27,669 INFO Epoch 7 	 Batch 4699	LR : 0.00007	Top1 Acc.: 96.406	CLS Loss: 0.126	Mixup Loss: 1.268	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.149	Tot. Loss: 1.394
+2025-09-19 07:08:25,602 INFO Epoch 7 	 Batch 4799	LR : 0.00007	Top1 Acc.: 96.250	CLS Loss: 0.133	Mixup Loss: 1.268	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.119	Tot. Loss: 1.401
+2025-09-19 07:14:23,469 INFO Epoch 7 	 Batch 4899	LR : 0.00007	Top1 Acc.: 96.297	CLS Loss: 0.139	Mixup Loss: 1.276	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.121	Tot. Loss: 1.415
+2025-09-19 07:20:21,430 INFO Epoch 7 	 Batch 4999	LR : 0.00007	Top1 Acc.: 96.344	CLS Loss: 0.128	Mixup Loss: 1.275	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.139	Tot. Loss: 1.402
+2025-09-19 07:28:00,564 INFO ################## 
+ ---> Validation Epoch 7 (Original Model)	Acc.: 81.948	FPR: 57.678	AUROC: 87.994	AUPR: 61.098	AURC: 44.886	EAURC: 27.512	AUPR Succ.: 96.766	ECE: 4.825	NLL: 7.006	Brier: 25.942
+2025-09-19 07:36:04,433 INFO ################## 
+ ---> Validation Epoch 7 (EMA Model)	Acc.: 81.970	FPR: 57.826	AUROC: 87.974	AUPR: 61.111	AURC: 44.949	EAURC: 27.619	AUPR Succ.: 96.754	ECE: 4.809	NLL: 7.010	Brier: 25.935
+2025-09-19 07:36:07,283 INFO ####### --- Training Epoch 8 --- #######
+2025-09-19 08:01:23,151 INFO Epoch 8 	 Batch 99	LR : 0.00007	Top1 Acc.: 96.453	CLS Loss: 0.132	Mixup Loss: 1.289	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.146	Tot. Loss: 1.421
+2025-09-19 08:07:21,304 INFO Epoch 8 	 Batch 199	LR : 0.00007	Top1 Acc.: 96.641	CLS Loss: 0.126	Mixup Loss: 1.272	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.103	Tot. Loss: 1.398
+2025-09-19 08:13:19,213 INFO Epoch 8 	 Batch 299	LR : 0.00007	Top1 Acc.: 96.297	CLS Loss: 0.130	Mixup Loss: 1.275	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.149	Tot. Loss: 1.405
+2025-09-19 08:19:17,003 INFO Epoch 8 	 Batch 399	LR : 0.00007	Top1 Acc.: 96.547	CLS Loss: 0.130	Mixup Loss: 1.267	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.100	Tot. Loss: 1.397
+2025-09-19 08:25:14,896 INFO Epoch 8 	 Batch 499	LR : 0.00007	Top1 Acc.: 96.125	CLS Loss: 0.139	Mixup Loss: 1.289	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.144	Tot. Loss: 1.428
+2025-09-19 08:31:12,909 INFO Epoch 8 	 Batch 599	LR : 0.00007	Top1 Acc.: 96.172	CLS Loss: 0.141	Mixup Loss: 1.286	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.168	Tot. Loss: 1.427
+2025-09-19 08:37:10,920 INFO Epoch 8 	 Batch 699	LR : 0.00007	Top1 Acc.: 96.250	CLS Loss: 0.133	Mixup Loss: 1.281	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.156	Tot. Loss: 1.414
+2025-09-19 08:43:08,860 INFO Epoch 8 	 Batch 799	LR : 0.00007	Top1 Acc.: 96.359	CLS Loss: 0.140	Mixup Loss: 1.272	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.151	Tot. Loss: 1.412
+2025-09-19 08:49:06,819 INFO Epoch 8 	 Batch 899	LR : 0.00007	Top1 Acc.: 96.219	CLS Loss: 0.129	Mixup Loss: 1.289	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.150	Tot. Loss: 1.417
+2025-09-19 08:55:05,056 INFO Epoch 8 	 Batch 999	LR : 0.00007	Top1 Acc.: 96.234	CLS Loss: 0.130	Mixup Loss: 1.270	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.134	Tot. Loss: 1.401
+2025-09-19 09:01:03,792 INFO Epoch 8 	 Batch 1099	LR : 0.00007	Top1 Acc.: 95.984	CLS Loss: 0.133	Mixup Loss: 1.272	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.139	Tot. Loss: 1.405
+2025-09-19 09:07:02,530 INFO Epoch 8 	 Batch 1199	LR : 0.00007	Top1 Acc.: 96.547	CLS Loss: 0.131	Mixup Loss: 1.288	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.145	Tot. Loss: 1.418
+2025-09-19 09:13:01,955 INFO Epoch 8 	 Batch 1299	LR : 0.00007	Top1 Acc.: 96.344	CLS Loss: 0.128	Mixup Loss: 1.279	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.142	Tot. Loss: 1.407
+2025-09-19 09:19:01,009 INFO Epoch 8 	 Batch 1399	LR : 0.00007	Top1 Acc.: 96.516	CLS Loss: 0.123	Mixup Loss: 1.234	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.057	Tot. Loss: 1.357
+2025-09-19 09:25:00,007 INFO Epoch 8 	 Batch 1499	LR : 0.00007	Top1 Acc.: 96.516	CLS Loss: 0.137	Mixup Loss: 1.281	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.145	Tot. Loss: 1.418
+2025-09-19 09:30:58,296 INFO Epoch 8 	 Batch 1599	LR : 0.00007	Top1 Acc.: 96.156	CLS Loss: 0.134	Mixup Loss: 1.286	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.117	Tot. Loss: 1.420
+2025-09-19 09:36:56,247 INFO Epoch 8 	 Batch 1699	LR : 0.00007	Top1 Acc.: 96.406	CLS Loss: 0.135	Mixup Loss: 1.268	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.123	Tot. Loss: 1.403
+2025-09-19 09:42:53,997 INFO Epoch 8 	 Batch 1799	LR : 0.00007	Top1 Acc.: 96.250	CLS Loss: 0.134	Mixup Loss: 1.273	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.162	Tot. Loss: 1.407
+2025-09-19 09:48:51,731 INFO Epoch 8 	 Batch 1899	LR : 0.00007	Top1 Acc.: 96.078	CLS Loss: 0.134	Mixup Loss: 1.271	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.175	Tot. Loss: 1.406
+2025-09-19 09:54:49,471 INFO Epoch 8 	 Batch 1999	LR : 0.00007	Top1 Acc.: 96.656	CLS Loss: 0.124	Mixup Loss: 1.259	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.100	Tot. Loss: 1.383
+2025-09-19 10:00:47,272 INFO Epoch 8 	 Batch 2099	LR : 0.00007	Top1 Acc.: 96.344	CLS Loss: 0.137	Mixup Loss: 1.281	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.145	Tot. Loss: 1.418
+2025-09-19 10:06:45,120 INFO Epoch 8 	 Batch 2199	LR : 0.00007	Top1 Acc.: 96.656	CLS Loss: 0.124	Mixup Loss: 1.261	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.107	Tot. Loss: 1.385
+2025-09-19 10:12:42,795 INFO Epoch 8 	 Batch 2299	LR : 0.00007	Top1 Acc.: 96.203	CLS Loss: 0.132	Mixup Loss: 1.293	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.144	Tot. Loss: 1.425
+2025-09-19 10:18:40,506 INFO Epoch 8 	 Batch 2399	LR : 0.00007	Top1 Acc.: 96.781	CLS Loss: 0.124	Mixup Loss: 1.265	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.125	Tot. Loss: 1.390
+2025-09-19 10:24:38,309 INFO Epoch 8 	 Batch 2499	LR : 0.00007	Top1 Acc.: 96.312	CLS Loss: 0.136	Mixup Loss: 1.280	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.131	Tot. Loss: 1.416
+2025-09-19 10:30:36,103 INFO Epoch 8 	 Batch 2599	LR : 0.00007	Top1 Acc.: 96.422	CLS Loss: 0.127	Mixup Loss: 1.286	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.104	Tot. Loss: 1.414
+2025-09-19 10:36:33,803 INFO Epoch 8 	 Batch 2699	LR : 0.00007	Top1 Acc.: 96.578	CLS Loss: 0.124	Mixup Loss: 1.281	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.157	Tot. Loss: 1.405
+2025-09-19 10:42:31,508 INFO Epoch 8 	 Batch 2799	LR : 0.00007	Top1 Acc.: 96.312	CLS Loss: 0.128	Mixup Loss: 1.266	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.121	Tot. Loss: 1.394
+2025-09-19 10:48:29,359 INFO Epoch 8 	 Batch 2899	LR : 0.00007	Top1 Acc.: 96.562	CLS Loss: 0.137	Mixup Loss: 1.295	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.140	Tot. Loss: 1.432
+2025-09-19 10:54:27,231 INFO Epoch 8 	 Batch 2999	LR : 0.00007	Top1 Acc.: 96.109	CLS Loss: 0.139	Mixup Loss: 1.285	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.149	Tot. Loss: 1.423
+2025-09-19 11:00:25,095 INFO Epoch 8 	 Batch 3099	LR : 0.00007	Top1 Acc.: 96.344	CLS Loss: 0.132	Mixup Loss: 1.284	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.092	Tot. Loss: 1.416
+2025-09-19 11:06:22,999 INFO Epoch 8 	 Batch 3199	LR : 0.00007	Top1 Acc.: 96.359	CLS Loss: 0.127	Mixup Loss: 1.265	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.160	Tot. Loss: 1.392
+2025-09-19 11:12:20,869 INFO Epoch 8 	 Batch 3299	LR : 0.00007	Top1 Acc.: 96.516	CLS Loss: 0.134	Mixup Loss: 1.271	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.126	Tot. Loss: 1.405
+2025-09-19 11:18:18,799 INFO Epoch 8 	 Batch 3399	LR : 0.00007	Top1 Acc.: 96.578	CLS Loss: 0.130	Mixup Loss: 1.288	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.137	Tot. Loss: 1.418
+2025-09-19 11:24:16,791 INFO Epoch 8 	 Batch 3499	LR : 0.00007	Top1 Acc.: 96.656	CLS Loss: 0.118	Mixup Loss: 1.273	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.108	Tot. Loss: 1.391
+2025-09-19 11:30:14,733 INFO Epoch 8 	 Batch 3599	LR : 0.00007	Top1 Acc.: 96.281	CLS Loss: 0.133	Mixup Loss: 1.283	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.134	Tot. Loss: 1.416
+2025-09-19 11:36:12,689 INFO Epoch 8 	 Batch 3699	LR : 0.00007	Top1 Acc.: 96.438	CLS Loss: 0.133	Mixup Loss: 1.258	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.096	Tot. Loss: 1.391
+2025-09-19 11:42:10,602 INFO Epoch 8 	 Batch 3799	LR : 0.00007	Top1 Acc.: 95.875	CLS Loss: 0.141	Mixup Loss: 1.291	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.150	Tot. Loss: 1.432
+2025-09-19 11:48:08,500 INFO Epoch 8 	 Batch 3899	LR : 0.00007	Top1 Acc.: 96.375	CLS Loss: 0.130	Mixup Loss: 1.283	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.132	Tot. Loss: 1.414
+2025-09-19 11:54:06,457 INFO Epoch 8 	 Batch 3999	LR : 0.00007	Top1 Acc.: 96.797	CLS Loss: 0.118	Mixup Loss: 1.251	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.155	Tot. Loss: 1.369
+2025-09-19 12:00:04,372 INFO Epoch 8 	 Batch 4099	LR : 0.00007	Top1 Acc.: 96.109	CLS Loss: 0.133	Mixup Loss: 1.273	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.158	Tot. Loss: 1.406
+2025-09-19 12:06:02,255 INFO Epoch 8 	 Batch 4199	LR : 0.00007	Top1 Acc.: 96.312	CLS Loss: 0.136	Mixup Loss: 1.277	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.123	Tot. Loss: 1.412
+2025-09-19 12:12:00,121 INFO Epoch 8 	 Batch 4299	LR : 0.00007	Top1 Acc.: 96.656	CLS Loss: 0.126	Mixup Loss: 1.273	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.145	Tot. Loss: 1.399
+2025-09-19 12:17:58,061 INFO Epoch 8 	 Batch 4399	LR : 0.00007	Top1 Acc.: 96.516	CLS Loss: 0.129	Mixup Loss: 1.262	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.130	Tot. Loss: 1.391
+2025-09-19 12:23:56,114 INFO Epoch 8 	 Batch 4499	LR : 0.00007	Top1 Acc.: 96.312	CLS Loss: 0.137	Mixup Loss: 1.266	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.154	Tot. Loss: 1.402
+2025-09-19 12:29:53,901 INFO Epoch 8 	 Batch 4599	LR : 0.00007	Top1 Acc.: 96.453	CLS Loss: 0.132	Mixup Loss: 1.271	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.115	Tot. Loss: 1.402
+2025-09-19 12:35:51,629 INFO Epoch 8 	 Batch 4699	LR : 0.00007	Top1 Acc.: 96.312	CLS Loss: 0.126	Mixup Loss: 1.269	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.120	Tot. Loss: 1.395
+2025-09-19 12:41:49,372 INFO Epoch 8 	 Batch 4799	LR : 0.00007	Top1 Acc.: 96.234	CLS Loss: 0.132	Mixup Loss: 1.282	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.108	Tot. Loss: 1.413
+2025-09-19 12:47:47,211 INFO Epoch 8 	 Batch 4899	LR : 0.00007	Top1 Acc.: 96.234	CLS Loss: 0.137	Mixup Loss: 1.276	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.097	Tot. Loss: 1.413
+2025-09-19 12:53:44,947 INFO Epoch 8 	 Batch 4999	LR : 0.00007	Top1 Acc.: 96.328	CLS Loss: 0.126	Mixup Loss: 1.254	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.151	Tot. Loss: 1.380
+2025-09-19 12:59:20,960 INFO ################## 
+ ---> Validation Epoch 8 (Original Model)	Acc.: 81.922	FPR: 57.429	AUROC: 88.045	AUPR: 61.393	AURC: 44.779	EAURC: 27.353	AUPR Succ.: 96.784	ECE: 4.826	NLL: 7.006	Brier: 25.950
+2025-09-19 13:05:02,670 INFO ################## 
+ ---> Validation Epoch 8 (EMA Model)	Acc.: 81.940	FPR: 57.730	AUROC: 88.025	AUPR: 61.342	AURC: 44.845	EAURC: 27.455	AUPR Succ.: 96.772	ECE: 4.830	NLL: 7.009	Brier: 25.943
+2025-09-19 13:05:02,716 INFO ####### --- Training Epoch 9 --- #######
+2025-09-19 13:22:00,378 INFO Epoch 9 	 Batch 99	LR : 0.00007	Top1 Acc.: 96.453	CLS Loss: 0.131	Mixup Loss: 1.290	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.138	Tot. Loss: 1.421
+2025-09-19 13:27:58,582 INFO Epoch 9 	 Batch 199	LR : 0.00007	Top1 Acc.: 96.500	CLS Loss: 0.125	Mixup Loss: 1.260	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.125	Tot. Loss: 1.385
+2025-09-19 13:33:56,377 INFO Epoch 9 	 Batch 299	LR : 0.00007	Top1 Acc.: 96.328	CLS Loss: 0.129	Mixup Loss: 1.286	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.099	Tot. Loss: 1.415
+2025-09-19 13:39:54,342 INFO Epoch 9 	 Batch 399	LR : 0.00006	Top1 Acc.: 96.562	CLS Loss: 0.129	Mixup Loss: 1.269	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.145	Tot. Loss: 1.398
+2025-09-19 13:45:52,239 INFO Epoch 9 	 Batch 499	LR : 0.00006	Top1 Acc.: 96.188	CLS Loss: 0.137	Mixup Loss: 1.283	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.131	Tot. Loss: 1.421
+2025-09-19 13:51:50,167 INFO Epoch 9 	 Batch 599	LR : 0.00006	Top1 Acc.: 96.281	CLS Loss: 0.140	Mixup Loss: 1.292	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.122	Tot. Loss: 1.433
+2025-09-19 13:57:48,056 INFO Epoch 9 	 Batch 699	LR : 0.00006	Top1 Acc.: 96.203	CLS Loss: 0.132	Mixup Loss: 1.252	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.128	Tot. Loss: 1.384
+2025-09-19 14:03:45,956 INFO Epoch 9 	 Batch 799	LR : 0.00006	Top1 Acc.: 96.359	CLS Loss: 0.139	Mixup Loss: 1.277	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.098	Tot. Loss: 1.416
+2025-09-19 14:09:43,805 INFO Epoch 9 	 Batch 899	LR : 0.00006	Top1 Acc.: 96.469	CLS Loss: 0.126	Mixup Loss: 1.274	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.130	Tot. Loss: 1.400
+2025-09-19 14:15:41,771 INFO Epoch 9 	 Batch 999	LR : 0.00006	Top1 Acc.: 96.312	CLS Loss: 0.129	Mixup Loss: 1.269	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.118	Tot. Loss: 1.397
+2025-09-19 14:21:39,836 INFO Epoch 9 	 Batch 1099	LR : 0.00006	Top1 Acc.: 96.062	CLS Loss: 0.133	Mixup Loss: 1.266	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.171	Tot. Loss: 1.399
+2025-09-19 14:27:37,857 INFO Epoch 9 	 Batch 1199	LR : 0.00006	Top1 Acc.: 96.484	CLS Loss: 0.130	Mixup Loss: 1.266	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.128	Tot. Loss: 1.396
+2025-09-19 14:33:35,903 INFO Epoch 9 	 Batch 1299	LR : 0.00006	Top1 Acc.: 96.375	CLS Loss: 0.129	Mixup Loss: 1.275	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.153	Tot. Loss: 1.404
+2025-09-19 14:39:33,970 INFO Epoch 9 	 Batch 1399	LR : 0.00006	Top1 Acc.: 96.625	CLS Loss: 0.121	Mixup Loss: 1.244	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.109	Tot. Loss: 1.364
+2025-09-19 14:45:32,381 INFO Epoch 9 	 Batch 1499	LR : 0.00006	Top1 Acc.: 96.344	CLS Loss: 0.135	Mixup Loss: 1.272	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.146	Tot. Loss: 1.407
+2025-09-19 14:51:31,568 INFO Epoch 9 	 Batch 1599	LR : 0.00006	Top1 Acc.: 96.109	CLS Loss: 0.133	Mixup Loss: 1.251	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.137	Tot. Loss: 1.383
+2025-09-19 14:57:30,844 INFO Epoch 9 	 Batch 1699	LR : 0.00006	Top1 Acc.: 96.578	CLS Loss: 0.134	Mixup Loss: 1.263	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.149	Tot. Loss: 1.397
+2025-09-19 15:03:28,564 INFO Epoch 9 	 Batch 1799	LR : 0.00006	Top1 Acc.: 96.328	CLS Loss: 0.133	Mixup Loss: 1.263	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.128	Tot. Loss: 1.397
+2025-09-19 15:09:26,660 INFO Epoch 9 	 Batch 1899	LR : 0.00006	Top1 Acc.: 96.234	CLS Loss: 0.134	Mixup Loss: 1.275	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.143	Tot. Loss: 1.409
+2025-09-19 15:15:24,629 INFO Epoch 9 	 Batch 1999	LR : 0.00006	Top1 Acc.: 96.766	CLS Loss: 0.122	Mixup Loss: 1.247	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.143	Tot. Loss: 1.369
+2025-09-19 15:21:22,602 INFO Epoch 9 	 Batch 2099	LR : 0.00006	Top1 Acc.: 96.266	CLS Loss: 0.136	Mixup Loss: 1.279	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.125	Tot. Loss: 1.414
+2025-09-19 15:27:20,542 INFO Epoch 9 	 Batch 2199	LR : 0.00006	Top1 Acc.: 96.672	CLS Loss: 0.122	Mixup Loss: 1.265	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.098	Tot. Loss: 1.387
+2025-09-19 15:33:18,540 INFO Epoch 9 	 Batch 2299	LR : 0.00006	Top1 Acc.: 96.328	CLS Loss: 0.132	Mixup Loss: 1.266	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.136	Tot. Loss: 1.398
+2025-09-19 15:39:16,387 INFO Epoch 9 	 Batch 2399	LR : 0.00006	Top1 Acc.: 96.703	CLS Loss: 0.124	Mixup Loss: 1.261	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.151	Tot. Loss: 1.385
+2025-09-19 15:45:14,253 INFO Epoch 9 	 Batch 2499	LR : 0.00006	Top1 Acc.: 96.281	CLS Loss: 0.136	Mixup Loss: 1.291	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.157	Tot. Loss: 1.427
+2025-09-19 15:51:12,130 INFO Epoch 9 	 Batch 2599	LR : 0.00006	Top1 Acc.: 96.344	CLS Loss: 0.127	Mixup Loss: 1.291	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.115	Tot. Loss: 1.418
+2025-09-19 15:57:10,038 INFO Epoch 9 	 Batch 2699	LR : 0.00006	Top1 Acc.: 96.688	CLS Loss: 0.123	Mixup Loss: 1.258	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.158	Tot. Loss: 1.381
+2025-09-19 16:03:07,832 INFO Epoch 9 	 Batch 2799	LR : 0.00006	Top1 Acc.: 96.312	CLS Loss: 0.127	Mixup Loss: 1.268	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.130	Tot. Loss: 1.395
+2025-09-19 16:09:05,641 INFO Epoch 9 	 Batch 2899	LR : 0.00006	Top1 Acc.: 96.531	CLS Loss: 0.136	Mixup Loss: 1.289	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.176	Tot. Loss: 1.426
+2025-09-19 16:15:03,419 INFO Epoch 9 	 Batch 2999	LR : 0.00006	Top1 Acc.: 96.031	CLS Loss: 0.140	Mixup Loss: 1.313	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.142	Tot. Loss: 1.453
+2025-09-19 16:21:01,210 INFO Epoch 9 	 Batch 3099	LR : 0.00006	Top1 Acc.: 96.547	CLS Loss: 0.130	Mixup Loss: 1.271	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.158	Tot. Loss: 1.401
+2025-09-19 16:26:59,007 INFO Epoch 9 	 Batch 3199	LR : 0.00006	Top1 Acc.: 96.344	CLS Loss: 0.126	Mixup Loss: 1.255	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.110	Tot. Loss: 1.381
+2025-09-19 16:32:56,914 INFO Epoch 9 	 Batch 3299	LR : 0.00006	Top1 Acc.: 96.547	CLS Loss: 0.132	Mixup Loss: 1.276	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.165	Tot. Loss: 1.408
+2025-09-19 16:38:54,709 INFO Epoch 9 	 Batch 3399	LR : 0.00006	Top1 Acc.: 96.438	CLS Loss: 0.131	Mixup Loss: 1.271	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.136	Tot. Loss: 1.401
+2025-09-19 16:44:52,468 INFO Epoch 9 	 Batch 3499	LR : 0.00006	Top1 Acc.: 96.625	CLS Loss: 0.117	Mixup Loss: 1.247	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.106	Tot. Loss: 1.364
+2025-09-19 16:50:50,340 INFO Epoch 9 	 Batch 3599	LR : 0.00006	Top1 Acc.: 96.297	CLS Loss: 0.131	Mixup Loss: 1.291	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.130	Tot. Loss: 1.422
+2025-09-19 16:56:48,322 INFO Epoch 9 	 Batch 3699	LR : 0.00006	Top1 Acc.: 96.484	CLS Loss: 0.132	Mixup Loss: 1.266	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.156	Tot. Loss: 1.398
+2025-09-19 17:02:46,209 INFO Epoch 9 	 Batch 3799	LR : 0.00006	Top1 Acc.: 95.922	CLS Loss: 0.140	Mixup Loss: 1.287	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.152	Tot. Loss: 1.426
+2025-09-19 17:08:44,107 INFO Epoch 9 	 Batch 3899	LR : 0.00006	Top1 Acc.: 96.422	CLS Loss: 0.129	Mixup Loss: 1.274	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.127	Tot. Loss: 1.404
+2025-09-19 17:14:42,031 INFO Epoch 9 	 Batch 3999	LR : 0.00006	Top1 Acc.: 96.844	CLS Loss: 0.116	Mixup Loss: 1.240	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.130	Tot. Loss: 1.357
+2025-09-19 17:20:39,977 INFO Epoch 9 	 Batch 4099	LR : 0.00006	Top1 Acc.: 96.266	CLS Loss: 0.132	Mixup Loss: 1.269	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.125	Tot. Loss: 1.401
+2025-09-19 17:26:37,989 INFO Epoch 9 	 Batch 4199	LR : 0.00006	Top1 Acc.: 96.281	CLS Loss: 0.135	Mixup Loss: 1.276	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.129	Tot. Loss: 1.411
+2025-09-19 17:32:35,840 INFO Epoch 9 	 Batch 4299	LR : 0.00006	Top1 Acc.: 96.797	CLS Loss: 0.126	Mixup Loss: 1.262	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.159	Tot. Loss: 1.387
+2025-09-19 17:38:33,748 INFO Epoch 9 	 Batch 4399	LR : 0.00006	Top1 Acc.: 96.484	CLS Loss: 0.128	Mixup Loss: 1.253	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.120	Tot. Loss: 1.380
+2025-09-19 17:44:31,692 INFO Epoch 9 	 Batch 4499	LR : 0.00006	Top1 Acc.: 96.344	CLS Loss: 0.136	Mixup Loss: 1.279	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.106	Tot. Loss: 1.415
+2025-09-19 17:50:29,692 INFO Epoch 9 	 Batch 4599	LR : 0.00006	Top1 Acc.: 96.375	CLS Loss: 0.131	Mixup Loss: 1.258	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.094	Tot. Loss: 1.389
+2025-09-19 17:56:27,643 INFO Epoch 9 	 Batch 4699	LR : 0.00006	Top1 Acc.: 96.469	CLS Loss: 0.124	Mixup Loss: 1.266	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.151	Tot. Loss: 1.389
+2025-09-19 18:02:25,509 INFO Epoch 9 	 Batch 4799	LR : 0.00006	Top1 Acc.: 96.297	CLS Loss: 0.132	Mixup Loss: 1.268	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.119	Tot. Loss: 1.400
+2025-09-19 18:08:23,420 INFO Epoch 9 	 Batch 4899	LR : 0.00006	Top1 Acc.: 96.344	CLS Loss: 0.136	Mixup Loss: 1.282	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.122	Tot. Loss: 1.418
+2025-09-19 18:14:21,322 INFO Epoch 9 	 Batch 4999	LR : 0.00006	Top1 Acc.: 96.406	CLS Loss: 0.125	Mixup Loss: 1.242	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.134	Tot. Loss: 1.367
+2025-09-19 18:20:40,638 INFO ################## 
+ ---> Validation Epoch 9 (Original Model)	Acc.: 81.926	FPR: 57.652	AUROC: 88.032	AUPR: 61.185	AURC: 44.742	EAURC: 27.325	AUPR Succ.: 96.788	ECE: 4.841	NLL: 7.008	Brier: 25.967
+2025-09-19 18:26:10,598 INFO ################## 
+ ---> Validation Epoch 9 (EMA Model)	Acc.: 81.930	FPR: 57.609	AUROC: 88.036	AUPR: 61.247	AURC: 44.769	EAURC: 27.360	AUPR Succ.: 96.783	ECE: 4.869	NLL: 7.008	Brier: 25.955
+2025-09-19 18:26:12,907 INFO ####### --- Training Epoch 10 --- #######
+2025-09-19 18:42:31,488 INFO Epoch 10 	 Batch 99	LR : 0.00006	Top1 Acc.: 96.641	CLS Loss: 0.129	Mixup Loss: 1.281	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.134	Tot. Loss: 1.410
+2025-09-19 18:48:29,929 INFO Epoch 10 	 Batch 199	LR : 0.00006	Top1 Acc.: 96.641	CLS Loss: 0.124	Mixup Loss: 1.266	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.102	Tot. Loss: 1.390
+2025-09-19 18:54:27,954 INFO Epoch 10 	 Batch 299	LR : 0.00006	Top1 Acc.: 96.312	CLS Loss: 0.127	Mixup Loss: 1.263	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.106	Tot. Loss: 1.390
+2025-09-19 19:00:25,946 INFO Epoch 10 	 Batch 399	LR : 0.00006	Top1 Acc.: 96.594	CLS Loss: 0.128	Mixup Loss: 1.278	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.139	Tot. Loss: 1.405
+2025-09-19 19:06:23,986 INFO Epoch 10 	 Batch 499	LR : 0.00006	Top1 Acc.: 96.203	CLS Loss: 0.136	Mixup Loss: 1.284	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.127	Tot. Loss: 1.420
+2025-09-19 19:12:22,037 INFO Epoch 10 	 Batch 599	LR : 0.00006	Top1 Acc.: 96.422	CLS Loss: 0.139	Mixup Loss: 1.270	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.121	Tot. Loss: 1.409
+2025-09-19 19:18:20,090 INFO Epoch 10 	 Batch 699	LR : 0.00006	Top1 Acc.: 96.250	CLS Loss: 0.131	Mixup Loss: 1.266	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.155	Tot. Loss: 1.397
+2025-09-19 19:24:18,091 INFO Epoch 10 	 Batch 799	LR : 0.00006	Top1 Acc.: 96.375	CLS Loss: 0.140	Mixup Loss: 1.276	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.125	Tot. Loss: 1.416
+2025-09-19 19:30:16,100 INFO Epoch 10 	 Batch 899	LR : 0.00006	Top1 Acc.: 96.484	CLS Loss: 0.127	Mixup Loss: 1.263	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.187	Tot. Loss: 1.390
+2025-09-19 19:36:14,117 INFO Epoch 10 	 Batch 999	LR : 0.00006	Top1 Acc.: 96.297	CLS Loss: 0.127	Mixup Loss: 1.260	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.179	Tot. Loss: 1.387
+2025-09-19 19:42:12,273 INFO Epoch 10 	 Batch 1099	LR : 0.00006	Top1 Acc.: 96.031	CLS Loss: 0.131	Mixup Loss: 1.266	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.123	Tot. Loss: 1.397
+2025-09-19 19:48:10,095 INFO Epoch 10 	 Batch 1199	LR : 0.00006	Top1 Acc.: 96.531	CLS Loss: 0.130	Mixup Loss: 1.272	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.143	Tot. Loss: 1.402
+2025-09-19 19:54:07,835 INFO Epoch 10 	 Batch 1299	LR : 0.00006	Top1 Acc.: 96.328	CLS Loss: 0.128	Mixup Loss: 1.274	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.156	Tot. Loss: 1.402
+2025-09-19 20:00:05,554 INFO Epoch 10 	 Batch 1399	LR : 0.00006	Top1 Acc.: 96.547	CLS Loss: 0.121	Mixup Loss: 1.236	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.143	Tot. Loss: 1.357
+2025-09-19 20:06:03,319 INFO Epoch 10 	 Batch 1499	LR : 0.00006	Top1 Acc.: 96.375	CLS Loss: 0.135	Mixup Loss: 1.274	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.135	Tot. Loss: 1.409
+2025-09-19 20:12:01,097 INFO Epoch 10 	 Batch 1599	LR : 0.00006	Top1 Acc.: 96.188	CLS Loss: 0.132	Mixup Loss: 1.275	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.112	Tot. Loss: 1.407
+2025-09-19 20:17:59,468 INFO Epoch 10 	 Batch 1699	LR : 0.00006	Top1 Acc.: 96.625	CLS Loss: 0.133	Mixup Loss: 1.274	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.125	Tot. Loss: 1.407
+2025-09-19 20:23:58,520 INFO Epoch 10 	 Batch 1799	LR : 0.00006	Top1 Acc.: 96.266	CLS Loss: 0.133	Mixup Loss: 1.268	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.152	Tot. Loss: 1.401
+2025-09-19 20:29:57,613 INFO Epoch 10 	 Batch 1899	LR : 0.00005	Top1 Acc.: 96.156	CLS Loss: 0.133	Mixup Loss: 1.270	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.118	Tot. Loss: 1.403
+2025-09-19 20:35:56,603 INFO Epoch 10 	 Batch 1999	LR : 0.00005	Top1 Acc.: 96.625	CLS Loss: 0.122	Mixup Loss: 1.256	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.101	Tot. Loss: 1.378
+2025-09-19 20:41:55,701 INFO Epoch 10 	 Batch 2099	LR : 0.00005	Top1 Acc.: 96.312	CLS Loss: 0.135	Mixup Loss: 1.279	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.145	Tot. Loss: 1.414
+2025-09-19 20:47:53,506 INFO Epoch 10 	 Batch 2199	LR : 0.00005	Top1 Acc.: 96.703	CLS Loss: 0.121	Mixup Loss: 1.255	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.123	Tot. Loss: 1.376
+2025-09-19 20:53:51,564 INFO Epoch 10 	 Batch 2299	LR : 0.00005	Top1 Acc.: 96.375	CLS Loss: 0.130	Mixup Loss: 1.292	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.140	Tot. Loss: 1.422
+2025-09-19 20:59:49,449 INFO Epoch 10 	 Batch 2399	LR : 0.00005	Top1 Acc.: 96.734	CLS Loss: 0.123	Mixup Loss: 1.268	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.178	Tot. Loss: 1.390
+2025-09-19 21:05:47,365 INFO Epoch 10 	 Batch 2499	LR : 0.00005	Top1 Acc.: 96.391	CLS Loss: 0.135	Mixup Loss: 1.290	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.119	Tot. Loss: 1.424
+2025-09-19 21:11:45,164 INFO Epoch 10 	 Batch 2599	LR : 0.00005	Top1 Acc.: 96.453	CLS Loss: 0.125	Mixup Loss: 1.275	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.128	Tot. Loss: 1.401
+2025-09-19 21:17:43,068 INFO Epoch 10 	 Batch 2699	LR : 0.00005	Top1 Acc.: 96.688	CLS Loss: 0.122	Mixup Loss: 1.284	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.142	Tot. Loss: 1.406
+2025-09-19 21:23:41,010 INFO Epoch 10 	 Batch 2799	LR : 0.00005	Top1 Acc.: 96.359	CLS Loss: 0.125	Mixup Loss: 1.257	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.167	Tot. Loss: 1.382
+2025-09-19 21:29:38,982 INFO Epoch 10 	 Batch 2899	LR : 0.00005	Top1 Acc.: 96.469	CLS Loss: 0.136	Mixup Loss: 1.291	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.132	Tot. Loss: 1.427
+2025-09-19 21:35:36,918 INFO Epoch 10 	 Batch 2999	LR : 0.00005	Top1 Acc.: 96.078	CLS Loss: 0.139	Mixup Loss: 1.296	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.159	Tot. Loss: 1.435
+2025-09-19 21:41:34,862 INFO Epoch 10 	 Batch 3099	LR : 0.00005	Top1 Acc.: 96.359	CLS Loss: 0.131	Mixup Loss: 1.264	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.135	Tot. Loss: 1.395
+2025-09-19 21:47:32,809 INFO Epoch 10 	 Batch 3199	LR : 0.00005	Top1 Acc.: 96.391	CLS Loss: 0.126	Mixup Loss: 1.253	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.104	Tot. Loss: 1.380
+2025-09-19 21:53:30,763 INFO Epoch 10 	 Batch 3299	LR : 0.00005	Top1 Acc.: 96.484	CLS Loss: 0.131	Mixup Loss: 1.273	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.138	Tot. Loss: 1.404
+2025-09-19 21:59:28,625 INFO Epoch 10 	 Batch 3399	LR : 0.00005	Top1 Acc.: 96.625	CLS Loss: 0.128	Mixup Loss: 1.264	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.151	Tot. Loss: 1.392
+2025-09-19 22:05:26,556 INFO Epoch 10 	 Batch 3499	LR : 0.00005	Top1 Acc.: 96.719	CLS Loss: 0.117	Mixup Loss: 1.286	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.133	Tot. Loss: 1.403
+2025-09-19 22:11:24,464 INFO Epoch 10 	 Batch 3599	LR : 0.00005	Top1 Acc.: 96.375	CLS Loss: 0.130	Mixup Loss: 1.261	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.128	Tot. Loss: 1.391
+2025-09-19 22:17:22,388 INFO Epoch 10 	 Batch 3699	LR : 0.00005	Top1 Acc.: 96.438	CLS Loss: 0.131	Mixup Loss: 1.252	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.112	Tot. Loss: 1.383
+2025-09-19 22:23:20,313 INFO Epoch 10 	 Batch 3799	LR : 0.00005	Top1 Acc.: 95.938	CLS Loss: 0.139	Mixup Loss: 1.283	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.153	Tot. Loss: 1.422
+2025-09-19 22:29:18,156 INFO Epoch 10 	 Batch 3899	LR : 0.00005	Top1 Acc.: 96.359	CLS Loss: 0.129	Mixup Loss: 1.265	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.154	Tot. Loss: 1.394
+2025-09-19 22:35:16,090 INFO Epoch 10 	 Batch 3999	LR : 0.00005	Top1 Acc.: 97.000	CLS Loss: 0.116	Mixup Loss: 1.243	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.107	Tot. Loss: 1.359
+2025-09-19 22:41:13,947 INFO Epoch 10 	 Batch 4099	LR : 0.00005	Top1 Acc.: 96.281	CLS Loss: 0.131	Mixup Loss: 1.273	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.142	Tot. Loss: 1.405
+2025-09-19 22:47:11,662 INFO Epoch 10 	 Batch 4199	LR : 0.00005	Top1 Acc.: 96.297	CLS Loss: 0.134	Mixup Loss: 1.275	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.128	Tot. Loss: 1.408
+2025-09-19 22:53:09,386 INFO Epoch 10 	 Batch 4299	LR : 0.00005	Top1 Acc.: 96.859	CLS Loss: 0.125	Mixup Loss: 1.264	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.168	Tot. Loss: 1.390
+2025-09-19 22:59:07,112 INFO Epoch 10 	 Batch 4399	LR : 0.00005	Top1 Acc.: 96.391	CLS Loss: 0.127	Mixup Loss: 1.265	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.129	Tot. Loss: 1.392
+2025-09-19 23:05:04,899 INFO Epoch 10 	 Batch 4499	LR : 0.00005	Top1 Acc.: 96.328	CLS Loss: 0.135	Mixup Loss: 1.271	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.146	Tot. Loss: 1.406
+2025-09-19 23:11:02,721 INFO Epoch 10 	 Batch 4599	LR : 0.00005	Top1 Acc.: 96.453	CLS Loss: 0.130	Mixup Loss: 1.259	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.132	Tot. Loss: 1.389
+2025-09-19 23:17:00,613 INFO Epoch 10 	 Batch 4699	LR : 0.00005	Top1 Acc.: 96.422	CLS Loss: 0.123	Mixup Loss: 1.257	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.141	Tot. Loss: 1.381
+2025-09-19 23:22:58,437 INFO Epoch 10 	 Batch 4799	LR : 0.00005	Top1 Acc.: 96.312	CLS Loss: 0.131	Mixup Loss: 1.268	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.123	Tot. Loss: 1.398
+2025-09-19 23:28:56,460 INFO Epoch 10 	 Batch 4899	LR : 0.00005	Top1 Acc.: 96.359	CLS Loss: 0.136	Mixup Loss: 1.269	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.170	Tot. Loss: 1.404
+2025-09-19 23:34:54,435 INFO Epoch 10 	 Batch 4999	LR : 0.00005	Top1 Acc.: 96.391	CLS Loss: 0.124	Mixup Loss: 1.259	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.064	Tot. Loss: 1.383
+2025-09-19 23:41:53,356 INFO ################## 
+ ---> Validation Epoch 10 (Original Model)	Acc.: 81.950	FPR: 57.784	AUROC: 87.997	AUPR: 61.057	AURC: 44.685	EAURC: 27.315	AUPR Succ.: 96.790	ECE: 4.817	NLL: 7.011	Brier: 25.979
+2025-09-19 23:47:40,396 INFO ################## 
+ ---> Validation Epoch 10 (EMA Model)	Acc.: 81.922	FPR: 57.540	AUROC: 88.044	AUPR: 61.232	AURC: 44.717	EAURC: 27.292	AUPR Succ.: 96.791	ECE: 4.862	NLL: 7.010	Brier: 25.967
+2025-09-19 23:47:44,653 INFO ####### --- Training Epoch 11 --- #######
+2025-09-20 00:06:12,766 INFO Epoch 11 	 Batch 99	LR : 0.00005	Top1 Acc.: 96.500	CLS Loss: 0.129	Mixup Loss: 1.292	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.141	Tot. Loss: 1.421
+2025-09-20 00:12:10,768 INFO Epoch 11 	 Batch 199	LR : 0.00005	Top1 Acc.: 96.625	CLS Loss: 0.123	Mixup Loss: 1.266	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.099	Tot. Loss: 1.389
+2025-09-20 00:18:08,526 INFO Epoch 11 	 Batch 299	LR : 0.00005	Top1 Acc.: 96.297	CLS Loss: 0.127	Mixup Loss: 1.256	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.098	Tot. Loss: 1.382
+2025-09-20 00:24:06,395 INFO Epoch 11 	 Batch 399	LR : 0.00005	Top1 Acc.: 96.641	CLS Loss: 0.127	Mixup Loss: 1.257	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.146	Tot. Loss: 1.383
+2025-09-20 00:30:04,114 INFO Epoch 11 	 Batch 499	LR : 0.00005	Top1 Acc.: 96.234	CLS Loss: 0.136	Mixup Loss: 1.273	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.115	Tot. Loss: 1.408
+2025-09-20 00:36:01,907 INFO Epoch 11 	 Batch 599	LR : 0.00005	Top1 Acc.: 96.359	CLS Loss: 0.137	Mixup Loss: 1.257	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.135	Tot. Loss: 1.395
+2025-09-20 00:41:59,626 INFO Epoch 11 	 Batch 699	LR : 0.00005	Top1 Acc.: 96.219	CLS Loss: 0.131	Mixup Loss: 1.266	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.135	Tot. Loss: 1.396
+2025-09-20 00:47:57,514 INFO Epoch 11 	 Batch 799	LR : 0.00005	Top1 Acc.: 96.281	CLS Loss: 0.138	Mixup Loss: 1.265	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.129	Tot. Loss: 1.404
+2025-09-20 00:53:55,500 INFO Epoch 11 	 Batch 899	LR : 0.00005	Top1 Acc.: 96.406	CLS Loss: 0.126	Mixup Loss: 1.278	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.188	Tot. Loss: 1.404
+2025-09-20 00:59:53,542 INFO Epoch 11 	 Batch 999	LR : 0.00005	Top1 Acc.: 96.203	CLS Loss: 0.126	Mixup Loss: 1.269	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.096	Tot. Loss: 1.395
+2025-09-20 01:05:51,535 INFO Epoch 11 	 Batch 1099	LR : 0.00005	Top1 Acc.: 96.078	CLS Loss: 0.131	Mixup Loss: 1.276	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.131	Tot. Loss: 1.407
+2025-09-20 01:11:49,451 INFO Epoch 11 	 Batch 1199	LR : 0.00005	Top1 Acc.: 96.453	CLS Loss: 0.128	Mixup Loss: 1.272	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.145	Tot. Loss: 1.400
+2025-09-20 01:17:47,367 INFO Epoch 11 	 Batch 1299	LR : 0.00005	Top1 Acc.: 96.453	CLS Loss: 0.127	Mixup Loss: 1.279	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.124	Tot. Loss: 1.405
+2025-09-20 01:23:45,340 INFO Epoch 11 	 Batch 1399	LR : 0.00005	Top1 Acc.: 96.594	CLS Loss: 0.120	Mixup Loss: 1.236	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.134	Tot. Loss: 1.356
+2025-09-20 01:29:43,246 INFO Epoch 11 	 Batch 1499	LR : 0.00005	Top1 Acc.: 96.359	CLS Loss: 0.136	Mixup Loss: 1.270	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.128	Tot. Loss: 1.406
+2025-09-20 01:35:41,138 INFO Epoch 11 	 Batch 1599	LR : 0.00005	Top1 Acc.: 96.234	CLS Loss: 0.131	Mixup Loss: 1.283	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.131	Tot. Loss: 1.415
+2025-09-20 01:41:39,047 INFO Epoch 11 	 Batch 1699	LR : 0.00005	Top1 Acc.: 96.609	CLS Loss: 0.132	Mixup Loss: 1.272	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.110	Tot. Loss: 1.404
+2025-09-20 01:47:36,948 INFO Epoch 11 	 Batch 1799	LR : 0.00005	Top1 Acc.: 96.344	CLS Loss: 0.133	Mixup Loss: 1.266	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.138	Tot. Loss: 1.399
+2025-09-20 01:53:34,713 INFO Epoch 11 	 Batch 1899	LR : 0.00005	Top1 Acc.: 96.281	CLS Loss: 0.132	Mixup Loss: 1.275	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.141	Tot. Loss: 1.407
+2025-09-20 01:59:32,635 INFO Epoch 11 	 Batch 1999	LR : 0.00005	Top1 Acc.: 96.750	CLS Loss: 0.120	Mixup Loss: 1.257	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.134	Tot. Loss: 1.377
+2025-09-20 02:05:31,631 INFO Epoch 11 	 Batch 2099	LR : 0.00005	Top1 Acc.: 96.297	CLS Loss: 0.135	Mixup Loss: 1.283	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.132	Tot. Loss: 1.417
+2025-09-20 02:11:31,015 INFO Epoch 11 	 Batch 2199	LR : 0.00005	Top1 Acc.: 96.688	CLS Loss: 0.122	Mixup Loss: 1.269	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.135	Tot. Loss: 1.391
+2025-09-20 02:17:29,610 INFO Epoch 11 	 Batch 2299	LR : 0.00005	Top1 Acc.: 96.359	CLS Loss: 0.129	Mixup Loss: 1.272	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.173	Tot. Loss: 1.401
+2025-09-20 02:23:27,260 INFO Epoch 11 	 Batch 2399	LR : 0.00005	Top1 Acc.: 96.844	CLS Loss: 0.122	Mixup Loss: 1.262	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.119	Tot. Loss: 1.384
+2025-09-20 02:29:25,000 INFO Epoch 11 	 Batch 2499	LR : 0.00005	Top1 Acc.: 96.453	CLS Loss: 0.134	Mixup Loss: 1.288	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.137	Tot. Loss: 1.422
+2025-09-20 02:35:22,779 INFO Epoch 11 	 Batch 2599	LR : 0.00005	Top1 Acc.: 96.484	CLS Loss: 0.125	Mixup Loss: 1.277	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.101	Tot. Loss: 1.401
+2025-09-20 02:41:20,588 INFO Epoch 11 	 Batch 2699	LR : 0.00005	Top1 Acc.: 96.672	CLS Loss: 0.121	Mixup Loss: 1.262	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.146	Tot. Loss: 1.384
+2025-09-20 02:47:18,530 INFO Epoch 11 	 Batch 2799	LR : 0.00005	Top1 Acc.: 96.344	CLS Loss: 0.125	Mixup Loss: 1.252	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.144	Tot. Loss: 1.377
+2025-09-20 02:53:16,317 INFO Epoch 11 	 Batch 2899	LR : 0.00005	Top1 Acc.: 96.625	CLS Loss: 0.134	Mixup Loss: 1.289	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.146	Tot. Loss: 1.424
+2025-09-20 02:59:14,073 INFO Epoch 11 	 Batch 2999	LR : 0.00005	Top1 Acc.: 96.047	CLS Loss: 0.138	Mixup Loss: 1.287	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.135	Tot. Loss: 1.424
+2025-09-20 03:05:12,010 INFO Epoch 11 	 Batch 3099	LR : 0.00005	Top1 Acc.: 96.406	CLS Loss: 0.130	Mixup Loss: 1.260	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.118	Tot. Loss: 1.390
+2025-09-20 03:11:09,941 INFO Epoch 11 	 Batch 3199	LR : 0.00005	Top1 Acc.: 96.469	CLS Loss: 0.125	Mixup Loss: 1.257	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.135	Tot. Loss: 1.382
+2025-09-20 03:17:07,935 INFO Epoch 11 	 Batch 3299	LR : 0.00004	Top1 Acc.: 96.438	CLS Loss: 0.132	Mixup Loss: 1.260	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.134	Tot. Loss: 1.392
+2025-09-20 03:23:05,839 INFO Epoch 11 	 Batch 3399	LR : 0.00004	Top1 Acc.: 96.672	CLS Loss: 0.128	Mixup Loss: 1.265	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.112	Tot. Loss: 1.394
+2025-09-20 03:29:03,816 INFO Epoch 11 	 Batch 3499	LR : 0.00004	Top1 Acc.: 96.734	CLS Loss: 0.116	Mixup Loss: 1.261	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.113	Tot. Loss: 1.377
+2025-09-20 03:35:01,796 INFO Epoch 11 	 Batch 3599	LR : 0.00004	Top1 Acc.: 96.453	CLS Loss: 0.129	Mixup Loss: 1.276	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.169	Tot. Loss: 1.405
+2025-09-20 03:40:59,801 INFO Epoch 11 	 Batch 3699	LR : 0.00004	Top1 Acc.: 96.516	CLS Loss: 0.132	Mixup Loss: 1.256	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.118	Tot. Loss: 1.388
+2025-09-20 03:46:57,711 INFO Epoch 11 	 Batch 3799	LR : 0.00004	Top1 Acc.: 96.047	CLS Loss: 0.138	Mixup Loss: 1.271	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.161	Tot. Loss: 1.409
+2025-09-20 03:52:55,516 INFO Epoch 11 	 Batch 3899	LR : 0.00004	Top1 Acc.: 96.453	CLS Loss: 0.128	Mixup Loss: 1.276	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.143	Tot. Loss: 1.404
+2025-09-20 03:58:53,288 INFO Epoch 11 	 Batch 3999	LR : 0.00004	Top1 Acc.: 96.938	CLS Loss: 0.115	Mixup Loss: 1.247	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.116	Tot. Loss: 1.362
+2025-09-20 04:04:51,112 INFO Epoch 11 	 Batch 4099	LR : 0.00004	Top1 Acc.: 96.234	CLS Loss: 0.130	Mixup Loss: 1.276	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.141	Tot. Loss: 1.407
+2025-09-20 04:10:48,980 INFO Epoch 11 	 Batch 4199	LR : 0.00004	Top1 Acc.: 96.422	CLS Loss: 0.133	Mixup Loss: 1.280	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.155	Tot. Loss: 1.413
+2025-09-20 04:16:46,745 INFO Epoch 11 	 Batch 4299	LR : 0.00004	Top1 Acc.: 96.734	CLS Loss: 0.125	Mixup Loss: 1.270	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.142	Tot. Loss: 1.394
+2025-09-20 04:22:44,464 INFO Epoch 11 	 Batch 4399	LR : 0.00004	Top1 Acc.: 96.453	CLS Loss: 0.126	Mixup Loss: 1.258	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.128	Tot. Loss: 1.383
+2025-09-20 04:28:42,233 INFO Epoch 11 	 Batch 4499	LR : 0.00004	Top1 Acc.: 96.438	CLS Loss: 0.134	Mixup Loss: 1.263	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.111	Tot. Loss: 1.397
+2025-09-20 04:34:40,157 INFO Epoch 11 	 Batch 4599	LR : 0.00004	Top1 Acc.: 96.391	CLS Loss: 0.130	Mixup Loss: 1.247	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.101	Tot. Loss: 1.377
+2025-09-20 04:40:38,065 INFO Epoch 11 	 Batch 4699	LR : 0.00004	Top1 Acc.: 96.547	CLS Loss: 0.122	Mixup Loss: 1.260	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.109	Tot. Loss: 1.382
+2025-09-20 04:46:35,811 INFO Epoch 11 	 Batch 4799	LR : 0.00004	Top1 Acc.: 96.297	CLS Loss: 0.131	Mixup Loss: 1.253	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.111	Tot. Loss: 1.383
+2025-09-20 04:52:33,608 INFO Epoch 11 	 Batch 4899	LR : 0.00004	Top1 Acc.: 96.375	CLS Loss: 0.134	Mixup Loss: 1.271	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.122	Tot. Loss: 1.405
+2025-09-20 04:58:31,407 INFO Epoch 11 	 Batch 4999	LR : 0.00004	Top1 Acc.: 96.438	CLS Loss: 0.125	Mixup Loss: 1.243	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.106	Tot. Loss: 1.368
+2025-09-20 05:02:57,417 INFO ################## 
+ ---> Validation Epoch 11 (Original Model)	Acc.: 81.928	FPR: 57.548	AUROC: 88.045	AUPR: 61.277	AURC: 44.607	EAURC: 27.194	AUPR Succ.: 96.804	ECE: 4.843	NLL: 7.006	Brier: 25.970
+2025-09-20 05:07:11,923 INFO ################## 
+ ---> Validation Epoch 11 (EMA Model)	Acc.: 81.936	FPR: 57.761	AUROC: 88.030	AUPR: 61.265	AURC: 44.652	EAURC: 27.255	AUPR Succ.: 96.797	ECE: 4.832	NLL: 7.010	Brier: 25.974
+2025-09-20 05:07:13,763 INFO ####### --- Training Epoch 12 --- #######
+2025-09-20 05:20:11,414 INFO Epoch 12 	 Batch 99	LR : 0.00004	Top1 Acc.: 96.547	CLS Loss: 0.128	Mixup Loss: 1.279	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.173	Tot. Loss: 1.407
+2025-09-20 05:26:09,802 INFO Epoch 12 	 Batch 199	LR : 0.00004	Top1 Acc.: 96.672	CLS Loss: 0.122	Mixup Loss: 1.247	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.102	Tot. Loss: 1.370
+2025-09-20 05:32:07,991 INFO Epoch 12 	 Batch 299	LR : 0.00004	Top1 Acc.: 96.422	CLS Loss: 0.126	Mixup Loss: 1.261	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.120	Tot. Loss: 1.387
+2025-09-20 05:38:06,117 INFO Epoch 12 	 Batch 399	LR : 0.00004	Top1 Acc.: 96.703	CLS Loss: 0.126	Mixup Loss: 1.268	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.082	Tot. Loss: 1.394
+2025-09-20 05:44:04,092 INFO Epoch 12 	 Batch 499	LR : 0.00004	Top1 Acc.: 96.328	CLS Loss: 0.136	Mixup Loss: 1.278	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.147	Tot. Loss: 1.414
+2025-09-20 05:50:02,168 INFO Epoch 12 	 Batch 599	LR : 0.00004	Top1 Acc.: 96.375	CLS Loss: 0.137	Mixup Loss: 1.272	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.145	Tot. Loss: 1.409
+2025-09-20 05:56:00,182 INFO Epoch 12 	 Batch 699	LR : 0.00004	Top1 Acc.: 96.312	CLS Loss: 0.130	Mixup Loss: 1.282	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.168	Tot. Loss: 1.411
+2025-09-20 06:01:58,193 INFO Epoch 12 	 Batch 799	LR : 0.00004	Top1 Acc.: 96.359	CLS Loss: 0.138	Mixup Loss: 1.274	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.145	Tot. Loss: 1.411
+2025-09-20 06:07:56,129 INFO Epoch 12 	 Batch 899	LR : 0.00004	Top1 Acc.: 96.406	CLS Loss: 0.125	Mixup Loss: 1.269	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.149	Tot. Loss: 1.395
+2025-09-20 06:13:54,040 INFO Epoch 12 	 Batch 999	LR : 0.00004	Top1 Acc.: 96.359	CLS Loss: 0.126	Mixup Loss: 1.270	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.107	Tot. Loss: 1.396
+2025-09-20 06:19:52,057 INFO Epoch 12 	 Batch 1099	LR : 0.00004	Top1 Acc.: 96.141	CLS Loss: 0.130	Mixup Loss: 1.267	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.090	Tot. Loss: 1.397
+2025-09-20 06:25:50,038 INFO Epoch 12 	 Batch 1199	LR : 0.00004	Top1 Acc.: 96.672	CLS Loss: 0.128	Mixup Loss: 1.267	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.114	Tot. Loss: 1.395
+2025-09-20 06:31:48,025 INFO Epoch 12 	 Batch 1299	LR : 0.00004	Top1 Acc.: 96.484	CLS Loss: 0.127	Mixup Loss: 1.270	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.146	Tot. Loss: 1.398
+2025-09-20 06:37:45,971 INFO Epoch 12 	 Batch 1399	LR : 0.00004	Top1 Acc.: 96.547	CLS Loss: 0.120	Mixup Loss: 1.240	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.150	Tot. Loss: 1.360
+2025-09-20 06:43:43,980 INFO Epoch 12 	 Batch 1499	LR : 0.00004	Top1 Acc.: 96.422	CLS Loss: 0.135	Mixup Loss: 1.270	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.138	Tot. Loss: 1.405
+2025-09-20 06:49:42,063 INFO Epoch 12 	 Batch 1599	LR : 0.00004	Top1 Acc.: 96.172	CLS Loss: 0.131	Mixup Loss: 1.265	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.136	Tot. Loss: 1.396
+2025-09-20 06:55:40,042 INFO Epoch 12 	 Batch 1699	LR : 0.00004	Top1 Acc.: 96.688	CLS Loss: 0.132	Mixup Loss: 1.265	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.131	Tot. Loss: 1.397
+2025-09-20 07:01:38,074 INFO Epoch 12 	 Batch 1799	LR : 0.00004	Top1 Acc.: 96.359	CLS Loss: 0.131	Mixup Loss: 1.272	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.129	Tot. Loss: 1.403
+2025-09-20 07:07:35,995 INFO Epoch 12 	 Batch 1899	LR : 0.00004	Top1 Acc.: 96.266	CLS Loss: 0.131	Mixup Loss: 1.284	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.170	Tot. Loss: 1.415
+2025-09-20 07:13:33,941 INFO Epoch 12 	 Batch 1999	LR : 0.00004	Top1 Acc.: 96.766	CLS Loss: 0.120	Mixup Loss: 1.252	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.102	Tot. Loss: 1.372
+2025-09-20 07:19:31,892 INFO Epoch 12 	 Batch 2099	LR : 0.00004	Top1 Acc.: 96.219	CLS Loss: 0.133	Mixup Loss: 1.264	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.166	Tot. Loss: 1.397
+2025-09-20 07:25:29,822 INFO Epoch 12 	 Batch 2199	LR : 0.00004	Top1 Acc.: 96.656	CLS Loss: 0.120	Mixup Loss: 1.245	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.111	Tot. Loss: 1.365
+2025-09-20 07:31:27,687 INFO Epoch 12 	 Batch 2299	LR : 0.00004	Top1 Acc.: 96.359	CLS Loss: 0.129	Mixup Loss: 1.288	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.113	Tot. Loss: 1.417
+2025-09-20 07:37:27,032 INFO Epoch 12 	 Batch 2399	LR : 0.00004	Top1 Acc.: 96.953	CLS Loss: 0.120	Mixup Loss: 1.261	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.136	Tot. Loss: 1.382
+2025-09-20 07:43:26,545 INFO Epoch 12 	 Batch 2499	LR : 0.00004	Top1 Acc.: 96.391	CLS Loss: 0.133	Mixup Loss: 1.284	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.141	Tot. Loss: 1.416
+2025-09-20 07:49:24,525 INFO Epoch 12 	 Batch 2599	LR : 0.00004	Top1 Acc.: 96.547	CLS Loss: 0.124	Mixup Loss: 1.268	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.122	Tot. Loss: 1.392
+2025-09-20 07:55:22,768 INFO Epoch 12 	 Batch 2699	LR : 0.00004	Top1 Acc.: 96.766	CLS Loss: 0.121	Mixup Loss: 1.268	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.147	Tot. Loss: 1.389
+2025-09-20 08:01:20,892 INFO Epoch 12 	 Batch 2799	LR : 0.00004	Top1 Acc.: 96.422	CLS Loss: 0.124	Mixup Loss: 1.255	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.123	Tot. Loss: 1.379
+2025-09-20 08:07:18,970 INFO Epoch 12 	 Batch 2899	LR : 0.00004	Top1 Acc.: 96.562	CLS Loss: 0.134	Mixup Loss: 1.298	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.144	Tot. Loss: 1.432
+2025-09-20 08:13:17,027 INFO Epoch 12 	 Batch 2999	LR : 0.00004	Top1 Acc.: 96.141	CLS Loss: 0.136	Mixup Loss: 1.268	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.162	Tot. Loss: 1.404
+2025-09-20 08:19:15,086 INFO Epoch 12 	 Batch 3099	LR : 0.00004	Top1 Acc.: 96.406	CLS Loss: 0.129	Mixup Loss: 1.275	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.139	Tot. Loss: 1.405
+2025-09-20 08:25:13,079 INFO Epoch 12 	 Batch 3199	LR : 0.00004	Top1 Acc.: 96.250	CLS Loss: 0.125	Mixup Loss: 1.266	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.147	Tot. Loss: 1.391
+2025-09-20 08:31:11,014 INFO Epoch 12 	 Batch 3299	LR : 0.00004	Top1 Acc.: 96.625	CLS Loss: 0.130	Mixup Loss: 1.274	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.165	Tot. Loss: 1.405
+2025-09-20 08:37:08,897 INFO Epoch 12 	 Batch 3399	LR : 0.00004	Top1 Acc.: 96.688	CLS Loss: 0.128	Mixup Loss: 1.275	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.147	Tot. Loss: 1.403
+2025-09-20 08:43:06,917 INFO Epoch 12 	 Batch 3499	LR : 0.00004	Top1 Acc.: 96.766	CLS Loss: 0.115	Mixup Loss: 1.261	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.138	Tot. Loss: 1.376
+2025-09-20 08:49:04,930 INFO Epoch 12 	 Batch 3599	LR : 0.00004	Top1 Acc.: 96.281	CLS Loss: 0.131	Mixup Loss: 1.269	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.118	Tot. Loss: 1.400
+2025-09-20 08:55:02,949 INFO Epoch 12 	 Batch 3699	LR : 0.00004	Top1 Acc.: 96.562	CLS Loss: 0.130	Mixup Loss: 1.249	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.155	Tot. Loss: 1.379
+2025-09-20 09:01:00,925 INFO Epoch 12 	 Batch 3799	LR : 0.00004	Top1 Acc.: 96.031	CLS Loss: 0.137	Mixup Loss: 1.277	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.156	Tot. Loss: 1.414
+2025-09-20 09:06:58,811 INFO Epoch 12 	 Batch 3899	LR : 0.00004	Top1 Acc.: 96.516	CLS Loss: 0.127	Mixup Loss: 1.281	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.145	Tot. Loss: 1.408
+2025-09-20 09:12:56,681 INFO Epoch 12 	 Batch 3999	LR : 0.00004	Top1 Acc.: 97.016	CLS Loss: 0.115	Mixup Loss: 1.231	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.092	Tot. Loss: 1.346
+2025-09-20 09:18:54,689 INFO Epoch 12 	 Batch 4099	LR : 0.00004	Top1 Acc.: 96.266	CLS Loss: 0.130	Mixup Loss: 1.275	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.125	Tot. Loss: 1.406
+2025-09-20 09:24:52,600 INFO Epoch 12 	 Batch 4199	LR : 0.00004	Top1 Acc.: 96.453	CLS Loss: 0.132	Mixup Loss: 1.268	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.090	Tot. Loss: 1.400
+2025-09-20 09:30:50,498 INFO Epoch 12 	 Batch 4299	LR : 0.00004	Top1 Acc.: 96.766	CLS Loss: 0.124	Mixup Loss: 1.254	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.166	Tot. Loss: 1.379
+2025-09-20 09:36:48,470 INFO Epoch 12 	 Batch 4399	LR : 0.00004	Top1 Acc.: 96.516	CLS Loss: 0.126	Mixup Loss: 1.257	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.137	Tot. Loss: 1.383
+2025-09-20 09:42:46,486 INFO Epoch 12 	 Batch 4499	LR : 0.00004	Top1 Acc.: 96.578	CLS Loss: 0.133	Mixup Loss: 1.260	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.137	Tot. Loss: 1.393
+2025-09-20 09:48:44,469 INFO Epoch 12 	 Batch 4599	LR : 0.00004	Top1 Acc.: 96.453	CLS Loss: 0.129	Mixup Loss: 1.246	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.107	Tot. Loss: 1.375
+2025-09-20 09:54:42,441 INFO Epoch 12 	 Batch 4699	LR : 0.00004	Top1 Acc.: 96.500	CLS Loss: 0.122	Mixup Loss: 1.265	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.167	Tot. Loss: 1.388
+2025-09-20 10:00:40,346 INFO Epoch 12 	 Batch 4799	LR : 0.00003	Top1 Acc.: 96.344	CLS Loss: 0.130	Mixup Loss: 1.253	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.130	Tot. Loss: 1.383
+2025-09-20 10:06:38,239 INFO Epoch 12 	 Batch 4899	LR : 0.00003	Top1 Acc.: 96.484	CLS Loss: 0.134	Mixup Loss: 1.282	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.109	Tot. Loss: 1.416
+2025-09-20 10:12:36,171 INFO Epoch 12 	 Batch 4999	LR : 0.00003	Top1 Acc.: 96.438	CLS Loss: 0.124	Mixup Loss: 1.244	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.124	Tot. Loss: 1.368
+2025-09-20 10:18:04,923 INFO ################## 
+ ---> Validation Epoch 12 (Original Model)	Acc.: 81.918	FPR: 57.449	AUROC: 88.042	AUPR: 61.376	AURC: 44.651	EAURC: 27.218	AUPR Succ.: 96.800	ECE: 4.841	NLL: 7.010	Brier: 25.985
+2025-09-20 10:23:00,459 INFO ################## 
+ ---> Validation Epoch 12 (EMA Model)	Acc.: 81.938	FPR: 57.845	AUROC: 88.022	AUPR: 61.178	AURC: 44.629	EAURC: 27.235	AUPR Succ.: 96.799	ECE: 4.858	NLL: 7.009	Brier: 25.979
+2025-09-20 10:23:01,742 INFO ####### --- Training Epoch 13 --- #######
+2025-09-20 10:39:01,796 INFO Epoch 13 	 Batch 99	LR : 0.00003	Top1 Acc.: 96.484	CLS Loss: 0.127	Mixup Loss: 1.286	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.161	Tot. Loss: 1.413
+2025-09-20 10:45:00,155 INFO Epoch 13 	 Batch 199	LR : 0.00003	Top1 Acc.: 96.703	CLS Loss: 0.121	Mixup Loss: 1.245	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.154	Tot. Loss: 1.366
+2025-09-20 10:50:58,254 INFO Epoch 13 	 Batch 299	LR : 0.00003	Top1 Acc.: 96.281	CLS Loss: 0.127	Mixup Loss: 1.273	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.135	Tot. Loss: 1.400
+2025-09-20 10:56:56,429 INFO Epoch 13 	 Batch 399	LR : 0.00003	Top1 Acc.: 96.656	CLS Loss: 0.126	Mixup Loss: 1.271	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.119	Tot. Loss: 1.397
+2025-09-20 11:02:54,456 INFO Epoch 13 	 Batch 499	LR : 0.00003	Top1 Acc.: 96.250	CLS Loss: 0.136	Mixup Loss: 1.274	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.118	Tot. Loss: 1.410
+2025-09-20 11:08:52,492 INFO Epoch 13 	 Batch 599	LR : 0.00003	Top1 Acc.: 96.328	CLS Loss: 0.137	Mixup Loss: 1.265	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.121	Tot. Loss: 1.402
+2025-09-20 11:14:50,488 INFO Epoch 13 	 Batch 699	LR : 0.00003	Top1 Acc.: 96.312	CLS Loss: 0.129	Mixup Loss: 1.279	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.138	Tot. Loss: 1.408
+2025-09-20 11:20:48,437 INFO Epoch 13 	 Batch 799	LR : 0.00003	Top1 Acc.: 96.438	CLS Loss: 0.137	Mixup Loss: 1.260	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.142	Tot. Loss: 1.397
+2025-09-20 11:26:46,354 INFO Epoch 13 	 Batch 899	LR : 0.00003	Top1 Acc.: 96.562	CLS Loss: 0.124	Mixup Loss: 1.278	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.170	Tot. Loss: 1.403
+2025-09-20 11:32:44,444 INFO Epoch 13 	 Batch 999	LR : 0.00003	Top1 Acc.: 96.391	CLS Loss: 0.126	Mixup Loss: 1.263	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.150	Tot. Loss: 1.389
+2025-09-20 11:38:42,464 INFO Epoch 13 	 Batch 1099	LR : 0.00003	Top1 Acc.: 96.203	CLS Loss: 0.130	Mixup Loss: 1.277	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.103	Tot. Loss: 1.407
+2025-09-20 11:44:40,430 INFO Epoch 13 	 Batch 1199	LR : 0.00003	Top1 Acc.: 96.641	CLS Loss: 0.128	Mixup Loss: 1.272	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.132	Tot. Loss: 1.400
+2025-09-20 11:50:38,478 INFO Epoch 13 	 Batch 1299	LR : 0.00003	Top1 Acc.: 96.625	CLS Loss: 0.126	Mixup Loss: 1.271	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.131	Tot. Loss: 1.397
+2025-09-20 11:56:36,441 INFO Epoch 13 	 Batch 1399	LR : 0.00003	Top1 Acc.: 96.656	CLS Loss: 0.119	Mixup Loss: 1.243	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.070	Tot. Loss: 1.362
+2025-09-20 12:02:34,442 INFO Epoch 13 	 Batch 1499	LR : 0.00003	Top1 Acc.: 96.453	CLS Loss: 0.133	Mixup Loss: 1.279	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.129	Tot. Loss: 1.412
+2025-09-20 12:08:32,410 INFO Epoch 13 	 Batch 1599	LR : 0.00003	Top1 Acc.: 96.219	CLS Loss: 0.130	Mixup Loss: 1.264	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.104	Tot. Loss: 1.394
+2025-09-20 12:14:30,330 INFO Epoch 13 	 Batch 1699	LR : 0.00003	Top1 Acc.: 96.594	CLS Loss: 0.132	Mixup Loss: 1.261	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.150	Tot. Loss: 1.393
+2025-09-20 12:20:28,377 INFO Epoch 13 	 Batch 1799	LR : 0.00003	Top1 Acc.: 96.375	CLS Loss: 0.131	Mixup Loss: 1.267	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.100	Tot. Loss: 1.398
+2025-09-20 12:26:26,516 INFO Epoch 13 	 Batch 1899	LR : 0.00003	Top1 Acc.: 96.234	CLS Loss: 0.132	Mixup Loss: 1.276	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.113	Tot. Loss: 1.408
+2025-09-20 12:32:24,815 INFO Epoch 13 	 Batch 1999	LR : 0.00003	Top1 Acc.: 96.781	CLS Loss: 0.120	Mixup Loss: 1.252	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.119	Tot. Loss: 1.372
+2025-09-20 12:38:22,929 INFO Epoch 13 	 Batch 2099	LR : 0.00003	Top1 Acc.: 96.250	CLS Loss: 0.133	Mixup Loss: 1.273	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.138	Tot. Loss: 1.406
+2025-09-20 12:44:21,065 INFO Epoch 13 	 Batch 2199	LR : 0.00003	Top1 Acc.: 96.750	CLS Loss: 0.120	Mixup Loss: 1.251	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.150	Tot. Loss: 1.371
+2025-09-20 12:50:19,305 INFO Epoch 13 	 Batch 2299	LR : 0.00003	Top1 Acc.: 96.453	CLS Loss: 0.129	Mixup Loss: 1.265	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.147	Tot. Loss: 1.394
+2025-09-20 12:56:17,500 INFO Epoch 13 	 Batch 2399	LR : 0.00003	Top1 Acc.: 96.812	CLS Loss: 0.121	Mixup Loss: 1.249	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.113	Tot. Loss: 1.370
+2025-09-20 13:02:15,810 INFO Epoch 13 	 Batch 2499	LR : 0.00003	Top1 Acc.: 96.453	CLS Loss: 0.133	Mixup Loss: 1.282	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.140	Tot. Loss: 1.414
+2025-09-20 13:08:14,896 INFO Epoch 13 	 Batch 2599	LR : 0.00003	Top1 Acc.: 96.516	CLS Loss: 0.124	Mixup Loss: 1.273	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.171	Tot. Loss: 1.397
+2025-09-20 13:14:14,256 INFO Epoch 13 	 Batch 2699	LR : 0.00003	Top1 Acc.: 96.812	CLS Loss: 0.120	Mixup Loss: 1.275	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.141	Tot. Loss: 1.395
+2025-09-20 13:20:13,340 INFO Epoch 13 	 Batch 2799	LR : 0.00003	Top1 Acc.: 96.453	CLS Loss: 0.125	Mixup Loss: 1.259	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.096	Tot. Loss: 1.384
+2025-09-20 13:26:11,092 INFO Epoch 13 	 Batch 2899	LR : 0.00003	Top1 Acc.: 96.594	CLS Loss: 0.132	Mixup Loss: 1.282	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.148	Tot. Loss: 1.414
+2025-09-20 13:32:09,179 INFO Epoch 13 	 Batch 2999	LR : 0.00003	Top1 Acc.: 96.125	CLS Loss: 0.136	Mixup Loss: 1.273	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.122	Tot. Loss: 1.409
+2025-09-20 13:38:07,167 INFO Epoch 13 	 Batch 3099	LR : 0.00003	Top1 Acc.: 96.453	CLS Loss: 0.130	Mixup Loss: 1.263	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.129	Tot. Loss: 1.393
+2025-09-20 13:44:05,227 INFO Epoch 13 	 Batch 3199	LR : 0.00003	Top1 Acc.: 96.391	CLS Loss: 0.124	Mixup Loss: 1.278	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.127	Tot. Loss: 1.403
+2025-09-20 13:50:03,186 INFO Epoch 13 	 Batch 3299	LR : 0.00003	Top1 Acc.: 96.641	CLS Loss: 0.130	Mixup Loss: 1.270	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.127	Tot. Loss: 1.400
+2025-09-20 13:56:01,134 INFO Epoch 13 	 Batch 3399	LR : 0.00003	Top1 Acc.: 96.766	CLS Loss: 0.127	Mixup Loss: 1.261	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.110	Tot. Loss: 1.388
+2025-09-20 14:01:59,141 INFO Epoch 13 	 Batch 3499	LR : 0.00003	Top1 Acc.: 96.719	CLS Loss: 0.116	Mixup Loss: 1.264	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.195	Tot. Loss: 1.380
+2025-09-20 14:07:57,158 INFO Epoch 13 	 Batch 3599	LR : 0.00003	Top1 Acc.: 96.344	CLS Loss: 0.129	Mixup Loss: 1.281	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.111	Tot. Loss: 1.410
+2025-09-20 14:13:55,134 INFO Epoch 13 	 Batch 3699	LR : 0.00003	Top1 Acc.: 96.531	CLS Loss: 0.130	Mixup Loss: 1.250	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.155	Tot. Loss: 1.380
+2025-09-20 14:19:53,140 INFO Epoch 13 	 Batch 3799	LR : 0.00003	Top1 Acc.: 96.047	CLS Loss: 0.137	Mixup Loss: 1.287	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.149	Tot. Loss: 1.425
+2025-09-20 14:25:51,152 INFO Epoch 13 	 Batch 3899	LR : 0.00003	Top1 Acc.: 96.562	CLS Loss: 0.127	Mixup Loss: 1.278	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.129	Tot. Loss: 1.405
+2025-09-20 14:31:49,098 INFO Epoch 13 	 Batch 3999	LR : 0.00003	Top1 Acc.: 97.000	CLS Loss: 0.114	Mixup Loss: 1.249	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.107	Tot. Loss: 1.363
+2025-09-20 14:37:47,169 INFO Epoch 13 	 Batch 4099	LR : 0.00003	Top1 Acc.: 96.359	CLS Loss: 0.129	Mixup Loss: 1.268	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.131	Tot. Loss: 1.398
+2025-09-20 14:43:45,359 INFO Epoch 13 	 Batch 4199	LR : 0.00003	Top1 Acc.: 96.422	CLS Loss: 0.132	Mixup Loss: 1.263	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.121	Tot. Loss: 1.395
+2025-09-20 14:49:43,518 INFO Epoch 13 	 Batch 4299	LR : 0.00003	Top1 Acc.: 96.922	CLS Loss: 0.123	Mixup Loss: 1.266	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.142	Tot. Loss: 1.389
+2025-09-20 14:55:41,631 INFO Epoch 13 	 Batch 4399	LR : 0.00003	Top1 Acc.: 96.578	CLS Loss: 0.126	Mixup Loss: 1.247	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.157	Tot. Loss: 1.373
+2025-09-20 15:01:39,696 INFO Epoch 13 	 Batch 4499	LR : 0.00003	Top1 Acc.: 96.375	CLS Loss: 0.133	Mixup Loss: 1.271	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.124	Tot. Loss: 1.404
+2025-09-20 15:07:37,838 INFO Epoch 13 	 Batch 4599	LR : 0.00003	Top1 Acc.: 96.484	CLS Loss: 0.128	Mixup Loss: 1.249	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.122	Tot. Loss: 1.377
+2025-09-20 15:13:36,026 INFO Epoch 13 	 Batch 4699	LR : 0.00003	Top1 Acc.: 96.438	CLS Loss: 0.122	Mixup Loss: 1.259	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.150	Tot. Loss: 1.381
+2025-09-20 15:19:34,201 INFO Epoch 13 	 Batch 4799	LR : 0.00003	Top1 Acc.: 96.453	CLS Loss: 0.128	Mixup Loss: 1.266	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.097	Tot. Loss: 1.394
+2025-09-20 15:25:32,279 INFO Epoch 13 	 Batch 4899	LR : 0.00003	Top1 Acc.: 96.438	CLS Loss: 0.133	Mixup Loss: 1.259	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.138	Tot. Loss: 1.392
+2025-09-20 15:31:30,253 INFO Epoch 13 	 Batch 4999	LR : 0.00003	Top1 Acc.: 96.547	CLS Loss: 0.123	Mixup Loss: 1.251	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.104	Tot. Loss: 1.374
+2025-09-20 15:38:51,208 INFO ################## 
+ ---> Validation Epoch 13 (Original Model)	Acc.: 81.920	FPR: 57.600	AUROC: 88.047	AUPR: 61.287	AURC: 44.580	EAURC: 27.151	AUPR Succ.: 96.809	ECE: 4.850	NLL: 7.009	Brier: 25.989
+2025-09-20 15:45:28,803 INFO ################## 
+ ---> Validation Epoch 13 (EMA Model)	Acc.: 81.924	FPR: 57.745	AUROC: 88.041	AUPR: 61.250	AURC: 44.608	EAURC: 27.186	AUPR Succ.: 96.805	ECE: 4.845	NLL: 7.010	Brier: 25.985
+2025-09-20 15:45:29,886 INFO ####### --- Training Epoch 14 --- #######
+2025-09-20 16:05:35,695 INFO Epoch 14 	 Batch 99	LR : 0.00003	Top1 Acc.: 96.594	CLS Loss: 0.126	Mixup Loss: 1.288	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.155	Tot. Loss: 1.414
+2025-09-20 16:11:33,877 INFO Epoch 14 	 Batch 199	LR : 0.00003	Top1 Acc.: 96.578	CLS Loss: 0.122	Mixup Loss: 1.263	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.104	Tot. Loss: 1.385
+2025-09-20 16:17:31,890 INFO Epoch 14 	 Batch 299	LR : 0.00003	Top1 Acc.: 96.469	CLS Loss: 0.125	Mixup Loss: 1.275	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.153	Tot. Loss: 1.400
+2025-09-20 16:23:29,884 INFO Epoch 14 	 Batch 399	LR : 0.00003	Top1 Acc.: 96.656	CLS Loss: 0.125	Mixup Loss: 1.267	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.162	Tot. Loss: 1.392
+2025-09-20 16:29:27,844 INFO Epoch 14 	 Batch 499	LR : 0.00003	Top1 Acc.: 96.266	CLS Loss: 0.134	Mixup Loss: 1.276	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.144	Tot. Loss: 1.410
+2025-09-20 16:35:25,744 INFO Epoch 14 	 Batch 599	LR : 0.00003	Top1 Acc.: 96.531	CLS Loss: 0.136	Mixup Loss: 1.279	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.125	Tot. Loss: 1.415
+2025-09-20 16:41:23,651 INFO Epoch 14 	 Batch 699	LR : 0.00003	Top1 Acc.: 96.391	CLS Loss: 0.129	Mixup Loss: 1.271	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.118	Tot. Loss: 1.400
+2025-09-20 16:47:21,618 INFO Epoch 14 	 Batch 799	LR : 0.00003	Top1 Acc.: 96.359	CLS Loss: 0.137	Mixup Loss: 1.265	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.147	Tot. Loss: 1.403
+2025-09-20 16:53:19,630 INFO Epoch 14 	 Batch 899	LR : 0.00003	Top1 Acc.: 96.484	CLS Loss: 0.124	Mixup Loss: 1.274	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.128	Tot. Loss: 1.398
+2025-09-20 16:59:17,585 INFO Epoch 14 	 Batch 999	LR : 0.00003	Top1 Acc.: 96.281	CLS Loss: 0.125	Mixup Loss: 1.276	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.138	Tot. Loss: 1.400
+2025-09-20 17:05:15,591 INFO Epoch 14 	 Batch 1099	LR : 0.00003	Top1 Acc.: 96.219	CLS Loss: 0.129	Mixup Loss: 1.258	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.123	Tot. Loss: 1.387
+2025-09-20 17:11:13,512 INFO Epoch 14 	 Batch 1199	LR : 0.00003	Top1 Acc.: 96.641	CLS Loss: 0.127	Mixup Loss: 1.266	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.151	Tot. Loss: 1.392
+2025-09-20 17:17:11,467 INFO Epoch 14 	 Batch 1299	LR : 0.00003	Top1 Acc.: 96.562	CLS Loss: 0.126	Mixup Loss: 1.276	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.138	Tot. Loss: 1.402
+2025-09-20 17:23:09,511 INFO Epoch 14 	 Batch 1399	LR : 0.00003	Top1 Acc.: 96.672	CLS Loss: 0.119	Mixup Loss: 1.255	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.107	Tot. Loss: 1.375
+2025-09-20 17:29:07,596 INFO Epoch 14 	 Batch 1499	LR : 0.00003	Top1 Acc.: 96.406	CLS Loss: 0.133	Mixup Loss: 1.259	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.133	Tot. Loss: 1.392
+2025-09-20 17:35:05,692 INFO Epoch 14 	 Batch 1599	LR : 0.00003	Top1 Acc.: 96.250	CLS Loss: 0.130	Mixup Loss: 1.260	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.152	Tot. Loss: 1.390
+2025-09-20 17:41:03,798 INFO Epoch 14 	 Batch 1699	LR : 0.00003	Top1 Acc.: 96.656	CLS Loss: 0.131	Mixup Loss: 1.269	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.156	Tot. Loss: 1.400
+2025-09-20 17:47:01,860 INFO Epoch 14 	 Batch 1799	LR : 0.00002	Top1 Acc.: 96.328	CLS Loss: 0.130	Mixup Loss: 1.261	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.119	Tot. Loss: 1.391
+2025-09-20 17:52:59,999 INFO Epoch 14 	 Batch 1899	LR : 0.00002	Top1 Acc.: 96.297	CLS Loss: 0.131	Mixup Loss: 1.272	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.125	Tot. Loss: 1.403
+2025-09-20 17:58:58,093 INFO Epoch 14 	 Batch 1999	LR : 0.00002	Top1 Acc.: 96.859	CLS Loss: 0.120	Mixup Loss: 1.266	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.112	Tot. Loss: 1.385
+2025-09-20 18:04:56,222 INFO Epoch 14 	 Batch 2099	LR : 0.00002	Top1 Acc.: 96.281	CLS Loss: 0.133	Mixup Loss: 1.273	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.116	Tot. Loss: 1.406
+2025-09-20 18:10:54,390 INFO Epoch 14 	 Batch 2199	LR : 0.00002	Top1 Acc.: 96.703	CLS Loss: 0.120	Mixup Loss: 1.243	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.088	Tot. Loss: 1.363
+2025-09-20 18:16:52,481 INFO Epoch 14 	 Batch 2299	LR : 0.00002	Top1 Acc.: 96.406	CLS Loss: 0.128	Mixup Loss: 1.276	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.138	Tot. Loss: 1.404
+2025-09-20 18:22:50,550 INFO Epoch 14 	 Batch 2399	LR : 0.00002	Top1 Acc.: 96.922	CLS Loss: 0.120	Mixup Loss: 1.250	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.136	Tot. Loss: 1.370
+2025-09-20 18:28:48,546 INFO Epoch 14 	 Batch 2499	LR : 0.00002	Top1 Acc.: 96.391	CLS Loss: 0.132	Mixup Loss: 1.275	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.127	Tot. Loss: 1.407
+2025-09-20 18:34:46,552 INFO Epoch 14 	 Batch 2599	LR : 0.00002	Top1 Acc.: 96.422	CLS Loss: 0.124	Mixup Loss: 1.276	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.120	Tot. Loss: 1.400
+2025-09-20 18:40:45,319 INFO Epoch 14 	 Batch 2699	LR : 0.00002	Top1 Acc.: 96.781	CLS Loss: 0.121	Mixup Loss: 1.268	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.102	Tot. Loss: 1.388
+2025-09-20 18:46:44,541 INFO Epoch 14 	 Batch 2799	LR : 0.00002	Top1 Acc.: 96.453	CLS Loss: 0.122	Mixup Loss: 1.251	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.134	Tot. Loss: 1.373
+2025-09-20 18:52:43,721 INFO Epoch 14 	 Batch 2899	LR : 0.00002	Top1 Acc.: 96.750	CLS Loss: 0.133	Mixup Loss: 1.287	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.154	Tot. Loss: 1.420
+2025-09-20 18:58:42,341 INFO Epoch 14 	 Batch 2999	LR : 0.00002	Top1 Acc.: 96.094	CLS Loss: 0.136	Mixup Loss: 1.280	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.137	Tot. Loss: 1.416
+2025-09-20 19:04:40,016 INFO Epoch 14 	 Batch 3099	LR : 0.00002	Top1 Acc.: 96.438	CLS Loss: 0.128	Mixup Loss: 1.259	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.118	Tot. Loss: 1.387
+2025-09-20 19:10:38,085 INFO Epoch 14 	 Batch 3199	LR : 0.00002	Top1 Acc.: 96.391	CLS Loss: 0.123	Mixup Loss: 1.258	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.122	Tot. Loss: 1.381
+2025-09-20 19:16:36,083 INFO Epoch 14 	 Batch 3299	LR : 0.00002	Top1 Acc.: 96.719	CLS Loss: 0.129	Mixup Loss: 1.274	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.146	Tot. Loss: 1.402
+2025-09-20 19:22:34,043 INFO Epoch 14 	 Batch 3399	LR : 0.00002	Top1 Acc.: 96.625	CLS Loss: 0.128	Mixup Loss: 1.258	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.113	Tot. Loss: 1.386
+2025-09-20 19:28:32,003 INFO Epoch 14 	 Batch 3499	LR : 0.00002	Top1 Acc.: 96.734	CLS Loss: 0.115	Mixup Loss: 1.264	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.149	Tot. Loss: 1.379
+2025-09-20 19:34:29,979 INFO Epoch 14 	 Batch 3599	LR : 0.00002	Top1 Acc.: 96.359	CLS Loss: 0.130	Mixup Loss: 1.271	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.123	Tot. Loss: 1.400
+2025-09-20 19:40:27,936 INFO Epoch 14 	 Batch 3699	LR : 0.00002	Top1 Acc.: 96.578	CLS Loss: 0.129	Mixup Loss: 1.259	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.136	Tot. Loss: 1.389
+2025-09-20 19:46:25,924 INFO Epoch 14 	 Batch 3799	LR : 0.00002	Top1 Acc.: 96.000	CLS Loss: 0.136	Mixup Loss: 1.279	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.160	Tot. Loss: 1.415
+2025-09-20 19:52:23,903 INFO Epoch 14 	 Batch 3899	LR : 0.00002	Top1 Acc.: 96.469	CLS Loss: 0.127	Mixup Loss: 1.276	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.146	Tot. Loss: 1.403
+2025-09-20 19:58:21,974 INFO Epoch 14 	 Batch 3999	LR : 0.00002	Top1 Acc.: 97.031	CLS Loss: 0.114	Mixup Loss: 1.240	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.165	Tot. Loss: 1.353
+2025-09-20 20:04:20,034 INFO Epoch 14 	 Batch 4099	LR : 0.00002	Top1 Acc.: 96.281	CLS Loss: 0.130	Mixup Loss: 1.257	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.119	Tot. Loss: 1.387
+2025-09-20 20:10:18,017 INFO Epoch 14 	 Batch 4199	LR : 0.00002	Top1 Acc.: 96.328	CLS Loss: 0.131	Mixup Loss: 1.270	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.117	Tot. Loss: 1.402
+2025-09-20 20:16:15,952 INFO Epoch 14 	 Batch 4299	LR : 0.00002	Top1 Acc.: 96.812	CLS Loss: 0.124	Mixup Loss: 1.252	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.150	Tot. Loss: 1.376
+2025-09-20 20:22:13,935 INFO Epoch 14 	 Batch 4399	LR : 0.00002	Top1 Acc.: 96.516	CLS Loss: 0.125	Mixup Loss: 1.249	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.145	Tot. Loss: 1.374
+2025-09-20 20:28:11,907 INFO Epoch 14 	 Batch 4499	LR : 0.00002	Top1 Acc.: 96.594	CLS Loss: 0.131	Mixup Loss: 1.271	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.173	Tot. Loss: 1.402
+2025-09-20 20:34:09,857 INFO Epoch 14 	 Batch 4599	LR : 0.00002	Top1 Acc.: 96.500	CLS Loss: 0.128	Mixup Loss: 1.266	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.101	Tot. Loss: 1.394
+2025-09-20 20:40:07,823 INFO Epoch 14 	 Batch 4699	LR : 0.00002	Top1 Acc.: 96.422	CLS Loss: 0.121	Mixup Loss: 1.255	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.139	Tot. Loss: 1.375
+2025-09-20 20:46:05,891 INFO Epoch 14 	 Batch 4799	LR : 0.00002	Top1 Acc.: 96.391	CLS Loss: 0.129	Mixup Loss: 1.265	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.128	Tot. Loss: 1.394
+2025-09-20 20:52:04,002 INFO Epoch 14 	 Batch 4899	LR : 0.00002	Top1 Acc.: 96.406	CLS Loss: 0.134	Mixup Loss: 1.269	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.133	Tot. Loss: 1.403
+2025-09-20 20:58:02,097 INFO Epoch 14 	 Batch 4999	LR : 0.00002	Top1 Acc.: 96.453	CLS Loss: 0.123	Mixup Loss: 1.255	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.121	Tot. Loss: 1.377
+2025-09-20 21:03:46,456 INFO ################## 
+ ---> Validation Epoch 14 (Original Model)	Acc.: 81.910	FPR: 57.490	AUROC: 88.056	AUPR: 61.265	AURC: 44.572	EAURC: 27.123	AUPR Succ.: 96.812	ECE: 4.871	NLL: 7.010	Brier: 25.992
+2025-09-20 21:09:08,407 INFO ################## 
+ ---> Validation Epoch 14 (EMA Model)	Acc.: 81.924	FPR: 57.767	AUROC: 88.038	AUPR: 61.208	AURC: 44.586	EAURC: 27.164	AUPR Succ.: 96.807	ECE: 4.861	NLL: 7.010	Brier: 25.989
+2025-09-20 21:09:08,448 INFO ####### --- Training Epoch 15 --- #######
+2025-09-20 21:24:32,412 INFO Epoch 15 	 Batch 99	LR : 0.00002	Top1 Acc.: 96.625	CLS Loss: 0.125	Mixup Loss: 1.286	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.160	Tot. Loss: 1.411
+2025-09-20 21:30:30,759 INFO Epoch 15 	 Batch 199	LR : 0.00002	Top1 Acc.: 96.781	CLS Loss: 0.121	Mixup Loss: 1.258	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.150	Tot. Loss: 1.379
+2025-09-20 21:36:28,819 INFO Epoch 15 	 Batch 299	LR : 0.00002	Top1 Acc.: 96.484	CLS Loss: 0.125	Mixup Loss: 1.261	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.142	Tot. Loss: 1.386
+2025-09-20 21:42:26,955 INFO Epoch 15 	 Batch 399	LR : 0.00002	Top1 Acc.: 96.703	CLS Loss: 0.125	Mixup Loss: 1.266	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.128	Tot. Loss: 1.392
+2025-09-20 21:48:25,086 INFO Epoch 15 	 Batch 499	LR : 0.00002	Top1 Acc.: 96.188	CLS Loss: 0.135	Mixup Loss: 1.288	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.087	Tot. Loss: 1.423
+2025-09-20 21:54:23,155 INFO Epoch 15 	 Batch 599	LR : 0.00002	Top1 Acc.: 96.391	CLS Loss: 0.136	Mixup Loss: 1.265	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.156	Tot. Loss: 1.401
+2025-09-20 22:00:21,229 INFO Epoch 15 	 Batch 699	LR : 0.00002	Top1 Acc.: 96.438	CLS Loss: 0.127	Mixup Loss: 1.272	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.148	Tot. Loss: 1.400
+2025-09-20 22:06:19,466 INFO Epoch 15 	 Batch 799	LR : 0.00002	Top1 Acc.: 96.406	CLS Loss: 0.137	Mixup Loss: 1.255	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.113	Tot. Loss: 1.391
+2025-09-20 22:12:17,575 INFO Epoch 15 	 Batch 899	LR : 0.00002	Top1 Acc.: 96.547	CLS Loss: 0.123	Mixup Loss: 1.275	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.146	Tot. Loss: 1.398
+2025-09-20 22:18:15,714 INFO Epoch 15 	 Batch 999	LR : 0.00002	Top1 Acc.: 96.422	CLS Loss: 0.124	Mixup Loss: 1.264	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.152	Tot. Loss: 1.388
+2025-09-20 22:24:13,734 INFO Epoch 15 	 Batch 1099	LR : 0.00002	Top1 Acc.: 96.172	CLS Loss: 0.129	Mixup Loss: 1.266	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.117	Tot. Loss: 1.395
+2025-09-20 22:30:11,691 INFO Epoch 15 	 Batch 1199	LR : 0.00002	Top1 Acc.: 96.672	CLS Loss: 0.127	Mixup Loss: 1.266	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.173	Tot. Loss: 1.392
+2025-09-20 22:36:09,663 INFO Epoch 15 	 Batch 1299	LR : 0.00002	Top1 Acc.: 96.500	CLS Loss: 0.124	Mixup Loss: 1.263	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.154	Tot. Loss: 1.388
+2025-09-20 22:42:07,704 INFO Epoch 15 	 Batch 1399	LR : 0.00002	Top1 Acc.: 96.578	CLS Loss: 0.118	Mixup Loss: 1.234	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.098	Tot. Loss: 1.352
+2025-09-20 22:48:05,740 INFO Epoch 15 	 Batch 1499	LR : 0.00002	Top1 Acc.: 96.344	CLS Loss: 0.133	Mixup Loss: 1.268	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.134	Tot. Loss: 1.401
+2025-09-20 22:54:03,749 INFO Epoch 15 	 Batch 1599	LR : 0.00002	Top1 Acc.: 96.172	CLS Loss: 0.130	Mixup Loss: 1.257	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.171	Tot. Loss: 1.386
+2025-09-20 23:00:01,729 INFO Epoch 15 	 Batch 1699	LR : 0.00002	Top1 Acc.: 96.656	CLS Loss: 0.131	Mixup Loss: 1.252	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.160	Tot. Loss: 1.383
+2025-09-20 23:05:59,792 INFO Epoch 15 	 Batch 1799	LR : 0.00002	Top1 Acc.: 96.359	CLS Loss: 0.130	Mixup Loss: 1.260	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.157	Tot. Loss: 1.390
+2025-09-20 23:11:57,852 INFO Epoch 15 	 Batch 1899	LR : 0.00002	Top1 Acc.: 96.219	CLS Loss: 0.130	Mixup Loss: 1.268	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.145	Tot. Loss: 1.398
+2025-09-20 23:17:56,096 INFO Epoch 15 	 Batch 1999	LR : 0.00002	Top1 Acc.: 96.797	CLS Loss: 0.119	Mixup Loss: 1.254	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.122	Tot. Loss: 1.373
+2025-09-20 23:23:54,105 INFO Epoch 15 	 Batch 2099	LR : 0.00002	Top1 Acc.: 96.375	CLS Loss: 0.133	Mixup Loss: 1.267	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.167	Tot. Loss: 1.400
+2025-09-20 23:29:52,153 INFO Epoch 15 	 Batch 2199	LR : 0.00002	Top1 Acc.: 96.766	CLS Loss: 0.119	Mixup Loss: 1.249	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.137	Tot. Loss: 1.368
+2025-09-20 23:35:50,220 INFO Epoch 15 	 Batch 2299	LR : 0.00002	Top1 Acc.: 96.516	CLS Loss: 0.127	Mixup Loss: 1.268	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.124	Tot. Loss: 1.395
+2025-09-20 23:41:48,353 INFO Epoch 15 	 Batch 2399	LR : 0.00002	Top1 Acc.: 96.859	CLS Loss: 0.120	Mixup Loss: 1.255	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.129	Tot. Loss: 1.375
+2025-09-20 23:47:46,516 INFO Epoch 15 	 Batch 2499	LR : 0.00002	Top1 Acc.: 96.469	CLS Loss: 0.132	Mixup Loss: 1.278	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.141	Tot. Loss: 1.410
+2025-09-20 23:53:44,676 INFO Epoch 15 	 Batch 2599	LR : 0.00002	Top1 Acc.: 96.453	CLS Loss: 0.124	Mixup Loss: 1.285	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.167	Tot. Loss: 1.409
+2025-09-20 23:59:42,858 INFO Epoch 15 	 Batch 2699	LR : 0.00002	Top1 Acc.: 96.781	CLS Loss: 0.120	Mixup Loss: 1.264	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.139	Tot. Loss: 1.384
+2025-09-21 00:05:41,052 INFO Epoch 15 	 Batch 2799	LR : 0.00002	Top1 Acc.: 96.438	CLS Loss: 0.123	Mixup Loss: 1.252	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.123	Tot. Loss: 1.375
+2025-09-21 00:11:39,085 INFO Epoch 15 	 Batch 2899	LR : 0.00002	Top1 Acc.: 96.625	CLS Loss: 0.132	Mixup Loss: 1.285	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.183	Tot. Loss: 1.418
+2025-09-21 00:17:37,920 INFO Epoch 15 	 Batch 2999	LR : 0.00002	Top1 Acc.: 96.125	CLS Loss: 0.136	Mixup Loss: 1.283	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.133	Tot. Loss: 1.418
+2025-09-21 00:23:37,410 INFO Epoch 15 	 Batch 3099	LR : 0.00002	Top1 Acc.: 96.562	CLS Loss: 0.128	Mixup Loss: 1.266	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.158	Tot. Loss: 1.394
+2025-09-21 00:29:36,456 INFO Epoch 15 	 Batch 3199	LR : 0.00002	Top1 Acc.: 96.359	CLS Loss: 0.124	Mixup Loss: 1.270	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.127	Tot. Loss: 1.393
+2025-09-21 00:35:34,062 INFO Epoch 15 	 Batch 3299	LR : 0.00002	Top1 Acc.: 96.562	CLS Loss: 0.128	Mixup Loss: 1.257	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.126	Tot. Loss: 1.385
+2025-09-21 00:41:32,052 INFO Epoch 15 	 Batch 3399	LR : 0.00002	Top1 Acc.: 96.672	CLS Loss: 0.127	Mixup Loss: 1.265	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.138	Tot. Loss: 1.392
+2025-09-21 00:47:29,947 INFO Epoch 15 	 Batch 3499	LR : 0.00002	Top1 Acc.: 96.719	CLS Loss: 0.114	Mixup Loss: 1.259	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.131	Tot. Loss: 1.373
+2025-09-21 00:53:27,972 INFO Epoch 15 	 Batch 3599	LR : 0.00002	Top1 Acc.: 96.438	CLS Loss: 0.129	Mixup Loss: 1.276	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.163	Tot. Loss: 1.405
+2025-09-21 00:59:26,103 INFO Epoch 15 	 Batch 3699	LR : 0.00002	Top1 Acc.: 96.547	CLS Loss: 0.129	Mixup Loss: 1.243	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.164	Tot. Loss: 1.371
+2025-09-21 01:05:24,106 INFO Epoch 15 	 Batch 3799	LR : 0.00002	Top1 Acc.: 96.078	CLS Loss: 0.135	Mixup Loss: 1.272	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.153	Tot. Loss: 1.407
+2025-09-21 01:11:22,058 INFO Epoch 15 	 Batch 3899	LR : 0.00002	Top1 Acc.: 96.609	CLS Loss: 0.126	Mixup Loss: 1.278	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.152	Tot. Loss: 1.403
+2025-09-21 01:17:19,994 INFO Epoch 15 	 Batch 3999	LR : 0.00002	Top1 Acc.: 97.094	CLS Loss: 0.114	Mixup Loss: 1.229	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.125	Tot. Loss: 1.343
+2025-09-21 01:23:17,903 INFO Epoch 15 	 Batch 4099	LR : 0.00002	Top1 Acc.: 96.375	CLS Loss: 0.128	Mixup Loss: 1.270	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.124	Tot. Loss: 1.398
+2025-09-21 01:29:15,884 INFO Epoch 15 	 Batch 4199	LR : 0.00002	Top1 Acc.: 96.453	CLS Loss: 0.130	Mixup Loss: 1.274	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.172	Tot. Loss: 1.405
+2025-09-21 01:35:13,834 INFO Epoch 15 	 Batch 4299	LR : 0.00002	Top1 Acc.: 96.969	CLS Loss: 0.121	Mixup Loss: 1.254	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.107	Tot. Loss: 1.375
+2025-09-21 01:41:11,807 INFO Epoch 15 	 Batch 4399	LR : 0.00002	Top1 Acc.: 96.531	CLS Loss: 0.125	Mixup Loss: 1.258	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.152	Tot. Loss: 1.383
+2025-09-21 01:47:09,769 INFO Epoch 15 	 Batch 4499	LR : 0.00002	Top1 Acc.: 96.375	CLS Loss: 0.132	Mixup Loss: 1.269	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.148	Tot. Loss: 1.401
+2025-09-21 01:53:07,800 INFO Epoch 15 	 Batch 4599	LR : 0.00002	Top1 Acc.: 96.609	CLS Loss: 0.127	Mixup Loss: 1.239	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.096	Tot. Loss: 1.366
+2025-09-21 01:59:05,853 INFO Epoch 15 	 Batch 4699	LR : 0.00002	Top1 Acc.: 96.516	CLS Loss: 0.121	Mixup Loss: 1.268	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.108	Tot. Loss: 1.389
+2025-09-21 02:05:03,815 INFO Epoch 15 	 Batch 4799	LR : 0.00001	Top1 Acc.: 96.406	CLS Loss: 0.129	Mixup Loss: 1.267	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.115	Tot. Loss: 1.396
+2025-09-21 02:11:01,890 INFO Epoch 15 	 Batch 4899	LR : 0.00001	Top1 Acc.: 96.375	CLS Loss: 0.133	Mixup Loss: 1.269	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.143	Tot. Loss: 1.402
+2025-09-21 02:16:59,947 INFO Epoch 15 	 Batch 4999	LR : 0.00001	Top1 Acc.: 96.484	CLS Loss: 0.122	Mixup Loss: 1.232	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.086	Tot. Loss: 1.354
+2025-09-21 02:21:17,713 INFO ################## 
+ ---> Validation Epoch 15 (Original Model)	Acc.: 81.924	FPR: 57.856	AUROC: 88.030	AUPR: 61.201	AURC: 44.579	EAURC: 27.158	AUPR Succ.: 96.808	ECE: 4.874	NLL: 7.011	Brier: 25.997
+2025-09-21 02:25:31,426 INFO ################## 
+ ---> Validation Epoch 15 (EMA Model)	Acc.: 81.934	FPR: 57.821	AUROC: 88.026	AUPR: 61.173	AURC: 44.565	EAURC: 27.164	AUPR Succ.: 96.808	ECE: 4.847	NLL: 7.011	Brier: 25.992
+2025-09-21 02:25:31,942 INFO ####### --- Training Epoch 16 --- #######
+2025-09-21 02:39:26,731 INFO Epoch 16 	 Batch 99	LR : 0.00001	Top1 Acc.: 96.484	CLS Loss: 0.127	Mixup Loss: 1.293	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.141	Tot. Loss: 1.420
+2025-09-21 02:45:25,105 INFO Epoch 16 	 Batch 199	LR : 0.00001	Top1 Acc.: 96.719	CLS Loss: 0.121	Mixup Loss: 1.249	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.107	Tot. Loss: 1.370
+2025-09-21 02:51:23,145 INFO Epoch 16 	 Batch 299	LR : 0.00001	Top1 Acc.: 96.500	CLS Loss: 0.124	Mixup Loss: 1.242	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.100	Tot. Loss: 1.366
+2025-09-21 02:57:21,168 INFO Epoch 16 	 Batch 399	LR : 0.00001	Top1 Acc.: 96.734	CLS Loss: 0.125	Mixup Loss: 1.249	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.123	Tot. Loss: 1.374
+2025-09-21 03:03:19,205 INFO Epoch 16 	 Batch 499	LR : 0.00001	Top1 Acc.: 96.297	CLS Loss: 0.135	Mixup Loss: 1.272	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.136	Tot. Loss: 1.407
+2025-09-21 03:09:17,374 INFO Epoch 16 	 Batch 599	LR : 0.00001	Top1 Acc.: 96.422	CLS Loss: 0.135	Mixup Loss: 1.271	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.145	Tot. Loss: 1.407
+2025-09-21 03:15:15,294 INFO Epoch 16 	 Batch 699	LR : 0.00001	Top1 Acc.: 96.516	CLS Loss: 0.127	Mixup Loss: 1.259	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.163	Tot. Loss: 1.386
+2025-09-21 03:21:13,205 INFO Epoch 16 	 Batch 799	LR : 0.00001	Top1 Acc.: 96.422	CLS Loss: 0.137	Mixup Loss: 1.261	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.132	Tot. Loss: 1.398
+2025-09-21 03:27:11,049 INFO Epoch 16 	 Batch 899	LR : 0.00001	Top1 Acc.: 96.453	CLS Loss: 0.124	Mixup Loss: 1.280	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.134	Tot. Loss: 1.403
+2025-09-21 03:33:08,954 INFO Epoch 16 	 Batch 999	LR : 0.00001	Top1 Acc.: 96.406	CLS Loss: 0.124	Mixup Loss: 1.266	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.113	Tot. Loss: 1.391
+2025-09-21 03:39:06,830 INFO Epoch 16 	 Batch 1099	LR : 0.00001	Top1 Acc.: 96.219	CLS Loss: 0.128	Mixup Loss: 1.260	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.124	Tot. Loss: 1.389
+2025-09-21 03:45:04,806 INFO Epoch 16 	 Batch 1199	LR : 0.00001	Top1 Acc.: 96.609	CLS Loss: 0.126	Mixup Loss: 1.265	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.124	Tot. Loss: 1.391
+2025-09-21 03:51:02,715 INFO Epoch 16 	 Batch 1299	LR : 0.00001	Top1 Acc.: 96.516	CLS Loss: 0.126	Mixup Loss: 1.283	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.110	Tot. Loss: 1.409
+2025-09-21 03:57:00,606 INFO Epoch 16 	 Batch 1399	LR : 0.00001	Top1 Acc.: 96.641	CLS Loss: 0.118	Mixup Loss: 1.231	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.104	Tot. Loss: 1.349
+2025-09-21 04:02:58,528 INFO Epoch 16 	 Batch 1499	LR : 0.00001	Top1 Acc.: 96.484	CLS Loss: 0.132	Mixup Loss: 1.265	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.160	Tot. Loss: 1.397
+2025-09-21 04:08:56,396 INFO Epoch 16 	 Batch 1599	LR : 0.00001	Top1 Acc.: 96.281	CLS Loss: 0.130	Mixup Loss: 1.279	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.135	Tot. Loss: 1.409
+2025-09-21 04:14:54,285 INFO Epoch 16 	 Batch 1699	LR : 0.00001	Top1 Acc.: 96.719	CLS Loss: 0.130	Mixup Loss: 1.264	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.143	Tot. Loss: 1.394
+2025-09-21 04:20:52,180 INFO Epoch 16 	 Batch 1799	LR : 0.00001	Top1 Acc.: 96.406	CLS Loss: 0.130	Mixup Loss: 1.266	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.125	Tot. Loss: 1.396
+2025-09-21 04:26:50,077 INFO Epoch 16 	 Batch 1899	LR : 0.00001	Top1 Acc.: 96.344	CLS Loss: 0.129	Mixup Loss: 1.273	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.131	Tot. Loss: 1.402
+2025-09-21 04:32:48,065 INFO Epoch 16 	 Batch 1999	LR : 0.00001	Top1 Acc.: 96.938	CLS Loss: 0.118	Mixup Loss: 1.246	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.111	Tot. Loss: 1.365
+2025-09-21 04:38:46,064 INFO Epoch 16 	 Batch 2099	LR : 0.00001	Top1 Acc.: 96.359	CLS Loss: 0.133	Mixup Loss: 1.273	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.150	Tot. Loss: 1.406
+2025-09-21 04:44:44,009 INFO Epoch 16 	 Batch 2199	LR : 0.00001	Top1 Acc.: 96.781	CLS Loss: 0.119	Mixup Loss: 1.249	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.137	Tot. Loss: 1.368
+2025-09-21 04:50:41,995 INFO Epoch 16 	 Batch 2299	LR : 0.00001	Top1 Acc.: 96.500	CLS Loss: 0.128	Mixup Loss: 1.265	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.126	Tot. Loss: 1.393
+2025-09-21 04:56:39,983 INFO Epoch 16 	 Batch 2399	LR : 0.00001	Top1 Acc.: 96.859	CLS Loss: 0.120	Mixup Loss: 1.264	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.159	Tot. Loss: 1.384
+2025-09-21 05:02:38,114 INFO Epoch 16 	 Batch 2499	LR : 0.00001	Top1 Acc.: 96.594	CLS Loss: 0.132	Mixup Loss: 1.270	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.125	Tot. Loss: 1.401
+2025-09-21 05:08:35,992 INFO Epoch 16 	 Batch 2599	LR : 0.00001	Top1 Acc.: 96.594	CLS Loss: 0.123	Mixup Loss: 1.257	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.129	Tot. Loss: 1.380
+2025-09-21 05:14:33,857 INFO Epoch 16 	 Batch 2699	LR : 0.00001	Top1 Acc.: 96.766	CLS Loss: 0.119	Mixup Loss: 1.252	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.111	Tot. Loss: 1.371
+2025-09-21 05:20:31,758 INFO Epoch 16 	 Batch 2799	LR : 0.00001	Top1 Acc.: 96.500	CLS Loss: 0.123	Mixup Loss: 1.266	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.158	Tot. Loss: 1.389
+2025-09-21 05:26:29,657 INFO Epoch 16 	 Batch 2899	LR : 0.00001	Top1 Acc.: 96.734	CLS Loss: 0.132	Mixup Loss: 1.284	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.127	Tot. Loss: 1.416
+2025-09-21 05:32:27,503 INFO Epoch 16 	 Batch 2999	LR : 0.00001	Top1 Acc.: 96.141	CLS Loss: 0.136	Mixup Loss: 1.279	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.152	Tot. Loss: 1.415
+2025-09-21 05:38:25,266 INFO Epoch 16 	 Batch 3099	LR : 0.00001	Top1 Acc.: 96.484	CLS Loss: 0.128	Mixup Loss: 1.266	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.140	Tot. Loss: 1.394
+2025-09-21 05:44:23,181 INFO Epoch 16 	 Batch 3199	LR : 0.00001	Top1 Acc.: 96.359	CLS Loss: 0.124	Mixup Loss: 1.250	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.129	Tot. Loss: 1.374
+2025-09-21 05:50:22,134 INFO Epoch 16 	 Batch 3299	LR : 0.00001	Top1 Acc.: 96.734	CLS Loss: 0.128	Mixup Loss: 1.270	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.157	Tot. Loss: 1.398
+2025-09-21 05:56:21,221 INFO Epoch 16 	 Batch 3399	LR : 0.00001	Top1 Acc.: 96.719	CLS Loss: 0.127	Mixup Loss: 1.272	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.121	Tot. Loss: 1.399
+2025-09-21 06:02:19,144 INFO Epoch 16 	 Batch 3499	LR : 0.00001	Top1 Acc.: 96.766	CLS Loss: 0.114	Mixup Loss: 1.251	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.135	Tot. Loss: 1.364
+2025-09-21 06:08:17,163 INFO Epoch 16 	 Batch 3599	LR : 0.00001	Top1 Acc.: 96.469	CLS Loss: 0.129	Mixup Loss: 1.283	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.126	Tot. Loss: 1.412
+2025-09-21 06:14:15,058 INFO Epoch 16 	 Batch 3699	LR : 0.00001	Top1 Acc.: 96.594	CLS Loss: 0.129	Mixup Loss: 1.254	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.134	Tot. Loss: 1.382
+2025-09-21 06:20:12,916 INFO Epoch 16 	 Batch 3799	LR : 0.00001	Top1 Acc.: 95.875	CLS Loss: 0.137	Mixup Loss: 1.287	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.132	Tot. Loss: 1.424
+2025-09-21 06:26:10,675 INFO Epoch 16 	 Batch 3899	LR : 0.00001	Top1 Acc.: 96.484	CLS Loss: 0.126	Mixup Loss: 1.273	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.122	Tot. Loss: 1.399
+2025-09-21 06:32:08,489 INFO Epoch 16 	 Batch 3999	LR : 0.00001	Top1 Acc.: 96.953	CLS Loss: 0.113	Mixup Loss: 1.238	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.134	Tot. Loss: 1.351
+2025-09-21 06:38:06,447 INFO Epoch 16 	 Batch 4099	LR : 0.00001	Top1 Acc.: 96.344	CLS Loss: 0.128	Mixup Loss: 1.264	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.125	Tot. Loss: 1.392
+2025-09-21 06:44:04,499 INFO Epoch 16 	 Batch 4199	LR : 0.00001	Top1 Acc.: 96.469	CLS Loss: 0.131	Mixup Loss: 1.272	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.197	Tot. Loss: 1.403
+2025-09-21 06:50:02,461 INFO Epoch 16 	 Batch 4299	LR : 0.00001	Top1 Acc.: 96.938	CLS Loss: 0.122	Mixup Loss: 1.269	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.138	Tot. Loss: 1.391
+2025-09-21 06:56:00,486 INFO Epoch 16 	 Batch 4399	LR : 0.00001	Top1 Acc.: 96.531	CLS Loss: 0.124	Mixup Loss: 1.248	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.131	Tot. Loss: 1.372
+2025-09-21 07:01:58,457 INFO Epoch 16 	 Batch 4499	LR : 0.00001	Top1 Acc.: 96.391	CLS Loss: 0.132	Mixup Loss: 1.249	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.132	Tot. Loss: 1.381
+2025-09-21 07:07:56,507 INFO Epoch 16 	 Batch 4599	LR : 0.00001	Top1 Acc.: 96.578	CLS Loss: 0.127	Mixup Loss: 1.249	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.129	Tot. Loss: 1.376
+2025-09-21 07:13:54,561 INFO Epoch 16 	 Batch 4699	LR : 0.00001	Top1 Acc.: 96.562	CLS Loss: 0.120	Mixup Loss: 1.260	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.146	Tot. Loss: 1.381
+2025-09-21 07:19:52,499 INFO Epoch 16 	 Batch 4799	LR : 0.00001	Top1 Acc.: 96.328	CLS Loss: 0.128	Mixup Loss: 1.249	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.131	Tot. Loss: 1.377
+2025-09-21 07:25:50,523 INFO Epoch 16 	 Batch 4899	LR : 0.00001	Top1 Acc.: 96.469	CLS Loss: 0.133	Mixup Loss: 1.254	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.151	Tot. Loss: 1.387
+2025-09-21 07:31:48,374 INFO Epoch 16 	 Batch 4999	LR : 0.00001	Top1 Acc.: 96.391	CLS Loss: 0.123	Mixup Loss: 1.248	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.170	Tot. Loss: 1.371
+2025-09-21 07:36:37,584 INFO ################## 
+ ---> Validation Epoch 16 (Original Model)	Acc.: 81.918	FPR: 57.682	AUROC: 88.046	AUPR: 61.258	AURC: 44.555	EAURC: 27.122	AUPR Succ.: 96.812	ECE: 4.882	NLL: 7.010	Brier: 25.996
+2025-09-21 07:40:42,253 INFO ################## 
+ ---> Validation Epoch 16 (EMA Model)	Acc.: 81.928	FPR: 57.824	AUROC: 88.033	AUPR: 61.190	AURC: 44.558	EAURC: 27.145	AUPR Succ.: 96.810	ECE: 4.870	NLL: 7.011	Brier: 25.995
+2025-09-21 07:40:44,496 INFO ####### --- Training Epoch 17 --- #######
+2025-09-21 07:55:05,614 INFO Epoch 17 	 Batch 99	LR : 0.00001	Top1 Acc.: 96.656	CLS Loss: 0.125	Mixup Loss: 1.284	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.142	Tot. Loss: 1.409
+2025-09-21 08:01:03,877 INFO Epoch 17 	 Batch 199	LR : 0.00001	Top1 Acc.: 96.672	CLS Loss: 0.121	Mixup Loss: 1.246	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.154	Tot. Loss: 1.367
+2025-09-21 08:07:01,922 INFO Epoch 17 	 Batch 299	LR : 0.00001	Top1 Acc.: 96.422	CLS Loss: 0.125	Mixup Loss: 1.256	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.142	Tot. Loss: 1.381
+2025-09-21 08:12:59,732 INFO Epoch 17 	 Batch 399	LR : 0.00001	Top1 Acc.: 96.766	CLS Loss: 0.125	Mixup Loss: 1.247	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.144	Tot. Loss: 1.372
+2025-09-21 08:18:57,545 INFO Epoch 17 	 Batch 499	LR : 0.00001	Top1 Acc.: 96.188	CLS Loss: 0.134	Mixup Loss: 1.285	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.127	Tot. Loss: 1.419
+2025-09-21 08:24:55,555 INFO Epoch 17 	 Batch 599	LR : 0.00001	Top1 Acc.: 96.391	CLS Loss: 0.136	Mixup Loss: 1.278	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.173	Tot. Loss: 1.414
+2025-09-21 08:30:53,587 INFO Epoch 17 	 Batch 699	LR : 0.00001	Top1 Acc.: 96.375	CLS Loss: 0.128	Mixup Loss: 1.263	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.127	Tot. Loss: 1.391
+2025-09-21 08:36:51,632 INFO Epoch 17 	 Batch 799	LR : 0.00001	Top1 Acc.: 96.500	CLS Loss: 0.137	Mixup Loss: 1.266	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.121	Tot. Loss: 1.402
+2025-09-21 08:42:49,619 INFO Epoch 17 	 Batch 899	LR : 0.00001	Top1 Acc.: 96.469	CLS Loss: 0.123	Mixup Loss: 1.267	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.136	Tot. Loss: 1.390
+2025-09-21 08:48:47,664 INFO Epoch 17 	 Batch 999	LR : 0.00001	Top1 Acc.: 96.391	CLS Loss: 0.124	Mixup Loss: 1.273	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.146	Tot. Loss: 1.397
+2025-09-21 08:54:45,659 INFO Epoch 17 	 Batch 1099	LR : 0.00001	Top1 Acc.: 96.156	CLS Loss: 0.129	Mixup Loss: 1.254	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.132	Tot. Loss: 1.383
+2025-09-21 09:00:43,572 INFO Epoch 17 	 Batch 1199	LR : 0.00001	Top1 Acc.: 96.625	CLS Loss: 0.126	Mixup Loss: 1.263	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.146	Tot. Loss: 1.389
+2025-09-21 09:06:41,543 INFO Epoch 17 	 Batch 1299	LR : 0.00001	Top1 Acc.: 96.469	CLS Loss: 0.126	Mixup Loss: 1.277	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.149	Tot. Loss: 1.402
+2025-09-21 09:12:39,394 INFO Epoch 17 	 Batch 1399	LR : 0.00001	Top1 Acc.: 96.656	CLS Loss: 0.117	Mixup Loss: 1.232	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.095	Tot. Loss: 1.350
+2025-09-21 09:18:37,270 INFO Epoch 17 	 Batch 1499	LR : 0.00001	Top1 Acc.: 96.438	CLS Loss: 0.132	Mixup Loss: 1.262	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.143	Tot. Loss: 1.394
+2025-09-21 09:24:35,176 INFO Epoch 17 	 Batch 1599	LR : 0.00001	Top1 Acc.: 96.250	CLS Loss: 0.130	Mixup Loss: 1.265	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.114	Tot. Loss: 1.395
+2025-09-21 09:30:33,060 INFO Epoch 17 	 Batch 1699	LR : 0.00001	Top1 Acc.: 96.703	CLS Loss: 0.131	Mixup Loss: 1.252	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.144	Tot. Loss: 1.383
+2025-09-21 09:36:30,856 INFO Epoch 17 	 Batch 1799	LR : 0.00001	Top1 Acc.: 96.469	CLS Loss: 0.129	Mixup Loss: 1.269	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.146	Tot. Loss: 1.399
+2025-09-21 09:42:28,685 INFO Epoch 17 	 Batch 1899	LR : 0.00001	Top1 Acc.: 96.359	CLS Loss: 0.130	Mixup Loss: 1.274	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.154	Tot. Loss: 1.404
+2025-09-21 09:48:26,608 INFO Epoch 17 	 Batch 1999	LR : 0.00001	Top1 Acc.: 96.938	CLS Loss: 0.118	Mixup Loss: 1.258	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.100	Tot. Loss: 1.376
+2025-09-21 09:54:24,455 INFO Epoch 17 	 Batch 2099	LR : 0.00001	Top1 Acc.: 96.344	CLS Loss: 0.133	Mixup Loss: 1.260	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.120	Tot. Loss: 1.392
+2025-09-21 10:00:22,397 INFO Epoch 17 	 Batch 2199	LR : 0.00001	Top1 Acc.: 96.750	CLS Loss: 0.119	Mixup Loss: 1.243	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.097	Tot. Loss: 1.362
+2025-09-21 10:06:20,151 INFO Epoch 17 	 Batch 2299	LR : 0.00001	Top1 Acc.: 96.531	CLS Loss: 0.127	Mixup Loss: 1.275	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.137	Tot. Loss: 1.402
+2025-09-21 10:12:17,945 INFO Epoch 17 	 Batch 2399	LR : 0.00001	Top1 Acc.: 96.875	CLS Loss: 0.120	Mixup Loss: 1.264	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.119	Tot. Loss: 1.383
+2025-09-21 10:18:15,821 INFO Epoch 17 	 Batch 2499	LR : 0.00001	Top1 Acc.: 96.438	CLS Loss: 0.132	Mixup Loss: 1.274	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.154	Tot. Loss: 1.406
+2025-09-21 10:24:13,727 INFO Epoch 17 	 Batch 2599	LR : 0.00001	Top1 Acc.: 96.484	CLS Loss: 0.123	Mixup Loss: 1.258	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.191	Tot. Loss: 1.381
+2025-09-21 10:30:11,547 INFO Epoch 17 	 Batch 2699	LR : 0.00001	Top1 Acc.: 96.797	CLS Loss: 0.119	Mixup Loss: 1.264	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.140	Tot. Loss: 1.383
+2025-09-21 10:36:09,509 INFO Epoch 17 	 Batch 2799	LR : 0.00001	Top1 Acc.: 96.531	CLS Loss: 0.123	Mixup Loss: 1.264	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.140	Tot. Loss: 1.387
+2025-09-21 10:42:07,509 INFO Epoch 17 	 Batch 2899	LR : 0.00001	Top1 Acc.: 96.703	CLS Loss: 0.131	Mixup Loss: 1.297	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.154	Tot. Loss: 1.429
+2025-09-21 10:48:05,585 INFO Epoch 17 	 Batch 2999	LR : 0.00001	Top1 Acc.: 96.188	CLS Loss: 0.135	Mixup Loss: 1.272	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.141	Tot. Loss: 1.408
+2025-09-21 10:54:03,650 INFO Epoch 17 	 Batch 3099	LR : 0.00001	Top1 Acc.: 96.469	CLS Loss: 0.127	Mixup Loss: 1.267	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.156	Tot. Loss: 1.395
+2025-09-21 11:00:01,693 INFO Epoch 17 	 Batch 3199	LR : 0.00001	Top1 Acc.: 96.453	CLS Loss: 0.123	Mixup Loss: 1.261	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.150	Tot. Loss: 1.384
+2025-09-21 11:05:59,595 INFO Epoch 17 	 Batch 3299	LR : 0.00001	Top1 Acc.: 96.609	CLS Loss: 0.127	Mixup Loss: 1.268	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.134	Tot. Loss: 1.396
+2025-09-21 11:11:57,465 INFO Epoch 17 	 Batch 3399	LR : 0.00001	Top1 Acc.: 96.750	CLS Loss: 0.126	Mixup Loss: 1.269	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.126	Tot. Loss: 1.394
+2025-09-21 11:17:56,104 INFO Epoch 17 	 Batch 3499	LR : 0.00001	Top1 Acc.: 96.750	CLS Loss: 0.115	Mixup Loss: 1.257	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.108	Tot. Loss: 1.371
+2025-09-21 11:23:55,331 INFO Epoch 17 	 Batch 3599	LR : 0.00001	Top1 Acc.: 96.422	CLS Loss: 0.129	Mixup Loss: 1.266	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.104	Tot. Loss: 1.395
+2025-09-21 11:29:53,111 INFO Epoch 17 	 Batch 3699	LR : 0.00001	Top1 Acc.: 96.484	CLS Loss: 0.128	Mixup Loss: 1.249	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.127	Tot. Loss: 1.377
+2025-09-21 11:35:51,045 INFO Epoch 17 	 Batch 3799	LR : 0.00001	Top1 Acc.: 96.000	CLS Loss: 0.136	Mixup Loss: 1.289	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.146	Tot. Loss: 1.425
+2025-09-21 11:41:48,992 INFO Epoch 17 	 Batch 3899	LR : 0.00001	Top1 Acc.: 96.703	CLS Loss: 0.125	Mixup Loss: 1.275	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.178	Tot. Loss: 1.400
+2025-09-21 11:47:46,863 INFO Epoch 17 	 Batch 3999	LR : 0.00001	Top1 Acc.: 96.906	CLS Loss: 0.114	Mixup Loss: 1.234	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.114	Tot. Loss: 1.348
+2025-09-21 11:53:44,767 INFO Epoch 17 	 Batch 4099	LR : 0.00001	Top1 Acc.: 96.297	CLS Loss: 0.128	Mixup Loss: 1.265	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.141	Tot. Loss: 1.393
+2025-09-21 11:59:42,731 INFO Epoch 17 	 Batch 4199	LR : 0.00001	Top1 Acc.: 96.469	CLS Loss: 0.131	Mixup Loss: 1.257	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.123	Tot. Loss: 1.387
+2025-09-21 12:05:40,664 INFO Epoch 17 	 Batch 4299	LR : 0.00001	Top1 Acc.: 96.875	CLS Loss: 0.122	Mixup Loss: 1.250	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.165	Tot. Loss: 1.372
+2025-09-21 12:11:38,550 INFO Epoch 17 	 Batch 4399	LR : 0.00001	Top1 Acc.: 96.484	CLS Loss: 0.124	Mixup Loss: 1.251	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.127	Tot. Loss: 1.375
+2025-09-21 12:17:36,420 INFO Epoch 17 	 Batch 4499	LR : 0.00001	Top1 Acc.: 96.484	CLS Loss: 0.133	Mixup Loss: 1.266	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.125	Tot. Loss: 1.398
+2025-09-21 12:23:34,216 INFO Epoch 17 	 Batch 4599	LR : 0.00001	Top1 Acc.: 96.562	CLS Loss: 0.128	Mixup Loss: 1.254	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.127	Tot. Loss: 1.382
+2025-09-21 12:29:32,053 INFO Epoch 17 	 Batch 4699	LR : 0.00001	Top1 Acc.: 96.609	CLS Loss: 0.120	Mixup Loss: 1.259	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.135	Tot. Loss: 1.379
+2025-09-21 12:35:29,954 INFO Epoch 17 	 Batch 4799	LR : 0.00001	Top1 Acc.: 96.391	CLS Loss: 0.128	Mixup Loss: 1.264	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.137	Tot. Loss: 1.392
+2025-09-21 12:41:27,844 INFO Epoch 17 	 Batch 4899	LR : 0.00001	Top1 Acc.: 96.438	CLS Loss: 0.133	Mixup Loss: 1.259	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.143	Tot. Loss: 1.392
+2025-09-21 12:47:25,653 INFO Epoch 17 	 Batch 4999	LR : 0.00001	Top1 Acc.: 96.578	CLS Loss: 0.122	Mixup Loss: 1.240	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.132	Tot. Loss: 1.362
+2025-09-21 12:51:44,568 INFO ################## 
+ ---> Validation Epoch 17 (Original Model)	Acc.: 81.920	FPR: 57.666	AUROC: 88.046	AUPR: 61.257	AURC: 44.537	EAURC: 27.108	AUPR Succ.: 96.814	ECE: 4.897	NLL: 7.011	Brier: 25.997
+2025-09-21 12:55:34,711 INFO ################## 
+ ---> Validation Epoch 17 (EMA Model)	Acc.: 81.924	FPR: 57.823	AUROC: 88.039	AUPR: 61.231	AURC: 44.555	EAURC: 27.134	AUPR Succ.: 96.811	ECE: 4.880	NLL: 7.011	Brier: 25.996
+2025-09-21 12:55:34,754 INFO ####### --- Training Epoch 18 --- #######
+2025-09-21 13:08:21,288 INFO Epoch 18 	 Batch 99	LR : 0.00001	Top1 Acc.: 96.469	CLS Loss: 0.126	Mixup Loss: 1.272	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.129	Tot. Loss: 1.399
+2025-09-21 13:14:19,416 INFO Epoch 18 	 Batch 199	LR : 0.00001	Top1 Acc.: 96.625	CLS Loss: 0.121	Mixup Loss: 1.264	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.112	Tot. Loss: 1.385
+2025-09-21 13:20:17,269 INFO Epoch 18 	 Batch 299	LR : 0.00001	Top1 Acc.: 96.391	CLS Loss: 0.124	Mixup Loss: 1.267	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.128	Tot. Loss: 1.390
+2025-09-21 13:26:15,114 INFO Epoch 18 	 Batch 399	LR : 0.00001	Top1 Acc.: 96.719	CLS Loss: 0.126	Mixup Loss: 1.262	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.150	Tot. Loss: 1.388
+2025-09-21 13:32:12,934 INFO Epoch 18 	 Batch 499	LR : 0.00001	Top1 Acc.: 96.312	CLS Loss: 0.133	Mixup Loss: 1.282	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.150	Tot. Loss: 1.416
+2025-09-21 13:38:10,815 INFO Epoch 18 	 Batch 599	LR : 0.00001	Top1 Acc.: 96.484	CLS Loss: 0.135	Mixup Loss: 1.275	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.143	Tot. Loss: 1.410
+2025-09-21 13:44:08,678 INFO Epoch 18 	 Batch 699	LR : 0.00000	Top1 Acc.: 96.344	CLS Loss: 0.127	Mixup Loss: 1.287	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.156	Tot. Loss: 1.414
+2025-09-21 13:50:06,548 INFO Epoch 18 	 Batch 799	LR : 0.00000	Top1 Acc.: 96.500	CLS Loss: 0.136	Mixup Loss: 1.251	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.150	Tot. Loss: 1.387
+2025-09-21 13:56:04,313 INFO Epoch 18 	 Batch 899	LR : 0.00000	Top1 Acc.: 96.562	CLS Loss: 0.123	Mixup Loss: 1.273	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.162	Tot. Loss: 1.396
+2025-09-21 14:02:02,175 INFO Epoch 18 	 Batch 999	LR : 0.00000	Top1 Acc.: 96.375	CLS Loss: 0.124	Mixup Loss: 1.266	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.137	Tot. Loss: 1.390
+2025-09-21 14:08:00,016 INFO Epoch 18 	 Batch 1099	LR : 0.00000	Top1 Acc.: 96.125	CLS Loss: 0.129	Mixup Loss: 1.262	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.148	Tot. Loss: 1.391
+2025-09-21 14:13:57,811 INFO Epoch 18 	 Batch 1199	LR : 0.00000	Top1 Acc.: 96.656	CLS Loss: 0.126	Mixup Loss: 1.259	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.136	Tot. Loss: 1.385
+2025-09-21 14:19:55,662 INFO Epoch 18 	 Batch 1299	LR : 0.00000	Top1 Acc.: 96.531	CLS Loss: 0.125	Mixup Loss: 1.266	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.155	Tot. Loss: 1.390
+2025-09-21 14:25:53,425 INFO Epoch 18 	 Batch 1399	LR : 0.00000	Top1 Acc.: 96.719	CLS Loss: 0.118	Mixup Loss: 1.242	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.125	Tot. Loss: 1.360
+2025-09-21 14:31:51,306 INFO Epoch 18 	 Batch 1499	LR : 0.00000	Top1 Acc.: 96.516	CLS Loss: 0.132	Mixup Loss: 1.273	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.130	Tot. Loss: 1.404
+2025-09-21 14:37:49,302 INFO Epoch 18 	 Batch 1599	LR : 0.00000	Top1 Acc.: 96.188	CLS Loss: 0.130	Mixup Loss: 1.265	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.158	Tot. Loss: 1.394
+2025-09-21 14:43:47,309 INFO Epoch 18 	 Batch 1699	LR : 0.00000	Top1 Acc.: 96.734	CLS Loss: 0.130	Mixup Loss: 1.260	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.108	Tot. Loss: 1.389
+2025-09-21 14:49:45,310 INFO Epoch 18 	 Batch 1799	LR : 0.00000	Top1 Acc.: 96.406	CLS Loss: 0.130	Mixup Loss: 1.274	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.119	Tot. Loss: 1.404
+2025-09-21 14:55:43,238 INFO Epoch 18 	 Batch 1899	LR : 0.00000	Top1 Acc.: 96.375	CLS Loss: 0.129	Mixup Loss: 1.262	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.177	Tot. Loss: 1.391
+2025-09-21 15:01:41,275 INFO Epoch 18 	 Batch 1999	LR : 0.00000	Top1 Acc.: 96.797	CLS Loss: 0.119	Mixup Loss: 1.249	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.111	Tot. Loss: 1.368
+2025-09-21 15:07:39,266 INFO Epoch 18 	 Batch 2099	LR : 0.00000	Top1 Acc.: 96.297	CLS Loss: 0.132	Mixup Loss: 1.270	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.137	Tot. Loss: 1.402
+2025-09-21 15:13:37,292 INFO Epoch 18 	 Batch 2199	LR : 0.00000	Top1 Acc.: 96.750	CLS Loss: 0.119	Mixup Loss: 1.240	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.122	Tot. Loss: 1.359
+2025-09-21 15:19:35,317 INFO Epoch 18 	 Batch 2299	LR : 0.00000	Top1 Acc.: 96.500	CLS Loss: 0.127	Mixup Loss: 1.272	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.144	Tot. Loss: 1.400
+2025-09-21 15:25:33,235 INFO Epoch 18 	 Batch 2399	LR : 0.00000	Top1 Acc.: 96.891	CLS Loss: 0.120	Mixup Loss: 1.253	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.130	Tot. Loss: 1.373
+2025-09-21 15:31:31,198 INFO Epoch 18 	 Batch 2499	LR : 0.00000	Top1 Acc.: 96.531	CLS Loss: 0.133	Mixup Loss: 1.284	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.139	Tot. Loss: 1.417
+2025-09-21 15:37:29,177 INFO Epoch 18 	 Batch 2599	LR : 0.00000	Top1 Acc.: 96.500	CLS Loss: 0.123	Mixup Loss: 1.260	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.092	Tot. Loss: 1.383
+2025-09-21 15:43:27,124 INFO Epoch 18 	 Batch 2699	LR : 0.00000	Top1 Acc.: 96.828	CLS Loss: 0.118	Mixup Loss: 1.268	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.200	Tot. Loss: 1.387
+2025-09-21 15:49:24,996 INFO Epoch 18 	 Batch 2799	LR : 0.00000	Top1 Acc.: 96.438	CLS Loss: 0.123	Mixup Loss: 1.268	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.089	Tot. Loss: 1.391
+2025-09-21 15:55:22,932 INFO Epoch 18 	 Batch 2899	LR : 0.00000	Top1 Acc.: 96.734	CLS Loss: 0.131	Mixup Loss: 1.278	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.182	Tot. Loss: 1.409
+2025-09-21 16:01:20,860 INFO Epoch 18 	 Batch 2999	LR : 0.00000	Top1 Acc.: 96.156	CLS Loss: 0.136	Mixup Loss: 1.281	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.160	Tot. Loss: 1.416
+2025-09-21 16:07:18,752 INFO Epoch 18 	 Batch 3099	LR : 0.00000	Top1 Acc.: 96.469	CLS Loss: 0.128	Mixup Loss: 1.252	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.154	Tot. Loss: 1.380
+2025-09-21 16:13:16,600 INFO Epoch 18 	 Batch 3199	LR : 0.00000	Top1 Acc.: 96.391	CLS Loss: 0.124	Mixup Loss: 1.271	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.143	Tot. Loss: 1.395
+2025-09-21 16:19:14,466 INFO Epoch 18 	 Batch 3299	LR : 0.00000	Top1 Acc.: 96.719	CLS Loss: 0.128	Mixup Loss: 1.269	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.146	Tot. Loss: 1.397
+2025-09-21 16:25:12,312 INFO Epoch 18 	 Batch 3399	LR : 0.00000	Top1 Acc.: 96.703	CLS Loss: 0.127	Mixup Loss: 1.265	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.123	Tot. Loss: 1.392
+2025-09-21 16:31:10,220 INFO Epoch 18 	 Batch 3499	LR : 0.00000	Top1 Acc.: 96.844	CLS Loss: 0.113	Mixup Loss: 1.255	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.115	Tot. Loss: 1.368
+2025-09-21 16:37:08,026 INFO Epoch 18 	 Batch 3599	LR : 0.00000	Top1 Acc.: 96.453	CLS Loss: 0.128	Mixup Loss: 1.279	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.139	Tot. Loss: 1.407
+2025-09-21 16:43:06,355 INFO Epoch 18 	 Batch 3699	LR : 0.00000	Top1 Acc.: 96.547	CLS Loss: 0.128	Mixup Loss: 1.252	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.136	Tot. Loss: 1.380
+2025-09-21 16:49:05,336 INFO Epoch 18 	 Batch 3799	LR : 0.00000	Top1 Acc.: 96.109	CLS Loss: 0.136	Mixup Loss: 1.295	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.136	Tot. Loss: 1.431
+2025-09-21 16:55:04,326 INFO Epoch 18 	 Batch 3899	LR : 0.00000	Top1 Acc.: 96.484	CLS Loss: 0.126	Mixup Loss: 1.275	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.157	Tot. Loss: 1.401
+2025-09-21 17:01:01,718 INFO Epoch 18 	 Batch 3999	LR : 0.00000	Top1 Acc.: 96.938	CLS Loss: 0.114	Mixup Loss: 1.237	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.090	Tot. Loss: 1.351
+2025-09-21 17:06:59,793 INFO Epoch 18 	 Batch 4099	LR : 0.00000	Top1 Acc.: 96.250	CLS Loss: 0.129	Mixup Loss: 1.260	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.141	Tot. Loss: 1.389
+2025-09-21 17:12:57,774 INFO Epoch 18 	 Batch 4199	LR : 0.00000	Top1 Acc.: 96.500	CLS Loss: 0.130	Mixup Loss: 1.274	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.145	Tot. Loss: 1.405
+2025-09-21 17:18:55,675 INFO Epoch 18 	 Batch 4299	LR : 0.00000	Top1 Acc.: 96.859	CLS Loss: 0.122	Mixup Loss: 1.256	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.111	Tot. Loss: 1.378
+2025-09-21 17:24:53,635 INFO Epoch 18 	 Batch 4399	LR : 0.00000	Top1 Acc.: 96.594	CLS Loss: 0.124	Mixup Loss: 1.244	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.108	Tot. Loss: 1.367
+2025-09-21 17:30:51,604 INFO Epoch 18 	 Batch 4499	LR : 0.00000	Top1 Acc.: 96.453	CLS Loss: 0.132	Mixup Loss: 1.269	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.105	Tot. Loss: 1.401
+2025-09-21 17:36:49,604 INFO Epoch 18 	 Batch 4599	LR : 0.00000	Top1 Acc.: 96.547	CLS Loss: 0.126	Mixup Loss: 1.242	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.123	Tot. Loss: 1.368
+2025-09-21 17:42:47,558 INFO Epoch 18 	 Batch 4699	LR : 0.00000	Top1 Acc.: 96.562	CLS Loss: 0.121	Mixup Loss: 1.256	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.164	Tot. Loss: 1.377
+2025-09-21 17:48:45,332 INFO Epoch 18 	 Batch 4799	LR : 0.00000	Top1 Acc.: 96.438	CLS Loss: 0.127	Mixup Loss: 1.273	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.105	Tot. Loss: 1.400
+2025-09-21 17:54:43,279 INFO Epoch 18 	 Batch 4899	LR : 0.00000	Top1 Acc.: 96.531	CLS Loss: 0.132	Mixup Loss: 1.275	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.126	Tot. Loss: 1.407
+2025-09-21 18:00:41,150 INFO Epoch 18 	 Batch 4999	LR : 0.00000	Top1 Acc.: 96.578	CLS Loss: 0.122	Mixup Loss: 1.243	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.138	Tot. Loss: 1.365
+2025-09-21 18:05:15,244 INFO ################## 
+ ---> Validation Epoch 18 (Original Model)	Acc.: 81.906	FPR: 57.555	AUROC: 88.065	AUPR: 61.344	AURC: 44.544	EAURC: 27.086	AUPR Succ.: 96.816	ECE: 4.915	NLL: 7.011	Brier: 25.999
+2025-09-21 18:09:22,968 INFO ################## 
+ ---> Validation Epoch 18 (EMA Model)	Acc.: 81.920	FPR: 57.732	AUROC: 88.047	AUPR: 61.279	AURC: 44.548	EAURC: 27.118	AUPR Succ.: 96.813	ECE: 4.891	NLL: 7.011	Brier: 25.997
+2025-09-21 18:09:25,018 INFO ####### --- Training Epoch 19 --- #######
+2025-09-21 18:23:05,258 INFO Epoch 19 	 Batch 99	LR : 0.00000	Top1 Acc.: 96.531	CLS Loss: 0.126	Mixup Loss: 1.290	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.188	Tot. Loss: 1.416
+2025-09-21 18:29:03,360 INFO Epoch 19 	 Batch 199	LR : 0.00000	Top1 Acc.: 96.703	CLS Loss: 0.120	Mixup Loss: 1.247	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.129	Tot. Loss: 1.367
+2025-09-21 18:35:01,124 INFO Epoch 19 	 Batch 299	LR : 0.00000	Top1 Acc.: 96.422	CLS Loss: 0.123	Mixup Loss: 1.263	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.128	Tot. Loss: 1.386
+2025-09-21 18:40:59,036 INFO Epoch 19 	 Batch 399	LR : 0.00000	Top1 Acc.: 96.781	CLS Loss: 0.124	Mixup Loss: 1.253	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.116	Tot. Loss: 1.377
+2025-09-21 18:46:56,989 INFO Epoch 19 	 Batch 499	LR : 0.00000	Top1 Acc.: 96.234	CLS Loss: 0.135	Mixup Loss: 1.295	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.149	Tot. Loss: 1.430
+2025-09-21 18:52:55,064 INFO Epoch 19 	 Batch 599	LR : 0.00000	Top1 Acc.: 96.500	CLS Loss: 0.135	Mixup Loss: 1.280	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.137	Tot. Loss: 1.414
+2025-09-21 18:58:52,983 INFO Epoch 19 	 Batch 699	LR : 0.00000	Top1 Acc.: 96.391	CLS Loss: 0.127	Mixup Loss: 1.269	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.137	Tot. Loss: 1.396
+2025-09-21 19:04:51,058 INFO Epoch 19 	 Batch 799	LR : 0.00000	Top1 Acc.: 96.469	CLS Loss: 0.136	Mixup Loss: 1.270	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.186	Tot. Loss: 1.406
+2025-09-21 19:10:49,025 INFO Epoch 19 	 Batch 899	LR : 0.00000	Top1 Acc.: 96.531	CLS Loss: 0.123	Mixup Loss: 1.275	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.169	Tot. Loss: 1.398
+2025-09-21 19:16:46,996 INFO Epoch 19 	 Batch 999	LR : 0.00000	Top1 Acc.: 96.328	CLS Loss: 0.124	Mixup Loss: 1.262	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.108	Tot. Loss: 1.386
+2025-09-21 19:22:44,893 INFO Epoch 19 	 Batch 1099	LR : 0.00000	Top1 Acc.: 96.219	CLS Loss: 0.128	Mixup Loss: 1.264	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.109	Tot. Loss: 1.392
+2025-09-21 19:28:42,671 INFO Epoch 19 	 Batch 1199	LR : 0.00000	Top1 Acc.: 96.656	CLS Loss: 0.126	Mixup Loss: 1.266	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.105	Tot. Loss: 1.392
+2025-09-21 19:34:40,452 INFO Epoch 19 	 Batch 1299	LR : 0.00000	Top1 Acc.: 96.500	CLS Loss: 0.124	Mixup Loss: 1.270	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.142	Tot. Loss: 1.393
+2025-09-21 19:40:38,229 INFO Epoch 19 	 Batch 1399	LR : 0.00000	Top1 Acc.: 96.672	CLS Loss: 0.118	Mixup Loss: 1.237	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.098	Tot. Loss: 1.355
+2025-09-21 19:46:36,048 INFO Epoch 19 	 Batch 1499	LR : 0.00000	Top1 Acc.: 96.531	CLS Loss: 0.131	Mixup Loss: 1.271	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.149	Tot. Loss: 1.402
+2025-09-21 19:52:33,827 INFO Epoch 19 	 Batch 1599	LR : 0.00000	Top1 Acc.: 96.234	CLS Loss: 0.129	Mixup Loss: 1.264	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.142	Tot. Loss: 1.393
+2025-09-21 19:58:31,601 INFO Epoch 19 	 Batch 1699	LR : 0.00000	Top1 Acc.: 96.672	CLS Loss: 0.130	Mixup Loss: 1.252	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.091	Tot. Loss: 1.382
+2025-09-21 20:04:29,435 INFO Epoch 19 	 Batch 1799	LR : 0.00000	Top1 Acc.: 96.422	CLS Loss: 0.129	Mixup Loss: 1.265	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.137	Tot. Loss: 1.394
+2025-09-21 20:10:27,240 INFO Epoch 19 	 Batch 1899	LR : 0.00000	Top1 Acc.: 96.469	CLS Loss: 0.129	Mixup Loss: 1.277	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.094	Tot. Loss: 1.406
+2025-09-21 20:16:25,041 INFO Epoch 19 	 Batch 1999	LR : 0.00000	Top1 Acc.: 96.859	CLS Loss: 0.118	Mixup Loss: 1.248	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.126	Tot. Loss: 1.366
+2025-09-21 20:22:22,779 INFO Epoch 19 	 Batch 2099	LR : 0.00000	Top1 Acc.: 96.406	CLS Loss: 0.132	Mixup Loss: 1.263	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.127	Tot. Loss: 1.395
+2025-09-21 20:28:20,575 INFO Epoch 19 	 Batch 2199	LR : 0.00000	Top1 Acc.: 96.750	CLS Loss: 0.119	Mixup Loss: 1.246	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.130	Tot. Loss: 1.365
+2025-09-21 20:34:18,508 INFO Epoch 19 	 Batch 2299	LR : 0.00000	Top1 Acc.: 96.500	CLS Loss: 0.128	Mixup Loss: 1.279	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.125	Tot. Loss: 1.407
+2025-09-21 20:40:16,462 INFO Epoch 19 	 Batch 2399	LR : 0.00000	Top1 Acc.: 96.875	CLS Loss: 0.119	Mixup Loss: 1.272	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.140	Tot. Loss: 1.391
+2025-09-21 20:46:14,446 INFO Epoch 19 	 Batch 2499	LR : 0.00000	Top1 Acc.: 96.453	CLS Loss: 0.131	Mixup Loss: 1.277	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.146	Tot. Loss: 1.408
+2025-09-21 20:52:12,325 INFO Epoch 19 	 Batch 2599	LR : 0.00000	Top1 Acc.: 96.422	CLS Loss: 0.122	Mixup Loss: 1.273	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.159	Tot. Loss: 1.396
+2025-09-21 20:58:10,320 INFO Epoch 19 	 Batch 2699	LR : 0.00000	Top1 Acc.: 96.781	CLS Loss: 0.119	Mixup Loss: 1.262	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.122	Tot. Loss: 1.381
+2025-09-21 21:04:08,196 INFO Epoch 19 	 Batch 2799	LR : 0.00000	Top1 Acc.: 96.422	CLS Loss: 0.123	Mixup Loss: 1.271	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.166	Tot. Loss: 1.393
+2025-09-21 21:10:06,191 INFO Epoch 19 	 Batch 2899	LR : 0.00000	Top1 Acc.: 96.656	CLS Loss: 0.132	Mixup Loss: 1.278	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.150	Tot. Loss: 1.409
+2025-09-21 21:16:04,168 INFO Epoch 19 	 Batch 2999	LR : 0.00000	Top1 Acc.: 96.219	CLS Loss: 0.135	Mixup Loss: 1.284	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.159	Tot. Loss: 1.420
+2025-09-21 21:22:02,105 INFO Epoch 19 	 Batch 3099	LR : 0.00000	Top1 Acc.: 96.500	CLS Loss: 0.128	Mixup Loss: 1.256	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.161	Tot. Loss: 1.384
+2025-09-21 21:28:00,000 INFO Epoch 19 	 Batch 3199	LR : 0.00000	Top1 Acc.: 96.375	CLS Loss: 0.124	Mixup Loss: 1.263	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.133	Tot. Loss: 1.386
+2025-09-21 21:33:57,871 INFO Epoch 19 	 Batch 3299	LR : 0.00000	Top1 Acc.: 96.562	CLS Loss: 0.128	Mixup Loss: 1.284	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.148	Tot. Loss: 1.413
+2025-09-21 21:39:55,689 INFO Epoch 19 	 Batch 3399	LR : 0.00000	Top1 Acc.: 96.734	CLS Loss: 0.126	Mixup Loss: 1.278	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.157	Tot. Loss: 1.404
+2025-09-21 21:45:53,596 INFO Epoch 19 	 Batch 3499	LR : 0.00000	Top1 Acc.: 96.812	CLS Loss: 0.114	Mixup Loss: 1.269	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.123	Tot. Loss: 1.383
+2025-09-21 21:51:51,435 INFO Epoch 19 	 Batch 3599	LR : 0.00000	Top1 Acc.: 96.391	CLS Loss: 0.128	Mixup Loss: 1.271	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.136	Tot. Loss: 1.399
+2025-09-21 21:57:49,241 INFO Epoch 19 	 Batch 3699	LR : 0.00000	Top1 Acc.: 96.484	CLS Loss: 0.129	Mixup Loss: 1.242	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.120	Tot. Loss: 1.372
+2025-09-21 22:03:47,007 INFO Epoch 19 	 Batch 3799	LR : 0.00000	Top1 Acc.: 95.891	CLS Loss: 0.136	Mixup Loss: 1.282	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.128	Tot. Loss: 1.419
+2025-09-21 22:09:45,027 INFO Epoch 19 	 Batch 3899	LR : 0.00000	Top1 Acc.: 96.641	CLS Loss: 0.126	Mixup Loss: 1.271	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.135	Tot. Loss: 1.397
+2025-09-21 22:15:43,894 INFO Epoch 19 	 Batch 3999	LR : 0.00000	Top1 Acc.: 96.938	CLS Loss: 0.114	Mixup Loss: 1.229	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.092	Tot. Loss: 1.343
+2025-09-21 22:21:43,051 INFO Epoch 19 	 Batch 4099	LR : 0.00000	Top1 Acc.: 96.266	CLS Loss: 0.128	Mixup Loss: 1.276	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.160	Tot. Loss: 1.405
+2025-09-21 22:27:40,838 INFO Epoch 19 	 Batch 4199	LR : 0.00000	Top1 Acc.: 96.391	CLS Loss: 0.131	Mixup Loss: 1.263	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.095	Tot. Loss: 1.394
+2025-09-21 22:33:38,987 INFO Epoch 19 	 Batch 4299	LR : 0.00000	Top1 Acc.: 96.906	CLS Loss: 0.123	Mixup Loss: 1.253	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.169	Tot. Loss: 1.375
+2025-09-21 22:39:36,920 INFO Epoch 19 	 Batch 4399	LR : 0.00000	Top1 Acc.: 96.547	CLS Loss: 0.125	Mixup Loss: 1.257	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.154	Tot. Loss: 1.382
+2025-09-21 22:45:34,809 INFO Epoch 19 	 Batch 4499	LR : 0.00000	Top1 Acc.: 96.438	CLS Loss: 0.131	Mixup Loss: 1.255	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.145	Tot. Loss: 1.386
+2025-09-21 22:51:32,773 INFO Epoch 19 	 Batch 4599	LR : 0.00000	Top1 Acc.: 96.562	CLS Loss: 0.128	Mixup Loss: 1.249	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.148	Tot. Loss: 1.377
+2025-09-21 22:57:30,814 INFO Epoch 19 	 Batch 4699	LR : 0.00000	Top1 Acc.: 96.594	CLS Loss: 0.120	Mixup Loss: 1.256	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.144	Tot. Loss: 1.376
+2025-09-21 23:03:28,695 INFO Epoch 19 	 Batch 4799	LR : 0.00000	Top1 Acc.: 96.391	CLS Loss: 0.127	Mixup Loss: 1.262	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.107	Tot. Loss: 1.389
+2025-09-21 23:09:26,465 INFO Epoch 19 	 Batch 4899	LR : 0.00000	Top1 Acc.: 96.547	CLS Loss: 0.131	Mixup Loss: 1.256	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.125	Tot. Loss: 1.387
+2025-09-21 23:15:24,264 INFO Epoch 19 	 Batch 4999	LR : 0.00000	Top1 Acc.: 96.594	CLS Loss: 0.121	Mixup Loss: 1.255	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.132	Tot. Loss: 1.376
+2025-09-21 23:20:08,917 INFO ################## 
+ ---> Validation Epoch 19 (Original Model)	Acc.: 81.910	FPR: 57.634	AUROC: 88.059	AUPR: 61.310	AURC: 44.542	EAURC: 27.093	AUPR Succ.: 96.815	ECE: 4.905	NLL: 7.011	Brier: 25.999
+2025-09-21 23:24:42,766 INFO ################## 
+ ---> Validation Epoch 19 (EMA Model)	Acc.: 81.918	FPR: 57.715	AUROC: 88.050	AUPR: 61.291	AURC: 44.548	EAURC: 27.114	AUPR Succ.: 96.813	ECE: 4.897	NLL: 7.012	Brier: 25.997
+2025-09-21 23:24:42,802 INFO ####### --- Training Epoch 20 --- #######
+2025-09-21 23:38:33,730 INFO Epoch 20 	 Batch 99	LR : 0.00000	Top1 Acc.: 96.625	CLS Loss: 0.125	Mixup Loss: 1.305	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.145	Tot. Loss: 1.430
+2025-09-21 23:44:31,961 INFO Epoch 20 	 Batch 199	LR : 0.00000	Top1 Acc.: 96.766	CLS Loss: 0.121	Mixup Loss: 1.258	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.110	Tot. Loss: 1.379
+2025-09-21 23:50:29,811 INFO Epoch 20 	 Batch 299	LR : 0.00000	Top1 Acc.: 96.531	CLS Loss: 0.125	Mixup Loss: 1.259	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.134	Tot. Loss: 1.383
+2025-09-21 23:56:27,776 INFO Epoch 20 	 Batch 399	LR : 0.00000	Top1 Acc.: 96.703	CLS Loss: 0.125	Mixup Loss: 1.260	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.128	Tot. Loss: 1.385
+2025-09-22 00:02:25,680 INFO Epoch 20 	 Batch 499	LR : 0.00000	Top1 Acc.: 96.297	CLS Loss: 0.134	Mixup Loss: 1.282	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.121	Tot. Loss: 1.416
+2025-09-22 00:08:23,747 INFO Epoch 20 	 Batch 599	LR : 0.00000	Top1 Acc.: 96.484	CLS Loss: 0.136	Mixup Loss: 1.259	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.146	Tot. Loss: 1.395
+2025-09-22 00:14:21,647 INFO Epoch 20 	 Batch 699	LR : 0.00000	Top1 Acc.: 96.406	CLS Loss: 0.127	Mixup Loss: 1.270	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.146	Tot. Loss: 1.398
+2025-09-22 00:20:19,618 INFO Epoch 20 	 Batch 799	LR : 0.00000	Top1 Acc.: 96.438	CLS Loss: 0.136	Mixup Loss: 1.268	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.155	Tot. Loss: 1.404
+2025-09-22 00:26:17,611 INFO Epoch 20 	 Batch 899	LR : 0.00000	Top1 Acc.: 96.531	CLS Loss: 0.122	Mixup Loss: 1.278	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.144	Tot. Loss: 1.400
+2025-09-22 00:32:15,591 INFO Epoch 20 	 Batch 999	LR : 0.00000	Top1 Acc.: 96.297	CLS Loss: 0.125	Mixup Loss: 1.264	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.126	Tot. Loss: 1.389
+2025-09-22 00:38:13,678 INFO Epoch 20 	 Batch 1099	LR : 0.00000	Top1 Acc.: 96.141	CLS Loss: 0.128	Mixup Loss: 1.252	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.146	Tot. Loss: 1.380
+2025-09-22 00:44:11,654 INFO Epoch 20 	 Batch 1199	LR : 0.00000	Top1 Acc.: 96.750	CLS Loss: 0.126	Mixup Loss: 1.269	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.110	Tot. Loss: 1.395
+2025-09-22 00:50:09,522 INFO Epoch 20 	 Batch 1299	LR : 0.00000	Top1 Acc.: 96.625	CLS Loss: 0.124	Mixup Loss: 1.270	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.146	Tot. Loss: 1.394
+2025-09-22 00:56:07,353 INFO Epoch 20 	 Batch 1399	LR : 0.00000	Top1 Acc.: 96.781	CLS Loss: 0.118	Mixup Loss: 1.239	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.078	Tot. Loss: 1.357
+2025-09-22 01:02:05,213 INFO Epoch 20 	 Batch 1499	LR : 0.00000	Top1 Acc.: 96.391	CLS Loss: 0.132	Mixup Loss: 1.263	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.116	Tot. Loss: 1.395
+2025-09-22 01:08:03,001 INFO Epoch 20 	 Batch 1599	LR : 0.00000	Top1 Acc.: 96.203	CLS Loss: 0.129	Mixup Loss: 1.258	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.126	Tot. Loss: 1.387
+2025-09-22 01:14:00,822 INFO Epoch 20 	 Batch 1699	LR : 0.00000	Top1 Acc.: 96.750	CLS Loss: 0.131	Mixup Loss: 1.249	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.154	Tot. Loss: 1.380
+2025-09-22 01:19:58,610 INFO Epoch 20 	 Batch 1799	LR : 0.00000	Top1 Acc.: 96.438	CLS Loss: 0.129	Mixup Loss: 1.261	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.120	Tot. Loss: 1.391
+2025-09-22 01:25:56,370 INFO Epoch 20 	 Batch 1899	LR : 0.00000	Top1 Acc.: 96.344	CLS Loss: 0.129	Mixup Loss: 1.271	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.135	Tot. Loss: 1.401
+2025-09-22 01:31:54,164 INFO Epoch 20 	 Batch 1999	LR : 0.00000	Top1 Acc.: 96.844	CLS Loss: 0.119	Mixup Loss: 1.264	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.120	Tot. Loss: 1.383
+2025-09-22 01:37:52,109 INFO Epoch 20 	 Batch 2099	LR : 0.00000	Top1 Acc.: 96.250	CLS Loss: 0.133	Mixup Loss: 1.278	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.157	Tot. Loss: 1.411
+2025-09-22 01:43:49,944 INFO Epoch 20 	 Batch 2199	LR : 0.00000	Top1 Acc.: 96.828	CLS Loss: 0.119	Mixup Loss: 1.243	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.124	Tot. Loss: 1.362
+2025-09-22 01:49:47,863 INFO Epoch 20 	 Batch 2299	LR : 0.00000	Top1 Acc.: 96.547	CLS Loss: 0.127	Mixup Loss: 1.270	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.119	Tot. Loss: 1.397
+2025-09-22 01:55:45,807 INFO Epoch 20 	 Batch 2399	LR : 0.00000	Top1 Acc.: 96.906	CLS Loss: 0.119	Mixup Loss: 1.241	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.113	Tot. Loss: 1.360
+2025-09-22 02:01:43,763 INFO Epoch 20 	 Batch 2499	LR : 0.00000	Top1 Acc.: 96.500	CLS Loss: 0.131	Mixup Loss: 1.281	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.146	Tot. Loss: 1.412
+2025-09-22 02:07:41,716 INFO Epoch 20 	 Batch 2599	LR : 0.00000	Top1 Acc.: 96.500	CLS Loss: 0.123	Mixup Loss: 1.288	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.102	Tot. Loss: 1.411
+2025-09-22 02:13:39,627 INFO Epoch 20 	 Batch 2699	LR : 0.00000	Top1 Acc.: 96.797	CLS Loss: 0.119	Mixup Loss: 1.275	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.127	Tot. Loss: 1.394
+2025-09-22 02:19:37,551 INFO Epoch 20 	 Batch 2799	LR : 0.00000	Top1 Acc.: 96.453	CLS Loss: 0.123	Mixup Loss: 1.257	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.160	Tot. Loss: 1.381
+2025-09-22 02:25:35,506 INFO Epoch 20 	 Batch 2899	LR : 0.00000	Top1 Acc.: 96.625	CLS Loss: 0.131	Mixup Loss: 1.288	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.138	Tot. Loss: 1.419
+2025-09-22 02:31:33,447 INFO Epoch 20 	 Batch 2999	LR : 0.00000	Top1 Acc.: 96.219	CLS Loss: 0.135	Mixup Loss: 1.273	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.109	Tot. Loss: 1.408
+2025-09-22 02:37:31,394 INFO Epoch 20 	 Batch 3099	LR : 0.00000	Top1 Acc.: 96.484	CLS Loss: 0.128	Mixup Loss: 1.272	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.119	Tot. Loss: 1.399
+2025-09-22 02:43:29,293 INFO Epoch 20 	 Batch 3199	LR : 0.00000	Top1 Acc.: 96.406	CLS Loss: 0.123	Mixup Loss: 1.264	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.151	Tot. Loss: 1.387
+2025-09-22 02:49:27,061 INFO Epoch 20 	 Batch 3299	LR : 0.00000	Top1 Acc.: 96.531	CLS Loss: 0.128	Mixup Loss: 1.275	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.124	Tot. Loss: 1.402
+2025-09-22 02:55:24,913 INFO Epoch 20 	 Batch 3399	LR : 0.00000	Top1 Acc.: 96.703	CLS Loss: 0.126	Mixup Loss: 1.263	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.112	Tot. Loss: 1.389
+2025-09-22 03:01:22,676 INFO Epoch 20 	 Batch 3499	LR : 0.00000	Top1 Acc.: 96.781	CLS Loss: 0.114	Mixup Loss: 1.247	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.101	Tot. Loss: 1.361
+2025-09-22 03:07:20,510 INFO Epoch 20 	 Batch 3599	LR : 0.00000	Top1 Acc.: 96.469	CLS Loss: 0.128	Mixup Loss: 1.263	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.175	Tot. Loss: 1.391
+2025-09-22 03:13:18,304 INFO Epoch 20 	 Batch 3699	LR : 0.00000	Top1 Acc.: 96.531	CLS Loss: 0.128	Mixup Loss: 1.244	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.158	Tot. Loss: 1.373
+2025-09-22 03:19:16,095 INFO Epoch 20 	 Batch 3799	LR : 0.00000	Top1 Acc.: 96.047	CLS Loss: 0.136	Mixup Loss: 1.267	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.141	Tot. Loss: 1.403
+2025-09-22 03:25:13,877 INFO Epoch 20 	 Batch 3899	LR : 0.00000	Top1 Acc.: 96.516	CLS Loss: 0.126	Mixup Loss: 1.271	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.120	Tot. Loss: 1.397
+2025-09-22 03:31:11,723 INFO Epoch 20 	 Batch 3999	LR : 0.00000	Top1 Acc.: 97.000	CLS Loss: 0.114	Mixup Loss: 1.234	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.153	Tot. Loss: 1.348
+2025-09-22 03:37:09,532 INFO Epoch 20 	 Batch 4099	LR : 0.00000	Top1 Acc.: 96.188	CLS Loss: 0.129	Mixup Loss: 1.273	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.117	Tot. Loss: 1.402
+2025-09-22 03:43:08,497 INFO Epoch 20 	 Batch 4199	LR : 0.00000	Top1 Acc.: 96.422	CLS Loss: 0.130	Mixup Loss: 1.253	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.137	Tot. Loss: 1.383
+2025-09-22 03:49:07,582 INFO Epoch 20 	 Batch 4299	LR : 0.00000	Top1 Acc.: 96.875	CLS Loss: 0.123	Mixup Loss: 1.255	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.137	Tot. Loss: 1.377
+2025-09-22 03:55:05,295 INFO Epoch 20 	 Batch 4399	LR : 0.00000	Top1 Acc.: 96.547	CLS Loss: 0.125	Mixup Loss: 1.241	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.087	Tot. Loss: 1.366
+2025-09-22 04:01:03,384 INFO Epoch 20 	 Batch 4499	LR : 0.00000	Top1 Acc.: 96.438	CLS Loss: 0.132	Mixup Loss: 1.263	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.105	Tot. Loss: 1.395
+2025-09-22 04:07:01,374 INFO Epoch 20 	 Batch 4599	LR : 0.00000	Top1 Acc.: 96.578	CLS Loss: 0.126	Mixup Loss: 1.248	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.160	Tot. Loss: 1.375
+2025-09-22 04:12:59,311 INFO Epoch 20 	 Batch 4699	LR : 0.00000	Top1 Acc.: 96.516	CLS Loss: 0.120	Mixup Loss: 1.254	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.140	Tot. Loss: 1.374
+2025-09-22 04:18:57,201 INFO Epoch 20 	 Batch 4799	LR : 0.00000	Top1 Acc.: 96.469	CLS Loss: 0.128	Mixup Loss: 1.254	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.141	Tot. Loss: 1.381
+2025-09-22 04:24:55,062 INFO Epoch 20 	 Batch 4899	LR : 0.00000	Top1 Acc.: 96.484	CLS Loss: 0.132	Mixup Loss: 1.270	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.136	Tot. Loss: 1.402
+2025-09-22 04:30:52,944 INFO Epoch 20 	 Batch 4999	LR : 0.00000	Top1 Acc.: 96.609	CLS Loss: 0.122	Mixup Loss: 1.251	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.140	Tot. Loss: 1.372
+2025-09-22 04:35:41,995 INFO ################## 
+ ---> Validation Epoch 20 (Original Model)	Acc.: 81.910	FPR: 57.656	AUROC: 88.059	AUPR: 61.316	AURC: 44.542	EAURC: 27.093	AUPR Succ.: 96.815	ECE: 4.905	NLL: 7.011	Brier: 25.999
+2025-09-22 04:40:05,539 INFO ################## 
+ ---> Validation Epoch 20 (EMA Model)	Acc.: 81.914	FPR: 57.669	AUROC: 88.054	AUPR: 61.308	AURC: 44.551	EAURC: 27.110	AUPR Succ.: 96.813	ECE: 4.904	NLL: 7.012	Brier: 25.998
+2025-09-22 04:40:05,574 INFO ####### --- Training Epoch 21 --- #######
+2025-09-22 04:54:44,775 INFO Epoch 21 	 Batch 99	LR : 0.00000	Top1 Acc.: 96.578	CLS Loss: 0.125	Mixup Loss: 1.283	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.133	Tot. Loss: 1.408
+2025-09-22 05:00:42,925 INFO Epoch 21 	 Batch 199	LR : 0.00000	Top1 Acc.: 96.672	CLS Loss: 0.121	Mixup Loss: 1.268	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.105	Tot. Loss: 1.389
+2025-09-22 05:06:40,778 INFO Epoch 21 	 Batch 299	LR : 0.00000	Top1 Acc.: 96.500	CLS Loss: 0.124	Mixup Loss: 1.264	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.127	Tot. Loss: 1.387
+2025-09-22 05:12:38,731 INFO Epoch 21 	 Batch 399	LR : 0.00000	Top1 Acc.: 96.734	CLS Loss: 0.125	Mixup Loss: 1.268	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.120	Tot. Loss: 1.393
+2025-09-22 05:18:36,552 INFO Epoch 21 	 Batch 499	LR : 0.00000	Top1 Acc.: 96.297	CLS Loss: 0.133	Mixup Loss: 1.282	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.175	Tot. Loss: 1.415
+2025-09-22 05:24:34,494 INFO Epoch 21 	 Batch 599	LR : 0.00000	Top1 Acc.: 96.422	CLS Loss: 0.135	Mixup Loss: 1.260	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.136	Tot. Loss: 1.396
+2025-09-22 05:30:32,419 INFO Epoch 21 	 Batch 699	LR : 0.00000	Top1 Acc.: 96.391	CLS Loss: 0.127	Mixup Loss: 1.261	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.186	Tot. Loss: 1.388
+2025-09-22 05:36:30,366 INFO Epoch 21 	 Batch 799	LR : 0.00000	Top1 Acc.: 96.516	CLS Loss: 0.135	Mixup Loss: 1.269	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.157	Tot. Loss: 1.405
+2025-09-22 05:42:28,254 INFO Epoch 21 	 Batch 899	LR : 0.00000	Top1 Acc.: 96.438	CLS Loss: 0.123	Mixup Loss: 1.266	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.129	Tot. Loss: 1.390
+2025-09-22 05:48:26,183 INFO Epoch 21 	 Batch 999	LR : 0.00000	Top1 Acc.: 96.406	CLS Loss: 0.124	Mixup Loss: 1.263	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.141	Tot. Loss: 1.387
+2025-09-22 05:54:24,106 INFO Epoch 21 	 Batch 1099	LR : 0.00000	Top1 Acc.: 96.156	CLS Loss: 0.128	Mixup Loss: 1.261	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.140	Tot. Loss: 1.389
+2025-09-22 06:00:21,982 INFO Epoch 21 	 Batch 1199	LR : 0.00000	Top1 Acc.: 96.734	CLS Loss: 0.126	Mixup Loss: 1.261	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.130	Tot. Loss: 1.388
+2025-09-22 06:06:19,744 INFO Epoch 21 	 Batch 1299	LR : 0.00000	Top1 Acc.: 96.594	CLS Loss: 0.123	Mixup Loss: 1.264	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.147	Tot. Loss: 1.388
+2025-09-22 06:12:17,501 INFO Epoch 21 	 Batch 1399	LR : 0.00000	Top1 Acc.: 96.703	CLS Loss: 0.119	Mixup Loss: 1.249	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.093	Tot. Loss: 1.368
+2025-09-22 06:18:15,226 INFO Epoch 21 	 Batch 1499	LR : 0.00000	Top1 Acc.: 96.438	CLS Loss: 0.131	Mixup Loss: 1.268	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.109	Tot. Loss: 1.400
+2025-09-22 06:24:12,868 INFO Epoch 21 	 Batch 1599	LR : 0.00000	Top1 Acc.: 96.250	CLS Loss: 0.129	Mixup Loss: 1.278	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.085	Tot. Loss: 1.408
+2025-09-22 06:30:10,530 INFO Epoch 21 	 Batch 1699	LR : 0.00000	Top1 Acc.: 96.719	CLS Loss: 0.130	Mixup Loss: 1.264	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.103	Tot. Loss: 1.394
+2025-09-22 06:36:08,149 INFO Epoch 21 	 Batch 1799	LR : 0.00000	Top1 Acc.: 96.438	CLS Loss: 0.130	Mixup Loss: 1.254	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.140	Tot. Loss: 1.384
+2025-09-22 06:42:05,759 INFO Epoch 21 	 Batch 1899	LR : 0.00000	Top1 Acc.: 96.391	CLS Loss: 0.130	Mixup Loss: 1.267	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.161	Tot. Loss: 1.397
+2025-09-22 06:48:03,488 INFO Epoch 21 	 Batch 1999	LR : 0.00000	Top1 Acc.: 96.922	CLS Loss: 0.119	Mixup Loss: 1.238	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.108	Tot. Loss: 1.356
+2025-09-22 06:54:01,152 INFO Epoch 21 	 Batch 2099	LR : 0.00000	Top1 Acc.: 96.281	CLS Loss: 0.132	Mixup Loss: 1.275	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.158	Tot. Loss: 1.407
+2025-09-22 06:59:58,869 INFO Epoch 21 	 Batch 2199	LR : 0.00000	Top1 Acc.: 96.766	CLS Loss: 0.119	Mixup Loss: 1.258	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.117	Tot. Loss: 1.377
+2025-09-22 07:05:56,589 INFO Epoch 21 	 Batch 2299	LR : 0.00000	Top1 Acc.: 96.500	CLS Loss: 0.128	Mixup Loss: 1.286	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.117	Tot. Loss: 1.414
+2025-09-22 07:11:54,386 INFO Epoch 21 	 Batch 2399	LR : 0.00000	Top1 Acc.: 96.906	CLS Loss: 0.119	Mixup Loss: 1.252	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.139	Tot. Loss: 1.371
+2025-09-22 07:17:52,216 INFO Epoch 21 	 Batch 2499	LR : 0.00000	Top1 Acc.: 96.609	CLS Loss: 0.131	Mixup Loss: 1.274	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.131	Tot. Loss: 1.405
+2025-09-22 07:23:49,976 INFO Epoch 21 	 Batch 2599	LR : 0.00000	Top1 Acc.: 96.578	CLS Loss: 0.122	Mixup Loss: 1.268	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.177	Tot. Loss: 1.390
+2025-09-22 07:29:47,761 INFO Epoch 21 	 Batch 2699	LR : 0.00000	Top1 Acc.: 96.750	CLS Loss: 0.119	Mixup Loss: 1.264	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.137	Tot. Loss: 1.384
+2025-09-22 07:35:45,496 INFO Epoch 21 	 Batch 2799	LR : 0.00000	Top1 Acc.: 96.391	CLS Loss: 0.123	Mixup Loss: 1.258	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.116	Tot. Loss: 1.381
+2025-09-22 07:41:43,220 INFO Epoch 21 	 Batch 2899	LR : 0.00000	Top1 Acc.: 96.688	CLS Loss: 0.133	Mixup Loss: 1.294	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.175	Tot. Loss: 1.426
+2025-09-22 07:47:41,037 INFO Epoch 21 	 Batch 2999	LR : 0.00000	Top1 Acc.: 96.172	CLS Loss: 0.135	Mixup Loss: 1.260	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.123	Tot. Loss: 1.395
+2025-09-22 07:53:38,847 INFO Epoch 21 	 Batch 3099	LR : 0.00000	Top1 Acc.: 96.438	CLS Loss: 0.128	Mixup Loss: 1.269	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.127	Tot. Loss: 1.397
+2025-09-22 07:59:36,561 INFO Epoch 21 	 Batch 3199	LR : 0.00000	Top1 Acc.: 96.531	CLS Loss: 0.123	Mixup Loss: 1.264	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.094	Tot. Loss: 1.387
+2025-09-22 08:05:34,318 INFO Epoch 21 	 Batch 3299	LR : 0.00000	Top1 Acc.: 96.703	CLS Loss: 0.128	Mixup Loss: 1.263	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.116	Tot. Loss: 1.391
+2025-09-22 08:11:31,949 INFO Epoch 21 	 Batch 3399	LR : 0.00000	Top1 Acc.: 96.734	CLS Loss: 0.125	Mixup Loss: 1.272	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.138	Tot. Loss: 1.397
+2025-09-22 08:17:29,692 INFO Epoch 21 	 Batch 3499	LR : 0.00000	Top1 Acc.: 96.719	CLS Loss: 0.114	Mixup Loss: 1.245	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.149	Tot. Loss: 1.360
+2025-09-22 08:23:27,472 INFO Epoch 21 	 Batch 3599	LR : 0.00000	Top1 Acc.: 96.422	CLS Loss: 0.127	Mixup Loss: 1.269	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.162	Tot. Loss: 1.396
+2025-09-22 08:29:25,128 INFO Epoch 21 	 Batch 3699	LR : 0.00000	Top1 Acc.: 96.594	CLS Loss: 0.128	Mixup Loss: 1.252	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.140	Tot. Loss: 1.381
+2025-09-22 08:35:22,817 INFO Epoch 21 	 Batch 3799	LR : 0.00000	Top1 Acc.: 96.094	CLS Loss: 0.135	Mixup Loss: 1.284	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.122	Tot. Loss: 1.420
+2025-09-22 08:41:20,437 INFO Epoch 21 	 Batch 3899	LR : 0.00000	Top1 Acc.: 96.562	CLS Loss: 0.126	Mixup Loss: 1.267	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.134	Tot. Loss: 1.393
+2025-09-22 08:47:18,139 INFO Epoch 21 	 Batch 3999	LR : 0.00000	Top1 Acc.: 97.062	CLS Loss: 0.114	Mixup Loss: 1.251	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.123	Tot. Loss: 1.364
+2025-09-22 08:53:15,827 INFO Epoch 21 	 Batch 4099	LR : 0.00000	Top1 Acc.: 96.328	CLS Loss: 0.128	Mixup Loss: 1.268	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.165	Tot. Loss: 1.397
+2025-09-22 08:59:13,608 INFO Epoch 21 	 Batch 4199	LR : 0.00000	Top1 Acc.: 96.484	CLS Loss: 0.130	Mixup Loss: 1.261	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.104	Tot. Loss: 1.391
+2025-09-22 09:05:11,426 INFO Epoch 21 	 Batch 4299	LR : 0.00000	Top1 Acc.: 96.891	CLS Loss: 0.122	Mixup Loss: 1.258	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.176	Tot. Loss: 1.381
+2025-09-22 09:11:10,096 INFO Epoch 21 	 Batch 4399	LR : 0.00000	Top1 Acc.: 96.469	CLS Loss: 0.124	Mixup Loss: 1.253	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.111	Tot. Loss: 1.377
+2025-09-22 09:17:09,142 INFO Epoch 21 	 Batch 4499	LR : 0.00000	Top1 Acc.: 96.438	CLS Loss: 0.131	Mixup Loss: 1.273	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.163	Tot. Loss: 1.404
+2025-09-22 09:23:07,794 INFO Epoch 21 	 Batch 4599	LR : 0.00000	Top1 Acc.: 96.516	CLS Loss: 0.127	Mixup Loss: 1.237	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.103	Tot. Loss: 1.364
+2025-09-22 09:29:05,221 INFO Epoch 21 	 Batch 4699	LR : 0.00000	Top1 Acc.: 96.516	CLS Loss: 0.120	Mixup Loss: 1.265	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.133	Tot. Loss: 1.385
+2025-09-22 09:35:03,138 INFO Epoch 21 	 Batch 4799	LR : 0.00000	Top1 Acc.: 96.391	CLS Loss: 0.127	Mixup Loss: 1.269	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.129	Tot. Loss: 1.396
+2025-09-22 09:41:00,976 INFO Epoch 21 	 Batch 4899	LR : 0.00000	Top1 Acc.: 96.328	CLS Loss: 0.133	Mixup Loss: 1.269	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.117	Tot. Loss: 1.401
+2025-09-22 09:46:58,835 INFO Epoch 21 	 Batch 4999	LR : 0.00000	Top1 Acc.: 96.594	CLS Loss: 0.122	Mixup Loss: 1.248	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.163	Tot. Loss: 1.370
+2025-09-22 09:51:33,791 INFO ################## 
+ ---> Validation Epoch 21 (Original Model)	Acc.: 81.910	FPR: 57.579	AUROC: 88.059	AUPR: 61.315	AURC: 44.544	EAURC: 27.094	AUPR Succ.: 96.815	ECE: 4.904	NLL: 7.011	Brier: 25.999
+2025-09-22 09:55:47,639 INFO ################## 
+ ---> Validation Epoch 21 (EMA Model)	Acc.: 81.916	FPR: 57.675	AUROC: 88.051	AUPR: 61.290	AURC: 44.550	EAURC: 27.113	AUPR Succ.: 96.813	ECE: 4.902	NLL: 7.012	Brier: 25.998
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+2025-09-17 17:38:58,151 INFO {
+    "activation": "relu",
+    "alpha": 0.5,
+    "batch_size": 256,
+    "cos_temp": 64,
+    "crl_weight": 0.0,
+    "cutmix_beta": 1.0,
+    "cutmix_prob": 1.0,
+    "cutmix_weight": 0.0,
+    "data_name": "imagenet1k",
+    "deit_path": "./pretrained_model/deit_base_patch16_224-b5f2ef4d.pth",
+    "epochs": 20,
+    "fine_tune_epochs": 20,
+    "fine_tune_lr": 0.01,
+    "gpu": [
+        0,
+        1,
+        2,
+        3
+    ],
+    "imb_factor": 1.0,
+    "label_smoothing": 0.0,
+    "lmbda": 0.8,
+    "loss": "ce",
+    "lr": 0.0001,
+    "mixup_beta": 10.0,
+    "mixup_weight": 1.0,
+    "model_name": "deit_base_patch16_224",
+    "momentum": 0.9,
+    "nb_cls": 1000,
+    "nb_run": 1,
+    "nb_worker": 4,
+    "optim_name": "sam",
+    "p": 2,
+    "per_epoch_scheduler": false,
+    "pixmix_path": "./pixmixset",
+    "pixmix_weight": 0.0,
+    "rebn": true,
+    "resume": null,
+    "reweighting_type": null,
+    "rho": 0.2,
+    "save_dir": "/group-volume/Data-Efficient-Intelligence-ASR-Unlabeled-Data/hushell/surev2_inet/Deit-B-ImageNet1k/ours-pixmix-fsam+sam",
+    "sigma": 1,
+    "subcommand": "ImageNet1k",
+    "swa_epoch_start": 80,
+    "swa_lr": 0.05,
+    "t": 1.0,
+    "test_dir": "/group-volume/On-Device-AI/datasets/imagenet/imagenet-val-256.h5",
+    "train_dir": "/group-volume/On-Device-AI/datasets/imagenet/imagenet-train-256.h5",
+    "train_size": 224,
+    "use_cosine": false,
+    "val_dir": "/group-volume/On-Device-AI/datasets/imagenet/imagenet-val-256.h5",
+    "weight_decay": 5e-05
+}
+2025-09-17 17:41:14,135 INFO ####################################################################################################
+1 / 1 Running
+2025-09-17 17:41:30,018 INFO ####### --- Training Epoch 1 --- #######
+2025-09-17 18:04:55,738 INFO Epoch 1 	 Batch 99	LR : 0.00010	Top1 Acc.: 95.719	CLS Loss: 0.223	Mixup Loss: 1.406	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.410	Tot. Loss: 1.629
+2025-09-17 18:11:09,559 INFO Epoch 1 	 Batch 199	LR : 0.00010	Top1 Acc.: 96.000	CLS Loss: 0.178	Mixup Loss: 1.350	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.281	Tot. Loss: 1.529
+2025-09-17 18:17:23,003 INFO Epoch 1 	 Batch 299	LR : 0.00010	Top1 Acc.: 95.844	CLS Loss: 0.172	Mixup Loss: 1.339	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.261	Tot. Loss: 1.511
+2025-09-17 18:23:36,415 INFO Epoch 1 	 Batch 399	LR : 0.00010	Top1 Acc.: 96.234	CLS Loss: 0.163	Mixup Loss: 1.334	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.213	Tot. Loss: 1.497
+2025-09-17 18:29:49,878 INFO Epoch 1 	 Batch 499	LR : 0.00010	Top1 Acc.: 95.891	CLS Loss: 0.169	Mixup Loss: 1.350	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.242	Tot. Loss: 1.519
+2025-09-17 18:36:03,233 INFO Epoch 1 	 Batch 599	LR : 0.00010	Top1 Acc.: 95.625	CLS Loss: 0.170	Mixup Loss: 1.331	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.255	Tot. Loss: 1.501
+2025-09-17 18:42:16,628 INFO Epoch 1 	 Batch 699	LR : 0.00010	Top1 Acc.: 95.750	CLS Loss: 0.161	Mixup Loss: 1.344	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.217	Tot. Loss: 1.505
+2025-09-17 18:48:30,056 INFO Epoch 1 	 Batch 799	LR : 0.00010	Top1 Acc.: 95.734	CLS Loss: 0.167	Mixup Loss: 1.322	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.206	Tot. Loss: 1.489
+2025-09-17 18:54:43,472 INFO Epoch 1 	 Batch 899	LR : 0.00010	Top1 Acc.: 95.719	CLS Loss: 0.154	Mixup Loss: 1.340	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.175	Tot. Loss: 1.494
+2025-09-17 19:00:56,820 INFO Epoch 1 	 Batch 999	LR : 0.00010	Top1 Acc.: 95.812	CLS Loss: 0.153	Mixup Loss: 1.325	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.189	Tot. Loss: 1.479
+2025-09-17 19:07:10,167 INFO Epoch 1 	 Batch 1099	LR : 0.00010	Top1 Acc.: 95.562	CLS Loss: 0.159	Mixup Loss: 1.327	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.186	Tot. Loss: 1.486
+2025-09-17 19:13:23,585 INFO Epoch 1 	 Batch 1199	LR : 0.00010	Top1 Acc.: 95.938	CLS Loss: 0.154	Mixup Loss: 1.319	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.187	Tot. Loss: 1.472
+2025-09-17 19:19:37,040 INFO Epoch 1 	 Batch 1299	LR : 0.00010	Top1 Acc.: 95.906	CLS Loss: 0.152	Mixup Loss: 1.331	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.181	Tot. Loss: 1.483
+2025-09-17 19:25:50,572 INFO Epoch 1 	 Batch 1399	LR : 0.00010	Top1 Acc.: 96.141	CLS Loss: 0.141	Mixup Loss: 1.301	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.195	Tot. Loss: 1.442
+2025-09-17 19:32:03,870 INFO Epoch 1 	 Batch 1499	LR : 0.00010	Top1 Acc.: 95.797	CLS Loss: 0.156	Mixup Loss: 1.323	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.206	Tot. Loss: 1.480
+2025-09-17 19:38:17,228 INFO Epoch 1 	 Batch 1599	LR : 0.00010	Top1 Acc.: 95.609	CLS Loss: 0.155	Mixup Loss: 1.327	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.174	Tot. Loss: 1.482
+2025-09-17 19:44:30,588 INFO Epoch 1 	 Batch 1699	LR : 0.00010	Top1 Acc.: 95.906	CLS Loss: 0.154	Mixup Loss: 1.305	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.171	Tot. Loss: 1.460
+2025-09-17 19:50:43,970 INFO Epoch 1 	 Batch 1799	LR : 0.00010	Top1 Acc.: 95.891	CLS Loss: 0.156	Mixup Loss: 1.334	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.172	Tot. Loss: 1.490
+2025-09-17 19:56:57,187 INFO Epoch 1 	 Batch 1899	LR : 0.00010	Top1 Acc.: 95.844	CLS Loss: 0.156	Mixup Loss: 1.316	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.170	Tot. Loss: 1.472
+2025-09-17 20:03:10,273 INFO Epoch 1 	 Batch 1999	LR : 0.00010	Top1 Acc.: 96.500	CLS Loss: 0.138	Mixup Loss: 1.301	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.175	Tot. Loss: 1.439
+2025-09-17 20:09:23,343 INFO Epoch 1 	 Batch 2099	LR : 0.00010	Top1 Acc.: 95.609	CLS Loss: 0.158	Mixup Loss: 1.345	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.198	Tot. Loss: 1.503
+2025-09-17 20:15:36,488 INFO Epoch 1 	 Batch 2199	LR : 0.00010	Top1 Acc.: 96.234	CLS Loss: 0.143	Mixup Loss: 1.305	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.190	Tot. Loss: 1.448
+2025-09-17 20:21:49,584 INFO Epoch 1 	 Batch 2299	LR : 0.00010	Top1 Acc.: 95.984	CLS Loss: 0.149	Mixup Loss: 1.327	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.161	Tot. Loss: 1.476
+2025-09-17 20:28:02,846 INFO Epoch 1 	 Batch 2399	LR : 0.00010	Top1 Acc.: 96.188	CLS Loss: 0.141	Mixup Loss: 1.309	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.163	Tot. Loss: 1.450
+2025-09-17 20:34:16,049 INFO Epoch 1 	 Batch 2499	LR : 0.00010	Top1 Acc.: 95.891	CLS Loss: 0.154	Mixup Loss: 1.336	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.186	Tot. Loss: 1.490
+2025-09-17 20:40:29,241 INFO Epoch 1 	 Batch 2599	LR : 0.00010	Top1 Acc.: 95.922	CLS Loss: 0.145	Mixup Loss: 1.324	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.185	Tot. Loss: 1.469
+2025-09-17 20:46:42,361 INFO Epoch 1 	 Batch 2699	LR : 0.00010	Top1 Acc.: 96.031	CLS Loss: 0.140	Mixup Loss: 1.304	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.129	Tot. Loss: 1.444
+2025-09-17 20:52:55,447 INFO Epoch 1 	 Batch 2799	LR : 0.00010	Top1 Acc.: 95.719	CLS Loss: 0.148	Mixup Loss: 1.325	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.171	Tot. Loss: 1.474
+2025-09-17 20:59:08,587 INFO Epoch 1 	 Batch 2899	LR : 0.00010	Top1 Acc.: 96.000	CLS Loss: 0.155	Mixup Loss: 1.327	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.176	Tot. Loss: 1.482
+2025-09-17 21:05:21,732 INFO Epoch 1 	 Batch 2999	LR : 0.00010	Top1 Acc.: 95.594	CLS Loss: 0.158	Mixup Loss: 1.342	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.195	Tot. Loss: 1.500
+2025-09-17 21:11:34,916 INFO Epoch 1 	 Batch 3099	LR : 0.00010	Top1 Acc.: 95.844	CLS Loss: 0.150	Mixup Loss: 1.297	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.182	Tot. Loss: 1.447
+2025-09-17 21:17:48,289 INFO Epoch 1 	 Batch 3199	LR : 0.00010	Top1 Acc.: 96.000	CLS Loss: 0.143	Mixup Loss: 1.297	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.173	Tot. Loss: 1.441
+2025-09-17 21:24:01,739 INFO Epoch 1 	 Batch 3299	LR : 0.00010	Top1 Acc.: 95.938	CLS Loss: 0.151	Mixup Loss: 1.309	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.227	Tot. Loss: 1.460
+2025-09-17 21:30:15,086 INFO Epoch 1 	 Batch 3399	LR : 0.00010	Top1 Acc.: 95.984	CLS Loss: 0.147	Mixup Loss: 1.310	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.175	Tot. Loss: 1.456
+2025-09-17 21:36:28,407 INFO Epoch 1 	 Batch 3499	LR : 0.00010	Top1 Acc.: 96.422	CLS Loss: 0.134	Mixup Loss: 1.290	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.159	Tot. Loss: 1.423
+2025-09-17 21:42:41,690 INFO Epoch 1 	 Batch 3599	LR : 0.00010	Top1 Acc.: 95.859	CLS Loss: 0.148	Mixup Loss: 1.320	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.184	Tot. Loss: 1.468
+2025-09-17 21:48:55,033 INFO Epoch 1 	 Batch 3699	LR : 0.00010	Top1 Acc.: 95.969	CLS Loss: 0.149	Mixup Loss: 1.305	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.135	Tot. Loss: 1.454
+2025-09-17 21:55:08,292 INFO Epoch 1 	 Batch 3799	LR : 0.00010	Top1 Acc.: 95.562	CLS Loss: 0.158	Mixup Loss: 1.334	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.172	Tot. Loss: 1.493
+2025-09-17 22:01:21,709 INFO Epoch 1 	 Batch 3899	LR : 0.00010	Top1 Acc.: 95.891	CLS Loss: 0.146	Mixup Loss: 1.306	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.135	Tot. Loss: 1.451
+2025-09-17 22:07:35,178 INFO Epoch 1 	 Batch 3999	LR : 0.00010	Top1 Acc.: 96.438	CLS Loss: 0.132	Mixup Loss: 1.291	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.187	Tot. Loss: 1.423
+2025-09-17 22:13:48,532 INFO Epoch 1 	 Batch 4099	LR : 0.00010	Top1 Acc.: 95.922	CLS Loss: 0.147	Mixup Loss: 1.320	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.147	Tot. Loss: 1.468
+2025-09-17 22:20:01,894 INFO Epoch 1 	 Batch 4199	LR : 0.00010	Top1 Acc.: 95.984	CLS Loss: 0.150	Mixup Loss: 1.306	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.191	Tot. Loss: 1.456
+2025-09-17 22:26:15,257 INFO Epoch 1 	 Batch 4299	LR : 0.00010	Top1 Acc.: 96.297	CLS Loss: 0.141	Mixup Loss: 1.299	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.124	Tot. Loss: 1.441
+2025-09-17 22:32:28,349 INFO Epoch 1 	 Batch 4399	LR : 0.00010	Top1 Acc.: 96.125	CLS Loss: 0.144	Mixup Loss: 1.290	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.156	Tot. Loss: 1.433
+2025-09-17 22:38:41,535 INFO Epoch 1 	 Batch 4499	LR : 0.00010	Top1 Acc.: 95.938	CLS Loss: 0.152	Mixup Loss: 1.302	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.134	Tot. Loss: 1.454
+2025-09-17 22:44:54,702 INFO Epoch 1 	 Batch 4599	LR : 0.00010	Top1 Acc.: 96.266	CLS Loss: 0.145	Mixup Loss: 1.282	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.145	Tot. Loss: 1.427
+2025-09-17 22:51:07,922 INFO Epoch 1 	 Batch 4699	LR : 0.00010	Top1 Acc.: 96.078	CLS Loss: 0.141	Mixup Loss: 1.301	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.158	Tot. Loss: 1.442
+2025-09-17 22:57:21,110 INFO Epoch 1 	 Batch 4799	LR : 0.00010	Top1 Acc.: 95.844	CLS Loss: 0.149	Mixup Loss: 1.311	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.160	Tot. Loss: 1.460
+2025-09-17 23:03:35,896 INFO Epoch 1 	 Batch 4899	LR : 0.00010	Top1 Acc.: 95.984	CLS Loss: 0.152	Mixup Loss: 1.312	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.158	Tot. Loss: 1.464
+2025-09-17 23:09:50,798 INFO Epoch 1 	 Batch 4999	LR : 0.00010	Top1 Acc.: 96.047	CLS Loss: 0.142	Mixup Loss: 1.289	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.125	Tot. Loss: 1.430
+2025-09-17 23:17:03,843 INFO ################## 
+ ---> Validation Epoch 1 (Original Model)	Acc.: 82.000	FPR: 57.444	AUROC: 87.516	AUPR: 60.940	AURC: 47.719	EAURC: 30.449	AUPR Succ.: 96.415	ECE: 4.657	NLL: 7.115	Brier: 25.931
+2025-09-17 23:23:13,236 INFO ################## 
+ ---> Validation Epoch 1 (EMA Model)	Acc.: 82.008	FPR: 57.492	AUROC: 87.507	AUPR: 60.958	AURC: 47.716	EAURC: 30.461	AUPR Succ.: 96.413	ECE: 4.647	NLL: 7.115	Brier: 25.932
+2025-09-17 23:23:13,326 INFO Original Model Accuracy improved from 0.00 to 82.00!!!
+2025-09-17 23:23:21,781 INFO EMA Model Accuracy improved from 0.00 to 82.01!!!
+2025-09-17 23:23:26,847 INFO ####### --- Training Epoch 2 --- #######
+2025-09-17 23:40:49,853 INFO Epoch 2 	 Batch 99	LR : 0.00010	Top1 Acc.: 96.109	CLS Loss: 0.144	Mixup Loss: 1.322	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.175	Tot. Loss: 1.467
+2025-09-17 23:47:02,976 INFO Epoch 2 	 Batch 199	LR : 0.00010	Top1 Acc.: 96.188	CLS Loss: 0.139	Mixup Loss: 1.300	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.155	Tot. Loss: 1.439
+2025-09-17 23:53:15,924 INFO Epoch 2 	 Batch 299	LR : 0.00010	Top1 Acc.: 95.875	CLS Loss: 0.144	Mixup Loss: 1.310	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.137	Tot. Loss: 1.454
+2025-09-17 23:59:28,906 INFO Epoch 2 	 Batch 399	LR : 0.00010	Top1 Acc.: 96.344	CLS Loss: 0.142	Mixup Loss: 1.304	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.141	Tot. Loss: 1.446
+2025-09-18 00:05:41,871 INFO Epoch 2 	 Batch 499	LR : 0.00010	Top1 Acc.: 95.859	CLS Loss: 0.153	Mixup Loss: 1.328	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.148	Tot. Loss: 1.481
+2025-09-18 00:11:54,861 INFO Epoch 2 	 Batch 599	LR : 0.00010	Top1 Acc.: 95.797	CLS Loss: 0.153	Mixup Loss: 1.323	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.128	Tot. Loss: 1.477
+2025-09-18 00:18:07,914 INFO Epoch 2 	 Batch 699	LR : 0.00010	Top1 Acc.: 95.969	CLS Loss: 0.146	Mixup Loss: 1.324	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.137	Tot. Loss: 1.471
+2025-09-18 00:24:20,952 INFO Epoch 2 	 Batch 799	LR : 0.00010	Top1 Acc.: 95.938	CLS Loss: 0.154	Mixup Loss: 1.295	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.139	Tot. Loss: 1.449
+2025-09-18 00:30:34,011 INFO Epoch 2 	 Batch 899	LR : 0.00010	Top1 Acc.: 95.922	CLS Loss: 0.141	Mixup Loss: 1.308	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.127	Tot. Loss: 1.449
+2025-09-18 00:36:47,108 INFO Epoch 2 	 Batch 999	LR : 0.00010	Top1 Acc.: 96.016	CLS Loss: 0.141	Mixup Loss: 1.317	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.131	Tot. Loss: 1.458
+2025-09-18 00:43:00,060 INFO Epoch 2 	 Batch 1099	LR : 0.00010	Top1 Acc.: 95.562	CLS Loss: 0.146	Mixup Loss: 1.315	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.132	Tot. Loss: 1.461
+2025-09-18 00:49:13,015 INFO Epoch 2 	 Batch 1199	LR : 0.00010	Top1 Acc.: 96.297	CLS Loss: 0.143	Mixup Loss: 1.318	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.123	Tot. Loss: 1.461
+2025-09-18 00:55:25,994 INFO Epoch 2 	 Batch 1299	LR : 0.00010	Top1 Acc.: 96.094	CLS Loss: 0.142	Mixup Loss: 1.305	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.132	Tot. Loss: 1.447
+2025-09-18 01:01:39,064 INFO Epoch 2 	 Batch 1399	LR : 0.00010	Top1 Acc.: 96.141	CLS Loss: 0.134	Mixup Loss: 1.256	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.107	Tot. Loss: 1.390
+2025-09-18 01:07:52,046 INFO Epoch 2 	 Batch 1499	LR : 0.00010	Top1 Acc.: 96.000	CLS Loss: 0.148	Mixup Loss: 1.315	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.158	Tot. Loss: 1.463
+2025-09-18 01:14:04,980 INFO Epoch 2 	 Batch 1599	LR : 0.00010	Top1 Acc.: 95.844	CLS Loss: 0.147	Mixup Loss: 1.302	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.131	Tot. Loss: 1.448
+2025-09-18 01:20:17,962 INFO Epoch 2 	 Batch 1699	LR : 0.00010	Top1 Acc.: 96.109	CLS Loss: 0.146	Mixup Loss: 1.290	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.160	Tot. Loss: 1.436
+2025-09-18 01:26:30,972 INFO Epoch 2 	 Batch 1799	LR : 0.00010	Top1 Acc.: 96.094	CLS Loss: 0.148	Mixup Loss: 1.297	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.184	Tot. Loss: 1.445
+2025-09-18 01:32:43,979 INFO Epoch 2 	 Batch 1899	LR : 0.00010	Top1 Acc.: 95.781	CLS Loss: 0.148	Mixup Loss: 1.299	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.142	Tot. Loss: 1.447
+2025-09-18 01:38:57,015 INFO Epoch 2 	 Batch 1999	LR : 0.00010	Top1 Acc.: 96.484	CLS Loss: 0.133	Mixup Loss: 1.294	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.119	Tot. Loss: 1.428
+2025-09-18 01:45:09,987 INFO Epoch 2 	 Batch 2099	LR : 0.00010	Top1 Acc.: 95.906	CLS Loss: 0.150	Mixup Loss: 1.298	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.107	Tot. Loss: 1.449
+2025-09-18 01:51:23,041 INFO Epoch 2 	 Batch 2199	LR : 0.00010	Top1 Acc.: 96.391	CLS Loss: 0.135	Mixup Loss: 1.284	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.145	Tot. Loss: 1.419
+2025-09-18 01:57:36,022 INFO Epoch 2 	 Batch 2299	LR : 0.00010	Top1 Acc.: 96.250	CLS Loss: 0.143	Mixup Loss: 1.319	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.110	Tot. Loss: 1.461
+2025-09-18 02:03:48,976 INFO Epoch 2 	 Batch 2399	LR : 0.00010	Top1 Acc.: 96.328	CLS Loss: 0.136	Mixup Loss: 1.278	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.150	Tot. Loss: 1.414
+2025-09-18 02:10:01,992 INFO Epoch 2 	 Batch 2499	LR : 0.00010	Top1 Acc.: 95.906	CLS Loss: 0.148	Mixup Loss: 1.305	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.148	Tot. Loss: 1.453
+2025-09-18 02:16:14,988 INFO Epoch 2 	 Batch 2599	LR : 0.00010	Top1 Acc.: 96.250	CLS Loss: 0.139	Mixup Loss: 1.302	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.144	Tot. Loss: 1.441
+2025-09-18 02:22:27,957 INFO Epoch 2 	 Batch 2699	LR : 0.00010	Top1 Acc.: 96.172	CLS Loss: 0.135	Mixup Loss: 1.288	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.169	Tot. Loss: 1.423
+2025-09-18 02:28:40,926 INFO Epoch 2 	 Batch 2799	LR : 0.00010	Top1 Acc.: 95.891	CLS Loss: 0.140	Mixup Loss: 1.298	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.145	Tot. Loss: 1.439
+2025-09-18 02:34:53,855 INFO Epoch 2 	 Batch 2899	LR : 0.00010	Top1 Acc.: 96.188	CLS Loss: 0.148	Mixup Loss: 1.333	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.160	Tot. Loss: 1.481
+2025-09-18 02:41:06,850 INFO Epoch 2 	 Batch 2999	LR : 0.00010	Top1 Acc.: 95.656	CLS Loss: 0.152	Mixup Loss: 1.311	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.177	Tot. Loss: 1.463
+2025-09-18 02:47:19,819 INFO Epoch 2 	 Batch 3099	LR : 0.00010	Top1 Acc.: 95.969	CLS Loss: 0.143	Mixup Loss: 1.297	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.125	Tot. Loss: 1.440
+2025-09-18 02:53:32,757 INFO Epoch 2 	 Batch 3199	LR : 0.00010	Top1 Acc.: 96.156	CLS Loss: 0.138	Mixup Loss: 1.296	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.153	Tot. Loss: 1.434
+2025-09-18 02:59:45,731 INFO Epoch 2 	 Batch 3299	LR : 0.00010	Top1 Acc.: 96.078	CLS Loss: 0.145	Mixup Loss: 1.301	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.171	Tot. Loss: 1.446
+2025-09-18 03:05:58,718 INFO Epoch 2 	 Batch 3399	LR : 0.00010	Top1 Acc.: 96.344	CLS Loss: 0.140	Mixup Loss: 1.293	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.133	Tot. Loss: 1.434
+2025-09-18 03:12:11,731 INFO Epoch 2 	 Batch 3499	LR : 0.00010	Top1 Acc.: 96.422	CLS Loss: 0.127	Mixup Loss: 1.279	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.135	Tot. Loss: 1.406
+2025-09-18 03:18:24,689 INFO Epoch 2 	 Batch 3599	LR : 0.00010	Top1 Acc.: 96.000	CLS Loss: 0.143	Mixup Loss: 1.314	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.164	Tot. Loss: 1.457
+2025-09-18 03:24:37,712 INFO Epoch 2 	 Batch 3699	LR : 0.00010	Top1 Acc.: 96.047	CLS Loss: 0.144	Mixup Loss: 1.288	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.097	Tot. Loss: 1.432
+2025-09-18 03:30:50,683 INFO Epoch 2 	 Batch 3799	LR : 0.00010	Top1 Acc.: 95.719	CLS Loss: 0.153	Mixup Loss: 1.313	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.153	Tot. Loss: 1.466
+2025-09-18 03:37:03,558 INFO Epoch 2 	 Batch 3899	LR : 0.00010	Top1 Acc.: 95.984	CLS Loss: 0.141	Mixup Loss: 1.316	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.134	Tot. Loss: 1.457
+2025-09-18 03:43:16,497 INFO Epoch 2 	 Batch 3999	LR : 0.00010	Top1 Acc.: 96.484	CLS Loss: 0.127	Mixup Loss: 1.270	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.131	Tot. Loss: 1.397
+2025-09-18 03:49:29,546 INFO Epoch 2 	 Batch 4099	LR : 0.00010	Top1 Acc.: 95.984	CLS Loss: 0.144	Mixup Loss: 1.299	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.123	Tot. Loss: 1.443
+2025-09-18 03:55:42,506 INFO Epoch 2 	 Batch 4199	LR : 0.00010	Top1 Acc.: 96.109	CLS Loss: 0.146	Mixup Loss: 1.316	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.123	Tot. Loss: 1.462
+2025-09-18 04:01:55,441 INFO Epoch 2 	 Batch 4299	LR : 0.00010	Top1 Acc.: 96.391	CLS Loss: 0.136	Mixup Loss: 1.289	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.140	Tot. Loss: 1.425
+2025-09-18 04:08:08,360 INFO Epoch 2 	 Batch 4399	LR : 0.00010	Top1 Acc.: 96.141	CLS Loss: 0.139	Mixup Loss: 1.298	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.126	Tot. Loss: 1.437
+2025-09-18 04:14:21,293 INFO Epoch 2 	 Batch 4499	LR : 0.00010	Top1 Acc.: 95.922	CLS Loss: 0.148	Mixup Loss: 1.290	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.145	Tot. Loss: 1.438
+2025-09-18 04:20:34,390 INFO Epoch 2 	 Batch 4599	LR : 0.00010	Top1 Acc.: 96.328	CLS Loss: 0.141	Mixup Loss: 1.277	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.119	Tot. Loss: 1.418
+2025-09-18 04:26:49,014 INFO Epoch 2 	 Batch 4699	LR : 0.00010	Top1 Acc.: 96.188	CLS Loss: 0.136	Mixup Loss: 1.308	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.161	Tot. Loss: 1.444
+2025-09-18 04:33:03,886 INFO Epoch 2 	 Batch 4799	LR : 0.00010	Top1 Acc.: 96.031	CLS Loss: 0.142	Mixup Loss: 1.289	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.130	Tot. Loss: 1.431
+2025-09-18 04:39:19,521 INFO Epoch 2 	 Batch 4899	LR : 0.00010	Top1 Acc.: 95.938	CLS Loss: 0.148	Mixup Loss: 1.297	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.126	Tot. Loss: 1.445
+2025-09-18 04:45:35,924 INFO Epoch 2 	 Batch 4999	LR : 0.00010	Top1 Acc.: 96.125	CLS Loss: 0.137	Mixup Loss: 1.293	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.152	Tot. Loss: 1.430
+2025-09-18 04:52:25,577 INFO ################## 
+ ---> Validation Epoch 2 (Original Model)	Acc.: 82.014	FPR: 57.511	AUROC: 87.748	AUPR: 60.985	AURC: 46.284	EAURC: 29.041	AUPR Succ.: 96.584	ECE: 4.727	NLL: 7.054	Brier: 25.898
+2025-09-18 04:58:25,133 INFO ################## 
+ ---> Validation Epoch 2 (EMA Model)	Acc.: 82.030	FPR: 57.752	AUROC: 87.722	AUPR: 60.794	AURC: 46.298	EAURC: 29.087	AUPR Succ.: 96.579	ECE: 4.715	NLL: 7.056	Brier: 25.904
+2025-09-18 04:58:25,244 INFO Original Model Accuracy improved from 82.00 to 82.01!!!
+2025-09-18 04:58:31,784 INFO EMA Model Accuracy improved from 82.01 to 82.03!!!
+2025-09-18 04:58:38,497 INFO ####### --- Training Epoch 3 --- #######
+2025-09-18 05:18:17,235 INFO Epoch 3 	 Batch 99	LR : 0.00010	Top1 Acc.: 96.328	CLS Loss: 0.140	Mixup Loss: 1.330	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.162	Tot. Loss: 1.470
+2025-09-18 05:24:30,607 INFO Epoch 3 	 Batch 199	LR : 0.00010	Top1 Acc.: 96.234	CLS Loss: 0.135	Mixup Loss: 1.286	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.126	Tot. Loss: 1.420
+2025-09-18 05:30:43,785 INFO Epoch 3 	 Batch 299	LR : 0.00010	Top1 Acc.: 95.984	CLS Loss: 0.140	Mixup Loss: 1.294	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.141	Tot. Loss: 1.434
+2025-09-18 05:36:56,982 INFO Epoch 3 	 Batch 399	LR : 0.00010	Top1 Acc.: 96.375	CLS Loss: 0.138	Mixup Loss: 1.285	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.151	Tot. Loss: 1.423
+2025-09-18 05:43:10,125 INFO Epoch 3 	 Batch 499	LR : 0.00010	Top1 Acc.: 96.047	CLS Loss: 0.148	Mixup Loss: 1.319	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.161	Tot. Loss: 1.467
+2025-09-18 05:49:23,175 INFO Epoch 3 	 Batch 599	LR : 0.00010	Top1 Acc.: 95.922	CLS Loss: 0.149	Mixup Loss: 1.284	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.152	Tot. Loss: 1.433
+2025-09-18 05:55:36,242 INFO Epoch 3 	 Batch 699	LR : 0.00010	Top1 Acc.: 95.953	CLS Loss: 0.142	Mixup Loss: 1.305	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.113	Tot. Loss: 1.447
+2025-09-18 06:01:49,338 INFO Epoch 3 	 Batch 799	LR : 0.00010	Top1 Acc.: 96.047	CLS Loss: 0.149	Mixup Loss: 1.299	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.115	Tot. Loss: 1.448
+2025-09-18 06:08:02,456 INFO Epoch 3 	 Batch 899	LR : 0.00010	Top1 Acc.: 96.031	CLS Loss: 0.137	Mixup Loss: 1.310	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.166	Tot. Loss: 1.447
+2025-09-18 06:14:15,645 INFO Epoch 3 	 Batch 999	LR : 0.00010	Top1 Acc.: 95.953	CLS Loss: 0.138	Mixup Loss: 1.281	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.161	Tot. Loss: 1.420
+2025-09-18 06:20:28,859 INFO Epoch 3 	 Batch 1099	LR : 0.00010	Top1 Acc.: 95.781	CLS Loss: 0.142	Mixup Loss: 1.274	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.140	Tot. Loss: 1.416
+2025-09-18 06:26:42,065 INFO Epoch 3 	 Batch 1199	LR : 0.00010	Top1 Acc.: 96.281	CLS Loss: 0.140	Mixup Loss: 1.298	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.129	Tot. Loss: 1.437
+2025-09-18 06:32:55,211 INFO Epoch 3 	 Batch 1299	LR : 0.00010	Top1 Acc.: 96.203	CLS Loss: 0.137	Mixup Loss: 1.300	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.120	Tot. Loss: 1.437
+2025-09-18 06:39:08,329 INFO Epoch 3 	 Batch 1399	LR : 0.00010	Top1 Acc.: 96.312	CLS Loss: 0.130	Mixup Loss: 1.270	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.095	Tot. Loss: 1.400
+2025-09-18 06:45:21,431 INFO Epoch 3 	 Batch 1499	LR : 0.00010	Top1 Acc.: 96.062	CLS Loss: 0.146	Mixup Loss: 1.307	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.142	Tot. Loss: 1.453
+2025-09-18 06:51:34,466 INFO Epoch 3 	 Batch 1599	LR : 0.00010	Top1 Acc.: 95.875	CLS Loss: 0.142	Mixup Loss: 1.306	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.134	Tot. Loss: 1.448
+2025-09-18 06:57:47,509 INFO Epoch 3 	 Batch 1699	LR : 0.00010	Top1 Acc.: 96.203	CLS Loss: 0.143	Mixup Loss: 1.284	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.136	Tot. Loss: 1.427
+2025-09-18 07:04:00,628 INFO Epoch 3 	 Batch 1799	LR : 0.00010	Top1 Acc.: 96.109	CLS Loss: 0.144	Mixup Loss: 1.296	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.142	Tot. Loss: 1.440
+2025-09-18 07:10:13,807 INFO Epoch 3 	 Batch 1899	LR : 0.00010	Top1 Acc.: 95.922	CLS Loss: 0.142	Mixup Loss: 1.312	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.148	Tot. Loss: 1.455
+2025-09-18 07:16:26,868 INFO Epoch 3 	 Batch 1999	LR : 0.00010	Top1 Acc.: 96.578	CLS Loss: 0.129	Mixup Loss: 1.292	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.136	Tot. Loss: 1.422
+2025-09-18 07:22:40,093 INFO Epoch 3 	 Batch 2099	LR : 0.00010	Top1 Acc.: 95.891	CLS Loss: 0.146	Mixup Loss: 1.305	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.151	Tot. Loss: 1.452
+2025-09-18 07:28:53,244 INFO Epoch 3 	 Batch 2199	LR : 0.00010	Top1 Acc.: 96.406	CLS Loss: 0.132	Mixup Loss: 1.284	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.122	Tot. Loss: 1.416
+2025-09-18 07:35:06,448 INFO Epoch 3 	 Batch 2299	LR : 0.00010	Top1 Acc.: 96.172	CLS Loss: 0.140	Mixup Loss: 1.311	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.165	Tot. Loss: 1.451
+2025-09-18 07:41:19,610 INFO Epoch 3 	 Batch 2399	LR : 0.00010	Top1 Acc.: 96.438	CLS Loss: 0.133	Mixup Loss: 1.270	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.112	Tot. Loss: 1.403
+2025-09-18 07:47:32,795 INFO Epoch 3 	 Batch 2499	LR : 0.00010	Top1 Acc.: 96.203	CLS Loss: 0.144	Mixup Loss: 1.304	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.169	Tot. Loss: 1.449
+2025-09-18 07:53:46,037 INFO Epoch 3 	 Batch 2599	LR : 0.00010	Top1 Acc.: 96.312	CLS Loss: 0.135	Mixup Loss: 1.294	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.139	Tot. Loss: 1.429
+2025-09-18 07:59:59,214 INFO Epoch 3 	 Batch 2699	LR : 0.00010	Top1 Acc.: 96.234	CLS Loss: 0.134	Mixup Loss: 1.295	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.126	Tot. Loss: 1.429
+2025-09-18 08:06:12,323 INFO Epoch 3 	 Batch 2799	LR : 0.00010	Top1 Acc.: 95.906	CLS Loss: 0.136	Mixup Loss: 1.284	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.145	Tot. Loss: 1.421
+2025-09-18 08:12:25,620 INFO Epoch 3 	 Batch 2899	LR : 0.00010	Top1 Acc.: 96.359	CLS Loss: 0.145	Mixup Loss: 1.330	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.135	Tot. Loss: 1.475
+2025-09-18 08:18:38,879 INFO Epoch 3 	 Batch 2999	LR : 0.00010	Top1 Acc.: 95.766	CLS Loss: 0.148	Mixup Loss: 1.305	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.147	Tot. Loss: 1.453
+2025-09-18 08:24:52,107 INFO Epoch 3 	 Batch 3099	LR : 0.00010	Top1 Acc.: 96.047	CLS Loss: 0.141	Mixup Loss: 1.301	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.126	Tot. Loss: 1.442
+2025-09-18 08:31:05,290 INFO Epoch 3 	 Batch 3199	LR : 0.00010	Top1 Acc.: 96.125	CLS Loss: 0.134	Mixup Loss: 1.287	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.125	Tot. Loss: 1.422
+2025-09-18 08:37:18,473 INFO Epoch 3 	 Batch 3299	LR : 0.00010	Top1 Acc.: 96.172	CLS Loss: 0.141	Mixup Loss: 1.292	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.161	Tot. Loss: 1.433
+2025-09-18 08:43:31,574 INFO Epoch 3 	 Batch 3399	LR : 0.00010	Top1 Acc.: 96.141	CLS Loss: 0.139	Mixup Loss: 1.293	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.126	Tot. Loss: 1.432
+2025-09-18 08:49:44,769 INFO Epoch 3 	 Batch 3499	LR : 0.00010	Top1 Acc.: 96.406	CLS Loss: 0.126	Mixup Loss: 1.287	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.139	Tot. Loss: 1.413
+2025-09-18 08:55:57,997 INFO Epoch 3 	 Batch 3599	LR : 0.00010	Top1 Acc.: 96.125	CLS Loss: 0.141	Mixup Loss: 1.305	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.125	Tot. Loss: 1.445
+2025-09-18 09:02:11,066 INFO Epoch 3 	 Batch 3699	LR : 0.00010	Top1 Acc.: 96.062	CLS Loss: 0.140	Mixup Loss: 1.280	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.116	Tot. Loss: 1.420
+2025-09-18 09:08:24,192 INFO Epoch 3 	 Batch 3799	LR : 0.00010	Top1 Acc.: 95.656	CLS Loss: 0.150	Mixup Loss: 1.302	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.173	Tot. Loss: 1.452
+2025-09-18 09:14:37,306 INFO Epoch 3 	 Batch 3899	LR : 0.00010	Top1 Acc.: 96.188	CLS Loss: 0.137	Mixup Loss: 1.299	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.153	Tot. Loss: 1.436
+2025-09-18 09:20:50,573 INFO Epoch 3 	 Batch 3999	LR : 0.00010	Top1 Acc.: 96.562	CLS Loss: 0.126	Mixup Loss: 1.264	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.137	Tot. Loss: 1.390
+2025-09-18 09:27:03,661 INFO Epoch 3 	 Batch 4099	LR : 0.00010	Top1 Acc.: 96.094	CLS Loss: 0.140	Mixup Loss: 1.298	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.126	Tot. Loss: 1.438
+2025-09-18 09:33:16,754 INFO Epoch 3 	 Batch 4199	LR : 0.00010	Top1 Acc.: 96.094	CLS Loss: 0.143	Mixup Loss: 1.275	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.151	Tot. Loss: 1.417
+2025-09-18 09:39:29,833 INFO Epoch 3 	 Batch 4299	LR : 0.00010	Top1 Acc.: 96.438	CLS Loss: 0.134	Mixup Loss: 1.289	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.143	Tot. Loss: 1.422
+2025-09-18 09:45:43,023 INFO Epoch 3 	 Batch 4399	LR : 0.00010	Top1 Acc.: 96.203	CLS Loss: 0.137	Mixup Loss: 1.271	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.101	Tot. Loss: 1.408
+2025-09-18 09:51:57,843 INFO Epoch 3 	 Batch 4499	LR : 0.00009	Top1 Acc.: 96.156	CLS Loss: 0.145	Mixup Loss: 1.288	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.122	Tot. Loss: 1.432
+2025-09-18 09:58:13,255 INFO Epoch 3 	 Batch 4599	LR : 0.00009	Top1 Acc.: 96.328	CLS Loss: 0.139	Mixup Loss: 1.274	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.124	Tot. Loss: 1.412
+2025-09-18 10:04:29,709 INFO Epoch 3 	 Batch 4699	LR : 0.00009	Top1 Acc.: 96.266	CLS Loss: 0.133	Mixup Loss: 1.293	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.130	Tot. Loss: 1.425
+2025-09-18 10:10:45,212 INFO Epoch 3 	 Batch 4799	LR : 0.00009	Top1 Acc.: 96.062	CLS Loss: 0.140	Mixup Loss: 1.294	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.133	Tot. Loss: 1.434
+2025-09-18 10:16:58,344 INFO Epoch 3 	 Batch 4899	LR : 0.00009	Top1 Acc.: 96.219	CLS Loss: 0.145	Mixup Loss: 1.290	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.168	Tot. Loss: 1.435
+2025-09-18 10:23:11,809 INFO Epoch 3 	 Batch 4999	LR : 0.00009	Top1 Acc.: 96.203	CLS Loss: 0.133	Mixup Loss: 1.287	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.158	Tot. Loss: 1.420
+2025-09-18 10:29:19,969 INFO ################## 
+ ---> Validation Epoch 3 (Original Model)	Acc.: 82.020	FPR: 57.898	AUROC: 87.816	AUPR: 60.806	AURC: 45.739	EAURC: 28.509	AUPR Succ.: 96.648	ECE: 4.738	NLL: 7.032	Brier: 25.904
+2025-09-18 10:35:08,944 INFO ################## 
+ ---> Validation Epoch 3 (EMA Model)	Acc.: 82.040	FPR: 57.895	AUROC: 87.804	AUPR: 60.797	AURC: 45.745	EAURC: 28.555	AUPR Succ.: 96.643	ECE: 4.751	NLL: 7.034	Brier: 25.897
+2025-09-18 10:35:09,253 INFO Original Model Accuracy improved from 82.01 to 82.02!!!
+2025-09-18 10:35:15,601 INFO EMA Model Accuracy improved from 82.03 to 82.04!!!
+2025-09-18 10:35:21,481 INFO ####### --- Training Epoch 4 --- #######
+2025-09-18 10:51:11,500 INFO Epoch 4 	 Batch 99	LR : 0.00009	Top1 Acc.: 96.297	CLS Loss: 0.137	Mixup Loss: 1.298	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.123	Tot. Loss: 1.435
+2025-09-18 10:57:24,972 INFO Epoch 4 	 Batch 199	LR : 0.00009	Top1 Acc.: 96.438	CLS Loss: 0.132	Mixup Loss: 1.289	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.136	Tot. Loss: 1.421
+2025-09-18 11:03:38,189 INFO Epoch 4 	 Batch 299	LR : 0.00009	Top1 Acc.: 96.141	CLS Loss: 0.136	Mixup Loss: 1.288	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.129	Tot. Loss: 1.424
+2025-09-18 11:09:51,383 INFO Epoch 4 	 Batch 399	LR : 0.00009	Top1 Acc.: 96.547	CLS Loss: 0.135	Mixup Loss: 1.289	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.142	Tot. Loss: 1.424
+2025-09-18 11:16:04,619 INFO Epoch 4 	 Batch 499	LR : 0.00009	Top1 Acc.: 95.969	CLS Loss: 0.146	Mixup Loss: 1.292	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.162	Tot. Loss: 1.438
+2025-09-18 11:22:17,773 INFO Epoch 4 	 Batch 599	LR : 0.00009	Top1 Acc.: 96.031	CLS Loss: 0.147	Mixup Loss: 1.300	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.166	Tot. Loss: 1.447
+2025-09-18 11:28:31,012 INFO Epoch 4 	 Batch 699	LR : 0.00009	Top1 Acc.: 96.047	CLS Loss: 0.139	Mixup Loss: 1.303	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.136	Tot. Loss: 1.442
+2025-09-18 11:34:44,231 INFO Epoch 4 	 Batch 799	LR : 0.00009	Top1 Acc.: 96.047	CLS Loss: 0.148	Mixup Loss: 1.295	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.165	Tot. Loss: 1.443
+2025-09-18 11:40:57,436 INFO Epoch 4 	 Batch 899	LR : 0.00009	Top1 Acc.: 96.000	CLS Loss: 0.136	Mixup Loss: 1.292	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.140	Tot. Loss: 1.427
+2025-09-18 11:47:10,570 INFO Epoch 4 	 Batch 999	LR : 0.00009	Top1 Acc.: 96.172	CLS Loss: 0.135	Mixup Loss: 1.283	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.174	Tot. Loss: 1.419
+2025-09-18 11:53:23,632 INFO Epoch 4 	 Batch 1099	LR : 0.00009	Top1 Acc.: 95.781	CLS Loss: 0.140	Mixup Loss: 1.288	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.111	Tot. Loss: 1.427
+2025-09-18 11:59:36,756 INFO Epoch 4 	 Batch 1199	LR : 0.00009	Top1 Acc.: 96.312	CLS Loss: 0.138	Mixup Loss: 1.292	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.152	Tot. Loss: 1.430
+2025-09-18 12:05:49,825 INFO Epoch 4 	 Batch 1299	LR : 0.00009	Top1 Acc.: 96.141	CLS Loss: 0.136	Mixup Loss: 1.298	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.165	Tot. Loss: 1.434
+2025-09-18 12:12:03,004 INFO Epoch 4 	 Batch 1399	LR : 0.00009	Top1 Acc.: 96.266	CLS Loss: 0.128	Mixup Loss: 1.266	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.099	Tot. Loss: 1.394
+2025-09-18 12:18:16,032 INFO Epoch 4 	 Batch 1499	LR : 0.00009	Top1 Acc.: 96.109	CLS Loss: 0.143	Mixup Loss: 1.286	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.133	Tot. Loss: 1.429
+2025-09-18 12:24:29,131 INFO Epoch 4 	 Batch 1599	LR : 0.00009	Top1 Acc.: 95.969	CLS Loss: 0.141	Mixup Loss: 1.294	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.123	Tot. Loss: 1.435
+2025-09-18 12:30:42,538 INFO Epoch 4 	 Batch 1699	LR : 0.00009	Top1 Acc.: 96.344	CLS Loss: 0.140	Mixup Loss: 1.277	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.133	Tot. Loss: 1.418
+2025-09-18 12:36:55,860 INFO Epoch 4 	 Batch 1799	LR : 0.00009	Top1 Acc.: 96.062	CLS Loss: 0.142	Mixup Loss: 1.277	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.113	Tot. Loss: 1.420
+2025-09-18 12:43:09,221 INFO Epoch 4 	 Batch 1899	LR : 0.00009	Top1 Acc.: 95.953	CLS Loss: 0.141	Mixup Loss: 1.290	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.138	Tot. Loss: 1.431
+2025-09-18 12:49:22,622 INFO Epoch 4 	 Batch 1999	LR : 0.00009	Top1 Acc.: 96.547	CLS Loss: 0.127	Mixup Loss: 1.283	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.103	Tot. Loss: 1.410
+2025-09-18 12:55:35,857 INFO Epoch 4 	 Batch 2099	LR : 0.00009	Top1 Acc.: 96.000	CLS Loss: 0.143	Mixup Loss: 1.294	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.100	Tot. Loss: 1.437
+2025-09-18 13:01:49,132 INFO Epoch 4 	 Batch 2199	LR : 0.00009	Top1 Acc.: 96.422	CLS Loss: 0.129	Mixup Loss: 1.277	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.148	Tot. Loss: 1.406
+2025-09-18 13:08:02,514 INFO Epoch 4 	 Batch 2299	LR : 0.00009	Top1 Acc.: 96.047	CLS Loss: 0.138	Mixup Loss: 1.283	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.125	Tot. Loss: 1.421
+2025-09-18 13:14:15,901 INFO Epoch 4 	 Batch 2399	LR : 0.00009	Top1 Acc.: 96.516	CLS Loss: 0.130	Mixup Loss: 1.275	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.136	Tot. Loss: 1.405
+2025-09-18 13:20:29,292 INFO Epoch 4 	 Batch 2499	LR : 0.00009	Top1 Acc.: 96.188	CLS Loss: 0.143	Mixup Loss: 1.314	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.130	Tot. Loss: 1.457
+2025-09-18 13:26:42,692 INFO Epoch 4 	 Batch 2599	LR : 0.00009	Top1 Acc.: 96.328	CLS Loss: 0.132	Mixup Loss: 1.290	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.161	Tot. Loss: 1.422
+2025-09-18 13:32:55,986 INFO Epoch 4 	 Batch 2699	LR : 0.00009	Top1 Acc.: 96.281	CLS Loss: 0.130	Mixup Loss: 1.294	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.156	Tot. Loss: 1.423
+2025-09-18 13:39:09,435 INFO Epoch 4 	 Batch 2799	LR : 0.00009	Top1 Acc.: 96.047	CLS Loss: 0.135	Mixup Loss: 1.279	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.126	Tot. Loss: 1.414
+2025-09-18 13:45:22,890 INFO Epoch 4 	 Batch 2899	LR : 0.00009	Top1 Acc.: 96.312	CLS Loss: 0.142	Mixup Loss: 1.319	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.151	Tot. Loss: 1.461
+2025-09-18 13:51:36,283 INFO Epoch 4 	 Batch 2999	LR : 0.00009	Top1 Acc.: 95.766	CLS Loss: 0.148	Mixup Loss: 1.307	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.141	Tot. Loss: 1.454
+2025-09-18 13:57:49,619 INFO Epoch 4 	 Batch 3099	LR : 0.00009	Top1 Acc.: 96.047	CLS Loss: 0.140	Mixup Loss: 1.284	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.129	Tot. Loss: 1.424
+2025-09-18 14:04:02,935 INFO Epoch 4 	 Batch 3199	LR : 0.00009	Top1 Acc.: 96.250	CLS Loss: 0.132	Mixup Loss: 1.289	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.138	Tot. Loss: 1.421
+2025-09-18 14:10:16,261 INFO Epoch 4 	 Batch 3299	LR : 0.00009	Top1 Acc.: 96.203	CLS Loss: 0.139	Mixup Loss: 1.295	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.158	Tot. Loss: 1.435
+2025-09-18 14:16:29,558 INFO Epoch 4 	 Batch 3399	LR : 0.00009	Top1 Acc.: 96.391	CLS Loss: 0.136	Mixup Loss: 1.284	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.105	Tot. Loss: 1.420
+2025-09-18 14:22:42,935 INFO Epoch 4 	 Batch 3499	LR : 0.00009	Top1 Acc.: 96.516	CLS Loss: 0.124	Mixup Loss: 1.275	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.135	Tot. Loss: 1.399
+2025-09-18 14:28:56,372 INFO Epoch 4 	 Batch 3599	LR : 0.00009	Top1 Acc.: 96.062	CLS Loss: 0.139	Mixup Loss: 1.285	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.147	Tot. Loss: 1.425
+2025-09-18 14:35:09,686 INFO Epoch 4 	 Batch 3699	LR : 0.00009	Top1 Acc.: 96.219	CLS Loss: 0.139	Mixup Loss: 1.271	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.126	Tot. Loss: 1.409
+2025-09-18 14:41:22,998 INFO Epoch 4 	 Batch 3799	LR : 0.00009	Top1 Acc.: 95.594	CLS Loss: 0.148	Mixup Loss: 1.311	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.149	Tot. Loss: 1.459
+2025-09-18 14:47:36,187 INFO Epoch 4 	 Batch 3899	LR : 0.00009	Top1 Acc.: 96.188	CLS Loss: 0.137	Mixup Loss: 1.289	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.135	Tot. Loss: 1.426
+2025-09-18 14:53:49,327 INFO Epoch 4 	 Batch 3999	LR : 0.00009	Top1 Acc.: 96.688	CLS Loss: 0.123	Mixup Loss: 1.255	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.098	Tot. Loss: 1.378
+2025-09-18 15:00:02,529 INFO Epoch 4 	 Batch 4099	LR : 0.00009	Top1 Acc.: 96.078	CLS Loss: 0.139	Mixup Loss: 1.296	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.167	Tot. Loss: 1.435
+2025-09-18 15:06:15,735 INFO Epoch 4 	 Batch 4199	LR : 0.00009	Top1 Acc.: 96.047	CLS Loss: 0.142	Mixup Loss: 1.282	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.139	Tot. Loss: 1.424
+2025-09-18 15:12:30,682 INFO Epoch 4 	 Batch 4299	LR : 0.00009	Top1 Acc.: 96.547	CLS Loss: 0.131	Mixup Loss: 1.283	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.130	Tot. Loss: 1.414
+2025-09-18 15:18:46,102 INFO Epoch 4 	 Batch 4399	LR : 0.00009	Top1 Acc.: 96.391	CLS Loss: 0.134	Mixup Loss: 1.267	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.089	Tot. Loss: 1.401
+2025-09-18 15:25:01,242 INFO Epoch 4 	 Batch 4499	LR : 0.00009	Top1 Acc.: 96.047	CLS Loss: 0.142	Mixup Loss: 1.285	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.139	Tot. Loss: 1.427
+2025-09-18 15:31:17,602 INFO Epoch 4 	 Batch 4599	LR : 0.00009	Top1 Acc.: 96.312	CLS Loss: 0.137	Mixup Loss: 1.275	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.105	Tot. Loss: 1.412
+2025-09-18 15:37:32,610 INFO Epoch 4 	 Batch 4699	LR : 0.00009	Top1 Acc.: 96.359	CLS Loss: 0.131	Mixup Loss: 1.289	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.123	Tot. Loss: 1.420
+2025-09-18 15:43:45,644 INFO Epoch 4 	 Batch 4799	LR : 0.00009	Top1 Acc.: 96.078	CLS Loss: 0.139	Mixup Loss: 1.284	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.155	Tot. Loss: 1.424
+2025-09-18 15:49:58,902 INFO Epoch 4 	 Batch 4899	LR : 0.00009	Top1 Acc.: 96.219	CLS Loss: 0.143	Mixup Loss: 1.290	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.142	Tot. Loss: 1.433
+2025-09-18 15:56:12,238 INFO Epoch 4 	 Batch 4999	LR : 0.00009	Top1 Acc.: 96.188	CLS Loss: 0.133	Mixup Loss: 1.282	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.117	Tot. Loss: 1.415
+2025-09-18 16:04:02,463 INFO ################## 
+ ---> Validation Epoch 4 (Original Model)	Acc.: 82.016	FPR: 57.840	AUROC: 87.870	AUPR: 60.745	AURC: 45.348	EAURC: 28.109	AUPR Succ.: 96.696	ECE: 4.776	NLL: 7.017	Brier: 25.907
+2025-09-18 16:11:15,696 INFO ################## 
+ ---> Validation Epoch 4 (EMA Model)	Acc.: 82.014	FPR: 57.656	AUROC: 87.863	AUPR: 60.875	AURC: 45.495	EAURC: 28.252	AUPR Succ.: 96.679	ECE: 4.770	NLL: 7.025	Brier: 25.910
+2025-09-18 16:11:15,782 INFO ####### --- Training Epoch 5 --- #######
+2025-09-18 16:31:49,094 INFO Epoch 5 	 Batch 99	LR : 0.00009	Top1 Acc.: 96.359	CLS Loss: 0.135	Mixup Loss: 1.308	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.176	Tot. Loss: 1.443
+2025-09-18 16:38:02,663 INFO Epoch 5 	 Batch 199	LR : 0.00009	Top1 Acc.: 96.406	CLS Loss: 0.130	Mixup Loss: 1.268	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.157	Tot. Loss: 1.398
+2025-09-18 16:44:16,012 INFO Epoch 5 	 Batch 299	LR : 0.00009	Top1 Acc.: 96.234	CLS Loss: 0.134	Mixup Loss: 1.281	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.128	Tot. Loss: 1.415
+2025-09-18 16:50:29,310 INFO Epoch 5 	 Batch 399	LR : 0.00009	Top1 Acc.: 96.500	CLS Loss: 0.133	Mixup Loss: 1.281	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.117	Tot. Loss: 1.414
+2025-09-18 16:56:42,579 INFO Epoch 5 	 Batch 499	LR : 0.00009	Top1 Acc.: 96.125	CLS Loss: 0.143	Mixup Loss: 1.307	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.129	Tot. Loss: 1.450
+2025-09-18 17:02:55,906 INFO Epoch 5 	 Batch 599	LR : 0.00009	Top1 Acc.: 96.031	CLS Loss: 0.145	Mixup Loss: 1.289	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.150	Tot. Loss: 1.434
+2025-09-18 17:09:09,230 INFO Epoch 5 	 Batch 699	LR : 0.00009	Top1 Acc.: 96.109	CLS Loss: 0.137	Mixup Loss: 1.291	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.148	Tot. Loss: 1.428
+2025-09-18 17:15:22,585 INFO Epoch 5 	 Batch 799	LR : 0.00009	Top1 Acc.: 96.156	CLS Loss: 0.144	Mixup Loss: 1.275	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.122	Tot. Loss: 1.419
+2025-09-18 17:21:35,923 INFO Epoch 5 	 Batch 899	LR : 0.00009	Top1 Acc.: 96.219	CLS Loss: 0.134	Mixup Loss: 1.294	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.129	Tot. Loss: 1.427
+2025-09-18 17:27:49,245 INFO Epoch 5 	 Batch 999	LR : 0.00009	Top1 Acc.: 96.156	CLS Loss: 0.134	Mixup Loss: 1.281	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.160	Tot. Loss: 1.415
+2025-09-18 17:34:02,392 INFO Epoch 5 	 Batch 1099	LR : 0.00009	Top1 Acc.: 95.875	CLS Loss: 0.137	Mixup Loss: 1.282	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.138	Tot. Loss: 1.418
+2025-09-18 17:40:15,616 INFO Epoch 5 	 Batch 1199	LR : 0.00009	Top1 Acc.: 96.359	CLS Loss: 0.136	Mixup Loss: 1.281	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.122	Tot. Loss: 1.417
+2025-09-18 17:46:28,806 INFO Epoch 5 	 Batch 1299	LR : 0.00009	Top1 Acc.: 96.250	CLS Loss: 0.135	Mixup Loss: 1.298	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.144	Tot. Loss: 1.433
+2025-09-18 17:52:41,941 INFO Epoch 5 	 Batch 1399	LR : 0.00009	Top1 Acc.: 96.484	CLS Loss: 0.126	Mixup Loss: 1.260	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.143	Tot. Loss: 1.387
+2025-09-18 17:58:55,122 INFO Epoch 5 	 Batch 1499	LR : 0.00009	Top1 Acc.: 96.219	CLS Loss: 0.140	Mixup Loss: 1.292	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.117	Tot. Loss: 1.433
+2025-09-18 18:05:08,258 INFO Epoch 5 	 Batch 1599	LR : 0.00009	Top1 Acc.: 96.109	CLS Loss: 0.138	Mixup Loss: 1.280	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.118	Tot. Loss: 1.418
+2025-09-18 18:11:21,479 INFO Epoch 5 	 Batch 1699	LR : 0.00009	Top1 Acc.: 96.438	CLS Loss: 0.139	Mixup Loss: 1.287	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.178	Tot. Loss: 1.426
+2025-09-18 18:17:34,637 INFO Epoch 5 	 Batch 1799	LR : 0.00009	Top1 Acc.: 96.297	CLS Loss: 0.138	Mixup Loss: 1.289	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.140	Tot. Loss: 1.428
+2025-09-18 18:23:47,717 INFO Epoch 5 	 Batch 1899	LR : 0.00009	Top1 Acc.: 95.938	CLS Loss: 0.138	Mixup Loss: 1.292	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.112	Tot. Loss: 1.430
+2025-09-18 18:30:00,870 INFO Epoch 5 	 Batch 1999	LR : 0.00009	Top1 Acc.: 96.625	CLS Loss: 0.126	Mixup Loss: 1.280	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.127	Tot. Loss: 1.406
+2025-09-18 18:36:13,894 INFO Epoch 5 	 Batch 2099	LR : 0.00009	Top1 Acc.: 96.078	CLS Loss: 0.142	Mixup Loss: 1.281	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.164	Tot. Loss: 1.423
+2025-09-18 18:42:27,072 INFO Epoch 5 	 Batch 2199	LR : 0.00009	Top1 Acc.: 96.500	CLS Loss: 0.127	Mixup Loss: 1.274	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.138	Tot. Loss: 1.401
+2025-09-18 18:48:40,145 INFO Epoch 5 	 Batch 2299	LR : 0.00009	Top1 Acc.: 96.219	CLS Loss: 0.136	Mixup Loss: 1.291	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.108	Tot. Loss: 1.427
+2025-09-18 18:54:53,371 INFO Epoch 5 	 Batch 2399	LR : 0.00009	Top1 Acc.: 96.625	CLS Loss: 0.129	Mixup Loss: 1.262	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.117	Tot. Loss: 1.391
+2025-09-18 19:01:06,375 INFO Epoch 5 	 Batch 2499	LR : 0.00009	Top1 Acc.: 96.172	CLS Loss: 0.140	Mixup Loss: 1.293	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.133	Tot. Loss: 1.433
+2025-09-18 19:07:19,516 INFO Epoch 5 	 Batch 2599	LR : 0.00009	Top1 Acc.: 96.328	CLS Loss: 0.131	Mixup Loss: 1.294	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.122	Tot. Loss: 1.426
+2025-09-18 19:13:32,661 INFO Epoch 5 	 Batch 2699	LR : 0.00009	Top1 Acc.: 96.391	CLS Loss: 0.129	Mixup Loss: 1.284	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.154	Tot. Loss: 1.413
+2025-09-18 19:19:45,736 INFO Epoch 5 	 Batch 2799	LR : 0.00009	Top1 Acc.: 96.172	CLS Loss: 0.132	Mixup Loss: 1.274	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.127	Tot. Loss: 1.406
+2025-09-18 19:25:58,884 INFO Epoch 5 	 Batch 2899	LR : 0.00009	Top1 Acc.: 96.359	CLS Loss: 0.141	Mixup Loss: 1.318	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.165	Tot. Loss: 1.458
+2025-09-18 19:32:12,038 INFO Epoch 5 	 Batch 2999	LR : 0.00009	Top1 Acc.: 95.875	CLS Loss: 0.146	Mixup Loss: 1.280	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.151	Tot. Loss: 1.426
+2025-09-18 19:38:25,166 INFO Epoch 5 	 Batch 3099	LR : 0.00009	Top1 Acc.: 96.234	CLS Loss: 0.137	Mixup Loss: 1.291	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.114	Tot. Loss: 1.428
+2025-09-18 19:44:38,271 INFO Epoch 5 	 Batch 3199	LR : 0.00009	Top1 Acc.: 96.344	CLS Loss: 0.131	Mixup Loss: 1.285	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.116	Tot. Loss: 1.416
+2025-09-18 19:50:51,486 INFO Epoch 5 	 Batch 3299	LR : 0.00009	Top1 Acc.: 96.406	CLS Loss: 0.136	Mixup Loss: 1.286	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.132	Tot. Loss: 1.422
+2025-09-18 19:57:04,641 INFO Epoch 5 	 Batch 3399	LR : 0.00009	Top1 Acc.: 96.344	CLS Loss: 0.134	Mixup Loss: 1.284	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.133	Tot. Loss: 1.417
+2025-09-18 20:03:17,841 INFO Epoch 5 	 Batch 3499	LR : 0.00009	Top1 Acc.: 96.484	CLS Loss: 0.122	Mixup Loss: 1.281	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.162	Tot. Loss: 1.403
+2025-09-18 20:09:31,006 INFO Epoch 5 	 Batch 3599	LR : 0.00009	Top1 Acc.: 96.141	CLS Loss: 0.136	Mixup Loss: 1.297	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.169	Tot. Loss: 1.433
+2025-09-18 20:15:44,118 INFO Epoch 5 	 Batch 3699	LR : 0.00009	Top1 Acc.: 96.141	CLS Loss: 0.136	Mixup Loss: 1.270	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.115	Tot. Loss: 1.406
+2025-09-18 20:21:57,267 INFO Epoch 5 	 Batch 3799	LR : 0.00009	Top1 Acc.: 95.734	CLS Loss: 0.146	Mixup Loss: 1.296	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.175	Tot. Loss: 1.442
+2025-09-18 20:28:10,418 INFO Epoch 5 	 Batch 3899	LR : 0.00009	Top1 Acc.: 96.297	CLS Loss: 0.134	Mixup Loss: 1.291	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.115	Tot. Loss: 1.425
+2025-09-18 20:34:23,651 INFO Epoch 5 	 Batch 3999	LR : 0.00009	Top1 Acc.: 96.672	CLS Loss: 0.122	Mixup Loss: 1.255	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.135	Tot. Loss: 1.378
+2025-09-18 20:40:38,624 INFO Epoch 5 	 Batch 4099	LR : 0.00009	Top1 Acc.: 96.156	CLS Loss: 0.136	Mixup Loss: 1.301	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.139	Tot. Loss: 1.437
+2025-09-18 20:46:53,837 INFO Epoch 5 	 Batch 4199	LR : 0.00009	Top1 Acc.: 96.188	CLS Loss: 0.139	Mixup Loss: 1.286	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.111	Tot. Loss: 1.425
+2025-09-18 20:53:10,183 INFO Epoch 5 	 Batch 4299	LR : 0.00009	Top1 Acc.: 96.594	CLS Loss: 0.130	Mixup Loss: 1.267	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.163	Tot. Loss: 1.397
+2025-09-18 20:59:26,481 INFO Epoch 5 	 Batch 4399	LR : 0.00009	Top1 Acc.: 96.328	CLS Loss: 0.133	Mixup Loss: 1.266	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.127	Tot. Loss: 1.399
+2025-09-18 21:05:39,519 INFO Epoch 5 	 Batch 4499	LR : 0.00009	Top1 Acc.: 96.188	CLS Loss: 0.140	Mixup Loss: 1.280	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.115	Tot. Loss: 1.420
+2025-09-18 21:11:53,331 INFO Epoch 5 	 Batch 4599	LR : 0.00009	Top1 Acc.: 96.406	CLS Loss: 0.135	Mixup Loss: 1.265	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.120	Tot. Loss: 1.400
+2025-09-18 21:18:06,758 INFO Epoch 5 	 Batch 4699	LR : 0.00009	Top1 Acc.: 96.328	CLS Loss: 0.129	Mixup Loss: 1.279	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.088	Tot. Loss: 1.407
+2025-09-18 21:24:20,140 INFO Epoch 5 	 Batch 4799	LR : 0.00009	Top1 Acc.: 96.109	CLS Loss: 0.137	Mixup Loss: 1.292	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.139	Tot. Loss: 1.430
+2025-09-18 21:30:33,501 INFO Epoch 5 	 Batch 4899	LR : 0.00009	Top1 Acc.: 96.250	CLS Loss: 0.142	Mixup Loss: 1.293	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.159	Tot. Loss: 1.435
+2025-09-18 21:36:46,924 INFO Epoch 5 	 Batch 4999	LR : 0.00009	Top1 Acc.: 96.234	CLS Loss: 0.130	Mixup Loss: 1.248	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.140	Tot. Loss: 1.378
+2025-09-18 21:44:21,701 INFO ################## 
+ ---> Validation Epoch 5 (Original Model)	Acc.: 82.024	FPR: 58.000	AUROC: 87.857	AUPR: 60.571	AURC: 45.172	EAURC: 27.950	AUPR Succ.: 96.717	ECE: 4.756	NLL: 7.015	Brier: 25.934
+2025-09-18 21:50:49,021 INFO ################## 
+ ---> Validation Epoch 5 (EMA Model)	Acc.: 82.046	FPR: 58.137	AUROC: 87.834	AUPR: 60.534	AURC: 45.280	EAURC: 28.101	AUPR Succ.: 96.699	ECE: 4.744	NLL: 7.019	Brier: 25.919
+2025-09-18 21:50:51,466 INFO Original Model Accuracy improved from 82.02 to 82.02!!!
+2025-09-18 21:50:56,523 INFO EMA Model Accuracy improved from 82.04 to 82.05!!!
+2025-09-18 21:51:03,150 INFO ####### --- Training Epoch 6 --- #######
+2025-09-18 22:10:04,296 INFO Epoch 6 	 Batch 99	LR : 0.00009	Top1 Acc.: 96.328	CLS Loss: 0.133	Mixup Loss: 1.307	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.158	Tot. Loss: 1.441
+2025-09-18 22:16:17,626 INFO Epoch 6 	 Batch 199	LR : 0.00009	Top1 Acc.: 96.516	CLS Loss: 0.129	Mixup Loss: 1.281	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.069	Tot. Loss: 1.410
+2025-09-18 22:22:30,710 INFO Epoch 6 	 Batch 299	LR : 0.00009	Top1 Acc.: 96.266	CLS Loss: 0.132	Mixup Loss: 1.291	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.123	Tot. Loss: 1.422
+2025-09-18 22:28:43,903 INFO Epoch 6 	 Batch 399	LR : 0.00008	Top1 Acc.: 96.484	CLS Loss: 0.133	Mixup Loss: 1.268	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.152	Tot. Loss: 1.401
+2025-09-18 22:34:57,035 INFO Epoch 6 	 Batch 499	LR : 0.00008	Top1 Acc.: 96.156	CLS Loss: 0.142	Mixup Loss: 1.294	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.143	Tot. Loss: 1.436
+2025-09-18 22:41:10,165 INFO Epoch 6 	 Batch 599	LR : 0.00008	Top1 Acc.: 96.141	CLS Loss: 0.143	Mixup Loss: 1.293	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.184	Tot. Loss: 1.435
+2025-09-18 22:47:23,245 INFO Epoch 6 	 Batch 699	LR : 0.00008	Top1 Acc.: 96.078	CLS Loss: 0.135	Mixup Loss: 1.288	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.162	Tot. Loss: 1.423
+2025-09-18 22:53:36,385 INFO Epoch 6 	 Batch 799	LR : 0.00008	Top1 Acc.: 96.188	CLS Loss: 0.144	Mixup Loss: 1.276	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.131	Tot. Loss: 1.420
+2025-09-18 22:59:49,444 INFO Epoch 6 	 Batch 899	LR : 0.00008	Top1 Acc.: 96.156	CLS Loss: 0.132	Mixup Loss: 1.285	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.153	Tot. Loss: 1.416
+2025-09-18 23:06:02,493 INFO Epoch 6 	 Batch 999	LR : 0.00008	Top1 Acc.: 96.156	CLS Loss: 0.132	Mixup Loss: 1.282	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.121	Tot. Loss: 1.414
+2025-09-18 23:12:15,639 INFO Epoch 6 	 Batch 1099	LR : 0.00008	Top1 Acc.: 96.000	CLS Loss: 0.135	Mixup Loss: 1.274	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.159	Tot. Loss: 1.408
+2025-09-18 23:18:28,852 INFO Epoch 6 	 Batch 1199	LR : 0.00008	Top1 Acc.: 96.375	CLS Loss: 0.134	Mixup Loss: 1.278	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.148	Tot. Loss: 1.412
+2025-09-18 23:24:41,902 INFO Epoch 6 	 Batch 1299	LR : 0.00008	Top1 Acc.: 96.297	CLS Loss: 0.132	Mixup Loss: 1.271	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.160	Tot. Loss: 1.403
+2025-09-18 23:30:54,998 INFO Epoch 6 	 Batch 1399	LR : 0.00008	Top1 Acc.: 96.406	CLS Loss: 0.125	Mixup Loss: 1.260	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.105	Tot. Loss: 1.384
+2025-09-18 23:37:08,107 INFO Epoch 6 	 Batch 1499	LR : 0.00008	Top1 Acc.: 96.266	CLS Loss: 0.138	Mixup Loss: 1.290	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.131	Tot. Loss: 1.428
+2025-09-18 23:43:21,160 INFO Epoch 6 	 Batch 1599	LR : 0.00008	Top1 Acc.: 96.000	CLS Loss: 0.136	Mixup Loss: 1.273	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.142	Tot. Loss: 1.409
+2025-09-18 23:49:34,199 INFO Epoch 6 	 Batch 1699	LR : 0.00008	Top1 Acc.: 96.453	CLS Loss: 0.137	Mixup Loss: 1.263	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.111	Tot. Loss: 1.401
+2025-09-18 23:55:47,300 INFO Epoch 6 	 Batch 1799	LR : 0.00008	Top1 Acc.: 96.156	CLS Loss: 0.137	Mixup Loss: 1.282	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.132	Tot. Loss: 1.420
+2025-09-19 00:02:00,369 INFO Epoch 6 	 Batch 1899	LR : 0.00008	Top1 Acc.: 96.141	CLS Loss: 0.137	Mixup Loss: 1.282	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.168	Tot. Loss: 1.419
+2025-09-19 00:08:13,438 INFO Epoch 6 	 Batch 1999	LR : 0.00008	Top1 Acc.: 96.609	CLS Loss: 0.124	Mixup Loss: 1.269	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.122	Tot. Loss: 1.394
+2025-09-19 00:14:26,758 INFO Epoch 6 	 Batch 2099	LR : 0.00008	Top1 Acc.: 96.125	CLS Loss: 0.139	Mixup Loss: 1.280	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.148	Tot. Loss: 1.419
+2025-09-19 00:20:39,903 INFO Epoch 6 	 Batch 2199	LR : 0.00008	Top1 Acc.: 96.500	CLS Loss: 0.125	Mixup Loss: 1.259	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.130	Tot. Loss: 1.385
+2025-09-19 00:26:53,049 INFO Epoch 6 	 Batch 2299	LR : 0.00008	Top1 Acc.: 96.125	CLS Loss: 0.134	Mixup Loss: 1.305	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.126	Tot. Loss: 1.440
+2025-09-19 00:33:06,265 INFO Epoch 6 	 Batch 2399	LR : 0.00008	Top1 Acc.: 96.609	CLS Loss: 0.127	Mixup Loss: 1.274	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.083	Tot. Loss: 1.401
+2025-09-19 00:39:19,461 INFO Epoch 6 	 Batch 2499	LR : 0.00008	Top1 Acc.: 96.266	CLS Loss: 0.138	Mixup Loss: 1.295	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.130	Tot. Loss: 1.433
+2025-09-19 00:45:32,653 INFO Epoch 6 	 Batch 2599	LR : 0.00008	Top1 Acc.: 96.406	CLS Loss: 0.129	Mixup Loss: 1.290	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.185	Tot. Loss: 1.419
+2025-09-19 00:51:45,868 INFO Epoch 6 	 Batch 2699	LR : 0.00008	Top1 Acc.: 96.312	CLS Loss: 0.128	Mixup Loss: 1.280	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.155	Tot. Loss: 1.408
+2025-09-19 00:57:59,111 INFO Epoch 6 	 Batch 2799	LR : 0.00008	Top1 Acc.: 96.188	CLS Loss: 0.131	Mixup Loss: 1.283	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.114	Tot. Loss: 1.414
+2025-09-19 01:04:12,326 INFO Epoch 6 	 Batch 2899	LR : 0.00008	Top1 Acc.: 96.375	CLS Loss: 0.140	Mixup Loss: 1.296	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.174	Tot. Loss: 1.436
+2025-09-19 01:10:25,500 INFO Epoch 6 	 Batch 2999	LR : 0.00008	Top1 Acc.: 95.984	CLS Loss: 0.143	Mixup Loss: 1.293	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.158	Tot. Loss: 1.436
+2025-09-19 01:16:38,662 INFO Epoch 6 	 Batch 3099	LR : 0.00008	Top1 Acc.: 96.281	CLS Loss: 0.134	Mixup Loss: 1.284	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.135	Tot. Loss: 1.418
+2025-09-19 01:22:51,731 INFO Epoch 6 	 Batch 3199	LR : 0.00008	Top1 Acc.: 96.312	CLS Loss: 0.131	Mixup Loss: 1.268	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.146	Tot. Loss: 1.399
+2025-09-19 01:29:04,819 INFO Epoch 6 	 Batch 3299	LR : 0.00008	Top1 Acc.: 96.391	CLS Loss: 0.136	Mixup Loss: 1.286	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.154	Tot. Loss: 1.422
+2025-09-19 01:35:17,861 INFO Epoch 6 	 Batch 3399	LR : 0.00008	Top1 Acc.: 96.375	CLS Loss: 0.133	Mixup Loss: 1.278	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.135	Tot. Loss: 1.411
+2025-09-19 01:41:30,876 INFO Epoch 6 	 Batch 3499	LR : 0.00008	Top1 Acc.: 96.641	CLS Loss: 0.121	Mixup Loss: 1.261	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.161	Tot. Loss: 1.382
+2025-09-19 01:47:43,944 INFO Epoch 6 	 Batch 3599	LR : 0.00008	Top1 Acc.: 96.250	CLS Loss: 0.136	Mixup Loss: 1.271	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.138	Tot. Loss: 1.408
+2025-09-19 01:53:57,041 INFO Epoch 6 	 Batch 3699	LR : 0.00008	Top1 Acc.: 96.281	CLS Loss: 0.135	Mixup Loss: 1.267	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.122	Tot. Loss: 1.402
+2025-09-19 02:00:10,427 INFO Epoch 6 	 Batch 3799	LR : 0.00008	Top1 Acc.: 95.812	CLS Loss: 0.143	Mixup Loss: 1.295	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.143	Tot. Loss: 1.438
+2025-09-19 02:06:24,988 INFO Epoch 6 	 Batch 3899	LR : 0.00008	Top1 Acc.: 96.328	CLS Loss: 0.133	Mixup Loss: 1.288	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.151	Tot. Loss: 1.421
+2025-09-19 02:12:40,145 INFO Epoch 6 	 Batch 3999	LR : 0.00008	Top1 Acc.: 96.750	CLS Loss: 0.119	Mixup Loss: 1.263	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.177	Tot. Loss: 1.382
+2025-09-19 02:18:56,536 INFO Epoch 6 	 Batch 4099	LR : 0.00008	Top1 Acc.: 96.141	CLS Loss: 0.135	Mixup Loss: 1.284	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.145	Tot. Loss: 1.419
+2025-09-19 02:25:10,768 INFO Epoch 6 	 Batch 4199	LR : 0.00008	Top1 Acc.: 96.281	CLS Loss: 0.138	Mixup Loss: 1.290	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.130	Tot. Loss: 1.428
+2025-09-19 02:31:24,150 INFO Epoch 6 	 Batch 4299	LR : 0.00008	Top1 Acc.: 96.688	CLS Loss: 0.129	Mixup Loss: 1.264	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.094	Tot. Loss: 1.392
+2025-09-19 02:37:37,321 INFO Epoch 6 	 Batch 4399	LR : 0.00008	Top1 Acc.: 96.375	CLS Loss: 0.131	Mixup Loss: 1.256	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.115	Tot. Loss: 1.387
+2025-09-19 02:43:50,549 INFO Epoch 6 	 Batch 4499	LR : 0.00008	Top1 Acc.: 96.203	CLS Loss: 0.139	Mixup Loss: 1.276	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.136	Tot. Loss: 1.415
+2025-09-19 02:50:03,877 INFO Epoch 6 	 Batch 4599	LR : 0.00008	Top1 Acc.: 96.422	CLS Loss: 0.134	Mixup Loss: 1.256	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.132	Tot. Loss: 1.390
+2025-09-19 02:56:17,086 INFO Epoch 6 	 Batch 4699	LR : 0.00008	Top1 Acc.: 96.375	CLS Loss: 0.128	Mixup Loss: 1.278	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.136	Tot. Loss: 1.406
+2025-09-19 03:02:30,373 INFO Epoch 6 	 Batch 4799	LR : 0.00008	Top1 Acc.: 96.188	CLS Loss: 0.134	Mixup Loss: 1.278	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.140	Tot. Loss: 1.413
+2025-09-19 03:08:43,582 INFO Epoch 6 	 Batch 4899	LR : 0.00008	Top1 Acc.: 96.266	CLS Loss: 0.140	Mixup Loss: 1.288	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.125	Tot. Loss: 1.427
+2025-09-19 03:14:56,933 INFO Epoch 6 	 Batch 4999	LR : 0.00008	Top1 Acc.: 96.406	CLS Loss: 0.128	Mixup Loss: 1.268	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.116	Tot. Loss: 1.396
+2025-09-19 03:21:29,772 INFO ################## 
+ ---> Validation Epoch 6 (Original Model)	Acc.: 82.030	FPR: 58.175	AUROC: 87.879	AUPR: 60.607	AURC: 44.959	EAURC: 27.748	AUPR Succ.: 96.741	ECE: 4.765	NLL: 7.010	Brier: 25.934
+2025-09-19 03:27:40,633 INFO ################## 
+ ---> Validation Epoch 6 (EMA Model)	Acc.: 82.022	FPR: 58.038	AUROC: 87.885	AUPR: 60.760	AURC: 45.102	EAURC: 27.876	AUPR Succ.: 96.725	ECE: 4.765	NLL: 7.014	Brier: 25.929
+2025-09-19 03:27:41,167 INFO Original Model Accuracy improved from 82.02 to 82.03!!!
+2025-09-19 03:27:47,297 INFO ####### --- Training Epoch 7 --- #######
+2025-09-19 03:45:09,748 INFO Epoch 7 	 Batch 99	LR : 0.00008	Top1 Acc.: 96.344	CLS Loss: 0.132	Mixup Loss: 1.302	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.142	Tot. Loss: 1.434
+2025-09-19 03:51:23,262 INFO Epoch 7 	 Batch 199	LR : 0.00008	Top1 Acc.: 96.562	CLS Loss: 0.126	Mixup Loss: 1.265	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.107	Tot. Loss: 1.392
+2025-09-19 03:57:36,438 INFO Epoch 7 	 Batch 299	LR : 0.00008	Top1 Acc.: 96.172	CLS Loss: 0.132	Mixup Loss: 1.290	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.142	Tot. Loss: 1.421
+2025-09-19 04:03:49,578 INFO Epoch 7 	 Batch 399	LR : 0.00008	Top1 Acc.: 96.578	CLS Loss: 0.131	Mixup Loss: 1.274	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.139	Tot. Loss: 1.404
+2025-09-19 04:10:02,651 INFO Epoch 7 	 Batch 499	LR : 0.00008	Top1 Acc.: 96.172	CLS Loss: 0.140	Mixup Loss: 1.283	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.133	Tot. Loss: 1.423
+2025-09-19 04:16:15,706 INFO Epoch 7 	 Batch 599	LR : 0.00008	Top1 Acc.: 96.156	CLS Loss: 0.142	Mixup Loss: 1.284	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.144	Tot. Loss: 1.426
+2025-09-19 04:22:28,714 INFO Epoch 7 	 Batch 699	LR : 0.00008	Top1 Acc.: 96.141	CLS Loss: 0.134	Mixup Loss: 1.273	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.137	Tot. Loss: 1.407
+2025-09-19 04:28:41,883 INFO Epoch 7 	 Batch 799	LR : 0.00008	Top1 Acc.: 96.172	CLS Loss: 0.143	Mixup Loss: 1.286	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.100	Tot. Loss: 1.429
+2025-09-19 04:34:55,068 INFO Epoch 7 	 Batch 899	LR : 0.00008	Top1 Acc.: 96.156	CLS Loss: 0.131	Mixup Loss: 1.281	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.125	Tot. Loss: 1.412
+2025-09-19 04:41:08,191 INFO Epoch 7 	 Batch 999	LR : 0.00008	Top1 Acc.: 96.219	CLS Loss: 0.130	Mixup Loss: 1.286	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.132	Tot. Loss: 1.416
+2025-09-19 04:47:21,390 INFO Epoch 7 	 Batch 1099	LR : 0.00008	Top1 Acc.: 95.953	CLS Loss: 0.134	Mixup Loss: 1.279	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.128	Tot. Loss: 1.413
+2025-09-19 04:53:34,482 INFO Epoch 7 	 Batch 1199	LR : 0.00008	Top1 Acc.: 96.484	CLS Loss: 0.132	Mixup Loss: 1.267	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.160	Tot. Loss: 1.399
+2025-09-19 04:59:47,604 INFO Epoch 7 	 Batch 1299	LR : 0.00008	Top1 Acc.: 96.328	CLS Loss: 0.130	Mixup Loss: 1.288	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.157	Tot. Loss: 1.418
+2025-09-19 05:06:00,666 INFO Epoch 7 	 Batch 1399	LR : 0.00008	Top1 Acc.: 96.500	CLS Loss: 0.123	Mixup Loss: 1.255	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.140	Tot. Loss: 1.378
+2025-09-19 05:12:13,741 INFO Epoch 7 	 Batch 1499	LR : 0.00008	Top1 Acc.: 96.344	CLS Loss: 0.138	Mixup Loss: 1.270	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.131	Tot. Loss: 1.408
+2025-09-19 05:18:26,793 INFO Epoch 7 	 Batch 1599	LR : 0.00008	Top1 Acc.: 96.078	CLS Loss: 0.135	Mixup Loss: 1.285	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.145	Tot. Loss: 1.420
+2025-09-19 05:24:39,930 INFO Epoch 7 	 Batch 1699	LR : 0.00008	Top1 Acc.: 96.391	CLS Loss: 0.136	Mixup Loss: 1.272	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.122	Tot. Loss: 1.408
+2025-09-19 05:30:53,060 INFO Epoch 7 	 Batch 1799	LR : 0.00008	Top1 Acc.: 96.250	CLS Loss: 0.136	Mixup Loss: 1.278	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.116	Tot. Loss: 1.414
+2025-09-19 05:37:06,170 INFO Epoch 7 	 Batch 1899	LR : 0.00008	Top1 Acc.: 96.062	CLS Loss: 0.136	Mixup Loss: 1.293	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.188	Tot. Loss: 1.429
+2025-09-19 05:43:19,164 INFO Epoch 7 	 Batch 1999	LR : 0.00008	Top1 Acc.: 96.766	CLS Loss: 0.123	Mixup Loss: 1.267	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.123	Tot. Loss: 1.391
+2025-09-19 05:49:32,310 INFO Epoch 7 	 Batch 2099	LR : 0.00008	Top1 Acc.: 96.219	CLS Loss: 0.138	Mixup Loss: 1.291	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.166	Tot. Loss: 1.428
+2025-09-19 05:55:45,425 INFO Epoch 7 	 Batch 2199	LR : 0.00008	Top1 Acc.: 96.484	CLS Loss: 0.124	Mixup Loss: 1.263	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.137	Tot. Loss: 1.387
+2025-09-19 06:01:58,478 INFO Epoch 7 	 Batch 2299	LR : 0.00008	Top1 Acc.: 96.250	CLS Loss: 0.133	Mixup Loss: 1.280	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.172	Tot. Loss: 1.413
+2025-09-19 06:08:11,580 INFO Epoch 7 	 Batch 2399	LR : 0.00008	Top1 Acc.: 96.656	CLS Loss: 0.126	Mixup Loss: 1.267	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.123	Tot. Loss: 1.393
+2025-09-19 06:14:24,702 INFO Epoch 7 	 Batch 2499	LR : 0.00008	Top1 Acc.: 96.234	CLS Loss: 0.137	Mixup Loss: 1.285	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.112	Tot. Loss: 1.422
+2025-09-19 06:20:37,929 INFO Epoch 7 	 Batch 2599	LR : 0.00008	Top1 Acc.: 96.344	CLS Loss: 0.129	Mixup Loss: 1.303	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.120	Tot. Loss: 1.433
+2025-09-19 06:26:51,260 INFO Epoch 7 	 Batch 2699	LR : 0.00008	Top1 Acc.: 96.547	CLS Loss: 0.126	Mixup Loss: 1.284	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.129	Tot. Loss: 1.410
+2025-09-19 06:33:04,503 INFO Epoch 7 	 Batch 2799	LR : 0.00008	Top1 Acc.: 96.234	CLS Loss: 0.129	Mixup Loss: 1.280	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.122	Tot. Loss: 1.409
+2025-09-19 06:39:17,721 INFO Epoch 7 	 Batch 2899	LR : 0.00008	Top1 Acc.: 96.500	CLS Loss: 0.138	Mixup Loss: 1.307	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.120	Tot. Loss: 1.445
+2025-09-19 06:45:30,941 INFO Epoch 7 	 Batch 2999	LR : 0.00008	Top1 Acc.: 95.969	CLS Loss: 0.142	Mixup Loss: 1.300	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.144	Tot. Loss: 1.442
+2025-09-19 06:51:44,343 INFO Epoch 7 	 Batch 3099	LR : 0.00008	Top1 Acc.: 96.156	CLS Loss: 0.135	Mixup Loss: 1.272	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.100	Tot. Loss: 1.407
+2025-09-19 06:57:57,533 INFO Epoch 7 	 Batch 3199	LR : 0.00008	Top1 Acc.: 96.312	CLS Loss: 0.129	Mixup Loss: 1.273	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.137	Tot. Loss: 1.402
+2025-09-19 07:04:10,759 INFO Epoch 7 	 Batch 3299	LR : 0.00008	Top1 Acc.: 96.406	CLS Loss: 0.136	Mixup Loss: 1.282	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.123	Tot. Loss: 1.418
+2025-09-19 07:10:23,795 INFO Epoch 7 	 Batch 3399	LR : 0.00007	Top1 Acc.: 96.391	CLS Loss: 0.132	Mixup Loss: 1.281	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.148	Tot. Loss: 1.413
+2025-09-19 07:16:37,036 INFO Epoch 7 	 Batch 3499	LR : 0.00007	Top1 Acc.: 96.531	CLS Loss: 0.120	Mixup Loss: 1.267	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.121	Tot. Loss: 1.388
+2025-09-19 07:22:50,608 INFO Epoch 7 	 Batch 3599	LR : 0.00007	Top1 Acc.: 96.234	CLS Loss: 0.134	Mixup Loss: 1.286	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.148	Tot. Loss: 1.420
+2025-09-19 07:29:05,598 INFO Epoch 7 	 Batch 3699	LR : 0.00007	Top1 Acc.: 96.375	CLS Loss: 0.133	Mixup Loss: 1.251	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.132	Tot. Loss: 1.385
+2025-09-19 07:35:21,435 INFO Epoch 7 	 Batch 3799	LR : 0.00007	Top1 Acc.: 95.891	CLS Loss: 0.143	Mixup Loss: 1.291	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.129	Tot. Loss: 1.433
+2025-09-19 07:41:37,691 INFO Epoch 7 	 Batch 3899	LR : 0.00007	Top1 Acc.: 96.328	CLS Loss: 0.132	Mixup Loss: 1.280	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.109	Tot. Loss: 1.412
+2025-09-19 07:47:54,059 INFO Epoch 7 	 Batch 3999	LR : 0.00007	Top1 Acc.: 96.750	CLS Loss: 0.120	Mixup Loss: 1.259	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.103	Tot. Loss: 1.379
+2025-09-19 07:54:10,380 INFO Epoch 7 	 Batch 4099	LR : 0.00007	Top1 Acc.: 96.141	CLS Loss: 0.133	Mixup Loss: 1.286	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.159	Tot. Loss: 1.419
+2025-09-19 08:00:23,714 INFO Epoch 7 	 Batch 4199	LR : 0.00007	Top1 Acc.: 96.250	CLS Loss: 0.136	Mixup Loss: 1.269	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.134	Tot. Loss: 1.405
+2025-09-19 08:06:37,511 INFO Epoch 7 	 Batch 4299	LR : 0.00007	Top1 Acc.: 96.688	CLS Loss: 0.127	Mixup Loss: 1.253	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.152	Tot. Loss: 1.380
+2025-09-19 08:12:50,712 INFO Epoch 7 	 Batch 4399	LR : 0.00007	Top1 Acc.: 96.469	CLS Loss: 0.130	Mixup Loss: 1.257	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.111	Tot. Loss: 1.387
+2025-09-19 08:19:03,943 INFO Epoch 7 	 Batch 4499	LR : 0.00007	Top1 Acc.: 96.359	CLS Loss: 0.137	Mixup Loss: 1.278	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.135	Tot. Loss: 1.415
+2025-09-19 08:25:17,246 INFO Epoch 7 	 Batch 4599	LR : 0.00007	Top1 Acc.: 96.297	CLS Loss: 0.132	Mixup Loss: 1.242	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.129	Tot. Loss: 1.374
+2025-09-19 08:31:30,584 INFO Epoch 7 	 Batch 4699	LR : 0.00007	Top1 Acc.: 96.359	CLS Loss: 0.126	Mixup Loss: 1.265	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.147	Tot. Loss: 1.391
+2025-09-19 08:37:43,974 INFO Epoch 7 	 Batch 4799	LR : 0.00007	Top1 Acc.: 96.281	CLS Loss: 0.133	Mixup Loss: 1.267	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.113	Tot. Loss: 1.401
+2025-09-19 08:43:57,353 INFO Epoch 7 	 Batch 4899	LR : 0.00007	Top1 Acc.: 96.188	CLS Loss: 0.140	Mixup Loss: 1.270	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.125	Tot. Loss: 1.409
+2025-09-19 08:50:10,629 INFO Epoch 7 	 Batch 4999	LR : 0.00007	Top1 Acc.: 96.422	CLS Loss: 0.127	Mixup Loss: 1.263	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.126	Tot. Loss: 1.390
+2025-09-19 08:58:41,030 INFO ################## 
+ ---> Validation Epoch 7 (Original Model)	Acc.: 81.980	FPR: 57.780	AUROC: 87.960	AUPR: 61.001	AURC: 44.847	EAURC: 27.537	AUPR Succ.: 96.764	ECE: 4.765	NLL: 7.008	Brier: 25.943
+2025-09-19 09:06:54,297 INFO ################## 
+ ---> Validation Epoch 7 (EMA Model)	Acc.: 82.004	FPR: 57.691	AUROC: 87.925	AUPR: 60.836	AURC: 44.943	EAURC: 27.680	AUPR Succ.: 96.748	ECE: 4.785	NLL: 7.011	Brier: 25.936
+2025-09-19 09:06:54,377 INFO ####### --- Training Epoch 8 --- #######
+2025-09-19 09:34:01,566 INFO Epoch 8 	 Batch 99	LR : 0.00007	Top1 Acc.: 96.531	CLS Loss: 0.131	Mixup Loss: 1.291	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.145	Tot. Loss: 1.422
+2025-09-19 09:40:14,842 INFO Epoch 8 	 Batch 199	LR : 0.00007	Top1 Acc.: 96.625	CLS Loss: 0.125	Mixup Loss: 1.272	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.148	Tot. Loss: 1.398
+2025-09-19 09:46:27,945 INFO Epoch 8 	 Batch 299	LR : 0.00007	Top1 Acc.: 96.312	CLS Loss: 0.130	Mixup Loss: 1.282	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.105	Tot. Loss: 1.411
+2025-09-19 09:52:41,020 INFO Epoch 8 	 Batch 399	LR : 0.00007	Top1 Acc.: 96.672	CLS Loss: 0.130	Mixup Loss: 1.274	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.117	Tot. Loss: 1.405
+2025-09-19 09:58:54,231 INFO Epoch 8 	 Batch 499	LR : 0.00007	Top1 Acc.: 96.141	CLS Loss: 0.139	Mixup Loss: 1.290	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.178	Tot. Loss: 1.429
+2025-09-19 10:05:07,394 INFO Epoch 8 	 Batch 599	LR : 0.00007	Top1 Acc.: 96.312	CLS Loss: 0.140	Mixup Loss: 1.289	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.129	Tot. Loss: 1.430
+2025-09-19 10:11:20,634 INFO Epoch 8 	 Batch 699	LR : 0.00007	Top1 Acc.: 96.234	CLS Loss: 0.133	Mixup Loss: 1.284	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.147	Tot. Loss: 1.417
+2025-09-19 10:17:33,750 INFO Epoch 8 	 Batch 799	LR : 0.00007	Top1 Acc.: 96.266	CLS Loss: 0.141	Mixup Loss: 1.281	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.098	Tot. Loss: 1.422
+2025-09-19 10:23:46,840 INFO Epoch 8 	 Batch 899	LR : 0.00007	Top1 Acc.: 96.328	CLS Loss: 0.128	Mixup Loss: 1.293	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.145	Tot. Loss: 1.421
+2025-09-19 10:29:59,979 INFO Epoch 8 	 Batch 999	LR : 0.00007	Top1 Acc.: 96.141	CLS Loss: 0.129	Mixup Loss: 1.280	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.129	Tot. Loss: 1.409
+2025-09-19 10:36:13,139 INFO Epoch 8 	 Batch 1099	LR : 0.00007	Top1 Acc.: 95.953	CLS Loss: 0.133	Mixup Loss: 1.273	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.151	Tot. Loss: 1.406
+2025-09-19 10:42:26,359 INFO Epoch 8 	 Batch 1199	LR : 0.00007	Top1 Acc.: 96.438	CLS Loss: 0.131	Mixup Loss: 1.277	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.126	Tot. Loss: 1.407
+2025-09-19 10:48:39,660 INFO Epoch 8 	 Batch 1299	LR : 0.00007	Top1 Acc.: 96.219	CLS Loss: 0.130	Mixup Loss: 1.283	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.144	Tot. Loss: 1.413
+2025-09-19 10:54:52,953 INFO Epoch 8 	 Batch 1399	LR : 0.00007	Top1 Acc.: 96.547	CLS Loss: 0.122	Mixup Loss: 1.239	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.125	Tot. Loss: 1.361
+2025-09-19 11:01:06,374 INFO Epoch 8 	 Batch 1499	LR : 0.00007	Top1 Acc.: 96.312	CLS Loss: 0.137	Mixup Loss: 1.286	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.139	Tot. Loss: 1.424
+2025-09-19 11:07:19,827 INFO Epoch 8 	 Batch 1599	LR : 0.00007	Top1 Acc.: 96.125	CLS Loss: 0.134	Mixup Loss: 1.283	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.130	Tot. Loss: 1.417
+2025-09-19 11:13:33,246 INFO Epoch 8 	 Batch 1699	LR : 0.00007	Top1 Acc.: 96.484	CLS Loss: 0.135	Mixup Loss: 1.268	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.132	Tot. Loss: 1.404
+2025-09-19 11:19:46,727 INFO Epoch 8 	 Batch 1799	LR : 0.00007	Top1 Acc.: 96.266	CLS Loss: 0.135	Mixup Loss: 1.275	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.119	Tot. Loss: 1.410
+2025-09-19 11:26:00,163 INFO Epoch 8 	 Batch 1899	LR : 0.00007	Top1 Acc.: 96.172	CLS Loss: 0.135	Mixup Loss: 1.271	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.162	Tot. Loss: 1.406
+2025-09-19 11:32:13,563 INFO Epoch 8 	 Batch 1999	LR : 0.00007	Top1 Acc.: 96.766	CLS Loss: 0.123	Mixup Loss: 1.252	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.096	Tot. Loss: 1.374
+2025-09-19 11:38:26,974 INFO Epoch 8 	 Batch 2099	LR : 0.00007	Top1 Acc.: 96.188	CLS Loss: 0.136	Mixup Loss: 1.282	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.157	Tot. Loss: 1.418
+2025-09-19 11:44:40,423 INFO Epoch 8 	 Batch 2199	LR : 0.00007	Top1 Acc.: 96.594	CLS Loss: 0.123	Mixup Loss: 1.256	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.132	Tot. Loss: 1.378
+2025-09-19 11:50:53,893 INFO Epoch 8 	 Batch 2299	LR : 0.00007	Top1 Acc.: 96.328	CLS Loss: 0.132	Mixup Loss: 1.283	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.106	Tot. Loss: 1.415
+2025-09-19 11:57:07,278 INFO Epoch 8 	 Batch 2399	LR : 0.00007	Top1 Acc.: 96.766	CLS Loss: 0.125	Mixup Loss: 1.265	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.122	Tot. Loss: 1.389
+2025-09-19 12:03:20,655 INFO Epoch 8 	 Batch 2499	LR : 0.00007	Top1 Acc.: 96.344	CLS Loss: 0.136	Mixup Loss: 1.280	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.102	Tot. Loss: 1.416
+2025-09-19 12:09:34,083 INFO Epoch 8 	 Batch 2599	LR : 0.00007	Top1 Acc.: 96.391	CLS Loss: 0.128	Mixup Loss: 1.283	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.145	Tot. Loss: 1.412
+2025-09-19 12:15:47,496 INFO Epoch 8 	 Batch 2699	LR : 0.00007	Top1 Acc.: 96.531	CLS Loss: 0.125	Mixup Loss: 1.277	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.117	Tot. Loss: 1.402
+2025-09-19 12:22:00,934 INFO Epoch 8 	 Batch 2799	LR : 0.00007	Top1 Acc.: 96.328	CLS Loss: 0.127	Mixup Loss: 1.261	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.122	Tot. Loss: 1.389
+2025-09-19 12:28:14,288 INFO Epoch 8 	 Batch 2899	LR : 0.00007	Top1 Acc.: 96.500	CLS Loss: 0.137	Mixup Loss: 1.291	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.103	Tot. Loss: 1.428
+2025-09-19 12:34:27,525 INFO Epoch 8 	 Batch 2999	LR : 0.00007	Top1 Acc.: 96.031	CLS Loss: 0.139	Mixup Loss: 1.280	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.191	Tot. Loss: 1.419
+2025-09-19 12:40:40,701 INFO Epoch 8 	 Batch 3099	LR : 0.00007	Top1 Acc.: 96.359	CLS Loss: 0.133	Mixup Loss: 1.288	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.111	Tot. Loss: 1.421
+2025-09-19 12:46:54,012 INFO Epoch 8 	 Batch 3199	LR : 0.00007	Top1 Acc.: 96.281	CLS Loss: 0.126	Mixup Loss: 1.262	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.148	Tot. Loss: 1.389
+2025-09-19 12:53:07,316 INFO Epoch 8 	 Batch 3299	LR : 0.00007	Top1 Acc.: 96.516	CLS Loss: 0.134	Mixup Loss: 1.276	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.135	Tot. Loss: 1.409
+2025-09-19 12:59:21,818 INFO Epoch 8 	 Batch 3399	LR : 0.00007	Top1 Acc.: 96.484	CLS Loss: 0.131	Mixup Loss: 1.280	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.139	Tot. Loss: 1.411
+2025-09-19 13:05:37,263 INFO Epoch 8 	 Batch 3499	LR : 0.00007	Top1 Acc.: 96.703	CLS Loss: 0.119	Mixup Loss: 1.278	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.099	Tot. Loss: 1.397
+2025-09-19 13:11:53,760 INFO Epoch 8 	 Batch 3599	LR : 0.00007	Top1 Acc.: 96.344	CLS Loss: 0.132	Mixup Loss: 1.283	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.162	Tot. Loss: 1.415
+2025-09-19 13:18:09,253 INFO Epoch 8 	 Batch 3699	LR : 0.00007	Top1 Acc.: 96.469	CLS Loss: 0.132	Mixup Loss: 1.260	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.121	Tot. Loss: 1.392
+2025-09-19 13:24:22,669 INFO Epoch 8 	 Batch 3799	LR : 0.00007	Top1 Acc.: 95.859	CLS Loss: 0.141	Mixup Loss: 1.289	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.146	Tot. Loss: 1.430
+2025-09-19 13:30:36,034 INFO Epoch 8 	 Batch 3899	LR : 0.00007	Top1 Acc.: 96.344	CLS Loss: 0.130	Mixup Loss: 1.290	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.147	Tot. Loss: 1.420
+2025-09-19 13:36:49,232 INFO Epoch 8 	 Batch 3999	LR : 0.00007	Top1 Acc.: 96.922	CLS Loss: 0.117	Mixup Loss: 1.248	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.147	Tot. Loss: 1.366
+2025-09-19 13:43:02,594 INFO Epoch 8 	 Batch 4099	LR : 0.00007	Top1 Acc.: 96.203	CLS Loss: 0.132	Mixup Loss: 1.267	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.126	Tot. Loss: 1.399
+2025-09-19 13:49:15,929 INFO Epoch 8 	 Batch 4199	LR : 0.00007	Top1 Acc.: 96.344	CLS Loss: 0.135	Mixup Loss: 1.278	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.149	Tot. Loss: 1.413
+2025-09-19 13:55:29,238 INFO Epoch 8 	 Batch 4299	LR : 0.00007	Top1 Acc.: 96.656	CLS Loss: 0.128	Mixup Loss: 1.277	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.142	Tot. Loss: 1.404
+2025-09-19 14:01:42,560 INFO Epoch 8 	 Batch 4399	LR : 0.00007	Top1 Acc.: 96.469	CLS Loss: 0.129	Mixup Loss: 1.253	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.129	Tot. Loss: 1.381
+2025-09-19 14:07:55,910 INFO Epoch 8 	 Batch 4499	LR : 0.00007	Top1 Acc.: 96.344	CLS Loss: 0.137	Mixup Loss: 1.264	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.140	Tot. Loss: 1.401
+2025-09-19 14:14:09,258 INFO Epoch 8 	 Batch 4599	LR : 0.00007	Top1 Acc.: 96.438	CLS Loss: 0.131	Mixup Loss: 1.267	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.155	Tot. Loss: 1.399
+2025-09-19 14:20:22,760 INFO Epoch 8 	 Batch 4699	LR : 0.00007	Top1 Acc.: 96.453	CLS Loss: 0.125	Mixup Loss: 1.267	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.140	Tot. Loss: 1.392
+2025-09-19 14:26:36,333 INFO Epoch 8 	 Batch 4799	LR : 0.00007	Top1 Acc.: 96.250	CLS Loss: 0.133	Mixup Loss: 1.282	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.133	Tot. Loss: 1.414
+2025-09-19 14:32:49,838 INFO Epoch 8 	 Batch 4899	LR : 0.00007	Top1 Acc.: 96.281	CLS Loss: 0.137	Mixup Loss: 1.277	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.112	Tot. Loss: 1.413
+2025-09-19 14:39:03,286 INFO Epoch 8 	 Batch 4999	LR : 0.00007	Top1 Acc.: 96.469	CLS Loss: 0.126	Mixup Loss: 1.248	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.155	Tot. Loss: 1.374
+2025-09-19 14:44:52,467 INFO ################## 
+ ---> Validation Epoch 8 (Original Model)	Acc.: 81.966	FPR: 57.591	AUROC: 87.990	AUPR: 61.067	AURC: 44.743	EAURC: 27.405	AUPR Succ.: 96.780	ECE: 4.815	NLL: 7.009	Brier: 25.961
+2025-09-19 14:49:59,210 INFO ################## 
+ ---> Validation Epoch 8 (EMA Model)	Acc.: 81.970	FPR: 57.560	AUROC: 87.972	AUPR: 60.901	AURC: 44.858	EAURC: 27.528	AUPR Succ.: 96.765	ECE: 4.826	NLL: 7.010	Brier: 25.950
+2025-09-19 14:49:59,263 INFO ####### --- Training Epoch 9 --- #######
+2025-09-19 15:04:44,760 INFO Epoch 9 	 Batch 99	LR : 0.00007	Top1 Acc.: 96.516	CLS Loss: 0.130	Mixup Loss: 1.293	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.166	Tot. Loss: 1.423
+2025-09-19 15:10:58,413 INFO Epoch 9 	 Batch 199	LR : 0.00007	Top1 Acc.: 96.594	CLS Loss: 0.124	Mixup Loss: 1.261	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.119	Tot. Loss: 1.385
+2025-09-19 15:17:11,939 INFO Epoch 9 	 Batch 299	LR : 0.00007	Top1 Acc.: 96.391	CLS Loss: 0.128	Mixup Loss: 1.277	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.133	Tot. Loss: 1.406
+2025-09-19 15:23:25,512 INFO Epoch 9 	 Batch 399	LR : 0.00006	Top1 Acc.: 96.531	CLS Loss: 0.129	Mixup Loss: 1.271	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.129	Tot. Loss: 1.400
+2025-09-19 15:29:38,969 INFO Epoch 9 	 Batch 499	LR : 0.00006	Top1 Acc.: 96.109	CLS Loss: 0.139	Mixup Loss: 1.289	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.121	Tot. Loss: 1.428
+2025-09-19 15:35:52,352 INFO Epoch 9 	 Batch 599	LR : 0.00006	Top1 Acc.: 96.359	CLS Loss: 0.139	Mixup Loss: 1.286	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.148	Tot. Loss: 1.425
+2025-09-19 15:42:05,716 INFO Epoch 9 	 Batch 699	LR : 0.00006	Top1 Acc.: 96.172	CLS Loss: 0.131	Mixup Loss: 1.257	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.132	Tot. Loss: 1.389
+2025-09-19 15:48:18,967 INFO Epoch 9 	 Batch 799	LR : 0.00006	Top1 Acc.: 96.359	CLS Loss: 0.140	Mixup Loss: 1.273	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.161	Tot. Loss: 1.414
+2025-09-19 15:54:32,374 INFO Epoch 9 	 Batch 899	LR : 0.00006	Top1 Acc.: 96.312	CLS Loss: 0.128	Mixup Loss: 1.269	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.140	Tot. Loss: 1.397
+2025-09-19 16:00:45,668 INFO Epoch 9 	 Batch 999	LR : 0.00006	Top1 Acc.: 96.281	CLS Loss: 0.128	Mixup Loss: 1.268	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.146	Tot. Loss: 1.395
+2025-09-19 16:06:58,932 INFO Epoch 9 	 Batch 1099	LR : 0.00006	Top1 Acc.: 96.062	CLS Loss: 0.132	Mixup Loss: 1.271	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.154	Tot. Loss: 1.403
+2025-09-19 16:13:12,192 INFO Epoch 9 	 Batch 1199	LR : 0.00006	Top1 Acc.: 96.531	CLS Loss: 0.130	Mixup Loss: 1.271	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.144	Tot. Loss: 1.402
+2025-09-19 16:19:25,483 INFO Epoch 9 	 Batch 1299	LR : 0.00006	Top1 Acc.: 96.406	CLS Loss: 0.128	Mixup Loss: 1.278	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.167	Tot. Loss: 1.406
+2025-09-19 16:25:38,851 INFO Epoch 9 	 Batch 1399	LR : 0.00006	Top1 Acc.: 96.609	CLS Loss: 0.121	Mixup Loss: 1.251	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.133	Tot. Loss: 1.372
+2025-09-19 16:31:52,208 INFO Epoch 9 	 Batch 1499	LR : 0.00006	Top1 Acc.: 96.297	CLS Loss: 0.137	Mixup Loss: 1.278	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.113	Tot. Loss: 1.414
+2025-09-19 16:38:05,513 INFO Epoch 9 	 Batch 1599	LR : 0.00006	Top1 Acc.: 96.188	CLS Loss: 0.134	Mixup Loss: 1.250	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.141	Tot. Loss: 1.384
+2025-09-19 16:44:18,760 INFO Epoch 9 	 Batch 1699	LR : 0.00006	Top1 Acc.: 96.469	CLS Loss: 0.134	Mixup Loss: 1.254	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.137	Tot. Loss: 1.388
+2025-09-19 16:50:32,175 INFO Epoch 9 	 Batch 1799	LR : 0.00006	Top1 Acc.: 96.344	CLS Loss: 0.133	Mixup Loss: 1.259	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.112	Tot. Loss: 1.392
+2025-09-19 16:56:45,611 INFO Epoch 9 	 Batch 1899	LR : 0.00006	Top1 Acc.: 96.234	CLS Loss: 0.134	Mixup Loss: 1.267	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.124	Tot. Loss: 1.401
+2025-09-19 17:02:58,964 INFO Epoch 9 	 Batch 1999	LR : 0.00006	Top1 Acc.: 96.641	CLS Loss: 0.123	Mixup Loss: 1.250	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.115	Tot. Loss: 1.373
+2025-09-19 17:09:12,421 INFO Epoch 9 	 Batch 2099	LR : 0.00006	Top1 Acc.: 96.156	CLS Loss: 0.135	Mixup Loss: 1.278	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.103	Tot. Loss: 1.413
+2025-09-19 17:15:25,843 INFO Epoch 9 	 Batch 2199	LR : 0.00006	Top1 Acc.: 96.703	CLS Loss: 0.122	Mixup Loss: 1.266	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.129	Tot. Loss: 1.387
+2025-09-19 17:21:39,371 INFO Epoch 9 	 Batch 2299	LR : 0.00006	Top1 Acc.: 96.297	CLS Loss: 0.132	Mixup Loss: 1.270	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.151	Tot. Loss: 1.401
+2025-09-19 17:27:52,784 INFO Epoch 9 	 Batch 2399	LR : 0.00006	Top1 Acc.: 96.797	CLS Loss: 0.123	Mixup Loss: 1.262	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.143	Tot. Loss: 1.385
+2025-09-19 17:34:06,145 INFO Epoch 9 	 Batch 2499	LR : 0.00006	Top1 Acc.: 96.281	CLS Loss: 0.135	Mixup Loss: 1.289	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.191	Tot. Loss: 1.424
+2025-09-19 17:40:19,569 INFO Epoch 9 	 Batch 2599	LR : 0.00006	Top1 Acc.: 96.359	CLS Loss: 0.126	Mixup Loss: 1.280	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.117	Tot. Loss: 1.406
+2025-09-19 17:46:32,984 INFO Epoch 9 	 Batch 2699	LR : 0.00006	Top1 Acc.: 96.531	CLS Loss: 0.123	Mixup Loss: 1.254	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.143	Tot. Loss: 1.377
+2025-09-19 17:52:46,435 INFO Epoch 9 	 Batch 2799	LR : 0.00006	Top1 Acc.: 96.344	CLS Loss: 0.127	Mixup Loss: 1.273	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.138	Tot. Loss: 1.400
+2025-09-19 17:58:59,847 INFO Epoch 9 	 Batch 2899	LR : 0.00006	Top1 Acc.: 96.672	CLS Loss: 0.135	Mixup Loss: 1.293	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.147	Tot. Loss: 1.428
+2025-09-19 18:05:13,240 INFO Epoch 9 	 Batch 2999	LR : 0.00006	Top1 Acc.: 96.062	CLS Loss: 0.139	Mixup Loss: 1.315	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.169	Tot. Loss: 1.454
+2025-09-19 18:11:26,614 INFO Epoch 9 	 Batch 3099	LR : 0.00006	Top1 Acc.: 96.297	CLS Loss: 0.132	Mixup Loss: 1.270	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.126	Tot. Loss: 1.402
+2025-09-19 18:17:40,804 INFO Epoch 9 	 Batch 3199	LR : 0.00006	Top1 Acc.: 96.375	CLS Loss: 0.127	Mixup Loss: 1.257	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.109	Tot. Loss: 1.384
+2025-09-19 18:23:56,734 INFO Epoch 9 	 Batch 3299	LR : 0.00006	Top1 Acc.: 96.656	CLS Loss: 0.133	Mixup Loss: 1.283	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.123	Tot. Loss: 1.416
+2025-09-19 18:30:11,965 INFO Epoch 9 	 Batch 3399	LR : 0.00006	Top1 Acc.: 96.625	CLS Loss: 0.129	Mixup Loss: 1.266	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.158	Tot. Loss: 1.396
+2025-09-19 18:36:28,690 INFO Epoch 9 	 Batch 3499	LR : 0.00006	Top1 Acc.: 96.734	CLS Loss: 0.118	Mixup Loss: 1.247	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.132	Tot. Loss: 1.364
+2025-09-19 18:42:41,797 INFO Epoch 9 	 Batch 3599	LR : 0.00006	Top1 Acc.: 96.375	CLS Loss: 0.132	Mixup Loss: 1.284	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.161	Tot. Loss: 1.416
+2025-09-19 18:48:55,633 INFO Epoch 9 	 Batch 3699	LR : 0.00006	Top1 Acc.: 96.438	CLS Loss: 0.132	Mixup Loss: 1.259	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.101	Tot. Loss: 1.392
+2025-09-19 18:55:09,066 INFO Epoch 9 	 Batch 3799	LR : 0.00006	Top1 Acc.: 95.969	CLS Loss: 0.140	Mixup Loss: 1.282	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.121	Tot. Loss: 1.422
+2025-09-19 19:01:22,481 INFO Epoch 9 	 Batch 3899	LR : 0.00006	Top1 Acc.: 96.438	CLS Loss: 0.128	Mixup Loss: 1.284	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.118	Tot. Loss: 1.412
+2025-09-19 19:07:35,953 INFO Epoch 9 	 Batch 3999	LR : 0.00006	Top1 Acc.: 96.906	CLS Loss: 0.117	Mixup Loss: 1.232	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.128	Tot. Loss: 1.348
+2025-09-19 19:13:49,433 INFO Epoch 9 	 Batch 4099	LR : 0.00006	Top1 Acc.: 96.266	CLS Loss: 0.133	Mixup Loss: 1.276	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.126	Tot. Loss: 1.409
+2025-09-19 19:20:02,861 INFO Epoch 9 	 Batch 4199	LR : 0.00006	Top1 Acc.: 96.406	CLS Loss: 0.134	Mixup Loss: 1.269	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.147	Tot. Loss: 1.403
+2025-09-19 19:26:16,184 INFO Epoch 9 	 Batch 4299	LR : 0.00006	Top1 Acc.: 96.812	CLS Loss: 0.126	Mixup Loss: 1.258	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.112	Tot. Loss: 1.384
+2025-09-19 19:32:29,577 INFO Epoch 9 	 Batch 4399	LR : 0.00006	Top1 Acc.: 96.375	CLS Loss: 0.129	Mixup Loss: 1.259	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.130	Tot. Loss: 1.387
+2025-09-19 19:38:43,165 INFO Epoch 9 	 Batch 4499	LR : 0.00006	Top1 Acc.: 96.328	CLS Loss: 0.136	Mixup Loss: 1.272	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.157	Tot. Loss: 1.407
+2025-09-19 19:44:56,546 INFO Epoch 9 	 Batch 4599	LR : 0.00006	Top1 Acc.: 96.469	CLS Loss: 0.131	Mixup Loss: 1.256	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.122	Tot. Loss: 1.387
+2025-09-19 19:51:09,726 INFO Epoch 9 	 Batch 4699	LR : 0.00006	Top1 Acc.: 96.562	CLS Loss: 0.124	Mixup Loss: 1.265	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.119	Tot. Loss: 1.390
+2025-09-19 19:57:23,079 INFO Epoch 9 	 Batch 4799	LR : 0.00006	Top1 Acc.: 96.297	CLS Loss: 0.131	Mixup Loss: 1.265	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.133	Tot. Loss: 1.397
+2025-09-19 20:03:36,392 INFO Epoch 9 	 Batch 4899	LR : 0.00006	Top1 Acc.: 96.312	CLS Loss: 0.136	Mixup Loss: 1.283	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.146	Tot. Loss: 1.419
+2025-09-19 20:09:49,640 INFO Epoch 9 	 Batch 4999	LR : 0.00006	Top1 Acc.: 96.500	CLS Loss: 0.124	Mixup Loss: 1.244	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.140	Tot. Loss: 1.368
+2025-09-19 20:17:49,803 INFO ################## 
+ ---> Validation Epoch 9 (Original Model)	Acc.: 81.954	FPR: 57.409	AUROC: 87.999	AUPR: 61.121	AURC: 44.717	EAURC: 27.355	AUPR Succ.: 96.785	ECE: 4.794	NLL: 7.009	Brier: 25.966
+2025-09-19 20:25:39,216 INFO ################## 
+ ---> Validation Epoch 9 (EMA Model)	Acc.: 81.970	FPR: 57.615	AUROC: 87.974	AUPR: 60.832	AURC: 44.762	EAURC: 27.432	AUPR Succ.: 96.777	ECE: 4.853	NLL: 7.010	Brier: 25.960
+2025-09-19 20:25:41,454 INFO ####### --- Training Epoch 10 --- #######
+2025-09-19 20:48:58,374 INFO Epoch 10 	 Batch 99	LR : 0.00006	Top1 Acc.: 96.484	CLS Loss: 0.129	Mixup Loss: 1.290	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.166	Tot. Loss: 1.418
+2025-09-19 20:55:11,921 INFO Epoch 10 	 Batch 199	LR : 0.00006	Top1 Acc.: 96.625	CLS Loss: 0.123	Mixup Loss: 1.266	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.159	Tot. Loss: 1.390
+2025-09-19 21:01:25,328 INFO Epoch 10 	 Batch 299	LR : 0.00006	Top1 Acc.: 96.359	CLS Loss: 0.128	Mixup Loss: 1.269	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.149	Tot. Loss: 1.397
+2025-09-19 21:07:38,754 INFO Epoch 10 	 Batch 399	LR : 0.00006	Top1 Acc.: 96.562	CLS Loss: 0.128	Mixup Loss: 1.276	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.129	Tot. Loss: 1.404
+2025-09-19 21:13:52,073 INFO Epoch 10 	 Batch 499	LR : 0.00006	Top1 Acc.: 96.234	CLS Loss: 0.136	Mixup Loss: 1.284	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.145	Tot. Loss: 1.420
+2025-09-19 21:20:05,527 INFO Epoch 10 	 Batch 599	LR : 0.00006	Top1 Acc.: 96.406	CLS Loss: 0.138	Mixup Loss: 1.269	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.139	Tot. Loss: 1.407
+2025-09-19 21:26:19,045 INFO Epoch 10 	 Batch 699	LR : 0.00006	Top1 Acc.: 96.203	CLS Loss: 0.131	Mixup Loss: 1.265	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.174	Tot. Loss: 1.397
+2025-09-19 21:32:32,469 INFO Epoch 10 	 Batch 799	LR : 0.00006	Top1 Acc.: 96.312	CLS Loss: 0.139	Mixup Loss: 1.277	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.084	Tot. Loss: 1.416
+2025-09-19 21:38:45,832 INFO Epoch 10 	 Batch 899	LR : 0.00006	Top1 Acc.: 96.281	CLS Loss: 0.127	Mixup Loss: 1.273	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.190	Tot. Loss: 1.400
+2025-09-19 21:44:59,309 INFO Epoch 10 	 Batch 999	LR : 0.00006	Top1 Acc.: 96.234	CLS Loss: 0.127	Mixup Loss: 1.265	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.135	Tot. Loss: 1.392
+2025-09-19 21:51:12,736 INFO Epoch 10 	 Batch 1099	LR : 0.00006	Top1 Acc.: 96.047	CLS Loss: 0.131	Mixup Loss: 1.274	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.150	Tot. Loss: 1.406
+2025-09-19 21:57:26,206 INFO Epoch 10 	 Batch 1199	LR : 0.00006	Top1 Acc.: 96.516	CLS Loss: 0.131	Mixup Loss: 1.261	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.155	Tot. Loss: 1.392
+2025-09-19 22:03:39,533 INFO Epoch 10 	 Batch 1299	LR : 0.00006	Top1 Acc.: 96.438	CLS Loss: 0.128	Mixup Loss: 1.280	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.146	Tot. Loss: 1.408
+2025-09-19 22:09:52,945 INFO Epoch 10 	 Batch 1399	LR : 0.00006	Top1 Acc.: 96.594	CLS Loss: 0.121	Mixup Loss: 1.234	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.077	Tot. Loss: 1.354
+2025-09-19 22:16:06,363 INFO Epoch 10 	 Batch 1499	LR : 0.00006	Top1 Acc.: 96.328	CLS Loss: 0.135	Mixup Loss: 1.269	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.154	Tot. Loss: 1.404
+2025-09-19 22:22:19,757 INFO Epoch 10 	 Batch 1599	LR : 0.00006	Top1 Acc.: 96.156	CLS Loss: 0.132	Mixup Loss: 1.271	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.137	Tot. Loss: 1.403
+2025-09-19 22:28:33,064 INFO Epoch 10 	 Batch 1699	LR : 0.00006	Top1 Acc.: 96.688	CLS Loss: 0.133	Mixup Loss: 1.275	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.114	Tot. Loss: 1.408
+2025-09-19 22:34:46,250 INFO Epoch 10 	 Batch 1799	LR : 0.00006	Top1 Acc.: 96.250	CLS Loss: 0.133	Mixup Loss: 1.271	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.108	Tot. Loss: 1.404
+2025-09-19 22:40:59,503 INFO Epoch 10 	 Batch 1899	LR : 0.00005	Top1 Acc.: 96.297	CLS Loss: 0.133	Mixup Loss: 1.267	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.128	Tot. Loss: 1.400
+2025-09-19 22:47:12,644 INFO Epoch 10 	 Batch 1999	LR : 0.00005	Top1 Acc.: 96.766	CLS Loss: 0.122	Mixup Loss: 1.253	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.125	Tot. Loss: 1.374
+2025-09-19 22:53:25,849 INFO Epoch 10 	 Batch 2099	LR : 0.00005	Top1 Acc.: 96.297	CLS Loss: 0.135	Mixup Loss: 1.279	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.176	Tot. Loss: 1.415
+2025-09-19 22:59:39,049 INFO Epoch 10 	 Batch 2199	LR : 0.00005	Top1 Acc.: 96.750	CLS Loss: 0.121	Mixup Loss: 1.262	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.120	Tot. Loss: 1.383
+2025-09-19 23:05:52,335 INFO Epoch 10 	 Batch 2299	LR : 0.00005	Top1 Acc.: 96.297	CLS Loss: 0.130	Mixup Loss: 1.281	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.133	Tot. Loss: 1.411
+2025-09-19 23:12:05,730 INFO Epoch 10 	 Batch 2399	LR : 0.00005	Top1 Acc.: 96.719	CLS Loss: 0.122	Mixup Loss: 1.271	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.140	Tot. Loss: 1.393
+2025-09-19 23:18:19,055 INFO Epoch 10 	 Batch 2499	LR : 0.00005	Top1 Acc.: 96.391	CLS Loss: 0.135	Mixup Loss: 1.286	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.147	Tot. Loss: 1.421
+2025-09-19 23:24:32,463 INFO Epoch 10 	 Batch 2599	LR : 0.00005	Top1 Acc.: 96.406	CLS Loss: 0.126	Mixup Loss: 1.265	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.145	Tot. Loss: 1.390
+2025-09-19 23:30:45,989 INFO Epoch 10 	 Batch 2699	LR : 0.00005	Top1 Acc.: 96.531	CLS Loss: 0.123	Mixup Loss: 1.279	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.097	Tot. Loss: 1.402
+2025-09-19 23:36:59,740 INFO Epoch 10 	 Batch 2799	LR : 0.00005	Top1 Acc.: 96.328	CLS Loss: 0.125	Mixup Loss: 1.257	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.115	Tot. Loss: 1.381
+2025-09-19 23:43:15,247 INFO Epoch 10 	 Batch 2899	LR : 0.00005	Top1 Acc.: 96.625	CLS Loss: 0.135	Mixup Loss: 1.302	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.160	Tot. Loss: 1.437
+2025-09-19 23:49:31,103 INFO Epoch 10 	 Batch 2999	LR : 0.00005	Top1 Acc.: 96.203	CLS Loss: 0.137	Mixup Loss: 1.297	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.126	Tot. Loss: 1.434
+2025-09-19 23:55:48,197 INFO Epoch 10 	 Batch 3099	LR : 0.00005	Top1 Acc.: 96.453	CLS Loss: 0.131	Mixup Loss: 1.266	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.134	Tot. Loss: 1.396
+2025-09-20 00:02:03,975 INFO Epoch 10 	 Batch 3199	LR : 0.00005	Top1 Acc.: 96.328	CLS Loss: 0.127	Mixup Loss: 1.255	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.129	Tot. Loss: 1.382
+2025-09-20 00:08:17,482 INFO Epoch 10 	 Batch 3299	LR : 0.00005	Top1 Acc.: 96.484	CLS Loss: 0.131	Mixup Loss: 1.276	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.145	Tot. Loss: 1.408
+2025-09-20 00:14:30,918 INFO Epoch 10 	 Batch 3399	LR : 0.00005	Top1 Acc.: 96.531	CLS Loss: 0.129	Mixup Loss: 1.265	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.167	Tot. Loss: 1.394
+2025-09-20 00:20:44,301 INFO Epoch 10 	 Batch 3499	LR : 0.00005	Top1 Acc.: 96.703	CLS Loss: 0.117	Mixup Loss: 1.277	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.128	Tot. Loss: 1.394
+2025-09-20 00:26:57,741 INFO Epoch 10 	 Batch 3599	LR : 0.00005	Top1 Acc.: 96.375	CLS Loss: 0.132	Mixup Loss: 1.261	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.104	Tot. Loss: 1.393
+2025-09-20 00:33:11,180 INFO Epoch 10 	 Batch 3699	LR : 0.00005	Top1 Acc.: 96.438	CLS Loss: 0.131	Mixup Loss: 1.254	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.131	Tot. Loss: 1.385
+2025-09-20 00:39:24,370 INFO Epoch 10 	 Batch 3799	LR : 0.00005	Top1 Acc.: 95.891	CLS Loss: 0.139	Mixup Loss: 1.286	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.142	Tot. Loss: 1.425
+2025-09-20 00:45:37,781 INFO Epoch 10 	 Batch 3899	LR : 0.00005	Top1 Acc.: 96.469	CLS Loss: 0.129	Mixup Loss: 1.267	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.135	Tot. Loss: 1.396
+2025-09-20 00:51:51,272 INFO Epoch 10 	 Batch 3999	LR : 0.00005	Top1 Acc.: 96.953	CLS Loss: 0.116	Mixup Loss: 1.243	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.114	Tot. Loss: 1.359
+2025-09-20 00:58:04,845 INFO Epoch 10 	 Batch 4099	LR : 0.00005	Top1 Acc.: 96.188	CLS Loss: 0.132	Mixup Loss: 1.271	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.148	Tot. Loss: 1.402
+2025-09-20 01:04:18,611 INFO Epoch 10 	 Batch 4199	LR : 0.00005	Top1 Acc.: 96.312	CLS Loss: 0.133	Mixup Loss: 1.277	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.141	Tot. Loss: 1.410
+2025-09-20 01:10:32,125 INFO Epoch 10 	 Batch 4299	LR : 0.00005	Top1 Acc.: 96.812	CLS Loss: 0.125	Mixup Loss: 1.263	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.146	Tot. Loss: 1.388
+2025-09-20 01:16:45,658 INFO Epoch 10 	 Batch 4399	LR : 0.00005	Top1 Acc.: 96.547	CLS Loss: 0.127	Mixup Loss: 1.254	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.109	Tot. Loss: 1.381
+2025-09-20 01:22:59,169 INFO Epoch 10 	 Batch 4499	LR : 0.00005	Top1 Acc.: 96.281	CLS Loss: 0.135	Mixup Loss: 1.265	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.116	Tot. Loss: 1.401
+2025-09-20 01:29:12,750 INFO Epoch 10 	 Batch 4599	LR : 0.00005	Top1 Acc.: 96.422	CLS Loss: 0.130	Mixup Loss: 1.260	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.103	Tot. Loss: 1.390
+2025-09-20 01:35:26,313 INFO Epoch 10 	 Batch 4699	LR : 0.00005	Top1 Acc.: 96.562	CLS Loss: 0.123	Mixup Loss: 1.256	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.137	Tot. Loss: 1.380
+2025-09-20 01:41:39,845 INFO Epoch 10 	 Batch 4799	LR : 0.00005	Top1 Acc.: 96.312	CLS Loss: 0.131	Mixup Loss: 1.277	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.141	Tot. Loss: 1.408
+2025-09-20 01:47:53,279 INFO Epoch 10 	 Batch 4899	LR : 0.00005	Top1 Acc.: 96.344	CLS Loss: 0.135	Mixup Loss: 1.265	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.163	Tot. Loss: 1.400
+2025-09-20 01:54:06,698 INFO Epoch 10 	 Batch 4999	LR : 0.00005	Top1 Acc.: 96.500	CLS Loss: 0.124	Mixup Loss: 1.265	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.149	Tot. Loss: 1.389
+2025-09-20 01:59:53,901 INFO ################## 
+ ---> Validation Epoch 10 (Original Model)	Acc.: 81.954	FPR: 57.608	AUROC: 88.004	AUPR: 61.067	AURC: 44.624	EAURC: 27.263	AUPR Succ.: 96.796	ECE: 4.815	NLL: 7.007	Brier: 25.970
+2025-09-20 02:05:11,362 INFO ################## 
+ ---> Validation Epoch 10 (EMA Model)	Acc.: 81.962	FPR: 57.490	AUROC: 87.992	AUPR: 60.982	AURC: 44.683	EAURC: 27.337	AUPR Succ.: 96.788	ECE: 4.843	NLL: 7.009	Brier: 25.967
+2025-09-20 02:05:11,403 INFO ####### --- Training Epoch 11 --- #######
+2025-09-20 02:21:35,474 INFO Epoch 11 	 Batch 99	LR : 0.00005	Top1 Acc.: 96.531	CLS Loss: 0.129	Mixup Loss: 1.294	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.179	Tot. Loss: 1.423
+2025-09-20 02:27:48,900 INFO Epoch 11 	 Batch 199	LR : 0.00005	Top1 Acc.: 96.625	CLS Loss: 0.123	Mixup Loss: 1.259	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.129	Tot. Loss: 1.383
+2025-09-20 02:34:02,175 INFO Epoch 11 	 Batch 299	LR : 0.00005	Top1 Acc.: 96.344	CLS Loss: 0.127	Mixup Loss: 1.256	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.101	Tot. Loss: 1.383
+2025-09-20 02:40:15,537 INFO Epoch 11 	 Batch 399	LR : 0.00005	Top1 Acc.: 96.703	CLS Loss: 0.127	Mixup Loss: 1.250	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.118	Tot. Loss: 1.377
+2025-09-20 02:46:28,922 INFO Epoch 11 	 Batch 499	LR : 0.00005	Top1 Acc.: 96.281	CLS Loss: 0.136	Mixup Loss: 1.268	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.178	Tot. Loss: 1.404
+2025-09-20 02:52:42,227 INFO Epoch 11 	 Batch 599	LR : 0.00005	Top1 Acc.: 96.328	CLS Loss: 0.138	Mixup Loss: 1.266	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.163	Tot. Loss: 1.404
+2025-09-20 02:58:55,500 INFO Epoch 11 	 Batch 699	LR : 0.00005	Top1 Acc.: 96.266	CLS Loss: 0.130	Mixup Loss: 1.264	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.117	Tot. Loss: 1.394
+2025-09-20 03:05:09,016 INFO Epoch 11 	 Batch 799	LR : 0.00005	Top1 Acc.: 96.484	CLS Loss: 0.138	Mixup Loss: 1.268	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.142	Tot. Loss: 1.406
+2025-09-20 03:11:22,639 INFO Epoch 11 	 Batch 899	LR : 0.00005	Top1 Acc.: 96.562	CLS Loss: 0.126	Mixup Loss: 1.284	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.103	Tot. Loss: 1.410
+2025-09-20 03:17:36,149 INFO Epoch 11 	 Batch 999	LR : 0.00005	Top1 Acc.: 96.328	CLS Loss: 0.127	Mixup Loss: 1.266	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.135	Tot. Loss: 1.393
+2025-09-20 03:23:49,698 INFO Epoch 11 	 Batch 1099	LR : 0.00005	Top1 Acc.: 96.062	CLS Loss: 0.131	Mixup Loss: 1.266	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.127	Tot. Loss: 1.397
+2025-09-20 03:30:03,283 INFO Epoch 11 	 Batch 1199	LR : 0.00005	Top1 Acc.: 96.547	CLS Loss: 0.129	Mixup Loss: 1.273	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.168	Tot. Loss: 1.402
+2025-09-20 03:36:16,841 INFO Epoch 11 	 Batch 1299	LR : 0.00005	Top1 Acc.: 96.453	CLS Loss: 0.127	Mixup Loss: 1.276	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.131	Tot. Loss: 1.403
+2025-09-20 03:42:30,313 INFO Epoch 11 	 Batch 1399	LR : 0.00005	Top1 Acc.: 96.641	CLS Loss: 0.119	Mixup Loss: 1.235	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.162	Tot. Loss: 1.354
+2025-09-20 03:48:43,660 INFO Epoch 11 	 Batch 1499	LR : 0.00005	Top1 Acc.: 96.375	CLS Loss: 0.136	Mixup Loss: 1.270	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.138	Tot. Loss: 1.406
+2025-09-20 03:54:56,845 INFO Epoch 11 	 Batch 1599	LR : 0.00005	Top1 Acc.: 96.266	CLS Loss: 0.131	Mixup Loss: 1.278	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.128	Tot. Loss: 1.409
+2025-09-20 04:01:10,128 INFO Epoch 11 	 Batch 1699	LR : 0.00005	Top1 Acc.: 96.469	CLS Loss: 0.134	Mixup Loss: 1.269	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.117	Tot. Loss: 1.403
+2025-09-20 04:07:23,462 INFO Epoch 11 	 Batch 1799	LR : 0.00005	Top1 Acc.: 96.312	CLS Loss: 0.132	Mixup Loss: 1.264	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.137	Tot. Loss: 1.396
+2025-09-20 04:13:36,795 INFO Epoch 11 	 Batch 1899	LR : 0.00005	Top1 Acc.: 96.266	CLS Loss: 0.132	Mixup Loss: 1.277	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.125	Tot. Loss: 1.409
+2025-09-20 04:19:50,010 INFO Epoch 11 	 Batch 1999	LR : 0.00005	Top1 Acc.: 96.703	CLS Loss: 0.121	Mixup Loss: 1.259	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.112	Tot. Loss: 1.381
+2025-09-20 04:26:03,209 INFO Epoch 11 	 Batch 2099	LR : 0.00005	Top1 Acc.: 96.375	CLS Loss: 0.133	Mixup Loss: 1.283	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.144	Tot. Loss: 1.417
+2025-09-20 04:32:16,531 INFO Epoch 11 	 Batch 2199	LR : 0.00005	Top1 Acc.: 96.688	CLS Loss: 0.121	Mixup Loss: 1.273	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.107	Tot. Loss: 1.395
+2025-09-20 04:38:29,955 INFO Epoch 11 	 Batch 2299	LR : 0.00005	Top1 Acc.: 96.484	CLS Loss: 0.130	Mixup Loss: 1.280	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.151	Tot. Loss: 1.410
+2025-09-20 04:44:43,208 INFO Epoch 11 	 Batch 2399	LR : 0.00005	Top1 Acc.: 96.750	CLS Loss: 0.122	Mixup Loss: 1.273	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.143	Tot. Loss: 1.395
+2025-09-20 04:50:56,447 INFO Epoch 11 	 Batch 2499	LR : 0.00005	Top1 Acc.: 96.391	CLS Loss: 0.133	Mixup Loss: 1.286	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.165	Tot. Loss: 1.419
+2025-09-20 04:57:09,753 INFO Epoch 11 	 Batch 2599	LR : 0.00005	Top1 Acc.: 96.375	CLS Loss: 0.125	Mixup Loss: 1.273	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.140	Tot. Loss: 1.398
+2025-09-20 05:03:23,542 INFO Epoch 11 	 Batch 2699	LR : 0.00005	Top1 Acc.: 96.719	CLS Loss: 0.122	Mixup Loss: 1.259	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.161	Tot. Loss: 1.381
+2025-09-20 05:09:39,406 INFO Epoch 11 	 Batch 2799	LR : 0.00005	Top1 Acc.: 96.266	CLS Loss: 0.125	Mixup Loss: 1.266	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.112	Tot. Loss: 1.391
+2025-09-20 05:15:55,322 INFO Epoch 11 	 Batch 2899	LR : 0.00005	Top1 Acc.: 96.688	CLS Loss: 0.135	Mixup Loss: 1.287	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.181	Tot. Loss: 1.422
+2025-09-20 05:22:08,174 INFO Epoch 11 	 Batch 2999	LR : 0.00005	Top1 Acc.: 96.078	CLS Loss: 0.138	Mixup Loss: 1.281	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.124	Tot. Loss: 1.419
+2025-09-20 05:28:21,905 INFO Epoch 11 	 Batch 3099	LR : 0.00005	Top1 Acc.: 96.375	CLS Loss: 0.131	Mixup Loss: 1.265	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.156	Tot. Loss: 1.396
+2025-09-20 05:34:35,368 INFO Epoch 11 	 Batch 3199	LR : 0.00005	Top1 Acc.: 96.422	CLS Loss: 0.124	Mixup Loss: 1.267	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.163	Tot. Loss: 1.391
+2025-09-20 05:40:48,819 INFO Epoch 11 	 Batch 3299	LR : 0.00004	Top1 Acc.: 96.516	CLS Loss: 0.130	Mixup Loss: 1.260	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.134	Tot. Loss: 1.390
+2025-09-20 05:47:02,082 INFO Epoch 11 	 Batch 3399	LR : 0.00004	Top1 Acc.: 96.516	CLS Loss: 0.129	Mixup Loss: 1.268	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.140	Tot. Loss: 1.397
+2025-09-20 05:53:15,403 INFO Epoch 11 	 Batch 3499	LR : 0.00004	Top1 Acc.: 96.750	CLS Loss: 0.115	Mixup Loss: 1.265	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.111	Tot. Loss: 1.380
+2025-09-20 05:59:28,690 INFO Epoch 11 	 Batch 3599	LR : 0.00004	Top1 Acc.: 96.359	CLS Loss: 0.130	Mixup Loss: 1.279	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.141	Tot. Loss: 1.408
+2025-09-20 06:05:41,941 INFO Epoch 11 	 Batch 3699	LR : 0.00004	Top1 Acc.: 96.484	CLS Loss: 0.130	Mixup Loss: 1.252	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.145	Tot. Loss: 1.383
+2025-09-20 06:11:55,307 INFO Epoch 11 	 Batch 3799	LR : 0.00004	Top1 Acc.: 96.047	CLS Loss: 0.138	Mixup Loss: 1.272	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.142	Tot. Loss: 1.410
+2025-09-20 06:18:08,524 INFO Epoch 11 	 Batch 3899	LR : 0.00004	Top1 Acc.: 96.594	CLS Loss: 0.127	Mixup Loss: 1.274	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.122	Tot. Loss: 1.402
+2025-09-20 06:24:21,907 INFO Epoch 11 	 Batch 3999	LR : 0.00004	Top1 Acc.: 97.016	CLS Loss: 0.115	Mixup Loss: 1.245	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.106	Tot. Loss: 1.360
+2025-09-20 06:30:35,281 INFO Epoch 11 	 Batch 4099	LR : 0.00004	Top1 Acc.: 96.359	CLS Loss: 0.130	Mixup Loss: 1.280	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.128	Tot. Loss: 1.410
+2025-09-20 06:36:48,529 INFO Epoch 11 	 Batch 4199	LR : 0.00004	Top1 Acc.: 96.422	CLS Loss: 0.132	Mixup Loss: 1.279	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.121	Tot. Loss: 1.411
+2025-09-20 06:43:01,850 INFO Epoch 11 	 Batch 4299	LR : 0.00004	Top1 Acc.: 96.891	CLS Loss: 0.123	Mixup Loss: 1.272	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.140	Tot. Loss: 1.395
+2025-09-20 06:49:15,200 INFO Epoch 11 	 Batch 4399	LR : 0.00004	Top1 Acc.: 96.562	CLS Loss: 0.125	Mixup Loss: 1.259	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.146	Tot. Loss: 1.384
+2025-09-20 06:55:28,505 INFO Epoch 11 	 Batch 4499	LR : 0.00004	Top1 Acc.: 96.328	CLS Loss: 0.134	Mixup Loss: 1.259	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.126	Tot. Loss: 1.393
+2025-09-20 07:01:41,935 INFO Epoch 11 	 Batch 4599	LR : 0.00004	Top1 Acc.: 96.484	CLS Loss: 0.129	Mixup Loss: 1.258	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.154	Tot. Loss: 1.387
+2025-09-20 07:07:55,260 INFO Epoch 11 	 Batch 4699	LR : 0.00004	Top1 Acc.: 96.500	CLS Loss: 0.123	Mixup Loss: 1.261	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.153	Tot. Loss: 1.384
+2025-09-20 07:14:08,536 INFO Epoch 11 	 Batch 4799	LR : 0.00004	Top1 Acc.: 96.406	CLS Loss: 0.130	Mixup Loss: 1.261	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.133	Tot. Loss: 1.391
+2025-09-20 07:20:21,875 INFO Epoch 11 	 Batch 4899	LR : 0.00004	Top1 Acc.: 96.281	CLS Loss: 0.134	Mixup Loss: 1.274	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.139	Tot. Loss: 1.408
+2025-09-20 07:26:35,224 INFO Epoch 11 	 Batch 4999	LR : 0.00004	Top1 Acc.: 96.469	CLS Loss: 0.123	Mixup Loss: 1.245	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.137	Tot. Loss: 1.368
+2025-09-20 07:31:50,982 INFO ################## 
+ ---> Validation Epoch 11 (Original Model)	Acc.: 81.946	FPR: 57.716	AUROC: 88.008	AUPR: 61.173	AURC: 44.625	EAURC: 27.248	AUPR Succ.: 96.798	ECE: 4.837	NLL: 7.008	Brier: 25.976
+2025-09-20 07:36:37,387 INFO ################## 
+ ---> Validation Epoch 11 (EMA Model)	Acc.: 81.954	FPR: 57.775	AUROC: 88.001	AUPR: 61.062	AURC: 44.635	EAURC: 27.273	AUPR Succ.: 96.795	ECE: 4.840	NLL: 7.009	Brier: 25.973
+2025-09-20 07:36:37,425 INFO ####### --- Training Epoch 12 --- #######
+2025-09-20 07:51:43,753 INFO Epoch 12 	 Batch 99	LR : 0.00004	Top1 Acc.: 96.625	CLS Loss: 0.127	Mixup Loss: 1.276	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.161	Tot. Loss: 1.404
+2025-09-20 07:57:57,460 INFO Epoch 12 	 Batch 199	LR : 0.00004	Top1 Acc.: 96.641	CLS Loss: 0.122	Mixup Loss: 1.257	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.111	Tot. Loss: 1.379
+2025-09-20 08:04:10,925 INFO Epoch 12 	 Batch 299	LR : 0.00004	Top1 Acc.: 96.375	CLS Loss: 0.126	Mixup Loss: 1.265	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.104	Tot. Loss: 1.391
+2025-09-20 08:10:24,452 INFO Epoch 12 	 Batch 399	LR : 0.00004	Top1 Acc.: 96.703	CLS Loss: 0.127	Mixup Loss: 1.264	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.142	Tot. Loss: 1.391
+2025-09-20 08:16:38,018 INFO Epoch 12 	 Batch 499	LR : 0.00004	Top1 Acc.: 96.203	CLS Loss: 0.135	Mixup Loss: 1.279	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.148	Tot. Loss: 1.414
+2025-09-20 08:22:51,445 INFO Epoch 12 	 Batch 599	LR : 0.00004	Top1 Acc.: 96.406	CLS Loss: 0.137	Mixup Loss: 1.272	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.122	Tot. Loss: 1.409
+2025-09-20 08:29:04,847 INFO Epoch 12 	 Batch 699	LR : 0.00004	Top1 Acc.: 96.281	CLS Loss: 0.131	Mixup Loss: 1.279	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.151	Tot. Loss: 1.410
+2025-09-20 08:35:18,109 INFO Epoch 12 	 Batch 799	LR : 0.00004	Top1 Acc.: 96.312	CLS Loss: 0.138	Mixup Loss: 1.286	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.140	Tot. Loss: 1.424
+2025-09-20 08:41:31,270 INFO Epoch 12 	 Batch 899	LR : 0.00004	Top1 Acc.: 96.438	CLS Loss: 0.126	Mixup Loss: 1.267	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.113	Tot. Loss: 1.393
+2025-09-20 08:47:44,624 INFO Epoch 12 	 Batch 999	LR : 0.00004	Top1 Acc.: 96.453	CLS Loss: 0.126	Mixup Loss: 1.274	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.142	Tot. Loss: 1.400
+2025-09-20 08:53:58,052 INFO Epoch 12 	 Batch 1099	LR : 0.00004	Top1 Acc.: 96.156	CLS Loss: 0.131	Mixup Loss: 1.259	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.120	Tot. Loss: 1.389
+2025-09-20 09:00:11,322 INFO Epoch 12 	 Batch 1199	LR : 0.00004	Top1 Acc.: 96.547	CLS Loss: 0.128	Mixup Loss: 1.262	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.157	Tot. Loss: 1.390
+2025-09-20 09:06:24,596 INFO Epoch 12 	 Batch 1299	LR : 0.00004	Top1 Acc.: 96.406	CLS Loss: 0.126	Mixup Loss: 1.271	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.127	Tot. Loss: 1.398
+2025-09-20 09:12:37,839 INFO Epoch 12 	 Batch 1399	LR : 0.00004	Top1 Acc.: 96.625	CLS Loss: 0.120	Mixup Loss: 1.240	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.121	Tot. Loss: 1.359
+2025-09-20 09:18:51,125 INFO Epoch 12 	 Batch 1499	LR : 0.00004	Top1 Acc.: 96.516	CLS Loss: 0.134	Mixup Loss: 1.270	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.117	Tot. Loss: 1.403
+2025-09-20 09:25:04,545 INFO Epoch 12 	 Batch 1599	LR : 0.00004	Top1 Acc.: 96.250	CLS Loss: 0.131	Mixup Loss: 1.268	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.116	Tot. Loss: 1.400
+2025-09-20 09:31:17,711 INFO Epoch 12 	 Batch 1699	LR : 0.00004	Top1 Acc.: 96.750	CLS Loss: 0.132	Mixup Loss: 1.270	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.116	Tot. Loss: 1.402
+2025-09-20 09:37:30,931 INFO Epoch 12 	 Batch 1799	LR : 0.00004	Top1 Acc.: 96.312	CLS Loss: 0.131	Mixup Loss: 1.276	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.144	Tot. Loss: 1.407
+2025-09-20 09:43:44,312 INFO Epoch 12 	 Batch 1899	LR : 0.00004	Top1 Acc.: 96.328	CLS Loss: 0.132	Mixup Loss: 1.289	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.132	Tot. Loss: 1.420
+2025-09-20 09:49:57,653 INFO Epoch 12 	 Batch 1999	LR : 0.00004	Top1 Acc.: 96.891	CLS Loss: 0.120	Mixup Loss: 1.250	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.172	Tot. Loss: 1.370
+2025-09-20 09:56:10,997 INFO Epoch 12 	 Batch 2099	LR : 0.00004	Top1 Acc.: 96.406	CLS Loss: 0.134	Mixup Loss: 1.262	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.147	Tot. Loss: 1.395
+2025-09-20 10:02:24,259 INFO Epoch 12 	 Batch 2199	LR : 0.00004	Top1 Acc.: 96.750	CLS Loss: 0.120	Mixup Loss: 1.238	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.085	Tot. Loss: 1.358
+2025-09-20 10:08:37,624 INFO Epoch 12 	 Batch 2299	LR : 0.00004	Top1 Acc.: 96.438	CLS Loss: 0.128	Mixup Loss: 1.292	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.158	Tot. Loss: 1.421
+2025-09-20 10:14:51,232 INFO Epoch 12 	 Batch 2399	LR : 0.00004	Top1 Acc.: 96.672	CLS Loss: 0.121	Mixup Loss: 1.266	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.131	Tot. Loss: 1.386
+2025-09-20 10:21:06,707 INFO Epoch 12 	 Batch 2499	LR : 0.00004	Top1 Acc.: 96.422	CLS Loss: 0.133	Mixup Loss: 1.281	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.143	Tot. Loss: 1.413
+2025-09-20 10:27:22,870 INFO Epoch 12 	 Batch 2599	LR : 0.00004	Top1 Acc.: 96.547	CLS Loss: 0.124	Mixup Loss: 1.266	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.138	Tot. Loss: 1.390
+2025-09-20 10:33:39,623 INFO Epoch 12 	 Batch 2699	LR : 0.00004	Top1 Acc.: 96.828	CLS Loss: 0.120	Mixup Loss: 1.277	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.130	Tot. Loss: 1.397
+2025-09-20 10:39:52,697 INFO Epoch 12 	 Batch 2799	LR : 0.00004	Top1 Acc.: 96.469	CLS Loss: 0.123	Mixup Loss: 1.256	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.111	Tot. Loss: 1.379
+2025-09-20 10:46:06,506 INFO Epoch 12 	 Batch 2899	LR : 0.00004	Top1 Acc.: 96.688	CLS Loss: 0.133	Mixup Loss: 1.294	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.140	Tot. Loss: 1.427
+2025-09-20 10:52:20,178 INFO Epoch 12 	 Batch 2999	LR : 0.00004	Top1 Acc.: 96.078	CLS Loss: 0.137	Mixup Loss: 1.272	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.126	Tot. Loss: 1.409
+2025-09-20 10:58:33,744 INFO Epoch 12 	 Batch 3099	LR : 0.00004	Top1 Acc.: 96.422	CLS Loss: 0.130	Mixup Loss: 1.266	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.090	Tot. Loss: 1.396
+2025-09-20 11:04:47,288 INFO Epoch 12 	 Batch 3199	LR : 0.00004	Top1 Acc.: 96.312	CLS Loss: 0.125	Mixup Loss: 1.260	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.122	Tot. Loss: 1.385
+2025-09-20 11:11:00,662 INFO Epoch 12 	 Batch 3299	LR : 0.00004	Top1 Acc.: 96.594	CLS Loss: 0.131	Mixup Loss: 1.263	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.156	Tot. Loss: 1.394
+2025-09-20 11:17:14,070 INFO Epoch 12 	 Batch 3399	LR : 0.00004	Top1 Acc.: 96.688	CLS Loss: 0.129	Mixup Loss: 1.263	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.101	Tot. Loss: 1.392
+2025-09-20 11:23:27,468 INFO Epoch 12 	 Batch 3499	LR : 0.00004	Top1 Acc.: 96.844	CLS Loss: 0.115	Mixup Loss: 1.260	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.159	Tot. Loss: 1.375
+2025-09-20 11:29:40,839 INFO Epoch 12 	 Batch 3599	LR : 0.00004	Top1 Acc.: 96.422	CLS Loss: 0.130	Mixup Loss: 1.266	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.109	Tot. Loss: 1.396
+2025-09-20 11:35:54,253 INFO Epoch 12 	 Batch 3699	LR : 0.00004	Top1 Acc.: 96.578	CLS Loss: 0.131	Mixup Loss: 1.257	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.114	Tot. Loss: 1.388
+2025-09-20 11:42:07,614 INFO Epoch 12 	 Batch 3799	LR : 0.00004	Top1 Acc.: 95.906	CLS Loss: 0.137	Mixup Loss: 1.274	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.133	Tot. Loss: 1.411
+2025-09-20 11:48:20,939 INFO Epoch 12 	 Batch 3899	LR : 0.00004	Top1 Acc.: 96.422	CLS Loss: 0.128	Mixup Loss: 1.285	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.142	Tot. Loss: 1.413
+2025-09-20 11:54:34,187 INFO Epoch 12 	 Batch 3999	LR : 0.00004	Top1 Acc.: 96.969	CLS Loss: 0.115	Mixup Loss: 1.234	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.137	Tot. Loss: 1.349
+2025-09-20 12:00:47,615 INFO Epoch 12 	 Batch 4099	LR : 0.00004	Top1 Acc.: 96.422	CLS Loss: 0.129	Mixup Loss: 1.275	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.129	Tot. Loss: 1.404
+2025-09-20 12:07:00,995 INFO Epoch 12 	 Batch 4199	LR : 0.00004	Top1 Acc.: 96.422	CLS Loss: 0.132	Mixup Loss: 1.270	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.149	Tot. Loss: 1.402
+2025-09-20 12:13:14,359 INFO Epoch 12 	 Batch 4299	LR : 0.00004	Top1 Acc.: 96.906	CLS Loss: 0.124	Mixup Loss: 1.253	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.148	Tot. Loss: 1.376
+2025-09-20 12:19:27,932 INFO Epoch 12 	 Batch 4399	LR : 0.00004	Top1 Acc.: 96.438	CLS Loss: 0.126	Mixup Loss: 1.258	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.135	Tot. Loss: 1.384
+2025-09-20 12:25:41,546 INFO Epoch 12 	 Batch 4499	LR : 0.00004	Top1 Acc.: 96.469	CLS Loss: 0.133	Mixup Loss: 1.258	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.135	Tot. Loss: 1.391
+2025-09-20 12:31:55,148 INFO Epoch 12 	 Batch 4599	LR : 0.00004	Top1 Acc.: 96.453	CLS Loss: 0.129	Mixup Loss: 1.244	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.145	Tot. Loss: 1.373
+2025-09-20 12:38:08,722 INFO Epoch 12 	 Batch 4699	LR : 0.00004	Top1 Acc.: 96.562	CLS Loss: 0.122	Mixup Loss: 1.265	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.145	Tot. Loss: 1.387
+2025-09-20 12:44:22,276 INFO Epoch 12 	 Batch 4799	LR : 0.00003	Top1 Acc.: 96.406	CLS Loss: 0.129	Mixup Loss: 1.257	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.147	Tot. Loss: 1.386
+2025-09-20 12:50:35,847 INFO Epoch 12 	 Batch 4899	LR : 0.00003	Top1 Acc.: 96.547	CLS Loss: 0.133	Mixup Loss: 1.284	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.160	Tot. Loss: 1.417
+2025-09-20 12:56:49,588 INFO Epoch 12 	 Batch 4999	LR : 0.00003	Top1 Acc.: 96.547	CLS Loss: 0.123	Mixup Loss: 1.242	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.126	Tot. Loss: 1.365
+2025-09-20 13:03:18,760 INFO ################## 
+ ---> Validation Epoch 12 (Original Model)	Acc.: 81.932	FPR: 57.516	AUROC: 88.029	AUPR: 61.204	AURC: 44.595	EAURC: 27.189	AUPR Succ.: 96.804	ECE: 4.843	NLL: 7.008	Brier: 25.981
+2025-09-20 13:08:28,339 INFO ################## 
+ ---> Validation Epoch 12 (EMA Model)	Acc.: 81.956	FPR: 57.714	AUROC: 88.000	AUPR: 61.124	AURC: 44.596	EAURC: 27.239	AUPR Succ.: 96.800	ECE: 4.822	NLL: 7.009	Brier: 25.977
+2025-09-20 13:08:28,383 INFO ####### --- Training Epoch 13 --- #######
+2025-09-20 13:26:44,298 INFO Epoch 13 	 Batch 99	LR : 0.00003	Top1 Acc.: 96.656	CLS Loss: 0.126	Mixup Loss: 1.280	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.156	Tot. Loss: 1.406
+2025-09-20 13:32:57,759 INFO Epoch 13 	 Batch 199	LR : 0.00003	Top1 Acc.: 96.578	CLS Loss: 0.123	Mixup Loss: 1.245	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.108	Tot. Loss: 1.368
+2025-09-20 13:39:11,143 INFO Epoch 13 	 Batch 299	LR : 0.00003	Top1 Acc.: 96.406	CLS Loss: 0.126	Mixup Loss: 1.270	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.162	Tot. Loss: 1.396
+2025-09-20 13:45:24,496 INFO Epoch 13 	 Batch 399	LR : 0.00003	Top1 Acc.: 96.797	CLS Loss: 0.126	Mixup Loss: 1.267	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.119	Tot. Loss: 1.393
+2025-09-20 13:51:37,851 INFO Epoch 13 	 Batch 499	LR : 0.00003	Top1 Acc.: 96.219	CLS Loss: 0.135	Mixup Loss: 1.273	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.147	Tot. Loss: 1.409
+2025-09-20 13:57:51,118 INFO Epoch 13 	 Batch 599	LR : 0.00003	Top1 Acc.: 96.391	CLS Loss: 0.137	Mixup Loss: 1.267	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.163	Tot. Loss: 1.404
+2025-09-20 14:04:04,585 INFO Epoch 13 	 Batch 699	LR : 0.00003	Top1 Acc.: 96.281	CLS Loss: 0.129	Mixup Loss: 1.276	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.138	Tot. Loss: 1.405
+2025-09-20 14:10:18,042 INFO Epoch 13 	 Batch 799	LR : 0.00003	Top1 Acc.: 96.344	CLS Loss: 0.138	Mixup Loss: 1.267	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.137	Tot. Loss: 1.405
+2025-09-20 14:16:31,483 INFO Epoch 13 	 Batch 899	LR : 0.00003	Top1 Acc.: 96.375	CLS Loss: 0.125	Mixup Loss: 1.274	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.151	Tot. Loss: 1.399
+2025-09-20 14:22:44,853 INFO Epoch 13 	 Batch 999	LR : 0.00003	Top1 Acc.: 96.422	CLS Loss: 0.126	Mixup Loss: 1.255	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.087	Tot. Loss: 1.381
+2025-09-20 14:28:58,237 INFO Epoch 13 	 Batch 1099	LR : 0.00003	Top1 Acc.: 96.125	CLS Loss: 0.130	Mixup Loss: 1.277	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.139	Tot. Loss: 1.407
+2025-09-20 14:35:11,695 INFO Epoch 13 	 Batch 1199	LR : 0.00003	Top1 Acc.: 96.656	CLS Loss: 0.127	Mixup Loss: 1.266	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.152	Tot. Loss: 1.393
+2025-09-20 14:41:25,403 INFO Epoch 13 	 Batch 1299	LR : 0.00003	Top1 Acc.: 96.562	CLS Loss: 0.126	Mixup Loss: 1.279	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.143	Tot. Loss: 1.405
+2025-09-20 14:47:39,089 INFO Epoch 13 	 Batch 1399	LR : 0.00003	Top1 Acc.: 96.625	CLS Loss: 0.119	Mixup Loss: 1.243	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.137	Tot. Loss: 1.362
+2025-09-20 14:53:52,752 INFO Epoch 13 	 Batch 1499	LR : 0.00003	Top1 Acc.: 96.438	CLS Loss: 0.132	Mixup Loss: 1.272	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.113	Tot. Loss: 1.404
+2025-09-20 15:00:06,364 INFO Epoch 13 	 Batch 1599	LR : 0.00003	Top1 Acc.: 96.297	CLS Loss: 0.130	Mixup Loss: 1.273	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.117	Tot. Loss: 1.403
+2025-09-20 15:06:19,861 INFO Epoch 13 	 Batch 1699	LR : 0.00003	Top1 Acc.: 96.719	CLS Loss: 0.131	Mixup Loss: 1.253	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.142	Tot. Loss: 1.384
+2025-09-20 15:12:33,369 INFO Epoch 13 	 Batch 1799	LR : 0.00003	Top1 Acc.: 96.250	CLS Loss: 0.131	Mixup Loss: 1.271	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.125	Tot. Loss: 1.402
+2025-09-20 15:18:46,907 INFO Epoch 13 	 Batch 1899	LR : 0.00003	Top1 Acc.: 96.281	CLS Loss: 0.130	Mixup Loss: 1.278	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.156	Tot. Loss: 1.409
+2025-09-20 15:25:00,369 INFO Epoch 13 	 Batch 1999	LR : 0.00003	Top1 Acc.: 96.891	CLS Loss: 0.120	Mixup Loss: 1.241	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.129	Tot. Loss: 1.360
+2025-09-20 15:31:13,764 INFO Epoch 13 	 Batch 2099	LR : 0.00003	Top1 Acc.: 96.250	CLS Loss: 0.134	Mixup Loss: 1.267	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.137	Tot. Loss: 1.401
+2025-09-20 15:37:28,740 INFO Epoch 13 	 Batch 2199	LR : 0.00003	Top1 Acc.: 96.672	CLS Loss: 0.121	Mixup Loss: 1.256	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.151	Tot. Loss: 1.377
+2025-09-20 15:43:44,536 INFO Epoch 13 	 Batch 2299	LR : 0.00003	Top1 Acc.: 96.484	CLS Loss: 0.129	Mixup Loss: 1.268	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.166	Tot. Loss: 1.397
+2025-09-20 15:50:00,909 INFO Epoch 13 	 Batch 2399	LR : 0.00003	Top1 Acc.: 96.891	CLS Loss: 0.120	Mixup Loss: 1.247	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.162	Tot. Loss: 1.367
+2025-09-20 15:56:17,846 INFO Epoch 13 	 Batch 2499	LR : 0.00003	Top1 Acc.: 96.406	CLS Loss: 0.133	Mixup Loss: 1.279	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.157	Tot. Loss: 1.412
+2025-09-20 16:02:32,672 INFO Epoch 13 	 Batch 2599	LR : 0.00003	Top1 Acc.: 96.469	CLS Loss: 0.125	Mixup Loss: 1.283	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.135	Tot. Loss: 1.408
+2025-09-20 16:08:46,253 INFO Epoch 13 	 Batch 2699	LR : 0.00003	Top1 Acc.: 96.688	CLS Loss: 0.121	Mixup Loss: 1.270	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.133	Tot. Loss: 1.391
+2025-09-20 16:14:59,682 INFO Epoch 13 	 Batch 2799	LR : 0.00003	Top1 Acc.: 96.469	CLS Loss: 0.124	Mixup Loss: 1.257	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.111	Tot. Loss: 1.381
+2025-09-20 16:21:13,103 INFO Epoch 13 	 Batch 2899	LR : 0.00003	Top1 Acc.: 96.734	CLS Loss: 0.133	Mixup Loss: 1.288	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.170	Tot. Loss: 1.421
+2025-09-20 16:27:26,491 INFO Epoch 13 	 Batch 2999	LR : 0.00003	Top1 Acc.: 96.047	CLS Loss: 0.137	Mixup Loss: 1.276	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.109	Tot. Loss: 1.413
+2025-09-20 16:33:40,048 INFO Epoch 13 	 Batch 3099	LR : 0.00003	Top1 Acc.: 96.375	CLS Loss: 0.129	Mixup Loss: 1.272	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.117	Tot. Loss: 1.401
+2025-09-20 16:39:53,469 INFO Epoch 13 	 Batch 3199	LR : 0.00003	Top1 Acc.: 96.422	CLS Loss: 0.124	Mixup Loss: 1.271	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.138	Tot. Loss: 1.395
+2025-09-20 16:46:06,847 INFO Epoch 13 	 Batch 3299	LR : 0.00003	Top1 Acc.: 96.656	CLS Loss: 0.129	Mixup Loss: 1.263	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.144	Tot. Loss: 1.391
+2025-09-20 16:52:20,307 INFO Epoch 13 	 Batch 3399	LR : 0.00003	Top1 Acc.: 96.672	CLS Loss: 0.128	Mixup Loss: 1.266	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.143	Tot. Loss: 1.395
+2025-09-20 16:58:33,864 INFO Epoch 13 	 Batch 3499	LR : 0.00003	Top1 Acc.: 96.766	CLS Loss: 0.115	Mixup Loss: 1.260	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.135	Tot. Loss: 1.375
+2025-09-20 17:04:47,346 INFO Epoch 13 	 Batch 3599	LR : 0.00003	Top1 Acc.: 96.406	CLS Loss: 0.129	Mixup Loss: 1.278	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.157	Tot. Loss: 1.408
+2025-09-20 17:11:00,782 INFO Epoch 13 	 Batch 3699	LR : 0.00003	Top1 Acc.: 96.562	CLS Loss: 0.129	Mixup Loss: 1.247	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.124	Tot. Loss: 1.377
+2025-09-20 17:17:14,246 INFO Epoch 13 	 Batch 3799	LR : 0.00003	Top1 Acc.: 95.984	CLS Loss: 0.138	Mixup Loss: 1.288	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.133	Tot. Loss: 1.425
+2025-09-20 17:23:27,784 INFO Epoch 13 	 Batch 3899	LR : 0.00003	Top1 Acc.: 96.500	CLS Loss: 0.126	Mixup Loss: 1.282	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.140	Tot. Loss: 1.408
+2025-09-20 17:29:41,433 INFO Epoch 13 	 Batch 3999	LR : 0.00003	Top1 Acc.: 96.953	CLS Loss: 0.114	Mixup Loss: 1.245	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.101	Tot. Loss: 1.359
+2025-09-20 17:35:55,138 INFO Epoch 13 	 Batch 4099	LR : 0.00003	Top1 Acc.: 96.297	CLS Loss: 0.130	Mixup Loss: 1.266	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.158	Tot. Loss: 1.397
+2025-09-20 17:42:08,764 INFO Epoch 13 	 Batch 4199	LR : 0.00003	Top1 Acc.: 96.391	CLS Loss: 0.131	Mixup Loss: 1.259	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.169	Tot. Loss: 1.390
+2025-09-20 17:48:22,414 INFO Epoch 13 	 Batch 4299	LR : 0.00003	Top1 Acc.: 96.812	CLS Loss: 0.124	Mixup Loss: 1.271	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.136	Tot. Loss: 1.395
+2025-09-20 17:54:36,022 INFO Epoch 13 	 Batch 4399	LR : 0.00003	Top1 Acc.: 96.562	CLS Loss: 0.125	Mixup Loss: 1.253	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.114	Tot. Loss: 1.378
+2025-09-20 18:00:49,620 INFO Epoch 13 	 Batch 4499	LR : 0.00003	Top1 Acc.: 96.453	CLS Loss: 0.132	Mixup Loss: 1.276	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.129	Tot. Loss: 1.408
+2025-09-20 18:07:03,268 INFO Epoch 13 	 Batch 4599	LR : 0.00003	Top1 Acc.: 96.547	CLS Loss: 0.127	Mixup Loss: 1.246	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.104	Tot. Loss: 1.374
+2025-09-20 18:13:16,861 INFO Epoch 13 	 Batch 4699	LR : 0.00003	Top1 Acc.: 96.531	CLS Loss: 0.121	Mixup Loss: 1.254	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.108	Tot. Loss: 1.375
+2025-09-20 18:19:30,471 INFO Epoch 13 	 Batch 4799	LR : 0.00003	Top1 Acc.: 96.438	CLS Loss: 0.129	Mixup Loss: 1.269	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.116	Tot. Loss: 1.398
+2025-09-20 18:25:44,114 INFO Epoch 13 	 Batch 4899	LR : 0.00003	Top1 Acc.: 96.344	CLS Loss: 0.134	Mixup Loss: 1.260	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.140	Tot. Loss: 1.393
+2025-09-20 18:31:57,519 INFO Epoch 13 	 Batch 4999	LR : 0.00003	Top1 Acc.: 96.484	CLS Loss: 0.123	Mixup Loss: 1.258	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.139	Tot. Loss: 1.380
+2025-09-20 18:38:47,602 INFO ################## 
+ ---> Validation Epoch 13 (Original Model)	Acc.: 81.938	FPR: 57.701	AUROC: 88.028	AUPR: 61.145	AURC: 44.550	EAURC: 27.156	AUPR Succ.: 96.809	ECE: 4.861	NLL: 7.009	Brier: 25.986
+2025-09-20 18:44:39,085 INFO ################## 
+ ---> Validation Epoch 13 (EMA Model)	Acc.: 81.944	FPR: 57.643	AUROC: 88.014	AUPR: 61.083	AURC: 44.582	EAURC: 27.201	AUPR Succ.: 96.804	ECE: 4.856	NLL: 7.009	Brier: 25.982
+2025-09-20 18:44:39,158 INFO ####### --- Training Epoch 14 --- #######
+2025-09-20 19:03:02,312 INFO Epoch 14 	 Batch 99	LR : 0.00003	Top1 Acc.: 96.688	CLS Loss: 0.126	Mixup Loss: 1.281	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.163	Tot. Loss: 1.407
+2025-09-20 19:09:15,845 INFO Epoch 14 	 Batch 199	LR : 0.00003	Top1 Acc.: 96.688	CLS Loss: 0.122	Mixup Loss: 1.260	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.124	Tot. Loss: 1.382
+2025-09-20 19:15:29,159 INFO Epoch 14 	 Batch 299	LR : 0.00003	Top1 Acc.: 96.328	CLS Loss: 0.124	Mixup Loss: 1.274	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.141	Tot. Loss: 1.398
+2025-09-20 19:21:42,648 INFO Epoch 14 	 Batch 399	LR : 0.00003	Top1 Acc.: 96.734	CLS Loss: 0.126	Mixup Loss: 1.258	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.141	Tot. Loss: 1.384
+2025-09-20 19:27:56,143 INFO Epoch 14 	 Batch 499	LR : 0.00003	Top1 Acc.: 96.266	CLS Loss: 0.135	Mixup Loss: 1.276	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.136	Tot. Loss: 1.411
+2025-09-20 19:34:09,507 INFO Epoch 14 	 Batch 599	LR : 0.00003	Top1 Acc.: 96.375	CLS Loss: 0.136	Mixup Loss: 1.273	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.141	Tot. Loss: 1.409
+2025-09-20 19:40:22,887 INFO Epoch 14 	 Batch 699	LR : 0.00003	Top1 Acc.: 96.344	CLS Loss: 0.129	Mixup Loss: 1.266	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.135	Tot. Loss: 1.395
+2025-09-20 19:46:36,184 INFO Epoch 14 	 Batch 799	LR : 0.00003	Top1 Acc.: 96.453	CLS Loss: 0.137	Mixup Loss: 1.268	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.152	Tot. Loss: 1.404
+2025-09-20 19:52:49,522 INFO Epoch 14 	 Batch 899	LR : 0.00003	Top1 Acc.: 96.453	CLS Loss: 0.123	Mixup Loss: 1.277	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.154	Tot. Loss: 1.401
+2025-09-20 19:59:02,834 INFO Epoch 14 	 Batch 999	LR : 0.00003	Top1 Acc.: 96.391	CLS Loss: 0.125	Mixup Loss: 1.271	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.102	Tot. Loss: 1.396
+2025-09-20 20:05:16,330 INFO Epoch 14 	 Batch 1099	LR : 0.00003	Top1 Acc.: 96.234	CLS Loss: 0.129	Mixup Loss: 1.263	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.109	Tot. Loss: 1.391
+2025-09-20 20:11:29,719 INFO Epoch 14 	 Batch 1199	LR : 0.00003	Top1 Acc.: 96.594	CLS Loss: 0.127	Mixup Loss: 1.260	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.130	Tot. Loss: 1.387
+2025-09-20 20:17:43,046 INFO Epoch 14 	 Batch 1299	LR : 0.00003	Top1 Acc.: 96.562	CLS Loss: 0.125	Mixup Loss: 1.271	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.139	Tot. Loss: 1.396
+2025-09-20 20:23:56,508 INFO Epoch 14 	 Batch 1399	LR : 0.00003	Top1 Acc.: 96.641	CLS Loss: 0.119	Mixup Loss: 1.254	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.119	Tot. Loss: 1.373
+2025-09-20 20:30:09,894 INFO Epoch 14 	 Batch 1499	LR : 0.00003	Top1 Acc.: 96.453	CLS Loss: 0.134	Mixup Loss: 1.261	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.153	Tot. Loss: 1.395
+2025-09-20 20:36:23,235 INFO Epoch 14 	 Batch 1599	LR : 0.00003	Top1 Acc.: 96.250	CLS Loss: 0.130	Mixup Loss: 1.255	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.136	Tot. Loss: 1.385
+2025-09-20 20:42:36,528 INFO Epoch 14 	 Batch 1699	LR : 0.00003	Top1 Acc.: 96.719	CLS Loss: 0.130	Mixup Loss: 1.269	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.116	Tot. Loss: 1.400
+2025-09-20 20:48:49,974 INFO Epoch 14 	 Batch 1799	LR : 0.00002	Top1 Acc.: 96.359	CLS Loss: 0.130	Mixup Loss: 1.266	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.177	Tot. Loss: 1.396
+2025-09-20 20:55:03,433 INFO Epoch 14 	 Batch 1899	LR : 0.00002	Top1 Acc.: 96.344	CLS Loss: 0.130	Mixup Loss: 1.273	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.158	Tot. Loss: 1.403
+2025-09-20 21:01:17,640 INFO Epoch 14 	 Batch 1999	LR : 0.00002	Top1 Acc.: 96.844	CLS Loss: 0.119	Mixup Loss: 1.261	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.081	Tot. Loss: 1.379
+2025-09-20 21:07:32,632 INFO Epoch 14 	 Batch 2099	LR : 0.00002	Top1 Acc.: 96.359	CLS Loss: 0.133	Mixup Loss: 1.268	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.133	Tot. Loss: 1.401
+2025-09-20 21:13:48,159 INFO Epoch 14 	 Batch 2199	LR : 0.00002	Top1 Acc.: 96.781	CLS Loss: 0.119	Mixup Loss: 1.246	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.136	Tot. Loss: 1.366
+2025-09-20 21:20:04,356 INFO Epoch 14 	 Batch 2299	LR : 0.00002	Top1 Acc.: 96.422	CLS Loss: 0.128	Mixup Loss: 1.277	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.154	Tot. Loss: 1.405
+2025-09-20 21:26:17,589 INFO Epoch 14 	 Batch 2399	LR : 0.00002	Top1 Acc.: 96.719	CLS Loss: 0.120	Mixup Loss: 1.251	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.122	Tot. Loss: 1.372
+2025-09-20 21:32:31,054 INFO Epoch 14 	 Batch 2499	LR : 0.00002	Top1 Acc.: 96.547	CLS Loss: 0.131	Mixup Loss: 1.266	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.144	Tot. Loss: 1.398
+2025-09-20 21:38:44,474 INFO Epoch 14 	 Batch 2599	LR : 0.00002	Top1 Acc.: 96.516	CLS Loss: 0.124	Mixup Loss: 1.283	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.116	Tot. Loss: 1.407
+2025-09-20 21:44:57,961 INFO Epoch 14 	 Batch 2699	LR : 0.00002	Top1 Acc.: 96.797	CLS Loss: 0.120	Mixup Loss: 1.274	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.131	Tot. Loss: 1.394
+2025-09-20 21:51:11,494 INFO Epoch 14 	 Batch 2799	LR : 0.00002	Top1 Acc.: 96.438	CLS Loss: 0.124	Mixup Loss: 1.251	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.114	Tot. Loss: 1.374
+2025-09-20 21:57:25,008 INFO Epoch 14 	 Batch 2899	LR : 0.00002	Top1 Acc.: 96.656	CLS Loss: 0.133	Mixup Loss: 1.276	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.118	Tot. Loss: 1.409
+2025-09-20 22:03:38,523 INFO Epoch 14 	 Batch 2999	LR : 0.00002	Top1 Acc.: 96.250	CLS Loss: 0.136	Mixup Loss: 1.283	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.138	Tot. Loss: 1.419
+2025-09-20 22:09:52,170 INFO Epoch 14 	 Batch 3099	LR : 0.00002	Top1 Acc.: 96.391	CLS Loss: 0.128	Mixup Loss: 1.262	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.115	Tot. Loss: 1.390
+2025-09-20 22:16:05,675 INFO Epoch 14 	 Batch 3199	LR : 0.00002	Top1 Acc.: 96.422	CLS Loss: 0.124	Mixup Loss: 1.255	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.109	Tot. Loss: 1.379
+2025-09-20 22:22:19,200 INFO Epoch 14 	 Batch 3299	LR : 0.00002	Top1 Acc.: 96.578	CLS Loss: 0.129	Mixup Loss: 1.279	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.175	Tot. Loss: 1.407
+2025-09-20 22:28:32,542 INFO Epoch 14 	 Batch 3399	LR : 0.00002	Top1 Acc.: 96.703	CLS Loss: 0.127	Mixup Loss: 1.254	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.148	Tot. Loss: 1.381
+2025-09-20 22:34:45,921 INFO Epoch 14 	 Batch 3499	LR : 0.00002	Top1 Acc.: 96.875	CLS Loss: 0.113	Mixup Loss: 1.264	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.132	Tot. Loss: 1.378
+2025-09-20 22:40:59,314 INFO Epoch 14 	 Batch 3599	LR : 0.00002	Top1 Acc.: 96.438	CLS Loss: 0.128	Mixup Loss: 1.273	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.162	Tot. Loss: 1.402
+2025-09-20 22:47:12,757 INFO Epoch 14 	 Batch 3699	LR : 0.00002	Top1 Acc.: 96.547	CLS Loss: 0.129	Mixup Loss: 1.266	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.120	Tot. Loss: 1.395
+2025-09-20 22:53:26,025 INFO Epoch 14 	 Batch 3799	LR : 0.00002	Top1 Acc.: 95.906	CLS Loss: 0.137	Mixup Loss: 1.285	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.131	Tot. Loss: 1.422
+2025-09-20 22:59:39,364 INFO Epoch 14 	 Batch 3899	LR : 0.00002	Top1 Acc.: 96.547	CLS Loss: 0.126	Mixup Loss: 1.273	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.154	Tot. Loss: 1.399
+2025-09-20 23:05:52,773 INFO Epoch 14 	 Batch 3999	LR : 0.00002	Top1 Acc.: 96.922	CLS Loss: 0.114	Mixup Loss: 1.239	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.150	Tot. Loss: 1.353
+2025-09-20 23:12:06,372 INFO Epoch 14 	 Batch 4099	LR : 0.00002	Top1 Acc.: 96.250	CLS Loss: 0.130	Mixup Loss: 1.261	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.145	Tot. Loss: 1.391
+2025-09-20 23:18:19,861 INFO Epoch 14 	 Batch 4199	LR : 0.00002	Top1 Acc.: 96.391	CLS Loss: 0.131	Mixup Loss: 1.269	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.152	Tot. Loss: 1.400
+2025-09-20 23:24:33,309 INFO Epoch 14 	 Batch 4299	LR : 0.00002	Top1 Acc.: 96.859	CLS Loss: 0.124	Mixup Loss: 1.264	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.148	Tot. Loss: 1.388
+2025-09-20 23:30:46,799 INFO Epoch 14 	 Batch 4399	LR : 0.00002	Top1 Acc.: 96.500	CLS Loss: 0.125	Mixup Loss: 1.248	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.091	Tot. Loss: 1.373
+2025-09-20 23:37:00,350 INFO Epoch 14 	 Batch 4499	LR : 0.00002	Top1 Acc.: 96.438	CLS Loss: 0.132	Mixup Loss: 1.260	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.131	Tot. Loss: 1.393
+2025-09-20 23:43:13,862 INFO Epoch 14 	 Batch 4599	LR : 0.00002	Top1 Acc.: 96.547	CLS Loss: 0.127	Mixup Loss: 1.261	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.140	Tot. Loss: 1.388
+2025-09-20 23:49:27,439 INFO Epoch 14 	 Batch 4699	LR : 0.00002	Top1 Acc.: 96.547	CLS Loss: 0.122	Mixup Loss: 1.260	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.174	Tot. Loss: 1.382
+2025-09-20 23:55:40,939 INFO Epoch 14 	 Batch 4799	LR : 0.00002	Top1 Acc.: 96.500	CLS Loss: 0.128	Mixup Loss: 1.268	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.132	Tot. Loss: 1.396
+2025-09-21 00:01:54,456 INFO Epoch 14 	 Batch 4899	LR : 0.00002	Top1 Acc.: 96.391	CLS Loss: 0.134	Mixup Loss: 1.269	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.134	Tot. Loss: 1.403
+2025-09-21 00:08:07,936 INFO Epoch 14 	 Batch 4999	LR : 0.00002	Top1 Acc.: 96.469	CLS Loss: 0.123	Mixup Loss: 1.257	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.132	Tot. Loss: 1.380
+2025-09-21 00:13:33,752 INFO ################## 
+ ---> Validation Epoch 14 (Original Model)	Acc.: 81.944	FPR: 57.654	AUROC: 88.018	AUPR: 61.108	AURC: 44.528	EAURC: 27.146	AUPR Succ.: 96.810	ECE: 4.838	NLL: 7.008	Brier: 25.987
+2025-09-21 00:19:03,104 INFO ################## 
+ ---> Validation Epoch 14 (EMA Model)	Acc.: 81.938	FPR: 57.690	AUROC: 88.024	AUPR: 61.126	AURC: 44.557	EAURC: 27.164	AUPR Succ.: 96.808	ECE: 4.853	NLL: 7.010	Brier: 25.986
+2025-09-21 00:19:03,597 INFO ####### --- Training Epoch 15 --- #######
+2025-09-21 00:34:38,542 INFO Epoch 15 	 Batch 99	LR : 0.00002	Top1 Acc.: 96.656	CLS Loss: 0.126	Mixup Loss: 1.288	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.135	Tot. Loss: 1.414
+2025-09-21 00:40:52,034 INFO Epoch 15 	 Batch 199	LR : 0.00002	Top1 Acc.: 96.641	CLS Loss: 0.122	Mixup Loss: 1.258	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.149	Tot. Loss: 1.381
+2025-09-21 00:47:05,290 INFO Epoch 15 	 Batch 299	LR : 0.00002	Top1 Acc.: 96.422	CLS Loss: 0.125	Mixup Loss: 1.267	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.125	Tot. Loss: 1.392
+2025-09-21 00:53:18,595 INFO Epoch 15 	 Batch 399	LR : 0.00002	Top1 Acc.: 96.812	CLS Loss: 0.126	Mixup Loss: 1.259	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.139	Tot. Loss: 1.384
+2025-09-21 00:59:31,982 INFO Epoch 15 	 Batch 499	LR : 0.00002	Top1 Acc.: 96.188	CLS Loss: 0.134	Mixup Loss: 1.282	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.129	Tot. Loss: 1.416
+2025-09-21 01:05:45,262 INFO Epoch 15 	 Batch 599	LR : 0.00002	Top1 Acc.: 96.375	CLS Loss: 0.136	Mixup Loss: 1.268	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.122	Tot. Loss: 1.404
+2025-09-21 01:11:58,504 INFO Epoch 15 	 Batch 699	LR : 0.00002	Top1 Acc.: 96.375	CLS Loss: 0.128	Mixup Loss: 1.270	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.152	Tot. Loss: 1.398
+2025-09-21 01:18:11,718 INFO Epoch 15 	 Batch 799	LR : 0.00002	Top1 Acc.: 96.484	CLS Loss: 0.136	Mixup Loss: 1.258	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.108	Tot. Loss: 1.394
+2025-09-21 01:24:24,959 INFO Epoch 15 	 Batch 899	LR : 0.00002	Top1 Acc.: 96.469	CLS Loss: 0.124	Mixup Loss: 1.269	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.138	Tot. Loss: 1.393
+2025-09-21 01:30:38,270 INFO Epoch 15 	 Batch 999	LR : 0.00002	Top1 Acc.: 96.391	CLS Loss: 0.124	Mixup Loss: 1.265	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.171	Tot. Loss: 1.389
+2025-09-21 01:36:51,634 INFO Epoch 15 	 Batch 1099	LR : 0.00002	Top1 Acc.: 96.125	CLS Loss: 0.129	Mixup Loss: 1.275	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.124	Tot. Loss: 1.403
+2025-09-21 01:43:04,942 INFO Epoch 15 	 Batch 1199	LR : 0.00002	Top1 Acc.: 96.719	CLS Loss: 0.127	Mixup Loss: 1.261	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.164	Tot. Loss: 1.388
+2025-09-21 01:49:18,312 INFO Epoch 15 	 Batch 1299	LR : 0.00002	Top1 Acc.: 96.547	CLS Loss: 0.125	Mixup Loss: 1.269	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.154	Tot. Loss: 1.394
+2025-09-21 01:55:31,615 INFO Epoch 15 	 Batch 1399	LR : 0.00002	Top1 Acc.: 96.672	CLS Loss: 0.119	Mixup Loss: 1.236	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.083	Tot. Loss: 1.354
+2025-09-21 02:01:44,871 INFO Epoch 15 	 Batch 1499	LR : 0.00002	Top1 Acc.: 96.469	CLS Loss: 0.132	Mixup Loss: 1.274	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.137	Tot. Loss: 1.406
+2025-09-21 02:07:58,248 INFO Epoch 15 	 Batch 1599	LR : 0.00002	Top1 Acc.: 96.297	CLS Loss: 0.129	Mixup Loss: 1.264	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.132	Tot. Loss: 1.393
+2025-09-21 02:14:11,541 INFO Epoch 15 	 Batch 1699	LR : 0.00002	Top1 Acc.: 96.688	CLS Loss: 0.131	Mixup Loss: 1.249	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.112	Tot. Loss: 1.380
+2025-09-21 02:20:25,165 INFO Epoch 15 	 Batch 1799	LR : 0.00002	Top1 Acc.: 96.281	CLS Loss: 0.130	Mixup Loss: 1.259	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.117	Tot. Loss: 1.389
+2025-09-21 02:26:40,402 INFO Epoch 15 	 Batch 1899	LR : 0.00002	Top1 Acc.: 96.234	CLS Loss: 0.131	Mixup Loss: 1.266	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.128	Tot. Loss: 1.397
+2025-09-21 02:32:57,074 INFO Epoch 15 	 Batch 1999	LR : 0.00002	Top1 Acc.: 96.812	CLS Loss: 0.120	Mixup Loss: 1.259	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.098	Tot. Loss: 1.379
+2025-09-21 02:39:09,894 INFO Epoch 15 	 Batch 2099	LR : 0.00002	Top1 Acc.: 96.312	CLS Loss: 0.133	Mixup Loss: 1.272	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.150	Tot. Loss: 1.406
+2025-09-21 02:45:23,718 INFO Epoch 15 	 Batch 2199	LR : 0.00002	Top1 Acc.: 96.922	CLS Loss: 0.118	Mixup Loss: 1.256	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.144	Tot. Loss: 1.374
+2025-09-21 02:51:37,196 INFO Epoch 15 	 Batch 2299	LR : 0.00002	Top1 Acc.: 96.516	CLS Loss: 0.127	Mixup Loss: 1.267	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.125	Tot. Loss: 1.394
+2025-09-21 02:57:50,652 INFO Epoch 15 	 Batch 2399	LR : 0.00002	Top1 Acc.: 96.781	CLS Loss: 0.120	Mixup Loss: 1.250	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.127	Tot. Loss: 1.370
+2025-09-21 03:04:04,013 INFO Epoch 15 	 Batch 2499	LR : 0.00002	Top1 Acc.: 96.609	CLS Loss: 0.131	Mixup Loss: 1.286	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.134	Tot. Loss: 1.417
+2025-09-21 03:10:17,379 INFO Epoch 15 	 Batch 2599	LR : 0.00002	Top1 Acc.: 96.516	CLS Loss: 0.123	Mixup Loss: 1.285	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.145	Tot. Loss: 1.408
+2025-09-21 03:16:30,702 INFO Epoch 15 	 Batch 2699	LR : 0.00002	Top1 Acc.: 96.719	CLS Loss: 0.120	Mixup Loss: 1.268	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.167	Tot. Loss: 1.388
+2025-09-21 03:22:44,007 INFO Epoch 15 	 Batch 2799	LR : 0.00002	Top1 Acc.: 96.422	CLS Loss: 0.124	Mixup Loss: 1.248	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.110	Tot. Loss: 1.373
+2025-09-21 03:28:57,209 INFO Epoch 15 	 Batch 2899	LR : 0.00002	Top1 Acc.: 96.562	CLS Loss: 0.134	Mixup Loss: 1.298	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.161	Tot. Loss: 1.431
+2025-09-21 03:35:10,387 INFO Epoch 15 	 Batch 2999	LR : 0.00002	Top1 Acc.: 96.188	CLS Loss: 0.136	Mixup Loss: 1.276	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.141	Tot. Loss: 1.411
+2025-09-21 03:41:23,590 INFO Epoch 15 	 Batch 3099	LR : 0.00002	Top1 Acc.: 96.438	CLS Loss: 0.128	Mixup Loss: 1.274	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.143	Tot. Loss: 1.402
+2025-09-21 03:47:36,975 INFO Epoch 15 	 Batch 3199	LR : 0.00002	Top1 Acc.: 96.469	CLS Loss: 0.123	Mixup Loss: 1.261	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.169	Tot. Loss: 1.384
+2025-09-21 03:53:50,268 INFO Epoch 15 	 Batch 3299	LR : 0.00002	Top1 Acc.: 96.672	CLS Loss: 0.129	Mixup Loss: 1.256	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.133	Tot. Loss: 1.385
+2025-09-21 04:00:03,472 INFO Epoch 15 	 Batch 3399	LR : 0.00002	Top1 Acc.: 96.656	CLS Loss: 0.127	Mixup Loss: 1.261	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.148	Tot. Loss: 1.388
+2025-09-21 04:06:16,595 INFO Epoch 15 	 Batch 3499	LR : 0.00002	Top1 Acc.: 96.734	CLS Loss: 0.115	Mixup Loss: 1.261	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.133	Tot. Loss: 1.376
+2025-09-21 04:12:29,768 INFO Epoch 15 	 Batch 3599	LR : 0.00002	Top1 Acc.: 96.375	CLS Loss: 0.128	Mixup Loss: 1.274	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.129	Tot. Loss: 1.403
+2025-09-21 04:18:43,021 INFO Epoch 15 	 Batch 3699	LR : 0.00002	Top1 Acc.: 96.609	CLS Loss: 0.129	Mixup Loss: 1.247	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.129	Tot. Loss: 1.376
+2025-09-21 04:24:56,235 INFO Epoch 15 	 Batch 3799	LR : 0.00002	Top1 Acc.: 95.953	CLS Loss: 0.137	Mixup Loss: 1.268	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.202	Tot. Loss: 1.405
+2025-09-21 04:31:09,501 INFO Epoch 15 	 Batch 3899	LR : 0.00002	Top1 Acc.: 96.516	CLS Loss: 0.126	Mixup Loss: 1.266	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.161	Tot. Loss: 1.392
+2025-09-21 04:37:22,700 INFO Epoch 15 	 Batch 3999	LR : 0.00002	Top1 Acc.: 96.969	CLS Loss: 0.114	Mixup Loss: 1.232	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.123	Tot. Loss: 1.346
+2025-09-21 04:43:36,017 INFO Epoch 15 	 Batch 4099	LR : 0.00002	Top1 Acc.: 96.359	CLS Loss: 0.129	Mixup Loss: 1.274	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.156	Tot. Loss: 1.402
+2025-09-21 04:49:49,429 INFO Epoch 15 	 Batch 4199	LR : 0.00002	Top1 Acc.: 96.484	CLS Loss: 0.130	Mixup Loss: 1.274	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.116	Tot. Loss: 1.405
+2025-09-21 04:56:02,795 INFO Epoch 15 	 Batch 4299	LR : 0.00002	Top1 Acc.: 96.750	CLS Loss: 0.123	Mixup Loss: 1.247	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.136	Tot. Loss: 1.370
+2025-09-21 05:02:16,103 INFO Epoch 15 	 Batch 4399	LR : 0.00002	Top1 Acc.: 96.625	CLS Loss: 0.125	Mixup Loss: 1.259	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.119	Tot. Loss: 1.384
+2025-09-21 05:08:29,337 INFO Epoch 15 	 Batch 4499	LR : 0.00002	Top1 Acc.: 96.438	CLS Loss: 0.132	Mixup Loss: 1.267	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.152	Tot. Loss: 1.399
+2025-09-21 05:14:42,437 INFO Epoch 15 	 Batch 4599	LR : 0.00002	Top1 Acc.: 96.594	CLS Loss: 0.128	Mixup Loss: 1.236	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.158	Tot. Loss: 1.363
+2025-09-21 05:20:55,671 INFO Epoch 15 	 Batch 4699	LR : 0.00002	Top1 Acc.: 96.578	CLS Loss: 0.121	Mixup Loss: 1.271	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.150	Tot. Loss: 1.392
+2025-09-21 05:27:08,824 INFO Epoch 15 	 Batch 4799	LR : 0.00001	Top1 Acc.: 96.500	CLS Loss: 0.128	Mixup Loss: 1.269	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.133	Tot. Loss: 1.397
+2025-09-21 05:33:21,865 INFO Epoch 15 	 Batch 4899	LR : 0.00001	Top1 Acc.: 96.531	CLS Loss: 0.133	Mixup Loss: 1.269	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.161	Tot. Loss: 1.402
+2025-09-21 05:39:35,010 INFO Epoch 15 	 Batch 4999	LR : 0.00001	Top1 Acc.: 96.531	CLS Loss: 0.122	Mixup Loss: 1.231	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.145	Tot. Loss: 1.354
+2025-09-21 05:44:11,574 INFO ################## 
+ ---> Validation Epoch 15 (Original Model)	Acc.: 81.926	FPR: 57.685	AUROC: 88.033	AUPR: 61.135	AURC: 44.553	EAURC: 27.135	AUPR Succ.: 96.811	ECE: 4.869	NLL: 7.010	Brier: 25.993
+2025-09-21 05:48:34,233 INFO ################## 
+ ---> Validation Epoch 15 (EMA Model)	Acc.: 81.932	FPR: 57.627	AUROC: 88.030	AUPR: 61.140	AURC: 44.546	EAURC: 27.141	AUPR Succ.: 96.810	ECE: 4.858	NLL: 7.010	Brier: 25.991
+2025-09-21 05:48:37,153 INFO ####### --- Training Epoch 16 --- #######
+2025-09-21 06:03:51,052 INFO Epoch 16 	 Batch 99	LR : 0.00001	Top1 Acc.: 96.688	CLS Loss: 0.126	Mixup Loss: 1.297	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.148	Tot. Loss: 1.423
+2025-09-21 06:10:04,252 INFO Epoch 16 	 Batch 199	LR : 0.00001	Top1 Acc.: 96.734	CLS Loss: 0.121	Mixup Loss: 1.245	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.132	Tot. Loss: 1.366
+2025-09-21 06:16:17,486 INFO Epoch 16 	 Batch 299	LR : 0.00001	Top1 Acc.: 96.375	CLS Loss: 0.126	Mixup Loss: 1.252	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.126	Tot. Loss: 1.378
+2025-09-21 06:22:30,571 INFO Epoch 16 	 Batch 399	LR : 0.00001	Top1 Acc.: 96.719	CLS Loss: 0.126	Mixup Loss: 1.262	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.136	Tot. Loss: 1.388
+2025-09-21 06:28:43,703 INFO Epoch 16 	 Batch 499	LR : 0.00001	Top1 Acc.: 96.297	CLS Loss: 0.134	Mixup Loss: 1.279	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.136	Tot. Loss: 1.413
+2025-09-21 06:34:56,921 INFO Epoch 16 	 Batch 599	LR : 0.00001	Top1 Acc.: 96.344	CLS Loss: 0.135	Mixup Loss: 1.271	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.140	Tot. Loss: 1.407
+2025-09-21 06:41:10,224 INFO Epoch 16 	 Batch 699	LR : 0.00001	Top1 Acc.: 96.422	CLS Loss: 0.129	Mixup Loss: 1.259	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.115	Tot. Loss: 1.387
+2025-09-21 06:47:23,493 INFO Epoch 16 	 Batch 799	LR : 0.00001	Top1 Acc.: 96.562	CLS Loss: 0.136	Mixup Loss: 1.265	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.157	Tot. Loss: 1.401
+2025-09-21 06:53:36,694 INFO Epoch 16 	 Batch 899	LR : 0.00001	Top1 Acc.: 96.531	CLS Loss: 0.123	Mixup Loss: 1.282	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.159	Tot. Loss: 1.404
+2025-09-21 06:59:50,030 INFO Epoch 16 	 Batch 999	LR : 0.00001	Top1 Acc.: 96.328	CLS Loss: 0.125	Mixup Loss: 1.264	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.114	Tot. Loss: 1.389
+2025-09-21 07:06:03,433 INFO Epoch 16 	 Batch 1099	LR : 0.00001	Top1 Acc.: 96.188	CLS Loss: 0.129	Mixup Loss: 1.256	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.130	Tot. Loss: 1.385
+2025-09-21 07:12:16,927 INFO Epoch 16 	 Batch 1199	LR : 0.00001	Top1 Acc.: 96.625	CLS Loss: 0.126	Mixup Loss: 1.264	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.112	Tot. Loss: 1.390
+2025-09-21 07:18:30,292 INFO Epoch 16 	 Batch 1299	LR : 0.00001	Top1 Acc.: 96.641	CLS Loss: 0.125	Mixup Loss: 1.274	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.117	Tot. Loss: 1.399
+2025-09-21 07:24:43,616 INFO Epoch 16 	 Batch 1399	LR : 0.00001	Top1 Acc.: 96.719	CLS Loss: 0.119	Mixup Loss: 1.233	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.119	Tot. Loss: 1.352
+2025-09-21 07:30:56,892 INFO Epoch 16 	 Batch 1499	LR : 0.00001	Top1 Acc.: 96.453	CLS Loss: 0.131	Mixup Loss: 1.280	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.132	Tot. Loss: 1.411
+2025-09-21 07:37:11,236 INFO Epoch 16 	 Batch 1599	LR : 0.00001	Top1 Acc.: 96.312	CLS Loss: 0.130	Mixup Loss: 1.274	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.129	Tot. Loss: 1.404
+2025-09-21 07:43:26,751 INFO Epoch 16 	 Batch 1699	LR : 0.00001	Top1 Acc.: 96.734	CLS Loss: 0.130	Mixup Loss: 1.267	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.118	Tot. Loss: 1.397
+2025-09-21 07:49:42,982 INFO Epoch 16 	 Batch 1799	LR : 0.00001	Top1 Acc.: 96.344	CLS Loss: 0.131	Mixup Loss: 1.261	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.143	Tot. Loss: 1.392
+2025-09-21 07:55:55,783 INFO Epoch 16 	 Batch 1899	LR : 0.00001	Top1 Acc.: 96.406	CLS Loss: 0.129	Mixup Loss: 1.278	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.145	Tot. Loss: 1.407
+2025-09-21 08:02:09,453 INFO Epoch 16 	 Batch 1999	LR : 0.00001	Top1 Acc.: 96.797	CLS Loss: 0.120	Mixup Loss: 1.244	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.111	Tot. Loss: 1.364
+2025-09-21 08:08:22,660 INFO Epoch 16 	 Batch 2099	LR : 0.00001	Top1 Acc.: 96.359	CLS Loss: 0.132	Mixup Loss: 1.279	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.121	Tot. Loss: 1.411
+2025-09-21 08:14:35,776 INFO Epoch 16 	 Batch 2199	LR : 0.00001	Top1 Acc.: 96.719	CLS Loss: 0.119	Mixup Loss: 1.251	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.122	Tot. Loss: 1.369
+2025-09-21 08:20:48,975 INFO Epoch 16 	 Batch 2299	LR : 0.00001	Top1 Acc.: 96.469	CLS Loss: 0.129	Mixup Loss: 1.266	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.119	Tot. Loss: 1.395
+2025-09-21 08:27:02,355 INFO Epoch 16 	 Batch 2399	LR : 0.00001	Top1 Acc.: 96.875	CLS Loss: 0.120	Mixup Loss: 1.266	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.120	Tot. Loss: 1.385
+2025-09-21 08:33:15,740 INFO Epoch 16 	 Batch 2499	LR : 0.00001	Top1 Acc.: 96.375	CLS Loss: 0.132	Mixup Loss: 1.268	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.108	Tot. Loss: 1.400
+2025-09-21 08:39:29,114 INFO Epoch 16 	 Batch 2599	LR : 0.00001	Top1 Acc.: 96.500	CLS Loss: 0.123	Mixup Loss: 1.258	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.121	Tot. Loss: 1.381
+2025-09-21 08:45:42,448 INFO Epoch 16 	 Batch 2699	LR : 0.00001	Top1 Acc.: 96.688	CLS Loss: 0.121	Mixup Loss: 1.254	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.120	Tot. Loss: 1.374
+2025-09-21 08:51:55,828 INFO Epoch 16 	 Batch 2799	LR : 0.00001	Top1 Acc.: 96.438	CLS Loss: 0.122	Mixup Loss: 1.261	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.109	Tot. Loss: 1.383
+2025-09-21 08:58:09,274 INFO Epoch 16 	 Batch 2899	LR : 0.00001	Top1 Acc.: 96.531	CLS Loss: 0.132	Mixup Loss: 1.285	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.168	Tot. Loss: 1.418
+2025-09-21 09:04:22,465 INFO Epoch 16 	 Batch 2999	LR : 0.00001	Top1 Acc.: 96.188	CLS Loss: 0.135	Mixup Loss: 1.280	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.175	Tot. Loss: 1.415
+2025-09-21 09:10:35,602 INFO Epoch 16 	 Batch 3099	LR : 0.00001	Top1 Acc.: 96.500	CLS Loss: 0.129	Mixup Loss: 1.259	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.101	Tot. Loss: 1.387
+2025-09-21 09:16:48,739 INFO Epoch 16 	 Batch 3199	LR : 0.00001	Top1 Acc.: 96.344	CLS Loss: 0.124	Mixup Loss: 1.248	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.096	Tot. Loss: 1.372
+2025-09-21 09:23:01,941 INFO Epoch 16 	 Batch 3299	LR : 0.00001	Top1 Acc.: 96.641	CLS Loss: 0.129	Mixup Loss: 1.278	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.151	Tot. Loss: 1.407
+2025-09-21 09:29:15,157 INFO Epoch 16 	 Batch 3399	LR : 0.00001	Top1 Acc.: 96.781	CLS Loss: 0.128	Mixup Loss: 1.268	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.103	Tot. Loss: 1.396
+2025-09-21 09:35:28,397 INFO Epoch 16 	 Batch 3499	LR : 0.00001	Top1 Acc.: 96.750	CLS Loss: 0.114	Mixup Loss: 1.252	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.095	Tot. Loss: 1.367
+2025-09-21 09:41:41,605 INFO Epoch 16 	 Batch 3599	LR : 0.00001	Top1 Acc.: 96.500	CLS Loss: 0.129	Mixup Loss: 1.277	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.114	Tot. Loss: 1.406
+2025-09-21 09:47:54,754 INFO Epoch 16 	 Batch 3699	LR : 0.00001	Top1 Acc.: 96.594	CLS Loss: 0.129	Mixup Loss: 1.246	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.159	Tot. Loss: 1.375
+2025-09-21 09:54:07,946 INFO Epoch 16 	 Batch 3799	LR : 0.00001	Top1 Acc.: 96.062	CLS Loss: 0.136	Mixup Loss: 1.277	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.170	Tot. Loss: 1.413
+2025-09-21 10:00:21,038 INFO Epoch 16 	 Batch 3899	LR : 0.00001	Top1 Acc.: 96.547	CLS Loss: 0.126	Mixup Loss: 1.282	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.122	Tot. Loss: 1.408
+2025-09-21 10:06:34,145 INFO Epoch 16 	 Batch 3999	LR : 0.00001	Top1 Acc.: 96.953	CLS Loss: 0.114	Mixup Loss: 1.229	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.155	Tot. Loss: 1.343
+2025-09-21 10:12:47,280 INFO Epoch 16 	 Batch 4099	LR : 0.00001	Top1 Acc.: 96.406	CLS Loss: 0.129	Mixup Loss: 1.273	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.165	Tot. Loss: 1.401
+2025-09-21 10:19:00,431 INFO Epoch 16 	 Batch 4199	LR : 0.00001	Top1 Acc.: 96.391	CLS Loss: 0.131	Mixup Loss: 1.265	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.136	Tot. Loss: 1.397
+2025-09-21 10:25:13,624 INFO Epoch 16 	 Batch 4299	LR : 0.00001	Top1 Acc.: 96.875	CLS Loss: 0.122	Mixup Loss: 1.268	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.115	Tot. Loss: 1.390
+2025-09-21 10:31:26,773 INFO Epoch 16 	 Batch 4399	LR : 0.00001	Top1 Acc.: 96.578	CLS Loss: 0.124	Mixup Loss: 1.252	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.122	Tot. Loss: 1.377
+2025-09-21 10:37:40,180 INFO Epoch 16 	 Batch 4499	LR : 0.00001	Top1 Acc.: 96.359	CLS Loss: 0.131	Mixup Loss: 1.246	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.129	Tot. Loss: 1.377
+2025-09-21 10:43:53,497 INFO Epoch 16 	 Batch 4599	LR : 0.00001	Top1 Acc.: 96.609	CLS Loss: 0.127	Mixup Loss: 1.250	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.108	Tot. Loss: 1.377
+2025-09-21 10:50:06,889 INFO Epoch 16 	 Batch 4699	LR : 0.00001	Top1 Acc.: 96.500	CLS Loss: 0.121	Mixup Loss: 1.255	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.145	Tot. Loss: 1.376
+2025-09-21 10:56:20,278 INFO Epoch 16 	 Batch 4799	LR : 0.00001	Top1 Acc.: 96.438	CLS Loss: 0.128	Mixup Loss: 1.251	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.170	Tot. Loss: 1.378
+2025-09-21 11:02:33,523 INFO Epoch 16 	 Batch 4899	LR : 0.00001	Top1 Acc.: 96.531	CLS Loss: 0.133	Mixup Loss: 1.247	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.145	Tot. Loss: 1.380
+2025-09-21 11:08:46,892 INFO Epoch 16 	 Batch 4999	LR : 0.00001	Top1 Acc.: 96.531	CLS Loss: 0.122	Mixup Loss: 1.253	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.143	Tot. Loss: 1.374
+2025-09-21 11:13:32,140 INFO ################## 
+ ---> Validation Epoch 16 (Original Model)	Acc.: 81.922	FPR: 57.606	AUROC: 88.040	AUPR: 61.210	AURC: 44.544	EAURC: 27.119	AUPR Succ.: 96.813	ECE: 4.864	NLL: 7.010	Brier: 25.995
+2025-09-21 11:17:59,816 INFO ################## 
+ ---> Validation Epoch 16 (EMA Model)	Acc.: 81.936	FPR: 57.695	AUROC: 88.024	AUPR: 61.089	AURC: 44.541	EAURC: 27.144	AUPR Succ.: 96.810	ECE: 4.861	NLL: 7.011	Brier: 25.993
+2025-09-21 11:18:00,355 INFO ####### --- Training Epoch 17 --- #######
+2025-09-21 11:32:20,191 INFO Epoch 17 	 Batch 99	LR : 0.00001	Top1 Acc.: 96.609	CLS Loss: 0.126	Mixup Loss: 1.280	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.163	Tot. Loss: 1.406
+2025-09-21 11:38:33,658 INFO Epoch 17 	 Batch 199	LR : 0.00001	Top1 Acc.: 96.766	CLS Loss: 0.120	Mixup Loss: 1.249	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.133	Tot. Loss: 1.370
+2025-09-21 11:44:46,853 INFO Epoch 17 	 Batch 299	LR : 0.00001	Top1 Acc.: 96.484	CLS Loss: 0.124	Mixup Loss: 1.251	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.137	Tot. Loss: 1.375
+2025-09-21 11:51:00,177 INFO Epoch 17 	 Batch 399	LR : 0.00001	Top1 Acc.: 96.797	CLS Loss: 0.125	Mixup Loss: 1.253	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.136	Tot. Loss: 1.378
+2025-09-21 11:57:13,399 INFO Epoch 17 	 Batch 499	LR : 0.00001	Top1 Acc.: 96.250	CLS Loss: 0.134	Mixup Loss: 1.282	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.161	Tot. Loss: 1.416
+2025-09-21 12:03:26,764 INFO Epoch 17 	 Batch 599	LR : 0.00001	Top1 Acc.: 96.562	CLS Loss: 0.136	Mixup Loss: 1.279	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.138	Tot. Loss: 1.414
+2025-09-21 12:09:40,051 INFO Epoch 17 	 Batch 699	LR : 0.00001	Top1 Acc.: 96.359	CLS Loss: 0.128	Mixup Loss: 1.268	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.183	Tot. Loss: 1.396
+2025-09-21 12:15:53,324 INFO Epoch 17 	 Batch 799	LR : 0.00001	Top1 Acc.: 96.531	CLS Loss: 0.136	Mixup Loss: 1.275	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.143	Tot. Loss: 1.411
+2025-09-21 12:22:06,488 INFO Epoch 17 	 Batch 899	LR : 0.00001	Top1 Acc.: 96.625	CLS Loss: 0.123	Mixup Loss: 1.274	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.110	Tot. Loss: 1.397
+2025-09-21 12:28:19,820 INFO Epoch 17 	 Batch 999	LR : 0.00001	Top1 Acc.: 96.359	CLS Loss: 0.124	Mixup Loss: 1.279	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.098	Tot. Loss: 1.403
+2025-09-21 12:34:33,173 INFO Epoch 17 	 Batch 1099	LR : 0.00001	Top1 Acc.: 96.234	CLS Loss: 0.129	Mixup Loss: 1.260	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.157	Tot. Loss: 1.388
+2025-09-21 12:40:46,402 INFO Epoch 17 	 Batch 1199	LR : 0.00001	Top1 Acc.: 96.719	CLS Loss: 0.126	Mixup Loss: 1.261	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.138	Tot. Loss: 1.387
+2025-09-21 12:46:59,690 INFO Epoch 17 	 Batch 1299	LR : 0.00001	Top1 Acc.: 96.469	CLS Loss: 0.125	Mixup Loss: 1.274	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.144	Tot. Loss: 1.399
+2025-09-21 12:53:13,706 INFO Epoch 17 	 Batch 1399	LR : 0.00001	Top1 Acc.: 96.812	CLS Loss: 0.118	Mixup Loss: 1.233	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.116	Tot. Loss: 1.351
+2025-09-21 12:59:28,932 INFO Epoch 17 	 Batch 1499	LR : 0.00001	Top1 Acc.: 96.516	CLS Loss: 0.132	Mixup Loss: 1.267	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.151	Tot. Loss: 1.399
+2025-09-21 13:05:43,559 INFO Epoch 17 	 Batch 1599	LR : 0.00001	Top1 Acc.: 96.297	CLS Loss: 0.130	Mixup Loss: 1.263	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.136	Tot. Loss: 1.392
+2025-09-21 13:11:57,329 INFO Epoch 17 	 Batch 1699	LR : 0.00001	Top1 Acc.: 96.719	CLS Loss: 0.131	Mixup Loss: 1.248	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.127	Tot. Loss: 1.379
+2025-09-21 13:18:10,606 INFO Epoch 17 	 Batch 1799	LR : 0.00001	Top1 Acc.: 96.406	CLS Loss: 0.130	Mixup Loss: 1.271	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.144	Tot. Loss: 1.401
+2025-09-21 13:24:23,955 INFO Epoch 17 	 Batch 1899	LR : 0.00001	Top1 Acc.: 96.453	CLS Loss: 0.130	Mixup Loss: 1.269	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.118	Tot. Loss: 1.399
+2025-09-21 13:30:37,247 INFO Epoch 17 	 Batch 1999	LR : 0.00001	Top1 Acc.: 96.906	CLS Loss: 0.119	Mixup Loss: 1.261	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.118	Tot. Loss: 1.380
+2025-09-21 13:36:50,674 INFO Epoch 17 	 Batch 2099	LR : 0.00001	Top1 Acc.: 96.422	CLS Loss: 0.132	Mixup Loss: 1.260	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.129	Tot. Loss: 1.392
+2025-09-21 13:43:03,918 INFO Epoch 17 	 Batch 2199	LR : 0.00001	Top1 Acc.: 96.859	CLS Loss: 0.118	Mixup Loss: 1.243	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.110	Tot. Loss: 1.361
+2025-09-21 13:49:17,213 INFO Epoch 17 	 Batch 2299	LR : 0.00001	Top1 Acc.: 96.375	CLS Loss: 0.128	Mixup Loss: 1.272	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.142	Tot. Loss: 1.400
+2025-09-21 13:55:30,437 INFO Epoch 17 	 Batch 2399	LR : 0.00001	Top1 Acc.: 96.875	CLS Loss: 0.120	Mixup Loss: 1.261	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.066	Tot. Loss: 1.381
+2025-09-21 14:01:43,587 INFO Epoch 17 	 Batch 2499	LR : 0.00001	Top1 Acc.: 96.562	CLS Loss: 0.132	Mixup Loss: 1.274	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.102	Tot. Loss: 1.406
+2025-09-21 14:07:56,639 INFO Epoch 17 	 Batch 2599	LR : 0.00001	Top1 Acc.: 96.484	CLS Loss: 0.123	Mixup Loss: 1.262	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.135	Tot. Loss: 1.385
+2025-09-21 14:14:09,751 INFO Epoch 17 	 Batch 2699	LR : 0.00001	Top1 Acc.: 96.719	CLS Loss: 0.120	Mixup Loss: 1.264	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.121	Tot. Loss: 1.384
+2025-09-21 14:20:23,081 INFO Epoch 17 	 Batch 2799	LR : 0.00001	Top1 Acc.: 96.500	CLS Loss: 0.124	Mixup Loss: 1.249	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.086	Tot. Loss: 1.373
+2025-09-21 14:26:36,268 INFO Epoch 17 	 Batch 2899	LR : 0.00001	Top1 Acc.: 96.688	CLS Loss: 0.131	Mixup Loss: 1.289	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.159	Tot. Loss: 1.420
+2025-09-21 14:32:49,650 INFO Epoch 17 	 Batch 2999	LR : 0.00001	Top1 Acc.: 96.094	CLS Loss: 0.136	Mixup Loss: 1.268	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.155	Tot. Loss: 1.404
+2025-09-21 14:39:03,092 INFO Epoch 17 	 Batch 3099	LR : 0.00001	Top1 Acc.: 96.516	CLS Loss: 0.128	Mixup Loss: 1.267	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.160	Tot. Loss: 1.395
+2025-09-21 14:45:16,616 INFO Epoch 17 	 Batch 3199	LR : 0.00001	Top1 Acc.: 96.391	CLS Loss: 0.123	Mixup Loss: 1.261	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.144	Tot. Loss: 1.385
+2025-09-21 14:51:29,933 INFO Epoch 17 	 Batch 3299	LR : 0.00001	Top1 Acc.: 96.703	CLS Loss: 0.128	Mixup Loss: 1.269	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.129	Tot. Loss: 1.398
+2025-09-21 14:57:43,278 INFO Epoch 17 	 Batch 3399	LR : 0.00001	Top1 Acc.: 96.656	CLS Loss: 0.126	Mixup Loss: 1.262	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.131	Tot. Loss: 1.389
+2025-09-21 15:03:56,646 INFO Epoch 17 	 Batch 3499	LR : 0.00001	Top1 Acc.: 96.781	CLS Loss: 0.114	Mixup Loss: 1.249	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.132	Tot. Loss: 1.363
+2025-09-21 15:10:09,929 INFO Epoch 17 	 Batch 3599	LR : 0.00001	Top1 Acc.: 96.484	CLS Loss: 0.128	Mixup Loss: 1.263	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.160	Tot. Loss: 1.391
+2025-09-21 15:16:23,490 INFO Epoch 17 	 Batch 3699	LR : 0.00001	Top1 Acc.: 96.547	CLS Loss: 0.128	Mixup Loss: 1.250	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.120	Tot. Loss: 1.378
+2025-09-21 15:22:36,918 INFO Epoch 17 	 Batch 3799	LR : 0.00001	Top1 Acc.: 95.938	CLS Loss: 0.136	Mixup Loss: 1.288	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.153	Tot. Loss: 1.424
+2025-09-21 15:28:50,180 INFO Epoch 17 	 Batch 3899	LR : 0.00001	Top1 Acc.: 96.531	CLS Loss: 0.125	Mixup Loss: 1.272	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.142	Tot. Loss: 1.397
+2025-09-21 15:35:03,501 INFO Epoch 17 	 Batch 3999	LR : 0.00001	Top1 Acc.: 97.031	CLS Loss: 0.114	Mixup Loss: 1.232	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.127	Tot. Loss: 1.346
+2025-09-21 15:41:16,700 INFO Epoch 17 	 Batch 4099	LR : 0.00001	Top1 Acc.: 96.422	CLS Loss: 0.128	Mixup Loss: 1.267	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.145	Tot. Loss: 1.395
+2025-09-21 15:47:29,951 INFO Epoch 17 	 Batch 4199	LR : 0.00001	Top1 Acc.: 96.422	CLS Loss: 0.130	Mixup Loss: 1.253	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.171	Tot. Loss: 1.384
+2025-09-21 15:53:43,176 INFO Epoch 17 	 Batch 4299	LR : 0.00001	Top1 Acc.: 96.859	CLS Loss: 0.122	Mixup Loss: 1.248	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.146	Tot. Loss: 1.371
+2025-09-21 15:59:56,472 INFO Epoch 17 	 Batch 4399	LR : 0.00001	Top1 Acc.: 96.547	CLS Loss: 0.124	Mixup Loss: 1.246	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.124	Tot. Loss: 1.369
+2025-09-21 16:06:09,754 INFO Epoch 17 	 Batch 4499	LR : 0.00001	Top1 Acc.: 96.438	CLS Loss: 0.131	Mixup Loss: 1.268	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.122	Tot. Loss: 1.399
+2025-09-21 16:12:22,969 INFO Epoch 17 	 Batch 4599	LR : 0.00001	Top1 Acc.: 96.578	CLS Loss: 0.127	Mixup Loss: 1.262	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.124	Tot. Loss: 1.388
+2025-09-21 16:18:36,183 INFO Epoch 17 	 Batch 4699	LR : 0.00001	Top1 Acc.: 96.516	CLS Loss: 0.120	Mixup Loss: 1.254	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.102	Tot. Loss: 1.374
+2025-09-21 16:24:49,468 INFO Epoch 17 	 Batch 4799	LR : 0.00001	Top1 Acc.: 96.328	CLS Loss: 0.128	Mixup Loss: 1.267	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.119	Tot. Loss: 1.395
+2025-09-21 16:31:02,655 INFO Epoch 17 	 Batch 4899	LR : 0.00001	Top1 Acc.: 96.500	CLS Loss: 0.133	Mixup Loss: 1.264	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.137	Tot. Loss: 1.397
+2025-09-21 16:37:15,809 INFO Epoch 17 	 Batch 4999	LR : 0.00001	Top1 Acc.: 96.562	CLS Loss: 0.122	Mixup Loss: 1.244	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.142	Tot. Loss: 1.365
+2025-09-21 16:41:52,244 INFO ################## 
+ ---> Validation Epoch 17 (Original Model)	Acc.: 81.926	FPR: 57.696	AUROC: 88.036	AUPR: 61.138	AURC: 44.528	EAURC: 27.111	AUPR Succ.: 96.814	ECE: 4.871	NLL: 7.012	Brier: 25.997
+2025-09-21 16:46:15,333 INFO ################## 
+ ---> Validation Epoch 17 (EMA Model)	Acc.: 81.926	FPR: 57.641	AUROC: 88.036	AUPR: 61.131	AURC: 44.541	EAURC: 27.124	AUPR Succ.: 96.812	ECE: 4.869	NLL: 7.011	Brier: 25.994
+2025-09-21 16:46:16,678 INFO ####### --- Training Epoch 18 --- #######
+2025-09-21 17:00:19,575 INFO Epoch 18 	 Batch 99	LR : 0.00001	Top1 Acc.: 96.578	CLS Loss: 0.125	Mixup Loss: 1.272	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.156	Tot. Loss: 1.397
+2025-09-21 17:06:33,155 INFO Epoch 18 	 Batch 199	LR : 0.00001	Top1 Acc.: 96.656	CLS Loss: 0.121	Mixup Loss: 1.262	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.122	Tot. Loss: 1.383
+2025-09-21 17:12:46,404 INFO Epoch 18 	 Batch 299	LR : 0.00001	Top1 Acc.: 96.406	CLS Loss: 0.124	Mixup Loss: 1.265	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.123	Tot. Loss: 1.390
+2025-09-21 17:18:59,759 INFO Epoch 18 	 Batch 399	LR : 0.00001	Top1 Acc.: 96.797	CLS Loss: 0.126	Mixup Loss: 1.255	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.116	Tot. Loss: 1.381
+2025-09-21 17:25:13,028 INFO Epoch 18 	 Batch 499	LR : 0.00001	Top1 Acc.: 96.203	CLS Loss: 0.133	Mixup Loss: 1.276	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.143	Tot. Loss: 1.409
+2025-09-21 17:31:26,449 INFO Epoch 18 	 Batch 599	LR : 0.00001	Top1 Acc.: 96.453	CLS Loss: 0.135	Mixup Loss: 1.271	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.144	Tot. Loss: 1.406
+2025-09-21 17:37:39,772 INFO Epoch 18 	 Batch 699	LR : 0.00000	Top1 Acc.: 96.422	CLS Loss: 0.128	Mixup Loss: 1.289	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.109	Tot. Loss: 1.418
+2025-09-21 17:43:52,951 INFO Epoch 18 	 Batch 799	LR : 0.00000	Top1 Acc.: 96.500	CLS Loss: 0.136	Mixup Loss: 1.262	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.129	Tot. Loss: 1.398
+2025-09-21 17:50:06,166 INFO Epoch 18 	 Batch 899	LR : 0.00000	Top1 Acc.: 96.500	CLS Loss: 0.124	Mixup Loss: 1.270	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.127	Tot. Loss: 1.394
+2025-09-21 17:56:19,379 INFO Epoch 18 	 Batch 999	LR : 0.00000	Top1 Acc.: 96.391	CLS Loss: 0.124	Mixup Loss: 1.271	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.173	Tot. Loss: 1.396
+2025-09-21 18:02:32,741 INFO Epoch 18 	 Batch 1099	LR : 0.00000	Top1 Acc.: 96.250	CLS Loss: 0.128	Mixup Loss: 1.256	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.163	Tot. Loss: 1.384
+2025-09-21 18:08:47,292 INFO Epoch 18 	 Batch 1199	LR : 0.00000	Top1 Acc.: 96.625	CLS Loss: 0.126	Mixup Loss: 1.261	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.140	Tot. Loss: 1.387
+2025-09-21 18:15:03,416 INFO Epoch 18 	 Batch 1299	LR : 0.00000	Top1 Acc.: 96.641	CLS Loss: 0.124	Mixup Loss: 1.258	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.182	Tot. Loss: 1.382
+2025-09-21 18:21:17,332 INFO Epoch 18 	 Batch 1399	LR : 0.00000	Top1 Acc.: 96.641	CLS Loss: 0.118	Mixup Loss: 1.249	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.136	Tot. Loss: 1.367
+2025-09-21 18:27:31,233 INFO Epoch 18 	 Batch 1499	LR : 0.00000	Top1 Acc.: 96.469	CLS Loss: 0.131	Mixup Loss: 1.268	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.115	Tot. Loss: 1.398
+2025-09-21 18:33:44,553 INFO Epoch 18 	 Batch 1599	LR : 0.00000	Top1 Acc.: 96.391	CLS Loss: 0.129	Mixup Loss: 1.264	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.104	Tot. Loss: 1.394
+2025-09-21 18:39:57,970 INFO Epoch 18 	 Batch 1699	LR : 0.00000	Top1 Acc.: 96.594	CLS Loss: 0.132	Mixup Loss: 1.259	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.162	Tot. Loss: 1.391
+2025-09-21 18:46:11,485 INFO Epoch 18 	 Batch 1799	LR : 0.00000	Top1 Acc.: 96.391	CLS Loss: 0.129	Mixup Loss: 1.282	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.137	Tot. Loss: 1.412
+2025-09-21 18:52:25,138 INFO Epoch 18 	 Batch 1899	LR : 0.00000	Top1 Acc.: 96.406	CLS Loss: 0.130	Mixup Loss: 1.267	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.122	Tot. Loss: 1.397
+2025-09-21 18:58:38,554 INFO Epoch 18 	 Batch 1999	LR : 0.00000	Top1 Acc.: 96.906	CLS Loss: 0.119	Mixup Loss: 1.253	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.140	Tot. Loss: 1.372
+2025-09-21 19:04:52,009 INFO Epoch 18 	 Batch 2099	LR : 0.00000	Top1 Acc.: 96.469	CLS Loss: 0.131	Mixup Loss: 1.272	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.152	Tot. Loss: 1.403
+2025-09-21 19:11:05,512 INFO Epoch 18 	 Batch 2199	LR : 0.00000	Top1 Acc.: 96.828	CLS Loss: 0.118	Mixup Loss: 1.244	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.080	Tot. Loss: 1.363
+2025-09-21 19:17:19,038 INFO Epoch 18 	 Batch 2299	LR : 0.00000	Top1 Acc.: 96.391	CLS Loss: 0.127	Mixup Loss: 1.274	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.107	Tot. Loss: 1.401
+2025-09-21 19:23:32,490 INFO Epoch 18 	 Batch 2399	LR : 0.00000	Top1 Acc.: 96.891	CLS Loss: 0.120	Mixup Loss: 1.252	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.136	Tot. Loss: 1.371
+2025-09-21 19:29:45,679 INFO Epoch 18 	 Batch 2499	LR : 0.00000	Top1 Acc.: 96.484	CLS Loss: 0.131	Mixup Loss: 1.288	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.126	Tot. Loss: 1.419
+2025-09-21 19:35:58,855 INFO Epoch 18 	 Batch 2599	LR : 0.00000	Top1 Acc.: 96.484	CLS Loss: 0.123	Mixup Loss: 1.254	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.136	Tot. Loss: 1.377
+2025-09-21 19:42:12,178 INFO Epoch 18 	 Batch 2699	LR : 0.00000	Top1 Acc.: 96.719	CLS Loss: 0.120	Mixup Loss: 1.265	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.084	Tot. Loss: 1.385
+2025-09-21 19:48:25,388 INFO Epoch 18 	 Batch 2799	LR : 0.00000	Top1 Acc.: 96.453	CLS Loss: 0.122	Mixup Loss: 1.267	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.129	Tot. Loss: 1.389
+2025-09-21 19:54:38,643 INFO Epoch 18 	 Batch 2899	LR : 0.00000	Top1 Acc.: 96.641	CLS Loss: 0.132	Mixup Loss: 1.288	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.139	Tot. Loss: 1.420
+2025-09-21 20:00:51,915 INFO Epoch 18 	 Batch 2999	LR : 0.00000	Top1 Acc.: 96.297	CLS Loss: 0.134	Mixup Loss: 1.280	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.140	Tot. Loss: 1.414
+2025-09-21 20:07:05,325 INFO Epoch 18 	 Batch 3099	LR : 0.00000	Top1 Acc.: 96.500	CLS Loss: 0.127	Mixup Loss: 1.256	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.121	Tot. Loss: 1.383
+2025-09-21 20:13:18,598 INFO Epoch 18 	 Batch 3199	LR : 0.00000	Top1 Acc.: 96.422	CLS Loss: 0.123	Mixup Loss: 1.269	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.144	Tot. Loss: 1.392
+2025-09-21 20:19:31,850 INFO Epoch 18 	 Batch 3299	LR : 0.00000	Top1 Acc.: 96.641	CLS Loss: 0.129	Mixup Loss: 1.268	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.134	Tot. Loss: 1.397
+2025-09-21 20:25:45,115 INFO Epoch 18 	 Batch 3399	LR : 0.00000	Top1 Acc.: 96.688	CLS Loss: 0.127	Mixup Loss: 1.258	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.121	Tot. Loss: 1.385
+2025-09-21 20:31:58,580 INFO Epoch 18 	 Batch 3499	LR : 0.00000	Top1 Acc.: 96.891	CLS Loss: 0.113	Mixup Loss: 1.251	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.136	Tot. Loss: 1.364
+2025-09-21 20:38:12,068 INFO Epoch 18 	 Batch 3599	LR : 0.00000	Top1 Acc.: 96.422	CLS Loss: 0.127	Mixup Loss: 1.282	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.161	Tot. Loss: 1.408
+2025-09-21 20:44:25,580 INFO Epoch 18 	 Batch 3699	LR : 0.00000	Top1 Acc.: 96.609	CLS Loss: 0.127	Mixup Loss: 1.250	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.161	Tot. Loss: 1.377
+2025-09-21 20:50:39,026 INFO Epoch 18 	 Batch 3799	LR : 0.00000	Top1 Acc.: 95.953	CLS Loss: 0.137	Mixup Loss: 1.294	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.148	Tot. Loss: 1.431
+2025-09-21 20:56:52,349 INFO Epoch 18 	 Batch 3899	LR : 0.00000	Top1 Acc.: 96.500	CLS Loss: 0.126	Mixup Loss: 1.275	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.136	Tot. Loss: 1.401
+2025-09-21 21:03:05,751 INFO Epoch 18 	 Batch 3999	LR : 0.00000	Top1 Acc.: 96.969	CLS Loss: 0.113	Mixup Loss: 1.244	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.157	Tot. Loss: 1.357
+2025-09-21 21:09:19,169 INFO Epoch 18 	 Batch 4099	LR : 0.00000	Top1 Acc.: 96.344	CLS Loss: 0.129	Mixup Loss: 1.258	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.159	Tot. Loss: 1.387
+2025-09-21 21:15:32,651 INFO Epoch 18 	 Batch 4199	LR : 0.00000	Top1 Acc.: 96.531	CLS Loss: 0.130	Mixup Loss: 1.273	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.128	Tot. Loss: 1.403
+2025-09-21 21:21:45,942 INFO Epoch 18 	 Batch 4299	LR : 0.00000	Top1 Acc.: 96.875	CLS Loss: 0.124	Mixup Loss: 1.257	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.140	Tot. Loss: 1.380
+2025-09-21 21:27:59,209 INFO Epoch 18 	 Batch 4399	LR : 0.00000	Top1 Acc.: 96.531	CLS Loss: 0.125	Mixup Loss: 1.241	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.147	Tot. Loss: 1.366
+2025-09-21 21:34:12,517 INFO Epoch 18 	 Batch 4499	LR : 0.00000	Top1 Acc.: 96.500	CLS Loss: 0.131	Mixup Loss: 1.271	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.167	Tot. Loss: 1.402
+2025-09-21 21:40:25,737 INFO Epoch 18 	 Batch 4599	LR : 0.00000	Top1 Acc.: 96.609	CLS Loss: 0.127	Mixup Loss: 1.247	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.121	Tot. Loss: 1.374
+2025-09-21 21:46:39,120 INFO Epoch 18 	 Batch 4699	LR : 0.00000	Top1 Acc.: 96.531	CLS Loss: 0.120	Mixup Loss: 1.249	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.131	Tot. Loss: 1.370
+2025-09-21 21:52:52,303 INFO Epoch 18 	 Batch 4799	LR : 0.00000	Top1 Acc.: 96.484	CLS Loss: 0.128	Mixup Loss: 1.281	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.116	Tot. Loss: 1.409
+2025-09-21 21:59:05,465 INFO Epoch 18 	 Batch 4899	LR : 0.00000	Top1 Acc.: 96.391	CLS Loss: 0.132	Mixup Loss: 1.279	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.145	Tot. Loss: 1.411
+2025-09-21 22:05:18,824 INFO Epoch 18 	 Batch 4999	LR : 0.00000	Top1 Acc.: 96.500	CLS Loss: 0.122	Mixup Loss: 1.249	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.150	Tot. Loss: 1.371
+2025-09-21 22:10:03,284 INFO ################## 
+ ---> Validation Epoch 18 (Original Model)	Acc.: 81.922	FPR: 57.506	AUROC: 88.043	AUPR: 61.187	AURC: 44.522	EAURC: 27.096	AUPR Succ.: 96.816	ECE: 4.882	NLL: 7.011	Brier: 25.998
+2025-09-21 22:14:27,902 INFO ################## 
+ ---> Validation Epoch 18 (EMA Model)	Acc.: 81.928	FPR: 57.625	AUROC: 88.033	AUPR: 61.115	AURC: 44.535	EAURC: 27.121	AUPR Succ.: 96.813	ECE: 4.870	NLL: 7.012	Brier: 25.996
+2025-09-21 22:14:31,743 INFO ####### --- Training Epoch 19 --- #######
+2025-09-21 22:28:47,620 INFO Epoch 19 	 Batch 99	LR : 0.00000	Top1 Acc.: 96.594	CLS Loss: 0.126	Mixup Loss: 1.286	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.106	Tot. Loss: 1.412
+2025-09-21 22:35:01,096 INFO Epoch 19 	 Batch 199	LR : 0.00000	Top1 Acc.: 96.719	CLS Loss: 0.121	Mixup Loss: 1.251	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.139	Tot. Loss: 1.372
+2025-09-21 22:41:14,456 INFO Epoch 19 	 Batch 299	LR : 0.00000	Top1 Acc.: 96.406	CLS Loss: 0.124	Mixup Loss: 1.263	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.091	Tot. Loss: 1.387
+2025-09-21 22:47:27,794 INFO Epoch 19 	 Batch 399	LR : 0.00000	Top1 Acc.: 96.750	CLS Loss: 0.126	Mixup Loss: 1.251	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.152	Tot. Loss: 1.377
+2025-09-21 22:53:41,201 INFO Epoch 19 	 Batch 499	LR : 0.00000	Top1 Acc.: 96.281	CLS Loss: 0.134	Mixup Loss: 1.283	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.144	Tot. Loss: 1.418
+2025-09-21 22:59:54,721 INFO Epoch 19 	 Batch 599	LR : 0.00000	Top1 Acc.: 96.422	CLS Loss: 0.135	Mixup Loss: 1.281	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.134	Tot. Loss: 1.416
+2025-09-21 23:06:08,096 INFO Epoch 19 	 Batch 699	LR : 0.00000	Top1 Acc.: 96.359	CLS Loss: 0.128	Mixup Loss: 1.272	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.141	Tot. Loss: 1.400
+2025-09-21 23:12:21,412 INFO Epoch 19 	 Batch 799	LR : 0.00000	Top1 Acc.: 96.453	CLS Loss: 0.136	Mixup Loss: 1.264	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.177	Tot. Loss: 1.401
+2025-09-21 23:18:35,107 INFO Epoch 19 	 Batch 899	LR : 0.00000	Top1 Acc.: 96.516	CLS Loss: 0.123	Mixup Loss: 1.269	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.158	Tot. Loss: 1.392
+2025-09-21 23:24:49,903 INFO Epoch 19 	 Batch 999	LR : 0.00000	Top1 Acc.: 96.344	CLS Loss: 0.125	Mixup Loss: 1.263	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.125	Tot. Loss: 1.388
+2025-09-21 23:31:06,156 INFO Epoch 19 	 Batch 1099	LR : 0.00000	Top1 Acc.: 96.188	CLS Loss: 0.127	Mixup Loss: 1.257	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.105	Tot. Loss: 1.385
+2025-09-21 23:37:19,499 INFO Epoch 19 	 Batch 1199	LR : 0.00000	Top1 Acc.: 96.625	CLS Loss: 0.127	Mixup Loss: 1.277	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.162	Tot. Loss: 1.404
+2025-09-21 23:43:33,371 INFO Epoch 19 	 Batch 1299	LR : 0.00000	Top1 Acc.: 96.594	CLS Loss: 0.124	Mixup Loss: 1.267	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.135	Tot. Loss: 1.391
+2025-09-21 23:49:46,625 INFO Epoch 19 	 Batch 1399	LR : 0.00000	Top1 Acc.: 96.750	CLS Loss: 0.118	Mixup Loss: 1.240	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.110	Tot. Loss: 1.357
+2025-09-21 23:56:00,005 INFO Epoch 19 	 Batch 1499	LR : 0.00000	Top1 Acc.: 96.516	CLS Loss: 0.132	Mixup Loss: 1.273	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.160	Tot. Loss: 1.405
+2025-09-22 00:02:13,479 INFO Epoch 19 	 Batch 1599	LR : 0.00000	Top1 Acc.: 96.266	CLS Loss: 0.129	Mixup Loss: 1.262	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.109	Tot. Loss: 1.391
+2025-09-22 00:08:26,819 INFO Epoch 19 	 Batch 1699	LR : 0.00000	Top1 Acc.: 96.719	CLS Loss: 0.130	Mixup Loss: 1.251	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.130	Tot. Loss: 1.381
+2025-09-22 00:14:40,104 INFO Epoch 19 	 Batch 1799	LR : 0.00000	Top1 Acc.: 96.469	CLS Loss: 0.130	Mixup Loss: 1.253	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.141	Tot. Loss: 1.383
+2025-09-22 00:20:53,509 INFO Epoch 19 	 Batch 1899	LR : 0.00000	Top1 Acc.: 96.375	CLS Loss: 0.129	Mixup Loss: 1.281	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.142	Tot. Loss: 1.410
+2025-09-22 00:27:06,771 INFO Epoch 19 	 Batch 1999	LR : 0.00000	Top1 Acc.: 96.781	CLS Loss: 0.118	Mixup Loss: 1.250	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.106	Tot. Loss: 1.368
+2025-09-22 00:33:20,030 INFO Epoch 19 	 Batch 2099	LR : 0.00000	Top1 Acc.: 96.250	CLS Loss: 0.133	Mixup Loss: 1.257	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.148	Tot. Loss: 1.390
+2025-09-22 00:39:33,415 INFO Epoch 19 	 Batch 2199	LR : 0.00000	Top1 Acc.: 96.781	CLS Loss: 0.119	Mixup Loss: 1.252	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.137	Tot. Loss: 1.371
+2025-09-22 00:45:46,844 INFO Epoch 19 	 Batch 2299	LR : 0.00000	Top1 Acc.: 96.484	CLS Loss: 0.128	Mixup Loss: 1.274	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.146	Tot. Loss: 1.401
+2025-09-22 00:51:59,971 INFO Epoch 19 	 Batch 2399	LR : 0.00000	Top1 Acc.: 96.859	CLS Loss: 0.119	Mixup Loss: 1.268	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.128	Tot. Loss: 1.387
+2025-09-22 00:58:13,092 INFO Epoch 19 	 Batch 2499	LR : 0.00000	Top1 Acc.: 96.516	CLS Loss: 0.131	Mixup Loss: 1.281	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.120	Tot. Loss: 1.412
+2025-09-22 01:04:26,148 INFO Epoch 19 	 Batch 2599	LR : 0.00000	Top1 Acc.: 96.641	CLS Loss: 0.122	Mixup Loss: 1.275	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.187	Tot. Loss: 1.397
+2025-09-22 01:10:39,258 INFO Epoch 19 	 Batch 2699	LR : 0.00000	Top1 Acc.: 96.750	CLS Loss: 0.120	Mixup Loss: 1.266	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.172	Tot. Loss: 1.386
+2025-09-22 01:16:52,540 INFO Epoch 19 	 Batch 2799	LR : 0.00000	Top1 Acc.: 96.438	CLS Loss: 0.123	Mixup Loss: 1.271	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.147	Tot. Loss: 1.394
+2025-09-22 01:23:05,702 INFO Epoch 19 	 Batch 2899	LR : 0.00000	Top1 Acc.: 96.609	CLS Loss: 0.133	Mixup Loss: 1.277	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.148	Tot. Loss: 1.410
+2025-09-22 01:29:18,732 INFO Epoch 19 	 Batch 2999	LR : 0.00000	Top1 Acc.: 96.172	CLS Loss: 0.136	Mixup Loss: 1.280	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.124	Tot. Loss: 1.416
+2025-09-22 01:35:31,961 INFO Epoch 19 	 Batch 3099	LR : 0.00000	Top1 Acc.: 96.438	CLS Loss: 0.128	Mixup Loss: 1.259	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.098	Tot. Loss: 1.387
+2025-09-22 01:41:45,137 INFO Epoch 19 	 Batch 3199	LR : 0.00000	Top1 Acc.: 96.391	CLS Loss: 0.124	Mixup Loss: 1.259	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.123	Tot. Loss: 1.382
+2025-09-22 01:47:58,359 INFO Epoch 19 	 Batch 3299	LR : 0.00000	Top1 Acc.: 96.578	CLS Loss: 0.127	Mixup Loss: 1.280	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.128	Tot. Loss: 1.407
+2025-09-22 01:54:11,590 INFO Epoch 19 	 Batch 3399	LR : 0.00000	Top1 Acc.: 96.703	CLS Loss: 0.127	Mixup Loss: 1.274	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.144	Tot. Loss: 1.401
+2025-09-22 02:00:24,889 INFO Epoch 19 	 Batch 3499	LR : 0.00000	Top1 Acc.: 96.828	CLS Loss: 0.114	Mixup Loss: 1.262	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.124	Tot. Loss: 1.376
+2025-09-22 02:06:38,080 INFO Epoch 19 	 Batch 3599	LR : 0.00000	Top1 Acc.: 96.422	CLS Loss: 0.128	Mixup Loss: 1.277	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.110	Tot. Loss: 1.405
+2025-09-22 02:12:51,366 INFO Epoch 19 	 Batch 3699	LR : 0.00000	Top1 Acc.: 96.578	CLS Loss: 0.128	Mixup Loss: 1.236	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.130	Tot. Loss: 1.364
+2025-09-22 02:19:04,692 INFO Epoch 19 	 Batch 3799	LR : 0.00000	Top1 Acc.: 96.031	CLS Loss: 0.135	Mixup Loss: 1.282	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.130	Tot. Loss: 1.417
+2025-09-22 02:25:17,932 INFO Epoch 19 	 Batch 3899	LR : 0.00000	Top1 Acc.: 96.484	CLS Loss: 0.126	Mixup Loss: 1.274	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.144	Tot. Loss: 1.400
+2025-09-22 02:31:31,263 INFO Epoch 19 	 Batch 3999	LR : 0.00000	Top1 Acc.: 97.125	CLS Loss: 0.114	Mixup Loss: 1.226	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.138	Tot. Loss: 1.340
+2025-09-22 02:37:44,571 INFO Epoch 19 	 Batch 4099	LR : 0.00000	Top1 Acc.: 96.422	CLS Loss: 0.128	Mixup Loss: 1.269	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.182	Tot. Loss: 1.397
+2025-09-22 02:43:57,666 INFO Epoch 19 	 Batch 4199	LR : 0.00000	Top1 Acc.: 96.531	CLS Loss: 0.130	Mixup Loss: 1.262	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.135	Tot. Loss: 1.392
+2025-09-22 02:50:10,664 INFO Epoch 19 	 Batch 4299	LR : 0.00000	Top1 Acc.: 96.844	CLS Loss: 0.123	Mixup Loss: 1.257	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.141	Tot. Loss: 1.379
+2025-09-22 02:56:23,799 INFO Epoch 19 	 Batch 4399	LR : 0.00000	Top1 Acc.: 96.562	CLS Loss: 0.124	Mixup Loss: 1.257	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.121	Tot. Loss: 1.381
+2025-09-22 03:02:37,005 INFO Epoch 19 	 Batch 4499	LR : 0.00000	Top1 Acc.: 96.453	CLS Loss: 0.132	Mixup Loss: 1.253	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.107	Tot. Loss: 1.384
+2025-09-22 03:08:50,163 INFO Epoch 19 	 Batch 4599	LR : 0.00000	Top1 Acc.: 96.438	CLS Loss: 0.127	Mixup Loss: 1.254	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.119	Tot. Loss: 1.381
+2025-09-22 03:15:03,264 INFO Epoch 19 	 Batch 4699	LR : 0.00000	Top1 Acc.: 96.594	CLS Loss: 0.120	Mixup Loss: 1.256	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.159	Tot. Loss: 1.377
+2025-09-22 03:21:16,326 INFO Epoch 19 	 Batch 4799	LR : 0.00000	Top1 Acc.: 96.375	CLS Loss: 0.128	Mixup Loss: 1.259	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.147	Tot. Loss: 1.387
+2025-09-22 03:27:29,493 INFO Epoch 19 	 Batch 4899	LR : 0.00000	Top1 Acc.: 96.328	CLS Loss: 0.133	Mixup Loss: 1.261	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.115	Tot. Loss: 1.394
+2025-09-22 03:33:42,535 INFO Epoch 19 	 Batch 4999	LR : 0.00000	Top1 Acc.: 96.547	CLS Loss: 0.122	Mixup Loss: 1.252	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.104	Tot. Loss: 1.375
+2025-09-22 03:38:23,963 INFO ################## 
+ ---> Validation Epoch 19 (Original Model)	Acc.: 81.922	FPR: 57.540	AUROC: 88.043	AUPR: 61.172	AURC: 44.522	EAURC: 27.096	AUPR Succ.: 96.816	ECE: 4.881	NLL: 7.011	Brier: 25.998
+2025-09-22 03:42:58,944 INFO ################## 
+ ---> Validation Epoch 19 (EMA Model)	Acc.: 81.928	FPR: 57.570	AUROC: 88.035	AUPR: 61.156	AURC: 44.530	EAURC: 27.116	AUPR Succ.: 96.813	ECE: 4.869	NLL: 7.012	Brier: 25.996
+2025-09-22 03:42:58,969 INFO ####### --- Training Epoch 20 --- #######
+2025-09-22 03:57:16,986 INFO Epoch 20 	 Batch 99	LR : 0.00000	Top1 Acc.: 96.641	CLS Loss: 0.126	Mixup Loss: 1.296	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.130	Tot. Loss: 1.421
+2025-09-22 04:03:30,399 INFO Epoch 20 	 Batch 199	LR : 0.00000	Top1 Acc.: 96.703	CLS Loss: 0.120	Mixup Loss: 1.257	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.090	Tot. Loss: 1.377
+2025-09-22 04:09:43,646 INFO Epoch 20 	 Batch 299	LR : 0.00000	Top1 Acc.: 96.438	CLS Loss: 0.124	Mixup Loss: 1.263	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.119	Tot. Loss: 1.387
+2025-09-22 04:15:56,895 INFO Epoch 20 	 Batch 399	LR : 0.00000	Top1 Acc.: 96.641	CLS Loss: 0.125	Mixup Loss: 1.255	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.120	Tot. Loss: 1.379
+2025-09-22 04:22:10,023 INFO Epoch 20 	 Batch 499	LR : 0.00000	Top1 Acc.: 96.250	CLS Loss: 0.134	Mixup Loss: 1.280	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.116	Tot. Loss: 1.414
+2025-09-22 04:28:23,170 INFO Epoch 20 	 Batch 599	LR : 0.00000	Top1 Acc.: 96.516	CLS Loss: 0.134	Mixup Loss: 1.261	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.151	Tot. Loss: 1.395
+2025-09-22 04:34:36,643 INFO Epoch 20 	 Batch 699	LR : 0.00000	Top1 Acc.: 96.406	CLS Loss: 0.127	Mixup Loss: 1.274	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.176	Tot. Loss: 1.402
+2025-09-22 04:40:52,334 INFO Epoch 20 	 Batch 799	LR : 0.00000	Top1 Acc.: 96.562	CLS Loss: 0.136	Mixup Loss: 1.261	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.150	Tot. Loss: 1.398
+2025-09-22 04:47:08,608 INFO Epoch 20 	 Batch 899	LR : 0.00000	Top1 Acc.: 96.562	CLS Loss: 0.123	Mixup Loss: 1.277	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.140	Tot. Loss: 1.400
+2025-09-22 04:53:21,945 INFO Epoch 20 	 Batch 999	LR : 0.00000	Top1 Acc.: 96.297	CLS Loss: 0.124	Mixup Loss: 1.264	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.115	Tot. Loss: 1.389
+2025-09-22 04:59:35,684 INFO Epoch 20 	 Batch 1099	LR : 0.00000	Top1 Acc.: 96.109	CLS Loss: 0.128	Mixup Loss: 1.252	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.096	Tot. Loss: 1.380
+2025-09-22 05:05:48,751 INFO Epoch 20 	 Batch 1199	LR : 0.00000	Top1 Acc.: 96.641	CLS Loss: 0.127	Mixup Loss: 1.263	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.124	Tot. Loss: 1.390
+2025-09-22 05:12:01,932 INFO Epoch 20 	 Batch 1299	LR : 0.00000	Top1 Acc.: 96.547	CLS Loss: 0.124	Mixup Loss: 1.272	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.132	Tot. Loss: 1.396
+2025-09-22 05:18:15,023 INFO Epoch 20 	 Batch 1399	LR : 0.00000	Top1 Acc.: 96.875	CLS Loss: 0.118	Mixup Loss: 1.234	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.094	Tot. Loss: 1.352
+2025-09-22 05:24:28,287 INFO Epoch 20 	 Batch 1499	LR : 0.00000	Top1 Acc.: 96.531	CLS Loss: 0.131	Mixup Loss: 1.266	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.129	Tot. Loss: 1.396
+2025-09-22 05:30:41,525 INFO Epoch 20 	 Batch 1599	LR : 0.00000	Top1 Acc.: 96.328	CLS Loss: 0.128	Mixup Loss: 1.265	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.133	Tot. Loss: 1.394
+2025-09-22 05:36:54,659 INFO Epoch 20 	 Batch 1699	LR : 0.00000	Top1 Acc.: 96.750	CLS Loss: 0.129	Mixup Loss: 1.262	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.123	Tot. Loss: 1.392
+2025-09-22 05:43:07,818 INFO Epoch 20 	 Batch 1799	LR : 0.00000	Top1 Acc.: 96.469	CLS Loss: 0.129	Mixup Loss: 1.262	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.147	Tot. Loss: 1.391
+2025-09-22 05:49:20,989 INFO Epoch 20 	 Batch 1899	LR : 0.00000	Top1 Acc.: 96.344	CLS Loss: 0.130	Mixup Loss: 1.269	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.123	Tot. Loss: 1.398
+2025-09-22 05:55:34,196 INFO Epoch 20 	 Batch 1999	LR : 0.00000	Top1 Acc.: 96.875	CLS Loss: 0.119	Mixup Loss: 1.268	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.116	Tot. Loss: 1.387
+2025-09-22 06:01:47,251 INFO Epoch 20 	 Batch 2099	LR : 0.00000	Top1 Acc.: 96.375	CLS Loss: 0.132	Mixup Loss: 1.271	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.151	Tot. Loss: 1.403
+2025-09-22 06:08:00,322 INFO Epoch 20 	 Batch 2199	LR : 0.00000	Top1 Acc.: 96.750	CLS Loss: 0.119	Mixup Loss: 1.247	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.065	Tot. Loss: 1.366
+2025-09-22 06:14:13,480 INFO Epoch 20 	 Batch 2299	LR : 0.00000	Top1 Acc.: 96.547	CLS Loss: 0.127	Mixup Loss: 1.264	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.130	Tot. Loss: 1.392
+2025-09-22 06:20:26,536 INFO Epoch 20 	 Batch 2399	LR : 0.00000	Top1 Acc.: 96.859	CLS Loss: 0.120	Mixup Loss: 1.240	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.104	Tot. Loss: 1.360
+2025-09-22 06:26:39,536 INFO Epoch 20 	 Batch 2499	LR : 0.00000	Top1 Acc.: 96.547	CLS Loss: 0.132	Mixup Loss: 1.281	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.124	Tot. Loss: 1.412
+2025-09-22 06:32:52,564 INFO Epoch 20 	 Batch 2599	LR : 0.00000	Top1 Acc.: 96.438	CLS Loss: 0.124	Mixup Loss: 1.284	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.113	Tot. Loss: 1.407
+2025-09-22 06:39:05,731 INFO Epoch 20 	 Batch 2699	LR : 0.00000	Top1 Acc.: 96.641	CLS Loss: 0.120	Mixup Loss: 1.274	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.116	Tot. Loss: 1.394
+2025-09-22 06:45:18,758 INFO Epoch 20 	 Batch 2799	LR : 0.00000	Top1 Acc.: 96.438	CLS Loss: 0.122	Mixup Loss: 1.260	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.128	Tot. Loss: 1.382
+2025-09-22 06:51:31,872 INFO Epoch 20 	 Batch 2899	LR : 0.00000	Top1 Acc.: 96.766	CLS Loss: 0.131	Mixup Loss: 1.282	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.125	Tot. Loss: 1.413
+2025-09-22 06:57:44,944 INFO Epoch 20 	 Batch 2999	LR : 0.00000	Top1 Acc.: 96.234	CLS Loss: 0.134	Mixup Loss: 1.273	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.158	Tot. Loss: 1.408
+2025-09-22 07:03:57,954 INFO Epoch 20 	 Batch 3099	LR : 0.00000	Top1 Acc.: 96.547	CLS Loss: 0.127	Mixup Loss: 1.269	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.121	Tot. Loss: 1.397
+2025-09-22 07:10:11,201 INFO Epoch 20 	 Batch 3199	LR : 0.00000	Top1 Acc.: 96.406	CLS Loss: 0.123	Mixup Loss: 1.264	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.153	Tot. Loss: 1.387
+2025-09-22 07:16:24,466 INFO Epoch 20 	 Batch 3299	LR : 0.00000	Top1 Acc.: 96.609	CLS Loss: 0.128	Mixup Loss: 1.274	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.126	Tot. Loss: 1.402
+2025-09-22 07:22:37,645 INFO Epoch 20 	 Batch 3399	LR : 0.00000	Top1 Acc.: 96.719	CLS Loss: 0.126	Mixup Loss: 1.263	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.091	Tot. Loss: 1.389
+2025-09-22 07:28:50,803 INFO Epoch 20 	 Batch 3499	LR : 0.00000	Top1 Acc.: 96.797	CLS Loss: 0.114	Mixup Loss: 1.258	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.137	Tot. Loss: 1.372
+2025-09-22 07:35:03,993 INFO Epoch 20 	 Batch 3599	LR : 0.00000	Top1 Acc.: 96.516	CLS Loss: 0.128	Mixup Loss: 1.268	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.141	Tot. Loss: 1.395
+2025-09-22 07:41:17,022 INFO Epoch 20 	 Batch 3699	LR : 0.00000	Top1 Acc.: 96.516	CLS Loss: 0.129	Mixup Loss: 1.244	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.119	Tot. Loss: 1.373
+2025-09-22 07:47:30,210 INFO Epoch 20 	 Batch 3799	LR : 0.00000	Top1 Acc.: 95.984	CLS Loss: 0.135	Mixup Loss: 1.270	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.154	Tot. Loss: 1.405
+2025-09-22 07:53:43,337 INFO Epoch 20 	 Batch 3899	LR : 0.00000	Top1 Acc.: 96.453	CLS Loss: 0.126	Mixup Loss: 1.269	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.163	Tot. Loss: 1.395
+2025-09-22 07:59:56,345 INFO Epoch 20 	 Batch 3999	LR : 0.00000	Top1 Acc.: 97.000	CLS Loss: 0.113	Mixup Loss: 1.240	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.117	Tot. Loss: 1.353
+2025-09-22 08:06:09,341 INFO Epoch 20 	 Batch 4099	LR : 0.00000	Top1 Acc.: 96.453	CLS Loss: 0.128	Mixup Loss: 1.274	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.121	Tot. Loss: 1.402
+2025-09-22 08:12:22,331 INFO Epoch 20 	 Batch 4199	LR : 0.00000	Top1 Acc.: 96.469	CLS Loss: 0.130	Mixup Loss: 1.256	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.133	Tot. Loss: 1.386
+2025-09-22 08:18:35,400 INFO Epoch 20 	 Batch 4299	LR : 0.00000	Top1 Acc.: 96.750	CLS Loss: 0.123	Mixup Loss: 1.249	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.111	Tot. Loss: 1.372
+2025-09-22 08:24:48,547 INFO Epoch 20 	 Batch 4399	LR : 0.00000	Top1 Acc.: 96.609	CLS Loss: 0.124	Mixup Loss: 1.249	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.113	Tot. Loss: 1.373
+2025-09-22 08:31:01,656 INFO Epoch 20 	 Batch 4499	LR : 0.00000	Top1 Acc.: 96.312	CLS Loss: 0.132	Mixup Loss: 1.261	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.118	Tot. Loss: 1.394
+2025-09-22 08:37:14,835 INFO Epoch 20 	 Batch 4599	LR : 0.00000	Top1 Acc.: 96.562	CLS Loss: 0.127	Mixup Loss: 1.251	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.150	Tot. Loss: 1.378
+2025-09-22 08:43:27,885 INFO Epoch 20 	 Batch 4699	LR : 0.00000	Top1 Acc.: 96.625	CLS Loss: 0.120	Mixup Loss: 1.255	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.108	Tot. Loss: 1.374
+2025-09-22 08:49:40,927 INFO Epoch 20 	 Batch 4799	LR : 0.00000	Top1 Acc.: 96.328	CLS Loss: 0.128	Mixup Loss: 1.254	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.119	Tot. Loss: 1.382
+2025-09-22 08:55:53,982 INFO Epoch 20 	 Batch 4899	LR : 0.00000	Top1 Acc.: 96.453	CLS Loss: 0.132	Mixup Loss: 1.270	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.135	Tot. Loss: 1.402
+2025-09-22 09:02:07,034 INFO Epoch 20 	 Batch 4999	LR : 0.00000	Top1 Acc.: 96.625	CLS Loss: 0.121	Mixup Loss: 1.253	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.102	Tot. Loss: 1.374
+2025-09-22 09:07:55,195 INFO ################## 
+ ---> Validation Epoch 20 (Original Model)	Acc.: 81.922	FPR: 57.573	AUROC: 88.043	AUPR: 61.171	AURC: 44.521	EAURC: 27.095	AUPR Succ.: 96.816	ECE: 4.879	NLL: 7.011	Brier: 25.998
+2025-09-22 09:12:48,320 INFO ################## 
+ ---> Validation Epoch 20 (EMA Model)	Acc.: 81.928	FPR: 57.603	AUROC: 88.034	AUPR: 61.142	AURC: 44.531	EAURC: 27.118	AUPR Succ.: 96.813	ECE: 4.874	NLL: 7.012	Brier: 25.996
+2025-09-22 09:12:49,862 INFO ####### --- Training Epoch 21 --- #######
+2025-09-22 09:27:51,330 INFO Epoch 21 	 Batch 99	LR : 0.00000	Top1 Acc.: 96.562	CLS Loss: 0.126	Mixup Loss: 1.282	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.148	Tot. Loss: 1.407
+2025-09-22 09:34:04,739 INFO Epoch 21 	 Batch 199	LR : 0.00000	Top1 Acc.: 96.703	CLS Loss: 0.121	Mixup Loss: 1.262	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.142	Tot. Loss: 1.382
+2025-09-22 09:40:17,895 INFO Epoch 21 	 Batch 299	LR : 0.00000	Top1 Acc.: 96.438	CLS Loss: 0.124	Mixup Loss: 1.269	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.106	Tot. Loss: 1.393
+2025-09-22 09:46:31,110 INFO Epoch 21 	 Batch 399	LR : 0.00000	Top1 Acc.: 96.812	CLS Loss: 0.126	Mixup Loss: 1.270	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.095	Tot. Loss: 1.396
+2025-09-22 09:52:45,338 INFO Epoch 21 	 Batch 499	LR : 0.00000	Top1 Acc.: 96.328	CLS Loss: 0.133	Mixup Loss: 1.288	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.172	Tot. Loss: 1.422
+2025-09-22 09:59:01,317 INFO Epoch 21 	 Batch 599	LR : 0.00000	Top1 Acc.: 96.406	CLS Loss: 0.135	Mixup Loss: 1.266	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.129	Tot. Loss: 1.401
+2025-09-22 10:05:17,790 INFO Epoch 21 	 Batch 699	LR : 0.00000	Top1 Acc.: 96.422	CLS Loss: 0.128	Mixup Loss: 1.263	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.122	Tot. Loss: 1.390
+2025-09-22 10:11:34,301 INFO Epoch 21 	 Batch 799	LR : 0.00000	Top1 Acc.: 96.422	CLS Loss: 0.137	Mixup Loss: 1.271	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.114	Tot. Loss: 1.408
+2025-09-22 10:17:50,816 INFO Epoch 21 	 Batch 899	LR : 0.00000	Top1 Acc.: 96.500	CLS Loss: 0.123	Mixup Loss: 1.263	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.136	Tot. Loss: 1.386
+2025-09-22 10:24:07,227 INFO Epoch 21 	 Batch 999	LR : 0.00000	Top1 Acc.: 96.438	CLS Loss: 0.124	Mixup Loss: 1.270	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.140	Tot. Loss: 1.395
+2025-09-22 10:30:23,745 INFO Epoch 21 	 Batch 1099	LR : 0.00000	Top1 Acc.: 96.125	CLS Loss: 0.128	Mixup Loss: 1.261	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.132	Tot. Loss: 1.389
+2025-09-22 10:36:40,145 INFO Epoch 21 	 Batch 1199	LR : 0.00000	Top1 Acc.: 96.688	CLS Loss: 0.126	Mixup Loss: 1.263	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.156	Tot. Loss: 1.389
+2025-09-22 10:42:56,749 INFO Epoch 21 	 Batch 1299	LR : 0.00000	Top1 Acc.: 96.547	CLS Loss: 0.124	Mixup Loss: 1.268	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.161	Tot. Loss: 1.392
+2025-09-22 10:49:13,332 INFO Epoch 21 	 Batch 1399	LR : 0.00000	Top1 Acc.: 96.750	CLS Loss: 0.117	Mixup Loss: 1.248	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.090	Tot. Loss: 1.365
+2025-09-22 10:55:29,699 INFO Epoch 21 	 Batch 1499	LR : 0.00000	Top1 Acc.: 96.562	CLS Loss: 0.132	Mixup Loss: 1.263	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.106	Tot. Loss: 1.395
+2025-09-22 11:01:46,044 INFO Epoch 21 	 Batch 1599	LR : 0.00000	Top1 Acc.: 96.391	CLS Loss: 0.128	Mixup Loss: 1.274	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.127	Tot. Loss: 1.403
+2025-09-22 11:08:02,376 INFO Epoch 21 	 Batch 1699	LR : 0.00000	Top1 Acc.: 96.625	CLS Loss: 0.130	Mixup Loss: 1.254	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.124	Tot. Loss: 1.384
+2025-09-22 11:14:18,855 INFO Epoch 21 	 Batch 1799	LR : 0.00000	Top1 Acc.: 96.547	CLS Loss: 0.128	Mixup Loss: 1.258	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.108	Tot. Loss: 1.386
+2025-09-22 11:20:35,486 INFO Epoch 21 	 Batch 1899	LR : 0.00000	Top1 Acc.: 96.438	CLS Loss: 0.129	Mixup Loss: 1.269	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.097	Tot. Loss: 1.397
+2025-09-22 11:26:51,884 INFO Epoch 21 	 Batch 1999	LR : 0.00000	Top1 Acc.: 96.828	CLS Loss: 0.119	Mixup Loss: 1.238	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.117	Tot. Loss: 1.356
+2025-09-22 11:33:08,214 INFO Epoch 21 	 Batch 2099	LR : 0.00000	Top1 Acc.: 96.406	CLS Loss: 0.132	Mixup Loss: 1.267	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.168	Tot. Loss: 1.399
+2025-09-22 11:39:24,643 INFO Epoch 21 	 Batch 2199	LR : 0.00000	Top1 Acc.: 96.859	CLS Loss: 0.119	Mixup Loss: 1.267	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.147	Tot. Loss: 1.386
+2025-09-22 11:45:41,350 INFO Epoch 21 	 Batch 2299	LR : 0.00000	Top1 Acc.: 96.500	CLS Loss: 0.129	Mixup Loss: 1.279	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.087	Tot. Loss: 1.408
+2025-09-22 11:51:57,976 INFO Epoch 21 	 Batch 2399	LR : 0.00000	Top1 Acc.: 96.859	CLS Loss: 0.119	Mixup Loss: 1.249	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.131	Tot. Loss: 1.368
+2025-09-22 11:58:14,554 INFO Epoch 21 	 Batch 2499	LR : 0.00000	Top1 Acc.: 96.531	CLS Loss: 0.130	Mixup Loss: 1.273	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.127	Tot. Loss: 1.403
+2025-09-22 12:04:31,091 INFO Epoch 21 	 Batch 2599	LR : 0.00000	Top1 Acc.: 96.469	CLS Loss: 0.123	Mixup Loss: 1.269	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.099	Tot. Loss: 1.392
+2025-09-22 12:10:47,530 INFO Epoch 21 	 Batch 2699	LR : 0.00000	Top1 Acc.: 96.875	CLS Loss: 0.118	Mixup Loss: 1.258	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.137	Tot. Loss: 1.376
+2025-09-22 12:17:04,083 INFO Epoch 21 	 Batch 2799	LR : 0.00000	Top1 Acc.: 96.422	CLS Loss: 0.123	Mixup Loss: 1.251	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.123	Tot. Loss: 1.375
+2025-09-22 12:23:20,594 INFO Epoch 21 	 Batch 2899	LR : 0.00000	Top1 Acc.: 96.625	CLS Loss: 0.132	Mixup Loss: 1.294	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.152	Tot. Loss: 1.426
+2025-09-22 12:29:37,031 INFO Epoch 21 	 Batch 2999	LR : 0.00000	Top1 Acc.: 96.203	CLS Loss: 0.135	Mixup Loss: 1.253	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.191	Tot. Loss: 1.388
+2025-09-22 12:35:53,546 INFO Epoch 21 	 Batch 3099	LR : 0.00000	Top1 Acc.: 96.500	CLS Loss: 0.127	Mixup Loss: 1.261	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.131	Tot. Loss: 1.389
+2025-09-22 12:42:09,995 INFO Epoch 21 	 Batch 3199	LR : 0.00000	Top1 Acc.: 96.453	CLS Loss: 0.124	Mixup Loss: 1.262	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.115	Tot. Loss: 1.386
+2025-09-22 12:48:26,419 INFO Epoch 21 	 Batch 3299	LR : 0.00000	Top1 Acc.: 96.578	CLS Loss: 0.128	Mixup Loss: 1.263	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.160	Tot. Loss: 1.391
+2025-09-22 12:54:42,737 INFO Epoch 21 	 Batch 3399	LR : 0.00000	Top1 Acc.: 96.656	CLS Loss: 0.127	Mixup Loss: 1.269	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.172	Tot. Loss: 1.396
+2025-09-22 13:00:59,094 INFO Epoch 21 	 Batch 3499	LR : 0.00000	Top1 Acc.: 96.875	CLS Loss: 0.113	Mixup Loss: 1.244	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.156	Tot. Loss: 1.357
+2025-09-22 13:07:15,498 INFO Epoch 21 	 Batch 3599	LR : 0.00000	Top1 Acc.: 96.406	CLS Loss: 0.128	Mixup Loss: 1.271	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.160	Tot. Loss: 1.399
+2025-09-22 13:13:31,884 INFO Epoch 21 	 Batch 3699	LR : 0.00000	Top1 Acc.: 96.547	CLS Loss: 0.129	Mixup Loss: 1.255	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.112	Tot. Loss: 1.384
+2025-09-22 13:19:48,267 INFO Epoch 21 	 Batch 3799	LR : 0.00000	Top1 Acc.: 95.953	CLS Loss: 0.137	Mixup Loss: 1.291	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.149	Tot. Loss: 1.428
+2025-09-22 13:26:04,568 INFO Epoch 21 	 Batch 3899	LR : 0.00000	Top1 Acc.: 96.609	CLS Loss: 0.125	Mixup Loss: 1.268	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.092	Tot. Loss: 1.393
+2025-09-22 13:32:21,120 INFO Epoch 21 	 Batch 3999	LR : 0.00000	Top1 Acc.: 97.062	CLS Loss: 0.113	Mixup Loss: 1.253	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.130	Tot. Loss: 1.366
+2025-09-22 13:38:37,573 INFO Epoch 21 	 Batch 4099	LR : 0.00000	Top1 Acc.: 96.344	CLS Loss: 0.130	Mixup Loss: 1.261	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.158	Tot. Loss: 1.390
+2025-09-22 13:44:54,051 INFO Epoch 21 	 Batch 4199	LR : 0.00000	Top1 Acc.: 96.516	CLS Loss: 0.129	Mixup Loss: 1.262	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.100	Tot. Loss: 1.391
+2025-09-22 13:51:10,595 INFO Epoch 21 	 Batch 4299	LR : 0.00000	Top1 Acc.: 96.828	CLS Loss: 0.122	Mixup Loss: 1.255	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.127	Tot. Loss: 1.377
+2025-09-22 13:57:27,166 INFO Epoch 21 	 Batch 4399	LR : 0.00000	Top1 Acc.: 96.531	CLS Loss: 0.124	Mixup Loss: 1.246	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.121	Tot. Loss: 1.370
+2025-09-22 14:03:43,672 INFO Epoch 21 	 Batch 4499	LR : 0.00000	Top1 Acc.: 96.469	CLS Loss: 0.132	Mixup Loss: 1.271	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.158	Tot. Loss: 1.403
+2025-09-22 14:10:00,123 INFO Epoch 21 	 Batch 4599	LR : 0.00000	Top1 Acc.: 96.406	CLS Loss: 0.128	Mixup Loss: 1.240	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.125	Tot. Loss: 1.368
+2025-09-22 14:16:16,565 INFO Epoch 21 	 Batch 4699	LR : 0.00000	Top1 Acc.: 96.609	CLS Loss: 0.120	Mixup Loss: 1.260	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.127	Tot. Loss: 1.380
+2025-09-22 14:22:32,924 INFO Epoch 21 	 Batch 4799	LR : 0.00000	Top1 Acc.: 96.547	CLS Loss: 0.127	Mixup Loss: 1.256	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.151	Tot. Loss: 1.383
+2025-09-22 14:28:49,375 INFO Epoch 21 	 Batch 4899	LR : 0.00000	Top1 Acc.: 96.438	CLS Loss: 0.133	Mixup Loss: 1.264	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.159	Tot. Loss: 1.396
+2025-09-22 14:35:05,807 INFO Epoch 21 	 Batch 4999	LR : 0.00000	Top1 Acc.: 96.531	CLS Loss: 0.121	Mixup Loss: 1.245	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.117	Tot. Loss: 1.366
+2025-09-22 14:39:07,787 INFO ################## 
+ ---> Validation Epoch 21 (Original Model)	Acc.: 81.924	FPR: 57.590	AUROC: 88.039	AUPR: 61.149	AURC: 44.521	EAURC: 27.100	AUPR Succ.: 96.815	ECE: 4.880	NLL: 7.011	Brier: 25.998
+2025-09-22 14:42:50,642 INFO ################## 
+ ---> Validation Epoch 21 (EMA Model)	Acc.: 81.928	FPR: 57.603	AUROC: 88.034	AUPR: 61.142	AURC: 44.531	EAURC: 27.118	AUPR Succ.: 96.813	ECE: 4.874	NLL: 7.012	Brier: 25.996
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+2025-09-17 17:38:07,939 INFO {
+    "activation": "relu",
+    "alpha": 0.5,
+    "batch_size": 256,
+    "cos_temp": 64,
+    "crl_weight": 0.0,
+    "cutmix_beta": 1.0,
+    "cutmix_prob": 1.0,
+    "cutmix_weight": 0.0,
+    "data_name": "imagenet1k",
+    "deit_path": "./pretrained_model/deit_base_patch16_224-b5f2ef4d.pth",
+    "epochs": 20,
+    "fine_tune_epochs": 20,
+    "fine_tune_lr": 0.01,
+    "gpu": [
+        0,
+        1,
+        2,
+        3
+    ],
+    "imb_factor": 1.0,
+    "label_smoothing": 0.0,
+    "lmbda": 0.8,
+    "loss": "ce",
+    "lr": 0.0001,
+    "mixup_beta": 10.0,
+    "mixup_weight": 1.0,
+    "model_name": "deit_base_patch16_224",
+    "momentum": 0.9,
+    "nb_cls": 1000,
+    "nb_run": 1,
+    "nb_worker": 4,
+    "optim_name": "fsam",
+    "p": 2,
+    "per_epoch_scheduler": false,
+    "pixmix_path": "./pixmixset",
+    "pixmix_weight": 0.0,
+    "rebn": true,
+    "resume": null,
+    "reweighting_type": null,
+    "rho": 0.2,
+    "save_dir": "/group-volume/Data-Efficient-Intelligence-ASR-Unlabeled-Data/hushell/surev2_inet/Deit-B-ImageNet1k/ours-pixmix",
+    "sigma": 1,
+    "subcommand": "ImageNet1k",
+    "swa_epoch_start": 80,
+    "swa_lr": 0.05,
+    "t": 1.0,
+    "test_dir": "/group-volume/On-Device-AI/datasets/imagenet/imagenet-val-256.h5",
+    "train_dir": "/group-volume/On-Device-AI/datasets/imagenet/imagenet-train-256.h5",
+    "train_size": 224,
+    "use_cosine": false,
+    "val_dir": "/group-volume/On-Device-AI/datasets/imagenet/imagenet-val-256.h5",
+    "weight_decay": 5e-05
+}
+2025-09-17 17:41:02,955 INFO ####################################################################################################
+1 / 1 Running
+2025-09-17 17:41:32,820 INFO ####### --- Training Epoch 1 --- #######
+2025-09-17 18:05:42,544 INFO Epoch 1 	 Batch 99	LR : 0.00010	Top1 Acc.: 95.781	CLS Loss: 0.233	Mixup Loss: 1.413	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.500	Tot. Loss: 1.646
+2025-09-17 18:11:45,798 INFO Epoch 1 	 Batch 199	LR : 0.00010	Top1 Acc.: 95.938	CLS Loss: 0.188	Mixup Loss: 1.353	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.358	Tot. Loss: 1.540
+2025-09-17 18:17:48,843 INFO Epoch 1 	 Batch 299	LR : 0.00010	Top1 Acc.: 95.812	CLS Loss: 0.179	Mixup Loss: 1.340	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.321	Tot. Loss: 1.519
+2025-09-17 18:23:51,994 INFO Epoch 1 	 Batch 399	LR : 0.00010	Top1 Acc.: 96.266	CLS Loss: 0.166	Mixup Loss: 1.341	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.244	Tot. Loss: 1.508
+2025-09-17 18:29:54,954 INFO Epoch 1 	 Batch 499	LR : 0.00010	Top1 Acc.: 95.875	CLS Loss: 0.171	Mixup Loss: 1.340	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.259	Tot. Loss: 1.511
+2025-09-17 18:35:57,993 INFO Epoch 1 	 Batch 599	LR : 0.00010	Top1 Acc.: 95.703	CLS Loss: 0.172	Mixup Loss: 1.339	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.258	Tot. Loss: 1.511
+2025-09-17 18:42:01,039 INFO Epoch 1 	 Batch 699	LR : 0.00010	Top1 Acc.: 95.703	CLS Loss: 0.162	Mixup Loss: 1.346	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.244	Tot. Loss: 1.508
+2025-09-17 18:48:04,026 INFO Epoch 1 	 Batch 799	LR : 0.00010	Top1 Acc.: 95.719	CLS Loss: 0.169	Mixup Loss: 1.324	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.250	Tot. Loss: 1.493
+2025-09-17 18:54:07,084 INFO Epoch 1 	 Batch 899	LR : 0.00010	Top1 Acc.: 95.688	CLS Loss: 0.154	Mixup Loss: 1.344	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.205	Tot. Loss: 1.498
+2025-09-17 19:00:10,079 INFO Epoch 1 	 Batch 999	LR : 0.00010	Top1 Acc.: 95.844	CLS Loss: 0.154	Mixup Loss: 1.323	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.215	Tot. Loss: 1.477
+2025-09-17 19:06:13,119 INFO Epoch 1 	 Batch 1099	LR : 0.00010	Top1 Acc.: 95.578	CLS Loss: 0.159	Mixup Loss: 1.315	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.220	Tot. Loss: 1.474
+2025-09-17 19:12:16,255 INFO Epoch 1 	 Batch 1199	LR : 0.00010	Top1 Acc.: 95.969	CLS Loss: 0.154	Mixup Loss: 1.322	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.213	Tot. Loss: 1.476
+2025-09-17 19:18:19,407 INFO Epoch 1 	 Batch 1299	LR : 0.00010	Top1 Acc.: 95.844	CLS Loss: 0.153	Mixup Loss: 1.326	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.211	Tot. Loss: 1.479
+2025-09-17 19:24:22,446 INFO Epoch 1 	 Batch 1399	LR : 0.00010	Top1 Acc.: 96.062	CLS Loss: 0.143	Mixup Loss: 1.297	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.157	Tot. Loss: 1.440
+2025-09-17 19:30:25,409 INFO Epoch 1 	 Batch 1499	LR : 0.00010	Top1 Acc.: 95.750	CLS Loss: 0.158	Mixup Loss: 1.335	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.209	Tot. Loss: 1.493
+2025-09-17 19:36:28,381 INFO Epoch 1 	 Batch 1599	LR : 0.00010	Top1 Acc.: 95.672	CLS Loss: 0.157	Mixup Loss: 1.321	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.190	Tot. Loss: 1.478
+2025-09-17 19:42:31,572 INFO Epoch 1 	 Batch 1699	LR : 0.00010	Top1 Acc.: 96.016	CLS Loss: 0.156	Mixup Loss: 1.307	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.184	Tot. Loss: 1.463
+2025-09-17 19:48:37,135 INFO Epoch 1 	 Batch 1799	LR : 0.00010	Top1 Acc.: 95.969	CLS Loss: 0.156	Mixup Loss: 1.334	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.206	Tot. Loss: 1.489
+2025-09-17 19:54:43,152 INFO Epoch 1 	 Batch 1899	LR : 0.00010	Top1 Acc.: 95.609	CLS Loss: 0.157	Mixup Loss: 1.317	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.201	Tot. Loss: 1.474
+2025-09-17 20:00:49,070 INFO Epoch 1 	 Batch 1999	LR : 0.00010	Top1 Acc.: 96.297	CLS Loss: 0.139	Mixup Loss: 1.308	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.189	Tot. Loss: 1.448
+2025-09-17 20:06:54,542 INFO Epoch 1 	 Batch 2099	LR : 0.00010	Top1 Acc.: 95.797	CLS Loss: 0.158	Mixup Loss: 1.344	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.192	Tot. Loss: 1.502
+2025-09-17 20:12:57,205 INFO Epoch 1 	 Batch 2199	LR : 0.00010	Top1 Acc.: 96.281	CLS Loss: 0.143	Mixup Loss: 1.307	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.196	Tot. Loss: 1.450
+2025-09-17 20:19:00,693 INFO Epoch 1 	 Batch 2299	LR : 0.00010	Top1 Acc.: 96.031	CLS Loss: 0.150	Mixup Loss: 1.322	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.207	Tot. Loss: 1.472
+2025-09-17 20:25:03,528 INFO Epoch 1 	 Batch 2399	LR : 0.00010	Top1 Acc.: 96.281	CLS Loss: 0.143	Mixup Loss: 1.320	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.136	Tot. Loss: 1.463
+2025-09-17 20:31:06,427 INFO Epoch 1 	 Batch 2499	LR : 0.00010	Top1 Acc.: 95.844	CLS Loss: 0.156	Mixup Loss: 1.330	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.210	Tot. Loss: 1.485
+2025-09-17 20:37:09,384 INFO Epoch 1 	 Batch 2599	LR : 0.00010	Top1 Acc.: 96.016	CLS Loss: 0.146	Mixup Loss: 1.331	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.182	Tot. Loss: 1.477
+2025-09-17 20:43:12,365 INFO Epoch 1 	 Batch 2699	LR : 0.00010	Top1 Acc.: 95.969	CLS Loss: 0.142	Mixup Loss: 1.309	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.180	Tot. Loss: 1.451
+2025-09-17 20:49:15,556 INFO Epoch 1 	 Batch 2799	LR : 0.00010	Top1 Acc.: 95.719	CLS Loss: 0.147	Mixup Loss: 1.315	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.148	Tot. Loss: 1.462
+2025-09-17 20:55:18,532 INFO Epoch 1 	 Batch 2899	LR : 0.00010	Top1 Acc.: 95.969	CLS Loss: 0.155	Mixup Loss: 1.331	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.206	Tot. Loss: 1.487
+2025-09-17 21:01:21,444 INFO Epoch 1 	 Batch 2999	LR : 0.00010	Top1 Acc.: 95.516	CLS Loss: 0.159	Mixup Loss: 1.337	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.167	Tot. Loss: 1.496
+2025-09-17 21:07:24,385 INFO Epoch 1 	 Batch 3099	LR : 0.00010	Top1 Acc.: 95.703	CLS Loss: 0.151	Mixup Loss: 1.302	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.185	Tot. Loss: 1.453
+2025-09-17 21:13:27,757 INFO Epoch 1 	 Batch 3199	LR : 0.00010	Top1 Acc.: 95.922	CLS Loss: 0.145	Mixup Loss: 1.302	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.178	Tot. Loss: 1.447
+2025-09-17 21:19:31,235 INFO Epoch 1 	 Batch 3299	LR : 0.00010	Top1 Acc.: 95.844	CLS Loss: 0.152	Mixup Loss: 1.313	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.212	Tot. Loss: 1.465
+2025-09-17 21:25:34,488 INFO Epoch 1 	 Batch 3399	LR : 0.00010	Top1 Acc.: 96.094	CLS Loss: 0.147	Mixup Loss: 1.323	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.150	Tot. Loss: 1.470
+2025-09-17 21:31:37,636 INFO Epoch 1 	 Batch 3499	LR : 0.00010	Top1 Acc.: 96.203	CLS Loss: 0.135	Mixup Loss: 1.291	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.140	Tot. Loss: 1.426
+2025-09-17 21:37:40,874 INFO Epoch 1 	 Batch 3599	LR : 0.00010	Top1 Acc.: 95.812	CLS Loss: 0.149	Mixup Loss: 1.319	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.172	Tot. Loss: 1.467
+2025-09-17 21:43:44,077 INFO Epoch 1 	 Batch 3699	LR : 0.00010	Top1 Acc.: 95.922	CLS Loss: 0.149	Mixup Loss: 1.307	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.153	Tot. Loss: 1.456
+2025-09-17 21:49:47,204 INFO Epoch 1 	 Batch 3799	LR : 0.00010	Top1 Acc.: 95.609	CLS Loss: 0.158	Mixup Loss: 1.334	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.178	Tot. Loss: 1.492
+2025-09-17 21:55:52,136 INFO Epoch 1 	 Batch 3899	LR : 0.00010	Top1 Acc.: 96.047	CLS Loss: 0.146	Mixup Loss: 1.303	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.157	Tot. Loss: 1.450
+2025-09-17 22:01:58,273 INFO Epoch 1 	 Batch 3999	LR : 0.00010	Top1 Acc.: 96.375	CLS Loss: 0.132	Mixup Loss: 1.298	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.155	Tot. Loss: 1.431
+2025-09-17 22:08:05,151 INFO Epoch 1 	 Batch 4099	LR : 0.00010	Top1 Acc.: 95.875	CLS Loss: 0.148	Mixup Loss: 1.316	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.158	Tot. Loss: 1.463
+2025-09-17 22:14:12,065 INFO Epoch 1 	 Batch 4199	LR : 0.00010	Top1 Acc.: 96.000	CLS Loss: 0.151	Mixup Loss: 1.310	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.205	Tot. Loss: 1.461
+2025-09-17 22:20:17,057 INFO Epoch 1 	 Batch 4299	LR : 0.00010	Top1 Acc.: 96.266	CLS Loss: 0.141	Mixup Loss: 1.303	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.176	Tot. Loss: 1.445
+2025-09-17 22:26:20,295 INFO Epoch 1 	 Batch 4399	LR : 0.00010	Top1 Acc.: 96.172	CLS Loss: 0.143	Mixup Loss: 1.292	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.176	Tot. Loss: 1.435
+2025-09-17 22:32:23,209 INFO Epoch 1 	 Batch 4499	LR : 0.00010	Top1 Acc.: 95.969	CLS Loss: 0.153	Mixup Loss: 1.307	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.165	Tot. Loss: 1.460
+2025-09-17 22:38:26,149 INFO Epoch 1 	 Batch 4599	LR : 0.00010	Top1 Acc.: 96.094	CLS Loss: 0.147	Mixup Loss: 1.284	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.139	Tot. Loss: 1.431
+2025-09-17 22:44:28,986 INFO Epoch 1 	 Batch 4699	LR : 0.00010	Top1 Acc.: 96.109	CLS Loss: 0.142	Mixup Loss: 1.308	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.139	Tot. Loss: 1.450
+2025-09-17 22:50:31,865 INFO Epoch 1 	 Batch 4799	LR : 0.00010	Top1 Acc.: 95.906	CLS Loss: 0.147	Mixup Loss: 1.315	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.155	Tot. Loss: 1.462
+2025-09-17 22:56:34,788 INFO Epoch 1 	 Batch 4899	LR : 0.00010	Top1 Acc.: 95.797	CLS Loss: 0.154	Mixup Loss: 1.316	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.188	Tot. Loss: 1.470
+2025-09-17 23:02:37,748 INFO Epoch 1 	 Batch 4999	LR : 0.00010	Top1 Acc.: 96.188	CLS Loss: 0.142	Mixup Loss: 1.290	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.144	Tot. Loss: 1.431
+2025-09-17 23:09:50,825 INFO ################## 
+ ---> Validation Epoch 1 (Original Model)	Acc.: 82.014	FPR: 57.889	AUROC: 87.464	AUPR: 60.976	AURC: 47.908	EAURC: 30.665	AUPR Succ.: 96.389	ECE: 4.618	NLL: 7.118	Brier: 25.936
+2025-09-17 23:16:35,803 INFO ################## 
+ ---> Validation Epoch 1 (EMA Model)	Acc.: 82.014	FPR: 57.856	AUROC: 87.465	AUPR: 60.993	AURC: 47.911	EAURC: 30.669	AUPR Succ.: 96.389	ECE: 4.598	NLL: 7.117	Brier: 25.934
+2025-09-17 23:16:35,857 INFO Original Model Accuracy improved from 0.00 to 82.01!!!
+2025-09-17 23:16:42,658 INFO EMA Model Accuracy improved from 0.00 to 82.01!!!
+2025-09-17 23:16:50,665 INFO ####### --- Training Epoch 2 --- #######
+2025-09-17 23:36:34,978 INFO Epoch 2 	 Batch 99	LR : 0.00010	Top1 Acc.: 96.188	CLS Loss: 0.144	Mixup Loss: 1.320	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.172	Tot. Loss: 1.464
+2025-09-17 23:42:37,897 INFO Epoch 2 	 Batch 199	LR : 0.00010	Top1 Acc.: 96.234	CLS Loss: 0.139	Mixup Loss: 1.298	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.158	Tot. Loss: 1.437
+2025-09-17 23:48:40,906 INFO Epoch 2 	 Batch 299	LR : 0.00010	Top1 Acc.: 95.844	CLS Loss: 0.144	Mixup Loss: 1.307	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.178	Tot. Loss: 1.451
+2025-09-17 23:54:43,892 INFO Epoch 2 	 Batch 399	LR : 0.00010	Top1 Acc.: 96.328	CLS Loss: 0.143	Mixup Loss: 1.298	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.100	Tot. Loss: 1.441
+2025-09-18 00:00:46,907 INFO Epoch 2 	 Batch 499	LR : 0.00010	Top1 Acc.: 95.891	CLS Loss: 0.153	Mixup Loss: 1.321	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.164	Tot. Loss: 1.474
+2025-09-18 00:06:51,327 INFO Epoch 2 	 Batch 599	LR : 0.00010	Top1 Acc.: 95.750	CLS Loss: 0.154	Mixup Loss: 1.318	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.195	Tot. Loss: 1.472
+2025-09-18 00:12:55,800 INFO Epoch 2 	 Batch 699	LR : 0.00010	Top1 Acc.: 95.984	CLS Loss: 0.147	Mixup Loss: 1.328	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.160	Tot. Loss: 1.476
+2025-09-18 00:19:00,542 INFO Epoch 2 	 Batch 799	LR : 0.00010	Top1 Acc.: 95.953	CLS Loss: 0.155	Mixup Loss: 1.304	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.137	Tot. Loss: 1.459
+2025-09-18 00:25:05,856 INFO Epoch 2 	 Batch 899	LR : 0.00010	Top1 Acc.: 96.078	CLS Loss: 0.142	Mixup Loss: 1.311	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.154	Tot. Loss: 1.452
+2025-09-18 00:31:09,716 INFO Epoch 2 	 Batch 999	LR : 0.00010	Top1 Acc.: 95.984	CLS Loss: 0.143	Mixup Loss: 1.308	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.161	Tot. Loss: 1.451
+2025-09-18 00:37:12,908 INFO Epoch 2 	 Batch 1099	LR : 0.00010	Top1 Acc.: 95.578	CLS Loss: 0.147	Mixup Loss: 1.318	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.139	Tot. Loss: 1.465
+2025-09-18 00:43:16,113 INFO Epoch 2 	 Batch 1199	LR : 0.00010	Top1 Acc.: 96.297	CLS Loss: 0.144	Mixup Loss: 1.316	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.157	Tot. Loss: 1.460
+2025-09-18 00:49:19,108 INFO Epoch 2 	 Batch 1299	LR : 0.00010	Top1 Acc.: 96.234	CLS Loss: 0.141	Mixup Loss: 1.303	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.167	Tot. Loss: 1.443
+2025-09-18 00:55:22,212 INFO Epoch 2 	 Batch 1399	LR : 0.00010	Top1 Acc.: 96.281	CLS Loss: 0.134	Mixup Loss: 1.268	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.106	Tot. Loss: 1.402
+2025-09-18 01:01:25,209 INFO Epoch 2 	 Batch 1499	LR : 0.00010	Top1 Acc.: 96.078	CLS Loss: 0.149	Mixup Loss: 1.306	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.151	Tot. Loss: 1.455
+2025-09-18 01:07:28,195 INFO Epoch 2 	 Batch 1599	LR : 0.00010	Top1 Acc.: 95.875	CLS Loss: 0.146	Mixup Loss: 1.307	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.186	Tot. Loss: 1.453
+2025-09-18 01:13:31,263 INFO Epoch 2 	 Batch 1699	LR : 0.00010	Top1 Acc.: 96.234	CLS Loss: 0.147	Mixup Loss: 1.290	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.155	Tot. Loss: 1.437
+2025-09-18 01:19:34,264 INFO Epoch 2 	 Batch 1799	LR : 0.00010	Top1 Acc.: 96.000	CLS Loss: 0.147	Mixup Loss: 1.307	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.125	Tot. Loss: 1.454
+2025-09-18 01:25:37,305 INFO Epoch 2 	 Batch 1899	LR : 0.00010	Top1 Acc.: 95.750	CLS Loss: 0.148	Mixup Loss: 1.300	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.205	Tot. Loss: 1.448
+2025-09-18 01:31:40,348 INFO Epoch 2 	 Batch 1999	LR : 0.00010	Top1 Acc.: 96.469	CLS Loss: 0.133	Mixup Loss: 1.292	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.107	Tot. Loss: 1.425
+2025-09-18 01:37:43,363 INFO Epoch 2 	 Batch 2099	LR : 0.00010	Top1 Acc.: 95.891	CLS Loss: 0.149	Mixup Loss: 1.304	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.170	Tot. Loss: 1.453
+2025-09-18 01:43:46,467 INFO Epoch 2 	 Batch 2199	LR : 0.00010	Top1 Acc.: 96.281	CLS Loss: 0.135	Mixup Loss: 1.289	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.151	Tot. Loss: 1.424
+2025-09-18 01:49:49,459 INFO Epoch 2 	 Batch 2299	LR : 0.00010	Top1 Acc.: 96.109	CLS Loss: 0.143	Mixup Loss: 1.315	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.184	Tot. Loss: 1.459
+2025-09-18 01:55:52,456 INFO Epoch 2 	 Batch 2399	LR : 0.00010	Top1 Acc.: 96.391	CLS Loss: 0.136	Mixup Loss: 1.280	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.162	Tot. Loss: 1.415
+2025-09-18 02:01:55,525 INFO Epoch 2 	 Batch 2499	LR : 0.00010	Top1 Acc.: 96.219	CLS Loss: 0.147	Mixup Loss: 1.311	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.166	Tot. Loss: 1.458
+2025-09-18 02:07:58,558 INFO Epoch 2 	 Batch 2599	LR : 0.00010	Top1 Acc.: 96.172	CLS Loss: 0.140	Mixup Loss: 1.301	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.173	Tot. Loss: 1.441
+2025-09-18 02:14:01,865 INFO Epoch 2 	 Batch 2699	LR : 0.00010	Top1 Acc.: 96.094	CLS Loss: 0.137	Mixup Loss: 1.292	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.145	Tot. Loss: 1.428
+2025-09-18 02:20:06,278 INFO Epoch 2 	 Batch 2799	LR : 0.00010	Top1 Acc.: 95.891	CLS Loss: 0.140	Mixup Loss: 1.308	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.154	Tot. Loss: 1.449
+2025-09-18 02:26:10,614 INFO Epoch 2 	 Batch 2899	LR : 0.00010	Top1 Acc.: 96.250	CLS Loss: 0.149	Mixup Loss: 1.336	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.165	Tot. Loss: 1.486
+2025-09-18 02:32:15,672 INFO Epoch 2 	 Batch 2999	LR : 0.00010	Top1 Acc.: 95.672	CLS Loss: 0.153	Mixup Loss: 1.312	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.143	Tot. Loss: 1.464
+2025-09-18 02:38:20,762 INFO Epoch 2 	 Batch 3099	LR : 0.00010	Top1 Acc.: 95.922	CLS Loss: 0.144	Mixup Loss: 1.303	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.141	Tot. Loss: 1.447
+2025-09-18 02:44:24,300 INFO Epoch 2 	 Batch 3199	LR : 0.00010	Top1 Acc.: 96.172	CLS Loss: 0.139	Mixup Loss: 1.294	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.143	Tot. Loss: 1.433
+2025-09-18 02:50:28,028 INFO Epoch 2 	 Batch 3299	LR : 0.00010	Top1 Acc.: 96.188	CLS Loss: 0.144	Mixup Loss: 1.305	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.140	Tot. Loss: 1.449
+2025-09-18 02:56:31,007 INFO Epoch 2 	 Batch 3399	LR : 0.00010	Top1 Acc.: 96.125	CLS Loss: 0.141	Mixup Loss: 1.296	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.160	Tot. Loss: 1.437
+2025-09-18 03:02:33,991 INFO Epoch 2 	 Batch 3499	LR : 0.00010	Top1 Acc.: 96.344	CLS Loss: 0.129	Mixup Loss: 1.287	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.116	Tot. Loss: 1.416
+2025-09-18 03:08:36,976 INFO Epoch 2 	 Batch 3599	LR : 0.00010	Top1 Acc.: 95.922	CLS Loss: 0.144	Mixup Loss: 1.318	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.183	Tot. Loss: 1.462
+2025-09-18 03:14:39,920 INFO Epoch 2 	 Batch 3699	LR : 0.00010	Top1 Acc.: 96.078	CLS Loss: 0.144	Mixup Loss: 1.286	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.150	Tot. Loss: 1.430
+2025-09-18 03:20:43,035 INFO Epoch 2 	 Batch 3799	LR : 0.00010	Top1 Acc.: 95.609	CLS Loss: 0.153	Mixup Loss: 1.310	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.159	Tot. Loss: 1.464
+2025-09-18 03:26:46,039 INFO Epoch 2 	 Batch 3899	LR : 0.00010	Top1 Acc.: 96.062	CLS Loss: 0.140	Mixup Loss: 1.306	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.175	Tot. Loss: 1.446
+2025-09-18 03:32:49,100 INFO Epoch 2 	 Batch 3999	LR : 0.00010	Top1 Acc.: 96.500	CLS Loss: 0.128	Mixup Loss: 1.272	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.144	Tot. Loss: 1.400
+2025-09-18 03:38:52,069 INFO Epoch 2 	 Batch 4099	LR : 0.00010	Top1 Acc.: 95.969	CLS Loss: 0.144	Mixup Loss: 1.299	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.136	Tot. Loss: 1.443
+2025-09-18 03:44:55,096 INFO Epoch 2 	 Batch 4199	LR : 0.00010	Top1 Acc.: 95.953	CLS Loss: 0.148	Mixup Loss: 1.310	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.136	Tot. Loss: 1.458
+2025-09-18 03:50:58,131 INFO Epoch 2 	 Batch 4299	LR : 0.00010	Top1 Acc.: 96.469	CLS Loss: 0.136	Mixup Loss: 1.296	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.125	Tot. Loss: 1.432
+2025-09-18 03:57:01,173 INFO Epoch 2 	 Batch 4399	LR : 0.00010	Top1 Acc.: 96.219	CLS Loss: 0.139	Mixup Loss: 1.296	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.102	Tot. Loss: 1.435
+2025-09-18 04:03:04,199 INFO Epoch 2 	 Batch 4499	LR : 0.00010	Top1 Acc.: 96.078	CLS Loss: 0.147	Mixup Loss: 1.289	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.168	Tot. Loss: 1.436
+2025-09-18 04:09:07,323 INFO Epoch 2 	 Batch 4599	LR : 0.00010	Top1 Acc.: 96.312	CLS Loss: 0.142	Mixup Loss: 1.286	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.134	Tot. Loss: 1.428
+2025-09-18 04:15:10,410 INFO Epoch 2 	 Batch 4699	LR : 0.00010	Top1 Acc.: 96.203	CLS Loss: 0.136	Mixup Loss: 1.305	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.172	Tot. Loss: 1.441
+2025-09-18 04:21:14,090 INFO Epoch 2 	 Batch 4799	LR : 0.00010	Top1 Acc.: 95.969	CLS Loss: 0.142	Mixup Loss: 1.282	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.138	Tot. Loss: 1.424
+2025-09-18 04:27:18,683 INFO Epoch 2 	 Batch 4899	LR : 0.00010	Top1 Acc.: 96.078	CLS Loss: 0.147	Mixup Loss: 1.295	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.178	Tot. Loss: 1.443
+2025-09-18 04:33:25,389 INFO Epoch 2 	 Batch 4999	LR : 0.00010	Top1 Acc.: 96.203	CLS Loss: 0.137	Mixup Loss: 1.293	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.134	Tot. Loss: 1.430
+2025-09-18 04:39:59,142 INFO ################## 
+ ---> Validation Epoch 2 (Original Model)	Acc.: 82.050	FPR: 57.850	AUROC: 87.671	AUPR: 60.589	AURC: 46.417	EAURC: 29.246	AUPR Succ.: 96.561	ECE: 4.707	NLL: 7.058	Brier: 25.898
+2025-09-18 04:46:03,592 INFO ################## 
+ ---> Validation Epoch 2 (EMA Model)	Acc.: 82.050	FPR: 57.905	AUROC: 87.663	AUPR: 60.611	AURC: 46.448	EAURC: 29.277	AUPR Succ.: 96.557	ECE: 4.692	NLL: 7.059	Brier: 25.902
+2025-09-18 04:46:03,676 INFO Original Model Accuracy improved from 82.01 to 82.05!!!
+2025-09-18 04:46:12,191 INFO EMA Model Accuracy improved from 82.01 to 82.05!!!
+2025-09-18 04:46:18,106 INFO ####### --- Training Epoch 3 --- #######
+2025-09-18 05:06:11,472 INFO Epoch 3 	 Batch 99	LR : 0.00010	Top1 Acc.: 96.250	CLS Loss: 0.140	Mixup Loss: 1.329	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.178	Tot. Loss: 1.469
+2025-09-18 05:12:14,593 INFO Epoch 3 	 Batch 199	LR : 0.00010	Top1 Acc.: 96.312	CLS Loss: 0.135	Mixup Loss: 1.291	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.134	Tot. Loss: 1.426
+2025-09-18 05:18:17,745 INFO Epoch 3 	 Batch 299	LR : 0.00010	Top1 Acc.: 96.031	CLS Loss: 0.139	Mixup Loss: 1.301	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.140	Tot. Loss: 1.440
+2025-09-18 05:24:20,911 INFO Epoch 3 	 Batch 399	LR : 0.00010	Top1 Acc.: 96.391	CLS Loss: 0.139	Mixup Loss: 1.294	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.130	Tot. Loss: 1.433
+2025-09-18 05:30:24,043 INFO Epoch 3 	 Batch 499	LR : 0.00010	Top1 Acc.: 95.984	CLS Loss: 0.148	Mixup Loss: 1.321	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.129	Tot. Loss: 1.469
+2025-09-18 05:36:27,273 INFO Epoch 3 	 Batch 599	LR : 0.00010	Top1 Acc.: 95.906	CLS Loss: 0.149	Mixup Loss: 1.292	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.141	Tot. Loss: 1.441
+2025-09-18 05:42:30,449 INFO Epoch 3 	 Batch 699	LR : 0.00010	Top1 Acc.: 96.109	CLS Loss: 0.142	Mixup Loss: 1.310	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.156	Tot. Loss: 1.452
+2025-09-18 05:48:33,580 INFO Epoch 3 	 Batch 799	LR : 0.00010	Top1 Acc.: 96.062	CLS Loss: 0.150	Mixup Loss: 1.295	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.154	Tot. Loss: 1.445
+2025-09-18 05:54:36,680 INFO Epoch 3 	 Batch 899	LR : 0.00010	Top1 Acc.: 96.000	CLS Loss: 0.138	Mixup Loss: 1.310	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.172	Tot. Loss: 1.448
+2025-09-18 06:00:39,900 INFO Epoch 3 	 Batch 999	LR : 0.00010	Top1 Acc.: 96.000	CLS Loss: 0.138	Mixup Loss: 1.282	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.181	Tot. Loss: 1.421
+2025-09-18 06:06:43,019 INFO Epoch 3 	 Batch 1099	LR : 0.00010	Top1 Acc.: 95.766	CLS Loss: 0.142	Mixup Loss: 1.286	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.143	Tot. Loss: 1.428
+2025-09-18 06:12:46,145 INFO Epoch 3 	 Batch 1199	LR : 0.00010	Top1 Acc.: 96.234	CLS Loss: 0.140	Mixup Loss: 1.301	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.140	Tot. Loss: 1.441
+2025-09-18 06:18:49,360 INFO Epoch 3 	 Batch 1299	LR : 0.00010	Top1 Acc.: 96.203	CLS Loss: 0.139	Mixup Loss: 1.301	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.165	Tot. Loss: 1.440
+2025-09-18 06:24:52,482 INFO Epoch 3 	 Batch 1399	LR : 0.00010	Top1 Acc.: 96.219	CLS Loss: 0.132	Mixup Loss: 1.270	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.112	Tot. Loss: 1.402
+2025-09-18 06:30:55,633 INFO Epoch 3 	 Batch 1499	LR : 0.00010	Top1 Acc.: 96.047	CLS Loss: 0.146	Mixup Loss: 1.307	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.155	Tot. Loss: 1.453
+2025-09-18 06:36:59,946 INFO Epoch 3 	 Batch 1599	LR : 0.00010	Top1 Acc.: 95.891	CLS Loss: 0.143	Mixup Loss: 1.306	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.169	Tot. Loss: 1.448
+2025-09-18 06:43:06,540 INFO Epoch 3 	 Batch 1699	LR : 0.00010	Top1 Acc.: 96.234	CLS Loss: 0.143	Mixup Loss: 1.277	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.087	Tot. Loss: 1.420
+2025-09-18 06:49:12,288 INFO Epoch 3 	 Batch 1799	LR : 0.00010	Top1 Acc.: 96.156	CLS Loss: 0.143	Mixup Loss: 1.293	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.142	Tot. Loss: 1.436
+2025-09-18 06:55:19,173 INFO Epoch 3 	 Batch 1899	LR : 0.00010	Top1 Acc.: 95.891	CLS Loss: 0.144	Mixup Loss: 1.311	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.159	Tot. Loss: 1.455
+2025-09-18 07:01:25,064 INFO Epoch 3 	 Batch 1999	LR : 0.00010	Top1 Acc.: 96.547	CLS Loss: 0.130	Mixup Loss: 1.289	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.170	Tot. Loss: 1.419
+2025-09-18 07:07:28,807 INFO Epoch 3 	 Batch 2099	LR : 0.00010	Top1 Acc.: 95.875	CLS Loss: 0.147	Mixup Loss: 1.301	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.183	Tot. Loss: 1.448
+2025-09-18 07:13:32,014 INFO Epoch 3 	 Batch 2199	LR : 0.00010	Top1 Acc.: 96.375	CLS Loss: 0.132	Mixup Loss: 1.282	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.137	Tot. Loss: 1.415
+2025-09-18 07:19:35,095 INFO Epoch 3 	 Batch 2299	LR : 0.00010	Top1 Acc.: 96.266	CLS Loss: 0.140	Mixup Loss: 1.310	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.155	Tot. Loss: 1.450
+2025-09-18 07:25:38,250 INFO Epoch 3 	 Batch 2399	LR : 0.00010	Top1 Acc.: 96.422	CLS Loss: 0.133	Mixup Loss: 1.273	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.128	Tot. Loss: 1.406
+2025-09-18 07:31:41,602 INFO Epoch 3 	 Batch 2499	LR : 0.00010	Top1 Acc.: 96.188	CLS Loss: 0.144	Mixup Loss: 1.302	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.154	Tot. Loss: 1.445
+2025-09-18 07:37:44,708 INFO Epoch 3 	 Batch 2599	LR : 0.00010	Top1 Acc.: 96.156	CLS Loss: 0.135	Mixup Loss: 1.290	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.121	Tot. Loss: 1.425
+2025-09-18 07:43:47,794 INFO Epoch 3 	 Batch 2699	LR : 0.00010	Top1 Acc.: 96.234	CLS Loss: 0.132	Mixup Loss: 1.307	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.135	Tot. Loss: 1.439
+2025-09-18 07:49:50,925 INFO Epoch 3 	 Batch 2799	LR : 0.00010	Top1 Acc.: 96.047	CLS Loss: 0.136	Mixup Loss: 1.290	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.137	Tot. Loss: 1.427
+2025-09-18 07:55:54,129 INFO Epoch 3 	 Batch 2899	LR : 0.00010	Top1 Acc.: 96.312	CLS Loss: 0.145	Mixup Loss: 1.331	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.182	Tot. Loss: 1.476
+2025-09-18 08:01:57,183 INFO Epoch 3 	 Batch 2999	LR : 0.00010	Top1 Acc.: 95.828	CLS Loss: 0.148	Mixup Loss: 1.308	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.169	Tot. Loss: 1.456
+2025-09-18 08:08:00,241 INFO Epoch 3 	 Batch 3099	LR : 0.00010	Top1 Acc.: 96.125	CLS Loss: 0.141	Mixup Loss: 1.298	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.161	Tot. Loss: 1.439
+2025-09-18 08:14:03,299 INFO Epoch 3 	 Batch 3199	LR : 0.00010	Top1 Acc.: 96.234	CLS Loss: 0.135	Mixup Loss: 1.290	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.129	Tot. Loss: 1.426
+2025-09-18 08:20:06,453 INFO Epoch 3 	 Batch 3299	LR : 0.00010	Top1 Acc.: 96.281	CLS Loss: 0.142	Mixup Loss: 1.294	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.157	Tot. Loss: 1.436
+2025-09-18 08:26:09,482 INFO Epoch 3 	 Batch 3399	LR : 0.00010	Top1 Acc.: 96.156	CLS Loss: 0.138	Mixup Loss: 1.289	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.148	Tot. Loss: 1.427
+2025-09-18 08:32:12,543 INFO Epoch 3 	 Batch 3499	LR : 0.00010	Top1 Acc.: 96.234	CLS Loss: 0.126	Mixup Loss: 1.283	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.149	Tot. Loss: 1.409
+2025-09-18 08:38:15,558 INFO Epoch 3 	 Batch 3599	LR : 0.00010	Top1 Acc.: 96.047	CLS Loss: 0.141	Mixup Loss: 1.308	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.211	Tot. Loss: 1.448
+2025-09-18 08:44:19,085 INFO Epoch 3 	 Batch 3699	LR : 0.00010	Top1 Acc.: 96.203	CLS Loss: 0.140	Mixup Loss: 1.279	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.114	Tot. Loss: 1.419
+2025-09-18 08:50:25,508 INFO Epoch 3 	 Batch 3799	LR : 0.00010	Top1 Acc.: 95.641	CLS Loss: 0.150	Mixup Loss: 1.311	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.136	Tot. Loss: 1.460
+2025-09-18 08:56:32,098 INFO Epoch 3 	 Batch 3899	LR : 0.00010	Top1 Acc.: 96.203	CLS Loss: 0.138	Mixup Loss: 1.301	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.189	Tot. Loss: 1.439
+2025-09-18 09:02:39,142 INFO Epoch 3 	 Batch 3999	LR : 0.00010	Top1 Acc.: 96.609	CLS Loss: 0.124	Mixup Loss: 1.260	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.110	Tot. Loss: 1.384
+2025-09-18 09:08:45,831 INFO Epoch 3 	 Batch 4099	LR : 0.00010	Top1 Acc.: 95.953	CLS Loss: 0.141	Mixup Loss: 1.298	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.134	Tot. Loss: 1.439
+2025-09-18 09:14:49,078 INFO Epoch 3 	 Batch 4199	LR : 0.00010	Top1 Acc.: 96.141	CLS Loss: 0.143	Mixup Loss: 1.276	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.159	Tot. Loss: 1.419
+2025-09-18 09:20:52,362 INFO Epoch 3 	 Batch 4299	LR : 0.00010	Top1 Acc.: 96.547	CLS Loss: 0.134	Mixup Loss: 1.295	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.141	Tot. Loss: 1.429
+2025-09-18 09:26:55,489 INFO Epoch 3 	 Batch 4399	LR : 0.00010	Top1 Acc.: 96.234	CLS Loss: 0.137	Mixup Loss: 1.279	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.133	Tot. Loss: 1.416
+2025-09-18 09:32:58,668 INFO Epoch 3 	 Batch 4499	LR : 0.00009	Top1 Acc.: 96.141	CLS Loss: 0.144	Mixup Loss: 1.282	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.148	Tot. Loss: 1.427
+2025-09-18 09:39:01,743 INFO Epoch 3 	 Batch 4599	LR : 0.00009	Top1 Acc.: 96.281	CLS Loss: 0.139	Mixup Loss: 1.278	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.093	Tot. Loss: 1.417
+2025-09-18 09:45:04,817 INFO Epoch 3 	 Batch 4699	LR : 0.00009	Top1 Acc.: 96.219	CLS Loss: 0.134	Mixup Loss: 1.293	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.146	Tot. Loss: 1.427
+2025-09-18 09:51:07,895 INFO Epoch 3 	 Batch 4799	LR : 0.00009	Top1 Acc.: 95.984	CLS Loss: 0.140	Mixup Loss: 1.299	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.138	Tot. Loss: 1.439
+2025-09-18 09:57:11,015 INFO Epoch 3 	 Batch 4899	LR : 0.00009	Top1 Acc.: 96.094	CLS Loss: 0.146	Mixup Loss: 1.286	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.173	Tot. Loss: 1.432
+2025-09-18 10:03:14,084 INFO Epoch 3 	 Batch 4999	LR : 0.00009	Top1 Acc.: 96.266	CLS Loss: 0.134	Mixup Loss: 1.284	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.117	Tot. Loss: 1.417
+2025-09-18 10:09:44,500 INFO ################## 
+ ---> Validation Epoch 3 (Original Model)	Acc.: 82.016	FPR: 58.029	AUROC: 87.807	AUPR: 61.004	AURC: 45.823	EAURC: 28.584	AUPR Succ.: 96.639	ECE: 4.724	NLL: 7.038	Brier: 25.913
+2025-09-18 10:15:51,235 INFO ################## 
+ ---> Validation Epoch 3 (EMA Model)	Acc.: 81.998	FPR: 57.594	AUROC: 87.838	AUPR: 61.032	AURC: 45.858	EAURC: 28.584	AUPR Succ.: 96.638	ECE: 4.785	NLL: 7.041	Brier: 25.907
+2025-09-18 10:15:51,348 INFO ####### --- Training Epoch 4 --- #######
+2025-09-18 10:34:57,038 INFO Epoch 4 	 Batch 99	LR : 0.00009	Top1 Acc.: 96.297	CLS Loss: 0.137	Mixup Loss: 1.296	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.153	Tot. Loss: 1.433
+2025-09-18 10:41:00,061 INFO Epoch 4 	 Batch 199	LR : 0.00009	Top1 Acc.: 96.328	CLS Loss: 0.132	Mixup Loss: 1.285	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.123	Tot. Loss: 1.417
+2025-09-18 10:47:03,259 INFO Epoch 4 	 Batch 299	LR : 0.00009	Top1 Acc.: 96.062	CLS Loss: 0.136	Mixup Loss: 1.296	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.141	Tot. Loss: 1.432
+2025-09-18 10:53:06,796 INFO Epoch 4 	 Batch 399	LR : 0.00009	Top1 Acc.: 96.516	CLS Loss: 0.136	Mixup Loss: 1.288	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.172	Tot. Loss: 1.424
+2025-09-18 10:59:13,122 INFO Epoch 4 	 Batch 499	LR : 0.00009	Top1 Acc.: 95.984	CLS Loss: 0.146	Mixup Loss: 1.298	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.175	Tot. Loss: 1.443
+2025-09-18 11:05:19,087 INFO Epoch 4 	 Batch 599	LR : 0.00009	Top1 Acc.: 96.031	CLS Loss: 0.146	Mixup Loss: 1.290	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.171	Tot. Loss: 1.436
+2025-09-18 11:11:24,891 INFO Epoch 4 	 Batch 699	LR : 0.00009	Top1 Acc.: 96.016	CLS Loss: 0.139	Mixup Loss: 1.302	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.184	Tot. Loss: 1.441
+2025-09-18 11:17:29,713 INFO Epoch 4 	 Batch 799	LR : 0.00009	Top1 Acc.: 96.109	CLS Loss: 0.148	Mixup Loss: 1.296	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.148	Tot. Loss: 1.445
+2025-09-18 11:23:33,058 INFO Epoch 4 	 Batch 899	LR : 0.00009	Top1 Acc.: 96.172	CLS Loss: 0.135	Mixup Loss: 1.299	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.146	Tot. Loss: 1.434
+2025-09-18 11:29:36,199 INFO Epoch 4 	 Batch 999	LR : 0.00009	Top1 Acc.: 96.078	CLS Loss: 0.136	Mixup Loss: 1.283	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.147	Tot. Loss: 1.419
+2025-09-18 11:35:39,233 INFO Epoch 4 	 Batch 1099	LR : 0.00009	Top1 Acc.: 95.766	CLS Loss: 0.139	Mixup Loss: 1.278	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.134	Tot. Loss: 1.416
+2025-09-18 11:41:42,225 INFO Epoch 4 	 Batch 1199	LR : 0.00009	Top1 Acc.: 96.234	CLS Loss: 0.138	Mixup Loss: 1.297	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.133	Tot. Loss: 1.435
+2025-09-18 11:47:45,120 INFO Epoch 4 	 Batch 1299	LR : 0.00009	Top1 Acc.: 96.156	CLS Loss: 0.136	Mixup Loss: 1.296	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.163	Tot. Loss: 1.432
+2025-09-18 11:53:48,001 INFO Epoch 4 	 Batch 1399	LR : 0.00009	Top1 Acc.: 96.375	CLS Loss: 0.127	Mixup Loss: 1.265	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.112	Tot. Loss: 1.392
+2025-09-18 11:59:50,963 INFO Epoch 4 	 Batch 1499	LR : 0.00009	Top1 Acc.: 96.172	CLS Loss: 0.141	Mixup Loss: 1.292	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.161	Tot. Loss: 1.434
+2025-09-18 12:05:53,883 INFO Epoch 4 	 Batch 1599	LR : 0.00009	Top1 Acc.: 96.047	CLS Loss: 0.141	Mixup Loss: 1.285	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.150	Tot. Loss: 1.426
+2025-09-18 12:11:56,759 INFO Epoch 4 	 Batch 1699	LR : 0.00009	Top1 Acc.: 96.203	CLS Loss: 0.141	Mixup Loss: 1.286	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.132	Tot. Loss: 1.427
+2025-09-18 12:17:59,928 INFO Epoch 4 	 Batch 1799	LR : 0.00009	Top1 Acc.: 96.281	CLS Loss: 0.141	Mixup Loss: 1.273	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.155	Tot. Loss: 1.414
+2025-09-18 12:24:02,928 INFO Epoch 4 	 Batch 1899	LR : 0.00009	Top1 Acc.: 95.906	CLS Loss: 0.141	Mixup Loss: 1.299	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.187	Tot. Loss: 1.441
+2025-09-18 12:30:06,447 INFO Epoch 4 	 Batch 1999	LR : 0.00009	Top1 Acc.: 96.516	CLS Loss: 0.128	Mixup Loss: 1.281	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.109	Tot. Loss: 1.409
+2025-09-18 12:36:09,719 INFO Epoch 4 	 Batch 2099	LR : 0.00009	Top1 Acc.: 96.047	CLS Loss: 0.143	Mixup Loss: 1.294	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.170	Tot. Loss: 1.437
+2025-09-18 12:42:12,894 INFO Epoch 4 	 Batch 2199	LR : 0.00009	Top1 Acc.: 96.438	CLS Loss: 0.129	Mixup Loss: 1.279	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.135	Tot. Loss: 1.408
+2025-09-18 12:48:16,063 INFO Epoch 4 	 Batch 2299	LR : 0.00009	Top1 Acc.: 96.078	CLS Loss: 0.138	Mixup Loss: 1.284	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.144	Tot. Loss: 1.421
+2025-09-18 12:54:19,183 INFO Epoch 4 	 Batch 2399	LR : 0.00009	Top1 Acc.: 96.484	CLS Loss: 0.130	Mixup Loss: 1.282	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.096	Tot. Loss: 1.412
+2025-09-18 13:00:22,516 INFO Epoch 4 	 Batch 2499	LR : 0.00009	Top1 Acc.: 96.125	CLS Loss: 0.142	Mixup Loss: 1.311	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.137	Tot. Loss: 1.453
+2025-09-18 13:06:28,596 INFO Epoch 4 	 Batch 2599	LR : 0.00009	Top1 Acc.: 96.328	CLS Loss: 0.133	Mixup Loss: 1.291	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.151	Tot. Loss: 1.423
+2025-09-18 13:12:34,620 INFO Epoch 4 	 Batch 2699	LR : 0.00009	Top1 Acc.: 96.203	CLS Loss: 0.132	Mixup Loss: 1.295	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.139	Tot. Loss: 1.427
+2025-09-18 13:18:41,281 INFO Epoch 4 	 Batch 2799	LR : 0.00009	Top1 Acc.: 96.109	CLS Loss: 0.134	Mixup Loss: 1.276	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.144	Tot. Loss: 1.410
+2025-09-18 13:24:48,077 INFO Epoch 4 	 Batch 2899	LR : 0.00009	Top1 Acc.: 96.422	CLS Loss: 0.143	Mixup Loss: 1.314	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.153	Tot. Loss: 1.456
+2025-09-18 13:30:54,577 INFO Epoch 4 	 Batch 2999	LR : 0.00009	Top1 Acc.: 95.828	CLS Loss: 0.147	Mixup Loss: 1.305	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.167	Tot. Loss: 1.452
+2025-09-18 13:36:57,398 INFO Epoch 4 	 Batch 3099	LR : 0.00009	Top1 Acc.: 96.062	CLS Loss: 0.139	Mixup Loss: 1.285	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.130	Tot. Loss: 1.424
+2025-09-18 13:43:00,860 INFO Epoch 4 	 Batch 3199	LR : 0.00009	Top1 Acc.: 96.078	CLS Loss: 0.134	Mixup Loss: 1.291	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.143	Tot. Loss: 1.425
+2025-09-18 13:49:03,962 INFO Epoch 4 	 Batch 3299	LR : 0.00009	Top1 Acc.: 96.297	CLS Loss: 0.140	Mixup Loss: 1.298	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.169	Tot. Loss: 1.437
+2025-09-18 13:55:07,238 INFO Epoch 4 	 Batch 3399	LR : 0.00009	Top1 Acc.: 96.250	CLS Loss: 0.136	Mixup Loss: 1.279	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.136	Tot. Loss: 1.416
+2025-09-18 14:01:10,245 INFO Epoch 4 	 Batch 3499	LR : 0.00009	Top1 Acc.: 96.453	CLS Loss: 0.123	Mixup Loss: 1.277	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.124	Tot. Loss: 1.401
+2025-09-18 14:07:13,279 INFO Epoch 4 	 Batch 3599	LR : 0.00009	Top1 Acc.: 96.172	CLS Loss: 0.138	Mixup Loss: 1.285	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.134	Tot. Loss: 1.423
+2025-09-18 14:13:16,394 INFO Epoch 4 	 Batch 3699	LR : 0.00009	Top1 Acc.: 96.125	CLS Loss: 0.138	Mixup Loss: 1.276	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.145	Tot. Loss: 1.415
+2025-09-18 14:19:19,478 INFO Epoch 4 	 Batch 3799	LR : 0.00009	Top1 Acc.: 95.797	CLS Loss: 0.147	Mixup Loss: 1.314	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.174	Tot. Loss: 1.461
+2025-09-18 14:25:22,539 INFO Epoch 4 	 Batch 3899	LR : 0.00009	Top1 Acc.: 96.156	CLS Loss: 0.135	Mixup Loss: 1.295	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.162	Tot. Loss: 1.430
+2025-09-18 14:31:25,622 INFO Epoch 4 	 Batch 3999	LR : 0.00009	Top1 Acc.: 96.734	CLS Loss: 0.122	Mixup Loss: 1.261	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.120	Tot. Loss: 1.383
+2025-09-18 14:37:28,769 INFO Epoch 4 	 Batch 4099	LR : 0.00009	Top1 Acc.: 96.156	CLS Loss: 0.138	Mixup Loss: 1.297	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.136	Tot. Loss: 1.435
+2025-09-18 14:43:31,810 INFO Epoch 4 	 Batch 4199	LR : 0.00009	Top1 Acc.: 96.250	CLS Loss: 0.141	Mixup Loss: 1.286	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.177	Tot. Loss: 1.427
+2025-09-18 14:49:34,797 INFO Epoch 4 	 Batch 4299	LR : 0.00009	Top1 Acc.: 96.609	CLS Loss: 0.130	Mixup Loss: 1.287	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.128	Tot. Loss: 1.417
+2025-09-18 14:55:37,808 INFO Epoch 4 	 Batch 4399	LR : 0.00009	Top1 Acc.: 96.375	CLS Loss: 0.134	Mixup Loss: 1.275	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.132	Tot. Loss: 1.409
+2025-09-18 15:01:40,641 INFO Epoch 4 	 Batch 4499	LR : 0.00009	Top1 Acc.: 96.125	CLS Loss: 0.143	Mixup Loss: 1.288	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.134	Tot. Loss: 1.431
+2025-09-18 15:07:43,505 INFO Epoch 4 	 Batch 4599	LR : 0.00009	Top1 Acc.: 96.375	CLS Loss: 0.136	Mixup Loss: 1.274	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.118	Tot. Loss: 1.410
+2025-09-18 15:13:46,497 INFO Epoch 4 	 Batch 4699	LR : 0.00009	Top1 Acc.: 96.281	CLS Loss: 0.131	Mixup Loss: 1.295	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.163	Tot. Loss: 1.425
+2025-09-18 15:19:51,002 INFO Epoch 4 	 Batch 4799	LR : 0.00009	Top1 Acc.: 96.062	CLS Loss: 0.138	Mixup Loss: 1.280	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.123	Tot. Loss: 1.418
+2025-09-18 15:25:56,155 INFO Epoch 4 	 Batch 4899	LR : 0.00009	Top1 Acc.: 96.141	CLS Loss: 0.143	Mixup Loss: 1.286	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.093	Tot. Loss: 1.429
+2025-09-18 15:32:01,710 INFO Epoch 4 	 Batch 4999	LR : 0.00009	Top1 Acc.: 96.203	CLS Loss: 0.131	Mixup Loss: 1.277	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.120	Tot. Loss: 1.408
+2025-09-18 15:39:01,355 INFO ################## 
+ ---> Validation Epoch 4 (Original Model)	Acc.: 82.012	FPR: 57.916	AUROC: 87.865	AUPR: 60.904	AURC: 45.424	EAURC: 28.178	AUPR Succ.: 96.688	ECE: 4.754	NLL: 7.025	Brier: 25.922
+2025-09-18 15:45:15,956 INFO ################## 
+ ---> Validation Epoch 4 (EMA Model)	Acc.: 82.026	FPR: 57.850	AUROC: 87.835	AUPR: 60.853	AURC: 45.562	EAURC: 28.343	AUPR Succ.: 96.669	ECE: 4.776	NLL: 7.031	Brier: 25.916
+2025-09-18 15:45:16,085 INFO ####### --- Training Epoch 5 --- #######
+2025-09-18 16:08:40,006 INFO Epoch 5 	 Batch 99	LR : 0.00009	Top1 Acc.: 96.328	CLS Loss: 0.135	Mixup Loss: 1.307	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.163	Tot. Loss: 1.442
+2025-09-18 16:14:43,001 INFO Epoch 5 	 Batch 199	LR : 0.00009	Top1 Acc.: 96.484	CLS Loss: 0.130	Mixup Loss: 1.276	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.109	Tot. Loss: 1.406
+2025-09-18 16:20:46,017 INFO Epoch 5 	 Batch 299	LR : 0.00009	Top1 Acc.: 96.109	CLS Loss: 0.135	Mixup Loss: 1.279	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.133	Tot. Loss: 1.414
+2025-09-18 16:26:49,140 INFO Epoch 5 	 Batch 399	LR : 0.00009	Top1 Acc.: 96.531	CLS Loss: 0.134	Mixup Loss: 1.286	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.125	Tot. Loss: 1.420
+2025-09-18 16:32:52,793 INFO Epoch 5 	 Batch 499	LR : 0.00009	Top1 Acc.: 95.953	CLS Loss: 0.143	Mixup Loss: 1.301	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.173	Tot. Loss: 1.445
+2025-09-18 16:38:56,035 INFO Epoch 5 	 Batch 599	LR : 0.00009	Top1 Acc.: 96.234	CLS Loss: 0.144	Mixup Loss: 1.289	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.142	Tot. Loss: 1.433
+2025-09-18 16:44:59,334 INFO Epoch 5 	 Batch 699	LR : 0.00009	Top1 Acc.: 96.094	CLS Loss: 0.137	Mixup Loss: 1.288	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.106	Tot. Loss: 1.424
+2025-09-18 16:51:02,464 INFO Epoch 5 	 Batch 799	LR : 0.00009	Top1 Acc.: 96.156	CLS Loss: 0.146	Mixup Loss: 1.271	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.163	Tot. Loss: 1.417
+2025-09-18 16:57:05,635 INFO Epoch 5 	 Batch 899	LR : 0.00009	Top1 Acc.: 96.172	CLS Loss: 0.133	Mixup Loss: 1.302	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.157	Tot. Loss: 1.435
+2025-09-18 17:03:08,746 INFO Epoch 5 	 Batch 999	LR : 0.00009	Top1 Acc.: 96.141	CLS Loss: 0.133	Mixup Loss: 1.278	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.109	Tot. Loss: 1.411
+2025-09-18 17:09:11,926 INFO Epoch 5 	 Batch 1099	LR : 0.00009	Top1 Acc.: 95.844	CLS Loss: 0.137	Mixup Loss: 1.290	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.121	Tot. Loss: 1.427
+2025-09-18 17:15:15,049 INFO Epoch 5 	 Batch 1199	LR : 0.00009	Top1 Acc.: 96.312	CLS Loss: 0.136	Mixup Loss: 1.280	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.156	Tot. Loss: 1.416
+2025-09-18 17:21:18,147 INFO Epoch 5 	 Batch 1299	LR : 0.00009	Top1 Acc.: 96.156	CLS Loss: 0.133	Mixup Loss: 1.301	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.097	Tot. Loss: 1.434
+2025-09-18 17:27:21,292 INFO Epoch 5 	 Batch 1399	LR : 0.00009	Top1 Acc.: 96.344	CLS Loss: 0.127	Mixup Loss: 1.259	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.118	Tot. Loss: 1.385
+2025-09-18 17:33:26,228 INFO Epoch 5 	 Batch 1499	LR : 0.00009	Top1 Acc.: 96.234	CLS Loss: 0.140	Mixup Loss: 1.290	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.119	Tot. Loss: 1.430
+2025-09-18 17:39:30,965 INFO Epoch 5 	 Batch 1599	LR : 0.00009	Top1 Acc.: 96.031	CLS Loss: 0.139	Mixup Loss: 1.283	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.112	Tot. Loss: 1.422
+2025-09-18 17:45:36,322 INFO Epoch 5 	 Batch 1699	LR : 0.00009	Top1 Acc.: 96.297	CLS Loss: 0.139	Mixup Loss: 1.287	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.129	Tot. Loss: 1.425
+2025-09-18 17:51:41,743 INFO Epoch 5 	 Batch 1799	LR : 0.00009	Top1 Acc.: 96.156	CLS Loss: 0.139	Mixup Loss: 1.293	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.097	Tot. Loss: 1.432
+2025-09-18 17:57:44,888 INFO Epoch 5 	 Batch 1899	LR : 0.00009	Top1 Acc.: 96.047	CLS Loss: 0.138	Mixup Loss: 1.292	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.114	Tot. Loss: 1.429
+2025-09-18 18:03:48,339 INFO Epoch 5 	 Batch 1999	LR : 0.00009	Top1 Acc.: 96.609	CLS Loss: 0.126	Mixup Loss: 1.280	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.127	Tot. Loss: 1.407
+2025-09-18 18:09:51,250 INFO Epoch 5 	 Batch 2099	LR : 0.00009	Top1 Acc.: 96.078	CLS Loss: 0.142	Mixup Loss: 1.278	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.135	Tot. Loss: 1.420
+2025-09-18 18:15:54,242 INFO Epoch 5 	 Batch 2199	LR : 0.00009	Top1 Acc.: 96.516	CLS Loss: 0.128	Mixup Loss: 1.285	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.119	Tot. Loss: 1.412
+2025-09-18 18:21:57,288 INFO Epoch 5 	 Batch 2299	LR : 0.00009	Top1 Acc.: 96.203	CLS Loss: 0.135	Mixup Loss: 1.296	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.152	Tot. Loss: 1.431
+2025-09-18 18:28:00,250 INFO Epoch 5 	 Batch 2399	LR : 0.00009	Top1 Acc.: 96.531	CLS Loss: 0.128	Mixup Loss: 1.269	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.148	Tot. Loss: 1.397
+2025-09-18 18:34:03,251 INFO Epoch 5 	 Batch 2499	LR : 0.00009	Top1 Acc.: 96.125	CLS Loss: 0.140	Mixup Loss: 1.292	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.106	Tot. Loss: 1.432
+2025-09-18 18:40:06,188 INFO Epoch 5 	 Batch 2599	LR : 0.00009	Top1 Acc.: 96.406	CLS Loss: 0.131	Mixup Loss: 1.293	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.114	Tot. Loss: 1.424
+2025-09-18 18:46:09,277 INFO Epoch 5 	 Batch 2699	LR : 0.00009	Top1 Acc.: 96.516	CLS Loss: 0.129	Mixup Loss: 1.286	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.169	Tot. Loss: 1.415
+2025-09-18 18:52:12,290 INFO Epoch 5 	 Batch 2799	LR : 0.00009	Top1 Acc.: 96.094	CLS Loss: 0.132	Mixup Loss: 1.282	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.131	Tot. Loss: 1.414
+2025-09-18 18:58:15,268 INFO Epoch 5 	 Batch 2899	LR : 0.00009	Top1 Acc.: 96.438	CLS Loss: 0.141	Mixup Loss: 1.317	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.153	Tot. Loss: 1.459
+2025-09-18 19:04:18,229 INFO Epoch 5 	 Batch 2999	LR : 0.00009	Top1 Acc.: 95.875	CLS Loss: 0.144	Mixup Loss: 1.279	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.175	Tot. Loss: 1.424
+2025-09-18 19:10:21,318 INFO Epoch 5 	 Batch 3099	LR : 0.00009	Top1 Acc.: 96.203	CLS Loss: 0.137	Mixup Loss: 1.291	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.162	Tot. Loss: 1.428
+2025-09-18 19:16:24,353 INFO Epoch 5 	 Batch 3199	LR : 0.00009	Top1 Acc.: 96.281	CLS Loss: 0.132	Mixup Loss: 1.284	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.129	Tot. Loss: 1.416
+2025-09-18 19:22:27,350 INFO Epoch 5 	 Batch 3299	LR : 0.00009	Top1 Acc.: 96.344	CLS Loss: 0.138	Mixup Loss: 1.286	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.129	Tot. Loss: 1.424
+2025-09-18 19:28:30,347 INFO Epoch 5 	 Batch 3399	LR : 0.00009	Top1 Acc.: 96.453	CLS Loss: 0.134	Mixup Loss: 1.287	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.115	Tot. Loss: 1.421
+2025-09-18 19:34:33,549 INFO Epoch 5 	 Batch 3499	LR : 0.00009	Top1 Acc.: 96.500	CLS Loss: 0.122	Mixup Loss: 1.288	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.131	Tot. Loss: 1.410
+2025-09-18 19:40:37,350 INFO Epoch 5 	 Batch 3599	LR : 0.00009	Top1 Acc.: 96.125	CLS Loss: 0.135	Mixup Loss: 1.296	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.164	Tot. Loss: 1.432
+2025-09-18 19:46:41,825 INFO Epoch 5 	 Batch 3699	LR : 0.00009	Top1 Acc.: 96.219	CLS Loss: 0.136	Mixup Loss: 1.264	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.121	Tot. Loss: 1.400
+2025-09-18 19:52:46,415 INFO Epoch 5 	 Batch 3799	LR : 0.00009	Top1 Acc.: 95.734	CLS Loss: 0.145	Mixup Loss: 1.293	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.152	Tot. Loss: 1.438
+2025-09-18 19:58:51,631 INFO Epoch 5 	 Batch 3899	LR : 0.00009	Top1 Acc.: 96.297	CLS Loss: 0.134	Mixup Loss: 1.286	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.104	Tot. Loss: 1.420
+2025-09-18 20:04:56,542 INFO Epoch 5 	 Batch 3999	LR : 0.00009	Top1 Acc.: 96.688	CLS Loss: 0.120	Mixup Loss: 1.250	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.142	Tot. Loss: 1.370
+2025-09-18 20:10:59,523 INFO Epoch 5 	 Batch 4099	LR : 0.00009	Top1 Acc.: 96.109	CLS Loss: 0.136	Mixup Loss: 1.298	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.148	Tot. Loss: 1.434
+2025-09-18 20:17:03,041 INFO Epoch 5 	 Batch 4199	LR : 0.00009	Top1 Acc.: 96.141	CLS Loss: 0.140	Mixup Loss: 1.289	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.163	Tot. Loss: 1.429
+2025-09-18 20:23:06,178 INFO Epoch 5 	 Batch 4299	LR : 0.00009	Top1 Acc.: 96.547	CLS Loss: 0.131	Mixup Loss: 1.271	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.134	Tot. Loss: 1.402
+2025-09-18 20:29:09,173 INFO Epoch 5 	 Batch 4399	LR : 0.00009	Top1 Acc.: 96.359	CLS Loss: 0.132	Mixup Loss: 1.259	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.125	Tot. Loss: 1.391
+2025-09-18 20:35:12,145 INFO Epoch 5 	 Batch 4499	LR : 0.00009	Top1 Acc.: 96.203	CLS Loss: 0.142	Mixup Loss: 1.276	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.142	Tot. Loss: 1.418
+2025-09-18 20:41:15,154 INFO Epoch 5 	 Batch 4599	LR : 0.00009	Top1 Acc.: 96.344	CLS Loss: 0.135	Mixup Loss: 1.261	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.136	Tot. Loss: 1.396
+2025-09-18 20:47:18,439 INFO Epoch 5 	 Batch 4699	LR : 0.00009	Top1 Acc.: 96.328	CLS Loss: 0.129	Mixup Loss: 1.280	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.141	Tot. Loss: 1.410
+2025-09-18 20:53:22,035 INFO Epoch 5 	 Batch 4799	LR : 0.00009	Top1 Acc.: 96.141	CLS Loss: 0.136	Mixup Loss: 1.283	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.162	Tot. Loss: 1.419
+2025-09-18 20:59:25,265 INFO Epoch 5 	 Batch 4899	LR : 0.00009	Top1 Acc.: 96.219	CLS Loss: 0.142	Mixup Loss: 1.297	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.136	Tot. Loss: 1.439
+2025-09-18 21:05:28,516 INFO Epoch 5 	 Batch 4999	LR : 0.00009	Top1 Acc.: 96.266	CLS Loss: 0.130	Mixup Loss: 1.258	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.092	Tot. Loss: 1.389
+2025-09-18 21:12:46,316 INFO ################## 
+ ---> Validation Epoch 5 (Original Model)	Acc.: 81.984	FPR: 57.926	AUROC: 87.917	AUPR: 61.103	AURC: 45.253	EAURC: 27.951	AUPR Succ.: 96.714	ECE: 4.765	NLL: 7.017	Brier: 25.933
+2025-09-18 21:19:07,325 INFO ################## 
+ ---> Validation Epoch 5 (EMA Model)	Acc.: 82.014	FPR: 57.856	AUROC: 87.870	AUPR: 60.819	AURC: 45.362	EAURC: 28.120	AUPR Succ.: 96.695	ECE: 4.784	NLL: 7.025	Brier: 25.927
+2025-09-18 21:19:07,428 INFO ####### --- Training Epoch 6 --- #######
+2025-09-18 21:40:24,523 INFO Epoch 6 	 Batch 99	LR : 0.00009	Top1 Acc.: 96.344	CLS Loss: 0.134	Mixup Loss: 1.302	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.181	Tot. Loss: 1.436
+2025-09-18 21:46:27,481 INFO Epoch 6 	 Batch 199	LR : 0.00009	Top1 Acc.: 96.422	CLS Loss: 0.128	Mixup Loss: 1.279	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.119	Tot. Loss: 1.407
+2025-09-18 21:52:32,000 INFO Epoch 6 	 Batch 299	LR : 0.00009	Top1 Acc.: 96.219	CLS Loss: 0.134	Mixup Loss: 1.301	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.157	Tot. Loss: 1.435
+2025-09-18 21:58:38,207 INFO Epoch 6 	 Batch 399	LR : 0.00008	Top1 Acc.: 96.469	CLS Loss: 0.132	Mixup Loss: 1.280	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.129	Tot. Loss: 1.412
+2025-09-18 22:04:45,041 INFO Epoch 6 	 Batch 499	LR : 0.00008	Top1 Acc.: 96.172	CLS Loss: 0.142	Mixup Loss: 1.295	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.161	Tot. Loss: 1.437
+2025-09-18 22:10:51,413 INFO Epoch 6 	 Batch 599	LR : 0.00008	Top1 Acc.: 96.156	CLS Loss: 0.143	Mixup Loss: 1.295	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.178	Tot. Loss: 1.438
+2025-09-18 22:16:56,963 INFO Epoch 6 	 Batch 699	LR : 0.00008	Top1 Acc.: 96.188	CLS Loss: 0.135	Mixup Loss: 1.282	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.154	Tot. Loss: 1.418
+2025-09-18 22:23:00,049 INFO Epoch 6 	 Batch 799	LR : 0.00008	Top1 Acc.: 96.141	CLS Loss: 0.144	Mixup Loss: 1.272	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.133	Tot. Loss: 1.416
+2025-09-18 22:29:03,566 INFO Epoch 6 	 Batch 899	LR : 0.00008	Top1 Acc.: 96.094	CLS Loss: 0.131	Mixup Loss: 1.290	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.161	Tot. Loss: 1.421
+2025-09-18 22:35:06,386 INFO Epoch 6 	 Batch 999	LR : 0.00008	Top1 Acc.: 96.234	CLS Loss: 0.132	Mixup Loss: 1.281	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.123	Tot. Loss: 1.412
+2025-09-18 22:41:09,275 INFO Epoch 6 	 Batch 1099	LR : 0.00008	Top1 Acc.: 95.922	CLS Loss: 0.135	Mixup Loss: 1.274	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.110	Tot. Loss: 1.409
+2025-09-18 22:47:12,222 INFO Epoch 6 	 Batch 1199	LR : 0.00008	Top1 Acc.: 96.422	CLS Loss: 0.133	Mixup Loss: 1.272	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.163	Tot. Loss: 1.405
+2025-09-18 22:53:15,210 INFO Epoch 6 	 Batch 1299	LR : 0.00008	Top1 Acc.: 96.297	CLS Loss: 0.132	Mixup Loss: 1.275	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.178	Tot. Loss: 1.407
+2025-09-18 22:59:18,199 INFO Epoch 6 	 Batch 1399	LR : 0.00008	Top1 Acc.: 96.469	CLS Loss: 0.126	Mixup Loss: 1.259	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.109	Tot. Loss: 1.384
+2025-09-18 23:05:21,215 INFO Epoch 6 	 Batch 1499	LR : 0.00008	Top1 Acc.: 96.375	CLS Loss: 0.138	Mixup Loss: 1.294	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.127	Tot. Loss: 1.432
+2025-09-18 23:11:24,200 INFO Epoch 6 	 Batch 1599	LR : 0.00008	Top1 Acc.: 95.938	CLS Loss: 0.137	Mixup Loss: 1.270	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.117	Tot. Loss: 1.407
+2025-09-18 23:17:27,136 INFO Epoch 6 	 Batch 1699	LR : 0.00008	Top1 Acc.: 96.516	CLS Loss: 0.137	Mixup Loss: 1.265	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.132	Tot. Loss: 1.402
+2025-09-18 23:23:30,118 INFO Epoch 6 	 Batch 1799	LR : 0.00008	Top1 Acc.: 96.297	CLS Loss: 0.137	Mixup Loss: 1.292	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.110	Tot. Loss: 1.429
+2025-09-18 23:29:33,080 INFO Epoch 6 	 Batch 1899	LR : 0.00008	Top1 Acc.: 96.031	CLS Loss: 0.137	Mixup Loss: 1.275	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.162	Tot. Loss: 1.413
+2025-09-18 23:35:36,126 INFO Epoch 6 	 Batch 1999	LR : 0.00008	Top1 Acc.: 96.688	CLS Loss: 0.124	Mixup Loss: 1.273	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.123	Tot. Loss: 1.397
+2025-09-18 23:41:39,263 INFO Epoch 6 	 Batch 2099	LR : 0.00008	Top1 Acc.: 96.141	CLS Loss: 0.140	Mixup Loss: 1.279	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.165	Tot. Loss: 1.418
+2025-09-18 23:47:42,225 INFO Epoch 6 	 Batch 2199	LR : 0.00008	Top1 Acc.: 96.500	CLS Loss: 0.125	Mixup Loss: 1.261	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.113	Tot. Loss: 1.386
+2025-09-18 23:53:45,232 INFO Epoch 6 	 Batch 2299	LR : 0.00008	Top1 Acc.: 96.250	CLS Loss: 0.134	Mixup Loss: 1.294	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.109	Tot. Loss: 1.428
+2025-09-18 23:59:48,210 INFO Epoch 6 	 Batch 2399	LR : 0.00008	Top1 Acc.: 96.625	CLS Loss: 0.127	Mixup Loss: 1.272	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.132	Tot. Loss: 1.399
+2025-09-19 00:05:51,928 INFO Epoch 6 	 Batch 2499	LR : 0.00008	Top1 Acc.: 96.250	CLS Loss: 0.139	Mixup Loss: 1.300	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.159	Tot. Loss: 1.439
+2025-09-19 00:11:57,107 INFO Epoch 6 	 Batch 2599	LR : 0.00008	Top1 Acc.: 96.344	CLS Loss: 0.129	Mixup Loss: 1.286	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.135	Tot. Loss: 1.415
+2025-09-19 00:18:03,019 INFO Epoch 6 	 Batch 2699	LR : 0.00008	Top1 Acc.: 96.547	CLS Loss: 0.126	Mixup Loss: 1.285	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.115	Tot. Loss: 1.411
+2025-09-19 00:24:09,925 INFO Epoch 6 	 Batch 2799	LR : 0.00008	Top1 Acc.: 96.125	CLS Loss: 0.130	Mixup Loss: 1.280	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.125	Tot. Loss: 1.410
+2025-09-19 00:30:15,771 INFO Epoch 6 	 Batch 2899	LR : 0.00008	Top1 Acc.: 96.344	CLS Loss: 0.139	Mixup Loss: 1.303	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.119	Tot. Loss: 1.442
+2025-09-19 00:36:19,263 INFO Epoch 6 	 Batch 2999	LR : 0.00008	Top1 Acc.: 96.000	CLS Loss: 0.143	Mixup Loss: 1.301	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.149	Tot. Loss: 1.443
+2025-09-19 00:42:22,502 INFO Epoch 6 	 Batch 3099	LR : 0.00008	Top1 Acc.: 96.203	CLS Loss: 0.136	Mixup Loss: 1.279	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.141	Tot. Loss: 1.414
+2025-09-19 00:48:25,639 INFO Epoch 6 	 Batch 3199	LR : 0.00008	Top1 Acc.: 96.281	CLS Loss: 0.130	Mixup Loss: 1.275	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.132	Tot. Loss: 1.405
+2025-09-19 00:54:28,701 INFO Epoch 6 	 Batch 3299	LR : 0.00008	Top1 Acc.: 96.391	CLS Loss: 0.136	Mixup Loss: 1.280	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.137	Tot. Loss: 1.416
+2025-09-19 01:00:31,756 INFO Epoch 6 	 Batch 3399	LR : 0.00008	Top1 Acc.: 96.344	CLS Loss: 0.133	Mixup Loss: 1.286	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.131	Tot. Loss: 1.419
+2025-09-19 01:06:34,819 INFO Epoch 6 	 Batch 3499	LR : 0.00008	Top1 Acc.: 96.531	CLS Loss: 0.122	Mixup Loss: 1.258	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.144	Tot. Loss: 1.380
+2025-09-19 01:12:37,896 INFO Epoch 6 	 Batch 3599	LR : 0.00008	Top1 Acc.: 96.219	CLS Loss: 0.136	Mixup Loss: 1.271	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.136	Tot. Loss: 1.407
+2025-09-19 01:18:40,753 INFO Epoch 6 	 Batch 3699	LR : 0.00008	Top1 Acc.: 96.281	CLS Loss: 0.134	Mixup Loss: 1.264	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.132	Tot. Loss: 1.398
+2025-09-19 01:24:43,684 INFO Epoch 6 	 Batch 3799	LR : 0.00008	Top1 Acc.: 95.766	CLS Loss: 0.143	Mixup Loss: 1.298	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.158	Tot. Loss: 1.441
+2025-09-19 01:30:46,511 INFO Epoch 6 	 Batch 3899	LR : 0.00008	Top1 Acc.: 96.312	CLS Loss: 0.132	Mixup Loss: 1.285	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.120	Tot. Loss: 1.417
+2025-09-19 01:36:49,409 INFO Epoch 6 	 Batch 3999	LR : 0.00008	Top1 Acc.: 96.812	CLS Loss: 0.119	Mixup Loss: 1.267	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.121	Tot. Loss: 1.387
+2025-09-19 01:42:52,306 INFO Epoch 6 	 Batch 4099	LR : 0.00008	Top1 Acc.: 96.281	CLS Loss: 0.134	Mixup Loss: 1.283	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.134	Tot. Loss: 1.418
+2025-09-19 01:48:55,202 INFO Epoch 6 	 Batch 4199	LR : 0.00008	Top1 Acc.: 96.297	CLS Loss: 0.137	Mixup Loss: 1.281	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.164	Tot. Loss: 1.418
+2025-09-19 01:54:58,142 INFO Epoch 6 	 Batch 4299	LR : 0.00008	Top1 Acc.: 96.609	CLS Loss: 0.129	Mixup Loss: 1.265	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.139	Tot. Loss: 1.393
+2025-09-19 02:01:01,184 INFO Epoch 6 	 Batch 4399	LR : 0.00008	Top1 Acc.: 96.375	CLS Loss: 0.131	Mixup Loss: 1.260	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.099	Tot. Loss: 1.391
+2025-09-19 02:07:04,107 INFO Epoch 6 	 Batch 4499	LR : 0.00008	Top1 Acc.: 96.312	CLS Loss: 0.138	Mixup Loss: 1.276	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.121	Tot. Loss: 1.415
+2025-09-19 02:13:07,207 INFO Epoch 6 	 Batch 4599	LR : 0.00008	Top1 Acc.: 96.406	CLS Loss: 0.134	Mixup Loss: 1.257	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.150	Tot. Loss: 1.391
+2025-09-19 02:19:11,258 INFO Epoch 6 	 Batch 4699	LR : 0.00008	Top1 Acc.: 96.375	CLS Loss: 0.126	Mixup Loss: 1.271	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.145	Tot. Loss: 1.398
+2025-09-19 02:25:15,385 INFO Epoch 6 	 Batch 4799	LR : 0.00008	Top1 Acc.: 96.078	CLS Loss: 0.135	Mixup Loss: 1.276	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.099	Tot. Loss: 1.410
+2025-09-19 02:31:20,478 INFO Epoch 6 	 Batch 4899	LR : 0.00008	Top1 Acc.: 96.219	CLS Loss: 0.140	Mixup Loss: 1.288	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.171	Tot. Loss: 1.428
+2025-09-19 02:37:25,532 INFO Epoch 6 	 Batch 4999	LR : 0.00008	Top1 Acc.: 96.281	CLS Loss: 0.130	Mixup Loss: 1.257	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.147	Tot. Loss: 1.387
+2025-09-19 02:43:38,190 INFO ################## 
+ ---> Validation Epoch 6 (Original Model)	Acc.: 81.970	FPR: 57.726	AUROC: 87.943	AUPR: 61.009	AURC: 45.110	EAURC: 27.780	AUPR Succ.: 96.735	ECE: 4.800	NLL: 7.016	Brier: 25.955
+2025-09-19 02:49:56,426 INFO ################## 
+ ---> Validation Epoch 6 (EMA Model)	Acc.: 82.004	FPR: 57.891	AUROC: 87.901	AUPR: 60.870	AURC: 45.181	EAURC: 27.919	AUPR Succ.: 96.719	ECE: 4.794	NLL: 7.019	Brier: 25.937
+2025-09-19 02:49:56,512 INFO ####### --- Training Epoch 7 --- #######
+2025-09-19 03:10:15,725 INFO Epoch 7 	 Batch 99	LR : 0.00008	Top1 Acc.: 96.375	CLS Loss: 0.132	Mixup Loss: 1.306	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.151	Tot. Loss: 1.438
+2025-09-19 03:16:18,766 INFO Epoch 7 	 Batch 199	LR : 0.00008	Top1 Acc.: 96.531	CLS Loss: 0.127	Mixup Loss: 1.266	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.165	Tot. Loss: 1.392
+2025-09-19 03:22:21,828 INFO Epoch 7 	 Batch 299	LR : 0.00008	Top1 Acc.: 96.125	CLS Loss: 0.131	Mixup Loss: 1.283	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.121	Tot. Loss: 1.414
+2025-09-19 03:28:24,883 INFO Epoch 7 	 Batch 399	LR : 0.00008	Top1 Acc.: 96.562	CLS Loss: 0.131	Mixup Loss: 1.280	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.132	Tot. Loss: 1.411
+2025-09-19 03:34:27,953 INFO Epoch 7 	 Batch 499	LR : 0.00008	Top1 Acc.: 96.203	CLS Loss: 0.140	Mixup Loss: 1.290	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.123	Tot. Loss: 1.431
+2025-09-19 03:40:31,017 INFO Epoch 7 	 Batch 599	LR : 0.00008	Top1 Acc.: 96.203	CLS Loss: 0.141	Mixup Loss: 1.285	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.150	Tot. Loss: 1.425
+2025-09-19 03:46:34,067 INFO Epoch 7 	 Batch 699	LR : 0.00008	Top1 Acc.: 96.219	CLS Loss: 0.134	Mixup Loss: 1.276	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.140	Tot. Loss: 1.410
+2025-09-19 03:52:37,032 INFO Epoch 7 	 Batch 799	LR : 0.00008	Top1 Acc.: 96.234	CLS Loss: 0.142	Mixup Loss: 1.284	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.160	Tot. Loss: 1.426
+2025-09-19 03:58:39,932 INFO Epoch 7 	 Batch 899	LR : 0.00008	Top1 Acc.: 96.234	CLS Loss: 0.130	Mixup Loss: 1.284	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.142	Tot. Loss: 1.414
+2025-09-19 04:04:42,773 INFO Epoch 7 	 Batch 999	LR : 0.00008	Top1 Acc.: 96.172	CLS Loss: 0.130	Mixup Loss: 1.285	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.145	Tot. Loss: 1.414
+2025-09-19 04:10:45,584 INFO Epoch 7 	 Batch 1099	LR : 0.00008	Top1 Acc.: 96.016	CLS Loss: 0.134	Mixup Loss: 1.277	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.153	Tot. Loss: 1.411
+2025-09-19 04:16:48,438 INFO Epoch 7 	 Batch 1199	LR : 0.00008	Top1 Acc.: 96.594	CLS Loss: 0.132	Mixup Loss: 1.273	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.149	Tot. Loss: 1.405
+2025-09-19 04:22:51,622 INFO Epoch 7 	 Batch 1299	LR : 0.00008	Top1 Acc.: 96.375	CLS Loss: 0.130	Mixup Loss: 1.286	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.157	Tot. Loss: 1.417
+2025-09-19 04:28:55,769 INFO Epoch 7 	 Batch 1399	LR : 0.00008	Top1 Acc.: 96.516	CLS Loss: 0.123	Mixup Loss: 1.261	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.141	Tot. Loss: 1.384
+2025-09-19 04:35:00,370 INFO Epoch 7 	 Batch 1499	LR : 0.00008	Top1 Acc.: 96.469	CLS Loss: 0.138	Mixup Loss: 1.273	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.144	Tot. Loss: 1.410
+2025-09-19 04:41:05,532 INFO Epoch 7 	 Batch 1599	LR : 0.00008	Top1 Acc.: 96.266	CLS Loss: 0.134	Mixup Loss: 1.283	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.135	Tot. Loss: 1.416
+2025-09-19 04:47:10,225 INFO Epoch 7 	 Batch 1699	LR : 0.00008	Top1 Acc.: 96.391	CLS Loss: 0.136	Mixup Loss: 1.273	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.131	Tot. Loss: 1.410
+2025-09-19 04:53:12,608 INFO Epoch 7 	 Batch 1799	LR : 0.00008	Top1 Acc.: 96.344	CLS Loss: 0.135	Mixup Loss: 1.276	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.168	Tot. Loss: 1.411
+2025-09-19 04:59:15,935 INFO Epoch 7 	 Batch 1899	LR : 0.00008	Top1 Acc.: 96.188	CLS Loss: 0.135	Mixup Loss: 1.292	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.131	Tot. Loss: 1.427
+2025-09-19 05:05:19,002 INFO Epoch 7 	 Batch 1999	LR : 0.00008	Top1 Acc.: 96.750	CLS Loss: 0.124	Mixup Loss: 1.277	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.113	Tot. Loss: 1.401
+2025-09-19 05:11:21,991 INFO Epoch 7 	 Batch 2099	LR : 0.00008	Top1 Acc.: 96.203	CLS Loss: 0.138	Mixup Loss: 1.287	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.183	Tot. Loss: 1.425
+2025-09-19 05:17:25,023 INFO Epoch 7 	 Batch 2199	LR : 0.00008	Top1 Acc.: 96.562	CLS Loss: 0.124	Mixup Loss: 1.264	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.120	Tot. Loss: 1.388
+2025-09-19 05:23:28,003 INFO Epoch 7 	 Batch 2299	LR : 0.00008	Top1 Acc.: 96.250	CLS Loss: 0.133	Mixup Loss: 1.293	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.123	Tot. Loss: 1.426
+2025-09-19 05:29:31,091 INFO Epoch 7 	 Batch 2399	LR : 0.00008	Top1 Acc.: 96.656	CLS Loss: 0.125	Mixup Loss: 1.262	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.139	Tot. Loss: 1.386
+2025-09-19 05:35:34,207 INFO Epoch 7 	 Batch 2499	LR : 0.00008	Top1 Acc.: 96.328	CLS Loss: 0.137	Mixup Loss: 1.287	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.166	Tot. Loss: 1.424
+2025-09-19 05:41:37,200 INFO Epoch 7 	 Batch 2599	LR : 0.00008	Top1 Acc.: 96.406	CLS Loss: 0.129	Mixup Loss: 1.286	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.112	Tot. Loss: 1.415
+2025-09-19 05:47:40,181 INFO Epoch 7 	 Batch 2699	LR : 0.00008	Top1 Acc.: 96.531	CLS Loss: 0.125	Mixup Loss: 1.286	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.101	Tot. Loss: 1.410
+2025-09-19 05:53:43,184 INFO Epoch 7 	 Batch 2799	LR : 0.00008	Top1 Acc.: 96.266	CLS Loss: 0.128	Mixup Loss: 1.275	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.123	Tot. Loss: 1.404
+2025-09-19 05:59:46,174 INFO Epoch 7 	 Batch 2899	LR : 0.00008	Top1 Acc.: 96.609	CLS Loss: 0.137	Mixup Loss: 1.304	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.125	Tot. Loss: 1.441
+2025-09-19 06:05:49,180 INFO Epoch 7 	 Batch 2999	LR : 0.00008	Top1 Acc.: 96.078	CLS Loss: 0.141	Mixup Loss: 1.299	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.153	Tot. Loss: 1.440
+2025-09-19 06:11:52,186 INFO Epoch 7 	 Batch 3099	LR : 0.00008	Top1 Acc.: 96.312	CLS Loss: 0.134	Mixup Loss: 1.268	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.136	Tot. Loss: 1.403
+2025-09-19 06:17:55,859 INFO Epoch 7 	 Batch 3199	LR : 0.00008	Top1 Acc.: 96.312	CLS Loss: 0.129	Mixup Loss: 1.268	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.129	Tot. Loss: 1.397
+2025-09-19 06:23:59,148 INFO Epoch 7 	 Batch 3299	LR : 0.00008	Top1 Acc.: 96.375	CLS Loss: 0.135	Mixup Loss: 1.286	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.139	Tot. Loss: 1.420
+2025-09-19 06:30:02,376 INFO Epoch 7 	 Batch 3399	LR : 0.00007	Top1 Acc.: 96.484	CLS Loss: 0.132	Mixup Loss: 1.279	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.176	Tot. Loss: 1.411
+2025-09-19 06:36:08,578 INFO Epoch 7 	 Batch 3499	LR : 0.00007	Top1 Acc.: 96.578	CLS Loss: 0.119	Mixup Loss: 1.273	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.117	Tot. Loss: 1.392
+2025-09-19 06:42:14,762 INFO Epoch 7 	 Batch 3599	LR : 0.00007	Top1 Acc.: 96.266	CLS Loss: 0.134	Mixup Loss: 1.281	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.179	Tot. Loss: 1.415
+2025-09-19 06:48:21,541 INFO Epoch 7 	 Batch 3699	LR : 0.00007	Top1 Acc.: 96.469	CLS Loss: 0.133	Mixup Loss: 1.249	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.152	Tot. Loss: 1.382
+2025-09-19 06:54:28,392 INFO Epoch 7 	 Batch 3799	LR : 0.00007	Top1 Acc.: 95.891	CLS Loss: 0.142	Mixup Loss: 1.296	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.131	Tot. Loss: 1.438
+2025-09-19 07:00:35,272 INFO Epoch 7 	 Batch 3899	LR : 0.00007	Top1 Acc.: 96.422	CLS Loss: 0.131	Mixup Loss: 1.280	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.122	Tot. Loss: 1.411
+2025-09-19 07:06:38,694 INFO Epoch 7 	 Batch 3999	LR : 0.00007	Top1 Acc.: 96.891	CLS Loss: 0.119	Mixup Loss: 1.252	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.131	Tot. Loss: 1.371
+2025-09-19 07:12:42,113 INFO Epoch 7 	 Batch 4099	LR : 0.00007	Top1 Acc.: 96.188	CLS Loss: 0.134	Mixup Loss: 1.281	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.142	Tot. Loss: 1.415
+2025-09-19 07:18:45,138 INFO Epoch 7 	 Batch 4199	LR : 0.00007	Top1 Acc.: 96.312	CLS Loss: 0.136	Mixup Loss: 1.265	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.135	Tot. Loss: 1.401
+2025-09-19 07:24:48,122 INFO Epoch 7 	 Batch 4299	LR : 0.00007	Top1 Acc.: 96.688	CLS Loss: 0.128	Mixup Loss: 1.255	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.147	Tot. Loss: 1.383
+2025-09-19 07:30:51,024 INFO Epoch 7 	 Batch 4399	LR : 0.00007	Top1 Acc.: 96.375	CLS Loss: 0.129	Mixup Loss: 1.255	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.120	Tot. Loss: 1.384
+2025-09-19 07:36:53,880 INFO Epoch 7 	 Batch 4499	LR : 0.00007	Top1 Acc.: 96.234	CLS Loss: 0.138	Mixup Loss: 1.285	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.136	Tot. Loss: 1.423
+2025-09-19 07:42:56,789 INFO Epoch 7 	 Batch 4599	LR : 0.00007	Top1 Acc.: 96.422	CLS Loss: 0.132	Mixup Loss: 1.244	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.148	Tot. Loss: 1.377
+2025-09-19 07:48:59,844 INFO Epoch 7 	 Batch 4699	LR : 0.00007	Top1 Acc.: 96.453	CLS Loss: 0.125	Mixup Loss: 1.267	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.112	Tot. Loss: 1.392
+2025-09-19 07:55:02,848 INFO Epoch 7 	 Batch 4799	LR : 0.00007	Top1 Acc.: 96.188	CLS Loss: 0.134	Mixup Loss: 1.270	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.135	Tot. Loss: 1.404
+2025-09-19 08:01:05,787 INFO Epoch 7 	 Batch 4899	LR : 0.00007	Top1 Acc.: 96.219	CLS Loss: 0.139	Mixup Loss: 1.266	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.160	Tot. Loss: 1.406
+2025-09-19 08:07:08,785 INFO Epoch 7 	 Batch 4999	LR : 0.00007	Top1 Acc.: 96.391	CLS Loss: 0.127	Mixup Loss: 1.264	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.116	Tot. Loss: 1.392
+2025-09-19 08:15:42,722 INFO ################## 
+ ---> Validation Epoch 7 (Original Model)	Acc.: 81.962	FPR: 57.645	AUROC: 87.984	AUPR: 61.043	AURC: 44.913	EAURC: 27.567	AUPR Succ.: 96.760	ECE: 4.830	NLL: 7.010	Brier: 25.948
+2025-09-19 08:23:49,980 INFO ################## 
+ ---> Validation Epoch 7 (EMA Model)	Acc.: 81.968	FPR: 57.686	AUROC: 87.966	AUPR: 61.025	AURC: 45.030	EAURC: 27.696	AUPR Succ.: 96.744	ECE: 4.845	NLL: 7.016	Brier: 25.945
+2025-09-19 08:23:50,037 INFO ####### --- Training Epoch 8 --- #######
+2025-09-19 08:49:50,154 INFO Epoch 8 	 Batch 99	LR : 0.00007	Top1 Acc.: 96.359	CLS Loss: 0.131	Mixup Loss: 1.292	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.159	Tot. Loss: 1.423
+2025-09-19 08:55:55,732 INFO Epoch 8 	 Batch 199	LR : 0.00007	Top1 Acc.: 96.562	CLS Loss: 0.126	Mixup Loss: 1.275	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.127	Tot. Loss: 1.401
+2025-09-19 09:02:01,604 INFO Epoch 8 	 Batch 299	LR : 0.00007	Top1 Acc.: 96.359	CLS Loss: 0.129	Mixup Loss: 1.275	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.090	Tot. Loss: 1.404
+2025-09-19 09:08:08,589 INFO Epoch 8 	 Batch 399	LR : 0.00007	Top1 Acc.: 96.453	CLS Loss: 0.130	Mixup Loss: 1.271	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.126	Tot. Loss: 1.401
+2025-09-19 09:14:15,395 INFO Epoch 8 	 Batch 499	LR : 0.00007	Top1 Acc.: 96.141	CLS Loss: 0.139	Mixup Loss: 1.291	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.146	Tot. Loss: 1.429
+2025-09-19 09:20:22,208 INFO Epoch 8 	 Batch 599	LR : 0.00007	Top1 Acc.: 96.172	CLS Loss: 0.140	Mixup Loss: 1.283	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.153	Tot. Loss: 1.424
+2025-09-19 09:26:26,740 INFO Epoch 8 	 Batch 699	LR : 0.00007	Top1 Acc.: 96.312	CLS Loss: 0.133	Mixup Loss: 1.280	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.157	Tot. Loss: 1.412
+2025-09-19 09:32:29,970 INFO Epoch 8 	 Batch 799	LR : 0.00007	Top1 Acc.: 96.281	CLS Loss: 0.140	Mixup Loss: 1.279	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.142	Tot. Loss: 1.419
+2025-09-19 09:38:32,955 INFO Epoch 8 	 Batch 899	LR : 0.00007	Top1 Acc.: 96.297	CLS Loss: 0.129	Mixup Loss: 1.293	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.121	Tot. Loss: 1.421
+2025-09-19 09:44:35,809 INFO Epoch 8 	 Batch 999	LR : 0.00007	Top1 Acc.: 96.234	CLS Loss: 0.130	Mixup Loss: 1.270	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.128	Tot. Loss: 1.400
+2025-09-19 09:50:38,670 INFO Epoch 8 	 Batch 1099	LR : 0.00007	Top1 Acc.: 96.062	CLS Loss: 0.133	Mixup Loss: 1.281	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.125	Tot. Loss: 1.414
+2025-09-19 09:56:41,572 INFO Epoch 8 	 Batch 1199	LR : 0.00007	Top1 Acc.: 96.500	CLS Loss: 0.132	Mixup Loss: 1.285	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.151	Tot. Loss: 1.418
+2025-09-19 10:02:44,450 INFO Epoch 8 	 Batch 1299	LR : 0.00007	Top1 Acc.: 96.391	CLS Loss: 0.129	Mixup Loss: 1.281	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.142	Tot. Loss: 1.410
+2025-09-19 10:08:47,420 INFO Epoch 8 	 Batch 1399	LR : 0.00007	Top1 Acc.: 96.562	CLS Loss: 0.122	Mixup Loss: 1.236	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.096	Tot. Loss: 1.358
+2025-09-19 10:14:50,317 INFO Epoch 8 	 Batch 1499	LR : 0.00007	Top1 Acc.: 96.297	CLS Loss: 0.137	Mixup Loss: 1.287	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.125	Tot. Loss: 1.424
+2025-09-19 10:20:53,196 INFO Epoch 8 	 Batch 1599	LR : 0.00007	Top1 Acc.: 96.125	CLS Loss: 0.133	Mixup Loss: 1.276	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.096	Tot. Loss: 1.409
+2025-09-19 10:26:56,196 INFO Epoch 8 	 Batch 1699	LR : 0.00007	Top1 Acc.: 96.469	CLS Loss: 0.134	Mixup Loss: 1.268	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.112	Tot. Loss: 1.402
+2025-09-19 10:32:59,188 INFO Epoch 8 	 Batch 1799	LR : 0.00007	Top1 Acc.: 96.203	CLS Loss: 0.135	Mixup Loss: 1.277	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.132	Tot. Loss: 1.412
+2025-09-19 10:39:02,143 INFO Epoch 8 	 Batch 1899	LR : 0.00007	Top1 Acc.: 96.094	CLS Loss: 0.134	Mixup Loss: 1.276	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.130	Tot. Loss: 1.410
+2025-09-19 10:45:05,338 INFO Epoch 8 	 Batch 1999	LR : 0.00007	Top1 Acc.: 96.688	CLS Loss: 0.122	Mixup Loss: 1.260	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.098	Tot. Loss: 1.383
+2025-09-19 10:51:08,798 INFO Epoch 8 	 Batch 2099	LR : 0.00007	Top1 Acc.: 96.109	CLS Loss: 0.137	Mixup Loss: 1.283	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.139	Tot. Loss: 1.420
+2025-09-19 10:57:12,101 INFO Epoch 8 	 Batch 2199	LR : 0.00007	Top1 Acc.: 96.609	CLS Loss: 0.124	Mixup Loss: 1.267	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.109	Tot. Loss: 1.390
+2025-09-19 11:03:15,302 INFO Epoch 8 	 Batch 2299	LR : 0.00007	Top1 Acc.: 96.406	CLS Loss: 0.131	Mixup Loss: 1.296	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.137	Tot. Loss: 1.427
+2025-09-19 11:09:19,576 INFO Epoch 8 	 Batch 2399	LR : 0.00007	Top1 Acc.: 96.766	CLS Loss: 0.124	Mixup Loss: 1.264	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.134	Tot. Loss: 1.388
+2025-09-19 11:15:25,880 INFO Epoch 8 	 Batch 2499	LR : 0.00007	Top1 Acc.: 96.406	CLS Loss: 0.136	Mixup Loss: 1.287	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.138	Tot. Loss: 1.422
+2025-09-19 11:21:32,664 INFO Epoch 8 	 Batch 2599	LR : 0.00007	Top1 Acc.: 96.562	CLS Loss: 0.127	Mixup Loss: 1.289	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.113	Tot. Loss: 1.416
+2025-09-19 11:27:38,872 INFO Epoch 8 	 Batch 2699	LR : 0.00007	Top1 Acc.: 96.609	CLS Loss: 0.124	Mixup Loss: 1.277	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.149	Tot. Loss: 1.401
+2025-09-19 11:33:45,901 INFO Epoch 8 	 Batch 2799	LR : 0.00007	Top1 Acc.: 96.297	CLS Loss: 0.127	Mixup Loss: 1.262	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.099	Tot. Loss: 1.389
+2025-09-19 11:39:52,786 INFO Epoch 8 	 Batch 2899	LR : 0.00007	Top1 Acc.: 96.578	CLS Loss: 0.136	Mixup Loss: 1.302	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.133	Tot. Loss: 1.438
+2025-09-19 11:45:56,364 INFO Epoch 8 	 Batch 2999	LR : 0.00007	Top1 Acc.: 96.031	CLS Loss: 0.140	Mixup Loss: 1.283	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.140	Tot. Loss: 1.423
+2025-09-19 11:51:59,903 INFO Epoch 8 	 Batch 3099	LR : 0.00007	Top1 Acc.: 96.438	CLS Loss: 0.133	Mixup Loss: 1.287	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.138	Tot. Loss: 1.420
+2025-09-19 11:58:03,001 INFO Epoch 8 	 Batch 3199	LR : 0.00007	Top1 Acc.: 96.375	CLS Loss: 0.128	Mixup Loss: 1.270	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.136	Tot. Loss: 1.398
+2025-09-19 12:04:06,152 INFO Epoch 8 	 Batch 3299	LR : 0.00007	Top1 Acc.: 96.500	CLS Loss: 0.133	Mixup Loss: 1.275	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.127	Tot. Loss: 1.408
+2025-09-19 12:10:09,207 INFO Epoch 8 	 Batch 3399	LR : 0.00007	Top1 Acc.: 96.578	CLS Loss: 0.130	Mixup Loss: 1.281	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.133	Tot. Loss: 1.411
+2025-09-19 12:16:12,236 INFO Epoch 8 	 Batch 3499	LR : 0.00007	Top1 Acc.: 96.672	CLS Loss: 0.118	Mixup Loss: 1.274	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.134	Tot. Loss: 1.392
+2025-09-19 12:22:15,262 INFO Epoch 8 	 Batch 3599	LR : 0.00007	Top1 Acc.: 96.328	CLS Loss: 0.131	Mixup Loss: 1.280	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.123	Tot. Loss: 1.411
+2025-09-19 12:28:17,997 INFO Epoch 8 	 Batch 3699	LR : 0.00007	Top1 Acc.: 96.422	CLS Loss: 0.133	Mixup Loss: 1.257	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.117	Tot. Loss: 1.389
+2025-09-19 12:34:21,034 INFO Epoch 8 	 Batch 3799	LR : 0.00007	Top1 Acc.: 95.953	CLS Loss: 0.140	Mixup Loss: 1.288	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.126	Tot. Loss: 1.427
+2025-09-19 12:40:23,934 INFO Epoch 8 	 Batch 3899	LR : 0.00007	Top1 Acc.: 96.344	CLS Loss: 0.130	Mixup Loss: 1.288	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.138	Tot. Loss: 1.418
+2025-09-19 12:46:26,746 INFO Epoch 8 	 Batch 3999	LR : 0.00007	Top1 Acc.: 96.812	CLS Loss: 0.117	Mixup Loss: 1.242	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.112	Tot. Loss: 1.359
+2025-09-19 12:52:29,677 INFO Epoch 8 	 Batch 4099	LR : 0.00007	Top1 Acc.: 96.172	CLS Loss: 0.134	Mixup Loss: 1.273	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.165	Tot. Loss: 1.406
+2025-09-19 12:58:32,512 INFO Epoch 8 	 Batch 4199	LR : 0.00007	Top1 Acc.: 96.359	CLS Loss: 0.134	Mixup Loss: 1.282	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.124	Tot. Loss: 1.416
+2025-09-19 13:04:35,346 INFO Epoch 8 	 Batch 4299	LR : 0.00007	Top1 Acc.: 96.797	CLS Loss: 0.126	Mixup Loss: 1.274	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.089	Tot. Loss: 1.400
+2025-09-19 13:10:38,248 INFO Epoch 8 	 Batch 4399	LR : 0.00007	Top1 Acc.: 96.500	CLS Loss: 0.128	Mixup Loss: 1.257	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.148	Tot. Loss: 1.385
+2025-09-19 13:16:41,239 INFO Epoch 8 	 Batch 4499	LR : 0.00007	Top1 Acc.: 96.266	CLS Loss: 0.136	Mixup Loss: 1.266	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.156	Tot. Loss: 1.402
+2025-09-19 13:22:44,172 INFO Epoch 8 	 Batch 4599	LR : 0.00007	Top1 Acc.: 96.391	CLS Loss: 0.132	Mixup Loss: 1.270	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.134	Tot. Loss: 1.402
+2025-09-19 13:28:47,562 INFO Epoch 8 	 Batch 4699	LR : 0.00007	Top1 Acc.: 96.469	CLS Loss: 0.125	Mixup Loss: 1.264	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.093	Tot. Loss: 1.389
+2025-09-19 13:34:51,706 INFO Epoch 8 	 Batch 4799	LR : 0.00007	Top1 Acc.: 96.188	CLS Loss: 0.132	Mixup Loss: 1.284	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.136	Tot. Loss: 1.417
+2025-09-19 13:40:56,697 INFO Epoch 8 	 Batch 4899	LR : 0.00007	Top1 Acc.: 96.391	CLS Loss: 0.137	Mixup Loss: 1.267	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.150	Tot. Loss: 1.404
+2025-09-19 13:47:01,790 INFO Epoch 8 	 Batch 4999	LR : 0.00007	Top1 Acc.: 96.375	CLS Loss: 0.127	Mixup Loss: 1.248	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.164	Tot. Loss: 1.374
+2025-09-19 13:52:39,155 INFO ################## 
+ ---> Validation Epoch 8 (Original Model)	Acc.: 81.928	FPR: 57.337	AUROC: 88.015	AUPR: 61.146	AURC: 44.870	EAURC: 27.457	AUPR Succ.: 96.772	ECE: 4.845	NLL: 7.015	Brier: 25.973
+2025-09-19 13:57:53,708 INFO ################## 
+ ---> Validation Epoch 8 (EMA Model)	Acc.: 81.944	FPR: 57.288	AUROC: 88.003	AUPR: 61.149	AURC: 44.931	EAURC: 27.549	AUPR Succ.: 96.761	ECE: 4.863	NLL: 7.015	Brier: 25.959
+2025-09-19 13:57:54,501 INFO ####### --- Training Epoch 9 --- #######
+2025-09-19 14:16:07,456 INFO Epoch 9 	 Batch 99	LR : 0.00007	Top1 Acc.: 96.547	CLS Loss: 0.130	Mixup Loss: 1.287	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.184	Tot. Loss: 1.417
+2025-09-19 14:22:10,903 INFO Epoch 9 	 Batch 199	LR : 0.00007	Top1 Acc.: 96.594	CLS Loss: 0.125	Mixup Loss: 1.261	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.129	Tot. Loss: 1.386
+2025-09-19 14:28:14,319 INFO Epoch 9 	 Batch 299	LR : 0.00007	Top1 Acc.: 96.234	CLS Loss: 0.128	Mixup Loss: 1.279	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.105	Tot. Loss: 1.407
+2025-09-19 14:34:17,526 INFO Epoch 9 	 Batch 399	LR : 0.00006	Top1 Acc.: 96.578	CLS Loss: 0.129	Mixup Loss: 1.264	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.109	Tot. Loss: 1.393
+2025-09-19 14:40:20,713 INFO Epoch 9 	 Batch 499	LR : 0.00006	Top1 Acc.: 96.203	CLS Loss: 0.137	Mixup Loss: 1.286	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.163	Tot. Loss: 1.423
+2025-09-19 14:46:23,860 INFO Epoch 9 	 Batch 599	LR : 0.00006	Top1 Acc.: 96.359	CLS Loss: 0.139	Mixup Loss: 1.296	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.119	Tot. Loss: 1.436
+2025-09-19 14:52:26,961 INFO Epoch 9 	 Batch 699	LR : 0.00006	Top1 Acc.: 96.359	CLS Loss: 0.131	Mixup Loss: 1.264	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.148	Tot. Loss: 1.395
+2025-09-19 14:58:30,041 INFO Epoch 9 	 Batch 799	LR : 0.00006	Top1 Acc.: 96.453	CLS Loss: 0.140	Mixup Loss: 1.273	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.097	Tot. Loss: 1.413
+2025-09-19 15:04:33,144 INFO Epoch 9 	 Batch 899	LR : 0.00006	Top1 Acc.: 96.312	CLS Loss: 0.128	Mixup Loss: 1.274	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.163	Tot. Loss: 1.402
+2025-09-19 15:10:36,406 INFO Epoch 9 	 Batch 999	LR : 0.00006	Top1 Acc.: 96.375	CLS Loss: 0.128	Mixup Loss: 1.268	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.117	Tot. Loss: 1.396
+2025-09-19 15:16:39,577 INFO Epoch 9 	 Batch 1099	LR : 0.00006	Top1 Acc.: 96.031	CLS Loss: 0.132	Mixup Loss: 1.274	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.106	Tot. Loss: 1.406
+2025-09-19 15:22:42,601 INFO Epoch 9 	 Batch 1199	LR : 0.00006	Top1 Acc.: 96.578	CLS Loss: 0.130	Mixup Loss: 1.272	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.128	Tot. Loss: 1.402
+2025-09-19 15:28:45,739 INFO Epoch 9 	 Batch 1299	LR : 0.00006	Top1 Acc.: 96.469	CLS Loss: 0.128	Mixup Loss: 1.281	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.138	Tot. Loss: 1.409
+2025-09-19 15:34:49,873 INFO Epoch 9 	 Batch 1399	LR : 0.00006	Top1 Acc.: 96.578	CLS Loss: 0.121	Mixup Loss: 1.250	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.118	Tot. Loss: 1.371
+2025-09-19 15:40:55,186 INFO Epoch 9 	 Batch 1499	LR : 0.00006	Top1 Acc.: 96.359	CLS Loss: 0.136	Mixup Loss: 1.276	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.127	Tot. Loss: 1.411
+2025-09-19 15:47:00,775 INFO Epoch 9 	 Batch 1599	LR : 0.00006	Top1 Acc.: 96.094	CLS Loss: 0.132	Mixup Loss: 1.259	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.109	Tot. Loss: 1.391
+2025-09-19 15:53:06,393 INFO Epoch 9 	 Batch 1699	LR : 0.00006	Top1 Acc.: 96.484	CLS Loss: 0.134	Mixup Loss: 1.263	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.139	Tot. Loss: 1.397
+2025-09-19 15:59:12,023 INFO Epoch 9 	 Batch 1799	LR : 0.00006	Top1 Acc.: 96.297	CLS Loss: 0.133	Mixup Loss: 1.262	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.131	Tot. Loss: 1.395
+2025-09-19 16:05:17,464 INFO Epoch 9 	 Batch 1899	LR : 0.00006	Top1 Acc.: 96.109	CLS Loss: 0.133	Mixup Loss: 1.276	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.138	Tot. Loss: 1.409
+2025-09-19 16:11:22,917 INFO Epoch 9 	 Batch 1999	LR : 0.00006	Top1 Acc.: 96.766	CLS Loss: 0.122	Mixup Loss: 1.253	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.117	Tot. Loss: 1.375
+2025-09-19 16:17:28,311 INFO Epoch 9 	 Batch 2099	LR : 0.00006	Top1 Acc.: 96.297	CLS Loss: 0.136	Mixup Loss: 1.271	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.130	Tot. Loss: 1.407
+2025-09-19 16:23:33,680 INFO Epoch 9 	 Batch 2199	LR : 0.00006	Top1 Acc.: 96.656	CLS Loss: 0.122	Mixup Loss: 1.263	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.116	Tot. Loss: 1.384
+2025-09-19 16:29:39,070 INFO Epoch 9 	 Batch 2299	LR : 0.00006	Top1 Acc.: 96.375	CLS Loss: 0.131	Mixup Loss: 1.272	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.148	Tot. Loss: 1.404
+2025-09-19 16:35:44,366 INFO Epoch 9 	 Batch 2399	LR : 0.00006	Top1 Acc.: 96.766	CLS Loss: 0.124	Mixup Loss: 1.260	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.118	Tot. Loss: 1.384
+2025-09-19 16:41:49,551 INFO Epoch 9 	 Batch 2499	LR : 0.00006	Top1 Acc.: 96.312	CLS Loss: 0.135	Mixup Loss: 1.292	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.146	Tot. Loss: 1.427
+2025-09-19 16:47:55,519 INFO Epoch 9 	 Batch 2599	LR : 0.00006	Top1 Acc.: 96.406	CLS Loss: 0.127	Mixup Loss: 1.291	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.145	Tot. Loss: 1.418
+2025-09-19 16:54:02,678 INFO Epoch 9 	 Batch 2699	LR : 0.00006	Top1 Acc.: 96.656	CLS Loss: 0.123	Mixup Loss: 1.265	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.107	Tot. Loss: 1.388
+2025-09-19 17:00:09,506 INFO Epoch 9 	 Batch 2799	LR : 0.00006	Top1 Acc.: 96.312	CLS Loss: 0.127	Mixup Loss: 1.271	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.126	Tot. Loss: 1.398
+2025-09-19 17:06:16,266 INFO Epoch 9 	 Batch 2899	LR : 0.00006	Top1 Acc.: 96.500	CLS Loss: 0.137	Mixup Loss: 1.291	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.151	Tot. Loss: 1.427
+2025-09-19 17:12:22,880 INFO Epoch 9 	 Batch 2999	LR : 0.00006	Top1 Acc.: 96.109	CLS Loss: 0.140	Mixup Loss: 1.315	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.149	Tot. Loss: 1.454
+2025-09-19 17:18:29,580 INFO Epoch 9 	 Batch 3099	LR : 0.00006	Top1 Acc.: 96.375	CLS Loss: 0.131	Mixup Loss: 1.268	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.148	Tot. Loss: 1.399
+2025-09-19 17:24:36,254 INFO Epoch 9 	 Batch 3199	LR : 0.00006	Top1 Acc.: 96.312	CLS Loss: 0.127	Mixup Loss: 1.258	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.131	Tot. Loss: 1.385
+2025-09-19 17:30:42,899 INFO Epoch 9 	 Batch 3299	LR : 0.00006	Top1 Acc.: 96.500	CLS Loss: 0.132	Mixup Loss: 1.278	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.164	Tot. Loss: 1.411
+2025-09-19 17:36:49,827 INFO Epoch 9 	 Batch 3399	LR : 0.00006	Top1 Acc.: 96.484	CLS Loss: 0.129	Mixup Loss: 1.270	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.127	Tot. Loss: 1.399
+2025-09-19 17:42:56,531 INFO Epoch 9 	 Batch 3499	LR : 0.00006	Top1 Acc.: 96.766	CLS Loss: 0.117	Mixup Loss: 1.248	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.133	Tot. Loss: 1.365
+2025-09-19 17:49:03,248 INFO Epoch 9 	 Batch 3599	LR : 0.00006	Top1 Acc.: 96.359	CLS Loss: 0.132	Mixup Loss: 1.288	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.127	Tot. Loss: 1.420
+2025-09-19 17:55:09,883 INFO Epoch 9 	 Batch 3699	LR : 0.00006	Top1 Acc.: 96.562	CLS Loss: 0.131	Mixup Loss: 1.261	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.124	Tot. Loss: 1.392
+2025-09-19 18:01:16,648 INFO Epoch 9 	 Batch 3799	LR : 0.00006	Top1 Acc.: 95.922	CLS Loss: 0.139	Mixup Loss: 1.285	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.121	Tot. Loss: 1.424
+2025-09-19 18:07:23,426 INFO Epoch 9 	 Batch 3899	LR : 0.00006	Top1 Acc.: 96.438	CLS Loss: 0.129	Mixup Loss: 1.276	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.130	Tot. Loss: 1.405
+2025-09-19 18:13:30,153 INFO Epoch 9 	 Batch 3999	LR : 0.00006	Top1 Acc.: 96.859	CLS Loss: 0.116	Mixup Loss: 1.237	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.153	Tot. Loss: 1.354
+2025-09-19 18:19:36,802 INFO Epoch 9 	 Batch 4099	LR : 0.00006	Top1 Acc.: 96.297	CLS Loss: 0.132	Mixup Loss: 1.278	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.151	Tot. Loss: 1.410
+2025-09-19 18:25:43,759 INFO Epoch 9 	 Batch 4199	LR : 0.00006	Top1 Acc.: 96.391	CLS Loss: 0.134	Mixup Loss: 1.274	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.141	Tot. Loss: 1.408
+2025-09-19 18:31:50,414 INFO Epoch 9 	 Batch 4299	LR : 0.00006	Top1 Acc.: 96.750	CLS Loss: 0.125	Mixup Loss: 1.253	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.127	Tot. Loss: 1.379
+2025-09-19 18:37:57,195 INFO Epoch 9 	 Batch 4399	LR : 0.00006	Top1 Acc.: 96.469	CLS Loss: 0.127	Mixup Loss: 1.255	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.122	Tot. Loss: 1.382
+2025-09-19 18:44:03,957 INFO Epoch 9 	 Batch 4499	LR : 0.00006	Top1 Acc.: 96.312	CLS Loss: 0.135	Mixup Loss: 1.274	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.154	Tot. Loss: 1.409
+2025-09-19 18:50:10,686 INFO Epoch 9 	 Batch 4599	LR : 0.00006	Top1 Acc.: 96.453	CLS Loss: 0.130	Mixup Loss: 1.258	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.122	Tot. Loss: 1.389
+2025-09-19 18:56:17,436 INFO Epoch 9 	 Batch 4699	LR : 0.00006	Top1 Acc.: 96.531	CLS Loss: 0.124	Mixup Loss: 1.262	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.139	Tot. Loss: 1.386
+2025-09-19 19:02:24,113 INFO Epoch 9 	 Batch 4799	LR : 0.00006	Top1 Acc.: 96.266	CLS Loss: 0.131	Mixup Loss: 1.265	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.138	Tot. Loss: 1.396
+2025-09-19 19:08:30,723 INFO Epoch 9 	 Batch 4899	LR : 0.00006	Top1 Acc.: 96.281	CLS Loss: 0.136	Mixup Loss: 1.282	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.148	Tot. Loss: 1.418
+2025-09-19 19:14:37,596 INFO Epoch 9 	 Batch 4999	LR : 0.00006	Top1 Acc.: 96.406	CLS Loss: 0.126	Mixup Loss: 1.246	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.174	Tot. Loss: 1.372
+2025-09-19 19:22:31,599 INFO ################## 
+ ---> Validation Epoch 9 (Original Model)	Acc.: 81.940	FPR: 57.586	AUROC: 87.998	AUPR: 61.017	AURC: 44.817	EAURC: 27.427	AUPR Succ.: 96.776	ECE: 4.861	NLL: 7.014	Brier: 25.979
+2025-09-19 19:29:50,043 INFO ################## 
+ ---> Validation Epoch 9 (EMA Model)	Acc.: 81.942	FPR: 57.526	AUROC: 88.008	AUPR: 61.115	AURC: 44.828	EAURC: 27.443	AUPR Succ.: 96.774	ECE: 4.881	NLL: 7.015	Brier: 25.972
+2025-09-19 19:29:50,107 INFO ####### --- Training Epoch 10 --- #######
+2025-09-19 19:52:35,273 INFO Epoch 10 	 Batch 99	LR : 0.00006	Top1 Acc.: 96.484	CLS Loss: 0.129	Mixup Loss: 1.281	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.129	Tot. Loss: 1.411
+2025-09-19 19:58:40,010 INFO Epoch 10 	 Batch 199	LR : 0.00006	Top1 Acc.: 96.609	CLS Loss: 0.124	Mixup Loss: 1.269	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.149	Tot. Loss: 1.392
+2025-09-19 20:04:45,262 INFO Epoch 10 	 Batch 299	LR : 0.00006	Top1 Acc.: 96.406	CLS Loss: 0.128	Mixup Loss: 1.262	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.147	Tot. Loss: 1.390
+2025-09-19 20:10:50,568 INFO Epoch 10 	 Batch 399	LR : 0.00006	Top1 Acc.: 96.625	CLS Loss: 0.128	Mixup Loss: 1.276	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.147	Tot. Loss: 1.404
+2025-09-19 20:16:55,783 INFO Epoch 10 	 Batch 499	LR : 0.00006	Top1 Acc.: 96.266	CLS Loss: 0.137	Mixup Loss: 1.287	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.122	Tot. Loss: 1.424
+2025-09-19 20:23:00,950 INFO Epoch 10 	 Batch 599	LR : 0.00006	Top1 Acc.: 96.422	CLS Loss: 0.138	Mixup Loss: 1.270	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.132	Tot. Loss: 1.408
+2025-09-19 20:29:06,227 INFO Epoch 10 	 Batch 699	LR : 0.00006	Top1 Acc.: 96.281	CLS Loss: 0.131	Mixup Loss: 1.272	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.108	Tot. Loss: 1.403
+2025-09-19 20:35:11,519 INFO Epoch 10 	 Batch 799	LR : 0.00006	Top1 Acc.: 96.375	CLS Loss: 0.139	Mixup Loss: 1.279	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.143	Tot. Loss: 1.419
+2025-09-19 20:41:16,613 INFO Epoch 10 	 Batch 899	LR : 0.00006	Top1 Acc.: 96.375	CLS Loss: 0.127	Mixup Loss: 1.277	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.173	Tot. Loss: 1.404
+2025-09-19 20:47:22,345 INFO Epoch 10 	 Batch 999	LR : 0.00006	Top1 Acc.: 96.328	CLS Loss: 0.127	Mixup Loss: 1.263	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.119	Tot. Loss: 1.390
+2025-09-19 20:53:29,480 INFO Epoch 10 	 Batch 1099	LR : 0.00006	Top1 Acc.: 96.109	CLS Loss: 0.131	Mixup Loss: 1.272	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.138	Tot. Loss: 1.403
+2025-09-19 20:59:36,435 INFO Epoch 10 	 Batch 1199	LR : 0.00006	Top1 Acc.: 96.578	CLS Loss: 0.129	Mixup Loss: 1.258	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.149	Tot. Loss: 1.387
+2025-09-19 21:05:43,093 INFO Epoch 10 	 Batch 1299	LR : 0.00006	Top1 Acc.: 96.469	CLS Loss: 0.127	Mixup Loss: 1.274	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.152	Tot. Loss: 1.402
+2025-09-19 21:11:49,759 INFO Epoch 10 	 Batch 1399	LR : 0.00006	Top1 Acc.: 96.562	CLS Loss: 0.121	Mixup Loss: 1.237	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.094	Tot. Loss: 1.357
+2025-09-19 21:17:56,445 INFO Epoch 10 	 Batch 1499	LR : 0.00006	Top1 Acc.: 96.406	CLS Loss: 0.135	Mixup Loss: 1.271	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.135	Tot. Loss: 1.406
+2025-09-19 21:24:02,973 INFO Epoch 10 	 Batch 1599	LR : 0.00006	Top1 Acc.: 96.188	CLS Loss: 0.132	Mixup Loss: 1.268	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.161	Tot. Loss: 1.400
+2025-09-19 21:30:09,684 INFO Epoch 10 	 Batch 1699	LR : 0.00006	Top1 Acc.: 96.484	CLS Loss: 0.134	Mixup Loss: 1.274	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.100	Tot. Loss: 1.408
+2025-09-19 21:36:16,353 INFO Epoch 10 	 Batch 1799	LR : 0.00006	Top1 Acc.: 96.297	CLS Loss: 0.133	Mixup Loss: 1.271	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.115	Tot. Loss: 1.404
+2025-09-19 21:42:23,068 INFO Epoch 10 	 Batch 1899	LR : 0.00005	Top1 Acc.: 96.328	CLS Loss: 0.132	Mixup Loss: 1.272	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.158	Tot. Loss: 1.404
+2025-09-19 21:48:29,700 INFO Epoch 10 	 Batch 1999	LR : 0.00005	Top1 Acc.: 96.656	CLS Loss: 0.121	Mixup Loss: 1.253	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.122	Tot. Loss: 1.374
+2025-09-19 21:54:36,401 INFO Epoch 10 	 Batch 2099	LR : 0.00005	Top1 Acc.: 96.219	CLS Loss: 0.135	Mixup Loss: 1.279	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.126	Tot. Loss: 1.413
+2025-09-19 22:00:43,086 INFO Epoch 10 	 Batch 2199	LR : 0.00005	Top1 Acc.: 96.750	CLS Loss: 0.121	Mixup Loss: 1.261	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.115	Tot. Loss: 1.382
+2025-09-19 22:06:49,884 INFO Epoch 10 	 Batch 2299	LR : 0.00005	Top1 Acc.: 96.266	CLS Loss: 0.130	Mixup Loss: 1.286	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.124	Tot. Loss: 1.416
+2025-09-19 22:12:56,562 INFO Epoch 10 	 Batch 2399	LR : 0.00005	Top1 Acc.: 96.781	CLS Loss: 0.122	Mixup Loss: 1.269	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.109	Tot. Loss: 1.392
+2025-09-19 22:19:03,224 INFO Epoch 10 	 Batch 2499	LR : 0.00005	Top1 Acc.: 96.344	CLS Loss: 0.134	Mixup Loss: 1.283	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.103	Tot. Loss: 1.418
+2025-09-19 22:25:09,834 INFO Epoch 10 	 Batch 2599	LR : 0.00005	Top1 Acc.: 96.484	CLS Loss: 0.125	Mixup Loss: 1.266	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.139	Tot. Loss: 1.392
+2025-09-19 22:31:15,983 INFO Epoch 10 	 Batch 2699	LR : 0.00005	Top1 Acc.: 96.594	CLS Loss: 0.122	Mixup Loss: 1.280	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.178	Tot. Loss: 1.402
+2025-09-19 22:37:21,706 INFO Epoch 10 	 Batch 2799	LR : 0.00005	Top1 Acc.: 96.375	CLS Loss: 0.125	Mixup Loss: 1.257	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.146	Tot. Loss: 1.383
+2025-09-19 22:43:27,126 INFO Epoch 10 	 Batch 2899	LR : 0.00005	Top1 Acc.: 96.547	CLS Loss: 0.135	Mixup Loss: 1.286	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.175	Tot. Loss: 1.421
+2025-09-19 22:49:32,538 INFO Epoch 10 	 Batch 2999	LR : 0.00005	Top1 Acc.: 96.156	CLS Loss: 0.139	Mixup Loss: 1.300	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.130	Tot. Loss: 1.439
+2025-09-19 22:55:37,950 INFO Epoch 10 	 Batch 3099	LR : 0.00005	Top1 Acc.: 96.328	CLS Loss: 0.131	Mixup Loss: 1.268	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.127	Tot. Loss: 1.399
+2025-09-19 23:01:43,194 INFO Epoch 10 	 Batch 3199	LR : 0.00005	Top1 Acc.: 96.375	CLS Loss: 0.126	Mixup Loss: 1.263	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.139	Tot. Loss: 1.388
+2025-09-19 23:07:48,474 INFO Epoch 10 	 Batch 3299	LR : 0.00005	Top1 Acc.: 96.531	CLS Loss: 0.131	Mixup Loss: 1.278	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.124	Tot. Loss: 1.410
+2025-09-19 23:13:55,301 INFO Epoch 10 	 Batch 3399	LR : 0.00005	Top1 Acc.: 96.500	CLS Loss: 0.129	Mixup Loss: 1.267	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.112	Tot. Loss: 1.396
+2025-09-19 23:20:02,311 INFO Epoch 10 	 Batch 3499	LR : 0.00005	Top1 Acc.: 96.766	CLS Loss: 0.116	Mixup Loss: 1.283	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.138	Tot. Loss: 1.400
+2025-09-19 23:26:09,101 INFO Epoch 10 	 Batch 3599	LR : 0.00005	Top1 Acc.: 96.328	CLS Loss: 0.131	Mixup Loss: 1.261	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.136	Tot. Loss: 1.392
+2025-09-19 23:32:15,857 INFO Epoch 10 	 Batch 3699	LR : 0.00005	Top1 Acc.: 96.406	CLS Loss: 0.131	Mixup Loss: 1.252	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.132	Tot. Loss: 1.383
+2025-09-19 23:38:22,519 INFO Epoch 10 	 Batch 3799	LR : 0.00005	Top1 Acc.: 95.969	CLS Loss: 0.139	Mixup Loss: 1.289	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.187	Tot. Loss: 1.428
+2025-09-19 23:44:29,145 INFO Epoch 10 	 Batch 3899	LR : 0.00005	Top1 Acc.: 96.484	CLS Loss: 0.128	Mixup Loss: 1.264	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.149	Tot. Loss: 1.392
+2025-09-19 23:50:35,735 INFO Epoch 10 	 Batch 3999	LR : 0.00005	Top1 Acc.: 96.984	CLS Loss: 0.115	Mixup Loss: 1.239	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.114	Tot. Loss: 1.354
+2025-09-19 23:56:42,447 INFO Epoch 10 	 Batch 4099	LR : 0.00005	Top1 Acc.: 96.234	CLS Loss: 0.131	Mixup Loss: 1.273	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.140	Tot. Loss: 1.404
+2025-09-20 00:02:48,432 INFO Epoch 10 	 Batch 4199	LR : 0.00005	Top1 Acc.: 96.344	CLS Loss: 0.133	Mixup Loss: 1.271	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.119	Tot. Loss: 1.404
+2025-09-20 00:08:54,069 INFO Epoch 10 	 Batch 4299	LR : 0.00005	Top1 Acc.: 96.812	CLS Loss: 0.126	Mixup Loss: 1.262	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.135	Tot. Loss: 1.388
+2025-09-20 00:14:59,443 INFO Epoch 10 	 Batch 4399	LR : 0.00005	Top1 Acc.: 96.547	CLS Loss: 0.127	Mixup Loss: 1.265	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.099	Tot. Loss: 1.392
+2025-09-20 00:21:04,748 INFO Epoch 10 	 Batch 4499	LR : 0.00005	Top1 Acc.: 96.391	CLS Loss: 0.134	Mixup Loss: 1.259	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.145	Tot. Loss: 1.393
+2025-09-20 00:27:10,102 INFO Epoch 10 	 Batch 4599	LR : 0.00005	Top1 Acc.: 96.469	CLS Loss: 0.129	Mixup Loss: 1.260	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.140	Tot. Loss: 1.390
+2025-09-20 00:33:15,361 INFO Epoch 10 	 Batch 4699	LR : 0.00005	Top1 Acc.: 96.500	CLS Loss: 0.123	Mixup Loss: 1.256	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.145	Tot. Loss: 1.379
+2025-09-20 00:39:20,503 INFO Epoch 10 	 Batch 4799	LR : 0.00005	Top1 Acc.: 96.422	CLS Loss: 0.130	Mixup Loss: 1.271	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.111	Tot. Loss: 1.401
+2025-09-20 00:45:26,048 INFO Epoch 10 	 Batch 4899	LR : 0.00005	Top1 Acc.: 96.344	CLS Loss: 0.136	Mixup Loss: 1.267	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.130	Tot. Loss: 1.403
+2025-09-20 00:51:33,207 INFO Epoch 10 	 Batch 4999	LR : 0.00005	Top1 Acc.: 96.469	CLS Loss: 0.125	Mixup Loss: 1.257	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.128	Tot. Loss: 1.382
+2025-09-20 00:58:06,291 INFO ################## 
+ ---> Validation Epoch 10 (Original Model)	Acc.: 81.932	FPR: 57.405	AUROC: 88.012	AUPR: 61.175	AURC: 44.755	EAURC: 27.350	AUPR Succ.: 96.785	ECE: 4.842	NLL: 7.013	Brier: 25.984
+2025-09-20 01:03:30,901 INFO ################## 
+ ---> Validation Epoch 10 (EMA Model)	Acc.: 81.950	FPR: 57.729	AUROC: 87.995	AUPR: 61.045	AURC: 44.773	EAURC: 27.403	AUPR Succ.: 96.779	ECE: 4.862	NLL: 7.015	Brier: 25.980
+2025-09-20 01:03:33,043 INFO ####### --- Training Epoch 11 --- #######
+2025-09-20 01:23:49,479 INFO Epoch 11 	 Batch 99	LR : 0.00005	Top1 Acc.: 96.562	CLS Loss: 0.127	Mixup Loss: 1.291	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.146	Tot. Loss: 1.418
+2025-09-20 01:29:55,192 INFO Epoch 11 	 Batch 199	LR : 0.00005	Top1 Acc.: 96.641	CLS Loss: 0.123	Mixup Loss: 1.260	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.149	Tot. Loss: 1.383
+2025-09-20 01:36:01,736 INFO Epoch 11 	 Batch 299	LR : 0.00005	Top1 Acc.: 96.359	CLS Loss: 0.126	Mixup Loss: 1.265	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.177	Tot. Loss: 1.390
+2025-09-20 01:42:08,528 INFO Epoch 11 	 Batch 399	LR : 0.00005	Top1 Acc.: 96.609	CLS Loss: 0.127	Mixup Loss: 1.243	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.147	Tot. Loss: 1.370
+2025-09-20 01:48:14,649 INFO Epoch 11 	 Batch 499	LR : 0.00005	Top1 Acc.: 96.281	CLS Loss: 0.137	Mixup Loss: 1.275	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.137	Tot. Loss: 1.412
+2025-09-20 01:54:20,338 INFO Epoch 11 	 Batch 599	LR : 0.00005	Top1 Acc.: 96.344	CLS Loss: 0.137	Mixup Loss: 1.263	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.137	Tot. Loss: 1.400
+2025-09-20 02:00:25,693 INFO Epoch 11 	 Batch 699	LR : 0.00005	Top1 Acc.: 96.344	CLS Loss: 0.130	Mixup Loss: 1.275	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.170	Tot. Loss: 1.405
+2025-09-20 02:06:31,021 INFO Epoch 11 	 Batch 799	LR : 0.00005	Top1 Acc.: 96.344	CLS Loss: 0.139	Mixup Loss: 1.271	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.141	Tot. Loss: 1.409
+2025-09-20 02:12:36,436 INFO Epoch 11 	 Batch 899	LR : 0.00005	Top1 Acc.: 96.438	CLS Loss: 0.126	Mixup Loss: 1.282	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.153	Tot. Loss: 1.408
+2025-09-20 02:18:41,844 INFO Epoch 11 	 Batch 999	LR : 0.00005	Top1 Acc.: 96.422	CLS Loss: 0.126	Mixup Loss: 1.264	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.123	Tot. Loss: 1.390
+2025-09-20 02:24:47,210 INFO Epoch 11 	 Batch 1099	LR : 0.00005	Top1 Acc.: 96.172	CLS Loss: 0.130	Mixup Loss: 1.276	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.140	Tot. Loss: 1.407
+2025-09-20 02:30:52,660 INFO Epoch 11 	 Batch 1199	LR : 0.00005	Top1 Acc.: 96.609	CLS Loss: 0.129	Mixup Loss: 1.277	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.150	Tot. Loss: 1.406
+2025-09-20 02:36:57,983 INFO Epoch 11 	 Batch 1299	LR : 0.00005	Top1 Acc.: 96.391	CLS Loss: 0.127	Mixup Loss: 1.273	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.147	Tot. Loss: 1.400
+2025-09-20 02:43:03,295 INFO Epoch 11 	 Batch 1399	LR : 0.00005	Top1 Acc.: 96.562	CLS Loss: 0.120	Mixup Loss: 1.245	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.147	Tot. Loss: 1.366
+2025-09-20 02:49:08,542 INFO Epoch 11 	 Batch 1499	LR : 0.00005	Top1 Acc.: 96.562	CLS Loss: 0.133	Mixup Loss: 1.261	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.149	Tot. Loss: 1.394
+2025-09-20 02:55:13,757 INFO Epoch 11 	 Batch 1599	LR : 0.00005	Top1 Acc.: 96.219	CLS Loss: 0.132	Mixup Loss: 1.281	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.168	Tot. Loss: 1.412
+2025-09-20 03:01:19,972 INFO Epoch 11 	 Batch 1699	LR : 0.00005	Top1 Acc.: 96.625	CLS Loss: 0.133	Mixup Loss: 1.280	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.128	Tot. Loss: 1.413
+2025-09-20 03:07:27,141 INFO Epoch 11 	 Batch 1799	LR : 0.00005	Top1 Acc.: 96.297	CLS Loss: 0.132	Mixup Loss: 1.265	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.131	Tot. Loss: 1.397
+2025-09-20 03:13:34,009 INFO Epoch 11 	 Batch 1899	LR : 0.00005	Top1 Acc.: 96.297	CLS Loss: 0.131	Mixup Loss: 1.284	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.121	Tot. Loss: 1.415
+2025-09-20 03:19:40,831 INFO Epoch 11 	 Batch 1999	LR : 0.00005	Top1 Acc.: 96.859	CLS Loss: 0.121	Mixup Loss: 1.256	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.107	Tot. Loss: 1.377
+2025-09-20 03:25:47,593 INFO Epoch 11 	 Batch 2099	LR : 0.00005	Top1 Acc.: 96.281	CLS Loss: 0.134	Mixup Loss: 1.280	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.132	Tot. Loss: 1.414
+2025-09-20 03:31:54,195 INFO Epoch 11 	 Batch 2199	LR : 0.00005	Top1 Acc.: 96.719	CLS Loss: 0.120	Mixup Loss: 1.265	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.113	Tot. Loss: 1.385
+2025-09-20 03:38:00,892 INFO Epoch 11 	 Batch 2299	LR : 0.00005	Top1 Acc.: 96.406	CLS Loss: 0.130	Mixup Loss: 1.281	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.137	Tot. Loss: 1.410
+2025-09-20 03:44:07,400 INFO Epoch 11 	 Batch 2399	LR : 0.00005	Top1 Acc.: 96.844	CLS Loss: 0.121	Mixup Loss: 1.270	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.139	Tot. Loss: 1.391
+2025-09-20 03:50:13,488 INFO Epoch 11 	 Batch 2499	LR : 0.00005	Top1 Acc.: 96.531	CLS Loss: 0.133	Mixup Loss: 1.284	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.129	Tot. Loss: 1.417
+2025-09-20 03:56:19,283 INFO Epoch 11 	 Batch 2599	LR : 0.00005	Top1 Acc.: 96.516	CLS Loss: 0.124	Mixup Loss: 1.276	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.126	Tot. Loss: 1.400
+2025-09-20 04:02:24,804 INFO Epoch 11 	 Batch 2699	LR : 0.00005	Top1 Acc.: 96.672	CLS Loss: 0.121	Mixup Loss: 1.267	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.153	Tot. Loss: 1.388
+2025-09-20 04:08:30,381 INFO Epoch 11 	 Batch 2799	LR : 0.00005	Top1 Acc.: 96.453	CLS Loss: 0.124	Mixup Loss: 1.252	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.146	Tot. Loss: 1.377
+2025-09-20 04:14:35,942 INFO Epoch 11 	 Batch 2899	LR : 0.00005	Top1 Acc.: 96.688	CLS Loss: 0.134	Mixup Loss: 1.283	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.143	Tot. Loss: 1.417
+2025-09-20 04:20:41,390 INFO Epoch 11 	 Batch 2999	LR : 0.00005	Top1 Acc.: 96.109	CLS Loss: 0.138	Mixup Loss: 1.289	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.182	Tot. Loss: 1.427
+2025-09-20 04:26:46,863 INFO Epoch 11 	 Batch 3099	LR : 0.00005	Top1 Acc.: 96.438	CLS Loss: 0.131	Mixup Loss: 1.260	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.135	Tot. Loss: 1.390
+2025-09-20 04:32:52,263 INFO Epoch 11 	 Batch 3199	LR : 0.00005	Top1 Acc.: 96.422	CLS Loss: 0.125	Mixup Loss: 1.268	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.116	Tot. Loss: 1.393
+2025-09-20 04:38:57,614 INFO Epoch 11 	 Batch 3299	LR : 0.00004	Top1 Acc.: 96.516	CLS Loss: 0.130	Mixup Loss: 1.259	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.153	Tot. Loss: 1.390
+2025-09-20 04:45:03,018 INFO Epoch 11 	 Batch 3399	LR : 0.00004	Top1 Acc.: 96.625	CLS Loss: 0.128	Mixup Loss: 1.270	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.101	Tot. Loss: 1.398
+2025-09-20 04:51:08,427 INFO Epoch 11 	 Batch 3499	LR : 0.00004	Top1 Acc.: 96.797	CLS Loss: 0.115	Mixup Loss: 1.265	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.102	Tot. Loss: 1.380
+2025-09-20 04:57:13,922 INFO Epoch 11 	 Batch 3599	LR : 0.00004	Top1 Acc.: 96.312	CLS Loss: 0.131	Mixup Loss: 1.268	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.125	Tot. Loss: 1.399
+2025-09-20 05:03:20,815 INFO Epoch 11 	 Batch 3699	LR : 0.00004	Top1 Acc.: 96.469	CLS Loss: 0.130	Mixup Loss: 1.254	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.155	Tot. Loss: 1.384
+2025-09-20 05:09:27,765 INFO Epoch 11 	 Batch 3799	LR : 0.00004	Top1 Acc.: 95.938	CLS Loss: 0.138	Mixup Loss: 1.273	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.140	Tot. Loss: 1.411
+2025-09-20 05:15:34,380 INFO Epoch 11 	 Batch 3899	LR : 0.00004	Top1 Acc.: 96.453	CLS Loss: 0.127	Mixup Loss: 1.271	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.148	Tot. Loss: 1.399
+2025-09-20 05:21:41,132 INFO Epoch 11 	 Batch 3999	LR : 0.00004	Top1 Acc.: 96.938	CLS Loss: 0.116	Mixup Loss: 1.250	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.155	Tot. Loss: 1.366
+2025-09-20 05:27:47,788 INFO Epoch 11 	 Batch 4099	LR : 0.00004	Top1 Acc.: 96.297	CLS Loss: 0.132	Mixup Loss: 1.278	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.144	Tot. Loss: 1.410
+2025-09-20 05:33:54,478 INFO Epoch 11 	 Batch 4199	LR : 0.00004	Top1 Acc.: 96.344	CLS Loss: 0.132	Mixup Loss: 1.281	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.145	Tot. Loss: 1.413
+2025-09-20 05:40:01,090 INFO Epoch 11 	 Batch 4299	LR : 0.00004	Top1 Acc.: 96.766	CLS Loss: 0.124	Mixup Loss: 1.268	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.117	Tot. Loss: 1.392
+2025-09-20 05:46:07,333 INFO Epoch 11 	 Batch 4399	LR : 0.00004	Top1 Acc.: 96.516	CLS Loss: 0.126	Mixup Loss: 1.256	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.138	Tot. Loss: 1.382
+2025-09-20 05:52:13,099 INFO Epoch 11 	 Batch 4499	LR : 0.00004	Top1 Acc.: 96.438	CLS Loss: 0.134	Mixup Loss: 1.260	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.132	Tot. Loss: 1.394
+2025-09-20 05:58:18,663 INFO Epoch 11 	 Batch 4599	LR : 0.00004	Top1 Acc.: 96.531	CLS Loss: 0.129	Mixup Loss: 1.258	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.123	Tot. Loss: 1.387
+2025-09-20 06:04:24,178 INFO Epoch 11 	 Batch 4699	LR : 0.00004	Top1 Acc.: 96.531	CLS Loss: 0.123	Mixup Loss: 1.261	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.144	Tot. Loss: 1.383
+2025-09-20 06:10:29,591 INFO Epoch 11 	 Batch 4799	LR : 0.00004	Top1 Acc.: 96.312	CLS Loss: 0.131	Mixup Loss: 1.265	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.093	Tot. Loss: 1.396
+2025-09-20 06:16:35,011 INFO Epoch 11 	 Batch 4899	LR : 0.00004	Top1 Acc.: 96.469	CLS Loss: 0.134	Mixup Loss: 1.279	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.128	Tot. Loss: 1.413
+2025-09-20 06:22:40,431 INFO Epoch 11 	 Batch 4999	LR : 0.00004	Top1 Acc.: 96.500	CLS Loss: 0.124	Mixup Loss: 1.250	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.124	Tot. Loss: 1.374
+2025-09-20 06:27:42,725 INFO ################## 
+ ---> Validation Epoch 11 (Original Model)	Acc.: 81.920	FPR: 57.290	AUROC: 88.045	AUPR: 61.423	AURC: 44.683	EAURC: 27.254	AUPR Succ.: 96.796	ECE: 4.845	NLL: 7.013	Brier: 25.984
+2025-09-20 06:32:56,515 INFO ################## 
+ ---> Validation Epoch 11 (EMA Model)	Acc.: 81.946	FPR: 57.561	AUROC: 88.000	AUPR: 61.083	AURC: 44.722	EAURC: 27.345	AUPR Succ.: 96.786	ECE: 4.860	NLL: 7.015	Brier: 25.984
+2025-09-20 06:32:56,562 INFO ####### --- Training Epoch 12 --- #######
+2025-09-20 06:49:12,581 INFO Epoch 12 	 Batch 99	LR : 0.00004	Top1 Acc.: 96.641	CLS Loss: 0.127	Mixup Loss: 1.282	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.146	Tot. Loss: 1.409
+2025-09-20 06:55:17,206 INFO Epoch 12 	 Batch 199	LR : 0.00004	Top1 Acc.: 96.641	CLS Loss: 0.123	Mixup Loss: 1.256	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.133	Tot. Loss: 1.379
+2025-09-20 07:01:22,302 INFO Epoch 12 	 Batch 299	LR : 0.00004	Top1 Acc.: 96.312	CLS Loss: 0.126	Mixup Loss: 1.271	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.105	Tot. Loss: 1.397
+2025-09-20 07:07:27,476 INFO Epoch 12 	 Batch 399	LR : 0.00004	Top1 Acc.: 96.719	CLS Loss: 0.127	Mixup Loss: 1.266	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.098	Tot. Loss: 1.394
+2025-09-20 07:13:32,700 INFO Epoch 12 	 Batch 499	LR : 0.00004	Top1 Acc.: 96.141	CLS Loss: 0.136	Mixup Loss: 1.282	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.103	Tot. Loss: 1.418
+2025-09-20 07:19:37,890 INFO Epoch 12 	 Batch 599	LR : 0.00004	Top1 Acc.: 96.328	CLS Loss: 0.137	Mixup Loss: 1.273	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.117	Tot. Loss: 1.409
+2025-09-20 07:25:43,226 INFO Epoch 12 	 Batch 699	LR : 0.00004	Top1 Acc.: 96.297	CLS Loss: 0.128	Mixup Loss: 1.280	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.142	Tot. Loss: 1.408
+2025-09-20 07:31:48,381 INFO Epoch 12 	 Batch 799	LR : 0.00004	Top1 Acc.: 96.438	CLS Loss: 0.138	Mixup Loss: 1.281	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.098	Tot. Loss: 1.419
+2025-09-20 07:37:54,707 INFO Epoch 12 	 Batch 899	LR : 0.00004	Top1 Acc.: 96.484	CLS Loss: 0.125	Mixup Loss: 1.277	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.131	Tot. Loss: 1.401
+2025-09-20 07:44:01,629 INFO Epoch 12 	 Batch 999	LR : 0.00004	Top1 Acc.: 96.359	CLS Loss: 0.125	Mixup Loss: 1.279	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.115	Tot. Loss: 1.404
+2025-09-20 07:50:08,411 INFO Epoch 12 	 Batch 1099	LR : 0.00004	Top1 Acc.: 96.125	CLS Loss: 0.129	Mixup Loss: 1.267	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.152	Tot. Loss: 1.396
+2025-09-20 07:56:15,039 INFO Epoch 12 	 Batch 1199	LR : 0.00004	Top1 Acc.: 96.688	CLS Loss: 0.126	Mixup Loss: 1.264	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.135	Tot. Loss: 1.390
+2025-09-20 08:02:21,710 INFO Epoch 12 	 Batch 1299	LR : 0.00004	Top1 Acc.: 96.516	CLS Loss: 0.126	Mixup Loss: 1.274	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.157	Tot. Loss: 1.400
+2025-09-20 08:08:28,275 INFO Epoch 12 	 Batch 1399	LR : 0.00004	Top1 Acc.: 96.641	CLS Loss: 0.119	Mixup Loss: 1.235	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.101	Tot. Loss: 1.355
+2025-09-20 08:14:34,993 INFO Epoch 12 	 Batch 1499	LR : 0.00004	Top1 Acc.: 96.469	CLS Loss: 0.133	Mixup Loss: 1.265	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.139	Tot. Loss: 1.398
+2025-09-20 08:20:41,199 INFO Epoch 12 	 Batch 1599	LR : 0.00004	Top1 Acc.: 96.156	CLS Loss: 0.131	Mixup Loss: 1.269	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.164	Tot. Loss: 1.401
+2025-09-20 08:26:47,120 INFO Epoch 12 	 Batch 1699	LR : 0.00004	Top1 Acc.: 96.719	CLS Loss: 0.132	Mixup Loss: 1.275	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.125	Tot. Loss: 1.407
+2025-09-20 08:32:52,716 INFO Epoch 12 	 Batch 1799	LR : 0.00004	Top1 Acc.: 96.406	CLS Loss: 0.131	Mixup Loss: 1.276	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.139	Tot. Loss: 1.407
+2025-09-20 08:38:58,236 INFO Epoch 12 	 Batch 1899	LR : 0.00004	Top1 Acc.: 96.203	CLS Loss: 0.131	Mixup Loss: 1.279	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.121	Tot. Loss: 1.411
+2025-09-20 08:45:03,789 INFO Epoch 12 	 Batch 1999	LR : 0.00004	Top1 Acc.: 96.703	CLS Loss: 0.121	Mixup Loss: 1.255	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.102	Tot. Loss: 1.376
+2025-09-20 08:51:09,320 INFO Epoch 12 	 Batch 2099	LR : 0.00004	Top1 Acc.: 96.297	CLS Loss: 0.134	Mixup Loss: 1.261	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.150	Tot. Loss: 1.394
+2025-09-20 08:57:14,883 INFO Epoch 12 	 Batch 2199	LR : 0.00004	Top1 Acc.: 96.938	CLS Loss: 0.120	Mixup Loss: 1.236	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.127	Tot. Loss: 1.356
+2025-09-20 09:03:20,388 INFO Epoch 12 	 Batch 2299	LR : 0.00004	Top1 Acc.: 96.391	CLS Loss: 0.128	Mixup Loss: 1.284	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.173	Tot. Loss: 1.412
+2025-09-20 09:09:25,834 INFO Epoch 12 	 Batch 2399	LR : 0.00004	Top1 Acc.: 96.797	CLS Loss: 0.121	Mixup Loss: 1.264	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.108	Tot. Loss: 1.385
+2025-09-20 09:15:31,392 INFO Epoch 12 	 Batch 2499	LR : 0.00004	Top1 Acc.: 96.453	CLS Loss: 0.133	Mixup Loss: 1.288	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.153	Tot. Loss: 1.421
+2025-09-20 09:21:36,932 INFO Epoch 12 	 Batch 2599	LR : 0.00004	Top1 Acc.: 96.484	CLS Loss: 0.124	Mixup Loss: 1.271	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.119	Tot. Loss: 1.395
+2025-09-20 09:27:42,457 INFO Epoch 12 	 Batch 2699	LR : 0.00004	Top1 Acc.: 96.562	CLS Loss: 0.122	Mixup Loss: 1.267	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.175	Tot. Loss: 1.389
+2025-09-20 09:33:48,008 INFO Epoch 12 	 Batch 2799	LR : 0.00004	Top1 Acc.: 96.484	CLS Loss: 0.124	Mixup Loss: 1.261	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.151	Tot. Loss: 1.385
+2025-09-20 09:39:53,466 INFO Epoch 12 	 Batch 2899	LR : 0.00004	Top1 Acc.: 96.719	CLS Loss: 0.134	Mixup Loss: 1.296	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.137	Tot. Loss: 1.430
+2025-09-20 09:45:59,008 INFO Epoch 12 	 Batch 2999	LR : 0.00004	Top1 Acc.: 96.156	CLS Loss: 0.137	Mixup Loss: 1.271	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.141	Tot. Loss: 1.407
+2025-09-20 09:52:04,476 INFO Epoch 12 	 Batch 3099	LR : 0.00004	Top1 Acc.: 96.438	CLS Loss: 0.129	Mixup Loss: 1.270	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.132	Tot. Loss: 1.399
+2025-09-20 09:58:09,977 INFO Epoch 12 	 Batch 3199	LR : 0.00004	Top1 Acc.: 96.531	CLS Loss: 0.123	Mixup Loss: 1.264	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.129	Tot. Loss: 1.388
+2025-09-20 10:04:15,616 INFO Epoch 12 	 Batch 3299	LR : 0.00004	Top1 Acc.: 96.641	CLS Loss: 0.129	Mixup Loss: 1.273	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.130	Tot. Loss: 1.402
+2025-09-20 10:10:21,105 INFO Epoch 12 	 Batch 3399	LR : 0.00004	Top1 Acc.: 96.641	CLS Loss: 0.127	Mixup Loss: 1.275	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.135	Tot. Loss: 1.402
+2025-09-20 10:16:27,046 INFO Epoch 12 	 Batch 3499	LR : 0.00004	Top1 Acc.: 96.828	CLS Loss: 0.115	Mixup Loss: 1.264	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.129	Tot. Loss: 1.379
+2025-09-20 10:22:34,268 INFO Epoch 12 	 Batch 3599	LR : 0.00004	Top1 Acc.: 96.422	CLS Loss: 0.130	Mixup Loss: 1.266	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.159	Tot. Loss: 1.396
+2025-09-20 10:28:41,075 INFO Epoch 12 	 Batch 3699	LR : 0.00004	Top1 Acc.: 96.594	CLS Loss: 0.129	Mixup Loss: 1.250	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.190	Tot. Loss: 1.379
+2025-09-20 10:34:47,949 INFO Epoch 12 	 Batch 3799	LR : 0.00004	Top1 Acc.: 95.859	CLS Loss: 0.137	Mixup Loss: 1.278	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.160	Tot. Loss: 1.415
+2025-09-20 10:40:54,549 INFO Epoch 12 	 Batch 3899	LR : 0.00004	Top1 Acc.: 96.609	CLS Loss: 0.127	Mixup Loss: 1.285	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.112	Tot. Loss: 1.411
+2025-09-20 10:47:01,268 INFO Epoch 12 	 Batch 3999	LR : 0.00004	Top1 Acc.: 96.828	CLS Loss: 0.115	Mixup Loss: 1.234	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.137	Tot. Loss: 1.349
+2025-09-20 10:53:07,913 INFO Epoch 12 	 Batch 4099	LR : 0.00004	Top1 Acc.: 96.297	CLS Loss: 0.130	Mixup Loss: 1.277	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.133	Tot. Loss: 1.407
+2025-09-20 10:59:14,529 INFO Epoch 12 	 Batch 4199	LR : 0.00004	Top1 Acc.: 96.406	CLS Loss: 0.132	Mixup Loss: 1.263	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.135	Tot. Loss: 1.394
+2025-09-20 11:05:20,788 INFO Epoch 12 	 Batch 4299	LR : 0.00004	Top1 Acc.: 96.766	CLS Loss: 0.124	Mixup Loss: 1.254	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.159	Tot. Loss: 1.378
+2025-09-20 11:11:26,699 INFO Epoch 12 	 Batch 4399	LR : 0.00004	Top1 Acc.: 96.547	CLS Loss: 0.126	Mixup Loss: 1.256	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.114	Tot. Loss: 1.382
+2025-09-20 11:17:32,284 INFO Epoch 12 	 Batch 4499	LR : 0.00004	Top1 Acc.: 96.391	CLS Loss: 0.133	Mixup Loss: 1.261	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.101	Tot. Loss: 1.395
+2025-09-20 11:23:37,861 INFO Epoch 12 	 Batch 4599	LR : 0.00004	Top1 Acc.: 96.516	CLS Loss: 0.129	Mixup Loss: 1.254	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.135	Tot. Loss: 1.383
+2025-09-20 11:29:43,358 INFO Epoch 12 	 Batch 4699	LR : 0.00004	Top1 Acc.: 96.562	CLS Loss: 0.122	Mixup Loss: 1.259	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.124	Tot. Loss: 1.380
+2025-09-20 11:35:48,958 INFO Epoch 12 	 Batch 4799	LR : 0.00003	Top1 Acc.: 96.453	CLS Loss: 0.129	Mixup Loss: 1.252	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.124	Tot. Loss: 1.382
+2025-09-20 11:41:54,558 INFO Epoch 12 	 Batch 4899	LR : 0.00003	Top1 Acc.: 96.438	CLS Loss: 0.134	Mixup Loss: 1.282	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.147	Tot. Loss: 1.416
+2025-09-20 11:48:00,089 INFO Epoch 12 	 Batch 4999	LR : 0.00003	Top1 Acc.: 96.562	CLS Loss: 0.123	Mixup Loss: 1.246	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.125	Tot. Loss: 1.369
+2025-09-20 11:53:55,596 INFO ################## 
+ ---> Validation Epoch 12 (Original Model)	Acc.: 81.936	FPR: 57.507	AUROC: 88.011	AUPR: 61.212	AURC: 44.712	EAURC: 27.315	AUPR Succ.: 96.790	ECE: 4.862	NLL: 7.014	Brier: 25.990
+2025-09-20 11:59:39,623 INFO ################## 
+ ---> Validation Epoch 12 (EMA Model)	Acc.: 81.924	FPR: 57.513	AUROC: 88.038	AUPR: 61.381	AURC: 44.706	EAURC: 27.285	AUPR Succ.: 96.792	ECE: 4.861	NLL: 7.015	Brier: 25.987
+2025-09-20 11:59:40,543 INFO ####### --- Training Epoch 13 --- #######
+2025-09-20 12:19:13,213 INFO Epoch 13 	 Batch 99	LR : 0.00003	Top1 Acc.: 96.562	CLS Loss: 0.126	Mixup Loss: 1.277	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.130	Tot. Loss: 1.403
+2025-09-20 12:25:18,535 INFO Epoch 13 	 Batch 199	LR : 0.00003	Top1 Acc.: 96.656	CLS Loss: 0.122	Mixup Loss: 1.243	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.109	Tot. Loss: 1.365
+2025-09-20 12:31:24,878 INFO Epoch 13 	 Batch 299	LR : 0.00003	Top1 Acc.: 96.375	CLS Loss: 0.126	Mixup Loss: 1.273	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.126	Tot. Loss: 1.399
+2025-09-20 12:37:31,414 INFO Epoch 13 	 Batch 399	LR : 0.00003	Top1 Acc.: 96.703	CLS Loss: 0.127	Mixup Loss: 1.267	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.120	Tot. Loss: 1.394
+2025-09-20 12:43:38,139 INFO Epoch 13 	 Batch 499	LR : 0.00003	Top1 Acc.: 96.297	CLS Loss: 0.136	Mixup Loss: 1.274	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.160	Tot. Loss: 1.409
+2025-09-20 12:49:44,866 INFO Epoch 13 	 Batch 599	LR : 0.00003	Top1 Acc.: 96.406	CLS Loss: 0.137	Mixup Loss: 1.266	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.168	Tot. Loss: 1.403
+2025-09-20 12:55:51,454 INFO Epoch 13 	 Batch 699	LR : 0.00003	Top1 Acc.: 96.344	CLS Loss: 0.128	Mixup Loss: 1.275	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.138	Tot. Loss: 1.403
+2025-09-20 13:01:57,945 INFO Epoch 13 	 Batch 799	LR : 0.00003	Top1 Acc.: 96.375	CLS Loss: 0.138	Mixup Loss: 1.267	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.143	Tot. Loss: 1.405
+2025-09-20 13:08:04,059 INFO Epoch 13 	 Batch 899	LR : 0.00003	Top1 Acc.: 96.422	CLS Loss: 0.124	Mixup Loss: 1.278	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.137	Tot. Loss: 1.402
+2025-09-20 13:14:10,017 INFO Epoch 13 	 Batch 999	LR : 0.00003	Top1 Acc.: 96.375	CLS Loss: 0.125	Mixup Loss: 1.253	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.113	Tot. Loss: 1.378
+2025-09-20 13:20:15,638 INFO Epoch 13 	 Batch 1099	LR : 0.00003	Top1 Acc.: 96.125	CLS Loss: 0.129	Mixup Loss: 1.281	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.173	Tot. Loss: 1.410
+2025-09-20 13:26:21,262 INFO Epoch 13 	 Batch 1199	LR : 0.00003	Top1 Acc.: 96.641	CLS Loss: 0.127	Mixup Loss: 1.273	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.126	Tot. Loss: 1.399
+2025-09-20 13:32:26,873 INFO Epoch 13 	 Batch 1299	LR : 0.00003	Top1 Acc.: 96.531	CLS Loss: 0.127	Mixup Loss: 1.278	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.106	Tot. Loss: 1.405
+2025-09-20 13:38:32,501 INFO Epoch 13 	 Batch 1399	LR : 0.00003	Top1 Acc.: 96.594	CLS Loss: 0.119	Mixup Loss: 1.243	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.096	Tot. Loss: 1.362
+2025-09-20 13:44:38,108 INFO Epoch 13 	 Batch 1499	LR : 0.00003	Top1 Acc.: 96.406	CLS Loss: 0.133	Mixup Loss: 1.274	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.167	Tot. Loss: 1.408
+2025-09-20 13:50:43,684 INFO Epoch 13 	 Batch 1599	LR : 0.00003	Top1 Acc.: 96.203	CLS Loss: 0.130	Mixup Loss: 1.272	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.143	Tot. Loss: 1.402
+2025-09-20 13:56:49,317 INFO Epoch 13 	 Batch 1699	LR : 0.00003	Top1 Acc.: 96.531	CLS Loss: 0.132	Mixup Loss: 1.260	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.134	Tot. Loss: 1.392
+2025-09-20 14:02:54,892 INFO Epoch 13 	 Batch 1799	LR : 0.00003	Top1 Acc.: 96.328	CLS Loss: 0.130	Mixup Loss: 1.269	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.112	Tot. Loss: 1.399
+2025-09-20 14:09:00,430 INFO Epoch 13 	 Batch 1899	LR : 0.00003	Top1 Acc.: 96.312	CLS Loss: 0.130	Mixup Loss: 1.275	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.153	Tot. Loss: 1.405
+2025-09-20 14:15:05,961 INFO Epoch 13 	 Batch 1999	LR : 0.00003	Top1 Acc.: 96.844	CLS Loss: 0.120	Mixup Loss: 1.249	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.093	Tot. Loss: 1.370
+2025-09-20 14:21:11,525 INFO Epoch 13 	 Batch 2099	LR : 0.00003	Top1 Acc.: 96.312	CLS Loss: 0.133	Mixup Loss: 1.274	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.121	Tot. Loss: 1.407
+2025-09-20 14:27:17,131 INFO Epoch 13 	 Batch 2199	LR : 0.00003	Top1 Acc.: 96.750	CLS Loss: 0.119	Mixup Loss: 1.252	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.099	Tot. Loss: 1.371
+2025-09-20 14:33:22,707 INFO Epoch 13 	 Batch 2299	LR : 0.00003	Top1 Acc.: 96.484	CLS Loss: 0.129	Mixup Loss: 1.273	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.120	Tot. Loss: 1.401
+2025-09-20 14:39:29,805 INFO Epoch 13 	 Batch 2399	LR : 0.00003	Top1 Acc.: 96.891	CLS Loss: 0.120	Mixup Loss: 1.250	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.147	Tot. Loss: 1.369
+2025-09-20 14:45:36,903 INFO Epoch 13 	 Batch 2499	LR : 0.00003	Top1 Acc.: 96.406	CLS Loss: 0.132	Mixup Loss: 1.273	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.101	Tot. Loss: 1.405
+2025-09-20 14:51:43,613 INFO Epoch 13 	 Batch 2599	LR : 0.00003	Top1 Acc.: 96.438	CLS Loss: 0.124	Mixup Loss: 1.274	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.122	Tot. Loss: 1.398
+2025-09-20 14:57:50,336 INFO Epoch 13 	 Batch 2699	LR : 0.00003	Top1 Acc.: 96.734	CLS Loss: 0.121	Mixup Loss: 1.276	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.104	Tot. Loss: 1.397
+2025-09-20 15:03:57,086 INFO Epoch 13 	 Batch 2799	LR : 0.00003	Top1 Acc.: 96.438	CLS Loss: 0.124	Mixup Loss: 1.254	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.116	Tot. Loss: 1.378
+2025-09-20 15:10:03,653 INFO Epoch 13 	 Batch 2899	LR : 0.00003	Top1 Acc.: 96.719	CLS Loss: 0.133	Mixup Loss: 1.278	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.157	Tot. Loss: 1.411
+2025-09-20 15:16:10,301 INFO Epoch 13 	 Batch 2999	LR : 0.00003	Top1 Acc.: 96.156	CLS Loss: 0.137	Mixup Loss: 1.276	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.161	Tot. Loss: 1.413
+2025-09-20 15:22:16,944 INFO Epoch 13 	 Batch 3099	LR : 0.00003	Top1 Acc.: 96.484	CLS Loss: 0.128	Mixup Loss: 1.266	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.139	Tot. Loss: 1.394
+2025-09-20 15:28:23,129 INFO Epoch 13 	 Batch 3199	LR : 0.00003	Top1 Acc.: 96.500	CLS Loss: 0.124	Mixup Loss: 1.276	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.146	Tot. Loss: 1.400
+2025-09-20 15:34:29,232 INFO Epoch 13 	 Batch 3299	LR : 0.00003	Top1 Acc.: 96.641	CLS Loss: 0.129	Mixup Loss: 1.274	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.151	Tot. Loss: 1.403
+2025-09-20 15:40:34,948 INFO Epoch 13 	 Batch 3399	LR : 0.00003	Top1 Acc.: 96.516	CLS Loss: 0.128	Mixup Loss: 1.262	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.101	Tot. Loss: 1.391
+2025-09-20 15:46:40,586 INFO Epoch 13 	 Batch 3499	LR : 0.00003	Top1 Acc.: 96.766	CLS Loss: 0.115	Mixup Loss: 1.262	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.102	Tot. Loss: 1.377
+2025-09-20 15:52:46,226 INFO Epoch 13 	 Batch 3599	LR : 0.00003	Top1 Acc.: 96.453	CLS Loss: 0.129	Mixup Loss: 1.286	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.172	Tot. Loss: 1.415
+2025-09-20 15:58:51,862 INFO Epoch 13 	 Batch 3699	LR : 0.00003	Top1 Acc.: 96.516	CLS Loss: 0.129	Mixup Loss: 1.259	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.157	Tot. Loss: 1.388
+2025-09-20 16:04:57,400 INFO Epoch 13 	 Batch 3799	LR : 0.00003	Top1 Acc.: 95.938	CLS Loss: 0.137	Mixup Loss: 1.284	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.102	Tot. Loss: 1.420
+2025-09-20 16:11:02,979 INFO Epoch 13 	 Batch 3899	LR : 0.00003	Top1 Acc.: 96.438	CLS Loss: 0.126	Mixup Loss: 1.290	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.127	Tot. Loss: 1.416
+2025-09-20 16:17:08,559 INFO Epoch 13 	 Batch 3999	LR : 0.00003	Top1 Acc.: 96.938	CLS Loss: 0.114	Mixup Loss: 1.250	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.124	Tot. Loss: 1.364
+2025-09-20 16:23:14,182 INFO Epoch 13 	 Batch 4099	LR : 0.00003	Top1 Acc.: 96.344	CLS Loss: 0.129	Mixup Loss: 1.266	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.121	Tot. Loss: 1.395
+2025-09-20 16:29:19,767 INFO Epoch 13 	 Batch 4199	LR : 0.00003	Top1 Acc.: 96.375	CLS Loss: 0.131	Mixup Loss: 1.265	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.120	Tot. Loss: 1.396
+2025-09-20 16:35:25,321 INFO Epoch 13 	 Batch 4299	LR : 0.00003	Top1 Acc.: 96.844	CLS Loss: 0.124	Mixup Loss: 1.268	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.145	Tot. Loss: 1.392
+2025-09-20 16:41:30,878 INFO Epoch 13 	 Batch 4399	LR : 0.00003	Top1 Acc.: 96.453	CLS Loss: 0.126	Mixup Loss: 1.254	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.100	Tot. Loss: 1.380
+2025-09-20 16:47:36,492 INFO Epoch 13 	 Batch 4499	LR : 0.00003	Top1 Acc.: 96.484	CLS Loss: 0.133	Mixup Loss: 1.264	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.123	Tot. Loss: 1.397
+2025-09-20 16:53:42,053 INFO Epoch 13 	 Batch 4599	LR : 0.00003	Top1 Acc.: 96.578	CLS Loss: 0.128	Mixup Loss: 1.248	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.132	Tot. Loss: 1.376
+2025-09-20 16:59:47,632 INFO Epoch 13 	 Batch 4699	LR : 0.00003	Top1 Acc.: 96.484	CLS Loss: 0.122	Mixup Loss: 1.259	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.138	Tot. Loss: 1.381
+2025-09-20 17:05:53,274 INFO Epoch 13 	 Batch 4799	LR : 0.00003	Top1 Acc.: 96.391	CLS Loss: 0.129	Mixup Loss: 1.269	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.112	Tot. Loss: 1.398
+2025-09-20 17:11:59,026 INFO Epoch 13 	 Batch 4899	LR : 0.00003	Top1 Acc.: 96.469	CLS Loss: 0.133	Mixup Loss: 1.254	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.140	Tot. Loss: 1.387
+2025-09-20 17:18:04,585 INFO Epoch 13 	 Batch 4999	LR : 0.00003	Top1 Acc.: 96.469	CLS Loss: 0.123	Mixup Loss: 1.256	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.139	Tot. Loss: 1.379
+2025-09-20 17:25:06,131 INFO ################## 
+ ---> Validation Epoch 13 (Original Model)	Acc.: 81.932	FPR: 57.627	AUROC: 88.017	AUPR: 61.156	AURC: 44.664	EAURC: 27.258	AUPR Succ.: 96.796	ECE: 4.884	NLL: 7.015	Brier: 25.999
+2025-09-20 17:31:27,303 INFO ################## 
+ ---> Validation Epoch 13 (EMA Model)	Acc.: 81.910	FPR: 57.324	AUROC: 88.059	AUPR: 61.455	AURC: 44.680	EAURC: 27.231	AUPR Succ.: 96.798	ECE: 4.880	NLL: 7.015	Brier: 25.991
+2025-09-20 17:31:27,349 INFO ####### --- Training Epoch 14 --- #######
+2025-09-20 17:52:22,838 INFO Epoch 14 	 Batch 99	LR : 0.00003	Top1 Acc.: 96.547	CLS Loss: 0.127	Mixup Loss: 1.284	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.148	Tot. Loss: 1.411
+2025-09-20 17:58:28,421 INFO Epoch 14 	 Batch 199	LR : 0.00003	Top1 Acc.: 96.641	CLS Loss: 0.121	Mixup Loss: 1.259	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.121	Tot. Loss: 1.379
+2025-09-20 18:04:35,046 INFO Epoch 14 	 Batch 299	LR : 0.00003	Top1 Acc.: 96.438	CLS Loss: 0.125	Mixup Loss: 1.265	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.141	Tot. Loss: 1.390
+2025-09-20 18:10:41,793 INFO Epoch 14 	 Batch 399	LR : 0.00003	Top1 Acc.: 96.734	CLS Loss: 0.127	Mixup Loss: 1.258	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.143	Tot. Loss: 1.385
+2025-09-20 18:16:48,447 INFO Epoch 14 	 Batch 499	LR : 0.00003	Top1 Acc.: 96.328	CLS Loss: 0.133	Mixup Loss: 1.284	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.119	Tot. Loss: 1.417
+2025-09-20 18:22:55,137 INFO Epoch 14 	 Batch 599	LR : 0.00003	Top1 Acc.: 96.406	CLS Loss: 0.136	Mixup Loss: 1.276	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.159	Tot. Loss: 1.412
+2025-09-20 18:29:01,537 INFO Epoch 14 	 Batch 699	LR : 0.00003	Top1 Acc.: 96.312	CLS Loss: 0.129	Mixup Loss: 1.270	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.152	Tot. Loss: 1.399
+2025-09-20 18:35:07,681 INFO Epoch 14 	 Batch 799	LR : 0.00003	Top1 Acc.: 96.516	CLS Loss: 0.136	Mixup Loss: 1.267	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.124	Tot. Loss: 1.403
+2025-09-20 18:41:13,467 INFO Epoch 14 	 Batch 899	LR : 0.00003	Top1 Acc.: 96.453	CLS Loss: 0.124	Mixup Loss: 1.279	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.173	Tot. Loss: 1.403
+2025-09-20 18:47:19,138 INFO Epoch 14 	 Batch 999	LR : 0.00003	Top1 Acc.: 96.344	CLS Loss: 0.124	Mixup Loss: 1.267	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.133	Tot. Loss: 1.392
+2025-09-20 18:53:24,921 INFO Epoch 14 	 Batch 1099	LR : 0.00003	Top1 Acc.: 96.172	CLS Loss: 0.129	Mixup Loss: 1.249	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.163	Tot. Loss: 1.378
+2025-09-20 18:59:30,495 INFO Epoch 14 	 Batch 1199	LR : 0.00003	Top1 Acc.: 96.641	CLS Loss: 0.127	Mixup Loss: 1.262	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.141	Tot. Loss: 1.389
+2025-09-20 19:05:36,164 INFO Epoch 14 	 Batch 1299	LR : 0.00003	Top1 Acc.: 96.516	CLS Loss: 0.126	Mixup Loss: 1.272	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.124	Tot. Loss: 1.398
+2025-09-20 19:11:41,758 INFO Epoch 14 	 Batch 1399	LR : 0.00003	Top1 Acc.: 96.656	CLS Loss: 0.119	Mixup Loss: 1.254	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.096	Tot. Loss: 1.372
+2025-09-20 19:17:47,312 INFO Epoch 14 	 Batch 1499	LR : 0.00003	Top1 Acc.: 96.500	CLS Loss: 0.132	Mixup Loss: 1.255	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.153	Tot. Loss: 1.387
+2025-09-20 19:23:52,926 INFO Epoch 14 	 Batch 1599	LR : 0.00003	Top1 Acc.: 96.219	CLS Loss: 0.130	Mixup Loss: 1.259	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.137	Tot. Loss: 1.389
+2025-09-20 19:29:58,417 INFO Epoch 14 	 Batch 1699	LR : 0.00003	Top1 Acc.: 96.594	CLS Loss: 0.131	Mixup Loss: 1.266	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.140	Tot. Loss: 1.396
+2025-09-20 19:36:04,166 INFO Epoch 14 	 Batch 1799	LR : 0.00002	Top1 Acc.: 96.453	CLS Loss: 0.130	Mixup Loss: 1.266	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.144	Tot. Loss: 1.396
+2025-09-20 19:42:09,719 INFO Epoch 14 	 Batch 1899	LR : 0.00002	Top1 Acc.: 96.203	CLS Loss: 0.130	Mixup Loss: 1.275	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.100	Tot. Loss: 1.406
+2025-09-20 19:48:15,188 INFO Epoch 14 	 Batch 1999	LR : 0.00002	Top1 Acc.: 96.859	CLS Loss: 0.119	Mixup Loss: 1.261	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.109	Tot. Loss: 1.380
+2025-09-20 19:54:20,661 INFO Epoch 14 	 Batch 2099	LR : 0.00002	Top1 Acc.: 96.312	CLS Loss: 0.133	Mixup Loss: 1.269	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.134	Tot. Loss: 1.402
+2025-09-20 20:00:26,173 INFO Epoch 14 	 Batch 2199	LR : 0.00002	Top1 Acc.: 96.797	CLS Loss: 0.119	Mixup Loss: 1.247	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.120	Tot. Loss: 1.366
+2025-09-20 20:06:31,662 INFO Epoch 14 	 Batch 2299	LR : 0.00002	Top1 Acc.: 96.500	CLS Loss: 0.128	Mixup Loss: 1.276	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.144	Tot. Loss: 1.403
+2025-09-20 20:12:37,183 INFO Epoch 14 	 Batch 2399	LR : 0.00002	Top1 Acc.: 96.875	CLS Loss: 0.120	Mixup Loss: 1.251	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.114	Tot. Loss: 1.371
+2025-09-20 20:18:42,649 INFO Epoch 14 	 Batch 2499	LR : 0.00002	Top1 Acc.: 96.594	CLS Loss: 0.131	Mixup Loss: 1.267	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.145	Tot. Loss: 1.399
+2025-09-20 20:24:48,230 INFO Epoch 14 	 Batch 2599	LR : 0.00002	Top1 Acc.: 96.547	CLS Loss: 0.123	Mixup Loss: 1.275	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.160	Tot. Loss: 1.398
+2025-09-20 20:30:53,650 INFO Epoch 14 	 Batch 2699	LR : 0.00002	Top1 Acc.: 96.734	CLS Loss: 0.120	Mixup Loss: 1.270	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.123	Tot. Loss: 1.390
+2025-09-20 20:36:59,016 INFO Epoch 14 	 Batch 2799	LR : 0.00002	Top1 Acc.: 96.484	CLS Loss: 0.123	Mixup Loss: 1.252	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.110	Tot. Loss: 1.375
+2025-09-20 20:43:04,920 INFO Epoch 14 	 Batch 2899	LR : 0.00002	Top1 Acc.: 96.734	CLS Loss: 0.132	Mixup Loss: 1.283	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.147	Tot. Loss: 1.415
+2025-09-20 20:49:12,037 INFO Epoch 14 	 Batch 2999	LR : 0.00002	Top1 Acc.: 96.250	CLS Loss: 0.135	Mixup Loss: 1.288	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.145	Tot. Loss: 1.423
+2025-09-20 20:55:18,894 INFO Epoch 14 	 Batch 3099	LR : 0.00002	Top1 Acc.: 96.453	CLS Loss: 0.129	Mixup Loss: 1.261	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.104	Tot. Loss: 1.389
+2025-09-20 21:01:25,594 INFO Epoch 14 	 Batch 3199	LR : 0.00002	Top1 Acc.: 96.266	CLS Loss: 0.124	Mixup Loss: 1.262	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.138	Tot. Loss: 1.386
+2025-09-20 21:07:32,321 INFO Epoch 14 	 Batch 3299	LR : 0.00002	Top1 Acc.: 96.594	CLS Loss: 0.129	Mixup Loss: 1.281	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.172	Tot. Loss: 1.410
+2025-09-20 21:13:38,996 INFO Epoch 14 	 Batch 3399	LR : 0.00002	Top1 Acc.: 96.719	CLS Loss: 0.127	Mixup Loss: 1.261	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.140	Tot. Loss: 1.388
+2025-09-20 21:19:45,613 INFO Epoch 14 	 Batch 3499	LR : 0.00002	Top1 Acc.: 96.766	CLS Loss: 0.114	Mixup Loss: 1.263	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.097	Tot. Loss: 1.377
+2025-09-20 21:25:52,191 INFO Epoch 14 	 Batch 3599	LR : 0.00002	Top1 Acc.: 96.438	CLS Loss: 0.128	Mixup Loss: 1.273	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.153	Tot. Loss: 1.402
+2025-09-20 21:31:58,726 INFO Epoch 14 	 Batch 3699	LR : 0.00002	Top1 Acc.: 96.531	CLS Loss: 0.129	Mixup Loss: 1.261	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.121	Tot. Loss: 1.390
+2025-09-20 21:38:05,408 INFO Epoch 14 	 Batch 3799	LR : 0.00002	Top1 Acc.: 95.969	CLS Loss: 0.136	Mixup Loss: 1.285	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.151	Tot. Loss: 1.421
+2025-09-20 21:44:12,068 INFO Epoch 14 	 Batch 3899	LR : 0.00002	Top1 Acc.: 96.406	CLS Loss: 0.127	Mixup Loss: 1.263	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.139	Tot. Loss: 1.390
+2025-09-20 21:50:18,694 INFO Epoch 14 	 Batch 3999	LR : 0.00002	Top1 Acc.: 96.922	CLS Loss: 0.114	Mixup Loss: 1.239	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.093	Tot. Loss: 1.353
+2025-09-20 21:56:25,330 INFO Epoch 14 	 Batch 4099	LR : 0.00002	Top1 Acc.: 96.312	CLS Loss: 0.129	Mixup Loss: 1.261	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.146	Tot. Loss: 1.390
+2025-09-20 22:02:32,039 INFO Epoch 14 	 Batch 4199	LR : 0.00002	Top1 Acc.: 96.406	CLS Loss: 0.131	Mixup Loss: 1.273	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.086	Tot. Loss: 1.403
+2025-09-20 22:08:38,635 INFO Epoch 14 	 Batch 4299	LR : 0.00002	Top1 Acc.: 96.938	CLS Loss: 0.122	Mixup Loss: 1.268	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.131	Tot. Loss: 1.390
+2025-09-20 22:14:45,214 INFO Epoch 14 	 Batch 4399	LR : 0.00002	Top1 Acc.: 96.594	CLS Loss: 0.125	Mixup Loss: 1.257	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.134	Tot. Loss: 1.382
+2025-09-20 22:20:51,593 INFO Epoch 14 	 Batch 4499	LR : 0.00002	Top1 Acc.: 96.438	CLS Loss: 0.132	Mixup Loss: 1.273	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.133	Tot. Loss: 1.405
+2025-09-20 22:26:57,565 INFO Epoch 14 	 Batch 4599	LR : 0.00002	Top1 Acc.: 96.594	CLS Loss: 0.127	Mixup Loss: 1.267	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.110	Tot. Loss: 1.395
+2025-09-20 22:33:03,281 INFO Epoch 14 	 Batch 4699	LR : 0.00002	Top1 Acc.: 96.547	CLS Loss: 0.121	Mixup Loss: 1.258	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.149	Tot. Loss: 1.379
+2025-09-20 22:39:08,826 INFO Epoch 14 	 Batch 4799	LR : 0.00002	Top1 Acc.: 96.375	CLS Loss: 0.128	Mixup Loss: 1.269	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.152	Tot. Loss: 1.397
+2025-09-20 22:45:14,305 INFO Epoch 14 	 Batch 4899	LR : 0.00002	Top1 Acc.: 96.391	CLS Loss: 0.134	Mixup Loss: 1.272	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.138	Tot. Loss: 1.405
+2025-09-20 22:51:19,838 INFO Epoch 14 	 Batch 4999	LR : 0.00002	Top1 Acc.: 96.578	CLS Loss: 0.122	Mixup Loss: 1.252	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.102	Tot. Loss: 1.375
+2025-09-20 22:57:04,874 INFO ################## 
+ ---> Validation Epoch 14 (Original Model)	Acc.: 81.920	FPR: 57.434	AUROC: 88.037	AUPR: 61.249	AURC: 44.643	EAURC: 27.214	AUPR Succ.: 96.801	ECE: 4.892	NLL: 7.015	Brier: 25.998
+2025-09-20 23:02:31,978 INFO ################## 
+ ---> Validation Epoch 14 (EMA Model)	Acc.: 81.916	FPR: 57.410	AUROC: 88.046	AUPR: 61.329	AURC: 44.662	EAURC: 27.225	AUPR Succ.: 96.799	ECE: 4.889	NLL: 7.015	Brier: 25.995
+2025-09-20 23:02:32,009 INFO ####### --- Training Epoch 15 --- #######
+2025-09-20 23:20:22,549 INFO Epoch 15 	 Batch 99	LR : 0.00002	Top1 Acc.: 96.594	CLS Loss: 0.126	Mixup Loss: 1.293	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.141	Tot. Loss: 1.419
+2025-09-20 23:26:28,124 INFO Epoch 15 	 Batch 199	LR : 0.00002	Top1 Acc.: 96.719	CLS Loss: 0.121	Mixup Loss: 1.259	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.131	Tot. Loss: 1.380
+2025-09-20 23:32:34,565 INFO Epoch 15 	 Batch 299	LR : 0.00002	Top1 Acc.: 96.344	CLS Loss: 0.125	Mixup Loss: 1.266	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.117	Tot. Loss: 1.390
+2025-09-20 23:38:41,277 INFO Epoch 15 	 Batch 399	LR : 0.00002	Top1 Acc.: 96.750	CLS Loss: 0.126	Mixup Loss: 1.260	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.147	Tot. Loss: 1.386
+2025-09-20 23:44:47,984 INFO Epoch 15 	 Batch 499	LR : 0.00002	Top1 Acc.: 96.312	CLS Loss: 0.134	Mixup Loss: 1.284	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.144	Tot. Loss: 1.418
+2025-09-20 23:50:54,765 INFO Epoch 15 	 Batch 599	LR : 0.00002	Top1 Acc.: 96.375	CLS Loss: 0.135	Mixup Loss: 1.264	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.146	Tot. Loss: 1.399
+2025-09-20 23:57:01,544 INFO Epoch 15 	 Batch 699	LR : 0.00002	Top1 Acc.: 96.312	CLS Loss: 0.128	Mixup Loss: 1.275	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.119	Tot. Loss: 1.403
+2025-09-21 00:03:08,401 INFO Epoch 15 	 Batch 799	LR : 0.00002	Top1 Acc.: 96.438	CLS Loss: 0.137	Mixup Loss: 1.263	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.138	Tot. Loss: 1.400
+2025-09-21 00:09:15,110 INFO Epoch 15 	 Batch 899	LR : 0.00002	Top1 Acc.: 96.484	CLS Loss: 0.125	Mixup Loss: 1.270	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.169	Tot. Loss: 1.395
+2025-09-21 00:15:21,924 INFO Epoch 15 	 Batch 999	LR : 0.00002	Top1 Acc.: 96.391	CLS Loss: 0.124	Mixup Loss: 1.271	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.119	Tot. Loss: 1.396
+2025-09-21 00:21:28,677 INFO Epoch 15 	 Batch 1099	LR : 0.00002	Top1 Acc.: 96.156	CLS Loss: 0.128	Mixup Loss: 1.267	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.133	Tot. Loss: 1.396
+2025-09-21 00:27:35,466 INFO Epoch 15 	 Batch 1199	LR : 0.00002	Top1 Acc.: 96.641	CLS Loss: 0.127	Mixup Loss: 1.262	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.110	Tot. Loss: 1.389
+2025-09-21 00:33:42,290 INFO Epoch 15 	 Batch 1299	LR : 0.00002	Top1 Acc.: 96.531	CLS Loss: 0.125	Mixup Loss: 1.267	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.138	Tot. Loss: 1.392
+2025-09-21 00:39:48,796 INFO Epoch 15 	 Batch 1399	LR : 0.00002	Top1 Acc.: 96.719	CLS Loss: 0.118	Mixup Loss: 1.235	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.122	Tot. Loss: 1.353
+2025-09-21 00:45:55,095 INFO Epoch 15 	 Batch 1499	LR : 0.00002	Top1 Acc.: 96.578	CLS Loss: 0.132	Mixup Loss: 1.269	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.125	Tot. Loss: 1.401
+2025-09-21 00:52:01,094 INFO Epoch 15 	 Batch 1599	LR : 0.00002	Top1 Acc.: 96.141	CLS Loss: 0.130	Mixup Loss: 1.256	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.112	Tot. Loss: 1.386
+2025-09-21 00:58:06,872 INFO Epoch 15 	 Batch 1699	LR : 0.00002	Top1 Acc.: 96.656	CLS Loss: 0.131	Mixup Loss: 1.248	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.114	Tot. Loss: 1.378
+2025-09-21 01:04:12,594 INFO Epoch 15 	 Batch 1799	LR : 0.00002	Top1 Acc.: 96.406	CLS Loss: 0.129	Mixup Loss: 1.257	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.176	Tot. Loss: 1.386
+2025-09-21 01:10:18,346 INFO Epoch 15 	 Batch 1899	LR : 0.00002	Top1 Acc.: 96.375	CLS Loss: 0.130	Mixup Loss: 1.267	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.165	Tot. Loss: 1.397
+2025-09-21 01:16:24,028 INFO Epoch 15 	 Batch 1999	LR : 0.00002	Top1 Acc.: 96.828	CLS Loss: 0.119	Mixup Loss: 1.253	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.097	Tot. Loss: 1.371
+2025-09-21 01:22:29,634 INFO Epoch 15 	 Batch 2099	LR : 0.00002	Top1 Acc.: 96.359	CLS Loss: 0.133	Mixup Loss: 1.275	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.132	Tot. Loss: 1.407
+2025-09-21 01:28:35,213 INFO Epoch 15 	 Batch 2199	LR : 0.00002	Top1 Acc.: 96.734	CLS Loss: 0.120	Mixup Loss: 1.261	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.138	Tot. Loss: 1.380
+2025-09-21 01:34:40,892 INFO Epoch 15 	 Batch 2299	LR : 0.00002	Top1 Acc.: 96.391	CLS Loss: 0.128	Mixup Loss: 1.260	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.146	Tot. Loss: 1.388
+2025-09-21 01:40:46,428 INFO Epoch 15 	 Batch 2399	LR : 0.00002	Top1 Acc.: 96.828	CLS Loss: 0.120	Mixup Loss: 1.256	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.107	Tot. Loss: 1.376
+2025-09-21 01:46:52,065 INFO Epoch 15 	 Batch 2499	LR : 0.00002	Top1 Acc.: 96.594	CLS Loss: 0.132	Mixup Loss: 1.278	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.150	Tot. Loss: 1.410
+2025-09-21 01:52:57,596 INFO Epoch 15 	 Batch 2599	LR : 0.00002	Top1 Acc.: 96.500	CLS Loss: 0.123	Mixup Loss: 1.283	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.111	Tot. Loss: 1.406
+2025-09-21 01:59:03,297 INFO Epoch 15 	 Batch 2699	LR : 0.00002	Top1 Acc.: 96.766	CLS Loss: 0.120	Mixup Loss: 1.261	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.119	Tot. Loss: 1.381
+2025-09-21 02:05:10,615 INFO Epoch 15 	 Batch 2799	LR : 0.00002	Top1 Acc.: 96.406	CLS Loss: 0.123	Mixup Loss: 1.255	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.127	Tot. Loss: 1.378
+2025-09-21 02:11:17,597 INFO Epoch 15 	 Batch 2899	LR : 0.00002	Top1 Acc.: 96.766	CLS Loss: 0.132	Mixup Loss: 1.291	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.152	Tot. Loss: 1.423
+2025-09-21 02:17:24,520 INFO Epoch 15 	 Batch 2999	LR : 0.00002	Top1 Acc.: 96.156	CLS Loss: 0.136	Mixup Loss: 1.281	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.141	Tot. Loss: 1.417
+2025-09-21 02:23:31,294 INFO Epoch 15 	 Batch 3099	LR : 0.00002	Top1 Acc.: 96.469	CLS Loss: 0.128	Mixup Loss: 1.271	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.131	Tot. Loss: 1.399
+2025-09-21 02:29:38,109 INFO Epoch 15 	 Batch 3199	LR : 0.00002	Top1 Acc.: 96.531	CLS Loss: 0.123	Mixup Loss: 1.267	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.122	Tot. Loss: 1.390
+2025-09-21 02:35:44,834 INFO Epoch 15 	 Batch 3299	LR : 0.00002	Top1 Acc.: 96.609	CLS Loss: 0.129	Mixup Loss: 1.257	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.182	Tot. Loss: 1.385
+2025-09-21 02:41:51,567 INFO Epoch 15 	 Batch 3399	LR : 0.00002	Top1 Acc.: 96.688	CLS Loss: 0.127	Mixup Loss: 1.265	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.176	Tot. Loss: 1.392
+2025-09-21 02:47:58,409 INFO Epoch 15 	 Batch 3499	LR : 0.00002	Top1 Acc.: 96.797	CLS Loss: 0.114	Mixup Loss: 1.259	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.143	Tot. Loss: 1.373
+2025-09-21 02:54:05,273 INFO Epoch 15 	 Batch 3599	LR : 0.00002	Top1 Acc.: 96.500	CLS Loss: 0.128	Mixup Loss: 1.277	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.152	Tot. Loss: 1.405
+2025-09-21 03:00:12,044 INFO Epoch 15 	 Batch 3699	LR : 0.00002	Top1 Acc.: 96.547	CLS Loss: 0.129	Mixup Loss: 1.244	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.130	Tot. Loss: 1.373
+2025-09-21 03:06:18,959 INFO Epoch 15 	 Batch 3799	LR : 0.00002	Top1 Acc.: 96.062	CLS Loss: 0.137	Mixup Loss: 1.273	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.167	Tot. Loss: 1.410
+2025-09-21 03:12:25,788 INFO Epoch 15 	 Batch 3899	LR : 0.00002	Top1 Acc.: 96.562	CLS Loss: 0.127	Mixup Loss: 1.273	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.160	Tot. Loss: 1.400
+2025-09-21 03:18:32,032 INFO Epoch 15 	 Batch 3999	LR : 0.00002	Top1 Acc.: 96.938	CLS Loss: 0.114	Mixup Loss: 1.242	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.145	Tot. Loss: 1.355
+2025-09-21 03:24:38,024 INFO Epoch 15 	 Batch 4099	LR : 0.00002	Top1 Acc.: 96.266	CLS Loss: 0.129	Mixup Loss: 1.275	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.156	Tot. Loss: 1.405
+2025-09-21 03:30:43,778 INFO Epoch 15 	 Batch 4199	LR : 0.00002	Top1 Acc.: 96.484	CLS Loss: 0.130	Mixup Loss: 1.268	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.103	Tot. Loss: 1.399
+2025-09-21 03:36:49,504 INFO Epoch 15 	 Batch 4299	LR : 0.00002	Top1 Acc.: 96.906	CLS Loss: 0.122	Mixup Loss: 1.249	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.122	Tot. Loss: 1.371
+2025-09-21 03:42:55,057 INFO Epoch 15 	 Batch 4399	LR : 0.00002	Top1 Acc.: 96.484	CLS Loss: 0.125	Mixup Loss: 1.259	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.153	Tot. Loss: 1.384
+2025-09-21 03:49:00,654 INFO Epoch 15 	 Batch 4499	LR : 0.00002	Top1 Acc.: 96.469	CLS Loss: 0.131	Mixup Loss: 1.268	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.122	Tot. Loss: 1.398
+2025-09-21 03:55:06,119 INFO Epoch 15 	 Batch 4599	LR : 0.00002	Top1 Acc.: 96.516	CLS Loss: 0.127	Mixup Loss: 1.234	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.133	Tot. Loss: 1.361
+2025-09-21 04:01:11,804 INFO Epoch 15 	 Batch 4699	LR : 0.00002	Top1 Acc.: 96.594	CLS Loss: 0.120	Mixup Loss: 1.274	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.162	Tot. Loss: 1.394
+2025-09-21 04:07:17,334 INFO Epoch 15 	 Batch 4799	LR : 0.00001	Top1 Acc.: 96.391	CLS Loss: 0.128	Mixup Loss: 1.272	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.108	Tot. Loss: 1.400
+2025-09-21 04:13:22,853 INFO Epoch 15 	 Batch 4899	LR : 0.00001	Top1 Acc.: 96.438	CLS Loss: 0.133	Mixup Loss: 1.264	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.121	Tot. Loss: 1.397
+2025-09-21 04:19:28,312 INFO Epoch 15 	 Batch 4999	LR : 0.00001	Top1 Acc.: 96.625	CLS Loss: 0.122	Mixup Loss: 1.234	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.107	Tot. Loss: 1.356
+2025-09-21 04:24:22,439 INFO ################## 
+ ---> Validation Epoch 15 (Original Model)	Acc.: 81.908	FPR: 57.296	AUROC: 88.047	AUPR: 61.283	AURC: 44.645	EAURC: 27.192	AUPR Succ.: 96.803	ECE: 4.913	NLL: 7.016	Brier: 26.004
+2025-09-21 04:28:57,857 INFO ################## 
+ ---> Validation Epoch 15 (EMA Model)	Acc.: 81.914	FPR: 57.304	AUROC: 88.046	AUPR: 61.316	AURC: 44.646	EAURC: 27.204	AUPR Succ.: 96.802	ECE: 4.904	NLL: 7.016	Brier: 26.000
+2025-09-21 04:28:58,202 INFO ####### --- Training Epoch 16 --- #######
+2025-09-21 04:46:47,863 INFO Epoch 16 	 Batch 99	LR : 0.00001	Top1 Acc.: 96.609	CLS Loss: 0.126	Mixup Loss: 1.289	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.155	Tot. Loss: 1.415
+2025-09-21 04:52:53,684 INFO Epoch 16 	 Batch 199	LR : 0.00001	Top1 Acc.: 96.828	CLS Loss: 0.120	Mixup Loss: 1.249	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.113	Tot. Loss: 1.369
+2025-09-21 04:59:00,302 INFO Epoch 16 	 Batch 299	LR : 0.00001	Top1 Acc.: 96.500	CLS Loss: 0.123	Mixup Loss: 1.248	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.140	Tot. Loss: 1.371
+2025-09-21 05:05:07,158 INFO Epoch 16 	 Batch 399	LR : 0.00001	Top1 Acc.: 96.688	CLS Loss: 0.126	Mixup Loss: 1.260	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.130	Tot. Loss: 1.386
+2025-09-21 05:11:13,271 INFO Epoch 16 	 Batch 499	LR : 0.00001	Top1 Acc.: 96.203	CLS Loss: 0.135	Mixup Loss: 1.270	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.177	Tot. Loss: 1.405
+2025-09-21 05:17:18,694 INFO Epoch 16 	 Batch 599	LR : 0.00001	Top1 Acc.: 96.484	CLS Loss: 0.135	Mixup Loss: 1.275	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.163	Tot. Loss: 1.410
+2025-09-21 05:23:24,210 INFO Epoch 16 	 Batch 699	LR : 0.00001	Top1 Acc.: 96.359	CLS Loss: 0.127	Mixup Loss: 1.260	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.185	Tot. Loss: 1.387
+2025-09-21 05:29:29,681 INFO Epoch 16 	 Batch 799	LR : 0.00001	Top1 Acc.: 96.469	CLS Loss: 0.136	Mixup Loss: 1.264	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.102	Tot. Loss: 1.400
+2025-09-21 05:35:35,202 INFO Epoch 16 	 Batch 899	LR : 0.00001	Top1 Acc.: 96.484	CLS Loss: 0.124	Mixup Loss: 1.284	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.160	Tot. Loss: 1.409
+2025-09-21 05:41:40,707 INFO Epoch 16 	 Batch 999	LR : 0.00001	Top1 Acc.: 96.406	CLS Loss: 0.124	Mixup Loss: 1.258	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.147	Tot. Loss: 1.383
+2025-09-21 05:47:46,210 INFO Epoch 16 	 Batch 1099	LR : 0.00001	Top1 Acc.: 96.203	CLS Loss: 0.128	Mixup Loss: 1.264	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.093	Tot. Loss: 1.392
+2025-09-21 05:53:51,656 INFO Epoch 16 	 Batch 1199	LR : 0.00001	Top1 Acc.: 96.719	CLS Loss: 0.125	Mixup Loss: 1.261	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.144	Tot. Loss: 1.386
+2025-09-21 05:59:57,158 INFO Epoch 16 	 Batch 1299	LR : 0.00001	Top1 Acc.: 96.562	CLS Loss: 0.124	Mixup Loss: 1.279	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.148	Tot. Loss: 1.403
+2025-09-21 06:06:02,524 INFO Epoch 16 	 Batch 1399	LR : 0.00001	Top1 Acc.: 96.641	CLS Loss: 0.117	Mixup Loss: 1.238	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.100	Tot. Loss: 1.355
+2025-09-21 06:12:07,899 INFO Epoch 16 	 Batch 1499	LR : 0.00001	Top1 Acc.: 96.453	CLS Loss: 0.132	Mixup Loss: 1.276	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.158	Tot. Loss: 1.408
+2025-09-21 06:18:13,210 INFO Epoch 16 	 Batch 1599	LR : 0.00001	Top1 Acc.: 96.234	CLS Loss: 0.129	Mixup Loss: 1.265	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.103	Tot. Loss: 1.394
+2025-09-21 06:24:18,516 INFO Epoch 16 	 Batch 1699	LR : 0.00001	Top1 Acc.: 96.672	CLS Loss: 0.130	Mixup Loss: 1.263	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.143	Tot. Loss: 1.393
+2025-09-21 06:30:23,859 INFO Epoch 16 	 Batch 1799	LR : 0.00001	Top1 Acc.: 96.422	CLS Loss: 0.130	Mixup Loss: 1.265	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.121	Tot. Loss: 1.395
+2025-09-21 06:36:29,149 INFO Epoch 16 	 Batch 1899	LR : 0.00001	Top1 Acc.: 96.281	CLS Loss: 0.130	Mixup Loss: 1.276	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.149	Tot. Loss: 1.406
+2025-09-21 06:42:35,784 INFO Epoch 16 	 Batch 1999	LR : 0.00001	Top1 Acc.: 96.859	CLS Loss: 0.119	Mixup Loss: 1.247	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.112	Tot. Loss: 1.366
+2025-09-21 06:48:42,938 INFO Epoch 16 	 Batch 2099	LR : 0.00001	Top1 Acc.: 96.312	CLS Loss: 0.133	Mixup Loss: 1.276	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.119	Tot. Loss: 1.410
+2025-09-21 06:54:49,799 INFO Epoch 16 	 Batch 2199	LR : 0.00001	Top1 Acc.: 96.781	CLS Loss: 0.119	Mixup Loss: 1.257	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.154	Tot. Loss: 1.376
+2025-09-21 07:00:56,584 INFO Epoch 16 	 Batch 2299	LR : 0.00001	Top1 Acc.: 96.422	CLS Loss: 0.128	Mixup Loss: 1.261	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.127	Tot. Loss: 1.389
+2025-09-21 07:07:03,459 INFO Epoch 16 	 Batch 2399	LR : 0.00001	Top1 Acc.: 96.875	CLS Loss: 0.120	Mixup Loss: 1.258	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.113	Tot. Loss: 1.378
+2025-09-21 07:13:10,251 INFO Epoch 16 	 Batch 2499	LR : 0.00001	Top1 Acc.: 96.516	CLS Loss: 0.130	Mixup Loss: 1.275	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.154	Tot. Loss: 1.405
+2025-09-21 07:19:16,680 INFO Epoch 16 	 Batch 2599	LR : 0.00001	Top1 Acc.: 96.547	CLS Loss: 0.123	Mixup Loss: 1.258	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.098	Tot. Loss: 1.380
+2025-09-21 07:25:23,255 INFO Epoch 16 	 Batch 2699	LR : 0.00001	Top1 Acc.: 96.812	CLS Loss: 0.120	Mixup Loss: 1.250	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.138	Tot. Loss: 1.370
+2025-09-21 07:31:29,276 INFO Epoch 16 	 Batch 2799	LR : 0.00001	Top1 Acc.: 96.438	CLS Loss: 0.122	Mixup Loss: 1.261	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.111	Tot. Loss: 1.383
+2025-09-21 07:37:35,008 INFO Epoch 16 	 Batch 2899	LR : 0.00001	Top1 Acc.: 96.688	CLS Loss: 0.132	Mixup Loss: 1.283	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.145	Tot. Loss: 1.415
+2025-09-21 07:43:40,544 INFO Epoch 16 	 Batch 2999	LR : 0.00001	Top1 Acc.: 96.266	CLS Loss: 0.135	Mixup Loss: 1.284	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.137	Tot. Loss: 1.418
+2025-09-21 07:49:45,935 INFO Epoch 16 	 Batch 3099	LR : 0.00001	Top1 Acc.: 96.406	CLS Loss: 0.128	Mixup Loss: 1.260	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.145	Tot. Loss: 1.388
+2025-09-21 07:55:51,360 INFO Epoch 16 	 Batch 3199	LR : 0.00001	Top1 Acc.: 96.516	CLS Loss: 0.123	Mixup Loss: 1.248	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.109	Tot. Loss: 1.371
+2025-09-21 08:01:56,895 INFO Epoch 16 	 Batch 3299	LR : 0.00001	Top1 Acc.: 96.734	CLS Loss: 0.129	Mixup Loss: 1.273	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.102	Tot. Loss: 1.402
+2025-09-21 08:08:02,313 INFO Epoch 16 	 Batch 3399	LR : 0.00001	Top1 Acc.: 96.609	CLS Loss: 0.127	Mixup Loss: 1.273	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.117	Tot. Loss: 1.400
+2025-09-21 08:14:07,701 INFO Epoch 16 	 Batch 3499	LR : 0.00001	Top1 Acc.: 96.812	CLS Loss: 0.114	Mixup Loss: 1.256	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.176	Tot. Loss: 1.370
+2025-09-21 08:20:13,885 INFO Epoch 16 	 Batch 3599	LR : 0.00001	Top1 Acc.: 96.453	CLS Loss: 0.128	Mixup Loss: 1.281	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.162	Tot. Loss: 1.409
+2025-09-21 08:26:20,989 INFO Epoch 16 	 Batch 3699	LR : 0.00001	Top1 Acc.: 96.578	CLS Loss: 0.129	Mixup Loss: 1.247	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.152	Tot. Loss: 1.376
+2025-09-21 08:32:27,805 INFO Epoch 16 	 Batch 3799	LR : 0.00001	Top1 Acc.: 95.969	CLS Loss: 0.136	Mixup Loss: 1.275	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.186	Tot. Loss: 1.411
+2025-09-21 08:38:34,568 INFO Epoch 16 	 Batch 3899	LR : 0.00001	Top1 Acc.: 96.562	CLS Loss: 0.125	Mixup Loss: 1.274	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.147	Tot. Loss: 1.400
+2025-09-21 08:44:41,268 INFO Epoch 16 	 Batch 3999	LR : 0.00001	Top1 Acc.: 97.016	CLS Loss: 0.114	Mixup Loss: 1.231	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.122	Tot. Loss: 1.344
+2025-09-21 08:50:48,000 INFO Epoch 16 	 Batch 4099	LR : 0.00001	Top1 Acc.: 96.250	CLS Loss: 0.129	Mixup Loss: 1.268	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.173	Tot. Loss: 1.397
+2025-09-21 08:56:54,487 INFO Epoch 16 	 Batch 4199	LR : 0.00001	Top1 Acc.: 96.469	CLS Loss: 0.130	Mixup Loss: 1.267	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.164	Tot. Loss: 1.396
+2025-09-21 09:03:00,470 INFO Epoch 16 	 Batch 4299	LR : 0.00001	Top1 Acc.: 96.906	CLS Loss: 0.122	Mixup Loss: 1.273	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.135	Tot. Loss: 1.395
+2025-09-21 09:09:06,301 INFO Epoch 16 	 Batch 4399	LR : 0.00001	Top1 Acc.: 96.516	CLS Loss: 0.124	Mixup Loss: 1.257	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.175	Tot. Loss: 1.381
+2025-09-21 09:15:11,820 INFO Epoch 16 	 Batch 4499	LR : 0.00001	Top1 Acc.: 96.484	CLS Loss: 0.131	Mixup Loss: 1.252	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.139	Tot. Loss: 1.383
+2025-09-21 09:21:17,374 INFO Epoch 16 	 Batch 4599	LR : 0.00001	Top1 Acc.: 96.562	CLS Loss: 0.127	Mixup Loss: 1.252	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.114	Tot. Loss: 1.379
+2025-09-21 09:27:22,863 INFO Epoch 16 	 Batch 4699	LR : 0.00001	Top1 Acc.: 96.594	CLS Loss: 0.121	Mixup Loss: 1.262	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.156	Tot. Loss: 1.383
+2025-09-21 09:33:28,278 INFO Epoch 16 	 Batch 4799	LR : 0.00001	Top1 Acc.: 96.328	CLS Loss: 0.128	Mixup Loss: 1.246	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.157	Tot. Loss: 1.374
+2025-09-21 09:39:33,741 INFO Epoch 16 	 Batch 4899	LR : 0.00001	Top1 Acc.: 96.438	CLS Loss: 0.133	Mixup Loss: 1.254	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.130	Tot. Loss: 1.387
+2025-09-21 09:45:39,103 INFO Epoch 16 	 Batch 4999	LR : 0.00001	Top1 Acc.: 96.625	CLS Loss: 0.121	Mixup Loss: 1.247	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.109	Tot. Loss: 1.369
+2025-09-21 09:50:28,817 INFO ################## 
+ ---> Validation Epoch 16 (Original Model)	Acc.: 81.912	FPR: 57.364	AUROC: 88.050	AUPR: 61.261	AURC: 44.612	EAURC: 27.166	AUPR Succ.: 96.807	ECE: 4.901	NLL: 7.016	Brier: 26.005
+2025-09-21 09:54:48,567 INFO ################## 
+ ---> Validation Epoch 16 (EMA Model)	Acc.: 81.920	FPR: 57.511	AUROC: 88.037	AUPR: 61.239	AURC: 44.629	EAURC: 27.200	AUPR Succ.: 96.803	ECE: 4.911	NLL: 7.016	Brier: 26.003
+2025-09-21 09:54:49,710 INFO ####### --- Training Epoch 17 --- #######
+2025-09-21 10:11:36,915 INFO Epoch 17 	 Batch 99	LR : 0.00001	Top1 Acc.: 96.531	CLS Loss: 0.126	Mixup Loss: 1.278	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.169	Tot. Loss: 1.404
+2025-09-21 10:17:41,644 INFO Epoch 17 	 Batch 199	LR : 0.00001	Top1 Acc.: 96.672	CLS Loss: 0.121	Mixup Loss: 1.252	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.143	Tot. Loss: 1.373
+2025-09-21 10:23:46,780 INFO Epoch 17 	 Batch 299	LR : 0.00001	Top1 Acc.: 96.422	CLS Loss: 0.123	Mixup Loss: 1.256	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.105	Tot. Loss: 1.380
+2025-09-21 10:29:51,968 INFO Epoch 17 	 Batch 399	LR : 0.00001	Top1 Acc.: 96.703	CLS Loss: 0.125	Mixup Loss: 1.248	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.148	Tot. Loss: 1.373
+2025-09-21 10:35:58,495 INFO Epoch 17 	 Batch 499	LR : 0.00001	Top1 Acc.: 96.250	CLS Loss: 0.134	Mixup Loss: 1.284	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.160	Tot. Loss: 1.419
+2025-09-21 10:42:05,438 INFO Epoch 17 	 Batch 599	LR : 0.00001	Top1 Acc.: 96.453	CLS Loss: 0.135	Mixup Loss: 1.280	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.115	Tot. Loss: 1.414
+2025-09-21 10:48:12,338 INFO Epoch 17 	 Batch 699	LR : 0.00001	Top1 Acc.: 96.438	CLS Loss: 0.127	Mixup Loss: 1.270	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.113	Tot. Loss: 1.397
+2025-09-21 10:54:19,071 INFO Epoch 17 	 Batch 799	LR : 0.00001	Top1 Acc.: 96.438	CLS Loss: 0.137	Mixup Loss: 1.276	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.159	Tot. Loss: 1.412
+2025-09-21 11:00:25,757 INFO Epoch 17 	 Batch 899	LR : 0.00001	Top1 Acc.: 96.469	CLS Loss: 0.123	Mixup Loss: 1.274	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.112	Tot. Loss: 1.397
+2025-09-21 11:06:32,525 INFO Epoch 17 	 Batch 999	LR : 0.00001	Top1 Acc.: 96.312	CLS Loss: 0.125	Mixup Loss: 1.275	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.136	Tot. Loss: 1.399
+2025-09-21 11:12:39,257 INFO Epoch 17 	 Batch 1099	LR : 0.00001	Top1 Acc.: 96.234	CLS Loss: 0.128	Mixup Loss: 1.259	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.125	Tot. Loss: 1.387
+2025-09-21 11:18:45,474 INFO Epoch 17 	 Batch 1199	LR : 0.00001	Top1 Acc.: 96.719	CLS Loss: 0.125	Mixup Loss: 1.259	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.133	Tot. Loss: 1.384
+2025-09-21 11:24:51,317 INFO Epoch 17 	 Batch 1299	LR : 0.00001	Top1 Acc.: 96.531	CLS Loss: 0.124	Mixup Loss: 1.272	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.132	Tot. Loss: 1.396
+2025-09-21 11:30:57,014 INFO Epoch 17 	 Batch 1399	LR : 0.00001	Top1 Acc.: 96.688	CLS Loss: 0.117	Mixup Loss: 1.234	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.093	Tot. Loss: 1.351
+2025-09-21 11:37:02,411 INFO Epoch 17 	 Batch 1499	LR : 0.00001	Top1 Acc.: 96.484	CLS Loss: 0.132	Mixup Loss: 1.267	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.177	Tot. Loss: 1.399
+2025-09-21 11:43:07,622 INFO Epoch 17 	 Batch 1599	LR : 0.00001	Top1 Acc.: 96.281	CLS Loss: 0.129	Mixup Loss: 1.261	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.142	Tot. Loss: 1.390
+2025-09-21 11:49:13,106 INFO Epoch 17 	 Batch 1699	LR : 0.00001	Top1 Acc.: 96.766	CLS Loss: 0.129	Mixup Loss: 1.247	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.148	Tot. Loss: 1.377
+2025-09-21 11:55:18,482 INFO Epoch 17 	 Batch 1799	LR : 0.00001	Top1 Acc.: 96.438	CLS Loss: 0.130	Mixup Loss: 1.269	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.113	Tot. Loss: 1.399
+2025-09-21 12:01:23,894 INFO Epoch 17 	 Batch 1899	LR : 0.00001	Top1 Acc.: 96.359	CLS Loss: 0.129	Mixup Loss: 1.276	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.199	Tot. Loss: 1.405
+2025-09-21 12:07:29,347 INFO Epoch 17 	 Batch 1999	LR : 0.00001	Top1 Acc.: 96.922	CLS Loss: 0.119	Mixup Loss: 1.268	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.113	Tot. Loss: 1.387
+2025-09-21 12:13:34,708 INFO Epoch 17 	 Batch 2099	LR : 0.00001	Top1 Acc.: 96.406	CLS Loss: 0.132	Mixup Loss: 1.272	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.090	Tot. Loss: 1.405
+2025-09-21 12:19:40,062 INFO Epoch 17 	 Batch 2199	LR : 0.00001	Top1 Acc.: 96.812	CLS Loss: 0.118	Mixup Loss: 1.249	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.082	Tot. Loss: 1.367
+2025-09-21 12:25:45,320 INFO Epoch 17 	 Batch 2299	LR : 0.00001	Top1 Acc.: 96.531	CLS Loss: 0.127	Mixup Loss: 1.280	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.113	Tot. Loss: 1.407
+2025-09-21 12:31:50,524 INFO Epoch 17 	 Batch 2399	LR : 0.00001	Top1 Acc.: 96.828	CLS Loss: 0.120	Mixup Loss: 1.263	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.129	Tot. Loss: 1.383
+2025-09-21 12:37:55,781 INFO Epoch 17 	 Batch 2499	LR : 0.00001	Top1 Acc.: 96.438	CLS Loss: 0.132	Mixup Loss: 1.274	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.149	Tot. Loss: 1.406
+2025-09-21 12:44:00,989 INFO Epoch 17 	 Batch 2599	LR : 0.00001	Top1 Acc.: 96.625	CLS Loss: 0.122	Mixup Loss: 1.261	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.118	Tot. Loss: 1.383
+2025-09-21 12:50:06,217 INFO Epoch 17 	 Batch 2699	LR : 0.00001	Top1 Acc.: 96.828	CLS Loss: 0.119	Mixup Loss: 1.271	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.147	Tot. Loss: 1.390
+2025-09-21 12:56:11,515 INFO Epoch 17 	 Batch 2799	LR : 0.00001	Top1 Acc.: 96.484	CLS Loss: 0.122	Mixup Loss: 1.260	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.129	Tot. Loss: 1.382
+2025-09-21 13:02:16,812 INFO Epoch 17 	 Batch 2899	LR : 0.00001	Top1 Acc.: 96.641	CLS Loss: 0.132	Mixup Loss: 1.297	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.130	Tot. Loss: 1.429
+2025-09-21 13:08:22,143 INFO Epoch 17 	 Batch 2999	LR : 0.00001	Top1 Acc.: 96.297	CLS Loss: 0.135	Mixup Loss: 1.272	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.128	Tot. Loss: 1.407
+2025-09-21 13:14:27,418 INFO Epoch 17 	 Batch 3099	LR : 0.00001	Top1 Acc.: 96.547	CLS Loss: 0.127	Mixup Loss: 1.262	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.137	Tot. Loss: 1.389
+2025-09-21 13:20:32,704 INFO Epoch 17 	 Batch 3199	LR : 0.00001	Top1 Acc.: 96.422	CLS Loss: 0.124	Mixup Loss: 1.268	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.145	Tot. Loss: 1.392
+2025-09-21 13:26:38,025 INFO Epoch 17 	 Batch 3299	LR : 0.00001	Top1 Acc.: 96.734	CLS Loss: 0.129	Mixup Loss: 1.267	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.137	Tot. Loss: 1.396
+2025-09-21 13:32:43,253 INFO Epoch 17 	 Batch 3399	LR : 0.00001	Top1 Acc.: 96.703	CLS Loss: 0.127	Mixup Loss: 1.268	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.127	Tot. Loss: 1.395
+2025-09-21 13:38:48,489 INFO Epoch 17 	 Batch 3499	LR : 0.00001	Top1 Acc.: 96.781	CLS Loss: 0.114	Mixup Loss: 1.260	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.102	Tot. Loss: 1.374
+2025-09-21 13:44:53,809 INFO Epoch 17 	 Batch 3599	LR : 0.00001	Top1 Acc.: 96.359	CLS Loss: 0.129	Mixup Loss: 1.274	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.131	Tot. Loss: 1.403
+2025-09-21 13:50:59,015 INFO Epoch 17 	 Batch 3699	LR : 0.00001	Top1 Acc.: 96.609	CLS Loss: 0.128	Mixup Loss: 1.252	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.132	Tot. Loss: 1.380
+2025-09-21 13:57:04,425 INFO Epoch 17 	 Batch 3799	LR : 0.00001	Top1 Acc.: 96.078	CLS Loss: 0.136	Mixup Loss: 1.294	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.146	Tot. Loss: 1.429
+2025-09-21 14:03:09,683 INFO Epoch 17 	 Batch 3899	LR : 0.00001	Top1 Acc.: 96.516	CLS Loss: 0.126	Mixup Loss: 1.272	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.160	Tot. Loss: 1.398
+2025-09-21 14:09:14,819 INFO Epoch 17 	 Batch 3999	LR : 0.00001	Top1 Acc.: 97.078	CLS Loss: 0.113	Mixup Loss: 1.234	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.092	Tot. Loss: 1.347
+2025-09-21 14:15:20,052 INFO Epoch 17 	 Batch 4099	LR : 0.00001	Top1 Acc.: 96.359	CLS Loss: 0.128	Mixup Loss: 1.266	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.145	Tot. Loss: 1.394
+2025-09-21 14:21:25,060 INFO Epoch 17 	 Batch 4199	LR : 0.00001	Top1 Acc.: 96.531	CLS Loss: 0.129	Mixup Loss: 1.260	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.126	Tot. Loss: 1.390
+2025-09-21 14:27:30,345 INFO Epoch 17 	 Batch 4299	LR : 0.00001	Top1 Acc.: 96.938	CLS Loss: 0.122	Mixup Loss: 1.257	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.126	Tot. Loss: 1.379
+2025-09-21 14:33:37,261 INFO Epoch 17 	 Batch 4399	LR : 0.00001	Top1 Acc.: 96.516	CLS Loss: 0.124	Mixup Loss: 1.246	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.137	Tot. Loss: 1.370
+2025-09-21 14:39:44,172 INFO Epoch 17 	 Batch 4499	LR : 0.00001	Top1 Acc.: 96.484	CLS Loss: 0.132	Mixup Loss: 1.265	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.108	Tot. Loss: 1.397
+2025-09-21 14:45:50,988 INFO Epoch 17 	 Batch 4599	LR : 0.00001	Top1 Acc.: 96.562	CLS Loss: 0.128	Mixup Loss: 1.256	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.145	Tot. Loss: 1.384
+2025-09-21 14:51:57,788 INFO Epoch 17 	 Batch 4699	LR : 0.00001	Top1 Acc.: 96.469	CLS Loss: 0.120	Mixup Loss: 1.249	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.137	Tot. Loss: 1.369
+2025-09-21 14:58:04,477 INFO Epoch 17 	 Batch 4799	LR : 0.00001	Top1 Acc.: 96.406	CLS Loss: 0.128	Mixup Loss: 1.274	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.163	Tot. Loss: 1.402
+2025-09-21 15:04:11,206 INFO Epoch 17 	 Batch 4899	LR : 0.00001	Top1 Acc.: 96.422	CLS Loss: 0.133	Mixup Loss: 1.258	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.122	Tot. Loss: 1.390
+2025-09-21 15:10:17,764 INFO Epoch 17 	 Batch 4999	LR : 0.00001	Top1 Acc.: 96.484	CLS Loss: 0.122	Mixup Loss: 1.243	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.124	Tot. Loss: 1.365
+2025-09-21 15:15:16,282 INFO ################## 
+ ---> Validation Epoch 17 (Original Model)	Acc.: 81.914	FPR: 57.404	AUROC: 88.049	AUPR: 61.319	AURC: 44.594	EAURC: 27.153	AUPR Succ.: 96.808	ECE: 4.891	NLL: 7.016	Brier: 26.007
+2025-09-21 15:19:42,968 INFO ################## 
+ ---> Validation Epoch 17 (EMA Model)	Acc.: 81.914	FPR: 57.392	AUROC: 88.048	AUPR: 61.296	AURC: 44.617	EAURC: 27.176	AUPR Succ.: 96.805	ECE: 4.902	NLL: 7.017	Brier: 26.005
+2025-09-21 15:19:44,742 INFO ####### --- Training Epoch 18 --- #######
+2025-09-21 15:35:38,251 INFO Epoch 18 	 Batch 99	LR : 0.00001	Top1 Acc.: 96.719	CLS Loss: 0.125	Mixup Loss: 1.273	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.147	Tot. Loss: 1.398
+2025-09-21 15:41:43,582 INFO Epoch 18 	 Batch 199	LR : 0.00001	Top1 Acc.: 96.703	CLS Loss: 0.120	Mixup Loss: 1.264	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.130	Tot. Loss: 1.385
+2025-09-21 15:47:49,321 INFO Epoch 18 	 Batch 299	LR : 0.00001	Top1 Acc.: 96.469	CLS Loss: 0.124	Mixup Loss: 1.273	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.148	Tot. Loss: 1.397
+2025-09-21 15:53:54,809 INFO Epoch 18 	 Batch 399	LR : 0.00001	Top1 Acc.: 96.641	CLS Loss: 0.126	Mixup Loss: 1.263	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.130	Tot. Loss: 1.389
+2025-09-21 16:00:00,029 INFO Epoch 18 	 Batch 499	LR : 0.00001	Top1 Acc.: 96.250	CLS Loss: 0.133	Mixup Loss: 1.286	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.166	Tot. Loss: 1.419
+2025-09-21 16:06:05,351 INFO Epoch 18 	 Batch 599	LR : 0.00001	Top1 Acc.: 96.469	CLS Loss: 0.134	Mixup Loss: 1.273	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.153	Tot. Loss: 1.407
+2025-09-21 16:12:10,455 INFO Epoch 18 	 Batch 699	LR : 0.00000	Top1 Acc.: 96.391	CLS Loss: 0.126	Mixup Loss: 1.293	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.121	Tot. Loss: 1.420
+2025-09-21 16:18:15,577 INFO Epoch 18 	 Batch 799	LR : 0.00000	Top1 Acc.: 96.547	CLS Loss: 0.137	Mixup Loss: 1.261	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.184	Tot. Loss: 1.398
+2025-09-21 16:24:20,748 INFO Epoch 18 	 Batch 899	LR : 0.00000	Top1 Acc.: 96.594	CLS Loss: 0.123	Mixup Loss: 1.277	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.132	Tot. Loss: 1.401
+2025-09-21 16:30:25,779 INFO Epoch 18 	 Batch 999	LR : 0.00000	Top1 Acc.: 96.422	CLS Loss: 0.123	Mixup Loss: 1.271	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.135	Tot. Loss: 1.394
+2025-09-21 16:36:30,872 INFO Epoch 18 	 Batch 1099	LR : 0.00000	Top1 Acc.: 96.141	CLS Loss: 0.128	Mixup Loss: 1.254	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.124	Tot. Loss: 1.382
+2025-09-21 16:42:35,906 INFO Epoch 18 	 Batch 1199	LR : 0.00000	Top1 Acc.: 96.641	CLS Loss: 0.126	Mixup Loss: 1.260	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.149	Tot. Loss: 1.386
+2025-09-21 16:48:40,825 INFO Epoch 18 	 Batch 1299	LR : 0.00000	Top1 Acc.: 96.562	CLS Loss: 0.124	Mixup Loss: 1.258	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.118	Tot. Loss: 1.382
+2025-09-21 16:54:47,044 INFO Epoch 18 	 Batch 1399	LR : 0.00000	Top1 Acc.: 96.688	CLS Loss: 0.117	Mixup Loss: 1.250	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.115	Tot. Loss: 1.367
+2025-09-21 17:00:54,024 INFO Epoch 18 	 Batch 1499	LR : 0.00000	Top1 Acc.: 96.500	CLS Loss: 0.131	Mixup Loss: 1.271	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.154	Tot. Loss: 1.402
+2025-09-21 17:07:00,853 INFO Epoch 18 	 Batch 1599	LR : 0.00000	Top1 Acc.: 96.250	CLS Loss: 0.128	Mixup Loss: 1.264	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.110	Tot. Loss: 1.393
+2025-09-21 17:13:07,727 INFO Epoch 18 	 Batch 1699	LR : 0.00000	Top1 Acc.: 96.672	CLS Loss: 0.130	Mixup Loss: 1.257	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.116	Tot. Loss: 1.387
+2025-09-21 17:19:14,288 INFO Epoch 18 	 Batch 1799	LR : 0.00000	Top1 Acc.: 96.375	CLS Loss: 0.130	Mixup Loss: 1.283	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.174	Tot. Loss: 1.413
+2025-09-21 17:25:20,865 INFO Epoch 18 	 Batch 1899	LR : 0.00000	Top1 Acc.: 96.297	CLS Loss: 0.130	Mixup Loss: 1.269	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.140	Tot. Loss: 1.399
+2025-09-21 17:31:27,581 INFO Epoch 18 	 Batch 1999	LR : 0.00000	Top1 Acc.: 96.938	CLS Loss: 0.119	Mixup Loss: 1.254	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.118	Tot. Loss: 1.373
+2025-09-21 17:37:34,250 INFO Epoch 18 	 Batch 2099	LR : 0.00000	Top1 Acc.: 96.438	CLS Loss: 0.132	Mixup Loss: 1.278	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.149	Tot. Loss: 1.410
+2025-09-21 17:43:40,515 INFO Epoch 18 	 Batch 2199	LR : 0.00000	Top1 Acc.: 96.875	CLS Loss: 0.119	Mixup Loss: 1.249	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.127	Tot. Loss: 1.368
+2025-09-21 17:49:46,058 INFO Epoch 18 	 Batch 2299	LR : 0.00000	Top1 Acc.: 96.469	CLS Loss: 0.127	Mixup Loss: 1.277	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.147	Tot. Loss: 1.404
+2025-09-21 17:55:51,381 INFO Epoch 18 	 Batch 2399	LR : 0.00000	Top1 Acc.: 96.859	CLS Loss: 0.118	Mixup Loss: 1.254	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.108	Tot. Loss: 1.372
+2025-09-21 18:01:56,718 INFO Epoch 18 	 Batch 2499	LR : 0.00000	Top1 Acc.: 96.547	CLS Loss: 0.130	Mixup Loss: 1.286	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.162	Tot. Loss: 1.416
+2025-09-21 18:08:01,781 INFO Epoch 18 	 Batch 2599	LR : 0.00000	Top1 Acc.: 96.516	CLS Loss: 0.123	Mixup Loss: 1.265	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.153	Tot. Loss: 1.387
+2025-09-21 18:14:06,702 INFO Epoch 18 	 Batch 2699	LR : 0.00000	Top1 Acc.: 96.906	CLS Loss: 0.119	Mixup Loss: 1.259	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.146	Tot. Loss: 1.379
+2025-09-21 18:20:11,717 INFO Epoch 18 	 Batch 2799	LR : 0.00000	Top1 Acc.: 96.469	CLS Loss: 0.122	Mixup Loss: 1.263	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.101	Tot. Loss: 1.386
+2025-09-21 18:26:16,723 INFO Epoch 18 	 Batch 2899	LR : 0.00000	Top1 Acc.: 96.781	CLS Loss: 0.131	Mixup Loss: 1.285	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.136	Tot. Loss: 1.416
+2025-09-21 18:32:21,891 INFO Epoch 18 	 Batch 2999	LR : 0.00000	Top1 Acc.: 96.141	CLS Loss: 0.135	Mixup Loss: 1.279	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.145	Tot. Loss: 1.414
+2025-09-21 18:38:28,236 INFO Epoch 18 	 Batch 3099	LR : 0.00000	Top1 Acc.: 96.469	CLS Loss: 0.128	Mixup Loss: 1.255	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.133	Tot. Loss: 1.382
+2025-09-21 18:44:35,053 INFO Epoch 18 	 Batch 3199	LR : 0.00000	Top1 Acc.: 96.406	CLS Loss: 0.123	Mixup Loss: 1.264	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.165	Tot. Loss: 1.388
+2025-09-21 18:50:42,026 INFO Epoch 18 	 Batch 3299	LR : 0.00000	Top1 Acc.: 96.719	CLS Loss: 0.129	Mixup Loss: 1.266	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.114	Tot. Loss: 1.395
+2025-09-21 18:56:48,787 INFO Epoch 18 	 Batch 3399	LR : 0.00000	Top1 Acc.: 96.766	CLS Loss: 0.126	Mixup Loss: 1.256	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.139	Tot. Loss: 1.383
+2025-09-21 19:02:55,589 INFO Epoch 18 	 Batch 3499	LR : 0.00000	Top1 Acc.: 96.844	CLS Loss: 0.114	Mixup Loss: 1.252	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.109	Tot. Loss: 1.367
+2025-09-21 19:09:02,520 INFO Epoch 18 	 Batch 3599	LR : 0.00000	Top1 Acc.: 96.422	CLS Loss: 0.128	Mixup Loss: 1.282	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.151	Tot. Loss: 1.410
+2025-09-21 19:15:09,204 INFO Epoch 18 	 Batch 3699	LR : 0.00000	Top1 Acc.: 96.641	CLS Loss: 0.129	Mixup Loss: 1.253	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.138	Tot. Loss: 1.382
+2025-09-21 19:21:15,694 INFO Epoch 18 	 Batch 3799	LR : 0.00000	Top1 Acc.: 96.109	CLS Loss: 0.136	Mixup Loss: 1.290	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.152	Tot. Loss: 1.426
+2025-09-21 19:27:21,283 INFO Epoch 18 	 Batch 3899	LR : 0.00000	Top1 Acc.: 96.469	CLS Loss: 0.126	Mixup Loss: 1.271	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.127	Tot. Loss: 1.397
+2025-09-21 19:33:26,617 INFO Epoch 18 	 Batch 3999	LR : 0.00000	Top1 Acc.: 97.031	CLS Loss: 0.113	Mixup Loss: 1.239	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.133	Tot. Loss: 1.352
+2025-09-21 19:39:31,854 INFO Epoch 18 	 Batch 4099	LR : 0.00000	Top1 Acc.: 96.328	CLS Loss: 0.127	Mixup Loss: 1.259	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.149	Tot. Loss: 1.386
+2025-09-21 19:45:37,032 INFO Epoch 18 	 Batch 4199	LR : 0.00000	Top1 Acc.: 96.500	CLS Loss: 0.130	Mixup Loss: 1.279	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.121	Tot. Loss: 1.409
+2025-09-21 19:51:42,114 INFO Epoch 18 	 Batch 4299	LR : 0.00000	Top1 Acc.: 96.891	CLS Loss: 0.121	Mixup Loss: 1.261	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.116	Tot. Loss: 1.382
+2025-09-21 19:57:46,975 INFO Epoch 18 	 Batch 4399	LR : 0.00000	Top1 Acc.: 96.578	CLS Loss: 0.124	Mixup Loss: 1.242	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.138	Tot. Loss: 1.365
+2025-09-21 20:03:51,841 INFO Epoch 18 	 Batch 4499	LR : 0.00000	Top1 Acc.: 96.562	CLS Loss: 0.131	Mixup Loss: 1.268	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.107	Tot. Loss: 1.399
+2025-09-21 20:09:56,158 INFO Epoch 18 	 Batch 4599	LR : 0.00000	Top1 Acc.: 96.531	CLS Loss: 0.128	Mixup Loss: 1.250	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.106	Tot. Loss: 1.378
+2025-09-21 20:16:00,927 INFO Epoch 18 	 Batch 4699	LR : 0.00000	Top1 Acc.: 96.484	CLS Loss: 0.121	Mixup Loss: 1.257	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.126	Tot. Loss: 1.378
+2025-09-21 20:22:05,745 INFO Epoch 18 	 Batch 4799	LR : 0.00000	Top1 Acc.: 96.312	CLS Loss: 0.128	Mixup Loss: 1.277	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.172	Tot. Loss: 1.405
+2025-09-21 20:28:10,757 INFO Epoch 18 	 Batch 4899	LR : 0.00000	Top1 Acc.: 96.578	CLS Loss: 0.132	Mixup Loss: 1.267	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.136	Tot. Loss: 1.399
+2025-09-21 20:34:17,232 INFO Epoch 18 	 Batch 4999	LR : 0.00000	Top1 Acc.: 96.625	CLS Loss: 0.121	Mixup Loss: 1.247	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.088	Tot. Loss: 1.368
+2025-09-21 20:38:52,346 INFO ################## 
+ ---> Validation Epoch 18 (Original Model)	Acc.: 81.908	FPR: 57.384	AUROC: 88.057	AUPR: 61.367	AURC: 44.601	EAURC: 27.147	AUPR Succ.: 96.809	ECE: 4.897	NLL: 7.017	Brier: 26.009
+2025-09-21 20:43:14,546 INFO ################## 
+ ---> Validation Epoch 18 (EMA Model)	Acc.: 81.918	FPR: 57.449	AUROC: 88.041	AUPR: 61.259	AURC: 44.613	EAURC: 27.180	AUPR Succ.: 96.805	ECE: 4.897	NLL: 7.017	Brier: 26.007
+2025-09-21 20:43:14,586 INFO ####### --- Training Epoch 19 --- #######
+2025-09-21 20:59:40,529 INFO Epoch 19 	 Batch 99	LR : 0.00000	Top1 Acc.: 96.641	CLS Loss: 0.125	Mixup Loss: 1.286	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.164	Tot. Loss: 1.411
+2025-09-21 21:05:46,178 INFO Epoch 19 	 Batch 199	LR : 0.00000	Top1 Acc.: 96.734	CLS Loss: 0.119	Mixup Loss: 1.252	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.112	Tot. Loss: 1.371
+2025-09-21 21:11:52,982 INFO Epoch 19 	 Batch 299	LR : 0.00000	Top1 Acc.: 96.406	CLS Loss: 0.124	Mixup Loss: 1.266	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.100	Tot. Loss: 1.390
+2025-09-21 21:17:59,740 INFO Epoch 19 	 Batch 399	LR : 0.00000	Top1 Acc.: 96.781	CLS Loss: 0.124	Mixup Loss: 1.249	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.140	Tot. Loss: 1.373
+2025-09-21 21:24:06,444 INFO Epoch 19 	 Batch 499	LR : 0.00000	Top1 Acc.: 96.281	CLS Loss: 0.134	Mixup Loss: 1.279	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.184	Tot. Loss: 1.413
+2025-09-21 21:30:13,168 INFO Epoch 19 	 Batch 599	LR : 0.00000	Top1 Acc.: 96.438	CLS Loss: 0.135	Mixup Loss: 1.279	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.158	Tot. Loss: 1.414
+2025-09-21 21:36:19,897 INFO Epoch 19 	 Batch 699	LR : 0.00000	Top1 Acc.: 96.453	CLS Loss: 0.128	Mixup Loss: 1.266	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.122	Tot. Loss: 1.394
+2025-09-21 21:42:25,807 INFO Epoch 19 	 Batch 799	LR : 0.00000	Top1 Acc.: 96.469	CLS Loss: 0.136	Mixup Loss: 1.269	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.139	Tot. Loss: 1.405
+2025-09-21 21:48:31,266 INFO Epoch 19 	 Batch 899	LR : 0.00000	Top1 Acc.: 96.484	CLS Loss: 0.123	Mixup Loss: 1.281	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.151	Tot. Loss: 1.404
+2025-09-21 21:54:36,561 INFO Epoch 19 	 Batch 999	LR : 0.00000	Top1 Acc.: 96.406	CLS Loss: 0.125	Mixup Loss: 1.269	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.130	Tot. Loss: 1.394
+2025-09-21 22:00:41,666 INFO Epoch 19 	 Batch 1099	LR : 0.00000	Top1 Acc.: 96.188	CLS Loss: 0.129	Mixup Loss: 1.256	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.122	Tot. Loss: 1.385
+2025-09-21 22:06:46,436 INFO Epoch 19 	 Batch 1199	LR : 0.00000	Top1 Acc.: 96.656	CLS Loss: 0.126	Mixup Loss: 1.265	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.158	Tot. Loss: 1.391
+2025-09-21 22:12:50,930 INFO Epoch 19 	 Batch 1299	LR : 0.00000	Top1 Acc.: 96.547	CLS Loss: 0.124	Mixup Loss: 1.278	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.174	Tot. Loss: 1.402
+2025-09-21 22:18:55,465 INFO Epoch 19 	 Batch 1399	LR : 0.00000	Top1 Acc.: 96.703	CLS Loss: 0.117	Mixup Loss: 1.248	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.130	Tot. Loss: 1.365
+2025-09-21 22:25:01,712 INFO Epoch 19 	 Batch 1499	LR : 0.00000	Top1 Acc.: 96.453	CLS Loss: 0.132	Mixup Loss: 1.273	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.144	Tot. Loss: 1.405
+2025-09-21 22:31:08,228 INFO Epoch 19 	 Batch 1599	LR : 0.00000	Top1 Acc.: 96.359	CLS Loss: 0.129	Mixup Loss: 1.265	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.139	Tot. Loss: 1.393
+2025-09-21 22:37:14,991 INFO Epoch 19 	 Batch 1699	LR : 0.00000	Top1 Acc.: 96.766	CLS Loss: 0.130	Mixup Loss: 1.258	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.106	Tot. Loss: 1.389
+2025-09-21 22:43:21,647 INFO Epoch 19 	 Batch 1799	LR : 0.00000	Top1 Acc.: 96.469	CLS Loss: 0.128	Mixup Loss: 1.264	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.161	Tot. Loss: 1.392
+2025-09-21 22:49:28,477 INFO Epoch 19 	 Batch 1899	LR : 0.00000	Top1 Acc.: 96.328	CLS Loss: 0.129	Mixup Loss: 1.275	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.106	Tot. Loss: 1.404
+2025-09-21 22:55:35,195 INFO Epoch 19 	 Batch 1999	LR : 0.00000	Top1 Acc.: 96.906	CLS Loss: 0.119	Mixup Loss: 1.253	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.091	Tot. Loss: 1.372
+2025-09-21 23:01:41,949 INFO Epoch 19 	 Batch 2099	LR : 0.00000	Top1 Acc.: 96.375	CLS Loss: 0.132	Mixup Loss: 1.259	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.181	Tot. Loss: 1.391
+2025-09-21 23:07:47,595 INFO Epoch 19 	 Batch 2199	LR : 0.00000	Top1 Acc.: 96.750	CLS Loss: 0.118	Mixup Loss: 1.242	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.114	Tot. Loss: 1.361
+2025-09-21 23:13:52,264 INFO Epoch 19 	 Batch 2299	LR : 0.00000	Top1 Acc.: 96.406	CLS Loss: 0.128	Mixup Loss: 1.272	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.182	Tot. Loss: 1.400
+2025-09-21 23:19:56,973 INFO Epoch 19 	 Batch 2399	LR : 0.00000	Top1 Acc.: 96.812	CLS Loss: 0.120	Mixup Loss: 1.263	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.133	Tot. Loss: 1.382
+2025-09-21 23:26:01,554 INFO Epoch 19 	 Batch 2499	LR : 0.00000	Top1 Acc.: 96.547	CLS Loss: 0.131	Mixup Loss: 1.281	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.150	Tot. Loss: 1.412
+2025-09-21 23:32:06,112 INFO Epoch 19 	 Batch 2599	LR : 0.00000	Top1 Acc.: 96.594	CLS Loss: 0.123	Mixup Loss: 1.272	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.126	Tot. Loss: 1.395
+2025-09-21 23:38:10,641 INFO Epoch 19 	 Batch 2699	LR : 0.00000	Top1 Acc.: 96.609	CLS Loss: 0.119	Mixup Loss: 1.270	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.160	Tot. Loss: 1.390
+2025-09-21 23:44:16,450 INFO Epoch 19 	 Batch 2799	LR : 0.00000	Top1 Acc.: 96.500	CLS Loss: 0.122	Mixup Loss: 1.264	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.152	Tot. Loss: 1.386
+2025-09-21 23:50:22,883 INFO Epoch 19 	 Batch 2899	LR : 0.00000	Top1 Acc.: 96.656	CLS Loss: 0.132	Mixup Loss: 1.277	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.157	Tot. Loss: 1.409
+2025-09-21 23:56:29,672 INFO Epoch 19 	 Batch 2999	LR : 0.00000	Top1 Acc.: 96.109	CLS Loss: 0.135	Mixup Loss: 1.283	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.148	Tot. Loss: 1.418
+2025-09-22 00:02:36,590 INFO Epoch 19 	 Batch 3099	LR : 0.00000	Top1 Acc.: 96.484	CLS Loss: 0.127	Mixup Loss: 1.250	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.137	Tot. Loss: 1.377
+2025-09-22 00:08:43,227 INFO Epoch 19 	 Batch 3199	LR : 0.00000	Top1 Acc.: 96.453	CLS Loss: 0.123	Mixup Loss: 1.255	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.116	Tot. Loss: 1.378
+2025-09-22 00:14:49,827 INFO Epoch 19 	 Batch 3299	LR : 0.00000	Top1 Acc.: 96.781	CLS Loss: 0.128	Mixup Loss: 1.280	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.110	Tot. Loss: 1.408
+2025-09-22 00:20:56,534 INFO Epoch 19 	 Batch 3399	LR : 0.00000	Top1 Acc.: 96.609	CLS Loss: 0.127	Mixup Loss: 1.280	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.170	Tot. Loss: 1.407
+2025-09-22 00:27:03,310 INFO Epoch 19 	 Batch 3499	LR : 0.00000	Top1 Acc.: 96.906	CLS Loss: 0.113	Mixup Loss: 1.256	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.149	Tot. Loss: 1.369
+2025-09-22 00:33:09,948 INFO Epoch 19 	 Batch 3599	LR : 0.00000	Top1 Acc.: 96.484	CLS Loss: 0.128	Mixup Loss: 1.264	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.142	Tot. Loss: 1.392
+2025-09-22 00:39:16,573 INFO Epoch 19 	 Batch 3699	LR : 0.00000	Top1 Acc.: 96.562	CLS Loss: 0.129	Mixup Loss: 1.236	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.095	Tot. Loss: 1.365
+2025-09-22 00:45:23,159 INFO Epoch 19 	 Batch 3799	LR : 0.00000	Top1 Acc.: 96.062	CLS Loss: 0.137	Mixup Loss: 1.290	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.209	Tot. Loss: 1.426
+2025-09-22 00:51:29,012 INFO Epoch 19 	 Batch 3899	LR : 0.00000	Top1 Acc.: 96.594	CLS Loss: 0.126	Mixup Loss: 1.276	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.143	Tot. Loss: 1.402
+2025-09-22 00:57:34,407 INFO Epoch 19 	 Batch 3999	LR : 0.00000	Top1 Acc.: 97.047	CLS Loss: 0.113	Mixup Loss: 1.228	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.104	Tot. Loss: 1.341
+2025-09-22 01:03:39,625 INFO Epoch 19 	 Batch 4099	LR : 0.00000	Top1 Acc.: 96.312	CLS Loss: 0.128	Mixup Loss: 1.267	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.105	Tot. Loss: 1.395
+2025-09-22 01:09:44,893 INFO Epoch 19 	 Batch 4199	LR : 0.00000	Top1 Acc.: 96.406	CLS Loss: 0.130	Mixup Loss: 1.252	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.141	Tot. Loss: 1.382
+2025-09-22 01:15:50,128 INFO Epoch 19 	 Batch 4299	LR : 0.00000	Top1 Acc.: 96.938	CLS Loss: 0.122	Mixup Loss: 1.253	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.120	Tot. Loss: 1.375
+2025-09-22 01:21:55,251 INFO Epoch 19 	 Batch 4399	LR : 0.00000	Top1 Acc.: 96.562	CLS Loss: 0.125	Mixup Loss: 1.250	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.169	Tot. Loss: 1.375
+2025-09-22 01:28:00,381 INFO Epoch 19 	 Batch 4499	LR : 0.00000	Top1 Acc.: 96.438	CLS Loss: 0.132	Mixup Loss: 1.253	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.128	Tot. Loss: 1.385
+2025-09-22 01:34:06,314 INFO Epoch 19 	 Batch 4599	LR : 0.00000	Top1 Acc.: 96.578	CLS Loss: 0.126	Mixup Loss: 1.245	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.136	Tot. Loss: 1.371
+2025-09-22 01:40:13,235 INFO Epoch 19 	 Batch 4699	LR : 0.00000	Top1 Acc.: 96.609	CLS Loss: 0.120	Mixup Loss: 1.262	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.155	Tot. Loss: 1.382
+2025-09-22 01:46:20,164 INFO Epoch 19 	 Batch 4799	LR : 0.00000	Top1 Acc.: 96.391	CLS Loss: 0.128	Mixup Loss: 1.264	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.149	Tot. Loss: 1.392
+2025-09-22 01:52:26,946 INFO Epoch 19 	 Batch 4899	LR : 0.00000	Top1 Acc.: 96.406	CLS Loss: 0.133	Mixup Loss: 1.255	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.132	Tot. Loss: 1.388
+2025-09-22 01:58:33,648 INFO Epoch 19 	 Batch 4999	LR : 0.00000	Top1 Acc.: 96.562	CLS Loss: 0.122	Mixup Loss: 1.251	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.122	Tot. Loss: 1.373
+2025-09-22 02:03:40,567 INFO ################## 
+ ---> Validation Epoch 19 (Original Model)	Acc.: 81.914	FPR: 57.359	AUROC: 88.048	AUPR: 61.311	AURC: 44.595	EAURC: 27.154	AUPR Succ.: 96.808	ECE: 4.907	NLL: 7.017	Brier: 26.009
+2025-09-22 02:08:26,087 INFO ################## 
+ ---> Validation Epoch 19 (EMA Model)	Acc.: 81.916	FPR: 57.388	AUROC: 88.045	AUPR: 61.302	AURC: 44.611	EAURC: 27.173	AUPR Succ.: 96.806	ECE: 4.898	NLL: 7.017	Brier: 26.007
+2025-09-22 02:08:28,858 INFO ####### --- Training Epoch 20 --- #######
+2025-09-22 02:24:58,425 INFO Epoch 20 	 Batch 99	LR : 0.00000	Top1 Acc.: 96.578	CLS Loss: 0.126	Mixup Loss: 1.291	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.157	Tot. Loss: 1.417
+2025-09-22 02:31:04,003 INFO Epoch 20 	 Batch 199	LR : 0.00000	Top1 Acc.: 96.766	CLS Loss: 0.119	Mixup Loss: 1.261	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.127	Tot. Loss: 1.381
+2025-09-22 02:37:10,516 INFO Epoch 20 	 Batch 299	LR : 0.00000	Top1 Acc.: 96.375	CLS Loss: 0.124	Mixup Loss: 1.262	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.125	Tot. Loss: 1.386
+2025-09-22 02:43:17,013 INFO Epoch 20 	 Batch 399	LR : 0.00000	Top1 Acc.: 96.781	CLS Loss: 0.125	Mixup Loss: 1.263	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.127	Tot. Loss: 1.388
+2025-09-22 02:49:22,697 INFO Epoch 20 	 Batch 499	LR : 0.00000	Top1 Acc.: 96.359	CLS Loss: 0.133	Mixup Loss: 1.272	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.150	Tot. Loss: 1.404
+2025-09-22 02:55:28,043 INFO Epoch 20 	 Batch 599	LR : 0.00000	Top1 Acc.: 96.453	CLS Loss: 0.134	Mixup Loss: 1.258	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.131	Tot. Loss: 1.392
+2025-09-22 03:01:33,178 INFO Epoch 20 	 Batch 699	LR : 0.00000	Top1 Acc.: 96.438	CLS Loss: 0.127	Mixup Loss: 1.274	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.109	Tot. Loss: 1.401
+2025-09-22 03:07:38,362 INFO Epoch 20 	 Batch 799	LR : 0.00000	Top1 Acc.: 96.453	CLS Loss: 0.136	Mixup Loss: 1.271	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.155	Tot. Loss: 1.407
+2025-09-22 03:13:43,381 INFO Epoch 20 	 Batch 899	LR : 0.00000	Top1 Acc.: 96.547	CLS Loss: 0.123	Mixup Loss: 1.274	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.142	Tot. Loss: 1.398
+2025-09-22 03:19:48,452 INFO Epoch 20 	 Batch 999	LR : 0.00000	Top1 Acc.: 96.406	CLS Loss: 0.124	Mixup Loss: 1.265	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.100	Tot. Loss: 1.388
+2025-09-22 03:25:53,536 INFO Epoch 20 	 Batch 1099	LR : 0.00000	Top1 Acc.: 96.219	CLS Loss: 0.128	Mixup Loss: 1.258	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.135	Tot. Loss: 1.386
+2025-09-22 03:31:58,491 INFO Epoch 20 	 Batch 1199	LR : 0.00000	Top1 Acc.: 96.641	CLS Loss: 0.125	Mixup Loss: 1.266	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.128	Tot. Loss: 1.391
+2025-09-22 03:38:03,487 INFO Epoch 20 	 Batch 1299	LR : 0.00000	Top1 Acc.: 96.562	CLS Loss: 0.124	Mixup Loss: 1.264	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.121	Tot. Loss: 1.388
+2025-09-22 03:44:09,976 INFO Epoch 20 	 Batch 1399	LR : 0.00000	Top1 Acc.: 96.672	CLS Loss: 0.118	Mixup Loss: 1.236	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.078	Tot. Loss: 1.354
+2025-09-22 03:50:16,840 INFO Epoch 20 	 Batch 1499	LR : 0.00000	Top1 Acc.: 96.391	CLS Loss: 0.132	Mixup Loss: 1.265	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.147	Tot. Loss: 1.397
+2025-09-22 03:56:23,785 INFO Epoch 20 	 Batch 1599	LR : 0.00000	Top1 Acc.: 96.250	CLS Loss: 0.129	Mixup Loss: 1.257	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.113	Tot. Loss: 1.386
+2025-09-22 04:02:30,593 INFO Epoch 20 	 Batch 1699	LR : 0.00000	Top1 Acc.: 96.688	CLS Loss: 0.130	Mixup Loss: 1.258	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.092	Tot. Loss: 1.388
+2025-09-22 04:08:37,319 INFO Epoch 20 	 Batch 1799	LR : 0.00000	Top1 Acc.: 96.438	CLS Loss: 0.128	Mixup Loss: 1.255	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.132	Tot. Loss: 1.383
+2025-09-22 04:14:44,109 INFO Epoch 20 	 Batch 1899	LR : 0.00000	Top1 Acc.: 96.250	CLS Loss: 0.130	Mixup Loss: 1.272	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.159	Tot. Loss: 1.401
+2025-09-22 04:20:50,802 INFO Epoch 20 	 Batch 1999	LR : 0.00000	Top1 Acc.: 96.922	CLS Loss: 0.119	Mixup Loss: 1.266	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.098	Tot. Loss: 1.385
+2025-09-22 04:26:57,125 INFO Epoch 20 	 Batch 2099	LR : 0.00000	Top1 Acc.: 96.438	CLS Loss: 0.131	Mixup Loss: 1.274	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.124	Tot. Loss: 1.405
+2025-09-22 04:33:02,711 INFO Epoch 20 	 Batch 2199	LR : 0.00000	Top1 Acc.: 96.938	CLS Loss: 0.118	Mixup Loss: 1.244	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.157	Tot. Loss: 1.362
+2025-09-22 04:39:07,908 INFO Epoch 20 	 Batch 2299	LR : 0.00000	Top1 Acc.: 96.500	CLS Loss: 0.127	Mixup Loss: 1.268	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.177	Tot. Loss: 1.394
+2025-09-22 04:45:13,090 INFO Epoch 20 	 Batch 2399	LR : 0.00000	Top1 Acc.: 96.859	CLS Loss: 0.119	Mixup Loss: 1.245	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.135	Tot. Loss: 1.364
+2025-09-22 04:51:18,129 INFO Epoch 20 	 Batch 2499	LR : 0.00000	Top1 Acc.: 96.516	CLS Loss: 0.132	Mixup Loss: 1.276	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.129	Tot. Loss: 1.408
+2025-09-22 04:57:23,108 INFO Epoch 20 	 Batch 2599	LR : 0.00000	Top1 Acc.: 96.484	CLS Loss: 0.122	Mixup Loss: 1.283	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.153	Tot. Loss: 1.406
+2025-09-22 05:03:28,152 INFO Epoch 20 	 Batch 2699	LR : 0.00000	Top1 Acc.: 96.812	CLS Loss: 0.118	Mixup Loss: 1.274	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.141	Tot. Loss: 1.393
+2025-09-22 05:09:33,822 INFO Epoch 20 	 Batch 2799	LR : 0.00000	Top1 Acc.: 96.516	CLS Loss: 0.122	Mixup Loss: 1.267	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.120	Tot. Loss: 1.390
+2025-09-22 05:15:40,746 INFO Epoch 20 	 Batch 2899	LR : 0.00000	Top1 Acc.: 96.625	CLS Loss: 0.132	Mixup Loss: 1.287	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.157	Tot. Loss: 1.419
+2025-09-22 05:21:47,626 INFO Epoch 20 	 Batch 2999	LR : 0.00000	Top1 Acc.: 96.172	CLS Loss: 0.134	Mixup Loss: 1.277	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.174	Tot. Loss: 1.412
+2025-09-22 05:27:54,469 INFO Epoch 20 	 Batch 3099	LR : 0.00000	Top1 Acc.: 96.484	CLS Loss: 0.127	Mixup Loss: 1.276	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.134	Tot. Loss: 1.403
+2025-09-22 05:34:01,307 INFO Epoch 20 	 Batch 3199	LR : 0.00000	Top1 Acc.: 96.547	CLS Loss: 0.123	Mixup Loss: 1.258	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.111	Tot. Loss: 1.381
+2025-09-22 05:40:08,072 INFO Epoch 20 	 Batch 3299	LR : 0.00000	Top1 Acc.: 96.656	CLS Loss: 0.127	Mixup Loss: 1.271	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.117	Tot. Loss: 1.398
+2025-09-22 05:46:14,765 INFO Epoch 20 	 Batch 3399	LR : 0.00000	Top1 Acc.: 96.641	CLS Loss: 0.127	Mixup Loss: 1.264	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.129	Tot. Loss: 1.390
+2025-09-22 05:52:21,641 INFO Epoch 20 	 Batch 3499	LR : 0.00000	Top1 Acc.: 96.922	CLS Loss: 0.113	Mixup Loss: 1.253	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.149	Tot. Loss: 1.366
+2025-09-22 05:58:28,212 INFO Epoch 20 	 Batch 3599	LR : 0.00000	Top1 Acc.: 96.469	CLS Loss: 0.127	Mixup Loss: 1.266	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.130	Tot. Loss: 1.394
+2025-09-22 06:04:33,766 INFO Epoch 20 	 Batch 3699	LR : 0.00000	Top1 Acc.: 96.594	CLS Loss: 0.129	Mixup Loss: 1.247	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.120	Tot. Loss: 1.376
+2025-09-22 06:10:38,773 INFO Epoch 20 	 Batch 3799	LR : 0.00000	Top1 Acc.: 96.000	CLS Loss: 0.135	Mixup Loss: 1.274	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.116	Tot. Loss: 1.409
+2025-09-22 06:16:43,859 INFO Epoch 20 	 Batch 3899	LR : 0.00000	Top1 Acc.: 96.547	CLS Loss: 0.126	Mixup Loss: 1.275	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.110	Tot. Loss: 1.401
+2025-09-22 06:22:48,970 INFO Epoch 20 	 Batch 3999	LR : 0.00000	Top1 Acc.: 97.000	CLS Loss: 0.113	Mixup Loss: 1.242	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.125	Tot. Loss: 1.355
+2025-09-22 06:28:53,982 INFO Epoch 20 	 Batch 4099	LR : 0.00000	Top1 Acc.: 96.328	CLS Loss: 0.128	Mixup Loss: 1.271	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.178	Tot. Loss: 1.399
+2025-09-22 06:34:58,976 INFO Epoch 20 	 Batch 4199	LR : 0.00000	Top1 Acc.: 96.484	CLS Loss: 0.130	Mixup Loss: 1.250	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.126	Tot. Loss: 1.380
+2025-09-22 06:41:03,984 INFO Epoch 20 	 Batch 4299	LR : 0.00000	Top1 Acc.: 97.000	CLS Loss: 0.121	Mixup Loss: 1.253	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.147	Tot. Loss: 1.374
+2025-09-22 06:47:08,962 INFO Epoch 20 	 Batch 4399	LR : 0.00000	Top1 Acc.: 96.641	CLS Loss: 0.124	Mixup Loss: 1.251	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.176	Tot. Loss: 1.375
+2025-09-22 06:53:13,889 INFO Epoch 20 	 Batch 4499	LR : 0.00000	Top1 Acc.: 96.453	CLS Loss: 0.131	Mixup Loss: 1.259	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.141	Tot. Loss: 1.390
+2025-09-22 06:59:18,873 INFO Epoch 20 	 Batch 4599	LR : 0.00000	Top1 Acc.: 96.500	CLS Loss: 0.127	Mixup Loss: 1.252	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.114	Tot. Loss: 1.379
+2025-09-22 07:05:23,833 INFO Epoch 20 	 Batch 4699	LR : 0.00000	Top1 Acc.: 96.578	CLS Loss: 0.120	Mixup Loss: 1.256	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.155	Tot. Loss: 1.376
+2025-09-22 07:11:29,693 INFO Epoch 20 	 Batch 4799	LR : 0.00000	Top1 Acc.: 96.375	CLS Loss: 0.127	Mixup Loss: 1.256	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.144	Tot. Loss: 1.384
+2025-09-22 07:17:36,569 INFO Epoch 20 	 Batch 4899	LR : 0.00000	Top1 Acc.: 96.469	CLS Loss: 0.132	Mixup Loss: 1.270	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.131	Tot. Loss: 1.402
+2025-09-22 07:23:43,379 INFO Epoch 20 	 Batch 4999	LR : 0.00000	Top1 Acc.: 96.562	CLS Loss: 0.122	Mixup Loss: 1.242	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.130	Tot. Loss: 1.364
+2025-09-22 07:30:05,013 INFO ################## 
+ ---> Validation Epoch 20 (Original Model)	Acc.: 81.916	FPR: 57.344	AUROC: 88.046	AUPR: 61.302	AURC: 44.593	EAURC: 27.156	AUPR Succ.: 96.808	ECE: 4.902	NLL: 7.017	Brier: 26.009
+2025-09-22 07:35:54,205 INFO ################## 
+ ---> Validation Epoch 20 (EMA Model)	Acc.: 81.914	FPR: 57.359	AUROC: 88.047	AUPR: 61.313	AURC: 44.611	EAURC: 27.170	AUPR Succ.: 96.806	ECE: 4.901	NLL: 7.017	Brier: 26.007
+2025-09-22 07:35:56,327 INFO ####### --- Training Epoch 21 --- #######
+2025-09-22 07:54:34,583 INFO Epoch 21 	 Batch 99	LR : 0.00000	Top1 Acc.: 96.641	CLS Loss: 0.124	Mixup Loss: 1.284	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.132	Tot. Loss: 1.408
+2025-09-22 08:00:39,387 INFO Epoch 21 	 Batch 199	LR : 0.00000	Top1 Acc.: 96.750	CLS Loss: 0.120	Mixup Loss: 1.270	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.131	Tot. Loss: 1.390
+2025-09-22 08:06:44,457 INFO Epoch 21 	 Batch 299	LR : 0.00000	Top1 Acc.: 96.406	CLS Loss: 0.124	Mixup Loss: 1.266	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.125	Tot. Loss: 1.390
+2025-09-22 08:12:49,509 INFO Epoch 21 	 Batch 399	LR : 0.00000	Top1 Acc.: 96.766	CLS Loss: 0.125	Mixup Loss: 1.272	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.141	Tot. Loss: 1.398
+2025-09-22 08:18:54,705 INFO Epoch 21 	 Batch 499	LR : 0.00000	Top1 Acc.: 96.281	CLS Loss: 0.134	Mixup Loss: 1.284	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.114	Tot. Loss: 1.418
+2025-09-22 08:24:59,705 INFO Epoch 21 	 Batch 599	LR : 0.00000	Top1 Acc.: 96.578	CLS Loss: 0.134	Mixup Loss: 1.267	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.164	Tot. Loss: 1.402
+2025-09-22 08:31:04,715 INFO Epoch 21 	 Batch 699	LR : 0.00000	Top1 Acc.: 96.422	CLS Loss: 0.127	Mixup Loss: 1.265	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.137	Tot. Loss: 1.392
+2025-09-22 08:37:09,672 INFO Epoch 21 	 Batch 799	LR : 0.00000	Top1 Acc.: 96.469	CLS Loss: 0.135	Mixup Loss: 1.263	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.086	Tot. Loss: 1.398
+2025-09-22 08:43:14,620 INFO Epoch 21 	 Batch 899	LR : 0.00000	Top1 Acc.: 96.609	CLS Loss: 0.123	Mixup Loss: 1.272	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.164	Tot. Loss: 1.395
+2025-09-22 08:49:19,605 INFO Epoch 21 	 Batch 999	LR : 0.00000	Top1 Acc.: 96.328	CLS Loss: 0.123	Mixup Loss: 1.267	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.115	Tot. Loss: 1.390
+2025-09-22 08:55:24,497 INFO Epoch 21 	 Batch 1099	LR : 0.00000	Top1 Acc.: 96.156	CLS Loss: 0.128	Mixup Loss: 1.254	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.186	Tot. Loss: 1.382
+2025-09-22 09:01:29,459 INFO Epoch 21 	 Batch 1199	LR : 0.00000	Top1 Acc.: 96.625	CLS Loss: 0.126	Mixup Loss: 1.264	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.143	Tot. Loss: 1.390
+2025-09-22 09:07:34,510 INFO Epoch 21 	 Batch 1299	LR : 0.00000	Top1 Acc.: 96.469	CLS Loss: 0.124	Mixup Loss: 1.266	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.162	Tot. Loss: 1.390
+2025-09-22 09:13:39,692 INFO Epoch 21 	 Batch 1399	LR : 0.00000	Top1 Acc.: 96.703	CLS Loss: 0.119	Mixup Loss: 1.243	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.099	Tot. Loss: 1.362
+2025-09-22 09:19:46,536 INFO Epoch 21 	 Batch 1499	LR : 0.00000	Top1 Acc.: 96.438	CLS Loss: 0.132	Mixup Loss: 1.260	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.139	Tot. Loss: 1.392
+2025-09-22 09:25:53,362 INFO Epoch 21 	 Batch 1599	LR : 0.00000	Top1 Acc.: 96.234	CLS Loss: 0.129	Mixup Loss: 1.274	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.117	Tot. Loss: 1.403
+2025-09-22 09:32:00,188 INFO Epoch 21 	 Batch 1699	LR : 0.00000	Top1 Acc.: 96.734	CLS Loss: 0.130	Mixup Loss: 1.265	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.140	Tot. Loss: 1.395
+2025-09-22 09:38:06,877 INFO Epoch 21 	 Batch 1799	LR : 0.00000	Top1 Acc.: 96.547	CLS Loss: 0.129	Mixup Loss: 1.260	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.167	Tot. Loss: 1.389
+2025-09-22 09:44:13,583 INFO Epoch 21 	 Batch 1899	LR : 0.00000	Top1 Acc.: 96.422	CLS Loss: 0.129	Mixup Loss: 1.269	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.143	Tot. Loss: 1.398
+2025-09-22 09:50:20,368 INFO Epoch 21 	 Batch 1999	LR : 0.00000	Top1 Acc.: 96.953	CLS Loss: 0.119	Mixup Loss: 1.244	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.123	Tot. Loss: 1.362
+2025-09-22 09:56:26,934 INFO Epoch 21 	 Batch 2099	LR : 0.00000	Top1 Acc.: 96.516	CLS Loss: 0.131	Mixup Loss: 1.261	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.087	Tot. Loss: 1.392
+2025-09-22 10:02:32,698 INFO Epoch 21 	 Batch 2199	LR : 0.00000	Top1 Acc.: 96.766	CLS Loss: 0.119	Mixup Loss: 1.260	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.131	Tot. Loss: 1.379
+2025-09-22 10:08:38,074 INFO Epoch 21 	 Batch 2299	LR : 0.00000	Top1 Acc.: 96.469	CLS Loss: 0.127	Mixup Loss: 1.280	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.171	Tot. Loss: 1.407
+2025-09-22 10:14:43,350 INFO Epoch 21 	 Batch 2399	LR : 0.00000	Top1 Acc.: 96.938	CLS Loss: 0.118	Mixup Loss: 1.242	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.092	Tot. Loss: 1.360
+2025-09-22 10:20:48,578 INFO Epoch 21 	 Batch 2499	LR : 0.00000	Top1 Acc.: 96.578	CLS Loss: 0.130	Mixup Loss: 1.278	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.133	Tot. Loss: 1.408
+2025-09-22 10:26:53,688 INFO Epoch 21 	 Batch 2599	LR : 0.00000	Top1 Acc.: 96.609	CLS Loss: 0.123	Mixup Loss: 1.263	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.156	Tot. Loss: 1.385
+2025-09-22 10:32:58,805 INFO Epoch 21 	 Batch 2699	LR : 0.00000	Top1 Acc.: 96.797	CLS Loss: 0.119	Mixup Loss: 1.260	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.142	Tot. Loss: 1.378
+2025-09-22 10:39:03,943 INFO Epoch 21 	 Batch 2799	LR : 0.00000	Top1 Acc.: 96.438	CLS Loss: 0.122	Mixup Loss: 1.251	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.149	Tot. Loss: 1.373
+2025-09-22 10:45:09,125 INFO Epoch 21 	 Batch 2899	LR : 0.00000	Top1 Acc.: 96.734	CLS Loss: 0.131	Mixup Loss: 1.292	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.153	Tot. Loss: 1.423
+2025-09-22 10:51:14,172 INFO Epoch 21 	 Batch 2999	LR : 0.00000	Top1 Acc.: 96.188	CLS Loss: 0.135	Mixup Loss: 1.264	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.185	Tot. Loss: 1.399
+2025-09-22 10:57:19,157 INFO Epoch 21 	 Batch 3099	LR : 0.00000	Top1 Acc.: 96.453	CLS Loss: 0.127	Mixup Loss: 1.269	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.184	Tot. Loss: 1.396
+2025-09-22 11:03:24,135 INFO Epoch 21 	 Batch 3199	LR : 0.00000	Top1 Acc.: 96.359	CLS Loss: 0.123	Mixup Loss: 1.264	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.146	Tot. Loss: 1.387
+2025-09-22 11:09:29,211 INFO Epoch 21 	 Batch 3299	LR : 0.00000	Top1 Acc.: 96.703	CLS Loss: 0.127	Mixup Loss: 1.262	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.105	Tot. Loss: 1.389
+2025-09-22 11:15:34,285 INFO Epoch 21 	 Batch 3399	LR : 0.00000	Top1 Acc.: 96.797	CLS Loss: 0.126	Mixup Loss: 1.274	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.141	Tot. Loss: 1.400
+2025-09-22 11:21:39,330 INFO Epoch 21 	 Batch 3499	LR : 0.00000	Top1 Acc.: 96.938	CLS Loss: 0.113	Mixup Loss: 1.253	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.155	Tot. Loss: 1.366
+2025-09-22 11:27:44,387 INFO Epoch 21 	 Batch 3599	LR : 0.00000	Top1 Acc.: 96.453	CLS Loss: 0.127	Mixup Loss: 1.268	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.128	Tot. Loss: 1.395
+2025-09-22 11:33:49,541 INFO Epoch 21 	 Batch 3699	LR : 0.00000	Top1 Acc.: 96.531	CLS Loss: 0.129	Mixup Loss: 1.257	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.143	Tot. Loss: 1.386
+2025-09-22 11:39:54,546 INFO Epoch 21 	 Batch 3799	LR : 0.00000	Top1 Acc.: 95.969	CLS Loss: 0.136	Mixup Loss: 1.290	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.123	Tot. Loss: 1.426
+2025-09-22 11:46:00,956 INFO Epoch 21 	 Batch 3899	LR : 0.00000	Top1 Acc.: 96.531	CLS Loss: 0.125	Mixup Loss: 1.269	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.147	Tot. Loss: 1.393
+2025-09-22 11:52:07,822 INFO Epoch 21 	 Batch 3999	LR : 0.00000	Top1 Acc.: 96.953	CLS Loss: 0.114	Mixup Loss: 1.245	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.128	Tot. Loss: 1.359
+2025-09-22 11:58:14,631 INFO Epoch 21 	 Batch 4099	LR : 0.00000	Top1 Acc.: 96.328	CLS Loss: 0.128	Mixup Loss: 1.268	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.156	Tot. Loss: 1.396
+2025-09-22 12:04:21,290 INFO Epoch 21 	 Batch 4199	LR : 0.00000	Top1 Acc.: 96.547	CLS Loss: 0.130	Mixup Loss: 1.254	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.137	Tot. Loss: 1.384
+2025-09-22 12:10:27,928 INFO Epoch 21 	 Batch 4299	LR : 0.00000	Top1 Acc.: 96.891	CLS Loss: 0.122	Mixup Loss: 1.249	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.151	Tot. Loss: 1.371
+2025-09-22 12:16:34,687 INFO Epoch 21 	 Batch 4399	LR : 0.00000	Top1 Acc.: 96.594	CLS Loss: 0.124	Mixup Loss: 1.245	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.135	Tot. Loss: 1.369
+2025-09-22 12:22:41,403 INFO Epoch 21 	 Batch 4499	LR : 0.00000	Top1 Acc.: 96.469	CLS Loss: 0.132	Mixup Loss: 1.272	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.167	Tot. Loss: 1.404
+2025-09-22 12:28:48,036 INFO Epoch 21 	 Batch 4599	LR : 0.00000	Top1 Acc.: 96.578	CLS Loss: 0.127	Mixup Loss: 1.241	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.128	Tot. Loss: 1.368
+2025-09-22 12:34:54,715 INFO Epoch 21 	 Batch 4699	LR : 0.00000	Top1 Acc.: 96.594	CLS Loss: 0.120	Mixup Loss: 1.264	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.120	Tot. Loss: 1.384
+2025-09-22 12:41:00,728 INFO Epoch 21 	 Batch 4799	LR : 0.00000	Top1 Acc.: 96.500	CLS Loss: 0.128	Mixup Loss: 1.263	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.161	Tot. Loss: 1.391
+2025-09-22 12:47:06,315 INFO Epoch 21 	 Batch 4899	LR : 0.00000	Top1 Acc.: 96.406	CLS Loss: 0.131	Mixup Loss: 1.270	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.132	Tot. Loss: 1.401
+2025-09-22 12:53:11,615 INFO Epoch 21 	 Batch 4999	LR : 0.00000	Top1 Acc.: 96.578	CLS Loss: 0.121	Mixup Loss: 1.251	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.130	Tot. Loss: 1.373
+2025-09-22 12:58:25,811 INFO ################## 
+ ---> Validation Epoch 21 (Original Model)	Acc.: 81.914	FPR: 57.348	AUROC: 88.048	AUPR: 61.311	AURC: 44.595	EAURC: 27.154	AUPR Succ.: 96.808	ECE: 4.905	NLL: 7.017	Brier: 26.009
+2025-09-22 13:03:19,790 INFO ################## 
+ ---> Validation Epoch 21 (EMA Model)	Acc.: 81.914	FPR: 57.359	AUROC: 88.047	AUPR: 61.315	AURC: 44.611	EAURC: 27.170	AUPR Succ.: 96.806	ECE: 4.901	NLL: 7.017	Brier: 26.007
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+2025-09-17 16:56:31,799 INFO {
+    "activation": "relu",
+    "alpha": 0.5,
+    "batch_size": 256,
+    "cos_temp": 64,
+    "crl_weight": 0.0,
+    "cutmix_beta": 1.0,
+    "cutmix_prob": 1.0,
+    "cutmix_weight": 0.0,
+    "data_name": "imagenet1k",
+    "deit_path": "./pretrained_model/deit_base_patch16_224-b5f2ef4d.pth",
+    "epochs": 20,
+    "fine_tune_epochs": 20,
+    "fine_tune_lr": 0.01,
+    "gpu": [
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+    "imb_factor": 1.0,
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+    "loss": "ce",
+    "lr": 0.0001,
+    "mixup_beta": 10.0,
+    "mixup_weight": 1.0,
+    "model_name": "deit_base_patch16_224",
+    "momentum": 0.9,
+    "nb_cls": 1000,
+    "nb_run": 1,
+    "nb_worker": 4,
+    "optim_name": "fsam",
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+    "pixmix_weight": 1.0,
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+    "rho": 0.2,
+    "save_dir": "/group-volume/Data-Efficient-Intelligence-ASR-Unlabeled-Data/hushell/surev2_inet/Deit-B-ImageNet1k/ours",
+    "sigma": 1,
+    "subcommand": "ImageNet1k",
+    "swa_epoch_start": 80,
+    "swa_lr": 0.05,
+    "t": 1.0,
+    "test_dir": "/group-volume/On-Device-AI/datasets/imagenet/imagenet-val-256.h5",
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+    "train_size": 224,
+    "use_cosine": false,
+    "val_dir": "/group-volume/On-Device-AI/datasets/imagenet/imagenet-val-256.h5",
+    "weight_decay": 5e-05
+}
+2025-09-17 17:01:02,306 INFO ####################################################################################################
+1 / 1 Running
+2025-09-17 17:01:16,062 INFO ####### --- Training Epoch 1 --- #######
+2025-09-22 17:02:58,427 INFO {
+    "activation": "relu",
+    "alpha": 0.5,
+    "batch_size": 256,
+    "cos_temp": 64,
+    "crl_weight": 0.0,
+    "cutmix_beta": 1.0,
+    "cutmix_prob": 1.0,
+    "cutmix_weight": 0.0,
+    "data_name": "imagenet1k",
+    "deit_path": "./pretrained_model/deit_base_patch16_224-b5f2ef4d.pth",
+    "epochs": 20,
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+    "fine_tune_lr": 0.01,
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+    "momentum": 0.9,
+    "nb_cls": 1000,
+    "nb_run": 1,
+    "nb_worker": 4,
+    "optim_name": "fsam",
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+    "subcommand": "ImageNet1k",
+    "swa_epoch_start": 80,
+    "swa_lr": 0.05,
+    "t": 1.0,
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+    "use_cosine": false,
+    "val_dir": "/group-volume/On-Device-AI/datasets/imagenet/imagenet-val-256.h5",
+    "weight_decay": 5e-05
+}
+2025-09-22 17:06:28,483 INFO ####################################################################################################
+1 / 1 Running
+2025-09-22 17:06:40,052 INFO ####### --- Training Epoch 1 --- #######
+2025-09-22 17:47:46,043 INFO Epoch 1 	 Batch 99	LR : 0.00010	Top1 Acc.: 95.734	CLS Loss: 0.214	Mixup Loss: 1.419	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.068	Tot. Loss: 2.701
+2025-09-22 17:54:08,711 INFO Epoch 1 	 Batch 199	LR : 0.00010	Top1 Acc.: 95.859	CLS Loss: 0.173	Mixup Loss: 1.370	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.803	Tot. Loss: 2.346
+2025-09-22 18:00:32,058 INFO Epoch 1 	 Batch 299	LR : 0.00010	Top1 Acc.: 95.766	CLS Loss: 0.170	Mixup Loss: 1.362	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.757	Tot. Loss: 2.288
+2025-09-22 18:06:55,546 INFO Epoch 1 	 Batch 399	LR : 0.00010	Top1 Acc.: 95.984	CLS Loss: 0.162	Mixup Loss: 1.369	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.686	Tot. Loss: 2.217
+2025-09-22 18:13:18,813 INFO Epoch 1 	 Batch 499	LR : 0.00010	Top1 Acc.: 95.688	CLS Loss: 0.169	Mixup Loss: 1.384	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.688	Tot. Loss: 2.241
+2025-09-22 18:19:42,099 INFO Epoch 1 	 Batch 599	LR : 0.00010	Top1 Acc.: 95.422	CLS Loss: 0.170	Mixup Loss: 1.365	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.680	Tot. Loss: 2.215
+2025-09-22 18:26:05,498 INFO Epoch 1 	 Batch 699	LR : 0.00010	Top1 Acc.: 95.734	CLS Loss: 0.160	Mixup Loss: 1.379	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.641	Tot. Loss: 2.180
+2025-09-22 18:32:28,849 INFO Epoch 1 	 Batch 799	LR : 0.00010	Top1 Acc.: 95.625	CLS Loss: 0.169	Mixup Loss: 1.364	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.666	Tot. Loss: 2.198
+2025-09-22 18:38:52,078 INFO Epoch 1 	 Batch 899	LR : 0.00010	Top1 Acc.: 95.609	CLS Loss: 0.154	Mixup Loss: 1.377	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.613	Tot. Loss: 2.145
+2025-09-22 18:45:15,582 INFO Epoch 1 	 Batch 999	LR : 0.00010	Top1 Acc.: 95.688	CLS Loss: 0.155	Mixup Loss: 1.353	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.604	Tot. Loss: 2.113
+2025-09-22 18:51:39,260 INFO Epoch 1 	 Batch 1099	LR : 0.00010	Top1 Acc.: 95.391	CLS Loss: 0.160	Mixup Loss: 1.357	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.608	Tot. Loss: 2.125
+2025-09-22 18:58:03,040 INFO Epoch 1 	 Batch 1199	LR : 0.00010	Top1 Acc.: 95.938	CLS Loss: 0.155	Mixup Loss: 1.361	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.621	Tot. Loss: 2.137
+2025-09-22 19:04:26,694 INFO Epoch 1 	 Batch 1299	LR : 0.00010	Top1 Acc.: 95.719	CLS Loss: 0.155	Mixup Loss: 1.373	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.618	Tot. Loss: 2.146
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+    "cutmix_prob": 1.0,
+    "cutmix_weight": 0.0,
+    "data_name": "imagenet1k",
+    "deit_path": "./pretrained_model/deit_base_patch16_224-b5f2ef4d.pth",
+    "epochs": 20,
+    "fine_tune_epochs": 20,
+    "fine_tune_lr": 0.01,
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+    "loss": "ce",
+    "lr": 0.0001,
+    "mixup_beta": 10.0,
+    "mixup_weight": 0.0,
+    "model_name": "deit_base_patch16_224",
+    "momentum": 0.9,
+    "nb_cls": 1000,
+    "nb_run": 1,
+    "nb_worker": 4,
+    "optim_name": "baseline",
+    "p": 2,
+    "per_epoch_scheduler": false,
+    "pixmix_path": "./pixmixset",
+    "pixmix_weight": 1.0,
+    "rebn": false,
+    "resume": null,
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+    "rho": 0.2,
+    "save_dir": "/group-volume/Data-Efficient-Intelligence-ASR-Unlabeled-Data/hushell/surev2_inet/Deit-B-ImageNet1k/pixmix",
+    "sigma": 1,
+    "subcommand": "ImageNet1k",
+    "swa_epoch_start": 80,
+    "swa_lr": 0.05,
+    "t": 1.0,
+    "test_dir": "/group-volume/On-Device-AI/datasets/imagenet/imagenet-val-256.h5",
+    "train_dir": "/group-volume/On-Device-AI/datasets/imagenet/imagenet-train-256.h5",
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+    "val_dir": "/group-volume/On-Device-AI/datasets/imagenet/imagenet-val-256.h5",
+    "weight_decay": 5e-05
+}
+2025-09-17 17:39:41,909 INFO ####################################################################################################
+1 / 1 Running
+2025-09-17 17:40:09,829 INFO ####### --- Training Epoch 1 --- #######
+2025-09-17 18:00:27,461 INFO Epoch 1 	 Batch 99	LR : 0.00010	Top1 Acc.: 95.625	CLS Loss: 0.218	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.045	Tot. Loss: 1.263
+2025-09-17 18:02:29,814 INFO Epoch 1 	 Batch 199	LR : 0.00010	Top1 Acc.: 95.750	CLS Loss: 0.177	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.752	Tot. Loss: 0.929
+2025-09-17 18:04:32,801 INFO Epoch 1 	 Batch 299	LR : 0.00010	Top1 Acc.: 95.750	CLS Loss: 0.169	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.710	Tot. Loss: 0.879
+2025-09-17 18:06:36,512 INFO Epoch 1 	 Batch 399	LR : 0.00010	Top1 Acc.: 96.250	CLS Loss: 0.158	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.659	Tot. Loss: 0.817
+2025-09-17 18:08:40,353 INFO Epoch 1 	 Batch 499	LR : 0.00010	Top1 Acc.: 95.594	CLS Loss: 0.166	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.617	Tot. Loss: 0.784
+2025-09-17 18:10:43,958 INFO Epoch 1 	 Batch 599	LR : 0.00010	Top1 Acc.: 95.500	CLS Loss: 0.169	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.583	Tot. Loss: 0.752
+2025-09-17 18:12:47,453 INFO Epoch 1 	 Batch 699	LR : 0.00010	Top1 Acc.: 95.469	CLS Loss: 0.160	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.590	Tot. Loss: 0.749
+2025-09-17 18:14:50,924 INFO Epoch 1 	 Batch 799	LR : 0.00010	Top1 Acc.: 95.344	CLS Loss: 0.169	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.563	Tot. Loss: 0.732
+2025-09-17 18:16:54,391 INFO Epoch 1 	 Batch 899	LR : 0.00010	Top1 Acc.: 95.594	CLS Loss: 0.154	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.581	Tot. Loss: 0.735
+2025-09-17 18:18:57,824 INFO Epoch 1 	 Batch 999	LR : 0.00010	Top1 Acc.: 95.406	CLS Loss: 0.152	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.531	Tot. Loss: 0.683
+2025-09-17 18:21:01,277 INFO Epoch 1 	 Batch 1099	LR : 0.00010	Top1 Acc.: 95.359	CLS Loss: 0.157	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.526	Tot. Loss: 0.682
+2025-09-17 18:23:04,716 INFO Epoch 1 	 Batch 1199	LR : 0.00010	Top1 Acc.: 95.922	CLS Loss: 0.151	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.545	Tot. Loss: 0.696
+2025-09-17 18:25:08,154 INFO Epoch 1 	 Batch 1299	LR : 0.00010	Top1 Acc.: 95.516	CLS Loss: 0.149	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.513	Tot. Loss: 0.662
+2025-09-17 18:27:11,615 INFO Epoch 1 	 Batch 1399	LR : 0.00010	Top1 Acc.: 95.938	CLS Loss: 0.139	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.500	Tot. Loss: 0.639
+2025-09-17 18:29:15,029 INFO Epoch 1 	 Batch 1499	LR : 0.00010	Top1 Acc.: 95.547	CLS Loss: 0.158	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.541	Tot. Loss: 0.699
+2025-09-17 18:31:18,446 INFO Epoch 1 	 Batch 1599	LR : 0.00010	Top1 Acc.: 95.531	CLS Loss: 0.153	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.513	Tot. Loss: 0.666
+2025-09-17 18:33:21,911 INFO Epoch 1 	 Batch 1699	LR : 0.00010	Top1 Acc.: 95.953	CLS Loss: 0.153	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.506	Tot. Loss: 0.659
+2025-09-17 18:35:25,457 INFO Epoch 1 	 Batch 1799	LR : 0.00010	Top1 Acc.: 95.578	CLS Loss: 0.154	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.500	Tot. Loss: 0.654
+2025-09-17 18:37:28,883 INFO Epoch 1 	 Batch 1899	LR : 0.00010	Top1 Acc.: 95.375	CLS Loss: 0.154	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.510	Tot. Loss: 0.663
+2025-09-17 18:39:32,291 INFO Epoch 1 	 Batch 1999	LR : 0.00010	Top1 Acc.: 96.250	CLS Loss: 0.136	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.488	Tot. Loss: 0.623
+2025-09-17 18:41:35,717 INFO Epoch 1 	 Batch 2099	LR : 0.00010	Top1 Acc.: 95.750	CLS Loss: 0.155	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.507	Tot. Loss: 0.661
+2025-09-17 18:43:39,134 INFO Epoch 1 	 Batch 2199	LR : 0.00010	Top1 Acc.: 96.141	CLS Loss: 0.140	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.504	Tot. Loss: 0.643
+2025-09-17 18:45:42,608 INFO Epoch 1 	 Batch 2299	LR : 0.00010	Top1 Acc.: 96.047	CLS Loss: 0.145	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.497	Tot. Loss: 0.642
+2025-09-17 18:47:46,001 INFO Epoch 1 	 Batch 2399	LR : 0.00010	Top1 Acc.: 95.984	CLS Loss: 0.141	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.459	Tot. Loss: 0.600
+2025-09-17 18:49:49,454 INFO Epoch 1 	 Batch 2499	LR : 0.00010	Top1 Acc.: 95.828	CLS Loss: 0.152	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.525	Tot. Loss: 0.677
+2025-09-17 18:51:52,878 INFO Epoch 1 	 Batch 2599	LR : 0.00010	Top1 Acc.: 95.797	CLS Loss: 0.140	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.482	Tot. Loss: 0.622
+2025-09-17 18:53:56,314 INFO Epoch 1 	 Batch 2699	LR : 0.00010	Top1 Acc.: 95.781	CLS Loss: 0.139	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.520	Tot. Loss: 0.658
+2025-09-17 18:55:59,738 INFO Epoch 1 	 Batch 2799	LR : 0.00010	Top1 Acc.: 95.578	CLS Loss: 0.142	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.484	Tot. Loss: 0.625
+2025-09-17 18:58:03,172 INFO Epoch 1 	 Batch 2899	LR : 0.00010	Top1 Acc.: 95.906	CLS Loss: 0.152	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.501	Tot. Loss: 0.653
+2025-09-17 19:00:06,598 INFO Epoch 1 	 Batch 2999	LR : 0.00010	Top1 Acc.: 95.625	CLS Loss: 0.154	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.507	Tot. Loss: 0.661
+2025-09-17 19:02:10,160 INFO Epoch 1 	 Batch 3099	LR : 0.00010	Top1 Acc.: 95.594	CLS Loss: 0.144	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.484	Tot. Loss: 0.629
+2025-09-17 19:04:13,601 INFO Epoch 1 	 Batch 3199	LR : 0.00010	Top1 Acc.: 95.703	CLS Loss: 0.139	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.481	Tot. Loss: 0.621
+2025-09-17 19:06:17,034 INFO Epoch 1 	 Batch 3299	LR : 0.00010	Top1 Acc.: 95.906	CLS Loss: 0.145	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.514	Tot. Loss: 0.660
+2025-09-17 19:08:20,498 INFO Epoch 1 	 Batch 3399	LR : 0.00010	Top1 Acc.: 96.188	CLS Loss: 0.140	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.496	Tot. Loss: 0.636
+2025-09-17 19:10:23,930 INFO Epoch 1 	 Batch 3499	LR : 0.00010	Top1 Acc.: 96.031	CLS Loss: 0.129	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.481	Tot. Loss: 0.611
+2025-09-17 19:12:27,349 INFO Epoch 1 	 Batch 3599	LR : 0.00010	Top1 Acc.: 95.609	CLS Loss: 0.144	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.456	Tot. Loss: 0.600
+2025-09-17 19:14:30,788 INFO Epoch 1 	 Batch 3699	LR : 0.00010	Top1 Acc.: 95.859	CLS Loss: 0.143	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.467	Tot. Loss: 0.610
+2025-09-17 19:16:34,228 INFO Epoch 1 	 Batch 3799	LR : 0.00010	Top1 Acc.: 95.422	CLS Loss: 0.156	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.512	Tot. Loss: 0.668
+2025-09-17 19:18:37,658 INFO Epoch 1 	 Batch 3899	LR : 0.00010	Top1 Acc.: 95.766	CLS Loss: 0.141	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.481	Tot. Loss: 0.622
+2025-09-17 19:20:41,137 INFO Epoch 1 	 Batch 3999	LR : 0.00010	Top1 Acc.: 96.172	CLS Loss: 0.127	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.429	Tot. Loss: 0.556
+2025-09-17 19:22:44,573 INFO Epoch 1 	 Batch 4099	LR : 0.00010	Top1 Acc.: 95.828	CLS Loss: 0.144	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.485	Tot. Loss: 0.629
+2025-09-17 19:24:47,980 INFO Epoch 1 	 Batch 4199	LR : 0.00010	Top1 Acc.: 95.906	CLS Loss: 0.147	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.490	Tot. Loss: 0.636
+2025-09-17 19:26:51,467 INFO Epoch 1 	 Batch 4299	LR : 0.00010	Top1 Acc.: 96.156	CLS Loss: 0.136	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.454	Tot. Loss: 0.590
+2025-09-17 19:28:54,901 INFO Epoch 1 	 Batch 4399	LR : 0.00010	Top1 Acc.: 95.969	CLS Loss: 0.137	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.447	Tot. Loss: 0.583
+2025-09-17 19:30:58,356 INFO Epoch 1 	 Batch 4499	LR : 0.00010	Top1 Acc.: 95.812	CLS Loss: 0.148	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.480	Tot. Loss: 0.628
+2025-09-17 19:33:01,787 INFO Epoch 1 	 Batch 4599	LR : 0.00010	Top1 Acc.: 96.031	CLS Loss: 0.141	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.465	Tot. Loss: 0.606
+2025-09-17 19:35:05,264 INFO Epoch 1 	 Batch 4699	LR : 0.00010	Top1 Acc.: 96.094	CLS Loss: 0.134	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.485	Tot. Loss: 0.619
+2025-09-17 19:37:08,736 INFO Epoch 1 	 Batch 4799	LR : 0.00010	Top1 Acc.: 95.844	CLS Loss: 0.142	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.450	Tot. Loss: 0.592
+2025-09-17 19:39:12,164 INFO Epoch 1 	 Batch 4899	LR : 0.00010	Top1 Acc.: 95.844	CLS Loss: 0.146	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.474	Tot. Loss: 0.620
+2025-09-17 19:41:15,637 INFO Epoch 1 	 Batch 4999	LR : 0.00010	Top1 Acc.: 96.109	CLS Loss: 0.137	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.433	Tot. Loss: 0.570
+2025-09-17 19:47:20,284 INFO ################## 
+ ---> Validation Epoch 1 (Original Model)	Acc.: 81.918	FPR: 58.412	AUROC: 87.508	AUPR: 60.694	AURC: 47.030	EAURC: 29.597	AUPR Succ.: 96.517	ECE: 6.058	NLL: 7.407	Brier: 26.539
+2025-09-17 19:52:48,590 INFO ################## 
+ ---> Validation Epoch 1 (EMA Model)	Acc.: 81.922	FPR: 58.391	AUROC: 87.498	AUPR: 60.621	AURC: 47.036	EAURC: 29.611	AUPR Succ.: 96.516	ECE: 6.069	NLL: 7.406	Brier: 26.538
+2025-09-17 19:52:49,810 INFO Original Model Accuracy improved from 0.00 to 81.92!!!
+2025-09-17 19:52:56,298 INFO EMA Model Accuracy improved from 0.00 to 81.92!!!
+2025-09-17 19:53:02,395 INFO ####### --- Training Epoch 2 --- #######
+2025-09-17 20:08:59,250 INFO Epoch 2 	 Batch 99	LR : 0.00010	Top1 Acc.: 96.078	CLS Loss: 0.137	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.456	Tot. Loss: 0.593
+2025-09-17 20:11:01,554 INFO Epoch 2 	 Batch 199	LR : 0.00010	Top1 Acc.: 96.094	CLS Loss: 0.132	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.451	Tot. Loss: 0.583
+2025-09-17 20:13:04,743 INFO Epoch 2 	 Batch 299	LR : 0.00010	Top1 Acc.: 95.766	CLS Loss: 0.137	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.445	Tot. Loss: 0.582
+2025-09-17 20:15:08,381 INFO Epoch 2 	 Batch 399	LR : 0.00010	Top1 Acc.: 96.266	CLS Loss: 0.137	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.441	Tot. Loss: 0.578
+2025-09-17 20:17:11,900 INFO Epoch 2 	 Batch 499	LR : 0.00010	Top1 Acc.: 95.500	CLS Loss: 0.148	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.475	Tot. Loss: 0.623
+2025-09-17 20:19:15,235 INFO Epoch 2 	 Batch 599	LR : 0.00010	Top1 Acc.: 96.141	CLS Loss: 0.147	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.452	Tot. Loss: 0.599
+2025-09-17 20:21:18,529 INFO Epoch 2 	 Batch 699	LR : 0.00010	Top1 Acc.: 95.969	CLS Loss: 0.138	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.462	Tot. Loss: 0.601
+2025-09-17 20:23:21,841 INFO Epoch 2 	 Batch 799	LR : 0.00010	Top1 Acc.: 95.844	CLS Loss: 0.150	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.473	Tot. Loss: 0.623
+2025-09-17 20:25:25,183 INFO Epoch 2 	 Batch 899	LR : 0.00010	Top1 Acc.: 95.859	CLS Loss: 0.136	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.462	Tot. Loss: 0.598
+2025-09-17 20:27:28,495 INFO Epoch 2 	 Batch 999	LR : 0.00010	Top1 Acc.: 96.031	CLS Loss: 0.136	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.454	Tot. Loss: 0.590
+2025-09-17 20:29:31,827 INFO Epoch 2 	 Batch 1099	LR : 0.00010	Top1 Acc.: 95.734	CLS Loss: 0.140	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.434	Tot. Loss: 0.574
+2025-09-17 20:31:35,157 INFO Epoch 2 	 Batch 1199	LR : 0.00010	Top1 Acc.: 96.359	CLS Loss: 0.135	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.451	Tot. Loss: 0.586
+2025-09-17 20:33:38,481 INFO Epoch 2 	 Batch 1299	LR : 0.00010	Top1 Acc.: 95.969	CLS Loss: 0.136	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.471	Tot. Loss: 0.606
+2025-09-17 20:35:41,842 INFO Epoch 2 	 Batch 1399	LR : 0.00010	Top1 Acc.: 96.156	CLS Loss: 0.125	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.444	Tot. Loss: 0.568
+2025-09-17 20:37:45,168 INFO Epoch 2 	 Batch 1499	LR : 0.00010	Top1 Acc.: 95.875	CLS Loss: 0.144	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.449	Tot. Loss: 0.593
+2025-09-17 20:39:48,490 INFO Epoch 2 	 Batch 1599	LR : 0.00010	Top1 Acc.: 96.062	CLS Loss: 0.138	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.477	Tot. Loss: 0.615
+2025-09-17 20:41:51,865 INFO Epoch 2 	 Batch 1699	LR : 0.00010	Top1 Acc.: 96.156	CLS Loss: 0.141	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.458	Tot. Loss: 0.599
+2025-09-17 20:43:55,197 INFO Epoch 2 	 Batch 1799	LR : 0.00010	Top1 Acc.: 95.875	CLS Loss: 0.142	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.442	Tot. Loss: 0.584
+2025-09-17 20:45:58,563 INFO Epoch 2 	 Batch 1899	LR : 0.00010	Top1 Acc.: 95.578	CLS Loss: 0.142	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.453	Tot. Loss: 0.595
+2025-09-17 20:48:01,940 INFO Epoch 2 	 Batch 1999	LR : 0.00010	Top1 Acc.: 96.359	CLS Loss: 0.126	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.430	Tot. Loss: 0.556
+2025-09-17 20:50:05,311 INFO Epoch 2 	 Batch 2099	LR : 0.00010	Top1 Acc.: 95.938	CLS Loss: 0.144	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.461	Tot. Loss: 0.605
+2025-09-17 20:52:08,640 INFO Epoch 2 	 Batch 2199	LR : 0.00010	Top1 Acc.: 96.125	CLS Loss: 0.133	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.434	Tot. Loss: 0.567
+2025-09-17 20:54:11,970 INFO Epoch 2 	 Batch 2299	LR : 0.00010	Top1 Acc.: 96.188	CLS Loss: 0.136	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.447	Tot. Loss: 0.583
+2025-09-17 20:56:15,312 INFO Epoch 2 	 Batch 2399	LR : 0.00010	Top1 Acc.: 96.219	CLS Loss: 0.129	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.461	Tot. Loss: 0.590
+2025-09-17 20:58:18,669 INFO Epoch 2 	 Batch 2499	LR : 0.00010	Top1 Acc.: 96.031	CLS Loss: 0.141	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.451	Tot. Loss: 0.592
+2025-09-17 21:00:22,001 INFO Epoch 2 	 Batch 2599	LR : 0.00010	Top1 Acc.: 95.938	CLS Loss: 0.133	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.436	Tot. Loss: 0.569
+2025-09-17 21:02:25,344 INFO Epoch 2 	 Batch 2699	LR : 0.00010	Top1 Acc.: 96.297	CLS Loss: 0.129	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.450	Tot. Loss: 0.579
+2025-09-17 21:04:28,636 INFO Epoch 2 	 Batch 2799	LR : 0.00010	Top1 Acc.: 95.938	CLS Loss: 0.133	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.447	Tot. Loss: 0.581
+2025-09-17 21:06:31,975 INFO Epoch 2 	 Batch 2899	LR : 0.00010	Top1 Acc.: 96.000	CLS Loss: 0.144	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.467	Tot. Loss: 0.611
+2025-09-17 21:08:35,376 INFO Epoch 2 	 Batch 2999	LR : 0.00010	Top1 Acc.: 95.922	CLS Loss: 0.146	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.478	Tot. Loss: 0.624
+2025-09-17 21:10:38,731 INFO Epoch 2 	 Batch 3099	LR : 0.00010	Top1 Acc.: 95.875	CLS Loss: 0.137	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.451	Tot. Loss: 0.588
+2025-09-17 21:12:42,335 INFO Epoch 2 	 Batch 3199	LR : 0.00010	Top1 Acc.: 95.969	CLS Loss: 0.129	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.441	Tot. Loss: 0.570
+2025-09-17 21:14:45,998 INFO Epoch 2 	 Batch 3299	LR : 0.00010	Top1 Acc.: 96.234	CLS Loss: 0.137	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.471	Tot. Loss: 0.608
+2025-09-17 21:16:49,519 INFO Epoch 2 	 Batch 3399	LR : 0.00010	Top1 Acc.: 96.328	CLS Loss: 0.133	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.442	Tot. Loss: 0.575
+2025-09-17 21:18:52,992 INFO Epoch 2 	 Batch 3499	LR : 0.00010	Top1 Acc.: 96.281	CLS Loss: 0.121	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.435	Tot. Loss: 0.556
+2025-09-17 21:20:56,525 INFO Epoch 2 	 Batch 3599	LR : 0.00010	Top1 Acc.: 95.984	CLS Loss: 0.137	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.455	Tot. Loss: 0.592
+2025-09-17 21:23:00,023 INFO Epoch 2 	 Batch 3699	LR : 0.00010	Top1 Acc.: 96.062	CLS Loss: 0.136	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.459	Tot. Loss: 0.596
+2025-09-17 21:25:03,512 INFO Epoch 2 	 Batch 3799	LR : 0.00010	Top1 Acc.: 95.594	CLS Loss: 0.147	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.444	Tot. Loss: 0.590
+2025-09-17 21:27:07,011 INFO Epoch 2 	 Batch 3899	LR : 0.00010	Top1 Acc.: 95.953	CLS Loss: 0.134	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.444	Tot. Loss: 0.578
+2025-09-17 21:29:10,484 INFO Epoch 2 	 Batch 3999	LR : 0.00010	Top1 Acc.: 96.516	CLS Loss: 0.120	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.426	Tot. Loss: 0.546
+2025-09-17 21:31:13,956 INFO Epoch 2 	 Batch 4099	LR : 0.00010	Top1 Acc.: 95.969	CLS Loss: 0.136	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.436	Tot. Loss: 0.572
+2025-09-17 21:33:17,472 INFO Epoch 2 	 Batch 4199	LR : 0.00010	Top1 Acc.: 96.000	CLS Loss: 0.140	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.446	Tot. Loss: 0.586
+2025-09-17 21:35:20,935 INFO Epoch 2 	 Batch 4299	LR : 0.00010	Top1 Acc.: 96.500	CLS Loss: 0.126	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.431	Tot. Loss: 0.557
+2025-09-17 21:37:24,412 INFO Epoch 2 	 Batch 4399	LR : 0.00010	Top1 Acc.: 96.188	CLS Loss: 0.130	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.421	Tot. Loss: 0.551
+2025-09-17 21:39:27,867 INFO Epoch 2 	 Batch 4499	LR : 0.00010	Top1 Acc.: 95.984	CLS Loss: 0.140	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.473	Tot. Loss: 0.613
+2025-09-17 21:41:31,288 INFO Epoch 2 	 Batch 4599	LR : 0.00010	Top1 Acc.: 96.234	CLS Loss: 0.135	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.431	Tot. Loss: 0.566
+2025-09-17 21:43:34,751 INFO Epoch 2 	 Batch 4699	LR : 0.00010	Top1 Acc.: 96.359	CLS Loss: 0.126	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.442	Tot. Loss: 0.568
+2025-09-17 21:45:38,231 INFO Epoch 2 	 Batch 4799	LR : 0.00010	Top1 Acc.: 96.000	CLS Loss: 0.136	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.438	Tot. Loss: 0.574
+2025-09-17 21:47:41,661 INFO Epoch 2 	 Batch 4899	LR : 0.00010	Top1 Acc.: 95.922	CLS Loss: 0.141	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.432	Tot. Loss: 0.573
+2025-09-17 21:49:45,137 INFO Epoch 2 	 Batch 4999	LR : 0.00010	Top1 Acc.: 96.125	CLS Loss: 0.131	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.423	Tot. Loss: 0.554
+2025-09-17 21:56:13,246 INFO ################## 
+ ---> Validation Epoch 2 (Original Model)	Acc.: 81.764	FPR: 57.973	AUROC: 87.714	AUPR: 61.300	AURC: 46.428	EAURC: 28.686	AUPR Succ.: 96.621	ECE: 6.343	NLL: 7.453	Brier: 26.706
+2025-09-17 22:01:53,434 INFO ################## 
+ ---> Validation Epoch 2 (EMA Model)	Acc.: 81.764	FPR: 58.028	AUROC: 87.715	AUPR: 61.322	AURC: 46.423	EAURC: 28.681	AUPR Succ.: 96.621	ECE: 6.322	NLL: 7.454	Brier: 26.704
+2025-09-17 22:01:53,594 INFO ####### --- Training Epoch 3 --- #######
+2025-09-17 22:19:00,872 INFO Epoch 3 	 Batch 99	LR : 0.00010	Top1 Acc.: 96.219	CLS Loss: 0.130	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.443	Tot. Loss: 0.574
+2025-09-17 22:21:03,568 INFO Epoch 3 	 Batch 199	LR : 0.00010	Top1 Acc.: 96.391	CLS Loss: 0.125	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.430	Tot. Loss: 0.555
+2025-09-17 22:23:06,868 INFO Epoch 3 	 Batch 299	LR : 0.00010	Top1 Acc.: 95.969	CLS Loss: 0.131	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.424	Tot. Loss: 0.555
+2025-09-17 22:25:10,511 INFO Epoch 3 	 Batch 399	LR : 0.00010	Top1 Acc.: 96.375	CLS Loss: 0.129	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.462	Tot. Loss: 0.590
+2025-09-17 22:27:13,765 INFO Epoch 3 	 Batch 499	LR : 0.00010	Top1 Acc.: 95.875	CLS Loss: 0.140	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.448	Tot. Loss: 0.588
+2025-09-17 22:29:17,077 INFO Epoch 3 	 Batch 599	LR : 0.00010	Top1 Acc.: 96.094	CLS Loss: 0.140	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.444	Tot. Loss: 0.584
+2025-09-17 22:31:20,472 INFO Epoch 3 	 Batch 699	LR : 0.00010	Top1 Acc.: 96.031	CLS Loss: 0.134	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.449	Tot. Loss: 0.584
+2025-09-17 22:33:23,859 INFO Epoch 3 	 Batch 799	LR : 0.00010	Top1 Acc.: 95.875	CLS Loss: 0.146	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.438	Tot. Loss: 0.584
+2025-09-17 22:35:27,197 INFO Epoch 3 	 Batch 899	LR : 0.00010	Top1 Acc.: 95.859	CLS Loss: 0.132	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.423	Tot. Loss: 0.555
+2025-09-17 22:37:30,518 INFO Epoch 3 	 Batch 999	LR : 0.00010	Top1 Acc.: 95.984	CLS Loss: 0.132	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.430	Tot. Loss: 0.562
+2025-09-17 22:39:33,798 INFO Epoch 3 	 Batch 1099	LR : 0.00010	Top1 Acc.: 95.906	CLS Loss: 0.134	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.433	Tot. Loss: 0.567
+2025-09-17 22:41:37,091 INFO Epoch 3 	 Batch 1199	LR : 0.00010	Top1 Acc.: 96.328	CLS Loss: 0.130	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.425	Tot. Loss: 0.555
+2025-09-17 22:43:40,374 INFO Epoch 3 	 Batch 1299	LR : 0.00010	Top1 Acc.: 96.062	CLS Loss: 0.129	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.465	Tot. Loss: 0.594
+2025-09-17 22:45:43,669 INFO Epoch 3 	 Batch 1399	LR : 0.00010	Top1 Acc.: 96.344	CLS Loss: 0.120	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.434	Tot. Loss: 0.554
+2025-09-17 22:47:46,960 INFO Epoch 3 	 Batch 1499	LR : 0.00010	Top1 Acc.: 96.172	CLS Loss: 0.137	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.436	Tot. Loss: 0.573
+2025-09-17 22:49:50,294 INFO Epoch 3 	 Batch 1599	LR : 0.00010	Top1 Acc.: 96.156	CLS Loss: 0.133	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.442	Tot. Loss: 0.575
+2025-09-17 22:51:53,611 INFO Epoch 3 	 Batch 1699	LR : 0.00010	Top1 Acc.: 96.203	CLS Loss: 0.137	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.418	Tot. Loss: 0.555
+2025-09-17 22:53:56,922 INFO Epoch 3 	 Batch 1799	LR : 0.00010	Top1 Acc.: 95.922	CLS Loss: 0.136	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.439	Tot. Loss: 0.575
+2025-09-17 22:56:00,227 INFO Epoch 3 	 Batch 1899	LR : 0.00010	Top1 Acc.: 95.781	CLS Loss: 0.137	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.424	Tot. Loss: 0.561
+2025-09-17 22:58:03,551 INFO Epoch 3 	 Batch 1999	LR : 0.00010	Top1 Acc.: 96.500	CLS Loss: 0.122	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.405	Tot. Loss: 0.527
+2025-09-17 23:00:06,868 INFO Epoch 3 	 Batch 2099	LR : 0.00010	Top1 Acc.: 96.047	CLS Loss: 0.139	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.434	Tot. Loss: 0.574
+2025-09-17 23:02:10,182 INFO Epoch 3 	 Batch 2199	LR : 0.00010	Top1 Acc.: 96.344	CLS Loss: 0.127	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.441	Tot. Loss: 0.568
+2025-09-17 23:04:13,560 INFO Epoch 3 	 Batch 2299	LR : 0.00010	Top1 Acc.: 96.406	CLS Loss: 0.131	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.421	Tot. Loss: 0.551
+2025-09-17 23:06:17,015 INFO Epoch 3 	 Batch 2399	LR : 0.00010	Top1 Acc.: 96.359	CLS Loss: 0.125	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.432	Tot. Loss: 0.557
+2025-09-17 23:08:20,284 INFO Epoch 3 	 Batch 2499	LR : 0.00010	Top1 Acc.: 96.156	CLS Loss: 0.137	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.431	Tot. Loss: 0.568
+2025-09-17 23:10:23,674 INFO Epoch 3 	 Batch 2599	LR : 0.00010	Top1 Acc.: 96.141	CLS Loss: 0.126	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.428	Tot. Loss: 0.554
+2025-09-17 23:12:27,180 INFO Epoch 3 	 Batch 2699	LR : 0.00010	Top1 Acc.: 96.344	CLS Loss: 0.125	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.424	Tot. Loss: 0.549
+2025-09-17 23:14:30,691 INFO Epoch 3 	 Batch 2799	LR : 0.00010	Top1 Acc.: 95.984	CLS Loss: 0.127	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.436	Tot. Loss: 0.563
+2025-09-17 23:16:33,928 INFO Epoch 3 	 Batch 2899	LR : 0.00010	Top1 Acc.: 96.328	CLS Loss: 0.137	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.420	Tot. Loss: 0.557
+2025-09-17 23:18:37,463 INFO Epoch 3 	 Batch 2999	LR : 0.00010	Top1 Acc.: 95.875	CLS Loss: 0.141	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.439	Tot. Loss: 0.580
+2025-09-17 23:20:40,924 INFO Epoch 3 	 Batch 3099	LR : 0.00010	Top1 Acc.: 95.891	CLS Loss: 0.132	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.433	Tot. Loss: 0.565
+2025-09-17 23:22:44,464 INFO Epoch 3 	 Batch 3199	LR : 0.00010	Top1 Acc.: 95.969	CLS Loss: 0.126	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.426	Tot. Loss: 0.552
+2025-09-17 23:24:48,046 INFO Epoch 3 	 Batch 3299	LR : 0.00010	Top1 Acc.: 96.203	CLS Loss: 0.133	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.454	Tot. Loss: 0.587
+2025-09-17 23:26:51,644 INFO Epoch 3 	 Batch 3399	LR : 0.00010	Top1 Acc.: 96.359	CLS Loss: 0.130	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.419	Tot. Loss: 0.549
+2025-09-17 23:28:55,265 INFO Epoch 3 	 Batch 3499	LR : 0.00010	Top1 Acc.: 96.438	CLS Loss: 0.116	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.406	Tot. Loss: 0.522
+2025-09-17 23:30:58,822 INFO Epoch 3 	 Batch 3599	LR : 0.00010	Top1 Acc.: 95.922	CLS Loss: 0.132	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.434	Tot. Loss: 0.567
+2025-09-17 23:33:01,656 INFO Epoch 3 	 Batch 3699	LR : 0.00010	Top1 Acc.: 96.094	CLS Loss: 0.132	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.401	Tot. Loss: 0.534
+2025-09-17 23:35:04,845 INFO Epoch 3 	 Batch 3799	LR : 0.00010	Top1 Acc.: 95.703	CLS Loss: 0.142	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.453	Tot. Loss: 0.595
+2025-09-17 23:37:08,366 INFO Epoch 3 	 Batch 3899	LR : 0.00010	Top1 Acc.: 96.188	CLS Loss: 0.128	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.433	Tot. Loss: 0.561
+2025-09-17 23:39:11,781 INFO Epoch 3 	 Batch 3999	LR : 0.00010	Top1 Acc.: 96.625	CLS Loss: 0.115	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.422	Tot. Loss: 0.537
+2025-09-17 23:41:15,116 INFO Epoch 3 	 Batch 4099	LR : 0.00010	Top1 Acc.: 95.969	CLS Loss: 0.133	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.430	Tot. Loss: 0.563
+2025-09-17 23:43:18,444 INFO Epoch 3 	 Batch 4199	LR : 0.00010	Top1 Acc.: 95.953	CLS Loss: 0.136	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.442	Tot. Loss: 0.578
+2025-09-17 23:45:21,761 INFO Epoch 3 	 Batch 4299	LR : 0.00010	Top1 Acc.: 96.547	CLS Loss: 0.125	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.411	Tot. Loss: 0.536
+2025-09-17 23:47:25,038 INFO Epoch 3 	 Batch 4399	LR : 0.00010	Top1 Acc.: 96.281	CLS Loss: 0.125	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.407	Tot. Loss: 0.532
+2025-09-17 23:49:28,372 INFO Epoch 3 	 Batch 4499	LR : 0.00009	Top1 Acc.: 96.125	CLS Loss: 0.135	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.444	Tot. Loss: 0.580
+2025-09-17 23:51:31,674 INFO Epoch 3 	 Batch 4599	LR : 0.00009	Top1 Acc.: 96.297	CLS Loss: 0.131	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.417	Tot. Loss: 0.548
+2025-09-17 23:53:34,995 INFO Epoch 3 	 Batch 4699	LR : 0.00009	Top1 Acc.: 96.391	CLS Loss: 0.123	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.418	Tot. Loss: 0.541
+2025-09-17 23:55:38,296 INFO Epoch 3 	 Batch 4799	LR : 0.00009	Top1 Acc.: 96.109	CLS Loss: 0.131	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.446	Tot. Loss: 0.577
+2025-09-17 23:57:41,588 INFO Epoch 3 	 Batch 4899	LR : 0.00009	Top1 Acc.: 96.156	CLS Loss: 0.136	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.407	Tot. Loss: 0.543
+2025-09-17 23:59:44,900 INFO Epoch 3 	 Batch 4999	LR : 0.00009	Top1 Acc.: 96.281	CLS Loss: 0.125	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.408	Tot. Loss: 0.533
+2025-09-18 00:07:06,482 INFO ################## 
+ ---> Validation Epoch 3 (Original Model)	Acc.: 81.668	FPR: 57.342	AUROC: 87.831	AUPR: 61.541	AURC: 46.151	EAURC: 28.216	AUPR Succ.: 96.674	ECE: 6.502	NLL: 7.481	Brier: 26.808
+2025-09-18 00:13:45,228 INFO ################## 
+ ---> Validation Epoch 3 (EMA Model)	Acc.: 81.692	FPR: 57.669	AUROC: 87.806	AUPR: 61.355	AURC: 46.162	EAURC: 28.275	AUPR Succ.: 96.668	ECE: 6.502	NLL: 7.475	Brier: 26.786
+2025-09-18 00:13:45,337 INFO ####### --- Training Epoch 4 --- #######
+2025-09-18 00:30:39,526 INFO Epoch 4 	 Batch 99	LR : 0.00009	Top1 Acc.: 96.281	CLS Loss: 0.127	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.386	Tot. Loss: 0.513
+2025-09-18 00:32:41,763 INFO Epoch 4 	 Batch 199	LR : 0.00009	Top1 Acc.: 96.531	CLS Loss: 0.121	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.432	Tot. Loss: 0.552
+2025-09-18 00:34:45,041 INFO Epoch 4 	 Batch 299	LR : 0.00009	Top1 Acc.: 96.141	CLS Loss: 0.126	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.435	Tot. Loss: 0.561
+2025-09-18 00:36:48,670 INFO Epoch 4 	 Batch 399	LR : 0.00009	Top1 Acc.: 96.391	CLS Loss: 0.128	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.389	Tot. Loss: 0.516
+2025-09-18 00:38:52,171 INFO Epoch 4 	 Batch 499	LR : 0.00009	Top1 Acc.: 95.766	CLS Loss: 0.137	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.442	Tot. Loss: 0.579
+2025-09-18 00:40:55,466 INFO Epoch 4 	 Batch 599	LR : 0.00009	Top1 Acc.: 96.266	CLS Loss: 0.137	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.404	Tot. Loss: 0.542
+2025-09-18 00:42:58,852 INFO Epoch 4 	 Batch 699	LR : 0.00009	Top1 Acc.: 96.125	CLS Loss: 0.131	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.415	Tot. Loss: 0.546
+2025-09-18 00:45:02,213 INFO Epoch 4 	 Batch 799	LR : 0.00009	Top1 Acc.: 96.141	CLS Loss: 0.140	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.437	Tot. Loss: 0.577
+2025-09-18 00:47:05,555 INFO Epoch 4 	 Batch 899	LR : 0.00009	Top1 Acc.: 96.016	CLS Loss: 0.128	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.451	Tot. Loss: 0.579
+2025-09-18 00:49:08,854 INFO Epoch 4 	 Batch 999	LR : 0.00009	Top1 Acc.: 96.266	CLS Loss: 0.128	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.410	Tot. Loss: 0.538
+2025-09-18 00:51:12,161 INFO Epoch 4 	 Batch 1099	LR : 0.00009	Top1 Acc.: 96.000	CLS Loss: 0.130	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.423	Tot. Loss: 0.552
+2025-09-18 00:53:15,514 INFO Epoch 4 	 Batch 1199	LR : 0.00009	Top1 Acc.: 96.328	CLS Loss: 0.127	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.410	Tot. Loss: 0.537
+2025-09-18 00:55:18,848 INFO Epoch 4 	 Batch 1299	LR : 0.00009	Top1 Acc.: 96.109	CLS Loss: 0.126	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.418	Tot. Loss: 0.544
+2025-09-18 00:57:22,210 INFO Epoch 4 	 Batch 1399	LR : 0.00009	Top1 Acc.: 96.406	CLS Loss: 0.117	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.376	Tot. Loss: 0.493
+2025-09-18 00:59:25,580 INFO Epoch 4 	 Batch 1499	LR : 0.00009	Top1 Acc.: 96.172	CLS Loss: 0.133	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.427	Tot. Loss: 0.560
+2025-09-18 01:01:28,927 INFO Epoch 4 	 Batch 1599	LR : 0.00009	Top1 Acc.: 96.156	CLS Loss: 0.129	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.419	Tot. Loss: 0.548
+2025-09-18 01:03:32,244 INFO Epoch 4 	 Batch 1699	LR : 0.00009	Top1 Acc.: 96.344	CLS Loss: 0.132	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.412	Tot. Loss: 0.543
+2025-09-18 01:05:35,568 INFO Epoch 4 	 Batch 1799	LR : 0.00009	Top1 Acc.: 95.953	CLS Loss: 0.133	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.414	Tot. Loss: 0.546
+2025-09-18 01:07:38,907 INFO Epoch 4 	 Batch 1899	LR : 0.00009	Top1 Acc.: 96.016	CLS Loss: 0.132	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.419	Tot. Loss: 0.550
+2025-09-18 01:09:42,243 INFO Epoch 4 	 Batch 1999	LR : 0.00009	Top1 Acc.: 96.625	CLS Loss: 0.119	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.400	Tot. Loss: 0.519
+2025-09-18 01:11:45,553 INFO Epoch 4 	 Batch 2099	LR : 0.00009	Top1 Acc.: 96.141	CLS Loss: 0.136	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.426	Tot. Loss: 0.562
+2025-09-18 01:13:48,866 INFO Epoch 4 	 Batch 2199	LR : 0.00009	Top1 Acc.: 96.344	CLS Loss: 0.124	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.401	Tot. Loss: 0.524
+2025-09-18 01:15:52,166 INFO Epoch 4 	 Batch 2299	LR : 0.00009	Top1 Acc.: 96.391	CLS Loss: 0.126	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.419	Tot. Loss: 0.545
+2025-09-18 01:17:55,454 INFO Epoch 4 	 Batch 2399	LR : 0.00009	Top1 Acc.: 96.594	CLS Loss: 0.121	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.424	Tot. Loss: 0.545
+2025-09-18 01:19:58,783 INFO Epoch 4 	 Batch 2499	LR : 0.00009	Top1 Acc.: 96.156	CLS Loss: 0.136	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.427	Tot. Loss: 0.563
+2025-09-18 01:22:02,142 INFO Epoch 4 	 Batch 2599	LR : 0.00009	Top1 Acc.: 96.312	CLS Loss: 0.123	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.398	Tot. Loss: 0.520
+2025-09-18 01:24:05,455 INFO Epoch 4 	 Batch 2699	LR : 0.00009	Top1 Acc.: 96.484	CLS Loss: 0.122	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.425	Tot. Loss: 0.547
+2025-09-18 01:26:08,841 INFO Epoch 4 	 Batch 2799	LR : 0.00009	Top1 Acc.: 96.266	CLS Loss: 0.123	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.407	Tot. Loss: 0.531
+2025-09-18 01:28:12,165 INFO Epoch 4 	 Batch 2899	LR : 0.00009	Top1 Acc.: 96.391	CLS Loss: 0.132	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.436	Tot. Loss: 0.569
+2025-09-18 01:30:15,453 INFO Epoch 4 	 Batch 2999	LR : 0.00009	Top1 Acc.: 95.906	CLS Loss: 0.139	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.425	Tot. Loss: 0.565
+2025-09-18 01:32:18,757 INFO Epoch 4 	 Batch 3099	LR : 0.00009	Top1 Acc.: 96.141	CLS Loss: 0.129	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.430	Tot. Loss: 0.559
+2025-09-18 01:34:22,101 INFO Epoch 4 	 Batch 3199	LR : 0.00009	Top1 Acc.: 96.188	CLS Loss: 0.124	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.405	Tot. Loss: 0.529
+2025-09-18 01:36:25,402 INFO Epoch 4 	 Batch 3299	LR : 0.00009	Top1 Acc.: 96.266	CLS Loss: 0.129	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.416	Tot. Loss: 0.545
+2025-09-18 01:38:28,693 INFO Epoch 4 	 Batch 3399	LR : 0.00009	Top1 Acc.: 96.484	CLS Loss: 0.124	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.413	Tot. Loss: 0.537
+2025-09-18 01:40:32,006 INFO Epoch 4 	 Batch 3499	LR : 0.00009	Top1 Acc.: 96.656	CLS Loss: 0.111	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.398	Tot. Loss: 0.510
+2025-09-18 01:42:35,330 INFO Epoch 4 	 Batch 3599	LR : 0.00009	Top1 Acc.: 96.188	CLS Loss: 0.128	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.381	Tot. Loss: 0.510
+2025-09-18 01:44:38,646 INFO Epoch 4 	 Batch 3699	LR : 0.00009	Top1 Acc.: 96.266	CLS Loss: 0.127	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.432	Tot. Loss: 0.559
+2025-09-18 01:46:41,932 INFO Epoch 4 	 Batch 3799	LR : 0.00009	Top1 Acc.: 95.812	CLS Loss: 0.136	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.420	Tot. Loss: 0.556
+2025-09-18 01:48:45,244 INFO Epoch 4 	 Batch 3899	LR : 0.00009	Top1 Acc.: 96.156	CLS Loss: 0.126	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.418	Tot. Loss: 0.544
+2025-09-18 01:50:48,558 INFO Epoch 4 	 Batch 3999	LR : 0.00009	Top1 Acc.: 96.719	CLS Loss: 0.111	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.381	Tot. Loss: 0.492
+2025-09-18 01:52:51,844 INFO Epoch 4 	 Batch 4099	LR : 0.00009	Top1 Acc.: 96.125	CLS Loss: 0.129	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.406	Tot. Loss: 0.535
+2025-09-18 01:54:55,163 INFO Epoch 4 	 Batch 4199	LR : 0.00009	Top1 Acc.: 96.125	CLS Loss: 0.131	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.394	Tot. Loss: 0.524
+2025-09-18 01:56:58,483 INFO Epoch 4 	 Batch 4299	LR : 0.00009	Top1 Acc.: 96.594	CLS Loss: 0.121	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.410	Tot. Loss: 0.531
+2025-09-18 01:59:01,759 INFO Epoch 4 	 Batch 4399	LR : 0.00009	Top1 Acc.: 96.312	CLS Loss: 0.123	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.420	Tot. Loss: 0.543
+2025-09-18 02:01:05,074 INFO Epoch 4 	 Batch 4499	LR : 0.00009	Top1 Acc.: 96.266	CLS Loss: 0.131	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.421	Tot. Loss: 0.552
+2025-09-18 02:03:08,374 INFO Epoch 4 	 Batch 4599	LR : 0.00009	Top1 Acc.: 96.375	CLS Loss: 0.127	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.390	Tot. Loss: 0.518
+2025-09-18 02:05:11,681 INFO Epoch 4 	 Batch 4699	LR : 0.00009	Top1 Acc.: 96.453	CLS Loss: 0.119	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.409	Tot. Loss: 0.528
+2025-09-18 02:07:15,029 INFO Epoch 4 	 Batch 4799	LR : 0.00009	Top1 Acc.: 96.000	CLS Loss: 0.130	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.413	Tot. Loss: 0.543
+2025-09-18 02:09:18,339 INFO Epoch 4 	 Batch 4899	LR : 0.00009	Top1 Acc.: 96.266	CLS Loss: 0.134	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.396	Tot. Loss: 0.530
+2025-09-18 02:11:21,659 INFO Epoch 4 	 Batch 4999	LR : 0.00009	Top1 Acc.: 96.375	CLS Loss: 0.124	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.403	Tot. Loss: 0.527
+2025-09-18 02:18:24,578 INFO ################## 
+ ---> Validation Epoch 4 (Original Model)	Acc.: 81.628	FPR: 57.729	AUROC: 87.830	AUPR: 61.313	AURC: 46.097	EAURC: 28.080	AUPR Succ.: 96.690	ECE: 6.631	NLL: 7.509	Brier: 26.897
+2025-09-18 02:25:23,867 INFO ################## 
+ ---> Validation Epoch 4 (EMA Model)	Acc.: 81.692	FPR: 57.953	AUROC: 87.781	AUPR: 61.135	AURC: 46.052	EAURC: 28.164	AUPR Succ.: 96.682	ECE: 6.550	NLL: 7.495	Brier: 26.849
+2025-09-18 02:25:24,438 INFO ####### --- Training Epoch 5 --- #######
+2025-09-18 02:42:09,460 INFO Epoch 5 	 Batch 99	LR : 0.00009	Top1 Acc.: 96.297	CLS Loss: 0.125	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.424	Tot. Loss: 0.549
+2025-09-18 02:44:11,903 INFO Epoch 5 	 Batch 199	LR : 0.00009	Top1 Acc.: 96.469	CLS Loss: 0.119	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.389	Tot. Loss: 0.508
+2025-09-18 02:46:15,223 INFO Epoch 5 	 Batch 299	LR : 0.00009	Top1 Acc.: 96.172	CLS Loss: 0.123	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.400	Tot. Loss: 0.523
+2025-09-18 02:48:18,912 INFO Epoch 5 	 Batch 399	LR : 0.00009	Top1 Acc.: 96.438	CLS Loss: 0.125	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.399	Tot. Loss: 0.524
+2025-09-18 02:50:22,403 INFO Epoch 5 	 Batch 499	LR : 0.00009	Top1 Acc.: 96.016	CLS Loss: 0.134	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.414	Tot. Loss: 0.548
+2025-09-18 02:52:25,707 INFO Epoch 5 	 Batch 599	LR : 0.00009	Top1 Acc.: 96.328	CLS Loss: 0.133	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.438	Tot. Loss: 0.571
+2025-09-18 02:54:29,114 INFO Epoch 5 	 Batch 699	LR : 0.00009	Top1 Acc.: 96.188	CLS Loss: 0.127	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.425	Tot. Loss: 0.552
+2025-09-18 02:56:32,458 INFO Epoch 5 	 Batch 799	LR : 0.00009	Top1 Acc.: 96.234	CLS Loss: 0.137	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.425	Tot. Loss: 0.562
+2025-09-18 02:58:35,822 INFO Epoch 5 	 Batch 899	LR : 0.00009	Top1 Acc.: 96.219	CLS Loss: 0.124	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.427	Tot. Loss: 0.551
+2025-09-18 03:00:39,197 INFO Epoch 5 	 Batch 999	LR : 0.00009	Top1 Acc.: 96.234	CLS Loss: 0.125	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.414	Tot. Loss: 0.539
+2025-09-18 03:02:42,509 INFO Epoch 5 	 Batch 1099	LR : 0.00009	Top1 Acc.: 95.938	CLS Loss: 0.128	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.426	Tot. Loss: 0.554
+2025-09-18 03:04:45,863 INFO Epoch 5 	 Batch 1199	LR : 0.00009	Top1 Acc.: 96.516	CLS Loss: 0.125	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.394	Tot. Loss: 0.519
+2025-09-18 03:06:49,189 INFO Epoch 5 	 Batch 1299	LR : 0.00009	Top1 Acc.: 96.422	CLS Loss: 0.122	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.409	Tot. Loss: 0.531
+2025-09-18 03:08:52,530 INFO Epoch 5 	 Batch 1399	LR : 0.00009	Top1 Acc.: 96.469	CLS Loss: 0.113	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.399	Tot. Loss: 0.512
+2025-09-18 03:10:55,841 INFO Epoch 5 	 Batch 1499	LR : 0.00009	Top1 Acc.: 96.234	CLS Loss: 0.132	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.410	Tot. Loss: 0.542
+2025-09-18 03:12:59,180 INFO Epoch 5 	 Batch 1599	LR : 0.00009	Top1 Acc.: 96.359	CLS Loss: 0.126	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.427	Tot. Loss: 0.553
+2025-09-18 03:15:02,498 INFO Epoch 5 	 Batch 1699	LR : 0.00009	Top1 Acc.: 96.438	CLS Loss: 0.130	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.402	Tot. Loss: 0.532
+2025-09-18 03:17:05,867 INFO Epoch 5 	 Batch 1799	LR : 0.00009	Top1 Acc.: 96.266	CLS Loss: 0.130	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.405	Tot. Loss: 0.535
+2025-09-18 03:19:09,199 INFO Epoch 5 	 Batch 1899	LR : 0.00009	Top1 Acc.: 96.062	CLS Loss: 0.128	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.421	Tot. Loss: 0.549
+2025-09-18 03:21:12,538 INFO Epoch 5 	 Batch 1999	LR : 0.00009	Top1 Acc.: 96.812	CLS Loss: 0.116	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.406	Tot. Loss: 0.522
+2025-09-18 03:23:15,897 INFO Epoch 5 	 Batch 2099	LR : 0.00009	Top1 Acc.: 96.188	CLS Loss: 0.132	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.424	Tot. Loss: 0.556
+2025-09-18 03:25:19,215 INFO Epoch 5 	 Batch 2199	LR : 0.00009	Top1 Acc.: 96.469	CLS Loss: 0.121	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.382	Tot. Loss: 0.503
+2025-09-18 03:27:22,508 INFO Epoch 5 	 Batch 2299	LR : 0.00009	Top1 Acc.: 96.422	CLS Loss: 0.125	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.434	Tot. Loss: 0.559
+2025-09-18 03:29:25,832 INFO Epoch 5 	 Batch 2399	LR : 0.00009	Top1 Acc.: 96.609	CLS Loss: 0.117	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.379	Tot. Loss: 0.496
+2025-09-18 03:31:29,194 INFO Epoch 5 	 Batch 2499	LR : 0.00009	Top1 Acc.: 96.328	CLS Loss: 0.133	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.420	Tot. Loss: 0.553
+2025-09-18 03:33:32,616 INFO Epoch 5 	 Batch 2599	LR : 0.00009	Top1 Acc.: 96.547	CLS Loss: 0.118	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.404	Tot. Loss: 0.522
+2025-09-18 03:35:35,897 INFO Epoch 5 	 Batch 2699	LR : 0.00009	Top1 Acc.: 96.562	CLS Loss: 0.119	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.388	Tot. Loss: 0.506
+2025-09-18 03:37:39,209 INFO Epoch 5 	 Batch 2799	LR : 0.00009	Top1 Acc.: 96.406	CLS Loss: 0.120	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.392	Tot. Loss: 0.513
+2025-09-18 03:39:42,535 INFO Epoch 5 	 Batch 2899	LR : 0.00009	Top1 Acc.: 96.656	CLS Loss: 0.130	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.411	Tot. Loss: 0.541
+2025-09-18 03:41:45,874 INFO Epoch 5 	 Batch 2999	LR : 0.00009	Top1 Acc.: 96.078	CLS Loss: 0.135	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.408	Tot. Loss: 0.542
+2025-09-18 03:43:49,199 INFO Epoch 5 	 Batch 3099	LR : 0.00009	Top1 Acc.: 96.172	CLS Loss: 0.124	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.423	Tot. Loss: 0.547
+2025-09-18 03:45:52,552 INFO Epoch 5 	 Batch 3199	LR : 0.00009	Top1 Acc.: 96.266	CLS Loss: 0.119	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.399	Tot. Loss: 0.518
+2025-09-18 03:47:55,912 INFO Epoch 5 	 Batch 3299	LR : 0.00009	Top1 Acc.: 96.344	CLS Loss: 0.126	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.403	Tot. Loss: 0.529
+2025-09-18 03:49:59,244 INFO Epoch 5 	 Batch 3399	LR : 0.00009	Top1 Acc.: 96.406	CLS Loss: 0.123	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.434	Tot. Loss: 0.557
+2025-09-18 03:52:02,559 INFO Epoch 5 	 Batch 3499	LR : 0.00009	Top1 Acc.: 96.609	CLS Loss: 0.109	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.390	Tot. Loss: 0.500
+2025-09-18 03:54:05,867 INFO Epoch 5 	 Batch 3599	LR : 0.00009	Top1 Acc.: 96.297	CLS Loss: 0.127	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.421	Tot. Loss: 0.548
+2025-09-18 03:56:09,167 INFO Epoch 5 	 Batch 3699	LR : 0.00009	Top1 Acc.: 96.219	CLS Loss: 0.128	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.419	Tot. Loss: 0.546
+2025-09-18 03:58:12,532 INFO Epoch 5 	 Batch 3799	LR : 0.00009	Top1 Acc.: 95.859	CLS Loss: 0.134	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.411	Tot. Loss: 0.545
+2025-09-18 04:00:15,898 INFO Epoch 5 	 Batch 3899	LR : 0.00009	Top1 Acc.: 96.312	CLS Loss: 0.122	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.390	Tot. Loss: 0.511
+2025-09-18 04:02:19,243 INFO Epoch 5 	 Batch 3999	LR : 0.00009	Top1 Acc.: 96.719	CLS Loss: 0.109	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.387	Tot. Loss: 0.496
+2025-09-18 04:04:22,566 INFO Epoch 5 	 Batch 4099	LR : 0.00009	Top1 Acc.: 96.250	CLS Loss: 0.127	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.414	Tot. Loss: 0.541
+2025-09-18 04:06:25,923 INFO Epoch 5 	 Batch 4199	LR : 0.00009	Top1 Acc.: 96.141	CLS Loss: 0.128	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.435	Tot. Loss: 0.563
+2025-09-18 04:08:29,284 INFO Epoch 5 	 Batch 4299	LR : 0.00009	Top1 Acc.: 96.672	CLS Loss: 0.119	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.411	Tot. Loss: 0.530
+2025-09-18 04:10:32,589 INFO Epoch 5 	 Batch 4399	LR : 0.00009	Top1 Acc.: 96.469	CLS Loss: 0.120	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.394	Tot. Loss: 0.514
+2025-09-18 04:12:35,952 INFO Epoch 5 	 Batch 4499	LR : 0.00009	Top1 Acc.: 96.281	CLS Loss: 0.129	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.406	Tot. Loss: 0.535
+2025-09-18 04:14:39,251 INFO Epoch 5 	 Batch 4599	LR : 0.00009	Top1 Acc.: 96.531	CLS Loss: 0.124	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.396	Tot. Loss: 0.519
+2025-09-18 04:16:42,683 INFO Epoch 5 	 Batch 4699	LR : 0.00009	Top1 Acc.: 96.516	CLS Loss: 0.117	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.404	Tot. Loss: 0.522
+2025-09-18 04:18:46,324 INFO Epoch 5 	 Batch 4799	LR : 0.00009	Top1 Acc.: 96.344	CLS Loss: 0.125	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.397	Tot. Loss: 0.522
+2025-09-18 04:20:49,924 INFO Epoch 5 	 Batch 4899	LR : 0.00009	Top1 Acc.: 96.141	CLS Loss: 0.132	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.419	Tot. Loss: 0.551
+2025-09-18 04:22:53,448 INFO Epoch 5 	 Batch 4999	LR : 0.00009	Top1 Acc.: 96.453	CLS Loss: 0.121	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.407	Tot. Loss: 0.528
+2025-09-18 04:29:42,146 INFO ################## 
+ ---> Validation Epoch 5 (Original Model)	Acc.: 81.592	FPR: 57.736	AUROC: 87.826	AUPR: 61.173	AURC: 46.156	EAURC: 28.065	AUPR Succ.: 96.691	ECE: 6.690	NLL: 7.524	Brier: 26.968
+2025-09-18 04:35:41,572 INFO ################## 
+ ---> Validation Epoch 5 (EMA Model)	Acc.: 81.656	FPR: 57.872	AUROC: 87.816	AUPR: 61.253	AURC: 45.994	EAURC: 28.034	AUPR Succ.: 96.697	ECE: 6.599	NLL: 7.507	Brier: 26.892
+2025-09-18 04:35:41,646 INFO ####### --- Training Epoch 6 --- #######
+2025-09-18 04:52:16,431 INFO Epoch 6 	 Batch 99	LR : 0.00009	Top1 Acc.: 96.469	CLS Loss: 0.121	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.416	Tot. Loss: 0.537
+2025-09-18 04:54:19,218 INFO Epoch 6 	 Batch 199	LR : 0.00009	Top1 Acc.: 96.641	CLS Loss: 0.116	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.394	Tot. Loss: 0.510
+2025-09-18 04:56:22,696 INFO Epoch 6 	 Batch 299	LR : 0.00009	Top1 Acc.: 96.344	CLS Loss: 0.120	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.417	Tot. Loss: 0.537
+2025-09-18 04:58:26,452 INFO Epoch 6 	 Batch 399	LR : 0.00008	Top1 Acc.: 96.469	CLS Loss: 0.123	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.390	Tot. Loss: 0.513
+2025-09-18 05:00:30,077 INFO Epoch 6 	 Batch 499	LR : 0.00008	Top1 Acc.: 95.969	CLS Loss: 0.132	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.427	Tot. Loss: 0.559
+2025-09-18 05:02:33,005 INFO Epoch 6 	 Batch 599	LR : 0.00008	Top1 Acc.: 96.422	CLS Loss: 0.131	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.421	Tot. Loss: 0.552
+2025-09-18 05:04:36,221 INFO Epoch 6 	 Batch 699	LR : 0.00008	Top1 Acc.: 96.297	CLS Loss: 0.125	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.377	Tot. Loss: 0.502
+2025-09-18 05:06:39,814 INFO Epoch 6 	 Batch 799	LR : 0.00008	Top1 Acc.: 96.172	CLS Loss: 0.134	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.403	Tot. Loss: 0.537
+2025-09-18 05:08:43,339 INFO Epoch 6 	 Batch 899	LR : 0.00008	Top1 Acc.: 96.266	CLS Loss: 0.123	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.383	Tot. Loss: 0.506
+2025-09-18 05:10:46,793 INFO Epoch 6 	 Batch 999	LR : 0.00008	Top1 Acc.: 96.266	CLS Loss: 0.122	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.404	Tot. Loss: 0.526
+2025-09-18 05:12:50,260 INFO Epoch 6 	 Batch 1099	LR : 0.00008	Top1 Acc.: 96.016	CLS Loss: 0.125	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.391	Tot. Loss: 0.517
+2025-09-18 05:14:53,696 INFO Epoch 6 	 Batch 1199	LR : 0.00008	Top1 Acc.: 96.547	CLS Loss: 0.122	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.397	Tot. Loss: 0.519
+2025-09-18 05:16:57,177 INFO Epoch 6 	 Batch 1299	LR : 0.00008	Top1 Acc.: 96.531	CLS Loss: 0.119	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.423	Tot. Loss: 0.542
+2025-09-18 05:19:00,607 INFO Epoch 6 	 Batch 1399	LR : 0.00008	Top1 Acc.: 96.641	CLS Loss: 0.110	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.369	Tot. Loss: 0.479
+2025-09-18 05:21:04,047 INFO Epoch 6 	 Batch 1499	LR : 0.00008	Top1 Acc.: 96.391	CLS Loss: 0.128	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.408	Tot. Loss: 0.536
+2025-09-18 05:23:07,481 INFO Epoch 6 	 Batch 1599	LR : 0.00008	Top1 Acc.: 96.422	CLS Loss: 0.123	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.398	Tot. Loss: 0.522
+2025-09-18 05:25:10,901 INFO Epoch 6 	 Batch 1699	LR : 0.00008	Top1 Acc.: 96.531	CLS Loss: 0.127	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.432	Tot. Loss: 0.558
+2025-09-18 05:27:14,344 INFO Epoch 6 	 Batch 1799	LR : 0.00008	Top1 Acc.: 96.188	CLS Loss: 0.128	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.403	Tot. Loss: 0.531
+2025-09-18 05:29:17,816 INFO Epoch 6 	 Batch 1899	LR : 0.00008	Top1 Acc.: 96.125	CLS Loss: 0.126	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.405	Tot. Loss: 0.532
+2025-09-18 05:31:21,255 INFO Epoch 6 	 Batch 1999	LR : 0.00008	Top1 Acc.: 96.812	CLS Loss: 0.114	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.396	Tot. Loss: 0.510
+2025-09-18 05:33:24,682 INFO Epoch 6 	 Batch 2099	LR : 0.00008	Top1 Acc.: 96.281	CLS Loss: 0.130	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.409	Tot. Loss: 0.539
+2025-09-18 05:35:28,131 INFO Epoch 6 	 Batch 2199	LR : 0.00008	Top1 Acc.: 96.422	CLS Loss: 0.119	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.399	Tot. Loss: 0.518
+2025-09-18 05:37:31,563 INFO Epoch 6 	 Batch 2299	LR : 0.00008	Top1 Acc.: 96.625	CLS Loss: 0.121	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.391	Tot. Loss: 0.512
+2025-09-18 05:39:34,979 INFO Epoch 6 	 Batch 2399	LR : 0.00008	Top1 Acc.: 96.797	CLS Loss: 0.114	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.382	Tot. Loss: 0.496
+2025-09-18 05:41:38,430 INFO Epoch 6 	 Batch 2499	LR : 0.00008	Top1 Acc.: 96.391	CLS Loss: 0.126	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.417	Tot. Loss: 0.544
+2025-09-18 05:43:41,872 INFO Epoch 6 	 Batch 2599	LR : 0.00008	Top1 Acc.: 96.422	CLS Loss: 0.118	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.390	Tot. Loss: 0.507
+2025-09-18 05:45:45,288 INFO Epoch 6 	 Batch 2699	LR : 0.00008	Top1 Acc.: 96.656	CLS Loss: 0.116	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.379	Tot. Loss: 0.495
+2025-09-18 05:47:48,711 INFO Epoch 6 	 Batch 2799	LR : 0.00008	Top1 Acc.: 96.406	CLS Loss: 0.118	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.387	Tot. Loss: 0.505
+2025-09-18 05:49:52,132 INFO Epoch 6 	 Batch 2899	LR : 0.00008	Top1 Acc.: 96.625	CLS Loss: 0.128	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.398	Tot. Loss: 0.526
+2025-09-18 05:51:55,525 INFO Epoch 6 	 Batch 2999	LR : 0.00008	Top1 Acc.: 96.141	CLS Loss: 0.133	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.410	Tot. Loss: 0.543
+2025-09-18 05:53:58,906 INFO Epoch 6 	 Batch 3099	LR : 0.00008	Top1 Acc.: 96.328	CLS Loss: 0.122	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.397	Tot. Loss: 0.519
+2025-09-18 05:56:02,328 INFO Epoch 6 	 Batch 3199	LR : 0.00008	Top1 Acc.: 96.406	CLS Loss: 0.117	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.402	Tot. Loss: 0.519
+2025-09-18 05:58:05,720 INFO Epoch 6 	 Batch 3299	LR : 0.00008	Top1 Acc.: 96.438	CLS Loss: 0.125	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.393	Tot. Loss: 0.517
+2025-09-18 06:00:09,167 INFO Epoch 6 	 Batch 3399	LR : 0.00008	Top1 Acc.: 96.469	CLS Loss: 0.121	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.408	Tot. Loss: 0.529
+2025-09-18 06:02:12,557 INFO Epoch 6 	 Batch 3499	LR : 0.00008	Top1 Acc.: 96.766	CLS Loss: 0.107	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.397	Tot. Loss: 0.505
+2025-09-18 06:04:15,990 INFO Epoch 6 	 Batch 3599	LR : 0.00008	Top1 Acc.: 96.453	CLS Loss: 0.121	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.399	Tot. Loss: 0.520
+2025-09-18 06:06:19,466 INFO Epoch 6 	 Batch 3699	LR : 0.00008	Top1 Acc.: 96.266	CLS Loss: 0.125	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.386	Tot. Loss: 0.511
+2025-09-18 06:08:22,930 INFO Epoch 6 	 Batch 3799	LR : 0.00008	Top1 Acc.: 95.812	CLS Loss: 0.133	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.418	Tot. Loss: 0.551
+2025-09-18 06:10:26,343 INFO Epoch 6 	 Batch 3899	LR : 0.00008	Top1 Acc.: 96.312	CLS Loss: 0.122	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.399	Tot. Loss: 0.521
+2025-09-18 06:12:29,762 INFO Epoch 6 	 Batch 3999	LR : 0.00008	Top1 Acc.: 96.828	CLS Loss: 0.107	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.378	Tot. Loss: 0.485
+2025-09-18 06:14:33,190 INFO Epoch 6 	 Batch 4099	LR : 0.00008	Top1 Acc.: 96.281	CLS Loss: 0.124	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.391	Tot. Loss: 0.515
+2025-09-18 06:16:36,568 INFO Epoch 6 	 Batch 4199	LR : 0.00008	Top1 Acc.: 96.172	CLS Loss: 0.126	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.402	Tot. Loss: 0.528
+2025-09-18 06:18:40,097 INFO Epoch 6 	 Batch 4299	LR : 0.00008	Top1 Acc.: 96.844	CLS Loss: 0.115	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.384	Tot. Loss: 0.500
+2025-09-18 06:20:43,546 INFO Epoch 6 	 Batch 4399	LR : 0.00008	Top1 Acc.: 96.562	CLS Loss: 0.118	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.392	Tot. Loss: 0.510
+2025-09-18 06:22:46,971 INFO Epoch 6 	 Batch 4499	LR : 0.00008	Top1 Acc.: 96.344	CLS Loss: 0.126	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.423	Tot. Loss: 0.549
+2025-09-18 06:24:50,372 INFO Epoch 6 	 Batch 4599	LR : 0.00008	Top1 Acc.: 96.578	CLS Loss: 0.122	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.388	Tot. Loss: 0.510
+2025-09-18 06:26:53,809 INFO Epoch 6 	 Batch 4699	LR : 0.00008	Top1 Acc.: 96.625	CLS Loss: 0.114	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.367	Tot. Loss: 0.481
+2025-09-18 06:28:57,211 INFO Epoch 6 	 Batch 4799	LR : 0.00008	Top1 Acc.: 96.172	CLS Loss: 0.123	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.392	Tot. Loss: 0.515
+2025-09-18 06:31:00,627 INFO Epoch 6 	 Batch 4899	LR : 0.00008	Top1 Acc.: 96.250	CLS Loss: 0.129	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.412	Tot. Loss: 0.541
+2025-09-18 06:33:04,123 INFO Epoch 6 	 Batch 4999	LR : 0.00008	Top1 Acc.: 96.344	CLS Loss: 0.118	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.396	Tot. Loss: 0.514
+2025-09-18 06:40:05,026 INFO ################## 
+ ---> Validation Epoch 6 (Original Model)	Acc.: 81.556	FPR: 57.862	AUROC: 87.868	AUPR: 61.709	AURC: 46.104	EAURC: 27.940	AUPR Succ.: 96.705	ECE: 6.719	NLL: 7.543	Brier: 27.017
+2025-09-18 06:45:46,314 INFO ################## 
+ ---> Validation Epoch 6 (EMA Model)	Acc.: 81.610	FPR: 57.890	AUROC: 87.837	AUPR: 61.220	AURC: 46.009	EAURC: 27.956	AUPR Succ.: 96.705	ECE: 6.687	NLL: 7.524	Brier: 26.950
+2025-09-18 06:45:46,352 INFO ####### --- Training Epoch 7 --- #######
+2025-09-18 07:01:02,005 INFO Epoch 7 	 Batch 99	LR : 0.00008	Top1 Acc.: 96.531	CLS Loss: 0.120	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.374	Tot. Loss: 0.494
+2025-09-18 07:03:04,765 INFO Epoch 7 	 Batch 199	LR : 0.00008	Top1 Acc.: 96.672	CLS Loss: 0.113	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.382	Tot. Loss: 0.496
+2025-09-18 07:05:08,212 INFO Epoch 7 	 Batch 299	LR : 0.00008	Top1 Acc.: 96.469	CLS Loss: 0.119	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.403	Tot. Loss: 0.522
+2025-09-18 07:07:11,896 INFO Epoch 7 	 Batch 399	LR : 0.00008	Top1 Acc.: 96.547	CLS Loss: 0.121	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.395	Tot. Loss: 0.516
+2025-09-18 07:09:15,331 INFO Epoch 7 	 Batch 499	LR : 0.00008	Top1 Acc.: 96.203	CLS Loss: 0.128	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.398	Tot. Loss: 0.526
+2025-09-18 07:11:18,750 INFO Epoch 7 	 Batch 599	LR : 0.00008	Top1 Acc.: 96.438	CLS Loss: 0.130	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.393	Tot. Loss: 0.522
+2025-09-18 07:13:22,186 INFO Epoch 7 	 Batch 699	LR : 0.00008	Top1 Acc.: 96.344	CLS Loss: 0.123	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.397	Tot. Loss: 0.520
+2025-09-18 07:15:25,603 INFO Epoch 7 	 Batch 799	LR : 0.00008	Top1 Acc.: 96.297	CLS Loss: 0.132	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.398	Tot. Loss: 0.530
+2025-09-18 07:17:29,044 INFO Epoch 7 	 Batch 899	LR : 0.00008	Top1 Acc.: 96.203	CLS Loss: 0.119	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.407	Tot. Loss: 0.526
+2025-09-18 07:19:32,468 INFO Epoch 7 	 Batch 999	LR : 0.00008	Top1 Acc.: 96.328	CLS Loss: 0.121	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.378	Tot. Loss: 0.499
+2025-09-18 07:21:35,884 INFO Epoch 7 	 Batch 1099	LR : 0.00008	Top1 Acc.: 95.984	CLS Loss: 0.124	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.393	Tot. Loss: 0.517
+2025-09-18 07:23:39,312 INFO Epoch 7 	 Batch 1199	LR : 0.00008	Top1 Acc.: 96.594	CLS Loss: 0.119	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.400	Tot. Loss: 0.519
+2025-09-18 07:25:42,742 INFO Epoch 7 	 Batch 1299	LR : 0.00008	Top1 Acc.: 96.547	CLS Loss: 0.118	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.393	Tot. Loss: 0.511
+2025-09-18 07:27:46,176 INFO Epoch 7 	 Batch 1399	LR : 0.00008	Top1 Acc.: 96.562	CLS Loss: 0.109	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.372	Tot. Loss: 0.480
+2025-09-18 07:29:49,592 INFO Epoch 7 	 Batch 1499	LR : 0.00008	Top1 Acc.: 96.312	CLS Loss: 0.126	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.388	Tot. Loss: 0.515
+2025-09-18 07:31:53,019 INFO Epoch 7 	 Batch 1599	LR : 0.00008	Top1 Acc.: 96.359	CLS Loss: 0.123	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.394	Tot. Loss: 0.517
+2025-09-18 07:33:56,413 INFO Epoch 7 	 Batch 1699	LR : 0.00008	Top1 Acc.: 96.500	CLS Loss: 0.126	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.380	Tot. Loss: 0.506
+2025-09-18 07:35:59,856 INFO Epoch 7 	 Batch 1799	LR : 0.00008	Top1 Acc.: 96.250	CLS Loss: 0.126	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.384	Tot. Loss: 0.510
+2025-09-18 07:38:03,275 INFO Epoch 7 	 Batch 1899	LR : 0.00008	Top1 Acc.: 96.266	CLS Loss: 0.124	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.435	Tot. Loss: 0.559
+2025-09-18 07:40:06,714 INFO Epoch 7 	 Batch 1999	LR : 0.00008	Top1 Acc.: 96.859	CLS Loss: 0.113	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.357	Tot. Loss: 0.469
+2025-09-18 07:42:10,134 INFO Epoch 7 	 Batch 2099	LR : 0.00008	Top1 Acc.: 96.188	CLS Loss: 0.127	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.385	Tot. Loss: 0.513
+2025-09-18 07:44:13,597 INFO Epoch 7 	 Batch 2199	LR : 0.00008	Top1 Acc.: 96.562	CLS Loss: 0.117	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.373	Tot. Loss: 0.490
+2025-09-18 07:46:16,967 INFO Epoch 7 	 Batch 2299	LR : 0.00008	Top1 Acc.: 96.547	CLS Loss: 0.120	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.402	Tot. Loss: 0.522
+2025-09-18 07:48:20,433 INFO Epoch 7 	 Batch 2399	LR : 0.00008	Top1 Acc.: 96.688	CLS Loss: 0.113	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.375	Tot. Loss: 0.488
+2025-09-18 07:50:23,895 INFO Epoch 7 	 Batch 2499	LR : 0.00008	Top1 Acc.: 96.438	CLS Loss: 0.127	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.397	Tot. Loss: 0.524
+2025-09-18 07:52:27,331 INFO Epoch 7 	 Batch 2599	LR : 0.00008	Top1 Acc.: 96.641	CLS Loss: 0.115	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.416	Tot. Loss: 0.531
+2025-09-18 07:54:30,742 INFO Epoch 7 	 Batch 2699	LR : 0.00008	Top1 Acc.: 96.641	CLS Loss: 0.113	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.384	Tot. Loss: 0.497
+2025-09-18 07:56:34,145 INFO Epoch 7 	 Batch 2799	LR : 0.00008	Top1 Acc.: 96.578	CLS Loss: 0.115	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.392	Tot. Loss: 0.507
+2025-09-18 07:58:37,575 INFO Epoch 7 	 Batch 2899	LR : 0.00008	Top1 Acc.: 96.797	CLS Loss: 0.126	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.398	Tot. Loss: 0.524
+2025-09-18 08:00:41,014 INFO Epoch 7 	 Batch 2999	LR : 0.00008	Top1 Acc.: 96.141	CLS Loss: 0.131	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.396	Tot. Loss: 0.527
+2025-09-18 08:02:44,394 INFO Epoch 7 	 Batch 3099	LR : 0.00008	Top1 Acc.: 96.328	CLS Loss: 0.121	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.382	Tot. Loss: 0.503
+2025-09-18 08:04:47,812 INFO Epoch 7 	 Batch 3199	LR : 0.00008	Top1 Acc.: 96.422	CLS Loss: 0.116	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.398	Tot. Loss: 0.513
+2025-09-18 08:06:51,251 INFO Epoch 7 	 Batch 3299	LR : 0.00008	Top1 Acc.: 96.453	CLS Loss: 0.122	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.403	Tot. Loss: 0.525
+2025-09-18 08:08:54,693 INFO Epoch 7 	 Batch 3399	LR : 0.00007	Top1 Acc.: 96.672	CLS Loss: 0.118	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.401	Tot. Loss: 0.520
+2025-09-18 08:10:58,125 INFO Epoch 7 	 Batch 3499	LR : 0.00007	Top1 Acc.: 96.703	CLS Loss: 0.105	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.376	Tot. Loss: 0.481
+2025-09-18 08:13:01,574 INFO Epoch 7 	 Batch 3599	LR : 0.00007	Top1 Acc.: 96.297	CLS Loss: 0.121	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.401	Tot. Loss: 0.523
+2025-09-18 08:15:05,002 INFO Epoch 7 	 Batch 3699	LR : 0.00007	Top1 Acc.: 96.375	CLS Loss: 0.122	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.378	Tot. Loss: 0.500
+2025-09-18 08:17:08,414 INFO Epoch 7 	 Batch 3799	LR : 0.00007	Top1 Acc.: 95.938	CLS Loss: 0.129	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.382	Tot. Loss: 0.511
+2025-09-18 08:19:11,835 INFO Epoch 7 	 Batch 3899	LR : 0.00007	Top1 Acc.: 96.406	CLS Loss: 0.119	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.390	Tot. Loss: 0.509
+2025-09-18 08:21:15,262 INFO Epoch 7 	 Batch 3999	LR : 0.00007	Top1 Acc.: 96.891	CLS Loss: 0.106	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.384	Tot. Loss: 0.490
+2025-09-18 08:23:18,666 INFO Epoch 7 	 Batch 4099	LR : 0.00007	Top1 Acc.: 96.406	CLS Loss: 0.120	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.381	Tot. Loss: 0.501
+2025-09-18 08:25:22,072 INFO Epoch 7 	 Batch 4199	LR : 0.00007	Top1 Acc.: 96.312	CLS Loss: 0.123	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.395	Tot. Loss: 0.519
+2025-09-18 08:27:25,479 INFO Epoch 7 	 Batch 4299	LR : 0.00007	Top1 Acc.: 96.875	CLS Loss: 0.114	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.379	Tot. Loss: 0.492
+2025-09-18 08:29:28,898 INFO Epoch 7 	 Batch 4399	LR : 0.00007	Top1 Acc.: 96.469	CLS Loss: 0.117	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.389	Tot. Loss: 0.506
+2025-09-18 08:31:32,332 INFO Epoch 7 	 Batch 4499	LR : 0.00007	Top1 Acc.: 96.453	CLS Loss: 0.123	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.393	Tot. Loss: 0.516
+2025-09-18 08:33:35,722 INFO Epoch 7 	 Batch 4599	LR : 0.00007	Top1 Acc.: 96.688	CLS Loss: 0.120	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.375	Tot. Loss: 0.496
+2025-09-18 08:35:39,151 INFO Epoch 7 	 Batch 4699	LR : 0.00007	Top1 Acc.: 96.625	CLS Loss: 0.113	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.390	Tot. Loss: 0.503
+2025-09-18 08:37:42,538 INFO Epoch 7 	 Batch 4799	LR : 0.00007	Top1 Acc.: 96.266	CLS Loss: 0.121	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.397	Tot. Loss: 0.518
+2025-09-18 08:39:45,951 INFO Epoch 7 	 Batch 4899	LR : 0.00007	Top1 Acc.: 96.391	CLS Loss: 0.127	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.399	Tot. Loss: 0.526
+2025-09-18 08:41:49,362 INFO Epoch 7 	 Batch 4999	LR : 0.00007	Top1 Acc.: 96.406	CLS Loss: 0.117	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.384	Tot. Loss: 0.501
+2025-09-18 08:47:46,661 INFO ################## 
+ ---> Validation Epoch 7 (Original Model)	Acc.: 81.512	FPR: 57.627	AUROC: 87.890	AUPR: 61.628	AURC: 46.097	EAURC: 27.844	AUPR Succ.: 96.715	ECE: 6.804	NLL: 7.562	Brier: 27.068
+2025-09-18 08:53:49,874 INFO ################## 
+ ---> Validation Epoch 7 (EMA Model)	Acc.: 81.586	FPR: 58.065	AUROC: 87.847	AUPR: 61.420	AURC: 45.997	EAURC: 27.895	AUPR Succ.: 96.712	ECE: 6.718	NLL: 7.540	Brier: 27.001
+2025-09-18 08:53:49,930 INFO ####### --- Training Epoch 8 --- #######
+2025-09-18 09:09:26,089 INFO Epoch 8 	 Batch 99	LR : 0.00007	Top1 Acc.: 96.531	CLS Loss: 0.117	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.402	Tot. Loss: 0.519
+2025-09-18 09:11:28,754 INFO Epoch 8 	 Batch 199	LR : 0.00007	Top1 Acc.: 96.672	CLS Loss: 0.111	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.384	Tot. Loss: 0.496
+2025-09-18 09:13:32,165 INFO Epoch 8 	 Batch 299	LR : 0.00007	Top1 Acc.: 96.562	CLS Loss: 0.116	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.375	Tot. Loss: 0.490
+2025-09-18 09:15:35,937 INFO Epoch 8 	 Batch 399	LR : 0.00007	Top1 Acc.: 96.672	CLS Loss: 0.118	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.392	Tot. Loss: 0.510
+2025-09-18 09:17:39,467 INFO Epoch 8 	 Batch 499	LR : 0.00007	Top1 Acc.: 96.188	CLS Loss: 0.127	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.415	Tot. Loss: 0.542
+2025-09-18 09:19:42,919 INFO Epoch 8 	 Batch 599	LR : 0.00007	Top1 Acc.: 96.406	CLS Loss: 0.128	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.387	Tot. Loss: 0.515
+2025-09-18 09:21:46,375 INFO Epoch 8 	 Batch 699	LR : 0.00007	Top1 Acc.: 96.281	CLS Loss: 0.121	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.423	Tot. Loss: 0.544
+2025-09-18 09:23:49,870 INFO Epoch 8 	 Batch 799	LR : 0.00007	Top1 Acc.: 96.266	CLS Loss: 0.130	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.391	Tot. Loss: 0.521
+2025-09-18 09:25:53,321 INFO Epoch 8 	 Batch 899	LR : 0.00007	Top1 Acc.: 96.297	CLS Loss: 0.118	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.386	Tot. Loss: 0.504
+2025-09-18 09:27:56,812 INFO Epoch 8 	 Batch 999	LR : 0.00007	Top1 Acc.: 96.438	CLS Loss: 0.118	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.393	Tot. Loss: 0.512
+2025-09-18 09:30:00,364 INFO Epoch 8 	 Batch 1099	LR : 0.00007	Top1 Acc.: 96.156	CLS Loss: 0.121	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.378	Tot. Loss: 0.500
+2025-09-18 09:32:03,800 INFO Epoch 8 	 Batch 1199	LR : 0.00007	Top1 Acc.: 96.625	CLS Loss: 0.119	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.398	Tot. Loss: 0.516
+2025-09-18 09:34:07,281 INFO Epoch 8 	 Batch 1299	LR : 0.00007	Top1 Acc.: 96.688	CLS Loss: 0.116	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.405	Tot. Loss: 0.521
+2025-09-18 09:36:10,790 INFO Epoch 8 	 Batch 1399	LR : 0.00007	Top1 Acc.: 96.797	CLS Loss: 0.107	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.376	Tot. Loss: 0.483
+2025-09-18 09:38:14,246 INFO Epoch 8 	 Batch 1499	LR : 0.00007	Top1 Acc.: 96.422	CLS Loss: 0.124	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.407	Tot. Loss: 0.531
+2025-09-18 09:40:17,719 INFO Epoch 8 	 Batch 1599	LR : 0.00007	Top1 Acc.: 96.500	CLS Loss: 0.121	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.397	Tot. Loss: 0.518
+2025-09-18 09:42:21,160 INFO Epoch 8 	 Batch 1699	LR : 0.00007	Top1 Acc.: 96.578	CLS Loss: 0.124	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.402	Tot. Loss: 0.526
+2025-09-18 09:44:24,597 INFO Epoch 8 	 Batch 1799	LR : 0.00007	Top1 Acc.: 96.344	CLS Loss: 0.123	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.399	Tot. Loss: 0.522
+2025-09-18 09:46:28,098 INFO Epoch 8 	 Batch 1899	LR : 0.00007	Top1 Acc.: 96.219	CLS Loss: 0.121	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.412	Tot. Loss: 0.533
+2025-09-18 09:48:31,576 INFO Epoch 8 	 Batch 1999	LR : 0.00007	Top1 Acc.: 96.750	CLS Loss: 0.112	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.379	Tot. Loss: 0.491
+2025-09-18 09:50:35,025 INFO Epoch 8 	 Batch 2099	LR : 0.00007	Top1 Acc.: 96.266	CLS Loss: 0.127	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.390	Tot. Loss: 0.516
+2025-09-18 09:52:38,467 INFO Epoch 8 	 Batch 2199	LR : 0.00007	Top1 Acc.: 96.625	CLS Loss: 0.117	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.386	Tot. Loss: 0.503
+2025-09-18 09:54:41,898 INFO Epoch 8 	 Batch 2299	LR : 0.00007	Top1 Acc.: 96.750	CLS Loss: 0.117	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.408	Tot. Loss: 0.525
+2025-09-18 09:56:45,369 INFO Epoch 8 	 Batch 2399	LR : 0.00007	Top1 Acc.: 96.828	CLS Loss: 0.111	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.386	Tot. Loss: 0.497
+2025-09-18 09:58:48,829 INFO Epoch 8 	 Batch 2499	LR : 0.00007	Top1 Acc.: 96.484	CLS Loss: 0.124	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.405	Tot. Loss: 0.529
+2025-09-18 10:00:52,278 INFO Epoch 8 	 Batch 2599	LR : 0.00007	Top1 Acc.: 96.688	CLS Loss: 0.113	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.387	Tot. Loss: 0.500
+2025-09-18 10:02:55,754 INFO Epoch 8 	 Batch 2699	LR : 0.00007	Top1 Acc.: 96.750	CLS Loss: 0.112	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.397	Tot. Loss: 0.509
+2025-09-18 10:04:59,322 INFO Epoch 8 	 Batch 2799	LR : 0.00007	Top1 Acc.: 96.484	CLS Loss: 0.114	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.380	Tot. Loss: 0.495
+2025-09-18 10:07:02,829 INFO Epoch 8 	 Batch 2899	LR : 0.00007	Top1 Acc.: 96.688	CLS Loss: 0.124	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.416	Tot. Loss: 0.540
+2025-09-18 10:09:06,382 INFO Epoch 8 	 Batch 2999	LR : 0.00007	Top1 Acc.: 96.172	CLS Loss: 0.130	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.392	Tot. Loss: 0.523
+2025-09-18 10:11:09,988 INFO Epoch 8 	 Batch 3099	LR : 0.00007	Top1 Acc.: 96.344	CLS Loss: 0.120	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.417	Tot. Loss: 0.537
+2025-09-18 10:13:13,565 INFO Epoch 8 	 Batch 3199	LR : 0.00007	Top1 Acc.: 96.406	CLS Loss: 0.114	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.396	Tot. Loss: 0.510
+2025-09-18 10:15:17,058 INFO Epoch 8 	 Batch 3299	LR : 0.00007	Top1 Acc.: 96.531	CLS Loss: 0.120	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.387	Tot. Loss: 0.507
+2025-09-18 10:17:20,682 INFO Epoch 8 	 Batch 3399	LR : 0.00007	Top1 Acc.: 96.609	CLS Loss: 0.117	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.379	Tot. Loss: 0.495
+2025-09-18 10:19:24,382 INFO Epoch 8 	 Batch 3499	LR : 0.00007	Top1 Acc.: 96.875	CLS Loss: 0.104	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.390	Tot. Loss: 0.493
+2025-09-18 10:21:28,044 INFO Epoch 8 	 Batch 3599	LR : 0.00007	Top1 Acc.: 96.422	CLS Loss: 0.118	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.384	Tot. Loss: 0.502
+2025-09-18 10:23:31,715 INFO Epoch 8 	 Batch 3699	LR : 0.00007	Top1 Acc.: 96.469	CLS Loss: 0.120	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.365	Tot. Loss: 0.484
+2025-09-18 10:25:35,339 INFO Epoch 8 	 Batch 3799	LR : 0.00007	Top1 Acc.: 95.984	CLS Loss: 0.128	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.400	Tot. Loss: 0.528
+2025-09-18 10:27:38,922 INFO Epoch 8 	 Batch 3899	LR : 0.00007	Top1 Acc.: 96.453	CLS Loss: 0.117	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.388	Tot. Loss: 0.504
+2025-09-18 10:29:42,470 INFO Epoch 8 	 Batch 3999	LR : 0.00007	Top1 Acc.: 96.984	CLS Loss: 0.104	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.361	Tot. Loss: 0.465
+2025-09-18 10:31:45,327 INFO Epoch 8 	 Batch 4099	LR : 0.00007	Top1 Acc.: 96.391	CLS Loss: 0.120	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.385	Tot. Loss: 0.505
+2025-09-18 10:33:48,642 INFO Epoch 8 	 Batch 4199	LR : 0.00007	Top1 Acc.: 96.406	CLS Loss: 0.122	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.398	Tot. Loss: 0.521
+2025-09-18 10:35:52,320 INFO Epoch 8 	 Batch 4299	LR : 0.00007	Top1 Acc.: 96.844	CLS Loss: 0.113	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.382	Tot. Loss: 0.494
+2025-09-18 10:37:55,825 INFO Epoch 8 	 Batch 4399	LR : 0.00007	Top1 Acc.: 96.562	CLS Loss: 0.114	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.390	Tot. Loss: 0.504
+2025-09-18 10:39:59,272 INFO Epoch 8 	 Batch 4499	LR : 0.00007	Top1 Acc.: 96.500	CLS Loss: 0.123	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.374	Tot. Loss: 0.497
+2025-09-18 10:42:02,725 INFO Epoch 8 	 Batch 4599	LR : 0.00007	Top1 Acc.: 96.625	CLS Loss: 0.117	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.373	Tot. Loss: 0.490
+2025-09-18 10:44:06,194 INFO Epoch 8 	 Batch 4699	LR : 0.00007	Top1 Acc.: 96.578	CLS Loss: 0.112	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.390	Tot. Loss: 0.502
+2025-09-18 10:46:09,686 INFO Epoch 8 	 Batch 4799	LR : 0.00007	Top1 Acc.: 96.312	CLS Loss: 0.120	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.374	Tot. Loss: 0.495
+2025-09-18 10:48:13,142 INFO Epoch 8 	 Batch 4899	LR : 0.00007	Top1 Acc.: 96.312	CLS Loss: 0.125	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.391	Tot. Loss: 0.516
+2025-09-18 10:50:16,603 INFO Epoch 8 	 Batch 4999	LR : 0.00007	Top1 Acc.: 96.562	CLS Loss: 0.116	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.381	Tot. Loss: 0.497
+2025-09-18 10:56:18,138 INFO ################## 
+ ---> Validation Epoch 8 (Original Model)	Acc.: 81.550	FPR: 58.612	AUROC: 87.797	AUPR: 61.282	AURC: 46.117	EAURC: 27.941	AUPR Succ.: 96.706	ECE: 6.781	NLL: 7.583	Brier: 27.120
+2025-09-18 11:02:22,106 INFO ################## 
+ ---> Validation Epoch 8 (EMA Model)	Acc.: 81.554	FPR: 58.289	AUROC: 87.856	AUPR: 61.522	AURC: 46.029	EAURC: 27.862	AUPR Succ.: 96.715	ECE: 6.772	NLL: 7.561	Brier: 27.056
+2025-09-18 11:02:22,213 INFO ####### --- Training Epoch 9 --- #######
+2025-09-18 11:17:32,684 INFO Epoch 9 	 Batch 99	LR : 0.00007	Top1 Acc.: 96.578	CLS Loss: 0.116	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.377	Tot. Loss: 0.493
+2025-09-18 11:19:35,096 INFO Epoch 9 	 Batch 199	LR : 0.00007	Top1 Acc.: 96.719	CLS Loss: 0.110	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.370	Tot. Loss: 0.479
+2025-09-18 11:21:38,426 INFO Epoch 9 	 Batch 299	LR : 0.00007	Top1 Acc.: 96.609	CLS Loss: 0.115	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.366	Tot. Loss: 0.481
+2025-09-18 11:23:42,190 INFO Epoch 9 	 Batch 399	LR : 0.00006	Top1 Acc.: 96.641	CLS Loss: 0.115	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.388	Tot. Loss: 0.503
+2025-09-18 11:25:45,636 INFO Epoch 9 	 Batch 499	LR : 0.00006	Top1 Acc.: 96.203	CLS Loss: 0.126	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.385	Tot. Loss: 0.511
+2025-09-18 11:27:48,934 INFO Epoch 9 	 Batch 599	LR : 0.00006	Top1 Acc.: 96.516	CLS Loss: 0.125	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.401	Tot. Loss: 0.526
+2025-09-18 11:29:52,242 INFO Epoch 9 	 Batch 699	LR : 0.00006	Top1 Acc.: 96.312	CLS Loss: 0.119	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.380	Tot. Loss: 0.499
+2025-09-18 11:31:55,607 INFO Epoch 9 	 Batch 799	LR : 0.00006	Top1 Acc.: 96.438	CLS Loss: 0.128	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.405	Tot. Loss: 0.532
+2025-09-18 11:33:58,970 INFO Epoch 9 	 Batch 899	LR : 0.00006	Top1 Acc.: 96.500	CLS Loss: 0.115	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.365	Tot. Loss: 0.481
+2025-09-18 11:36:02,368 INFO Epoch 9 	 Batch 999	LR : 0.00006	Top1 Acc.: 96.359	CLS Loss: 0.116	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.395	Tot. Loss: 0.511
+2025-09-18 11:38:05,724 INFO Epoch 9 	 Batch 1099	LR : 0.00006	Top1 Acc.: 96.234	CLS Loss: 0.119	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.381	Tot. Loss: 0.499
+2025-09-18 11:40:09,096 INFO Epoch 9 	 Batch 1199	LR : 0.00006	Top1 Acc.: 96.594	CLS Loss: 0.116	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.377	Tot. Loss: 0.492
+2025-09-18 11:42:12,474 INFO Epoch 9 	 Batch 1299	LR : 0.00006	Top1 Acc.: 96.609	CLS Loss: 0.115	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.386	Tot. Loss: 0.501
+2025-09-18 11:44:15,797 INFO Epoch 9 	 Batch 1399	LR : 0.00006	Top1 Acc.: 96.781	CLS Loss: 0.105	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.370	Tot. Loss: 0.475
+2025-09-18 11:46:19,165 INFO Epoch 9 	 Batch 1499	LR : 0.00006	Top1 Acc.: 96.375	CLS Loss: 0.123	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.392	Tot. Loss: 0.515
+2025-09-18 11:48:22,477 INFO Epoch 9 	 Batch 1599	LR : 0.00006	Top1 Acc.: 96.484	CLS Loss: 0.118	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.374	Tot. Loss: 0.492
+2025-09-18 11:50:25,799 INFO Epoch 9 	 Batch 1699	LR : 0.00006	Top1 Acc.: 96.609	CLS Loss: 0.122	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.387	Tot. Loss: 0.509
+2025-09-18 11:52:29,153 INFO Epoch 9 	 Batch 1799	LR : 0.00006	Top1 Acc.: 96.359	CLS Loss: 0.123	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.405	Tot. Loss: 0.528
+2025-09-18 11:54:32,467 INFO Epoch 9 	 Batch 1899	LR : 0.00006	Top1 Acc.: 96.188	CLS Loss: 0.121	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.373	Tot. Loss: 0.494
+2025-09-18 11:56:35,820 INFO Epoch 9 	 Batch 1999	LR : 0.00006	Top1 Acc.: 97.016	CLS Loss: 0.109	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.380	Tot. Loss: 0.488
+2025-09-18 11:58:39,176 INFO Epoch 9 	 Batch 2099	LR : 0.00006	Top1 Acc.: 96.219	CLS Loss: 0.125	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.388	Tot. Loss: 0.514
+2025-09-18 12:00:42,525 INFO Epoch 9 	 Batch 2199	LR : 0.00006	Top1 Acc.: 96.688	CLS Loss: 0.114	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.351	Tot. Loss: 0.466
+2025-09-18 12:02:45,918 INFO Epoch 9 	 Batch 2299	LR : 0.00006	Top1 Acc.: 96.672	CLS Loss: 0.117	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.403	Tot. Loss: 0.519
+2025-09-18 12:04:49,262 INFO Epoch 9 	 Batch 2399	LR : 0.00006	Top1 Acc.: 96.828	CLS Loss: 0.109	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.370	Tot. Loss: 0.479
+2025-09-18 12:06:52,659 INFO Epoch 9 	 Batch 2499	LR : 0.00006	Top1 Acc.: 96.422	CLS Loss: 0.123	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.388	Tot. Loss: 0.511
+2025-09-18 12:08:56,042 INFO Epoch 9 	 Batch 2599	LR : 0.00006	Top1 Acc.: 96.594	CLS Loss: 0.112	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.382	Tot. Loss: 0.494
+2025-09-18 12:10:59,341 INFO Epoch 9 	 Batch 2699	LR : 0.00006	Top1 Acc.: 96.781	CLS Loss: 0.110	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.386	Tot. Loss: 0.496
+2025-09-18 12:13:02,717 INFO Epoch 9 	 Batch 2799	LR : 0.00006	Top1 Acc.: 96.531	CLS Loss: 0.114	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.381	Tot. Loss: 0.495
+2025-09-18 12:15:06,025 INFO Epoch 9 	 Batch 2899	LR : 0.00006	Top1 Acc.: 96.719	CLS Loss: 0.123	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.396	Tot. Loss: 0.519
+2025-09-18 12:17:09,383 INFO Epoch 9 	 Batch 2999	LR : 0.00006	Top1 Acc.: 96.359	CLS Loss: 0.128	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.392	Tot. Loss: 0.520
+2025-09-18 12:19:12,767 INFO Epoch 9 	 Batch 3099	LR : 0.00006	Top1 Acc.: 96.250	CLS Loss: 0.120	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.370	Tot. Loss: 0.489
+2025-09-18 12:21:16,138 INFO Epoch 9 	 Batch 3199	LR : 0.00006	Top1 Acc.: 96.547	CLS Loss: 0.112	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.357	Tot. Loss: 0.469
+2025-09-18 12:23:19,513 INFO Epoch 9 	 Batch 3299	LR : 0.00006	Top1 Acc.: 96.672	CLS Loss: 0.118	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.396	Tot. Loss: 0.514
+2025-09-18 12:25:22,961 INFO Epoch 9 	 Batch 3399	LR : 0.00006	Top1 Acc.: 96.625	CLS Loss: 0.117	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.385	Tot. Loss: 0.501
+2025-09-18 12:27:26,613 INFO Epoch 9 	 Batch 3499	LR : 0.00006	Top1 Acc.: 96.938	CLS Loss: 0.103	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.367	Tot. Loss: 0.470
+2025-09-18 12:29:30,367 INFO Epoch 9 	 Batch 3599	LR : 0.00006	Top1 Acc.: 96.453	CLS Loss: 0.117	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.387	Tot. Loss: 0.505
+2025-09-18 12:31:33,945 INFO Epoch 9 	 Batch 3699	LR : 0.00006	Top1 Acc.: 96.422	CLS Loss: 0.119	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.378	Tot. Loss: 0.497
+2025-09-18 12:33:37,454 INFO Epoch 9 	 Batch 3799	LR : 0.00006	Top1 Acc.: 96.016	CLS Loss: 0.126	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.398	Tot. Loss: 0.525
+2025-09-18 12:35:40,991 INFO Epoch 9 	 Batch 3899	LR : 0.00006	Top1 Acc.: 96.391	CLS Loss: 0.116	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.391	Tot. Loss: 0.507
+2025-09-18 12:37:44,515 INFO Epoch 9 	 Batch 3999	LR : 0.00006	Top1 Acc.: 96.938	CLS Loss: 0.102	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.392	Tot. Loss: 0.495
+2025-09-18 12:39:48,046 INFO Epoch 9 	 Batch 4099	LR : 0.00006	Top1 Acc.: 96.469	CLS Loss: 0.117	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.411	Tot. Loss: 0.528
+2025-09-18 12:41:51,582 INFO Epoch 9 	 Batch 4199	LR : 0.00006	Top1 Acc.: 96.438	CLS Loss: 0.120	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.393	Tot. Loss: 0.513
+2025-09-18 12:43:55,057 INFO Epoch 9 	 Batch 4299	LR : 0.00006	Top1 Acc.: 96.859	CLS Loss: 0.113	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.384	Tot. Loss: 0.497
+2025-09-18 12:45:58,522 INFO Epoch 9 	 Batch 4399	LR : 0.00006	Top1 Acc.: 96.500	CLS Loss: 0.113	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.374	Tot. Loss: 0.487
+2025-09-18 12:48:01,967 INFO Epoch 9 	 Batch 4499	LR : 0.00006	Top1 Acc.: 96.609	CLS Loss: 0.121	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.368	Tot. Loss: 0.490
+2025-09-18 12:50:05,471 INFO Epoch 9 	 Batch 4599	LR : 0.00006	Top1 Acc.: 96.625	CLS Loss: 0.116	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.371	Tot. Loss: 0.487
+2025-09-18 12:52:08,943 INFO Epoch 9 	 Batch 4699	LR : 0.00006	Top1 Acc.: 96.625	CLS Loss: 0.110	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.355	Tot. Loss: 0.465
+2025-09-18 12:54:12,476 INFO Epoch 9 	 Batch 4799	LR : 0.00006	Top1 Acc.: 96.547	CLS Loss: 0.118	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.400	Tot. Loss: 0.517
+2025-09-18 12:56:16,004 INFO Epoch 9 	 Batch 4899	LR : 0.00006	Top1 Acc.: 96.500	CLS Loss: 0.123	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.407	Tot. Loss: 0.530
+2025-09-18 12:58:19,489 INFO Epoch 9 	 Batch 4999	LR : 0.00006	Top1 Acc.: 96.562	CLS Loss: 0.113	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.377	Tot. Loss: 0.490
+2025-09-18 13:06:06,598 INFO ################## 
+ ---> Validation Epoch 9 (Original Model)	Acc.: 81.472	FPR: 58.128	AUROC: 87.888	AUPR: 61.705	AURC: 46.187	EAURC: 27.852	AUPR Succ.: 96.714	ECE: 6.895	NLL: 7.592	Brier: 27.152
+2025-09-18 13:12:51,776 INFO ################## 
+ ---> Validation Epoch 9 (EMA Model)	Acc.: 81.526	FPR: 58.125	AUROC: 87.854	AUPR: 61.465	AURC: 46.081	EAURC: 27.857	AUPR Succ.: 96.715	ECE: 6.829	NLL: 7.578	Brier: 27.104
+2025-09-18 13:12:52,907 INFO ####### --- Training Epoch 10 --- #######
+2025-09-18 13:32:00,656 INFO Epoch 10 	 Batch 99	LR : 0.00006	Top1 Acc.: 96.500	CLS Loss: 0.115	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.395	Tot. Loss: 0.511
+2025-09-18 13:34:03,207 INFO Epoch 10 	 Batch 199	LR : 0.00006	Top1 Acc.: 96.734	CLS Loss: 0.109	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.385	Tot. Loss: 0.494
+2025-09-18 13:36:06,430 INFO Epoch 10 	 Batch 299	LR : 0.00006	Top1 Acc.: 96.562	CLS Loss: 0.112	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.379	Tot. Loss: 0.492
+2025-09-18 13:38:10,197 INFO Epoch 10 	 Batch 399	LR : 0.00006	Top1 Acc.: 96.656	CLS Loss: 0.115	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.380	Tot. Loss: 0.495
+2025-09-18 13:40:13,805 INFO Epoch 10 	 Batch 499	LR : 0.00006	Top1 Acc.: 96.344	CLS Loss: 0.123	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.406	Tot. Loss: 0.529
+2025-09-18 13:42:17,240 INFO Epoch 10 	 Batch 599	LR : 0.00006	Top1 Acc.: 96.547	CLS Loss: 0.125	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.372	Tot. Loss: 0.497
+2025-09-18 13:44:20,716 INFO Epoch 10 	 Batch 699	LR : 0.00006	Top1 Acc.: 96.297	CLS Loss: 0.118	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.378	Tot. Loss: 0.496
+2025-09-18 13:46:24,259 INFO Epoch 10 	 Batch 799	LR : 0.00006	Top1 Acc.: 96.516	CLS Loss: 0.125	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.407	Tot. Loss: 0.532
+2025-09-18 13:48:27,679 INFO Epoch 10 	 Batch 899	LR : 0.00006	Top1 Acc.: 96.453	CLS Loss: 0.115	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.376	Tot. Loss: 0.492
+2025-09-18 13:50:31,112 INFO Epoch 10 	 Batch 999	LR : 0.00006	Top1 Acc.: 96.625	CLS Loss: 0.116	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.395	Tot. Loss: 0.511
+2025-09-18 13:52:34,538 INFO Epoch 10 	 Batch 1099	LR : 0.00006	Top1 Acc.: 96.156	CLS Loss: 0.118	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.394	Tot. Loss: 0.512
+2025-09-18 13:54:37,989 INFO Epoch 10 	 Batch 1199	LR : 0.00006	Top1 Acc.: 96.625	CLS Loss: 0.114	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.394	Tot. Loss: 0.508
+2025-09-18 13:56:41,456 INFO Epoch 10 	 Batch 1299	LR : 0.00006	Top1 Acc.: 96.703	CLS Loss: 0.112	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.397	Tot. Loss: 0.509
+2025-09-18 13:58:44,891 INFO Epoch 10 	 Batch 1399	LR : 0.00006	Top1 Acc.: 96.750	CLS Loss: 0.105	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.384	Tot. Loss: 0.489
+2025-09-18 14:00:48,356 INFO Epoch 10 	 Batch 1499	LR : 0.00006	Top1 Acc.: 96.359	CLS Loss: 0.122	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.382	Tot. Loss: 0.504
+2025-09-18 14:02:51,803 INFO Epoch 10 	 Batch 1599	LR : 0.00006	Top1 Acc.: 96.531	CLS Loss: 0.118	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.405	Tot. Loss: 0.524
+2025-09-18 14:04:55,268 INFO Epoch 10 	 Batch 1699	LR : 0.00006	Top1 Acc.: 96.625	CLS Loss: 0.120	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.382	Tot. Loss: 0.503
+2025-09-18 14:06:58,662 INFO Epoch 10 	 Batch 1799	LR : 0.00006	Top1 Acc.: 96.547	CLS Loss: 0.120	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.409	Tot. Loss: 0.529
+2025-09-18 14:09:02,115 INFO Epoch 10 	 Batch 1899	LR : 0.00005	Top1 Acc.: 96.312	CLS Loss: 0.119	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.394	Tot. Loss: 0.512
+2025-09-18 14:11:05,580 INFO Epoch 10 	 Batch 1999	LR : 0.00005	Top1 Acc.: 96.969	CLS Loss: 0.109	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.379	Tot. Loss: 0.488
+2025-09-18 14:13:09,035 INFO Epoch 10 	 Batch 2099	LR : 0.00005	Top1 Acc.: 96.328	CLS Loss: 0.122	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.393	Tot. Loss: 0.515
+2025-09-18 14:15:12,471 INFO Epoch 10 	 Batch 2199	LR : 0.00005	Top1 Acc.: 96.703	CLS Loss: 0.112	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.362	Tot. Loss: 0.475
+2025-09-18 14:17:15,938 INFO Epoch 10 	 Batch 2299	LR : 0.00005	Top1 Acc.: 96.734	CLS Loss: 0.115	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.377	Tot. Loss: 0.493
+2025-09-18 14:19:19,376 INFO Epoch 10 	 Batch 2399	LR : 0.00005	Top1 Acc.: 96.906	CLS Loss: 0.108	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.360	Tot. Loss: 0.468
+2025-09-18 14:21:22,779 INFO Epoch 10 	 Batch 2499	LR : 0.00005	Top1 Acc.: 96.516	CLS Loss: 0.122	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.399	Tot. Loss: 0.522
+2025-09-18 14:23:26,274 INFO Epoch 10 	 Batch 2599	LR : 0.00005	Top1 Acc.: 96.766	CLS Loss: 0.110	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.391	Tot. Loss: 0.501
+2025-09-18 14:25:29,719 INFO Epoch 10 	 Batch 2699	LR : 0.00005	Top1 Acc.: 96.828	CLS Loss: 0.109	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.396	Tot. Loss: 0.505
+2025-09-18 14:27:33,201 INFO Epoch 10 	 Batch 2799	LR : 0.00005	Top1 Acc.: 96.672	CLS Loss: 0.112	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.380	Tot. Loss: 0.491
+2025-09-18 14:29:36,611 INFO Epoch 10 	 Batch 2899	LR : 0.00005	Top1 Acc.: 96.828	CLS Loss: 0.122	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.401	Tot. Loss: 0.523
+2025-09-18 14:31:40,055 INFO Epoch 10 	 Batch 2999	LR : 0.00005	Top1 Acc.: 96.328	CLS Loss: 0.127	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.392	Tot. Loss: 0.519
+2025-09-18 14:33:43,462 INFO Epoch 10 	 Batch 3099	LR : 0.00005	Top1 Acc.: 96.453	CLS Loss: 0.117	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.356	Tot. Loss: 0.472
+2025-09-18 14:35:46,899 INFO Epoch 10 	 Batch 3199	LR : 0.00005	Top1 Acc.: 96.609	CLS Loss: 0.111	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.387	Tot. Loss: 0.498
+2025-09-18 14:37:50,287 INFO Epoch 10 	 Batch 3299	LR : 0.00005	Top1 Acc.: 96.500	CLS Loss: 0.118	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.393	Tot. Loss: 0.511
+2025-09-18 14:39:53,635 INFO Epoch 10 	 Batch 3399	LR : 0.00005	Top1 Acc.: 96.750	CLS Loss: 0.116	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.368	Tot. Loss: 0.483
+2025-09-18 14:41:56,886 INFO Epoch 10 	 Batch 3499	LR : 0.00005	Top1 Acc.: 96.953	CLS Loss: 0.101	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.369	Tot. Loss: 0.470
+2025-09-18 14:44:00,110 INFO Epoch 10 	 Batch 3599	LR : 0.00005	Top1 Acc.: 96.516	CLS Loss: 0.117	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.384	Tot. Loss: 0.501
+2025-09-18 14:46:03,472 INFO Epoch 10 	 Batch 3699	LR : 0.00005	Top1 Acc.: 96.609	CLS Loss: 0.117	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.378	Tot. Loss: 0.496
+2025-09-18 14:48:06,860 INFO Epoch 10 	 Batch 3799	LR : 0.00005	Top1 Acc.: 96.094	CLS Loss: 0.124	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.382	Tot. Loss: 0.506
+2025-09-18 14:50:10,218 INFO Epoch 10 	 Batch 3899	LR : 0.00005	Top1 Acc.: 96.391	CLS Loss: 0.116	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.388	Tot. Loss: 0.504
+2025-09-18 14:52:13,600 INFO Epoch 10 	 Batch 3999	LR : 0.00005	Top1 Acc.: 97.047	CLS Loss: 0.102	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.379	Tot. Loss: 0.481
+2025-09-18 14:54:16,939 INFO Epoch 10 	 Batch 4099	LR : 0.00005	Top1 Acc.: 96.453	CLS Loss: 0.117	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.383	Tot. Loss: 0.500
+2025-09-18 14:56:20,270 INFO Epoch 10 	 Batch 4199	LR : 0.00005	Top1 Acc.: 96.438	CLS Loss: 0.120	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.399	Tot. Loss: 0.519
+2025-09-18 14:58:23,551 INFO Epoch 10 	 Batch 4299	LR : 0.00005	Top1 Acc.: 96.953	CLS Loss: 0.112	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.398	Tot. Loss: 0.510
+2025-09-18 15:00:26,796 INFO Epoch 10 	 Batch 4399	LR : 0.00005	Top1 Acc.: 96.578	CLS Loss: 0.111	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.374	Tot. Loss: 0.486
+2025-09-18 15:02:30,124 INFO Epoch 10 	 Batch 4499	LR : 0.00005	Top1 Acc.: 96.594	CLS Loss: 0.120	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.390	Tot. Loss: 0.510
+2025-09-18 15:04:33,415 INFO Epoch 10 	 Batch 4599	LR : 0.00005	Top1 Acc.: 96.734	CLS Loss: 0.114	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.381	Tot. Loss: 0.496
+2025-09-18 15:06:36,658 INFO Epoch 10 	 Batch 4699	LR : 0.00005	Top1 Acc.: 96.766	CLS Loss: 0.109	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.367	Tot. Loss: 0.476
+2025-09-18 15:08:39,922 INFO Epoch 10 	 Batch 4799	LR : 0.00005	Top1 Acc.: 96.594	CLS Loss: 0.116	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.391	Tot. Loss: 0.507
+2025-09-18 15:10:43,222 INFO Epoch 10 	 Batch 4899	LR : 0.00005	Top1 Acc.: 96.531	CLS Loss: 0.121	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.393	Tot. Loss: 0.514
+2025-09-18 15:12:46,608 INFO Epoch 10 	 Batch 4999	LR : 0.00005	Top1 Acc.: 96.594	CLS Loss: 0.112	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.369	Tot. Loss: 0.481
+2025-09-18 15:20:00,696 INFO ################## 
+ ---> Validation Epoch 10 (Original Model)	Acc.: 81.490	FPR: 58.358	AUROC: 87.848	AUPR: 61.566	AURC: 46.186	EAURC: 27.888	AUPR Succ.: 96.710	ECE: 6.905	NLL: 7.599	Brier: 27.173
+2025-09-18 15:26:45,750 INFO ################## 
+ ---> Validation Epoch 10 (EMA Model)	Acc.: 81.514	FPR: 58.174	AUROC: 87.846	AUPR: 61.410	AURC: 46.114	EAURC: 27.865	AUPR Succ.: 96.714	ECE: 6.882	NLL: 7.591	Brier: 27.141
+2025-09-18 15:26:45,892 INFO ####### --- Training Epoch 11 --- #######
+2025-09-18 15:44:43,747 INFO Epoch 11 	 Batch 99	LR : 0.00005	Top1 Acc.: 96.609	CLS Loss: 0.113	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.379	Tot. Loss: 0.492
+2025-09-18 15:46:45,938 INFO Epoch 11 	 Batch 199	LR : 0.00005	Top1 Acc.: 96.859	CLS Loss: 0.107	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.365	Tot. Loss: 0.473
+2025-09-18 15:48:48,994 INFO Epoch 11 	 Batch 299	LR : 0.00005	Top1 Acc.: 96.656	CLS Loss: 0.112	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.372	Tot. Loss: 0.484
+2025-09-18 15:50:52,776 INFO Epoch 11 	 Batch 399	LR : 0.00005	Top1 Acc.: 96.812	CLS Loss: 0.113	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.369	Tot. Loss: 0.482
+2025-09-18 15:52:56,547 INFO Epoch 11 	 Batch 499	LR : 0.00005	Top1 Acc.: 96.266	CLS Loss: 0.121	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.386	Tot. Loss: 0.507
+2025-09-18 15:55:00,182 INFO Epoch 11 	 Batch 599	LR : 0.00005	Top1 Acc.: 96.609	CLS Loss: 0.123	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.388	Tot. Loss: 0.511
+2025-09-18 15:57:03,812 INFO Epoch 11 	 Batch 699	LR : 0.00005	Top1 Acc.: 96.453	CLS Loss: 0.116	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.394	Tot. Loss: 0.510
+2025-09-18 15:59:07,414 INFO Epoch 11 	 Batch 799	LR : 0.00005	Top1 Acc.: 96.422	CLS Loss: 0.126	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.400	Tot. Loss: 0.525
+2025-09-18 16:01:10,979 INFO Epoch 11 	 Batch 899	LR : 0.00005	Top1 Acc.: 96.469	CLS Loss: 0.115	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.391	Tot. Loss: 0.506
+2025-09-18 16:03:14,530 INFO Epoch 11 	 Batch 999	LR : 0.00005	Top1 Acc.: 96.516	CLS Loss: 0.114	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.380	Tot. Loss: 0.494
+2025-09-18 16:05:17,008 INFO Epoch 11 	 Batch 1099	LR : 0.00005	Top1 Acc.: 96.203	CLS Loss: 0.117	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.367	Tot. Loss: 0.484
+2025-09-18 16:07:19,846 INFO Epoch 11 	 Batch 1199	LR : 0.00005	Top1 Acc.: 96.734	CLS Loss: 0.112	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.395	Tot. Loss: 0.507
+2025-09-18 16:09:23,470 INFO Epoch 11 	 Batch 1299	LR : 0.00005	Top1 Acc.: 96.703	CLS Loss: 0.112	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.381	Tot. Loss: 0.493
+2025-09-18 16:11:26,933 INFO Epoch 11 	 Batch 1399	LR : 0.00005	Top1 Acc.: 96.953	CLS Loss: 0.104	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.350	Tot. Loss: 0.454
+2025-09-18 16:13:30,317 INFO Epoch 11 	 Batch 1499	LR : 0.00005	Top1 Acc.: 96.469	CLS Loss: 0.120	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.378	Tot. Loss: 0.498
+2025-09-18 16:15:33,673 INFO Epoch 11 	 Batch 1599	LR : 0.00005	Top1 Acc.: 96.453	CLS Loss: 0.117	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.368	Tot. Loss: 0.485
+2025-09-18 16:17:37,013 INFO Epoch 11 	 Batch 1699	LR : 0.00005	Top1 Acc.: 96.750	CLS Loss: 0.118	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.379	Tot. Loss: 0.496
+2025-09-18 16:19:40,454 INFO Epoch 11 	 Batch 1799	LR : 0.00005	Top1 Acc.: 96.406	CLS Loss: 0.120	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.379	Tot. Loss: 0.499
+2025-09-18 16:21:43,855 INFO Epoch 11 	 Batch 1899	LR : 0.00005	Top1 Acc.: 96.297	CLS Loss: 0.119	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.395	Tot. Loss: 0.514
+2025-09-18 16:23:47,221 INFO Epoch 11 	 Batch 1999	LR : 0.00005	Top1 Acc.: 96.953	CLS Loss: 0.108	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.375	Tot. Loss: 0.483
+2025-09-18 16:25:50,590 INFO Epoch 11 	 Batch 2099	LR : 0.00005	Top1 Acc.: 96.391	CLS Loss: 0.121	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.363	Tot. Loss: 0.484
+2025-09-18 16:27:54,116 INFO Epoch 11 	 Batch 2199	LR : 0.00005	Top1 Acc.: 96.828	CLS Loss: 0.112	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.363	Tot. Loss: 0.476
+2025-09-18 16:29:57,920 INFO Epoch 11 	 Batch 2299	LR : 0.00005	Top1 Acc.: 96.781	CLS Loss: 0.115	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.389	Tot. Loss: 0.503
+2025-09-18 16:32:01,603 INFO Epoch 11 	 Batch 2399	LR : 0.00005	Top1 Acc.: 96.922	CLS Loss: 0.107	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.388	Tot. Loss: 0.495
+2025-09-18 16:34:05,117 INFO Epoch 11 	 Batch 2499	LR : 0.00005	Top1 Acc.: 96.547	CLS Loss: 0.122	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.393	Tot. Loss: 0.515
+2025-09-18 16:36:08,598 INFO Epoch 11 	 Batch 2599	LR : 0.00005	Top1 Acc.: 96.734	CLS Loss: 0.110	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.385	Tot. Loss: 0.495
+2025-09-18 16:38:12,108 INFO Epoch 11 	 Batch 2699	LR : 0.00005	Top1 Acc.: 96.859	CLS Loss: 0.108	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.381	Tot. Loss: 0.489
+2025-09-18 16:40:15,612 INFO Epoch 11 	 Batch 2799	LR : 0.00005	Top1 Acc.: 96.609	CLS Loss: 0.111	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.392	Tot. Loss: 0.503
+2025-09-18 16:42:19,116 INFO Epoch 11 	 Batch 2899	LR : 0.00005	Top1 Acc.: 96.797	CLS Loss: 0.122	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.385	Tot. Loss: 0.507
+2025-09-18 16:44:22,629 INFO Epoch 11 	 Batch 2999	LR : 0.00005	Top1 Acc.: 96.391	CLS Loss: 0.126	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.368	Tot. Loss: 0.494
+2025-09-18 16:46:26,146 INFO Epoch 11 	 Batch 3099	LR : 0.00005	Top1 Acc.: 96.406	CLS Loss: 0.115	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.386	Tot. Loss: 0.501
+2025-09-18 16:48:29,691 INFO Epoch 11 	 Batch 3199	LR : 0.00005	Top1 Acc.: 96.656	CLS Loss: 0.110	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.358	Tot. Loss: 0.468
+2025-09-18 16:50:33,183 INFO Epoch 11 	 Batch 3299	LR : 0.00004	Top1 Acc.: 96.688	CLS Loss: 0.116	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.382	Tot. Loss: 0.498
+2025-09-18 16:52:36,722 INFO Epoch 11 	 Batch 3399	LR : 0.00004	Top1 Acc.: 96.688	CLS Loss: 0.115	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.355	Tot. Loss: 0.470
+2025-09-18 16:54:40,167 INFO Epoch 11 	 Batch 3499	LR : 0.00004	Top1 Acc.: 97.062	CLS Loss: 0.099	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.355	Tot. Loss: 0.454
+2025-09-18 16:56:43,689 INFO Epoch 11 	 Batch 3599	LR : 0.00004	Top1 Acc.: 96.516	CLS Loss: 0.115	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.366	Tot. Loss: 0.481
+2025-09-18 16:58:47,122 INFO Epoch 11 	 Batch 3699	LR : 0.00004	Top1 Acc.: 96.594	CLS Loss: 0.116	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.366	Tot. Loss: 0.482
+2025-09-18 17:00:50,616 INFO Epoch 11 	 Batch 3799	LR : 0.00004	Top1 Acc.: 96.094	CLS Loss: 0.123	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.374	Tot. Loss: 0.497
+2025-09-18 17:02:54,060 INFO Epoch 11 	 Batch 3899	LR : 0.00004	Top1 Acc.: 96.562	CLS Loss: 0.114	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.392	Tot. Loss: 0.505
+2025-09-18 17:04:57,542 INFO Epoch 11 	 Batch 3999	LR : 0.00004	Top1 Acc.: 96.984	CLS Loss: 0.100	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.354	Tot. Loss: 0.454
+2025-09-18 17:07:01,022 INFO Epoch 11 	 Batch 4099	LR : 0.00004	Top1 Acc.: 96.484	CLS Loss: 0.115	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.379	Tot. Loss: 0.495
+2025-09-18 17:09:04,493 INFO Epoch 11 	 Batch 4199	LR : 0.00004	Top1 Acc.: 96.516	CLS Loss: 0.117	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.378	Tot. Loss: 0.495
+2025-09-18 17:11:07,955 INFO Epoch 11 	 Batch 4299	LR : 0.00004	Top1 Acc.: 96.938	CLS Loss: 0.111	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.368	Tot. Loss: 0.479
+2025-09-18 17:13:11,439 INFO Epoch 11 	 Batch 4399	LR : 0.00004	Top1 Acc.: 96.641	CLS Loss: 0.111	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.375	Tot. Loss: 0.486
+2025-09-18 17:15:14,933 INFO Epoch 11 	 Batch 4499	LR : 0.00004	Top1 Acc.: 96.641	CLS Loss: 0.118	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.377	Tot. Loss: 0.496
+2025-09-18 17:17:18,384 INFO Epoch 11 	 Batch 4599	LR : 0.00004	Top1 Acc.: 96.703	CLS Loss: 0.115	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.361	Tot. Loss: 0.475
+2025-09-18 17:19:21,851 INFO Epoch 11 	 Batch 4699	LR : 0.00004	Top1 Acc.: 96.703	CLS Loss: 0.107	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.358	Tot. Loss: 0.465
+2025-09-18 17:21:25,306 INFO Epoch 11 	 Batch 4799	LR : 0.00004	Top1 Acc.: 96.531	CLS Loss: 0.115	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.370	Tot. Loss: 0.485
+2025-09-18 17:23:28,765 INFO Epoch 11 	 Batch 4899	LR : 0.00004	Top1 Acc.: 96.500	CLS Loss: 0.121	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.364	Tot. Loss: 0.485
+2025-09-18 17:25:32,251 INFO Epoch 11 	 Batch 4999	LR : 0.00004	Top1 Acc.: 96.656	CLS Loss: 0.110	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.380	Tot. Loss: 0.490
+2025-09-18 17:32:31,414 INFO ################## 
+ ---> Validation Epoch 11 (Original Model)	Acc.: 81.490	FPR: 58.703	AUROC: 87.816	AUPR: 61.386	AURC: 46.195	EAURC: 27.897	AUPR Succ.: 96.710	ECE: 6.916	NLL: 7.615	Brier: 27.212
+2025-09-18 17:38:53,113 INFO ################## 
+ ---> Validation Epoch 11 (EMA Model)	Acc.: 81.508	FPR: 58.469	AUROC: 87.832	AUPR: 61.399	AURC: 46.128	EAURC: 27.866	AUPR Succ.: 96.714	ECE: 6.889	NLL: 7.601	Brier: 27.171
+2025-09-18 17:38:53,200 INFO ####### --- Training Epoch 12 --- #######
+2025-09-18 17:55:32,355 INFO Epoch 12 	 Batch 99	LR : 0.00004	Top1 Acc.: 96.688	CLS Loss: 0.112	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.377	Tot. Loss: 0.489
+2025-09-18 17:57:34,532 INFO Epoch 12 	 Batch 199	LR : 0.00004	Top1 Acc.: 96.734	CLS Loss: 0.107	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.374	Tot. Loss: 0.481
+2025-09-18 17:59:37,383 INFO Epoch 12 	 Batch 299	LR : 0.00004	Top1 Acc.: 96.688	CLS Loss: 0.111	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.360	Tot. Loss: 0.471
+2025-09-18 18:01:41,072 INFO Epoch 12 	 Batch 399	LR : 0.00004	Top1 Acc.: 96.672	CLS Loss: 0.113	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.377	Tot. Loss: 0.490
+2025-09-18 18:03:44,657 INFO Epoch 12 	 Batch 499	LR : 0.00004	Top1 Acc.: 96.469	CLS Loss: 0.119	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.404	Tot. Loss: 0.522
+2025-09-18 18:05:47,982 INFO Epoch 12 	 Batch 599	LR : 0.00004	Top1 Acc.: 96.625	CLS Loss: 0.121	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.398	Tot. Loss: 0.519
+2025-09-18 18:07:51,352 INFO Epoch 12 	 Batch 699	LR : 0.00004	Top1 Acc.: 96.344	CLS Loss: 0.116	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.377	Tot. Loss: 0.494
+2025-09-18 18:09:54,685 INFO Epoch 12 	 Batch 799	LR : 0.00004	Top1 Acc.: 96.344	CLS Loss: 0.124	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.381	Tot. Loss: 0.505
+2025-09-18 18:11:58,057 INFO Epoch 12 	 Batch 899	LR : 0.00004	Top1 Acc.: 96.688	CLS Loss: 0.113	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.367	Tot. Loss: 0.480
+2025-09-18 18:14:01,412 INFO Epoch 12 	 Batch 999	LR : 0.00004	Top1 Acc.: 96.688	CLS Loss: 0.114	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.372	Tot. Loss: 0.486
+2025-09-18 18:16:04,765 INFO Epoch 12 	 Batch 1099	LR : 0.00004	Top1 Acc.: 96.266	CLS Loss: 0.117	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.379	Tot. Loss: 0.496
+2025-09-18 18:18:08,085 INFO Epoch 12 	 Batch 1199	LR : 0.00004	Top1 Acc.: 96.609	CLS Loss: 0.112	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.368	Tot. Loss: 0.480
+2025-09-18 18:20:11,449 INFO Epoch 12 	 Batch 1299	LR : 0.00004	Top1 Acc.: 96.719	CLS Loss: 0.111	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.385	Tot. Loss: 0.497
+2025-09-18 18:22:14,799 INFO Epoch 12 	 Batch 1399	LR : 0.00004	Top1 Acc.: 96.844	CLS Loss: 0.103	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.354	Tot. Loss: 0.458
+2025-09-18 18:24:18,191 INFO Epoch 12 	 Batch 1499	LR : 0.00004	Top1 Acc.: 96.438	CLS Loss: 0.118	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.403	Tot. Loss: 0.522
+2025-09-18 18:26:21,519 INFO Epoch 12 	 Batch 1599	LR : 0.00004	Top1 Acc.: 96.500	CLS Loss: 0.115	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.379	Tot. Loss: 0.494
+2025-09-18 18:28:24,878 INFO Epoch 12 	 Batch 1699	LR : 0.00004	Top1 Acc.: 96.812	CLS Loss: 0.119	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.370	Tot. Loss: 0.488
+2025-09-18 18:30:28,313 INFO Epoch 12 	 Batch 1799	LR : 0.00004	Top1 Acc.: 96.531	CLS Loss: 0.118	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.366	Tot. Loss: 0.484
+2025-09-18 18:32:31,712 INFO Epoch 12 	 Batch 1899	LR : 0.00004	Top1 Acc.: 96.250	CLS Loss: 0.117	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.382	Tot. Loss: 0.499
+2025-09-18 18:34:35,066 INFO Epoch 12 	 Batch 1999	LR : 0.00004	Top1 Acc.: 96.938	CLS Loss: 0.108	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.362	Tot. Loss: 0.470
+2025-09-18 18:36:38,440 INFO Epoch 12 	 Batch 2099	LR : 0.00004	Top1 Acc.: 96.359	CLS Loss: 0.121	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.381	Tot. Loss: 0.502
+2025-09-18 18:38:41,816 INFO Epoch 12 	 Batch 2199	LR : 0.00004	Top1 Acc.: 96.766	CLS Loss: 0.111	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.365	Tot. Loss: 0.477
+2025-09-18 18:40:45,191 INFO Epoch 12 	 Batch 2299	LR : 0.00004	Top1 Acc.: 96.875	CLS Loss: 0.114	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.388	Tot. Loss: 0.501
+2025-09-18 18:42:48,546 INFO Epoch 12 	 Batch 2399	LR : 0.00004	Top1 Acc.: 97.047	CLS Loss: 0.106	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.372	Tot. Loss: 0.478
+2025-09-18 18:44:51,948 INFO Epoch 12 	 Batch 2499	LR : 0.00004	Top1 Acc.: 96.734	CLS Loss: 0.120	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.397	Tot. Loss: 0.517
+2025-09-18 18:46:55,320 INFO Epoch 12 	 Batch 2599	LR : 0.00004	Top1 Acc.: 96.766	CLS Loss: 0.109	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.379	Tot. Loss: 0.488
+2025-09-18 18:48:58,700 INFO Epoch 12 	 Batch 2699	LR : 0.00004	Top1 Acc.: 96.828	CLS Loss: 0.108	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.376	Tot. Loss: 0.484
+2025-09-18 18:51:02,033 INFO Epoch 12 	 Batch 2799	LR : 0.00004	Top1 Acc.: 96.641	CLS Loss: 0.109	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.366	Tot. Loss: 0.475
+2025-09-18 18:53:05,421 INFO Epoch 12 	 Batch 2899	LR : 0.00004	Top1 Acc.: 96.938	CLS Loss: 0.118	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.354	Tot. Loss: 0.472
+2025-09-18 18:55:08,806 INFO Epoch 12 	 Batch 2999	LR : 0.00004	Top1 Acc.: 96.469	CLS Loss: 0.124	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.376	Tot. Loss: 0.500
+2025-09-18 18:57:12,117 INFO Epoch 12 	 Batch 3099	LR : 0.00004	Top1 Acc.: 96.562	CLS Loss: 0.115	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.373	Tot. Loss: 0.488
+2025-09-18 18:59:15,458 INFO Epoch 12 	 Batch 3199	LR : 0.00004	Top1 Acc.: 96.672	CLS Loss: 0.109	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.355	Tot. Loss: 0.463
+2025-09-18 19:01:18,814 INFO Epoch 12 	 Batch 3299	LR : 0.00004	Top1 Acc.: 96.766	CLS Loss: 0.115	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.387	Tot. Loss: 0.502
+2025-09-18 19:03:22,185 INFO Epoch 12 	 Batch 3399	LR : 0.00004	Top1 Acc.: 96.812	CLS Loss: 0.113	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.358	Tot. Loss: 0.472
+2025-09-18 19:05:25,511 INFO Epoch 12 	 Batch 3499	LR : 0.00004	Top1 Acc.: 97.141	CLS Loss: 0.099	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.363	Tot. Loss: 0.462
+2025-09-18 19:07:28,923 INFO Epoch 12 	 Batch 3599	LR : 0.00004	Top1 Acc.: 96.609	CLS Loss: 0.114	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.369	Tot. Loss: 0.483
+2025-09-18 19:09:32,274 INFO Epoch 12 	 Batch 3699	LR : 0.00004	Top1 Acc.: 96.688	CLS Loss: 0.115	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.361	Tot. Loss: 0.476
+2025-09-18 19:11:35,625 INFO Epoch 12 	 Batch 3799	LR : 0.00004	Top1 Acc.: 96.094	CLS Loss: 0.123	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.392	Tot. Loss: 0.515
+2025-09-18 19:13:38,988 INFO Epoch 12 	 Batch 3899	LR : 0.00004	Top1 Acc.: 96.516	CLS Loss: 0.112	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.379	Tot. Loss: 0.491
+2025-09-18 19:15:42,375 INFO Epoch 12 	 Batch 3999	LR : 0.00004	Top1 Acc.: 97.000	CLS Loss: 0.100	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.381	Tot. Loss: 0.481
+2025-09-18 19:17:45,749 INFO Epoch 12 	 Batch 4099	LR : 0.00004	Top1 Acc.: 96.547	CLS Loss: 0.115	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.388	Tot. Loss: 0.503
+2025-09-18 19:19:49,111 INFO Epoch 12 	 Batch 4199	LR : 0.00004	Top1 Acc.: 96.516	CLS Loss: 0.117	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.398	Tot. Loss: 0.514
+2025-09-18 19:21:52,490 INFO Epoch 12 	 Batch 4299	LR : 0.00004	Top1 Acc.: 97.109	CLS Loss: 0.109	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.367	Tot. Loss: 0.476
+2025-09-18 19:23:55,848 INFO Epoch 12 	 Batch 4399	LR : 0.00004	Top1 Acc.: 96.719	CLS Loss: 0.110	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.376	Tot. Loss: 0.485
+2025-09-18 19:25:59,235 INFO Epoch 12 	 Batch 4499	LR : 0.00004	Top1 Acc.: 96.703	CLS Loss: 0.118	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.389	Tot. Loss: 0.507
+2025-09-18 19:28:02,638 INFO Epoch 12 	 Batch 4599	LR : 0.00004	Top1 Acc.: 96.734	CLS Loss: 0.114	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.372	Tot. Loss: 0.486
+2025-09-18 19:30:05,978 INFO Epoch 12 	 Batch 4699	LR : 0.00004	Top1 Acc.: 96.688	CLS Loss: 0.107	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.389	Tot. Loss: 0.496
+2025-09-18 19:32:09,364 INFO Epoch 12 	 Batch 4799	LR : 0.00003	Top1 Acc.: 96.625	CLS Loss: 0.114	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.360	Tot. Loss: 0.474
+2025-09-18 19:34:12,712 INFO Epoch 12 	 Batch 4899	LR : 0.00003	Top1 Acc.: 96.625	CLS Loss: 0.121	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.362	Tot. Loss: 0.483
+2025-09-18 19:36:16,089 INFO Epoch 12 	 Batch 4999	LR : 0.00003	Top1 Acc.: 96.703	CLS Loss: 0.110	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.352	Tot. Loss: 0.462
+2025-09-18 19:43:16,548 INFO ################## 
+ ---> Validation Epoch 12 (Original Model)	Acc.: 81.464	FPR: 58.589	AUROC: 87.845	AUPR: 61.487	AURC: 46.229	EAURC: 27.878	AUPR Succ.: 96.711	ECE: 6.963	NLL: 7.623	Brier: 27.229
+2025-09-18 19:49:42,258 INFO ################## 
+ ---> Validation Epoch 12 (EMA Model)	Acc.: 81.484	FPR: 58.512	AUROC: 87.843	AUPR: 61.394	AURC: 46.167	EAURC: 27.856	AUPR Succ.: 96.714	ECE: 6.956	NLL: 7.612	Brier: 27.199
+2025-09-18 19:49:44,004 INFO ####### --- Training Epoch 13 --- #######
+2025-09-18 20:06:46,094 INFO Epoch 13 	 Batch 99	LR : 0.00003	Top1 Acc.: 96.656	CLS Loss: 0.111	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.387	Tot. Loss: 0.498
+2025-09-18 20:08:48,427 INFO Epoch 13 	 Batch 199	LR : 0.00003	Top1 Acc.: 96.891	CLS Loss: 0.105	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.370	Tot. Loss: 0.475
+2025-09-18 20:10:51,759 INFO Epoch 13 	 Batch 299	LR : 0.00003	Top1 Acc.: 96.672	CLS Loss: 0.109	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.382	Tot. Loss: 0.491
+2025-09-18 20:12:55,554 INFO Epoch 13 	 Batch 399	LR : 0.00003	Top1 Acc.: 96.812	CLS Loss: 0.111	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.380	Tot. Loss: 0.491
+2025-09-18 20:14:59,106 INFO Epoch 13 	 Batch 499	LR : 0.00003	Top1 Acc.: 96.438	CLS Loss: 0.119	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.370	Tot. Loss: 0.488
+2025-09-18 20:17:02,430 INFO Epoch 13 	 Batch 599	LR : 0.00003	Top1 Acc.: 96.688	CLS Loss: 0.121	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.363	Tot. Loss: 0.484
+2025-09-18 20:19:05,772 INFO Epoch 13 	 Batch 699	LR : 0.00003	Top1 Acc.: 96.391	CLS Loss: 0.114	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.368	Tot. Loss: 0.482
+2025-09-18 20:21:09,099 INFO Epoch 13 	 Batch 799	LR : 0.00003	Top1 Acc.: 96.422	CLS Loss: 0.123	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.380	Tot. Loss: 0.503
+2025-09-18 20:23:12,464 INFO Epoch 13 	 Batch 899	LR : 0.00003	Top1 Acc.: 96.719	CLS Loss: 0.112	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.399	Tot. Loss: 0.511
+2025-09-18 20:25:15,842 INFO Epoch 13 	 Batch 999	LR : 0.00003	Top1 Acc.: 96.656	CLS Loss: 0.113	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.345	Tot. Loss: 0.458
+2025-09-18 20:27:19,216 INFO Epoch 13 	 Batch 1099	LR : 0.00003	Top1 Acc.: 96.219	CLS Loss: 0.116	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.392	Tot. Loss: 0.508
+2025-09-18 20:29:22,583 INFO Epoch 13 	 Batch 1199	LR : 0.00003	Top1 Acc.: 96.719	CLS Loss: 0.110	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.378	Tot. Loss: 0.488
+2025-09-18 20:31:25,935 INFO Epoch 13 	 Batch 1299	LR : 0.00003	Top1 Acc.: 96.750	CLS Loss: 0.110	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.371	Tot. Loss: 0.480
+2025-09-18 20:33:29,330 INFO Epoch 13 	 Batch 1399	LR : 0.00003	Top1 Acc.: 96.922	CLS Loss: 0.102	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.348	Tot. Loss: 0.450
+2025-09-18 20:35:32,724 INFO Epoch 13 	 Batch 1499	LR : 0.00003	Top1 Acc.: 96.516	CLS Loss: 0.117	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.387	Tot. Loss: 0.504
+2025-09-18 20:37:36,111 INFO Epoch 13 	 Batch 1599	LR : 0.00003	Top1 Acc.: 96.484	CLS Loss: 0.116	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.376	Tot. Loss: 0.492
+2025-09-18 20:39:39,510 INFO Epoch 13 	 Batch 1699	LR : 0.00003	Top1 Acc.: 96.922	CLS Loss: 0.117	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.377	Tot. Loss: 0.494
+2025-09-18 20:41:42,861 INFO Epoch 13 	 Batch 1799	LR : 0.00003	Top1 Acc.: 96.641	CLS Loss: 0.118	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.366	Tot. Loss: 0.483
+2025-09-18 20:43:46,227 INFO Epoch 13 	 Batch 1899	LR : 0.00003	Top1 Acc.: 96.375	CLS Loss: 0.117	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.400	Tot. Loss: 0.517
+2025-09-18 20:45:49,617 INFO Epoch 13 	 Batch 1999	LR : 0.00003	Top1 Acc.: 96.984	CLS Loss: 0.107	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.376	Tot. Loss: 0.483
+2025-09-18 20:47:53,210 INFO Epoch 13 	 Batch 2099	LR : 0.00003	Top1 Acc.: 96.453	CLS Loss: 0.120	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.378	Tot. Loss: 0.498
+2025-09-18 20:49:57,023 INFO Epoch 13 	 Batch 2199	LR : 0.00003	Top1 Acc.: 96.891	CLS Loss: 0.109	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.365	Tot. Loss: 0.474
+2025-09-18 20:52:00,665 INFO Epoch 13 	 Batch 2299	LR : 0.00003	Top1 Acc.: 96.781	CLS Loss: 0.113	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.372	Tot. Loss: 0.485
+2025-09-18 20:54:04,239 INFO Epoch 13 	 Batch 2399	LR : 0.00003	Top1 Acc.: 96.953	CLS Loss: 0.106	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.364	Tot. Loss: 0.470
+2025-09-18 20:56:07,764 INFO Epoch 13 	 Batch 2499	LR : 0.00003	Top1 Acc.: 96.688	CLS Loss: 0.118	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.390	Tot. Loss: 0.509
+2025-09-18 20:58:11,316 INFO Epoch 13 	 Batch 2599	LR : 0.00003	Top1 Acc.: 96.797	CLS Loss: 0.109	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.371	Tot. Loss: 0.480
+2025-09-18 21:00:14,839 INFO Epoch 13 	 Batch 2699	LR : 0.00003	Top1 Acc.: 96.922	CLS Loss: 0.106	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.380	Tot. Loss: 0.486
+2025-09-18 21:02:18,371 INFO Epoch 13 	 Batch 2799	LR : 0.00003	Top1 Acc.: 96.812	CLS Loss: 0.110	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.356	Tot. Loss: 0.466
+2025-09-18 21:04:21,967 INFO Epoch 13 	 Batch 2899	LR : 0.00003	Top1 Acc.: 96.922	CLS Loss: 0.117	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.386	Tot. Loss: 0.503
+2025-09-18 21:06:25,494 INFO Epoch 13 	 Batch 2999	LR : 0.00003	Top1 Acc.: 96.500	CLS Loss: 0.123	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.371	Tot. Loss: 0.494
+2025-09-18 21:08:29,058 INFO Epoch 13 	 Batch 3099	LR : 0.00003	Top1 Acc.: 96.406	CLS Loss: 0.114	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.384	Tot. Loss: 0.498
+2025-09-18 21:10:32,639 INFO Epoch 13 	 Batch 3199	LR : 0.00003	Top1 Acc.: 96.484	CLS Loss: 0.109	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.361	Tot. Loss: 0.470
+2025-09-18 21:12:36,243 INFO Epoch 13 	 Batch 3299	LR : 0.00003	Top1 Acc.: 96.844	CLS Loss: 0.115	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.379	Tot. Loss: 0.493
+2025-09-18 21:14:39,889 INFO Epoch 13 	 Batch 3399	LR : 0.00003	Top1 Acc.: 96.781	CLS Loss: 0.113	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.375	Tot. Loss: 0.487
+2025-09-18 21:16:43,555 INFO Epoch 13 	 Batch 3499	LR : 0.00003	Top1 Acc.: 97.125	CLS Loss: 0.099	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.366	Tot. Loss: 0.464
+2025-09-18 21:18:47,179 INFO Epoch 13 	 Batch 3599	LR : 0.00003	Top1 Acc.: 96.562	CLS Loss: 0.114	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.399	Tot. Loss: 0.512
+2025-09-18 21:20:50,823 INFO Epoch 13 	 Batch 3699	LR : 0.00003	Top1 Acc.: 96.672	CLS Loss: 0.114	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.376	Tot. Loss: 0.490
+2025-09-18 21:22:54,518 INFO Epoch 13 	 Batch 3799	LR : 0.00003	Top1 Acc.: 96.109	CLS Loss: 0.123	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.386	Tot. Loss: 0.509
+2025-09-18 21:24:58,172 INFO Epoch 13 	 Batch 3899	LR : 0.00003	Top1 Acc.: 96.438	CLS Loss: 0.113	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.368	Tot. Loss: 0.481
+2025-09-18 21:27:01,881 INFO Epoch 13 	 Batch 3999	LR : 0.00003	Top1 Acc.: 97.109	CLS Loss: 0.099	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.342	Tot. Loss: 0.441
+2025-09-18 21:29:05,553 INFO Epoch 13 	 Batch 4099	LR : 0.00003	Top1 Acc.: 96.562	CLS Loss: 0.113	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.402	Tot. Loss: 0.515
+2025-09-18 21:31:09,171 INFO Epoch 13 	 Batch 4199	LR : 0.00003	Top1 Acc.: 96.484	CLS Loss: 0.116	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.389	Tot. Loss: 0.505
+2025-09-18 21:33:12,792 INFO Epoch 13 	 Batch 4299	LR : 0.00003	Top1 Acc.: 97.078	CLS Loss: 0.108	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.367	Tot. Loss: 0.475
+2025-09-18 21:35:16,366 INFO Epoch 13 	 Batch 4399	LR : 0.00003	Top1 Acc.: 96.672	CLS Loss: 0.109	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.363	Tot. Loss: 0.471
+2025-09-18 21:37:19,565 INFO Epoch 13 	 Batch 4499	LR : 0.00003	Top1 Acc.: 96.688	CLS Loss: 0.117	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.366	Tot. Loss: 0.483
+2025-09-18 21:39:23,104 INFO Epoch 13 	 Batch 4599	LR : 0.00003	Top1 Acc.: 96.719	CLS Loss: 0.114	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.365	Tot. Loss: 0.479
+2025-09-18 21:41:26,681 INFO Epoch 13 	 Batch 4699	LR : 0.00003	Top1 Acc.: 96.766	CLS Loss: 0.106	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.377	Tot. Loss: 0.483
+2025-09-18 21:43:30,148 INFO Epoch 13 	 Batch 4799	LR : 0.00003	Top1 Acc.: 96.656	CLS Loss: 0.114	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.377	Tot. Loss: 0.491
+2025-09-18 21:45:33,599 INFO Epoch 13 	 Batch 4899	LR : 0.00003	Top1 Acc.: 96.578	CLS Loss: 0.119	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.386	Tot. Loss: 0.505
+2025-09-18 21:47:37,095 INFO Epoch 13 	 Batch 4999	LR : 0.00003	Top1 Acc.: 96.703	CLS Loss: 0.109	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.359	Tot. Loss: 0.468
+2025-09-18 21:54:24,920 INFO ################## 
+ ---> Validation Epoch 13 (Original Model)	Acc.: 81.476	FPR: 58.929	AUROC: 87.811	AUPR: 61.326	AURC: 46.238	EAURC: 27.911	AUPR Succ.: 96.708	ECE: 6.923	NLL: 7.627	Brier: 27.242
+2025-09-18 22:00:38,264 INFO ################## 
+ ---> Validation Epoch 13 (EMA Model)	Acc.: 81.484	FPR: 58.630	AUROC: 87.828	AUPR: 61.323	AURC: 46.176	EAURC: 27.865	AUPR Succ.: 96.713	ECE: 6.942	NLL: 7.619	Brier: 27.216
+2025-09-18 22:00:38,315 INFO ####### --- Training Epoch 14 --- #######
+2025-09-18 22:19:43,859 INFO Epoch 14 	 Batch 99	LR : 0.00003	Top1 Acc.: 96.766	CLS Loss: 0.110	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.390	Tot. Loss: 0.500
+2025-09-18 22:21:46,227 INFO Epoch 14 	 Batch 199	LR : 0.00003	Top1 Acc.: 96.859	CLS Loss: 0.105	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.357	Tot. Loss: 0.462
+2025-09-18 22:23:49,311 INFO Epoch 14 	 Batch 299	LR : 0.00003	Top1 Acc.: 96.703	CLS Loss: 0.109	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.369	Tot. Loss: 0.478
+2025-09-18 22:25:53,000 INFO Epoch 14 	 Batch 399	LR : 0.00003	Top1 Acc.: 96.672	CLS Loss: 0.112	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.380	Tot. Loss: 0.492
+2025-09-18 22:27:56,451 INFO Epoch 14 	 Batch 499	LR : 0.00003	Top1 Acc.: 96.484	CLS Loss: 0.119	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.378	Tot. Loss: 0.497
+2025-09-18 22:29:59,753 INFO Epoch 14 	 Batch 599	LR : 0.00003	Top1 Acc.: 96.625	CLS Loss: 0.122	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.368	Tot. Loss: 0.489
+2025-09-18 22:32:03,053 INFO Epoch 14 	 Batch 699	LR : 0.00003	Top1 Acc.: 96.391	CLS Loss: 0.114	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.363	Tot. Loss: 0.477
+2025-09-18 22:34:06,386 INFO Epoch 14 	 Batch 799	LR : 0.00003	Top1 Acc.: 96.422	CLS Loss: 0.123	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.377	Tot. Loss: 0.500
+2025-09-18 22:36:09,737 INFO Epoch 14 	 Batch 899	LR : 0.00003	Top1 Acc.: 96.609	CLS Loss: 0.111	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.387	Tot. Loss: 0.498
+2025-09-18 22:38:13,029 INFO Epoch 14 	 Batch 999	LR : 0.00003	Top1 Acc.: 96.641	CLS Loss: 0.113	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.357	Tot. Loss: 0.469
+2025-09-18 22:40:16,343 INFO Epoch 14 	 Batch 1099	LR : 0.00003	Top1 Acc.: 96.375	CLS Loss: 0.113	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.372	Tot. Loss: 0.486
+2025-09-18 22:42:19,713 INFO Epoch 14 	 Batch 1199	LR : 0.00003	Top1 Acc.: 96.797	CLS Loss: 0.111	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.370	Tot. Loss: 0.481
+2025-09-18 22:44:23,061 INFO Epoch 14 	 Batch 1299	LR : 0.00003	Top1 Acc.: 96.781	CLS Loss: 0.109	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.379	Tot. Loss: 0.488
+2025-09-18 22:46:26,383 INFO Epoch 14 	 Batch 1399	LR : 0.00003	Top1 Acc.: 96.891	CLS Loss: 0.101	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.369	Tot. Loss: 0.470
+2025-09-18 22:48:29,732 INFO Epoch 14 	 Batch 1499	LR : 0.00003	Top1 Acc.: 96.562	CLS Loss: 0.116	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.354	Tot. Loss: 0.470
+2025-09-18 22:50:33,052 INFO Epoch 14 	 Batch 1599	LR : 0.00003	Top1 Acc.: 96.516	CLS Loss: 0.114	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.379	Tot. Loss: 0.493
+2025-09-18 22:52:36,391 INFO Epoch 14 	 Batch 1699	LR : 0.00003	Top1 Acc.: 96.906	CLS Loss: 0.116	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.375	Tot. Loss: 0.491
+2025-09-18 22:54:39,726 INFO Epoch 14 	 Batch 1799	LR : 0.00002	Top1 Acc.: 96.641	CLS Loss: 0.116	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.370	Tot. Loss: 0.487
+2025-09-18 22:56:43,102 INFO Epoch 14 	 Batch 1899	LR : 0.00002	Top1 Acc.: 96.344	CLS Loss: 0.116	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.399	Tot. Loss: 0.515
+2025-09-18 22:58:46,486 INFO Epoch 14 	 Batch 1999	LR : 0.00002	Top1 Acc.: 96.984	CLS Loss: 0.106	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.364	Tot. Loss: 0.471
+2025-09-18 23:00:49,845 INFO Epoch 14 	 Batch 2099	LR : 0.00002	Top1 Acc.: 96.406	CLS Loss: 0.119	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.388	Tot. Loss: 0.507
+2025-09-18 23:02:53,207 INFO Epoch 14 	 Batch 2199	LR : 0.00002	Top1 Acc.: 96.906	CLS Loss: 0.110	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.360	Tot. Loss: 0.470
+2025-09-18 23:04:56,554 INFO Epoch 14 	 Batch 2299	LR : 0.00002	Top1 Acc.: 96.938	CLS Loss: 0.113	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.385	Tot. Loss: 0.498
+2025-09-18 23:06:59,943 INFO Epoch 14 	 Batch 2399	LR : 0.00002	Top1 Acc.: 97.047	CLS Loss: 0.105	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.383	Tot. Loss: 0.488
+2025-09-18 23:09:03,309 INFO Epoch 14 	 Batch 2499	LR : 0.00002	Top1 Acc.: 96.672	CLS Loss: 0.119	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.375	Tot. Loss: 0.494
+2025-09-18 23:11:06,650 INFO Epoch 14 	 Batch 2599	LR : 0.00002	Top1 Acc.: 96.844	CLS Loss: 0.107	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.349	Tot. Loss: 0.456
+2025-09-18 23:13:09,984 INFO Epoch 14 	 Batch 2699	LR : 0.00002	Top1 Acc.: 96.859	CLS Loss: 0.107	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.377	Tot. Loss: 0.484
+2025-09-18 23:15:13,330 INFO Epoch 14 	 Batch 2799	LR : 0.00002	Top1 Acc.: 96.750	CLS Loss: 0.109	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.338	Tot. Loss: 0.447
+2025-09-18 23:17:16,667 INFO Epoch 14 	 Batch 2899	LR : 0.00002	Top1 Acc.: 96.828	CLS Loss: 0.118	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.381	Tot. Loss: 0.499
+2025-09-18 23:19:20,002 INFO Epoch 14 	 Batch 2999	LR : 0.00002	Top1 Acc.: 96.422	CLS Loss: 0.123	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.394	Tot. Loss: 0.517
+2025-09-18 23:21:23,336 INFO Epoch 14 	 Batch 3099	LR : 0.00002	Top1 Acc.: 96.516	CLS Loss: 0.112	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.386	Tot. Loss: 0.498
+2025-09-18 23:23:26,705 INFO Epoch 14 	 Batch 3199	LR : 0.00002	Top1 Acc.: 96.672	CLS Loss: 0.109	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.360	Tot. Loss: 0.469
+2025-09-18 23:25:30,048 INFO Epoch 14 	 Batch 3299	LR : 0.00002	Top1 Acc.: 96.781	CLS Loss: 0.113	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.369	Tot. Loss: 0.483
+2025-09-18 23:27:33,402 INFO Epoch 14 	 Batch 3399	LR : 0.00002	Top1 Acc.: 96.828	CLS Loss: 0.112	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.368	Tot. Loss: 0.480
+2025-09-18 23:29:36,803 INFO Epoch 14 	 Batch 3499	LR : 0.00002	Top1 Acc.: 97.047	CLS Loss: 0.099	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.355	Tot. Loss: 0.454
+2025-09-18 23:31:40,127 INFO Epoch 14 	 Batch 3599	LR : 0.00002	Top1 Acc.: 96.609	CLS Loss: 0.113	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.386	Tot. Loss: 0.498
+2025-09-18 23:33:43,487 INFO Epoch 14 	 Batch 3699	LR : 0.00002	Top1 Acc.: 96.609	CLS Loss: 0.115	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.368	Tot. Loss: 0.484
+2025-09-18 23:35:46,879 INFO Epoch 14 	 Batch 3799	LR : 0.00002	Top1 Acc.: 96.109	CLS Loss: 0.120	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.377	Tot. Loss: 0.498
+2025-09-18 23:37:50,211 INFO Epoch 14 	 Batch 3899	LR : 0.00002	Top1 Acc.: 96.375	CLS Loss: 0.112	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.353	Tot. Loss: 0.465
+2025-09-18 23:39:53,565 INFO Epoch 14 	 Batch 3999	LR : 0.00002	Top1 Acc.: 97.062	CLS Loss: 0.099	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.356	Tot. Loss: 0.455
+2025-09-18 23:41:56,945 INFO Epoch 14 	 Batch 4099	LR : 0.00002	Top1 Acc.: 96.500	CLS Loss: 0.114	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.386	Tot. Loss: 0.499
+2025-09-18 23:44:00,292 INFO Epoch 14 	 Batch 4199	LR : 0.00002	Top1 Acc.: 96.594	CLS Loss: 0.114	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.365	Tot. Loss: 0.479
+2025-09-18 23:46:03,624 INFO Epoch 14 	 Batch 4299	LR : 0.00002	Top1 Acc.: 97.031	CLS Loss: 0.108	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.354	Tot. Loss: 0.461
+2025-09-18 23:48:06,994 INFO Epoch 14 	 Batch 4399	LR : 0.00002	Top1 Acc.: 96.766	CLS Loss: 0.108	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.385	Tot. Loss: 0.492
+2025-09-18 23:50:10,291 INFO Epoch 14 	 Batch 4499	LR : 0.00002	Top1 Acc.: 96.609	CLS Loss: 0.117	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.362	Tot. Loss: 0.478
+2025-09-18 23:52:13,635 INFO Epoch 14 	 Batch 4599	LR : 0.00002	Top1 Acc.: 96.781	CLS Loss: 0.113	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.387	Tot. Loss: 0.500
+2025-09-18 23:54:17,094 INFO Epoch 14 	 Batch 4699	LR : 0.00002	Top1 Acc.: 96.750	CLS Loss: 0.106	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.375	Tot. Loss: 0.481
+2025-09-18 23:56:20,446 INFO Epoch 14 	 Batch 4799	LR : 0.00002	Top1 Acc.: 96.719	CLS Loss: 0.112	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.378	Tot. Loss: 0.490
+2025-09-18 23:58:23,824 INFO Epoch 14 	 Batch 4899	LR : 0.00002	Top1 Acc.: 96.719	CLS Loss: 0.117	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.359	Tot. Loss: 0.476
+2025-09-19 00:00:27,159 INFO Epoch 14 	 Batch 4999	LR : 0.00002	Top1 Acc.: 96.641	CLS Loss: 0.107	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.347	Tot. Loss: 0.454
+2025-09-19 00:07:29,989 INFO ################## 
+ ---> Validation Epoch 14 (Original Model)	Acc.: 81.446	FPR: 58.586	AUROC: 87.846	AUPR: 61.651	AURC: 46.257	EAURC: 27.869	AUPR Succ.: 96.712	ECE: 6.937	NLL: 7.630	Brier: 27.251
+2025-09-19 00:13:46,935 INFO ################## 
+ ---> Validation Epoch 14 (EMA Model)	Acc.: 81.454	FPR: 58.438	AUROC: 87.853	AUPR: 61.576	AURC: 46.225	EAURC: 27.853	AUPR Succ.: 96.714	ECE: 6.954	NLL: 7.626	Brier: 27.235
+2025-09-19 00:13:48,550 INFO ####### --- Training Epoch 15 --- #######
+2025-09-19 00:30:10,391 INFO Epoch 15 	 Batch 99	LR : 0.00002	Top1 Acc.: 96.719	CLS Loss: 0.110	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.371	Tot. Loss: 0.481
+2025-09-19 00:32:13,148 INFO Epoch 15 	 Batch 199	LR : 0.00002	Top1 Acc.: 96.891	CLS Loss: 0.104	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.376	Tot. Loss: 0.480
+2025-09-19 00:34:16,600 INFO Epoch 15 	 Batch 299	LR : 0.00002	Top1 Acc.: 96.703	CLS Loss: 0.108	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.381	Tot. Loss: 0.489
+2025-09-19 00:36:20,399 INFO Epoch 15 	 Batch 399	LR : 0.00002	Top1 Acc.: 96.766	CLS Loss: 0.111	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.359	Tot. Loss: 0.471
+2025-09-19 00:38:23,960 INFO Epoch 15 	 Batch 499	LR : 0.00002	Top1 Acc.: 96.500	CLS Loss: 0.116	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.382	Tot. Loss: 0.498
+2025-09-19 00:40:27,439 INFO Epoch 15 	 Batch 599	LR : 0.00002	Top1 Acc.: 96.641	CLS Loss: 0.119	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.386	Tot. Loss: 0.506
+2025-09-19 00:42:30,931 INFO Epoch 15 	 Batch 699	LR : 0.00002	Top1 Acc.: 96.500	CLS Loss: 0.114	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.366	Tot. Loss: 0.480
+2025-09-19 00:44:34,380 INFO Epoch 15 	 Batch 799	LR : 0.00002	Top1 Acc.: 96.500	CLS Loss: 0.122	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.380	Tot. Loss: 0.503
+2025-09-19 00:46:37,867 INFO Epoch 15 	 Batch 899	LR : 0.00002	Top1 Acc.: 96.750	CLS Loss: 0.110	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.370	Tot. Loss: 0.480
+2025-09-19 00:48:41,338 INFO Epoch 15 	 Batch 999	LR : 0.00002	Top1 Acc.: 96.641	CLS Loss: 0.111	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.384	Tot. Loss: 0.494
+2025-09-19 00:50:44,829 INFO Epoch 15 	 Batch 1099	LR : 0.00002	Top1 Acc.: 96.438	CLS Loss: 0.112	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.371	Tot. Loss: 0.483
+2025-09-19 00:52:48,294 INFO Epoch 15 	 Batch 1199	LR : 0.00002	Top1 Acc.: 96.766	CLS Loss: 0.109	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.384	Tot. Loss: 0.493
+2025-09-19 00:54:51,793 INFO Epoch 15 	 Batch 1299	LR : 0.00002	Top1 Acc.: 96.766	CLS Loss: 0.109	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.353	Tot. Loss: 0.462
+2025-09-19 00:56:55,274 INFO Epoch 15 	 Batch 1399	LR : 0.00002	Top1 Acc.: 96.984	CLS Loss: 0.101	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.349	Tot. Loss: 0.450
+2025-09-19 00:58:58,762 INFO Epoch 15 	 Batch 1499	LR : 0.00002	Top1 Acc.: 96.750	CLS Loss: 0.116	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.372	Tot. Loss: 0.488
+2025-09-19 01:01:02,267 INFO Epoch 15 	 Batch 1599	LR : 0.00002	Top1 Acc.: 96.672	CLS Loss: 0.113	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.372	Tot. Loss: 0.485
+2025-09-19 01:03:05,758 INFO Epoch 15 	 Batch 1699	LR : 0.00002	Top1 Acc.: 96.812	CLS Loss: 0.116	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.355	Tot. Loss: 0.471
+2025-09-19 01:05:09,211 INFO Epoch 15 	 Batch 1799	LR : 0.00002	Top1 Acc.: 96.578	CLS Loss: 0.117	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.378	Tot. Loss: 0.495
+2025-09-19 01:07:12,700 INFO Epoch 15 	 Batch 1899	LR : 0.00002	Top1 Acc.: 96.375	CLS Loss: 0.115	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.373	Tot. Loss: 0.488
+2025-09-19 01:09:16,164 INFO Epoch 15 	 Batch 1999	LR : 0.00002	Top1 Acc.: 97.000	CLS Loss: 0.106	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.343	Tot. Loss: 0.449
+2025-09-19 01:11:19,689 INFO Epoch 15 	 Batch 2099	LR : 0.00002	Top1 Acc.: 96.500	CLS Loss: 0.120	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.384	Tot. Loss: 0.504
+2025-09-19 01:13:22,989 INFO Epoch 15 	 Batch 2199	LR : 0.00002	Top1 Acc.: 96.797	CLS Loss: 0.108	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.339	Tot. Loss: 0.447
+2025-09-19 01:15:26,210 INFO Epoch 15 	 Batch 2299	LR : 0.00002	Top1 Acc.: 96.781	CLS Loss: 0.112	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.375	Tot. Loss: 0.487
+2025-09-19 01:17:29,542 INFO Epoch 15 	 Batch 2399	LR : 0.00002	Top1 Acc.: 97.078	CLS Loss: 0.104	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.350	Tot. Loss: 0.454
+2025-09-19 01:19:32,978 INFO Epoch 15 	 Batch 2499	LR : 0.00002	Top1 Acc.: 96.703	CLS Loss: 0.119	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.355	Tot. Loss: 0.474
+2025-09-19 01:21:36,354 INFO Epoch 15 	 Batch 2599	LR : 0.00002	Top1 Acc.: 96.891	CLS Loss: 0.106	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.365	Tot. Loss: 0.472
+2025-09-19 01:23:39,721 INFO Epoch 15 	 Batch 2699	LR : 0.00002	Top1 Acc.: 96.828	CLS Loss: 0.106	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.383	Tot. Loss: 0.489
+2025-09-19 01:25:43,004 INFO Epoch 15 	 Batch 2799	LR : 0.00002	Top1 Acc.: 96.797	CLS Loss: 0.107	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.369	Tot. Loss: 0.477
+2025-09-19 01:27:46,274 INFO Epoch 15 	 Batch 2899	LR : 0.00002	Top1 Acc.: 96.922	CLS Loss: 0.117	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.406	Tot. Loss: 0.523
+2025-09-19 01:29:49,580 INFO Epoch 15 	 Batch 2999	LR : 0.00002	Top1 Acc.: 96.469	CLS Loss: 0.122	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.378	Tot. Loss: 0.500
+2025-09-19 01:31:52,903 INFO Epoch 15 	 Batch 3099	LR : 0.00002	Top1 Acc.: 96.422	CLS Loss: 0.113	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.385	Tot. Loss: 0.498
+2025-09-19 01:33:56,193 INFO Epoch 15 	 Batch 3199	LR : 0.00002	Top1 Acc.: 96.672	CLS Loss: 0.108	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.376	Tot. Loss: 0.484
+2025-09-19 01:35:59,482 INFO Epoch 15 	 Batch 3299	LR : 0.00002	Top1 Acc.: 96.797	CLS Loss: 0.114	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.361	Tot. Loss: 0.475
+2025-09-19 01:38:02,782 INFO Epoch 15 	 Batch 3399	LR : 0.00002	Top1 Acc.: 96.828	CLS Loss: 0.112	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.359	Tot. Loss: 0.470
+2025-09-19 01:40:06,096 INFO Epoch 15 	 Batch 3499	LR : 0.00002	Top1 Acc.: 97.172	CLS Loss: 0.098	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.367	Tot. Loss: 0.465
+2025-09-19 01:42:09,432 INFO Epoch 15 	 Batch 3599	LR : 0.00002	Top1 Acc.: 96.688	CLS Loss: 0.111	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.405	Tot. Loss: 0.516
+2025-09-19 01:44:12,781 INFO Epoch 15 	 Batch 3699	LR : 0.00002	Top1 Acc.: 96.625	CLS Loss: 0.115	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.372	Tot. Loss: 0.487
+2025-09-19 01:46:16,105 INFO Epoch 15 	 Batch 3799	LR : 0.00002	Top1 Acc.: 96.172	CLS Loss: 0.121	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.381	Tot. Loss: 0.502
+2025-09-19 01:48:19,429 INFO Epoch 15 	 Batch 3899	LR : 0.00002	Top1 Acc.: 96.531	CLS Loss: 0.112	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.356	Tot. Loss: 0.468
+2025-09-19 01:50:22,784 INFO Epoch 15 	 Batch 3999	LR : 0.00002	Top1 Acc.: 97.172	CLS Loss: 0.098	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.357	Tot. Loss: 0.454
+2025-09-19 01:52:26,112 INFO Epoch 15 	 Batch 4099	LR : 0.00002	Top1 Acc.: 96.594	CLS Loss: 0.114	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.397	Tot. Loss: 0.511
+2025-09-19 01:54:29,490 INFO Epoch 15 	 Batch 4199	LR : 0.00002	Top1 Acc.: 96.438	CLS Loss: 0.115	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.386	Tot. Loss: 0.501
+2025-09-19 01:56:32,821 INFO Epoch 15 	 Batch 4299	LR : 0.00002	Top1 Acc.: 97.062	CLS Loss: 0.108	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.328	Tot. Loss: 0.436
+2025-09-19 01:58:36,183 INFO Epoch 15 	 Batch 4399	LR : 0.00002	Top1 Acc.: 96.688	CLS Loss: 0.109	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.360	Tot. Loss: 0.469
+2025-09-19 02:00:39,514 INFO Epoch 15 	 Batch 4499	LR : 0.00002	Top1 Acc.: 96.844	CLS Loss: 0.115	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.378	Tot. Loss: 0.494
+2025-09-19 02:02:42,862 INFO Epoch 15 	 Batch 4599	LR : 0.00002	Top1 Acc.: 96.859	CLS Loss: 0.110	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.359	Tot. Loss: 0.469
+2025-09-19 02:04:46,202 INFO Epoch 15 	 Batch 4699	LR : 0.00002	Top1 Acc.: 96.828	CLS Loss: 0.105	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.373	Tot. Loss: 0.478
+2025-09-19 02:06:49,583 INFO Epoch 15 	 Batch 4799	LR : 0.00001	Top1 Acc.: 96.688	CLS Loss: 0.113	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.359	Tot. Loss: 0.471
+2025-09-19 02:08:52,952 INFO Epoch 15 	 Batch 4899	LR : 0.00001	Top1 Acc.: 96.594	CLS Loss: 0.118	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.384	Tot. Loss: 0.502
+2025-09-19 02:10:56,311 INFO Epoch 15 	 Batch 4999	LR : 0.00001	Top1 Acc.: 96.766	CLS Loss: 0.108	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.341	Tot. Loss: 0.449
+2025-09-19 02:17:16,947 INFO ################## 
+ ---> Validation Epoch 15 (Original Model)	Acc.: 81.444	FPR: 58.687	AUROC: 87.849	AUPR: 61.622	AURC: 46.251	EAURC: 27.858	AUPR Succ.: 96.713	ECE: 6.962	NLL: 7.634	Brier: 27.257
+2025-09-19 02:22:56,146 INFO ################## 
+ ---> Validation Epoch 15 (EMA Model)	Acc.: 81.478	FPR: 58.827	AUROC: 87.814	AUPR: 61.449	AURC: 46.221	EAURC: 27.898	AUPR Succ.: 96.709	ECE: 6.933	NLL: 7.629	Brier: 27.244
+2025-09-19 02:22:57,126 INFO ####### --- Training Epoch 16 --- #######
+2025-09-19 02:39:17,484 INFO Epoch 16 	 Batch 99	LR : 0.00001	Top1 Acc.: 96.734	CLS Loss: 0.110	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.376	Tot. Loss: 0.486
+2025-09-19 02:41:20,246 INFO Epoch 16 	 Batch 199	LR : 0.00001	Top1 Acc.: 96.922	CLS Loss: 0.104	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.353	Tot. Loss: 0.457
+2025-09-19 02:43:23,517 INFO Epoch 16 	 Batch 299	LR : 0.00001	Top1 Acc.: 96.750	CLS Loss: 0.108	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.359	Tot. Loss: 0.467
+2025-09-19 02:45:27,681 INFO Epoch 16 	 Batch 399	LR : 0.00001	Top1 Acc.: 96.688	CLS Loss: 0.112	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.357	Tot. Loss: 0.469
+2025-09-19 02:47:31,455 INFO Epoch 16 	 Batch 499	LR : 0.00001	Top1 Acc.: 96.531	CLS Loss: 0.118	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.369	Tot. Loss: 0.486
+2025-09-19 02:49:34,946 INFO Epoch 16 	 Batch 599	LR : 0.00001	Top1 Acc.: 96.578	CLS Loss: 0.120	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.367	Tot. Loss: 0.487
+2025-09-19 02:51:38,599 INFO Epoch 16 	 Batch 699	LR : 0.00001	Top1 Acc.: 96.500	CLS Loss: 0.113	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.354	Tot. Loss: 0.468
+2025-09-19 02:53:42,309 INFO Epoch 16 	 Batch 799	LR : 0.00001	Top1 Acc.: 96.406	CLS Loss: 0.120	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.378	Tot. Loss: 0.498
+2025-09-19 02:55:45,962 INFO Epoch 16 	 Batch 899	LR : 0.00001	Top1 Acc.: 96.578	CLS Loss: 0.111	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.367	Tot. Loss: 0.478
+2025-09-19 02:57:49,646 INFO Epoch 16 	 Batch 999	LR : 0.00001	Top1 Acc.: 96.797	CLS Loss: 0.109	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.362	Tot. Loss: 0.471
+2025-09-19 02:59:53,333 INFO Epoch 16 	 Batch 1099	LR : 0.00001	Top1 Acc.: 96.344	CLS Loss: 0.113	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.375	Tot. Loss: 0.488
+2025-09-19 03:01:56,972 INFO Epoch 16 	 Batch 1199	LR : 0.00001	Top1 Acc.: 96.844	CLS Loss: 0.110	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.366	Tot. Loss: 0.475
+2025-09-19 03:04:00,671 INFO Epoch 16 	 Batch 1299	LR : 0.00001	Top1 Acc.: 96.844	CLS Loss: 0.109	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.383	Tot. Loss: 0.492
+2025-09-19 03:06:03,965 INFO Epoch 16 	 Batch 1399	LR : 0.00001	Top1 Acc.: 96.891	CLS Loss: 0.101	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.362	Tot. Loss: 0.463
+2025-09-19 03:08:07,114 INFO Epoch 16 	 Batch 1499	LR : 0.00001	Top1 Acc.: 96.656	CLS Loss: 0.115	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.371	Tot. Loss: 0.486
+2025-09-19 03:10:10,779 INFO Epoch 16 	 Batch 1599	LR : 0.00001	Top1 Acc.: 96.656	CLS Loss: 0.113	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.372	Tot. Loss: 0.485
+2025-09-19 03:12:14,372 INFO Epoch 16 	 Batch 1699	LR : 0.00001	Top1 Acc.: 96.859	CLS Loss: 0.114	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.359	Tot. Loss: 0.473
+2025-09-19 03:14:17,835 INFO Epoch 16 	 Batch 1799	LR : 0.00001	Top1 Acc.: 96.609	CLS Loss: 0.116	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.366	Tot. Loss: 0.483
+2025-09-19 03:16:21,345 INFO Epoch 16 	 Batch 1899	LR : 0.00001	Top1 Acc.: 96.328	CLS Loss: 0.115	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.393	Tot. Loss: 0.509
+2025-09-19 03:18:24,802 INFO Epoch 16 	 Batch 1999	LR : 0.00001	Top1 Acc.: 96.953	CLS Loss: 0.106	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.353	Tot. Loss: 0.459
+2025-09-19 03:20:28,313 INFO Epoch 16 	 Batch 2099	LR : 0.00001	Top1 Acc.: 96.438	CLS Loss: 0.118	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.382	Tot. Loss: 0.500
+2025-09-19 03:22:31,836 INFO Epoch 16 	 Batch 2199	LR : 0.00001	Top1 Acc.: 96.781	CLS Loss: 0.108	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.348	Tot. Loss: 0.456
+2025-09-19 03:24:35,311 INFO Epoch 16 	 Batch 2299	LR : 0.00001	Top1 Acc.: 96.844	CLS Loss: 0.112	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.374	Tot. Loss: 0.485
+2025-09-19 03:26:38,798 INFO Epoch 16 	 Batch 2399	LR : 0.00001	Top1 Acc.: 97.062	CLS Loss: 0.104	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.364	Tot. Loss: 0.469
+2025-09-19 03:28:42,321 INFO Epoch 16 	 Batch 2499	LR : 0.00001	Top1 Acc.: 96.750	CLS Loss: 0.118	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.381	Tot. Loss: 0.499
+2025-09-19 03:30:45,812 INFO Epoch 16 	 Batch 2599	LR : 0.00001	Top1 Acc.: 96.906	CLS Loss: 0.106	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.354	Tot. Loss: 0.461
+2025-09-19 03:32:49,302 INFO Epoch 16 	 Batch 2699	LR : 0.00001	Top1 Acc.: 96.844	CLS Loss: 0.106	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.382	Tot. Loss: 0.487
+2025-09-19 03:34:52,702 INFO Epoch 16 	 Batch 2799	LR : 0.00001	Top1 Acc.: 96.688	CLS Loss: 0.107	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.370	Tot. Loss: 0.477
+2025-09-19 03:36:56,153 INFO Epoch 16 	 Batch 2899	LR : 0.00001	Top1 Acc.: 96.875	CLS Loss: 0.117	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.388	Tot. Loss: 0.505
+2025-09-19 03:38:59,695 INFO Epoch 16 	 Batch 2999	LR : 0.00001	Top1 Acc.: 96.578	CLS Loss: 0.123	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.381	Tot. Loss: 0.503
+2025-09-19 03:41:03,185 INFO Epoch 16 	 Batch 3099	LR : 0.00001	Top1 Acc.: 96.562	CLS Loss: 0.113	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.370	Tot. Loss: 0.483
+2025-09-19 03:43:06,687 INFO Epoch 16 	 Batch 3199	LR : 0.00001	Top1 Acc.: 96.672	CLS Loss: 0.108	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.364	Tot. Loss: 0.472
+2025-09-19 03:45:10,100 INFO Epoch 16 	 Batch 3299	LR : 0.00001	Top1 Acc.: 96.688	CLS Loss: 0.114	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.381	Tot. Loss: 0.494
+2025-09-19 03:47:13,646 INFO Epoch 16 	 Batch 3399	LR : 0.00001	Top1 Acc.: 96.891	CLS Loss: 0.111	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.369	Tot. Loss: 0.480
+2025-09-19 03:49:17,106 INFO Epoch 16 	 Batch 3499	LR : 0.00001	Top1 Acc.: 97.188	CLS Loss: 0.096	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.355	Tot. Loss: 0.452
+2025-09-19 03:51:20,469 INFO Epoch 16 	 Batch 3599	LR : 0.00001	Top1 Acc.: 96.719	CLS Loss: 0.111	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.373	Tot. Loss: 0.483
+2025-09-19 03:53:23,726 INFO Epoch 16 	 Batch 3699	LR : 0.00001	Top1 Acc.: 96.578	CLS Loss: 0.115	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.372	Tot. Loss: 0.487
+2025-09-19 03:55:27,012 INFO Epoch 16 	 Batch 3799	LR : 0.00001	Top1 Acc.: 96.141	CLS Loss: 0.121	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.407	Tot. Loss: 0.528
+2025-09-19 03:57:30,392 INFO Epoch 16 	 Batch 3899	LR : 0.00001	Top1 Acc.: 96.469	CLS Loss: 0.111	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.364	Tot. Loss: 0.474
+2025-09-19 03:59:33,779 INFO Epoch 16 	 Batch 3999	LR : 0.00001	Top1 Acc.: 97.125	CLS Loss: 0.098	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.360	Tot. Loss: 0.458
+2025-09-19 04:01:37,145 INFO Epoch 16 	 Batch 4099	LR : 0.00001	Top1 Acc.: 96.703	CLS Loss: 0.112	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.375	Tot. Loss: 0.488
+2025-09-19 04:03:40,485 INFO Epoch 16 	 Batch 4199	LR : 0.00001	Top1 Acc.: 96.547	CLS Loss: 0.115	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.366	Tot. Loss: 0.481
+2025-09-19 04:05:43,794 INFO Epoch 16 	 Batch 4299	LR : 0.00001	Top1 Acc.: 97.078	CLS Loss: 0.108	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.373	Tot. Loss: 0.481
+2025-09-19 04:07:47,128 INFO Epoch 16 	 Batch 4399	LR : 0.00001	Top1 Acc.: 96.594	CLS Loss: 0.108	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.360	Tot. Loss: 0.468
+2025-09-19 04:09:50,403 INFO Epoch 16 	 Batch 4499	LR : 0.00001	Top1 Acc.: 96.750	CLS Loss: 0.116	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.354	Tot. Loss: 0.470
+2025-09-19 04:11:53,740 INFO Epoch 16 	 Batch 4599	LR : 0.00001	Top1 Acc.: 96.812	CLS Loss: 0.111	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.360	Tot. Loss: 0.471
+2025-09-19 04:13:57,063 INFO Epoch 16 	 Batch 4699	LR : 0.00001	Top1 Acc.: 96.859	CLS Loss: 0.105	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.348	Tot. Loss: 0.454
+2025-09-19 04:16:00,393 INFO Epoch 16 	 Batch 4799	LR : 0.00001	Top1 Acc.: 96.578	CLS Loss: 0.112	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.369	Tot. Loss: 0.481
+2025-09-19 04:18:03,721 INFO Epoch 16 	 Batch 4899	LR : 0.00001	Top1 Acc.: 96.594	CLS Loss: 0.119	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.355	Tot. Loss: 0.475
+2025-09-19 04:20:07,082 INFO Epoch 16 	 Batch 4999	LR : 0.00001	Top1 Acc.: 96.750	CLS Loss: 0.107	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.350	Tot. Loss: 0.458
+2025-09-19 04:26:47,162 INFO ################## 
+ ---> Validation Epoch 16 (Original Model)	Acc.: 81.444	FPR: 58.623	AUROC: 87.858	AUPR: 61.707	AURC: 46.235	EAURC: 27.843	AUPR Succ.: 96.715	ECE: 6.975	NLL: 7.633	Brier: 27.256
+2025-09-19 04:32:12,322 INFO ################## 
+ ---> Validation Epoch 16 (EMA Model)	Acc.: 81.474	FPR: 58.825	AUROC: 87.818	AUPR: 61.495	AURC: 46.227	EAURC: 27.896	AUPR Succ.: 96.710	ECE: 6.948	NLL: 7.632	Brier: 27.250
+2025-09-19 04:32:12,376 INFO ####### --- Training Epoch 17 --- #######
+2025-09-19 04:47:53,164 INFO Epoch 17 	 Batch 99	LR : 0.00001	Top1 Acc.: 96.750	CLS Loss: 0.110	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.411	Tot. Loss: 0.521
+2025-09-19 04:49:55,402 INFO Epoch 17 	 Batch 199	LR : 0.00001	Top1 Acc.: 96.906	CLS Loss: 0.103	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.359	Tot. Loss: 0.462
+2025-09-19 04:51:58,525 INFO Epoch 17 	 Batch 299	LR : 0.00001	Top1 Acc.: 96.703	CLS Loss: 0.108	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.378	Tot. Loss: 0.485
+2025-09-19 04:54:02,251 INFO Epoch 17 	 Batch 399	LR : 0.00001	Top1 Acc.: 96.797	CLS Loss: 0.110	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.371	Tot. Loss: 0.481
+2025-09-19 04:56:05,897 INFO Epoch 17 	 Batch 499	LR : 0.00001	Top1 Acc.: 96.453	CLS Loss: 0.118	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.379	Tot. Loss: 0.497
+2025-09-19 04:58:09,139 INFO Epoch 17 	 Batch 599	LR : 0.00001	Top1 Acc.: 96.656	CLS Loss: 0.120	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.402	Tot. Loss: 0.522
+2025-09-19 05:00:12,517 INFO Epoch 17 	 Batch 699	LR : 0.00001	Top1 Acc.: 96.453	CLS Loss: 0.113	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.362	Tot. Loss: 0.475
+2025-09-19 05:02:15,902 INFO Epoch 17 	 Batch 799	LR : 0.00001	Top1 Acc.: 96.453	CLS Loss: 0.121	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.379	Tot. Loss: 0.501
+2025-09-19 05:04:19,272 INFO Epoch 17 	 Batch 899	LR : 0.00001	Top1 Acc.: 96.672	CLS Loss: 0.110	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.352	Tot. Loss: 0.462
+2025-09-19 05:06:22,633 INFO Epoch 17 	 Batch 999	LR : 0.00001	Top1 Acc.: 96.734	CLS Loss: 0.111	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.360	Tot. Loss: 0.471
+2025-09-19 05:08:26,047 INFO Epoch 17 	 Batch 1099	LR : 0.00001	Top1 Acc.: 96.344	CLS Loss: 0.113	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.359	Tot. Loss: 0.472
+2025-09-19 05:10:29,454 INFO Epoch 17 	 Batch 1199	LR : 0.00001	Top1 Acc.: 96.812	CLS Loss: 0.108	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.375	Tot. Loss: 0.483
+2025-09-19 05:12:32,831 INFO Epoch 17 	 Batch 1299	LR : 0.00001	Top1 Acc.: 96.797	CLS Loss: 0.108	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.368	Tot. Loss: 0.476
+2025-09-19 05:14:36,218 INFO Epoch 17 	 Batch 1399	LR : 0.00001	Top1 Acc.: 96.969	CLS Loss: 0.100	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.363	Tot. Loss: 0.464
+2025-09-19 05:16:39,563 INFO Epoch 17 	 Batch 1499	LR : 0.00001	Top1 Acc.: 96.562	CLS Loss: 0.115	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.383	Tot. Loss: 0.498
+2025-09-19 05:18:42,958 INFO Epoch 17 	 Batch 1599	LR : 0.00001	Top1 Acc.: 96.734	CLS Loss: 0.113	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.381	Tot. Loss: 0.494
+2025-09-19 05:20:46,360 INFO Epoch 17 	 Batch 1699	LR : 0.00001	Top1 Acc.: 96.844	CLS Loss: 0.116	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.377	Tot. Loss: 0.493
+2025-09-19 05:22:49,706 INFO Epoch 17 	 Batch 1799	LR : 0.00001	Top1 Acc.: 96.641	CLS Loss: 0.116	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.377	Tot. Loss: 0.493
+2025-09-19 05:24:53,077 INFO Epoch 17 	 Batch 1899	LR : 0.00001	Top1 Acc.: 96.438	CLS Loss: 0.114	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.372	Tot. Loss: 0.485
+2025-09-19 05:26:56,463 INFO Epoch 17 	 Batch 1999	LR : 0.00001	Top1 Acc.: 97.000	CLS Loss: 0.105	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.377	Tot. Loss: 0.482
+2025-09-19 05:28:59,907 INFO Epoch 17 	 Batch 2099	LR : 0.00001	Top1 Acc.: 96.438	CLS Loss: 0.118	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.373	Tot. Loss: 0.491
+2025-09-19 05:31:03,283 INFO Epoch 17 	 Batch 2199	LR : 0.00001	Top1 Acc.: 96.922	CLS Loss: 0.108	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.359	Tot. Loss: 0.468
+2025-09-19 05:33:06,700 INFO Epoch 17 	 Batch 2299	LR : 0.00001	Top1 Acc.: 96.906	CLS Loss: 0.111	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.383	Tot. Loss: 0.494
+2025-09-19 05:35:10,077 INFO Epoch 17 	 Batch 2399	LR : 0.00001	Top1 Acc.: 97.125	CLS Loss: 0.104	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.361	Tot. Loss: 0.465
+2025-09-19 05:37:13,436 INFO Epoch 17 	 Batch 2499	LR : 0.00001	Top1 Acc.: 96.781	CLS Loss: 0.118	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.375	Tot. Loss: 0.493
+2025-09-19 05:39:16,861 INFO Epoch 17 	 Batch 2599	LR : 0.00001	Top1 Acc.: 96.844	CLS Loss: 0.106	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.373	Tot. Loss: 0.479
+2025-09-19 05:41:20,213 INFO Epoch 17 	 Batch 2699	LR : 0.00001	Top1 Acc.: 96.938	CLS Loss: 0.105	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.367	Tot. Loss: 0.472
+2025-09-19 05:43:23,610 INFO Epoch 17 	 Batch 2799	LR : 0.00001	Top1 Acc.: 96.672	CLS Loss: 0.108	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.362	Tot. Loss: 0.470
+2025-09-19 05:45:27,014 INFO Epoch 17 	 Batch 2899	LR : 0.00001	Top1 Acc.: 96.984	CLS Loss: 0.116	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.381	Tot. Loss: 0.497
+2025-09-19 05:47:30,394 INFO Epoch 17 	 Batch 2999	LR : 0.00001	Top1 Acc.: 96.453	CLS Loss: 0.122	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.368	Tot. Loss: 0.491
+2025-09-19 05:49:33,769 INFO Epoch 17 	 Batch 3099	LR : 0.00001	Top1 Acc.: 96.547	CLS Loss: 0.113	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.378	Tot. Loss: 0.492
+2025-09-19 05:51:37,106 INFO Epoch 17 	 Batch 3199	LR : 0.00001	Top1 Acc.: 96.703	CLS Loss: 0.108	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.374	Tot. Loss: 0.481
+2025-09-19 05:53:40,482 INFO Epoch 17 	 Batch 3299	LR : 0.00001	Top1 Acc.: 96.766	CLS Loss: 0.113	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.379	Tot. Loss: 0.491
+2025-09-19 05:55:43,863 INFO Epoch 17 	 Batch 3399	LR : 0.00001	Top1 Acc.: 96.969	CLS Loss: 0.110	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.339	Tot. Loss: 0.449
+2025-09-19 05:57:47,246 INFO Epoch 17 	 Batch 3499	LR : 0.00001	Top1 Acc.: 97.109	CLS Loss: 0.098	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.356	Tot. Loss: 0.454
+2025-09-19 05:59:50,633 INFO Epoch 17 	 Batch 3599	LR : 0.00001	Top1 Acc.: 96.516	CLS Loss: 0.112	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.367	Tot. Loss: 0.479
+2025-09-19 06:01:54,008 INFO Epoch 17 	 Batch 3699	LR : 0.00001	Top1 Acc.: 96.703	CLS Loss: 0.113	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.378	Tot. Loss: 0.491
+2025-09-19 06:03:57,347 INFO Epoch 17 	 Batch 3799	LR : 0.00001	Top1 Acc.: 96.266	CLS Loss: 0.119	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.374	Tot. Loss: 0.493
+2025-09-19 06:06:00,730 INFO Epoch 17 	 Batch 3899	LR : 0.00001	Top1 Acc.: 96.531	CLS Loss: 0.111	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.373	Tot. Loss: 0.484
+2025-09-19 06:08:04,114 INFO Epoch 17 	 Batch 3999	LR : 0.00001	Top1 Acc.: 97.188	CLS Loss: 0.098	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.345	Tot. Loss: 0.443
+2025-09-19 06:10:07,463 INFO Epoch 17 	 Batch 4099	LR : 0.00001	Top1 Acc.: 96.625	CLS Loss: 0.112	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.383	Tot. Loss: 0.495
+2025-09-19 06:12:10,968 INFO Epoch 17 	 Batch 4199	LR : 0.00001	Top1 Acc.: 96.578	CLS Loss: 0.115	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.389	Tot. Loss: 0.504
+2025-09-19 06:14:14,745 INFO Epoch 17 	 Batch 4299	LR : 0.00001	Top1 Acc.: 97.109	CLS Loss: 0.107	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.369	Tot. Loss: 0.476
+2025-09-19 06:16:18,452 INFO Epoch 17 	 Batch 4399	LR : 0.00001	Top1 Acc.: 96.688	CLS Loss: 0.108	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.369	Tot. Loss: 0.477
+2025-09-19 06:18:22,038 INFO Epoch 17 	 Batch 4499	LR : 0.00001	Top1 Acc.: 96.766	CLS Loss: 0.116	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.373	Tot. Loss: 0.489
+2025-09-19 06:20:25,571 INFO Epoch 17 	 Batch 4599	LR : 0.00001	Top1 Acc.: 96.625	CLS Loss: 0.112	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.362	Tot. Loss: 0.474
+2025-09-19 06:22:29,080 INFO Epoch 17 	 Batch 4699	LR : 0.00001	Top1 Acc.: 96.750	CLS Loss: 0.106	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.358	Tot. Loss: 0.463
+2025-09-19 06:24:32,640 INFO Epoch 17 	 Batch 4799	LR : 0.00001	Top1 Acc.: 96.641	CLS Loss: 0.112	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.400	Tot. Loss: 0.512
+2025-09-19 06:26:36,187 INFO Epoch 17 	 Batch 4899	LR : 0.00001	Top1 Acc.: 96.766	CLS Loss: 0.118	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.372	Tot. Loss: 0.490
+2025-09-19 06:28:39,746 INFO Epoch 17 	 Batch 4999	LR : 0.00001	Top1 Acc.: 96.672	CLS Loss: 0.108	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.365	Tot. Loss: 0.473
+2025-09-19 06:35:48,381 INFO ################## 
+ ---> Validation Epoch 17 (Original Model)	Acc.: 81.466	FPR: 58.919	AUROC: 87.814	AUPR: 61.454	AURC: 46.241	EAURC: 27.893	AUPR Succ.: 96.710	ECE: 6.946	NLL: 7.636	Brier: 27.264
+2025-09-19 06:42:44,415 INFO ################## 
+ ---> Validation Epoch 17 (EMA Model)	Acc.: 81.466	FPR: 58.800	AUROC: 87.825	AUPR: 61.502	AURC: 46.231	EAURC: 27.883	AUPR Succ.: 96.711	ECE: 6.961	NLL: 7.633	Brier: 27.253
+2025-09-19 06:42:44,527 INFO ####### --- Training Epoch 18 --- #######
+2025-09-19 07:03:18,283 INFO Epoch 18 	 Batch 99	LR : 0.00001	Top1 Acc.: 96.656	CLS Loss: 0.110	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.377	Tot. Loss: 0.487
+2025-09-19 07:05:20,913 INFO Epoch 18 	 Batch 199	LR : 0.00001	Top1 Acc.: 96.891	CLS Loss: 0.104	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.348	Tot. Loss: 0.452
+2025-09-19 07:07:24,133 INFO Epoch 18 	 Batch 299	LR : 0.00001	Top1 Acc.: 96.656	CLS Loss: 0.108	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.368	Tot. Loss: 0.477
+2025-09-19 07:09:27,777 INFO Epoch 18 	 Batch 399	LR : 0.00001	Top1 Acc.: 96.766	CLS Loss: 0.111	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.372	Tot. Loss: 0.483
+2025-09-19 07:11:31,245 INFO Epoch 18 	 Batch 499	LR : 0.00001	Top1 Acc.: 96.438	CLS Loss: 0.117	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.378	Tot. Loss: 0.495
+2025-09-19 07:13:34,652 INFO Epoch 18 	 Batch 599	LR : 0.00001	Top1 Acc.: 96.750	CLS Loss: 0.118	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.373	Tot. Loss: 0.491
+2025-09-19 07:15:38,068 INFO Epoch 18 	 Batch 699	LR : 0.00000	Top1 Acc.: 96.391	CLS Loss: 0.112	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.363	Tot. Loss: 0.475
+2025-09-19 07:17:41,489 INFO Epoch 18 	 Batch 799	LR : 0.00000	Top1 Acc.: 96.438	CLS Loss: 0.122	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.383	Tot. Loss: 0.505
+2025-09-19 07:19:44,893 INFO Epoch 18 	 Batch 899	LR : 0.00000	Top1 Acc.: 96.641	CLS Loss: 0.110	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.389	Tot. Loss: 0.500
+2025-09-19 07:21:48,306 INFO Epoch 18 	 Batch 999	LR : 0.00000	Top1 Acc.: 96.703	CLS Loss: 0.110	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.359	Tot. Loss: 0.469
+2025-09-19 07:23:51,746 INFO Epoch 18 	 Batch 1099	LR : 0.00000	Top1 Acc.: 96.297	CLS Loss: 0.114	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.366	Tot. Loss: 0.480
+2025-09-19 07:25:55,121 INFO Epoch 18 	 Batch 1199	LR : 0.00000	Top1 Acc.: 96.906	CLS Loss: 0.108	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.367	Tot. Loss: 0.474
+2025-09-19 07:27:58,475 INFO Epoch 18 	 Batch 1299	LR : 0.00000	Top1 Acc.: 96.859	CLS Loss: 0.107	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.353	Tot. Loss: 0.460
+2025-09-19 07:30:01,787 INFO Epoch 18 	 Batch 1399	LR : 0.00000	Top1 Acc.: 96.953	CLS Loss: 0.099	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.349	Tot. Loss: 0.449
+2025-09-19 07:32:05,105 INFO Epoch 18 	 Batch 1499	LR : 0.00000	Top1 Acc.: 96.516	CLS Loss: 0.117	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.377	Tot. Loss: 0.494
+2025-09-19 07:34:08,418 INFO Epoch 18 	 Batch 1599	LR : 0.00000	Top1 Acc.: 96.609	CLS Loss: 0.113	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.358	Tot. Loss: 0.471
+2025-09-19 07:36:11,735 INFO Epoch 18 	 Batch 1699	LR : 0.00000	Top1 Acc.: 96.938	CLS Loss: 0.116	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.385	Tot. Loss: 0.501
+2025-09-19 07:38:15,049 INFO Epoch 18 	 Batch 1799	LR : 0.00000	Top1 Acc.: 96.500	CLS Loss: 0.117	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.357	Tot. Loss: 0.473
+2025-09-19 07:40:18,413 INFO Epoch 18 	 Batch 1899	LR : 0.00000	Top1 Acc.: 96.453	CLS Loss: 0.115	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.363	Tot. Loss: 0.477
+2025-09-19 07:42:21,790 INFO Epoch 18 	 Batch 1999	LR : 0.00000	Top1 Acc.: 97.094	CLS Loss: 0.105	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.377	Tot. Loss: 0.482
+2025-09-19 07:44:25,171 INFO Epoch 18 	 Batch 2099	LR : 0.00000	Top1 Acc.: 96.531	CLS Loss: 0.116	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.387	Tot. Loss: 0.503
+2025-09-19 07:46:28,508 INFO Epoch 18 	 Batch 2199	LR : 0.00000	Top1 Acc.: 96.750	CLS Loss: 0.108	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.368	Tot. Loss: 0.476
+2025-09-19 07:48:31,892 INFO Epoch 18 	 Batch 2299	LR : 0.00000	Top1 Acc.: 96.922	CLS Loss: 0.111	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.373	Tot. Loss: 0.484
+2025-09-19 07:50:35,291 INFO Epoch 18 	 Batch 2399	LR : 0.00000	Top1 Acc.: 97.047	CLS Loss: 0.103	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.371	Tot. Loss: 0.474
+2025-09-19 07:52:38,718 INFO Epoch 18 	 Batch 2499	LR : 0.00000	Top1 Acc.: 96.672	CLS Loss: 0.118	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.368	Tot. Loss: 0.486
+2025-09-19 07:54:42,068 INFO Epoch 18 	 Batch 2599	LR : 0.00000	Top1 Acc.: 96.828	CLS Loss: 0.106	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.366	Tot. Loss: 0.472
+2025-09-19 07:56:45,425 INFO Epoch 18 	 Batch 2699	LR : 0.00000	Top1 Acc.: 96.953	CLS Loss: 0.106	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.354	Tot. Loss: 0.460
+2025-09-19 07:58:48,739 INFO Epoch 18 	 Batch 2799	LR : 0.00000	Top1 Acc.: 96.875	CLS Loss: 0.107	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.362	Tot. Loss: 0.469
+2025-09-19 08:00:52,099 INFO Epoch 18 	 Batch 2899	LR : 0.00000	Top1 Acc.: 96.906	CLS Loss: 0.117	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.376	Tot. Loss: 0.493
+2025-09-19 08:02:55,441 INFO Epoch 18 	 Batch 2999	LR : 0.00000	Top1 Acc.: 96.547	CLS Loss: 0.123	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.383	Tot. Loss: 0.506
+2025-09-19 08:04:58,752 INFO Epoch 18 	 Batch 3099	LR : 0.00000	Top1 Acc.: 96.484	CLS Loss: 0.113	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.370	Tot. Loss: 0.483
+2025-09-19 08:07:02,137 INFO Epoch 18 	 Batch 3199	LR : 0.00000	Top1 Acc.: 96.844	CLS Loss: 0.107	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.367	Tot. Loss: 0.474
+2025-09-19 08:09:05,566 INFO Epoch 18 	 Batch 3299	LR : 0.00000	Top1 Acc.: 96.891	CLS Loss: 0.112	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.365	Tot. Loss: 0.477
+2025-09-19 08:11:09,055 INFO Epoch 18 	 Batch 3399	LR : 0.00000	Top1 Acc.: 96.875	CLS Loss: 0.111	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.374	Tot. Loss: 0.485
+2025-09-19 08:13:12,607 INFO Epoch 18 	 Batch 3499	LR : 0.00000	Top1 Acc.: 97.141	CLS Loss: 0.096	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.350	Tot. Loss: 0.446
+2025-09-19 08:15:16,135 INFO Epoch 18 	 Batch 3599	LR : 0.00000	Top1 Acc.: 96.547	CLS Loss: 0.112	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.355	Tot. Loss: 0.467
+2025-09-19 08:17:19,822 INFO Epoch 18 	 Batch 3699	LR : 0.00000	Top1 Acc.: 96.750	CLS Loss: 0.113	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.352	Tot. Loss: 0.465
+2025-09-19 08:19:23,405 INFO Epoch 18 	 Batch 3799	LR : 0.00000	Top1 Acc.: 96.141	CLS Loss: 0.121	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.386	Tot. Loss: 0.507
+2025-09-19 08:21:27,057 INFO Epoch 18 	 Batch 3899	LR : 0.00000	Top1 Acc.: 96.516	CLS Loss: 0.110	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.382	Tot. Loss: 0.493
+2025-09-19 08:23:30,487 INFO Epoch 18 	 Batch 3999	LR : 0.00000	Top1 Acc.: 97.109	CLS Loss: 0.098	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.358	Tot. Loss: 0.456
+2025-09-19 08:25:34,496 INFO Epoch 18 	 Batch 4099	LR : 0.00000	Top1 Acc.: 96.797	CLS Loss: 0.111	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.384	Tot. Loss: 0.495
+2025-09-19 08:27:38,281 INFO Epoch 18 	 Batch 4199	LR : 0.00000	Top1 Acc.: 96.562	CLS Loss: 0.116	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.370	Tot. Loss: 0.486
+2025-09-19 08:29:41,886 INFO Epoch 18 	 Batch 4299	LR : 0.00000	Top1 Acc.: 97.047	CLS Loss: 0.108	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.362	Tot. Loss: 0.471
+2025-09-19 08:31:45,458 INFO Epoch 18 	 Batch 4399	LR : 0.00000	Top1 Acc.: 96.734	CLS Loss: 0.108	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.368	Tot. Loss: 0.476
+2025-09-19 08:33:49,138 INFO Epoch 18 	 Batch 4499	LR : 0.00000	Top1 Acc.: 96.703	CLS Loss: 0.116	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.363	Tot. Loss: 0.479
+2025-09-19 08:35:52,793 INFO Epoch 18 	 Batch 4599	LR : 0.00000	Top1 Acc.: 96.688	CLS Loss: 0.109	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.346	Tot. Loss: 0.455
+2025-09-19 08:37:56,504 INFO Epoch 18 	 Batch 4699	LR : 0.00000	Top1 Acc.: 96.859	CLS Loss: 0.105	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.350	Tot. Loss: 0.456
+2025-09-19 08:40:00,198 INFO Epoch 18 	 Batch 4799	LR : 0.00000	Top1 Acc.: 96.703	CLS Loss: 0.112	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.368	Tot. Loss: 0.480
+2025-09-19 08:42:03,948 INFO Epoch 18 	 Batch 4899	LR : 0.00000	Top1 Acc.: 96.766	CLS Loss: 0.117	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.382	Tot. Loss: 0.499
+2025-09-19 08:44:07,575 INFO Epoch 18 	 Batch 4999	LR : 0.00000	Top1 Acc.: 96.656	CLS Loss: 0.108	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.335	Tot. Loss: 0.443
+2025-09-19 08:53:18,365 INFO ################## 
+ ---> Validation Epoch 18 (Original Model)	Acc.: 81.478	FPR: 59.065	AUROC: 87.796	AUPR: 61.377	AURC: 46.236	EAURC: 27.913	AUPR Succ.: 96.708	ECE: 6.930	NLL: 7.637	Brier: 27.265
+2025-09-19 09:00:50,464 INFO ################## 
+ ---> Validation Epoch 18 (EMA Model)	Acc.: 81.480	FPR: 59.060	AUROC: 87.802	AUPR: 61.418	AURC: 46.228	EAURC: 27.910	AUPR Succ.: 96.708	ECE: 6.937	NLL: 7.635	Brier: 27.258
+2025-09-19 09:00:53,552 INFO ####### --- Training Epoch 19 --- #######
+2025-09-19 09:24:34,037 INFO Epoch 19 	 Batch 99	LR : 0.00000	Top1 Acc.: 96.828	CLS Loss: 0.109	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.375	Tot. Loss: 0.485
+2025-09-19 09:26:36,818 INFO Epoch 19 	 Batch 199	LR : 0.00000	Top1 Acc.: 96.953	CLS Loss: 0.103	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.386	Tot. Loss: 0.489
+2025-09-19 09:28:40,071 INFO Epoch 19 	 Batch 299	LR : 0.00000	Top1 Acc.: 96.625	CLS Loss: 0.108	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.365	Tot. Loss: 0.473
+2025-09-19 09:30:43,565 INFO Epoch 19 	 Batch 399	LR : 0.00000	Top1 Acc.: 96.688	CLS Loss: 0.109	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.375	Tot. Loss: 0.484
+2025-09-19 09:32:46,870 INFO Epoch 19 	 Batch 499	LR : 0.00000	Top1 Acc.: 96.531	CLS Loss: 0.117	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.383	Tot. Loss: 0.500
+2025-09-19 09:34:50,196 INFO Epoch 19 	 Batch 599	LR : 0.00000	Top1 Acc.: 96.703	CLS Loss: 0.119	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.388	Tot. Loss: 0.507
+2025-09-19 09:36:53,528 INFO Epoch 19 	 Batch 699	LR : 0.00000	Top1 Acc.: 96.484	CLS Loss: 0.112	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.383	Tot. Loss: 0.496
+2025-09-19 09:38:56,895 INFO Epoch 19 	 Batch 799	LR : 0.00000	Top1 Acc.: 96.562	CLS Loss: 0.119	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.386	Tot. Loss: 0.505
+2025-09-19 09:41:00,204 INFO Epoch 19 	 Batch 899	LR : 0.00000	Top1 Acc.: 96.641	CLS Loss: 0.109	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.372	Tot. Loss: 0.481
+2025-09-19 09:43:03,485 INFO Epoch 19 	 Batch 999	LR : 0.00000	Top1 Acc.: 96.656	CLS Loss: 0.110	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.380	Tot. Loss: 0.490
+2025-09-19 09:45:06,779 INFO Epoch 19 	 Batch 1099	LR : 0.00000	Top1 Acc.: 96.359	CLS Loss: 0.113	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.372	Tot. Loss: 0.485
+2025-09-19 09:47:10,075 INFO Epoch 19 	 Batch 1199	LR : 0.00000	Top1 Acc.: 96.812	CLS Loss: 0.109	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.375	Tot. Loss: 0.485
+2025-09-19 09:49:13,405 INFO Epoch 19 	 Batch 1299	LR : 0.00000	Top1 Acc.: 96.844	CLS Loss: 0.108	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.351	Tot. Loss: 0.458
+2025-09-19 09:51:16,721 INFO Epoch 19 	 Batch 1399	LR : 0.00000	Top1 Acc.: 96.891	CLS Loss: 0.100	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.342	Tot. Loss: 0.443
+2025-09-19 09:53:20,046 INFO Epoch 19 	 Batch 1499	LR : 0.00000	Top1 Acc.: 96.625	CLS Loss: 0.116	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.381	Tot. Loss: 0.497
+2025-09-19 09:55:23,294 INFO Epoch 19 	 Batch 1599	LR : 0.00000	Top1 Acc.: 96.625	CLS Loss: 0.113	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.373	Tot. Loss: 0.486
+2025-09-19 09:57:26,615 INFO Epoch 19 	 Batch 1699	LR : 0.00000	Top1 Acc.: 96.906	CLS Loss: 0.115	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.388	Tot. Loss: 0.503
+2025-09-19 09:59:29,926 INFO Epoch 19 	 Batch 1799	LR : 0.00000	Top1 Acc.: 96.578	CLS Loss: 0.116	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.381	Tot. Loss: 0.498
+2025-09-19 10:01:33,193 INFO Epoch 19 	 Batch 1899	LR : 0.00000	Top1 Acc.: 96.359	CLS Loss: 0.115	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.352	Tot. Loss: 0.467
+2025-09-19 10:03:36,502 INFO Epoch 19 	 Batch 1999	LR : 0.00000	Top1 Acc.: 97.047	CLS Loss: 0.105	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.367	Tot. Loss: 0.472
+2025-09-19 10:05:39,800 INFO Epoch 19 	 Batch 2099	LR : 0.00000	Top1 Acc.: 96.531	CLS Loss: 0.118	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.368	Tot. Loss: 0.485
+2025-09-19 10:07:43,113 INFO Epoch 19 	 Batch 2199	LR : 0.00000	Top1 Acc.: 96.828	CLS Loss: 0.108	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.346	Tot. Loss: 0.455
+2025-09-19 10:09:46,396 INFO Epoch 19 	 Batch 2299	LR : 0.00000	Top1 Acc.: 96.859	CLS Loss: 0.111	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.387	Tot. Loss: 0.498
+2025-09-19 10:11:49,695 INFO Epoch 19 	 Batch 2399	LR : 0.00000	Top1 Acc.: 97.094	CLS Loss: 0.104	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.366	Tot. Loss: 0.470
+2025-09-19 10:13:53,036 INFO Epoch 19 	 Batch 2499	LR : 0.00000	Top1 Acc.: 96.609	CLS Loss: 0.118	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.376	Tot. Loss: 0.494
+2025-09-19 10:15:56,388 INFO Epoch 19 	 Batch 2599	LR : 0.00000	Top1 Acc.: 96.906	CLS Loss: 0.105	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.360	Tot. Loss: 0.465
+2025-09-19 10:17:59,654 INFO Epoch 19 	 Batch 2699	LR : 0.00000	Top1 Acc.: 96.875	CLS Loss: 0.105	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.377	Tot. Loss: 0.482
+2025-09-19 10:20:02,961 INFO Epoch 19 	 Batch 2799	LR : 0.00000	Top1 Acc.: 96.734	CLS Loss: 0.106	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.360	Tot. Loss: 0.466
+2025-09-19 10:22:06,233 INFO Epoch 19 	 Batch 2899	LR : 0.00000	Top1 Acc.: 96.875	CLS Loss: 0.118	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.357	Tot. Loss: 0.476
+2025-09-19 10:24:09,577 INFO Epoch 19 	 Batch 2999	LR : 0.00000	Top1 Acc.: 96.531	CLS Loss: 0.121	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.376	Tot. Loss: 0.497
+2025-09-19 10:26:12,863 INFO Epoch 19 	 Batch 3099	LR : 0.00000	Top1 Acc.: 96.516	CLS Loss: 0.113	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.366	Tot. Loss: 0.479
+2025-09-19 10:28:16,159 INFO Epoch 19 	 Batch 3199	LR : 0.00000	Top1 Acc.: 96.672	CLS Loss: 0.108	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.370	Tot. Loss: 0.478
+2025-09-19 10:30:19,470 INFO Epoch 19 	 Batch 3299	LR : 0.00000	Top1 Acc.: 96.844	CLS Loss: 0.113	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.379	Tot. Loss: 0.492
+2025-09-19 10:32:22,808 INFO Epoch 19 	 Batch 3399	LR : 0.00000	Top1 Acc.: 96.938	CLS Loss: 0.111	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.374	Tot. Loss: 0.485
+2025-09-19 10:34:26,146 INFO Epoch 19 	 Batch 3499	LR : 0.00000	Top1 Acc.: 97.203	CLS Loss: 0.096	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.344	Tot. Loss: 0.440
+2025-09-19 10:36:29,475 INFO Epoch 19 	 Batch 3599	LR : 0.00000	Top1 Acc.: 96.641	CLS Loss: 0.111	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.386	Tot. Loss: 0.497
+2025-09-19 10:38:32,787 INFO Epoch 19 	 Batch 3699	LR : 0.00000	Top1 Acc.: 96.609	CLS Loss: 0.113	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.374	Tot. Loss: 0.487
+2025-09-19 10:40:36,189 INFO Epoch 19 	 Batch 3799	LR : 0.00000	Top1 Acc.: 96.188	CLS Loss: 0.121	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.381	Tot. Loss: 0.502
+2025-09-19 10:42:39,507 INFO Epoch 19 	 Batch 3899	LR : 0.00000	Top1 Acc.: 96.547	CLS Loss: 0.111	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.395	Tot. Loss: 0.507
+2025-09-19 10:44:43,079 INFO Epoch 19 	 Batch 3999	LR : 0.00000	Top1 Acc.: 97.062	CLS Loss: 0.098	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.360	Tot. Loss: 0.458
+2025-09-19 10:46:46,884 INFO Epoch 19 	 Batch 4099	LR : 0.00000	Top1 Acc.: 96.719	CLS Loss: 0.112	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.380	Tot. Loss: 0.492
+2025-09-19 10:48:50,516 INFO Epoch 19 	 Batch 4199	LR : 0.00000	Top1 Acc.: 96.625	CLS Loss: 0.114	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.361	Tot. Loss: 0.476
+2025-09-19 10:50:54,031 INFO Epoch 19 	 Batch 4299	LR : 0.00000	Top1 Acc.: 97.031	CLS Loss: 0.106	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.365	Tot. Loss: 0.471
+2025-09-19 10:52:57,584 INFO Epoch 19 	 Batch 4399	LR : 0.00000	Top1 Acc.: 96.641	CLS Loss: 0.108	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.355	Tot. Loss: 0.464
+2025-09-19 10:55:01,113 INFO Epoch 19 	 Batch 4499	LR : 0.00000	Top1 Acc.: 96.656	CLS Loss: 0.115	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.359	Tot. Loss: 0.474
+2025-09-19 10:57:04,695 INFO Epoch 19 	 Batch 4599	LR : 0.00000	Top1 Acc.: 96.766	CLS Loss: 0.110	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.382	Tot. Loss: 0.492
+2025-09-19 10:59:08,258 INFO Epoch 19 	 Batch 4699	LR : 0.00000	Top1 Acc.: 96.844	CLS Loss: 0.105	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.333	Tot. Loss: 0.438
+2025-09-19 11:01:11,780 INFO Epoch 19 	 Batch 4799	LR : 0.00000	Top1 Acc.: 96.703	CLS Loss: 0.112	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.390	Tot. Loss: 0.503
+2025-09-19 11:03:15,305 INFO Epoch 19 	 Batch 4899	LR : 0.00000	Top1 Acc.: 96.734	CLS Loss: 0.117	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.365	Tot. Loss: 0.482
+2025-09-19 11:05:18,830 INFO Epoch 19 	 Batch 4999	LR : 0.00000	Top1 Acc.: 96.719	CLS Loss: 0.106	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.343	Tot. Loss: 0.449
+2025-09-19 11:16:01,023 INFO ################## 
+ ---> Validation Epoch 19 (Original Model)	Acc.: 81.464	FPR: 58.966	AUROC: 87.815	AUPR: 61.508	AURC: 46.246	EAURC: 27.894	AUPR Succ.: 96.710	ECE: 6.943	NLL: 7.638	Brier: 27.268
+2025-09-19 11:24:26,515 INFO ################## 
+ ---> Validation Epoch 19 (EMA Model)	Acc.: 81.470	FPR: 59.072	AUROC: 87.811	AUPR: 61.453	AURC: 46.242	EAURC: 27.902	AUPR Succ.: 96.709	ECE: 6.941	NLL: 7.637	Brier: 27.261
+2025-09-19 11:24:28,958 INFO ####### --- Training Epoch 20 --- #######
+2025-09-19 11:42:53,603 INFO Epoch 20 	 Batch 99	LR : 0.00000	Top1 Acc.: 96.688	CLS Loss: 0.110	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.366	Tot. Loss: 0.476
+2025-09-19 11:44:56,285 INFO Epoch 20 	 Batch 199	LR : 0.00000	Top1 Acc.: 96.906	CLS Loss: 0.103	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.359	Tot. Loss: 0.462
+2025-09-19 11:46:59,562 INFO Epoch 20 	 Batch 299	LR : 0.00000	Top1 Acc.: 96.703	CLS Loss: 0.108	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.362	Tot. Loss: 0.469
+2025-09-19 11:49:03,319 INFO Epoch 20 	 Batch 399	LR : 0.00000	Top1 Acc.: 96.812	CLS Loss: 0.109	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.375	Tot. Loss: 0.484
+2025-09-19 11:51:07,020 INFO Epoch 20 	 Batch 499	LR : 0.00000	Top1 Acc.: 96.531	CLS Loss: 0.118	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.378	Tot. Loss: 0.496
+2025-09-19 11:53:10,446 INFO Epoch 20 	 Batch 599	LR : 0.00000	Top1 Acc.: 96.719	CLS Loss: 0.119	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.380	Tot. Loss: 0.500
+2025-09-19 11:55:13,925 INFO Epoch 20 	 Batch 699	LR : 0.00000	Top1 Acc.: 96.516	CLS Loss: 0.113	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.378	Tot. Loss: 0.491
+2025-09-19 11:57:17,399 INFO Epoch 20 	 Batch 799	LR : 0.00000	Top1 Acc.: 96.438	CLS Loss: 0.121	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.385	Tot. Loss: 0.506
+2025-09-19 11:59:20,937 INFO Epoch 20 	 Batch 899	LR : 0.00000	Top1 Acc.: 96.641	CLS Loss: 0.110	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.386	Tot. Loss: 0.496
+2025-09-19 12:01:24,466 INFO Epoch 20 	 Batch 999	LR : 0.00000	Top1 Acc.: 96.672	CLS Loss: 0.111	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.373	Tot. Loss: 0.483
+2025-09-19 12:03:27,932 INFO Epoch 20 	 Batch 1099	LR : 0.00000	Top1 Acc.: 96.375	CLS Loss: 0.112	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.355	Tot. Loss: 0.467
+2025-09-19 12:05:31,401 INFO Epoch 20 	 Batch 1199	LR : 0.00000	Top1 Acc.: 96.891	CLS Loss: 0.108	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.372	Tot. Loss: 0.480
+2025-09-19 12:07:34,850 INFO Epoch 20 	 Batch 1299	LR : 0.00000	Top1 Acc.: 96.844	CLS Loss: 0.108	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.378	Tot. Loss: 0.486
+2025-09-19 12:09:38,315 INFO Epoch 20 	 Batch 1399	LR : 0.00000	Top1 Acc.: 96.859	CLS Loss: 0.101	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.367	Tot. Loss: 0.468
+2025-09-19 12:11:41,768 INFO Epoch 20 	 Batch 1499	LR : 0.00000	Top1 Acc.: 96.609	CLS Loss: 0.115	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.357	Tot. Loss: 0.472
+2025-09-19 12:13:45,222 INFO Epoch 20 	 Batch 1599	LR : 0.00000	Top1 Acc.: 96.547	CLS Loss: 0.115	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.371	Tot. Loss: 0.486
+2025-09-19 12:15:48,660 INFO Epoch 20 	 Batch 1699	LR : 0.00000	Top1 Acc.: 96.781	CLS Loss: 0.115	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.365	Tot. Loss: 0.480
+2025-09-19 12:17:52,165 INFO Epoch 20 	 Batch 1799	LR : 0.00000	Top1 Acc.: 96.578	CLS Loss: 0.115	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.379	Tot. Loss: 0.494
+2025-09-19 12:19:55,664 INFO Epoch 20 	 Batch 1899	LR : 0.00000	Top1 Acc.: 96.438	CLS Loss: 0.115	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.386	Tot. Loss: 0.501
+2025-09-19 12:21:59,129 INFO Epoch 20 	 Batch 1999	LR : 0.00000	Top1 Acc.: 97.078	CLS Loss: 0.105	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.352	Tot. Loss: 0.457
+2025-09-19 12:24:02,492 INFO Epoch 20 	 Batch 2099	LR : 0.00000	Top1 Acc.: 96.469	CLS Loss: 0.117	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.382	Tot. Loss: 0.499
+2025-09-19 12:26:05,696 INFO Epoch 20 	 Batch 2199	LR : 0.00000	Top1 Acc.: 96.844	CLS Loss: 0.109	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.368	Tot. Loss: 0.477
+2025-09-19 12:28:08,990 INFO Epoch 20 	 Batch 2299	LR : 0.00000	Top1 Acc.: 96.891	CLS Loss: 0.111	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.377	Tot. Loss: 0.488
+2025-09-19 12:30:12,409 INFO Epoch 20 	 Batch 2399	LR : 0.00000	Top1 Acc.: 97.047	CLS Loss: 0.104	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.364	Tot. Loss: 0.469
+2025-09-19 12:32:15,808 INFO Epoch 20 	 Batch 2499	LR : 0.00000	Top1 Acc.: 96.719	CLS Loss: 0.118	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.385	Tot. Loss: 0.503
+2025-09-19 12:34:19,184 INFO Epoch 20 	 Batch 2599	LR : 0.00000	Top1 Acc.: 96.844	CLS Loss: 0.106	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.372	Tot. Loss: 0.478
+2025-09-19 12:36:22,558 INFO Epoch 20 	 Batch 2699	LR : 0.00000	Top1 Acc.: 96.812	CLS Loss: 0.104	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.378	Tot. Loss: 0.483
+2025-09-19 12:38:25,887 INFO Epoch 20 	 Batch 2799	LR : 0.00000	Top1 Acc.: 96.719	CLS Loss: 0.108	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.400	Tot. Loss: 0.508
+2025-09-19 12:40:29,200 INFO Epoch 20 	 Batch 2899	LR : 0.00000	Top1 Acc.: 96.969	CLS Loss: 0.116	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.385	Tot. Loss: 0.502
+2025-09-19 12:42:32,517 INFO Epoch 20 	 Batch 2999	LR : 0.00000	Top1 Acc.: 96.500	CLS Loss: 0.121	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.382	Tot. Loss: 0.503
+2025-09-19 12:44:35,813 INFO Epoch 20 	 Batch 3099	LR : 0.00000	Top1 Acc.: 96.516	CLS Loss: 0.112	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.356	Tot. Loss: 0.467
+2025-09-19 12:46:39,123 INFO Epoch 20 	 Batch 3199	LR : 0.00000	Top1 Acc.: 96.719	CLS Loss: 0.107	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.366	Tot. Loss: 0.472
+2025-09-19 12:48:42,413 INFO Epoch 20 	 Batch 3299	LR : 0.00000	Top1 Acc.: 96.781	CLS Loss: 0.113	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.390	Tot. Loss: 0.504
+2025-09-19 12:50:45,688 INFO Epoch 20 	 Batch 3399	LR : 0.00000	Top1 Acc.: 96.859	CLS Loss: 0.112	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.369	Tot. Loss: 0.481
+2025-09-19 12:52:49,006 INFO Epoch 20 	 Batch 3499	LR : 0.00000	Top1 Acc.: 97.156	CLS Loss: 0.098	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.345	Tot. Loss: 0.442
+2025-09-19 12:54:52,328 INFO Epoch 20 	 Batch 3599	LR : 0.00000	Top1 Acc.: 96.609	CLS Loss: 0.111	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.371	Tot. Loss: 0.482
+2025-09-19 12:56:55,651 INFO Epoch 20 	 Batch 3699	LR : 0.00000	Top1 Acc.: 96.625	CLS Loss: 0.114	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.363	Tot. Loss: 0.477
+2025-09-19 12:58:58,995 INFO Epoch 20 	 Batch 3799	LR : 0.00000	Top1 Acc.: 96.203	CLS Loss: 0.119	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.405	Tot. Loss: 0.524
+2025-09-19 13:01:02,290 INFO Epoch 20 	 Batch 3899	LR : 0.00000	Top1 Acc.: 96.578	CLS Loss: 0.110	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.362	Tot. Loss: 0.472
+2025-09-19 13:03:05,625 INFO Epoch 20 	 Batch 3999	LR : 0.00000	Top1 Acc.: 97.125	CLS Loss: 0.098	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.354	Tot. Loss: 0.452
+2025-09-19 13:05:09,023 INFO Epoch 20 	 Batch 4099	LR : 0.00000	Top1 Acc.: 96.656	CLS Loss: 0.113	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.381	Tot. Loss: 0.494
+2025-09-19 13:07:12,454 INFO Epoch 20 	 Batch 4199	LR : 0.00000	Top1 Acc.: 96.578	CLS Loss: 0.115	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.373	Tot. Loss: 0.488
+2025-09-19 13:09:15,824 INFO Epoch 20 	 Batch 4299	LR : 0.00000	Top1 Acc.: 96.969	CLS Loss: 0.107	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.361	Tot. Loss: 0.468
+2025-09-19 13:11:19,120 INFO Epoch 20 	 Batch 4399	LR : 0.00000	Top1 Acc.: 96.750	CLS Loss: 0.108	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.361	Tot. Loss: 0.469
+2025-09-19 13:13:22,479 INFO Epoch 20 	 Batch 4499	LR : 0.00000	Top1 Acc.: 96.766	CLS Loss: 0.115	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.359	Tot. Loss: 0.474
+2025-09-19 13:15:25,819 INFO Epoch 20 	 Batch 4599	LR : 0.00000	Top1 Acc.: 96.844	CLS Loss: 0.110	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.351	Tot. Loss: 0.461
+2025-09-19 13:17:29,140 INFO Epoch 20 	 Batch 4699	LR : 0.00000	Top1 Acc.: 96.797	CLS Loss: 0.105	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.374	Tot. Loss: 0.479
+2025-09-19 13:19:32,520 INFO Epoch 20 	 Batch 4799	LR : 0.00000	Top1 Acc.: 96.797	CLS Loss: 0.111	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.369	Tot. Loss: 0.480
+2025-09-19 13:21:35,845 INFO Epoch 20 	 Batch 4899	LR : 0.00000	Top1 Acc.: 96.750	CLS Loss: 0.118	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.378	Tot. Loss: 0.495
+2025-09-19 13:23:39,204 INFO Epoch 20 	 Batch 4999	LR : 0.00000	Top1 Acc.: 96.641	CLS Loss: 0.107	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.357	Tot. Loss: 0.464
+2025-09-19 13:29:33,286 INFO ################## 
+ ---> Validation Epoch 20 (Original Model)	Acc.: 81.464	FPR: 58.945	AUROC: 87.815	AUPR: 61.508	AURC: 46.246	EAURC: 27.895	AUPR Succ.: 96.710	ECE: 6.943	NLL: 7.638	Brier: 27.268
+2025-09-19 13:35:01,422 INFO ################## 
+ ---> Validation Epoch 20 (EMA Model)	Acc.: 81.472	FPR: 59.089	AUROC: 87.806	AUPR: 61.424	AURC: 46.244	EAURC: 27.909	AUPR Succ.: 96.708	ECE: 6.943	NLL: 7.637	Brier: 27.263
+2025-09-19 13:35:01,474 INFO ####### --- Training Epoch 21 --- #######
+2025-09-19 13:49:17,219 INFO Epoch 21 	 Batch 99	LR : 0.00000	Top1 Acc.: 96.734	CLS Loss: 0.109	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.392	Tot. Loss: 0.500
+2025-09-19 13:51:19,510 INFO Epoch 21 	 Batch 199	LR : 0.00000	Top1 Acc.: 97.047	CLS Loss: 0.103	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.338	Tot. Loss: 0.441
+2025-09-19 13:53:22,778 INFO Epoch 21 	 Batch 299	LR : 0.00000	Top1 Acc.: 96.594	CLS Loss: 0.109	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.368	Tot. Loss: 0.476
+2025-09-19 13:55:26,627 INFO Epoch 21 	 Batch 399	LR : 0.00000	Top1 Acc.: 96.781	CLS Loss: 0.110	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.368	Tot. Loss: 0.478
+2025-09-19 13:57:30,271 INFO Epoch 21 	 Batch 499	LR : 0.00000	Top1 Acc.: 96.484	CLS Loss: 0.118	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.377	Tot. Loss: 0.495
+2025-09-19 13:59:33,937 INFO Epoch 21 	 Batch 599	LR : 0.00000	Top1 Acc.: 96.734	CLS Loss: 0.118	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.373	Tot. Loss: 0.491
+2025-09-19 14:01:37,582 INFO Epoch 21 	 Batch 699	LR : 0.00000	Top1 Acc.: 96.359	CLS Loss: 0.113	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.368	Tot. Loss: 0.481
+2025-09-19 14:03:41,291 INFO Epoch 21 	 Batch 799	LR : 0.00000	Top1 Acc.: 96.516	CLS Loss: 0.121	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.379	Tot. Loss: 0.500
+2025-09-19 14:05:44,944 INFO Epoch 21 	 Batch 899	LR : 0.00000	Top1 Acc.: 96.609	CLS Loss: 0.110	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.357	Tot. Loss: 0.466
+2025-09-19 14:07:48,562 INFO Epoch 21 	 Batch 999	LR : 0.00000	Top1 Acc.: 96.641	CLS Loss: 0.111	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.357	Tot. Loss: 0.468
+2025-09-19 14:09:52,149 INFO Epoch 21 	 Batch 1099	LR : 0.00000	Top1 Acc.: 96.406	CLS Loss: 0.113	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.363	Tot. Loss: 0.476
+2025-09-19 14:11:55,119 INFO Epoch 21 	 Batch 1199	LR : 0.00000	Top1 Acc.: 96.844	CLS Loss: 0.109	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.353	Tot. Loss: 0.462
+2025-09-19 14:13:57,998 INFO Epoch 21 	 Batch 1299	LR : 0.00000	Top1 Acc.: 96.875	CLS Loss: 0.108	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.383	Tot. Loss: 0.491
+2025-09-19 14:16:01,734 INFO Epoch 21 	 Batch 1399	LR : 0.00000	Top1 Acc.: 96.859	CLS Loss: 0.100	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.369	Tot. Loss: 0.469
+2025-09-19 14:18:05,742 INFO Epoch 21 	 Batch 1499	LR : 0.00000	Top1 Acc.: 96.609	CLS Loss: 0.116	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.403	Tot. Loss: 0.519
+2025-09-19 14:20:09,381 INFO Epoch 21 	 Batch 1599	LR : 0.00000	Top1 Acc.: 96.578	CLS Loss: 0.113	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.382	Tot. Loss: 0.495
+2025-09-19 14:22:12,939 INFO Epoch 21 	 Batch 1699	LR : 0.00000	Top1 Acc.: 96.859	CLS Loss: 0.115	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.360	Tot. Loss: 0.476
+2025-09-19 14:24:16,499 INFO Epoch 21 	 Batch 1799	LR : 0.00000	Top1 Acc.: 96.734	CLS Loss: 0.115	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.368	Tot. Loss: 0.483
+2025-09-19 14:26:20,046 INFO Epoch 21 	 Batch 1899	LR : 0.00000	Top1 Acc.: 96.406	CLS Loss: 0.115	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.380	Tot. Loss: 0.495
+2025-09-19 14:28:23,585 INFO Epoch 21 	 Batch 1999	LR : 0.00000	Top1 Acc.: 97.016	CLS Loss: 0.105	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.369	Tot. Loss: 0.474
+2025-09-19 14:30:27,146 INFO Epoch 21 	 Batch 2099	LR : 0.00000	Top1 Acc.: 96.531	CLS Loss: 0.117	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.370	Tot. Loss: 0.487
+2025-09-19 14:32:30,703 INFO Epoch 21 	 Batch 2199	LR : 0.00000	Top1 Acc.: 96.891	CLS Loss: 0.109	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.363	Tot. Loss: 0.471
+2025-09-19 14:34:34,249 INFO Epoch 21 	 Batch 2299	LR : 0.00000	Top1 Acc.: 96.844	CLS Loss: 0.111	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.365	Tot. Loss: 0.476
+2025-09-19 14:36:37,771 INFO Epoch 21 	 Batch 2399	LR : 0.00000	Top1 Acc.: 97.094	CLS Loss: 0.104	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.355	Tot. Loss: 0.460
+2025-09-19 14:38:41,341 INFO Epoch 21 	 Batch 2499	LR : 0.00000	Top1 Acc.: 96.688	CLS Loss: 0.118	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.387	Tot. Loss: 0.504
+2025-09-19 14:40:44,900 INFO Epoch 21 	 Batch 2599	LR : 0.00000	Top1 Acc.: 96.875	CLS Loss: 0.106	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.370	Tot. Loss: 0.476
+2025-09-19 14:42:48,377 INFO Epoch 21 	 Batch 2699	LR : 0.00000	Top1 Acc.: 96.859	CLS Loss: 0.105	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.348	Tot. Loss: 0.453
+2025-09-19 14:44:51,889 INFO Epoch 21 	 Batch 2799	LR : 0.00000	Top1 Acc.: 96.719	CLS Loss: 0.106	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.362	Tot. Loss: 0.468
+2025-09-19 14:46:55,412 INFO Epoch 21 	 Batch 2899	LR : 0.00000	Top1 Acc.: 96.922	CLS Loss: 0.116	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.371	Tot. Loss: 0.488
+2025-09-19 14:48:58,917 INFO Epoch 21 	 Batch 2999	LR : 0.00000	Top1 Acc.: 96.609	CLS Loss: 0.122	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.367	Tot. Loss: 0.488
+2025-09-19 14:51:02,410 INFO Epoch 21 	 Batch 3099	LR : 0.00000	Top1 Acc.: 96.500	CLS Loss: 0.113	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.366	Tot. Loss: 0.478
+2025-09-19 14:53:05,945 INFO Epoch 21 	 Batch 3199	LR : 0.00000	Top1 Acc.: 96.703	CLS Loss: 0.108	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.377	Tot. Loss: 0.485
+2025-09-19 14:55:09,460 INFO Epoch 21 	 Batch 3299	LR : 0.00000	Top1 Acc.: 96.891	CLS Loss: 0.112	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.372	Tot. Loss: 0.484
+2025-09-19 14:57:12,965 INFO Epoch 21 	 Batch 3399	LR : 0.00000	Top1 Acc.: 96.828	CLS Loss: 0.112	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.390	Tot. Loss: 0.502
+2025-09-19 14:59:16,439 INFO Epoch 21 	 Batch 3499	LR : 0.00000	Top1 Acc.: 97.234	CLS Loss: 0.096	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.365	Tot. Loss: 0.460
+2025-09-19 15:01:19,889 INFO Epoch 21 	 Batch 3599	LR : 0.00000	Top1 Acc.: 96.688	CLS Loss: 0.111	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.398	Tot. Loss: 0.509
+2025-09-19 15:03:23,406 INFO Epoch 21 	 Batch 3699	LR : 0.00000	Top1 Acc.: 96.703	CLS Loss: 0.114	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.367	Tot. Loss: 0.480
+2025-09-19 15:05:26,937 INFO Epoch 21 	 Batch 3799	LR : 0.00000	Top1 Acc.: 96.172	CLS Loss: 0.120	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.382	Tot. Loss: 0.502
+2025-09-19 15:07:30,424 INFO Epoch 21 	 Batch 3899	LR : 0.00000	Top1 Acc.: 96.516	CLS Loss: 0.110	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.352	Tot. Loss: 0.463
+2025-09-19 15:09:33,896 INFO Epoch 21 	 Batch 3999	LR : 0.00000	Top1 Acc.: 97.047	CLS Loss: 0.099	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.347	Tot. Loss: 0.447
+2025-09-19 15:11:37,407 INFO Epoch 21 	 Batch 4099	LR : 0.00000	Top1 Acc.: 96.641	CLS Loss: 0.112	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.374	Tot. Loss: 0.487
+2025-09-19 15:13:40,904 INFO Epoch 21 	 Batch 4199	LR : 0.00000	Top1 Acc.: 96.641	CLS Loss: 0.116	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.357	Tot. Loss: 0.473
+2025-09-19 15:15:44,389 INFO Epoch 21 	 Batch 4299	LR : 0.00000	Top1 Acc.: 97.047	CLS Loss: 0.107	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.359	Tot. Loss: 0.466
+2025-09-19 15:17:47,814 INFO Epoch 21 	 Batch 4399	LR : 0.00000	Top1 Acc.: 96.781	CLS Loss: 0.108	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.378	Tot. Loss: 0.486
+2025-09-19 15:19:51,321 INFO Epoch 21 	 Batch 4499	LR : 0.00000	Top1 Acc.: 96.625	CLS Loss: 0.116	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.366	Tot. Loss: 0.483
+2025-09-19 15:21:54,749 INFO Epoch 21 	 Batch 4599	LR : 0.00000	Top1 Acc.: 96.969	CLS Loss: 0.110	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.375	Tot. Loss: 0.485
+2025-09-19 15:23:58,233 INFO Epoch 21 	 Batch 4699	LR : 0.00000	Top1 Acc.: 96.891	CLS Loss: 0.105	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.367	Tot. Loss: 0.472
+2025-09-19 15:26:01,702 INFO Epoch 21 	 Batch 4799	LR : 0.00000	Top1 Acc.: 96.781	CLS Loss: 0.113	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.369	Tot. Loss: 0.482
+2025-09-19 15:28:05,248 INFO Epoch 21 	 Batch 4899	LR : 0.00000	Top1 Acc.: 96.828	CLS Loss: 0.117	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.366	Tot. Loss: 0.483
+2025-09-19 15:30:08,740 INFO Epoch 21 	 Batch 4999	LR : 0.00000	Top1 Acc.: 96.672	CLS Loss: 0.108	Mixup Loss: 0.000	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 0.345	Tot. Loss: 0.452
+2025-09-19 15:34:53,847 INFO ################## 
+ ---> Validation Epoch 21 (Original Model)	Acc.: 81.464	FPR: 58.934	AUROC: 87.815	AUPR: 61.505	AURC: 46.247	EAURC: 27.896	AUPR Succ.: 96.709	ECE: 6.942	NLL: 7.638	Brier: 27.268
+2025-09-19 15:39:21,762 INFO ################## 
+ ---> Validation Epoch 21 (EMA Model)	Acc.: 81.472	FPR: 59.089	AUROC: 87.806	AUPR: 61.423	AURC: 46.245	EAURC: 27.910	AUPR Succ.: 96.708	ECE: 6.942	NLL: 7.637	Brier: 27.263
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+2025-09-18 09:59:44,466 INFO {
+    "activation": "relu",
+    "alpha": 0.5,
+    "batch_size": 256,
+    "cos_temp": 64,
+    "crl_weight": 0.0,
+    "cutmix_beta": 1.0,
+    "cutmix_prob": 1.0,
+    "cutmix_weight": 0.0,
+    "data_name": "imagenet1k",
+    "deit_path": "./pretrained_model/deit_base_patch16_224-b5f2ef4d.pth",
+    "epochs": 20,
+    "fine_tune_epochs": 20,
+    "fine_tune_lr": 0.01,
+    "gpu": [
+        0,
+        1,
+        2,
+        3
+    ],
+    "imb_factor": 1.0,
+    "label_smoothing": 0.0,
+    "lmbda": 0.8,
+    "loss": "ce",
+    "lr": 0.0001,
+    "mixup_beta": 10.0,
+    "mixup_weight": 1.0,
+    "model_name": "deit_base_patch16_224",
+    "momentum": 0.9,
+    "nb_cls": 1000,
+    "nb_run": 1,
+    "nb_worker": 4,
+    "optim_name": "baseline",
+    "p": 2,
+    "per_epoch_scheduler": false,
+    "pixmix_path": "./pixmixset",
+    "pixmix_weight": 0.0,
+    "rebn": false,
+    "resume": null,
+    "reweighting_type": null,
+    "rho": 0.2,
+    "save_dir": "/group-volume/Data-Efficient-Intelligence-ASR-Unlabeled-Data/hushell/surev2_inet/Deit-B-ImageNet1k/regmixup",
+    "sigma": 1,
+    "subcommand": "ImageNet1k",
+    "swa_epoch_start": 80,
+    "swa_lr": 0.05,
+    "t": 1.0,
+    "test_dir": "/group-volume/On-Device-AI/datasets/imagenet/imagenet-val-256.h5",
+    "train_dir": "/group-volume/On-Device-AI/datasets/imagenet/imagenet-train-256.h5",
+    "train_size": 224,
+    "use_cosine": false,
+    "val_dir": "/group-volume/On-Device-AI/datasets/imagenet/imagenet-val-256.h5",
+    "weight_decay": 5e-05
+}
+2025-09-18 10:04:01,474 INFO ####################################################################################################
+1 / 1 Running
+2025-09-18 10:04:43,826 INFO ####### --- Training Epoch 1 --- #######
+2025-09-18 10:26:42,486 INFO Epoch 1 	 Batch 99	LR : 0.00010	Top1 Acc.: 95.875	CLS Loss: 0.231	Mixup Loss: 1.407	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.517	Tot. Loss: 1.637
+2025-09-18 10:29:47,698 INFO Epoch 1 	 Batch 199	LR : 0.00010	Top1 Acc.: 95.969	CLS Loss: 0.182	Mixup Loss: 1.342	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.369	Tot. Loss: 1.524
+2025-09-18 10:32:53,666 INFO Epoch 1 	 Batch 299	LR : 0.00010	Top1 Acc.: 95.750	CLS Loss: 0.172	Mixup Loss: 1.342	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.293	Tot. Loss: 1.514
+2025-09-18 10:35:59,466 INFO Epoch 1 	 Batch 399	LR : 0.00010	Top1 Acc.: 96.188	CLS Loss: 0.161	Mixup Loss: 1.326	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.242	Tot. Loss: 1.487
+2025-09-18 10:39:05,267 INFO Epoch 1 	 Batch 499	LR : 0.00010	Top1 Acc.: 95.859	CLS Loss: 0.165	Mixup Loss: 1.341	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.267	Tot. Loss: 1.506
+2025-09-18 10:42:11,205 INFO Epoch 1 	 Batch 599	LR : 0.00010	Top1 Acc.: 95.812	CLS Loss: 0.165	Mixup Loss: 1.328	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.246	Tot. Loss: 1.493
+2025-09-18 10:45:17,029 INFO Epoch 1 	 Batch 699	LR : 0.00010	Top1 Acc.: 95.750	CLS Loss: 0.159	Mixup Loss: 1.326	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.232	Tot. Loss: 1.485
+2025-09-18 10:48:22,986 INFO Epoch 1 	 Batch 799	LR : 0.00010	Top1 Acc.: 95.891	CLS Loss: 0.162	Mixup Loss: 1.325	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.215	Tot. Loss: 1.487
+2025-09-18 10:51:28,973 INFO Epoch 1 	 Batch 899	LR : 0.00010	Top1 Acc.: 95.641	CLS Loss: 0.151	Mixup Loss: 1.345	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.222	Tot. Loss: 1.496
+2025-09-18 10:54:34,822 INFO Epoch 1 	 Batch 999	LR : 0.00010	Top1 Acc.: 95.891	CLS Loss: 0.151	Mixup Loss: 1.319	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.192	Tot. Loss: 1.470
+2025-09-18 10:57:40,684 INFO Epoch 1 	 Batch 1099	LR : 0.00010	Top1 Acc.: 95.578	CLS Loss: 0.153	Mixup Loss: 1.305	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.192	Tot. Loss: 1.459
+2025-09-18 11:00:46,559 INFO Epoch 1 	 Batch 1199	LR : 0.00010	Top1 Acc.: 96.172	CLS Loss: 0.149	Mixup Loss: 1.317	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.206	Tot. Loss: 1.466
+2025-09-18 11:03:52,437 INFO Epoch 1 	 Batch 1299	LR : 0.00010	Top1 Acc.: 95.984	CLS Loss: 0.148	Mixup Loss: 1.319	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.211	Tot. Loss: 1.467
+2025-09-18 11:06:58,284 INFO Epoch 1 	 Batch 1399	LR : 0.00010	Top1 Acc.: 96.062	CLS Loss: 0.137	Mixup Loss: 1.291	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.168	Tot. Loss: 1.428
+2025-09-18 11:10:04,190 INFO Epoch 1 	 Batch 1499	LR : 0.00010	Top1 Acc.: 95.938	CLS Loss: 0.152	Mixup Loss: 1.308	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.181	Tot. Loss: 1.460
+2025-09-18 11:13:10,112 INFO Epoch 1 	 Batch 1599	LR : 0.00010	Top1 Acc.: 95.703	CLS Loss: 0.150	Mixup Loss: 1.306	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.199	Tot. Loss: 1.456
+2025-09-18 11:16:15,926 INFO Epoch 1 	 Batch 1699	LR : 0.00010	Top1 Acc.: 96.125	CLS Loss: 0.149	Mixup Loss: 1.291	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.168	Tot. Loss: 1.440
+2025-09-18 11:19:22,005 INFO Epoch 1 	 Batch 1799	LR : 0.00010	Top1 Acc.: 95.906	CLS Loss: 0.152	Mixup Loss: 1.317	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.160	Tot. Loss: 1.469
+2025-09-18 11:22:27,789 INFO Epoch 1 	 Batch 1899	LR : 0.00010	Top1 Acc.: 95.781	CLS Loss: 0.151	Mixup Loss: 1.320	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.157	Tot. Loss: 1.471
+2025-09-18 11:25:33,614 INFO Epoch 1 	 Batch 1999	LR : 0.00010	Top1 Acc.: 96.438	CLS Loss: 0.134	Mixup Loss: 1.286	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.170	Tot. Loss: 1.420
+2025-09-18 11:28:39,500 INFO Epoch 1 	 Batch 2099	LR : 0.00010	Top1 Acc.: 95.812	CLS Loss: 0.153	Mixup Loss: 1.310	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.178	Tot. Loss: 1.463
+2025-09-18 11:31:45,403 INFO Epoch 1 	 Batch 2199	LR : 0.00010	Top1 Acc.: 96.219	CLS Loss: 0.139	Mixup Loss: 1.293	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.210	Tot. Loss: 1.432
+2025-09-18 11:34:51,561 INFO Epoch 1 	 Batch 2299	LR : 0.00010	Top1 Acc.: 96.094	CLS Loss: 0.143	Mixup Loss: 1.312	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.214	Tot. Loss: 1.455
+2025-09-18 11:37:58,656 INFO Epoch 1 	 Batch 2399	LR : 0.00010	Top1 Acc.: 96.328	CLS Loss: 0.138	Mixup Loss: 1.289	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.189	Tot. Loss: 1.427
+2025-09-18 11:41:05,815 INFO Epoch 1 	 Batch 2499	LR : 0.00010	Top1 Acc.: 95.984	CLS Loss: 0.149	Mixup Loss: 1.315	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.196	Tot. Loss: 1.464
+2025-09-18 11:44:12,971 INFO Epoch 1 	 Batch 2599	LR : 0.00010	Top1 Acc.: 96.047	CLS Loss: 0.139	Mixup Loss: 1.317	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.195	Tot. Loss: 1.456
+2025-09-18 11:47:19,961 INFO Epoch 1 	 Batch 2699	LR : 0.00010	Top1 Acc.: 95.969	CLS Loss: 0.137	Mixup Loss: 1.315	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.186	Tot. Loss: 1.452
+2025-09-18 11:50:26,942 INFO Epoch 1 	 Batch 2799	LR : 0.00010	Top1 Acc.: 95.938	CLS Loss: 0.142	Mixup Loss: 1.295	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.207	Tot. Loss: 1.437
+2025-09-18 11:53:33,936 INFO Epoch 1 	 Batch 2899	LR : 0.00010	Top1 Acc.: 95.859	CLS Loss: 0.151	Mixup Loss: 1.327	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.174	Tot. Loss: 1.478
+2025-09-18 11:56:40,931 INFO Epoch 1 	 Batch 2999	LR : 0.00010	Top1 Acc.: 95.703	CLS Loss: 0.153	Mixup Loss: 1.314	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.171	Tot. Loss: 1.467
+2025-09-18 11:59:48,009 INFO Epoch 1 	 Batch 3099	LR : 0.00010	Top1 Acc.: 95.766	CLS Loss: 0.144	Mixup Loss: 1.299	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.202	Tot. Loss: 1.442
+2025-09-18 12:02:54,870 INFO Epoch 1 	 Batch 3199	LR : 0.00010	Top1 Acc.: 95.906	CLS Loss: 0.137	Mixup Loss: 1.305	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.203	Tot. Loss: 1.442
+2025-09-18 12:06:01,720 INFO Epoch 1 	 Batch 3299	LR : 0.00010	Top1 Acc.: 96.000	CLS Loss: 0.146	Mixup Loss: 1.319	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.199	Tot. Loss: 1.465
+2025-09-18 12:09:07,145 INFO Epoch 1 	 Batch 3399	LR : 0.00010	Top1 Acc.: 96.109	CLS Loss: 0.139	Mixup Loss: 1.291	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.133	Tot. Loss: 1.430
+2025-09-18 12:12:12,934 INFO Epoch 1 	 Batch 3499	LR : 0.00010	Top1 Acc.: 96.250	CLS Loss: 0.127	Mixup Loss: 1.292	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.181	Tot. Loss: 1.419
+2025-09-18 12:15:19,361 INFO Epoch 1 	 Batch 3599	LR : 0.00010	Top1 Acc.: 95.891	CLS Loss: 0.143	Mixup Loss: 1.319	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.192	Tot. Loss: 1.461
+2025-09-18 12:18:25,466 INFO Epoch 1 	 Batch 3699	LR : 0.00010	Top1 Acc.: 95.953	CLS Loss: 0.143	Mixup Loss: 1.284	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.200	Tot. Loss: 1.428
+2025-09-18 12:21:31,439 INFO Epoch 1 	 Batch 3799	LR : 0.00010	Top1 Acc.: 95.422	CLS Loss: 0.154	Mixup Loss: 1.317	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.168	Tot. Loss: 1.471
+2025-09-18 12:24:37,442 INFO Epoch 1 	 Batch 3899	LR : 0.00010	Top1 Acc.: 96.031	CLS Loss: 0.140	Mixup Loss: 1.315	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.180	Tot. Loss: 1.455
+2025-09-18 12:27:43,531 INFO Epoch 1 	 Batch 3999	LR : 0.00010	Top1 Acc.: 96.516	CLS Loss: 0.125	Mixup Loss: 1.267	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.161	Tot. Loss: 1.391
+2025-09-18 12:30:49,566 INFO Epoch 1 	 Batch 4099	LR : 0.00010	Top1 Acc.: 96.172	CLS Loss: 0.141	Mixup Loss: 1.304	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.173	Tot. Loss: 1.444
+2025-09-18 12:33:55,589 INFO Epoch 1 	 Batch 4199	LR : 0.00010	Top1 Acc.: 96.172	CLS Loss: 0.143	Mixup Loss: 1.305	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.193	Tot. Loss: 1.448
+2025-09-18 12:37:01,668 INFO Epoch 1 	 Batch 4299	LR : 0.00010	Top1 Acc.: 96.375	CLS Loss: 0.137	Mixup Loss: 1.282	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.193	Tot. Loss: 1.419
+2025-09-18 12:40:07,688 INFO Epoch 1 	 Batch 4399	LR : 0.00010	Top1 Acc.: 95.906	CLS Loss: 0.139	Mixup Loss: 1.291	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.148	Tot. Loss: 1.430
+2025-09-18 12:43:13,689 INFO Epoch 1 	 Batch 4499	LR : 0.00010	Top1 Acc.: 96.000	CLS Loss: 0.146	Mixup Loss: 1.284	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.205	Tot. Loss: 1.430
+2025-09-18 12:46:19,697 INFO Epoch 1 	 Batch 4599	LR : 0.00010	Top1 Acc.: 96.172	CLS Loss: 0.141	Mixup Loss: 1.278	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.195	Tot. Loss: 1.418
+2025-09-18 12:49:25,737 INFO Epoch 1 	 Batch 4699	LR : 0.00010	Top1 Acc.: 96.078	CLS Loss: 0.133	Mixup Loss: 1.288	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.161	Tot. Loss: 1.421
+2025-09-18 12:52:31,756 INFO Epoch 1 	 Batch 4799	LR : 0.00010	Top1 Acc.: 95.969	CLS Loss: 0.142	Mixup Loss: 1.299	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.175	Tot. Loss: 1.441
+2025-09-18 12:55:37,670 INFO Epoch 1 	 Batch 4899	LR : 0.00010	Top1 Acc.: 95.656	CLS Loss: 0.149	Mixup Loss: 1.288	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.217	Tot. Loss: 1.437
+2025-09-18 12:58:43,693 INFO Epoch 1 	 Batch 4999	LR : 0.00010	Top1 Acc.: 96.156	CLS Loss: 0.135	Mixup Loss: 1.288	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.148	Tot. Loss: 1.423
+2025-09-18 13:06:18,287 INFO ################## 
+ ---> Validation Epoch 1 (Original Model)	Acc.: 81.886	FPR: 58.286	AUROC: 87.184	AUPR: 60.367	AURC: 48.865	EAURC: 31.367	AUPR Succ.: 96.304	ECE: 5.937	NLL: 7.508	Brier: 26.579
+2025-09-18 13:13:16,618 INFO ################## 
+ ---> Validation Epoch 1 (EMA Model)	Acc.: 81.902	FPR: 58.338	AUROC: 87.163	AUPR: 60.271	AURC: 48.849	EAURC: 31.384	AUPR Succ.: 96.303	ECE: 5.907	NLL: 7.506	Brier: 26.578
+2025-09-18 13:13:16,969 INFO Original Model Accuracy improved from 0.00 to 81.89!!!
+2025-09-18 13:13:21,680 INFO EMA Model Accuracy improved from 0.00 to 81.90!!!
+2025-09-18 13:13:28,718 INFO ####### --- Training Epoch 2 --- #######
+2025-09-18 13:33:47,517 INFO Epoch 2 	 Batch 99	LR : 0.00010	Top1 Acc.: 96.156	CLS Loss: 0.136	Mixup Loss: 1.323	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.199	Tot. Loss: 1.459
+2025-09-18 13:36:52,832 INFO Epoch 2 	 Batch 199	LR : 0.00010	Top1 Acc.: 96.391	CLS Loss: 0.130	Mixup Loss: 1.287	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.147	Tot. Loss: 1.417
+2025-09-18 13:39:58,558 INFO Epoch 2 	 Batch 299	LR : 0.00010	Top1 Acc.: 96.047	CLS Loss: 0.138	Mixup Loss: 1.285	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.164	Tot. Loss: 1.423
+2025-09-18 13:43:04,295 INFO Epoch 2 	 Batch 399	LR : 0.00010	Top1 Acc.: 96.500	CLS Loss: 0.134	Mixup Loss: 1.290	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.186	Tot. Loss: 1.424
+2025-09-18 13:46:09,983 INFO Epoch 2 	 Batch 499	LR : 0.00010	Top1 Acc.: 95.953	CLS Loss: 0.144	Mixup Loss: 1.323	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.188	Tot. Loss: 1.467
+2025-09-18 13:49:15,702 INFO Epoch 2 	 Batch 599	LR : 0.00010	Top1 Acc.: 95.859	CLS Loss: 0.147	Mixup Loss: 1.302	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.150	Tot. Loss: 1.450
+2025-09-18 13:52:21,509 INFO Epoch 2 	 Batch 699	LR : 0.00010	Top1 Acc.: 95.953	CLS Loss: 0.139	Mixup Loss: 1.291	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.159	Tot. Loss: 1.430
+2025-09-18 13:55:27,246 INFO Epoch 2 	 Batch 799	LR : 0.00010	Top1 Acc.: 95.953	CLS Loss: 0.147	Mixup Loss: 1.294	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.191	Tot. Loss: 1.441
+2025-09-18 13:58:33,001 INFO Epoch 2 	 Batch 899	LR : 0.00010	Top1 Acc.: 95.984	CLS Loss: 0.134	Mixup Loss: 1.297	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.155	Tot. Loss: 1.431
+2025-09-18 14:01:38,764 INFO Epoch 2 	 Batch 999	LR : 0.00010	Top1 Acc.: 96.031	CLS Loss: 0.135	Mixup Loss: 1.303	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.146	Tot. Loss: 1.438
+2025-09-18 14:04:44,596 INFO Epoch 2 	 Batch 1099	LR : 0.00010	Top1 Acc.: 95.719	CLS Loss: 0.139	Mixup Loss: 1.285	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.152	Tot. Loss: 1.424
+2025-09-18 14:07:50,331 INFO Epoch 2 	 Batch 1199	LR : 0.00010	Top1 Acc.: 96.156	CLS Loss: 0.137	Mixup Loss: 1.306	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.183	Tot. Loss: 1.443
+2025-09-18 14:10:56,090 INFO Epoch 2 	 Batch 1299	LR : 0.00010	Top1 Acc.: 96.250	CLS Loss: 0.134	Mixup Loss: 1.282	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.180	Tot. Loss: 1.416
+2025-09-18 14:14:01,892 INFO Epoch 2 	 Batch 1399	LR : 0.00010	Top1 Acc.: 96.344	CLS Loss: 0.125	Mixup Loss: 1.254	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.169	Tot. Loss: 1.379
+2025-09-18 14:17:07,660 INFO Epoch 2 	 Batch 1499	LR : 0.00010	Top1 Acc.: 95.953	CLS Loss: 0.142	Mixup Loss: 1.288	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.155	Tot. Loss: 1.430
+2025-09-18 14:20:13,445 INFO Epoch 2 	 Batch 1599	LR : 0.00010	Top1 Acc.: 95.797	CLS Loss: 0.140	Mixup Loss: 1.295	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.219	Tot. Loss: 1.435
+2025-09-18 14:23:19,122 INFO Epoch 2 	 Batch 1699	LR : 0.00010	Top1 Acc.: 96.281	CLS Loss: 0.139	Mixup Loss: 1.299	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.151	Tot. Loss: 1.439
+2025-09-18 14:26:24,864 INFO Epoch 2 	 Batch 1799	LR : 0.00010	Top1 Acc.: 96.000	CLS Loss: 0.142	Mixup Loss: 1.291	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.186	Tot. Loss: 1.432
+2025-09-18 14:29:30,634 INFO Epoch 2 	 Batch 1899	LR : 0.00010	Top1 Acc.: 95.844	CLS Loss: 0.140	Mixup Loss: 1.311	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.181	Tot. Loss: 1.451
+2025-09-18 14:32:36,397 INFO Epoch 2 	 Batch 1999	LR : 0.00010	Top1 Acc.: 96.516	CLS Loss: 0.124	Mixup Loss: 1.273	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.175	Tot. Loss: 1.397
+2025-09-18 14:35:42,146 INFO Epoch 2 	 Batch 2099	LR : 0.00010	Top1 Acc.: 95.891	CLS Loss: 0.143	Mixup Loss: 1.298	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.181	Tot. Loss: 1.441
+2025-09-18 14:38:47,909 INFO Epoch 2 	 Batch 2199	LR : 0.00010	Top1 Acc.: 96.219	CLS Loss: 0.130	Mixup Loss: 1.268	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.194	Tot. Loss: 1.398
+2025-09-18 14:41:54,183 INFO Epoch 2 	 Batch 2299	LR : 0.00010	Top1 Acc.: 96.203	CLS Loss: 0.135	Mixup Loss: 1.297	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.164	Tot. Loss: 1.432
+2025-09-18 14:45:01,208 INFO Epoch 2 	 Batch 2399	LR : 0.00010	Top1 Acc.: 96.516	CLS Loss: 0.128	Mixup Loss: 1.281	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.169	Tot. Loss: 1.409
+2025-09-18 14:48:08,137 INFO Epoch 2 	 Batch 2499	LR : 0.00010	Top1 Acc.: 96.172	CLS Loss: 0.142	Mixup Loss: 1.308	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.173	Tot. Loss: 1.450
+2025-09-18 14:51:15,299 INFO Epoch 2 	 Batch 2599	LR : 0.00010	Top1 Acc.: 96.359	CLS Loss: 0.130	Mixup Loss: 1.299	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.160	Tot. Loss: 1.429
+2025-09-18 14:54:22,253 INFO Epoch 2 	 Batch 2699	LR : 0.00010	Top1 Acc.: 96.266	CLS Loss: 0.129	Mixup Loss: 1.292	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.185	Tot. Loss: 1.421
+2025-09-18 14:57:29,194 INFO Epoch 2 	 Batch 2799	LR : 0.00010	Top1 Acc.: 96.062	CLS Loss: 0.131	Mixup Loss: 1.292	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.158	Tot. Loss: 1.423
+2025-09-18 15:00:36,274 INFO Epoch 2 	 Batch 2899	LR : 0.00010	Top1 Acc.: 96.062	CLS Loss: 0.144	Mixup Loss: 1.322	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.168	Tot. Loss: 1.466
+2025-09-18 15:03:43,279 INFO Epoch 2 	 Batch 2999	LR : 0.00010	Top1 Acc.: 95.688	CLS Loss: 0.145	Mixup Loss: 1.307	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.175	Tot. Loss: 1.452
+2025-09-18 15:06:50,209 INFO Epoch 2 	 Batch 3099	LR : 0.00010	Top1 Acc.: 95.891	CLS Loss: 0.136	Mixup Loss: 1.282	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.160	Tot. Loss: 1.418
+2025-09-18 15:09:57,040 INFO Epoch 2 	 Batch 3199	LR : 0.00010	Top1 Acc.: 96.141	CLS Loss: 0.129	Mixup Loss: 1.267	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.144	Tot. Loss: 1.396
+2025-09-18 15:13:03,442 INFO Epoch 2 	 Batch 3299	LR : 0.00010	Top1 Acc.: 96.203	CLS Loss: 0.138	Mixup Loss: 1.297	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.198	Tot. Loss: 1.435
+2025-09-18 15:16:08,640 INFO Epoch 2 	 Batch 3399	LR : 0.00010	Top1 Acc.: 96.312	CLS Loss: 0.133	Mixup Loss: 1.296	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.136	Tot. Loss: 1.428
+2025-09-18 15:19:14,663 INFO Epoch 2 	 Batch 3499	LR : 0.00010	Top1 Acc.: 96.391	CLS Loss: 0.120	Mixup Loss: 1.279	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.189	Tot. Loss: 1.398
+2025-09-18 15:22:20,919 INFO Epoch 2 	 Batch 3599	LR : 0.00010	Top1 Acc.: 96.141	CLS Loss: 0.134	Mixup Loss: 1.289	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.153	Tot. Loss: 1.423
+2025-09-18 15:25:26,873 INFO Epoch 2 	 Batch 3699	LR : 0.00010	Top1 Acc.: 96.312	CLS Loss: 0.133	Mixup Loss: 1.260	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.161	Tot. Loss: 1.393
+2025-09-18 15:28:32,844 INFO Epoch 2 	 Batch 3799	LR : 0.00010	Top1 Acc.: 95.594	CLS Loss: 0.145	Mixup Loss: 1.303	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.176	Tot. Loss: 1.448
+2025-09-18 15:31:38,786 INFO Epoch 2 	 Batch 3899	LR : 0.00010	Top1 Acc.: 96.078	CLS Loss: 0.134	Mixup Loss: 1.293	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.179	Tot. Loss: 1.427
+2025-09-18 15:34:44,684 INFO Epoch 2 	 Batch 3999	LR : 0.00010	Top1 Acc.: 96.641	CLS Loss: 0.119	Mixup Loss: 1.252	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.152	Tot. Loss: 1.371
+2025-09-18 15:37:50,713 INFO Epoch 2 	 Batch 4099	LR : 0.00010	Top1 Acc.: 96.078	CLS Loss: 0.136	Mixup Loss: 1.292	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.197	Tot. Loss: 1.427
+2025-09-18 15:40:56,687 INFO Epoch 2 	 Batch 4199	LR : 0.00010	Top1 Acc.: 96.094	CLS Loss: 0.139	Mixup Loss: 1.286	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.249	Tot. Loss: 1.425
+2025-09-18 15:44:02,653 INFO Epoch 2 	 Batch 4299	LR : 0.00010	Top1 Acc.: 96.312	CLS Loss: 0.130	Mixup Loss: 1.270	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.157	Tot. Loss: 1.400
+2025-09-18 15:47:08,641 INFO Epoch 2 	 Batch 4399	LR : 0.00010	Top1 Acc.: 96.141	CLS Loss: 0.132	Mixup Loss: 1.265	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.126	Tot. Loss: 1.397
+2025-09-18 15:50:14,620 INFO Epoch 2 	 Batch 4499	LR : 0.00010	Top1 Acc.: 96.172	CLS Loss: 0.139	Mixup Loss: 1.280	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.181	Tot. Loss: 1.419
+2025-09-18 15:53:20,509 INFO Epoch 2 	 Batch 4599	LR : 0.00010	Top1 Acc.: 96.234	CLS Loss: 0.134	Mixup Loss: 1.279	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.152	Tot. Loss: 1.413
+2025-09-18 15:56:26,404 INFO Epoch 2 	 Batch 4699	LR : 0.00010	Top1 Acc.: 96.250	CLS Loss: 0.127	Mixup Loss: 1.281	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.183	Tot. Loss: 1.408
+2025-09-18 15:59:32,308 INFO Epoch 2 	 Batch 4799	LR : 0.00010	Top1 Acc.: 96.203	CLS Loss: 0.135	Mixup Loss: 1.296	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.196	Tot. Loss: 1.431
+2025-09-18 16:02:38,281 INFO Epoch 2 	 Batch 4899	LR : 0.00010	Top1 Acc.: 95.984	CLS Loss: 0.143	Mixup Loss: 1.282	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.179	Tot. Loss: 1.425
+2025-09-18 16:05:44,263 INFO Epoch 2 	 Batch 4999	LR : 0.00010	Top1 Acc.: 96.219	CLS Loss: 0.129	Mixup Loss: 1.271	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.125	Tot. Loss: 1.400
+2025-09-18 16:13:25,778 INFO ################## 
+ ---> Validation Epoch 2 (Original Model)	Acc.: 81.786	FPR: 58.274	AUROC: 87.437	AUPR: 60.868	AURC: 47.831	EAURC: 30.133	AUPR Succ.: 96.448	ECE: 6.312	NLL: 7.538	Brier: 26.718
+2025-09-18 16:20:37,056 INFO ################## 
+ ---> Validation Epoch 2 (EMA Model)	Acc.: 81.788	FPR: 58.159	AUROC: 87.427	AUPR: 60.864	AURC: 47.827	EAURC: 30.133	AUPR Succ.: 96.448	ECE: 6.302	NLL: 7.539	Brier: 26.719
+2025-09-18 16:20:38,425 INFO ####### --- Training Epoch 3 --- #######
+2025-09-18 16:40:41,968 INFO Epoch 3 	 Batch 99	LR : 0.00010	Top1 Acc.: 96.281	CLS Loss: 0.132	Mixup Loss: 1.310	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.169	Tot. Loss: 1.442
+2025-09-18 16:43:47,300 INFO Epoch 3 	 Batch 199	LR : 0.00010	Top1 Acc.: 96.406	CLS Loss: 0.124	Mixup Loss: 1.270	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.150	Tot. Loss: 1.394
+2025-09-18 16:46:53,139 INFO Epoch 3 	 Batch 299	LR : 0.00010	Top1 Acc.: 96.078	CLS Loss: 0.132	Mixup Loss: 1.282	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.147	Tot. Loss: 1.414
+2025-09-18 16:49:59,044 INFO Epoch 3 	 Batch 399	LR : 0.00010	Top1 Acc.: 96.500	CLS Loss: 0.129	Mixup Loss: 1.280	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.170	Tot. Loss: 1.409
+2025-09-18 16:53:04,929 INFO Epoch 3 	 Batch 499	LR : 0.00010	Top1 Acc.: 95.812	CLS Loss: 0.138	Mixup Loss: 1.305	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.201	Tot. Loss: 1.443
+2025-09-18 16:56:10,851 INFO Epoch 3 	 Batch 599	LR : 0.00010	Top1 Acc.: 96.078	CLS Loss: 0.142	Mixup Loss: 1.287	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.178	Tot. Loss: 1.428
+2025-09-18 16:59:16,790 INFO Epoch 3 	 Batch 699	LR : 0.00010	Top1 Acc.: 95.969	CLS Loss: 0.133	Mixup Loss: 1.287	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.178	Tot. Loss: 1.421
+2025-09-18 17:02:22,674 INFO Epoch 3 	 Batch 799	LR : 0.00010	Top1 Acc.: 96.156	CLS Loss: 0.141	Mixup Loss: 1.287	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.193	Tot. Loss: 1.428
+2025-09-18 17:05:28,611 INFO Epoch 3 	 Batch 899	LR : 0.00010	Top1 Acc.: 96.062	CLS Loss: 0.129	Mixup Loss: 1.292	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.186	Tot. Loss: 1.421
+2025-09-18 17:08:34,429 INFO Epoch 3 	 Batch 999	LR : 0.00010	Top1 Acc.: 96.359	CLS Loss: 0.129	Mixup Loss: 1.290	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.192	Tot. Loss: 1.419
+2025-09-18 17:11:40,302 INFO Epoch 3 	 Batch 1099	LR : 0.00010	Top1 Acc.: 95.719	CLS Loss: 0.135	Mixup Loss: 1.279	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.140	Tot. Loss: 1.414
+2025-09-18 17:14:46,161 INFO Epoch 3 	 Batch 1199	LR : 0.00010	Top1 Acc.: 96.312	CLS Loss: 0.131	Mixup Loss: 1.290	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.195	Tot. Loss: 1.420
+2025-09-18 17:17:52,050 INFO Epoch 3 	 Batch 1299	LR : 0.00010	Top1 Acc.: 96.250	CLS Loss: 0.129	Mixup Loss: 1.286	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.168	Tot. Loss: 1.415
+2025-09-18 17:20:57,963 INFO Epoch 3 	 Batch 1399	LR : 0.00010	Top1 Acc.: 96.484	CLS Loss: 0.119	Mixup Loss: 1.255	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.152	Tot. Loss: 1.375
+2025-09-18 17:24:03,793 INFO Epoch 3 	 Batch 1499	LR : 0.00010	Top1 Acc.: 96.188	CLS Loss: 0.136	Mixup Loss: 1.286	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.178	Tot. Loss: 1.422
+2025-09-18 17:27:09,728 INFO Epoch 3 	 Batch 1599	LR : 0.00010	Top1 Acc.: 96.062	CLS Loss: 0.134	Mixup Loss: 1.284	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.154	Tot. Loss: 1.419
+2025-09-18 17:30:15,593 INFO Epoch 3 	 Batch 1699	LR : 0.00010	Top1 Acc.: 96.406	CLS Loss: 0.136	Mixup Loss: 1.274	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.179	Tot. Loss: 1.410
+2025-09-18 17:33:21,517 INFO Epoch 3 	 Batch 1799	LR : 0.00010	Top1 Acc.: 96.094	CLS Loss: 0.136	Mixup Loss: 1.284	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.162	Tot. Loss: 1.420
+2025-09-18 17:36:27,369 INFO Epoch 3 	 Batch 1899	LR : 0.00010	Top1 Acc.: 95.906	CLS Loss: 0.135	Mixup Loss: 1.286	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.133	Tot. Loss: 1.421
+2025-09-18 17:39:33,295 INFO Epoch 3 	 Batch 1999	LR : 0.00010	Top1 Acc.: 96.578	CLS Loss: 0.123	Mixup Loss: 1.267	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.154	Tot. Loss: 1.390
+2025-09-18 17:42:39,237 INFO Epoch 3 	 Batch 2099	LR : 0.00010	Top1 Acc.: 96.062	CLS Loss: 0.137	Mixup Loss: 1.274	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.172	Tot. Loss: 1.411
+2025-09-18 17:45:45,179 INFO Epoch 3 	 Batch 2199	LR : 0.00010	Top1 Acc.: 96.422	CLS Loss: 0.126	Mixup Loss: 1.265	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.160	Tot. Loss: 1.391
+2025-09-18 17:48:51,760 INFO Epoch 3 	 Batch 2299	LR : 0.00010	Top1 Acc.: 96.281	CLS Loss: 0.131	Mixup Loss: 1.301	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.184	Tot. Loss: 1.431
+2025-09-18 17:51:58,965 INFO Epoch 3 	 Batch 2399	LR : 0.00010	Top1 Acc.: 96.500	CLS Loss: 0.126	Mixup Loss: 1.277	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.158	Tot. Loss: 1.403
+2025-09-18 17:55:06,072 INFO Epoch 3 	 Batch 2499	LR : 0.00010	Top1 Acc.: 96.125	CLS Loss: 0.135	Mixup Loss: 1.305	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.181	Tot. Loss: 1.441
+2025-09-18 17:58:12,883 INFO Epoch 3 	 Batch 2599	LR : 0.00010	Top1 Acc.: 96.375	CLS Loss: 0.126	Mixup Loss: 1.286	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.153	Tot. Loss: 1.412
+2025-09-18 18:01:20,025 INFO Epoch 3 	 Batch 2699	LR : 0.00010	Top1 Acc.: 96.141	CLS Loss: 0.125	Mixup Loss: 1.280	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.172	Tot. Loss: 1.406
+2025-09-18 18:04:27,058 INFO Epoch 3 	 Batch 2799	LR : 0.00010	Top1 Acc.: 96.172	CLS Loss: 0.128	Mixup Loss: 1.276	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.166	Tot. Loss: 1.404
+2025-09-18 18:07:34,002 INFO Epoch 3 	 Batch 2899	LR : 0.00010	Top1 Acc.: 96.219	CLS Loss: 0.138	Mixup Loss: 1.310	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.209	Tot. Loss: 1.448
+2025-09-18 18:10:40,848 INFO Epoch 3 	 Batch 2999	LR : 0.00010	Top1 Acc.: 96.016	CLS Loss: 0.142	Mixup Loss: 1.297	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.173	Tot. Loss: 1.439
+2025-09-18 18:13:47,740 INFO Epoch 3 	 Batch 3099	LR : 0.00010	Top1 Acc.: 96.172	CLS Loss: 0.132	Mixup Loss: 1.276	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.159	Tot. Loss: 1.408
+2025-09-18 18:16:53,560 INFO Epoch 3 	 Batch 3199	LR : 0.00010	Top1 Acc.: 96.250	CLS Loss: 0.125	Mixup Loss: 1.261	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.183	Tot. Loss: 1.385
+2025-09-18 18:19:59,558 INFO Epoch 3 	 Batch 3299	LR : 0.00010	Top1 Acc.: 96.344	CLS Loss: 0.133	Mixup Loss: 1.277	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.170	Tot. Loss: 1.410
+2025-09-18 18:23:05,963 INFO Epoch 3 	 Batch 3399	LR : 0.00010	Top1 Acc.: 96.359	CLS Loss: 0.130	Mixup Loss: 1.281	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.160	Tot. Loss: 1.411
+2025-09-18 18:26:11,859 INFO Epoch 3 	 Batch 3499	LR : 0.00010	Top1 Acc.: 96.484	CLS Loss: 0.114	Mixup Loss: 1.272	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.151	Tot. Loss: 1.386
+2025-09-18 18:29:17,851 INFO Epoch 3 	 Batch 3599	LR : 0.00010	Top1 Acc.: 96.188	CLS Loss: 0.130	Mixup Loss: 1.279	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.191	Tot. Loss: 1.410
+2025-09-18 18:32:23,709 INFO Epoch 3 	 Batch 3699	LR : 0.00010	Top1 Acc.: 96.281	CLS Loss: 0.131	Mixup Loss: 1.265	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.153	Tot. Loss: 1.396
+2025-09-18 18:35:29,618 INFO Epoch 3 	 Batch 3799	LR : 0.00010	Top1 Acc.: 95.625	CLS Loss: 0.142	Mixup Loss: 1.310	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.211	Tot. Loss: 1.452
+2025-09-18 18:38:35,522 INFO Epoch 3 	 Batch 3899	LR : 0.00010	Top1 Acc.: 96.234	CLS Loss: 0.130	Mixup Loss: 1.291	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.197	Tot. Loss: 1.422
+2025-09-18 18:41:41,446 INFO Epoch 3 	 Batch 3999	LR : 0.00010	Top1 Acc.: 96.812	CLS Loss: 0.115	Mixup Loss: 1.258	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.165	Tot. Loss: 1.373
+2025-09-18 18:44:47,408 INFO Epoch 3 	 Batch 4099	LR : 0.00010	Top1 Acc.: 96.156	CLS Loss: 0.132	Mixup Loss: 1.293	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.159	Tot. Loss: 1.425
+2025-09-18 18:47:53,322 INFO Epoch 3 	 Batch 4199	LR : 0.00010	Top1 Acc.: 96.172	CLS Loss: 0.135	Mixup Loss: 1.267	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.145	Tot. Loss: 1.402
+2025-09-18 18:50:59,248 INFO Epoch 3 	 Batch 4299	LR : 0.00010	Top1 Acc.: 96.578	CLS Loss: 0.126	Mixup Loss: 1.282	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.155	Tot. Loss: 1.407
+2025-09-18 18:54:05,112 INFO Epoch 3 	 Batch 4399	LR : 0.00010	Top1 Acc.: 96.219	CLS Loss: 0.128	Mixup Loss: 1.270	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.169	Tot. Loss: 1.398
+2025-09-18 18:57:11,013 INFO Epoch 3 	 Batch 4499	LR : 0.00009	Top1 Acc.: 96.266	CLS Loss: 0.135	Mixup Loss: 1.271	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.170	Tot. Loss: 1.407
+2025-09-18 19:00:16,950 INFO Epoch 3 	 Batch 4599	LR : 0.00009	Top1 Acc.: 96.266	CLS Loss: 0.131	Mixup Loss: 1.260	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.164	Tot. Loss: 1.391
+2025-09-18 19:03:22,908 INFO Epoch 3 	 Batch 4699	LR : 0.00009	Top1 Acc.: 96.453	CLS Loss: 0.123	Mixup Loss: 1.285	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.166	Tot. Loss: 1.407
+2025-09-18 19:06:28,753 INFO Epoch 3 	 Batch 4799	LR : 0.00009	Top1 Acc.: 96.141	CLS Loss: 0.134	Mixup Loss: 1.286	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.204	Tot. Loss: 1.419
+2025-09-18 19:09:34,610 INFO Epoch 3 	 Batch 4899	LR : 0.00009	Top1 Acc.: 96.078	CLS Loss: 0.138	Mixup Loss: 1.284	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.223	Tot. Loss: 1.422
+2025-09-18 19:12:40,571 INFO Epoch 3 	 Batch 4999	LR : 0.00009	Top1 Acc.: 96.406	CLS Loss: 0.125	Mixup Loss: 1.262	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.137	Tot. Loss: 1.386
+2025-09-18 19:19:35,913 INFO ################## 
+ ---> Validation Epoch 3 (Original Model)	Acc.: 81.800	FPR: 58.615	AUROC: 87.455	AUPR: 60.563	AURC: 47.338	EAURC: 29.669	AUPR Succ.: 96.505	ECE: 6.432	NLL: 7.550	Brier: 26.793
+2025-09-18 19:26:26,282 INFO ################## 
+ ---> Validation Epoch 3 (EMA Model)	Acc.: 81.768	FPR: 58.227	AUROC: 87.508	AUPR: 60.973	AURC: 47.328	EAURC: 29.594	AUPR Succ.: 96.512	ECE: 6.455	NLL: 7.551	Brier: 26.776
+2025-09-18 19:26:26,351 INFO ####### --- Training Epoch 4 --- #######
+2025-09-18 19:45:43,689 INFO Epoch 4 	 Batch 99	LR : 0.00009	Top1 Acc.: 96.391	CLS Loss: 0.127	Mixup Loss: 1.300	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.205	Tot. Loss: 1.427
+2025-09-18 19:48:48,792 INFO Epoch 4 	 Batch 199	LR : 0.00009	Top1 Acc.: 96.516	CLS Loss: 0.122	Mixup Loss: 1.256	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.143	Tot. Loss: 1.379
+2025-09-18 19:51:54,707 INFO Epoch 4 	 Batch 299	LR : 0.00009	Top1 Acc.: 96.141	CLS Loss: 0.129	Mixup Loss: 1.273	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.196	Tot. Loss: 1.402
+2025-09-18 19:55:00,564 INFO Epoch 4 	 Batch 399	LR : 0.00009	Top1 Acc.: 96.609	CLS Loss: 0.126	Mixup Loss: 1.273	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.157	Tot. Loss: 1.399
+2025-09-18 19:58:06,521 INFO Epoch 4 	 Batch 499	LR : 0.00009	Top1 Acc.: 95.938	CLS Loss: 0.136	Mixup Loss: 1.280	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.215	Tot. Loss: 1.416
+2025-09-18 20:01:12,406 INFO Epoch 4 	 Batch 599	LR : 0.00009	Top1 Acc.: 96.125	CLS Loss: 0.137	Mixup Loss: 1.272	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.185	Tot. Loss: 1.409
+2025-09-18 20:04:18,381 INFO Epoch 4 	 Batch 699	LR : 0.00009	Top1 Acc.: 95.922	CLS Loss: 0.131	Mixup Loss: 1.288	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.159	Tot. Loss: 1.418
+2025-09-18 20:07:24,261 INFO Epoch 4 	 Batch 799	LR : 0.00009	Top1 Acc.: 96.203	CLS Loss: 0.139	Mixup Loss: 1.272	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.180	Tot. Loss: 1.411
+2025-09-18 20:10:30,162 INFO Epoch 4 	 Batch 899	LR : 0.00009	Top1 Acc.: 96.219	CLS Loss: 0.126	Mixup Loss: 1.271	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.202	Tot. Loss: 1.397
+2025-09-18 20:13:35,992 INFO Epoch 4 	 Batch 999	LR : 0.00009	Top1 Acc.: 96.281	CLS Loss: 0.126	Mixup Loss: 1.286	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.222	Tot. Loss: 1.412
+2025-09-18 20:16:41,922 INFO Epoch 4 	 Batch 1099	LR : 0.00009	Top1 Acc.: 95.859	CLS Loss: 0.131	Mixup Loss: 1.278	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.156	Tot. Loss: 1.410
+2025-09-18 20:19:47,800 INFO Epoch 4 	 Batch 1199	LR : 0.00009	Top1 Acc.: 96.281	CLS Loss: 0.129	Mixup Loss: 1.285	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.206	Tot. Loss: 1.414
+2025-09-18 20:22:53,681 INFO Epoch 4 	 Batch 1299	LR : 0.00009	Top1 Acc.: 96.328	CLS Loss: 0.126	Mixup Loss: 1.278	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.197	Tot. Loss: 1.404
+2025-09-18 20:25:59,627 INFO Epoch 4 	 Batch 1399	LR : 0.00009	Top1 Acc.: 96.453	CLS Loss: 0.115	Mixup Loss: 1.233	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.192	Tot. Loss: 1.348
+2025-09-18 20:29:05,546 INFO Epoch 4 	 Batch 1499	LR : 0.00009	Top1 Acc.: 96.156	CLS Loss: 0.134	Mixup Loss: 1.267	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.210	Tot. Loss: 1.401
+2025-09-18 20:32:11,425 INFO Epoch 4 	 Batch 1599	LR : 0.00009	Top1 Acc.: 95.938	CLS Loss: 0.132	Mixup Loss: 1.271	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.193	Tot. Loss: 1.403
+2025-09-18 20:35:17,324 INFO Epoch 4 	 Batch 1699	LR : 0.00009	Top1 Acc.: 96.422	CLS Loss: 0.132	Mixup Loss: 1.276	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.177	Tot. Loss: 1.408
+2025-09-18 20:38:23,257 INFO Epoch 4 	 Batch 1799	LR : 0.00009	Top1 Acc.: 96.000	CLS Loss: 0.133	Mixup Loss: 1.289	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.220	Tot. Loss: 1.422
+2025-09-18 20:41:29,127 INFO Epoch 4 	 Batch 1899	LR : 0.00009	Top1 Acc.: 95.859	CLS Loss: 0.133	Mixup Loss: 1.292	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.215	Tot. Loss: 1.425
+2025-09-18 20:44:34,995 INFO Epoch 4 	 Batch 1999	LR : 0.00009	Top1 Acc.: 96.672	CLS Loss: 0.118	Mixup Loss: 1.266	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.166	Tot. Loss: 1.383
+2025-09-18 20:47:40,846 INFO Epoch 4 	 Batch 2099	LR : 0.00009	Top1 Acc.: 96.078	CLS Loss: 0.135	Mixup Loss: 1.294	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.204	Tot. Loss: 1.430
+2025-09-18 20:50:47,506 INFO Epoch 4 	 Batch 2199	LR : 0.00009	Top1 Acc.: 96.484	CLS Loss: 0.121	Mixup Loss: 1.265	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.172	Tot. Loss: 1.386
+2025-09-18 20:53:54,250 INFO Epoch 4 	 Batch 2299	LR : 0.00009	Top1 Acc.: 96.516	CLS Loss: 0.128	Mixup Loss: 1.289	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.176	Tot. Loss: 1.417
+2025-09-18 20:57:01,316 INFO Epoch 4 	 Batch 2399	LR : 0.00009	Top1 Acc.: 96.703	CLS Loss: 0.121	Mixup Loss: 1.259	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.125	Tot. Loss: 1.379
+2025-09-18 21:00:08,492 INFO Epoch 4 	 Batch 2499	LR : 0.00009	Top1 Acc.: 96.406	CLS Loss: 0.134	Mixup Loss: 1.276	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.206	Tot. Loss: 1.410
+2025-09-18 21:03:15,572 INFO Epoch 4 	 Batch 2599	LR : 0.00009	Top1 Acc.: 96.391	CLS Loss: 0.124	Mixup Loss: 1.281	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.161	Tot. Loss: 1.405
+2025-09-18 21:06:22,524 INFO Epoch 4 	 Batch 2699	LR : 0.00009	Top1 Acc.: 96.438	CLS Loss: 0.122	Mixup Loss: 1.297	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.198	Tot. Loss: 1.418
+2025-09-18 21:09:29,549 INFO Epoch 4 	 Batch 2799	LR : 0.00009	Top1 Acc.: 96.125	CLS Loss: 0.124	Mixup Loss: 1.270	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.174	Tot. Loss: 1.395
+2025-09-18 21:12:36,495 INFO Epoch 4 	 Batch 2899	LR : 0.00009	Top1 Acc.: 96.359	CLS Loss: 0.135	Mixup Loss: 1.299	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.153	Tot. Loss: 1.434
+2025-09-18 21:15:43,340 INFO Epoch 4 	 Batch 2999	LR : 0.00009	Top1 Acc.: 95.953	CLS Loss: 0.138	Mixup Loss: 1.294	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.215	Tot. Loss: 1.432
+2025-09-18 21:18:48,954 INFO Epoch 4 	 Batch 3099	LR : 0.00009	Top1 Acc.: 96.141	CLS Loss: 0.128	Mixup Loss: 1.273	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.222	Tot. Loss: 1.400
+2025-09-18 21:21:54,556 INFO Epoch 4 	 Batch 3199	LR : 0.00009	Top1 Acc.: 96.250	CLS Loss: 0.123	Mixup Loss: 1.274	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.140	Tot. Loss: 1.396
+2025-09-18 21:25:00,973 INFO Epoch 4 	 Batch 3299	LR : 0.00009	Top1 Acc.: 96.406	CLS Loss: 0.130	Mixup Loss: 1.289	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.202	Tot. Loss: 1.419
+2025-09-18 21:28:07,034 INFO Epoch 4 	 Batch 3399	LR : 0.00009	Top1 Acc.: 96.406	CLS Loss: 0.128	Mixup Loss: 1.280	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.175	Tot. Loss: 1.408
+2025-09-18 21:31:12,943 INFO Epoch 4 	 Batch 3499	LR : 0.00009	Top1 Acc.: 96.688	CLS Loss: 0.112	Mixup Loss: 1.275	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.163	Tot. Loss: 1.387
+2025-09-18 21:34:18,907 INFO Epoch 4 	 Batch 3599	LR : 0.00009	Top1 Acc.: 96.172	CLS Loss: 0.129	Mixup Loss: 1.293	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.200	Tot. Loss: 1.422
+2025-09-18 21:37:24,858 INFO Epoch 4 	 Batch 3699	LR : 0.00009	Top1 Acc.: 96.344	CLS Loss: 0.127	Mixup Loss: 1.267	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.159	Tot. Loss: 1.394
+2025-09-18 21:40:30,911 INFO Epoch 4 	 Batch 3799	LR : 0.00009	Top1 Acc.: 95.734	CLS Loss: 0.137	Mixup Loss: 1.297	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.212	Tot. Loss: 1.434
+2025-09-18 21:43:36,836 INFO Epoch 4 	 Batch 3899	LR : 0.00009	Top1 Acc.: 96.359	CLS Loss: 0.126	Mixup Loss: 1.286	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.163	Tot. Loss: 1.413
+2025-09-18 21:46:42,838 INFO Epoch 4 	 Batch 3999	LR : 0.00009	Top1 Acc.: 96.812	CLS Loss: 0.112	Mixup Loss: 1.262	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.125	Tot. Loss: 1.374
+2025-09-18 21:49:48,833 INFO Epoch 4 	 Batch 4099	LR : 0.00009	Top1 Acc.: 96.203	CLS Loss: 0.128	Mixup Loss: 1.281	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.197	Tot. Loss: 1.409
+2025-09-18 21:52:54,794 INFO Epoch 4 	 Batch 4199	LR : 0.00009	Top1 Acc.: 96.312	CLS Loss: 0.132	Mixup Loss: 1.270	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.208	Tot. Loss: 1.402
+2025-09-18 21:56:00,799 INFO Epoch 4 	 Batch 4299	LR : 0.00009	Top1 Acc.: 96.594	CLS Loss: 0.124	Mixup Loss: 1.278	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.184	Tot. Loss: 1.401
+2025-09-18 21:59:06,794 INFO Epoch 4 	 Batch 4399	LR : 0.00009	Top1 Acc.: 96.250	CLS Loss: 0.126	Mixup Loss: 1.250	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.149	Tot. Loss: 1.376
+2025-09-18 22:02:12,702 INFO Epoch 4 	 Batch 4499	LR : 0.00009	Top1 Acc.: 96.328	CLS Loss: 0.133	Mixup Loss: 1.274	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.161	Tot. Loss: 1.407
+2025-09-18 22:05:18,648 INFO Epoch 4 	 Batch 4599	LR : 0.00009	Top1 Acc.: 96.234	CLS Loss: 0.129	Mixup Loss: 1.242	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.156	Tot. Loss: 1.371
+2025-09-18 22:08:24,503 INFO Epoch 4 	 Batch 4699	LR : 0.00009	Top1 Acc.: 96.547	CLS Loss: 0.120	Mixup Loss: 1.268	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.199	Tot. Loss: 1.387
+2025-09-18 22:11:30,444 INFO Epoch 4 	 Batch 4799	LR : 0.00009	Top1 Acc.: 96.297	CLS Loss: 0.130	Mixup Loss: 1.270	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.163	Tot. Loss: 1.400
+2025-09-18 22:14:36,416 INFO Epoch 4 	 Batch 4899	LR : 0.00009	Top1 Acc.: 96.250	CLS Loss: 0.134	Mixup Loss: 1.272	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.180	Tot. Loss: 1.406
+2025-09-18 22:17:42,379 INFO Epoch 4 	 Batch 4999	LR : 0.00009	Top1 Acc.: 96.312	CLS Loss: 0.123	Mixup Loss: 1.254	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.184	Tot. Loss: 1.377
+2025-09-18 22:25:22,627 INFO ################## 
+ ---> Validation Epoch 4 (Original Model)	Acc.: 81.736	FPR: 58.629	AUROC: 87.547	AUPR: 60.797	AURC: 47.058	EAURC: 29.260	AUPR Succ.: 96.552	ECE: 6.562	NLL: 7.576	Brier: 26.880
+2025-09-18 22:32:12,146 INFO ################## 
+ ---> Validation Epoch 4 (EMA Model)	Acc.: 81.728	FPR: 58.286	AUROC: 87.580	AUPR: 61.183	AURC: 47.117	EAURC: 29.302	AUPR Succ.: 96.546	ECE: 6.531	NLL: 7.561	Brier: 26.826
+2025-09-18 22:32:13,461 INFO ####### --- Training Epoch 5 --- #######
+2025-09-18 22:52:54,387 INFO Epoch 5 	 Batch 99	LR : 0.00009	Top1 Acc.: 96.422	CLS Loss: 0.126	Mixup Loss: 1.303	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.195	Tot. Loss: 1.428
+2025-09-18 22:55:59,799 INFO Epoch 5 	 Batch 199	LR : 0.00009	Top1 Acc.: 96.625	CLS Loss: 0.119	Mixup Loss: 1.271	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.142	Tot. Loss: 1.390
+2025-09-18 22:59:05,506 INFO Epoch 5 	 Batch 299	LR : 0.00009	Top1 Acc.: 96.234	CLS Loss: 0.125	Mixup Loss: 1.271	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.170	Tot. Loss: 1.396
+2025-09-18 23:02:11,286 INFO Epoch 5 	 Batch 399	LR : 0.00009	Top1 Acc.: 96.562	CLS Loss: 0.123	Mixup Loss: 1.278	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.157	Tot. Loss: 1.402
+2025-09-18 23:05:17,011 INFO Epoch 5 	 Batch 499	LR : 0.00009	Top1 Acc.: 96.047	CLS Loss: 0.132	Mixup Loss: 1.276	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.145	Tot. Loss: 1.408
+2025-09-18 23:08:22,775 INFO Epoch 5 	 Batch 599	LR : 0.00009	Top1 Acc.: 96.188	CLS Loss: 0.136	Mixup Loss: 1.280	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.207	Tot. Loss: 1.416
+2025-09-18 23:11:28,491 INFO Epoch 5 	 Batch 699	LR : 0.00009	Top1 Acc.: 96.047	CLS Loss: 0.128	Mixup Loss: 1.268	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.216	Tot. Loss: 1.396
+2025-09-18 23:14:34,294 INFO Epoch 5 	 Batch 799	LR : 0.00009	Top1 Acc.: 96.422	CLS Loss: 0.135	Mixup Loss: 1.275	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.190	Tot. Loss: 1.411
+2025-09-18 23:17:40,074 INFO Epoch 5 	 Batch 899	LR : 0.00009	Top1 Acc.: 96.297	CLS Loss: 0.123	Mixup Loss: 1.288	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.187	Tot. Loss: 1.412
+2025-09-18 23:20:45,845 INFO Epoch 5 	 Batch 999	LR : 0.00009	Top1 Acc.: 96.406	CLS Loss: 0.123	Mixup Loss: 1.276	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.152	Tot. Loss: 1.399
+2025-09-18 23:23:51,595 INFO Epoch 5 	 Batch 1099	LR : 0.00009	Top1 Acc.: 95.875	CLS Loss: 0.129	Mixup Loss: 1.268	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.169	Tot. Loss: 1.397
+2025-09-18 23:26:57,333 INFO Epoch 5 	 Batch 1199	LR : 0.00009	Top1 Acc.: 96.266	CLS Loss: 0.126	Mixup Loss: 1.267	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.195	Tot. Loss: 1.393
+2025-09-18 23:30:03,093 INFO Epoch 5 	 Batch 1299	LR : 0.00009	Top1 Acc.: 96.469	CLS Loss: 0.124	Mixup Loss: 1.266	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.221	Tot. Loss: 1.390
+2025-09-18 23:33:08,886 INFO Epoch 5 	 Batch 1399	LR : 0.00009	Top1 Acc.: 96.406	CLS Loss: 0.116	Mixup Loss: 1.261	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.172	Tot. Loss: 1.377
+2025-09-18 23:36:14,661 INFO Epoch 5 	 Batch 1499	LR : 0.00009	Top1 Acc.: 96.250	CLS Loss: 0.129	Mixup Loss: 1.270	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.150	Tot. Loss: 1.399
+2025-09-18 23:39:20,378 INFO Epoch 5 	 Batch 1599	LR : 0.00009	Top1 Acc.: 96.234	CLS Loss: 0.130	Mixup Loss: 1.274	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.208	Tot. Loss: 1.404
+2025-09-18 23:42:26,117 INFO Epoch 5 	 Batch 1699	LR : 0.00009	Top1 Acc.: 96.531	CLS Loss: 0.129	Mixup Loss: 1.277	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.221	Tot. Loss: 1.406
+2025-09-18 23:45:31,923 INFO Epoch 5 	 Batch 1799	LR : 0.00009	Top1 Acc.: 96.156	CLS Loss: 0.130	Mixup Loss: 1.272	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.189	Tot. Loss: 1.403
+2025-09-18 23:48:37,612 INFO Epoch 5 	 Batch 1899	LR : 0.00009	Top1 Acc.: 96.078	CLS Loss: 0.129	Mixup Loss: 1.290	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.167	Tot. Loss: 1.419
+2025-09-18 23:51:43,562 INFO Epoch 5 	 Batch 1999	LR : 0.00009	Top1 Acc.: 96.750	CLS Loss: 0.117	Mixup Loss: 1.254	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.174	Tot. Loss: 1.371
+2025-09-18 23:54:50,294 INFO Epoch 5 	 Batch 2099	LR : 0.00009	Top1 Acc.: 96.234	CLS Loss: 0.132	Mixup Loss: 1.257	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.161	Tot. Loss: 1.389
+2025-09-18 23:57:57,186 INFO Epoch 5 	 Batch 2199	LR : 0.00009	Top1 Acc.: 96.547	CLS Loss: 0.120	Mixup Loss: 1.268	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.174	Tot. Loss: 1.389
+2025-09-19 00:01:03,990 INFO Epoch 5 	 Batch 2299	LR : 0.00009	Top1 Acc.: 96.406	CLS Loss: 0.126	Mixup Loss: 1.281	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.192	Tot. Loss: 1.407
+2025-09-19 00:04:11,043 INFO Epoch 5 	 Batch 2399	LR : 0.00009	Top1 Acc.: 96.688	CLS Loss: 0.118	Mixup Loss: 1.265	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.173	Tot. Loss: 1.383
+2025-09-19 00:07:17,945 INFO Epoch 5 	 Batch 2499	LR : 0.00009	Top1 Acc.: 96.469	CLS Loss: 0.130	Mixup Loss: 1.284	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.205	Tot. Loss: 1.414
+2025-09-19 00:10:24,822 INFO Epoch 5 	 Batch 2599	LR : 0.00009	Top1 Acc.: 96.469	CLS Loss: 0.121	Mixup Loss: 1.262	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.186	Tot. Loss: 1.382
+2025-09-19 00:13:31,665 INFO Epoch 5 	 Batch 2699	LR : 0.00009	Top1 Acc.: 96.484	CLS Loss: 0.119	Mixup Loss: 1.282	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.179	Tot. Loss: 1.401
+2025-09-19 00:16:38,513 INFO Epoch 5 	 Batch 2799	LR : 0.00009	Top1 Acc.: 96.234	CLS Loss: 0.122	Mixup Loss: 1.265	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.174	Tot. Loss: 1.387
+2025-09-19 00:19:44,504 INFO Epoch 5 	 Batch 2899	LR : 0.00009	Top1 Acc.: 96.312	CLS Loss: 0.133	Mixup Loss: 1.305	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.230	Tot. Loss: 1.438
+2025-09-19 00:22:49,887 INFO Epoch 5 	 Batch 2999	LR : 0.00009	Top1 Acc.: 96.016	CLS Loss: 0.138	Mixup Loss: 1.283	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.224	Tot. Loss: 1.420
+2025-09-19 00:25:56,133 INFO Epoch 5 	 Batch 3099	LR : 0.00009	Top1 Acc.: 96.234	CLS Loss: 0.126	Mixup Loss: 1.261	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.204	Tot. Loss: 1.386
+2025-09-19 00:29:02,219 INFO Epoch 5 	 Batch 3199	LR : 0.00009	Top1 Acc.: 96.281	CLS Loss: 0.121	Mixup Loss: 1.254	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.163	Tot. Loss: 1.374
+2025-09-19 00:32:08,124 INFO Epoch 5 	 Batch 3299	LR : 0.00009	Top1 Acc.: 96.484	CLS Loss: 0.128	Mixup Loss: 1.256	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.165	Tot. Loss: 1.384
+2025-09-19 00:35:14,100 INFO Epoch 5 	 Batch 3399	LR : 0.00009	Top1 Acc.: 96.359	CLS Loss: 0.126	Mixup Loss: 1.278	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.138	Tot. Loss: 1.403
+2025-09-19 00:38:20,103 INFO Epoch 5 	 Batch 3499	LR : 0.00009	Top1 Acc.: 96.688	CLS Loss: 0.109	Mixup Loss: 1.277	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.212	Tot. Loss: 1.387
+2025-09-19 00:41:26,083 INFO Epoch 5 	 Batch 3599	LR : 0.00009	Top1 Acc.: 96.328	CLS Loss: 0.124	Mixup Loss: 1.269	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.181	Tot. Loss: 1.394
+2025-09-19 00:44:32,010 INFO Epoch 5 	 Batch 3699	LR : 0.00009	Top1 Acc.: 96.375	CLS Loss: 0.125	Mixup Loss: 1.260	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.179	Tot. Loss: 1.385
+2025-09-19 00:47:38,066 INFO Epoch 5 	 Batch 3799	LR : 0.00009	Top1 Acc.: 95.656	CLS Loss: 0.135	Mixup Loss: 1.293	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.197	Tot. Loss: 1.428
+2025-09-19 00:50:43,974 INFO Epoch 5 	 Batch 3899	LR : 0.00009	Top1 Acc.: 96.172	CLS Loss: 0.126	Mixup Loss: 1.271	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.159	Tot. Loss: 1.397
+2025-09-19 00:53:49,865 INFO Epoch 5 	 Batch 3999	LR : 0.00009	Top1 Acc.: 96.797	CLS Loss: 0.110	Mixup Loss: 1.249	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.134	Tot. Loss: 1.359
+2025-09-19 00:56:55,827 INFO Epoch 5 	 Batch 4099	LR : 0.00009	Top1 Acc.: 96.344	CLS Loss: 0.125	Mixup Loss: 1.279	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.176	Tot. Loss: 1.404
+2025-09-19 01:00:01,724 INFO Epoch 5 	 Batch 4199	LR : 0.00009	Top1 Acc.: 96.281	CLS Loss: 0.131	Mixup Loss: 1.278	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.190	Tot. Loss: 1.409
+2025-09-19 01:03:07,669 INFO Epoch 5 	 Batch 4299	LR : 0.00009	Top1 Acc.: 96.641	CLS Loss: 0.120	Mixup Loss: 1.256	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.142	Tot. Loss: 1.376
+2025-09-19 01:06:13,629 INFO Epoch 5 	 Batch 4399	LR : 0.00009	Top1 Acc.: 96.359	CLS Loss: 0.123	Mixup Loss: 1.253	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.140	Tot. Loss: 1.375
+2025-09-19 01:09:19,670 INFO Epoch 5 	 Batch 4499	LR : 0.00009	Top1 Acc.: 96.406	CLS Loss: 0.130	Mixup Loss: 1.272	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.175	Tot. Loss: 1.402
+2025-09-19 01:12:25,572 INFO Epoch 5 	 Batch 4599	LR : 0.00009	Top1 Acc.: 96.359	CLS Loss: 0.125	Mixup Loss: 1.251	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.173	Tot. Loss: 1.376
+2025-09-19 01:15:31,472 INFO Epoch 5 	 Batch 4699	LR : 0.00009	Top1 Acc.: 96.625	CLS Loss: 0.117	Mixup Loss: 1.260	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.208	Tot. Loss: 1.377
+2025-09-19 01:18:37,456 INFO Epoch 5 	 Batch 4799	LR : 0.00009	Top1 Acc.: 96.312	CLS Loss: 0.126	Mixup Loss: 1.275	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.192	Tot. Loss: 1.402
+2025-09-19 01:21:43,368 INFO Epoch 5 	 Batch 4899	LR : 0.00009	Top1 Acc.: 96.328	CLS Loss: 0.132	Mixup Loss: 1.267	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.173	Tot. Loss: 1.399
+2025-09-19 01:24:49,291 INFO Epoch 5 	 Batch 4999	LR : 0.00009	Top1 Acc.: 96.328	CLS Loss: 0.119	Mixup Loss: 1.263	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.136	Tot. Loss: 1.383
+2025-09-19 01:31:24,412 INFO ################## 
+ ---> Validation Epoch 5 (Original Model)	Acc.: 81.734	FPR: 58.436	AUROC: 87.556	AUPR: 60.595	AURC: 46.806	EAURC: 29.004	AUPR Succ.: 96.584	ECE: 6.585	NLL: 7.587	Brier: 26.912
+2025-09-19 01:37:28,481 INFO ################## 
+ ---> Validation Epoch 5 (EMA Model)	Acc.: 81.732	FPR: 58.342	AUROC: 87.573	AUPR: 60.990	AURC: 46.949	EAURC: 29.143	AUPR Succ.: 96.566	ECE: 6.555	NLL: 7.574	Brier: 26.865
+2025-09-19 01:37:28,535 INFO ####### --- Training Epoch 6 --- #######
+2025-09-19 01:55:31,531 INFO Epoch 6 	 Batch 99	LR : 0.00009	Top1 Acc.: 96.469	CLS Loss: 0.123	Mixup Loss: 1.280	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.175	Tot. Loss: 1.403
+2025-09-19 01:58:36,912 INFO Epoch 6 	 Batch 199	LR : 0.00009	Top1 Acc.: 96.547	CLS Loss: 0.116	Mixup Loss: 1.250	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.161	Tot. Loss: 1.366
+2025-09-19 02:01:42,773 INFO Epoch 6 	 Batch 299	LR : 0.00009	Top1 Acc.: 96.219	CLS Loss: 0.125	Mixup Loss: 1.267	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.215	Tot. Loss: 1.392
+2025-09-19 02:04:48,620 INFO Epoch 6 	 Batch 399	LR : 0.00008	Top1 Acc.: 96.625	CLS Loss: 0.122	Mixup Loss: 1.273	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.161	Tot. Loss: 1.394
+2025-09-19 02:07:54,600 INFO Epoch 6 	 Batch 499	LR : 0.00008	Top1 Acc.: 96.094	CLS Loss: 0.130	Mixup Loss: 1.288	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.233	Tot. Loss: 1.419
+2025-09-19 02:11:00,515 INFO Epoch 6 	 Batch 599	LR : 0.00008	Top1 Acc.: 96.344	CLS Loss: 0.133	Mixup Loss: 1.278	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.205	Tot. Loss: 1.410
+2025-09-19 02:14:06,367 INFO Epoch 6 	 Batch 699	LR : 0.00008	Top1 Acc.: 95.984	CLS Loss: 0.127	Mixup Loss: 1.286	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.206	Tot. Loss: 1.413
+2025-09-19 02:17:12,229 INFO Epoch 6 	 Batch 799	LR : 0.00008	Top1 Acc.: 96.438	CLS Loss: 0.133	Mixup Loss: 1.279	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.194	Tot. Loss: 1.412
+2025-09-19 02:20:18,179 INFO Epoch 6 	 Batch 899	LR : 0.00008	Top1 Acc.: 96.281	CLS Loss: 0.122	Mixup Loss: 1.283	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.205	Tot. Loss: 1.405
+2025-09-19 02:23:24,068 INFO Epoch 6 	 Batch 999	LR : 0.00008	Top1 Acc.: 96.297	CLS Loss: 0.122	Mixup Loss: 1.270	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.202	Tot. Loss: 1.392
+2025-09-19 02:26:30,002 INFO Epoch 6 	 Batch 1099	LR : 0.00008	Top1 Acc.: 95.984	CLS Loss: 0.126	Mixup Loss: 1.266	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.164	Tot. Loss: 1.392
+2025-09-19 02:29:35,842 INFO Epoch 6 	 Batch 1199	LR : 0.00008	Top1 Acc.: 96.469	CLS Loss: 0.125	Mixup Loss: 1.263	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.188	Tot. Loss: 1.388
+2025-09-19 02:32:41,709 INFO Epoch 6 	 Batch 1299	LR : 0.00008	Top1 Acc.: 96.516	CLS Loss: 0.122	Mixup Loss: 1.272	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.157	Tot. Loss: 1.394
+2025-09-19 02:35:47,607 INFO Epoch 6 	 Batch 1399	LR : 0.00008	Top1 Acc.: 96.453	CLS Loss: 0.113	Mixup Loss: 1.240	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.193	Tot. Loss: 1.353
+2025-09-19 02:38:53,510 INFO Epoch 6 	 Batch 1499	LR : 0.00008	Top1 Acc.: 96.078	CLS Loss: 0.130	Mixup Loss: 1.269	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.189	Tot. Loss: 1.399
+2025-09-19 02:41:59,375 INFO Epoch 6 	 Batch 1599	LR : 0.00008	Top1 Acc.: 96.188	CLS Loss: 0.127	Mixup Loss: 1.278	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.187	Tot. Loss: 1.405
+2025-09-19 02:45:05,233 INFO Epoch 6 	 Batch 1699	LR : 0.00008	Top1 Acc.: 96.500	CLS Loss: 0.128	Mixup Loss: 1.259	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.178	Tot. Loss: 1.387
+2025-09-19 02:48:11,060 INFO Epoch 6 	 Batch 1799	LR : 0.00008	Top1 Acc.: 96.250	CLS Loss: 0.128	Mixup Loss: 1.267	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.139	Tot. Loss: 1.395
+2025-09-19 02:51:16,978 INFO Epoch 6 	 Batch 1899	LR : 0.00008	Top1 Acc.: 96.125	CLS Loss: 0.126	Mixup Loss: 1.272	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.222	Tot. Loss: 1.398
+2025-09-19 02:54:23,447 INFO Epoch 6 	 Batch 1999	LR : 0.00008	Top1 Acc.: 96.609	CLS Loss: 0.117	Mixup Loss: 1.259	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.151	Tot. Loss: 1.376
+2025-09-19 02:57:30,414 INFO Epoch 6 	 Batch 2099	LR : 0.00008	Top1 Acc.: 96.172	CLS Loss: 0.130	Mixup Loss: 1.268	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.210	Tot. Loss: 1.398
+2025-09-19 03:00:37,490 INFO Epoch 6 	 Batch 2199	LR : 0.00008	Top1 Acc.: 96.562	CLS Loss: 0.118	Mixup Loss: 1.252	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.173	Tot. Loss: 1.370
+2025-09-19 03:03:44,067 INFO Epoch 6 	 Batch 2299	LR : 0.00008	Top1 Acc.: 96.484	CLS Loss: 0.124	Mixup Loss: 1.265	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.176	Tot. Loss: 1.389
+2025-09-19 03:06:51,212 INFO Epoch 6 	 Batch 2399	LR : 0.00008	Top1 Acc.: 96.672	CLS Loss: 0.116	Mixup Loss: 1.263	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.137	Tot. Loss: 1.379
+2025-09-19 03:09:58,164 INFO Epoch 6 	 Batch 2499	LR : 0.00008	Top1 Acc.: 96.562	CLS Loss: 0.130	Mixup Loss: 1.287	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.213	Tot. Loss: 1.417
+2025-09-19 03:13:05,076 INFO Epoch 6 	 Batch 2599	LR : 0.00008	Top1 Acc.: 96.562	CLS Loss: 0.118	Mixup Loss: 1.284	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.163	Tot. Loss: 1.401
+2025-09-19 03:16:11,942 INFO Epoch 6 	 Batch 2699	LR : 0.00008	Top1 Acc.: 96.578	CLS Loss: 0.117	Mixup Loss: 1.286	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.203	Tot. Loss: 1.403
+2025-09-19 03:19:18,741 INFO Epoch 6 	 Batch 2799	LR : 0.00008	Top1 Acc.: 96.391	CLS Loss: 0.121	Mixup Loss: 1.266	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.184	Tot. Loss: 1.387
+2025-09-19 03:22:24,637 INFO Epoch 6 	 Batch 2899	LR : 0.00008	Top1 Acc.: 96.438	CLS Loss: 0.131	Mixup Loss: 1.298	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.212	Tot. Loss: 1.429
+2025-09-19 03:25:30,510 INFO Epoch 6 	 Batch 2999	LR : 0.00008	Top1 Acc.: 96.125	CLS Loss: 0.134	Mixup Loss: 1.282	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.197	Tot. Loss: 1.416
+2025-09-19 03:28:36,906 INFO Epoch 6 	 Batch 3099	LR : 0.00008	Top1 Acc.: 96.312	CLS Loss: 0.124	Mixup Loss: 1.277	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.161	Tot. Loss: 1.400
+2025-09-19 03:31:42,901 INFO Epoch 6 	 Batch 3199	LR : 0.00008	Top1 Acc.: 96.281	CLS Loss: 0.119	Mixup Loss: 1.252	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.184	Tot. Loss: 1.371
+2025-09-19 03:34:48,889 INFO Epoch 6 	 Batch 3299	LR : 0.00008	Top1 Acc.: 96.625	CLS Loss: 0.124	Mixup Loss: 1.273	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.163	Tot. Loss: 1.397
+2025-09-19 03:37:54,904 INFO Epoch 6 	 Batch 3399	LR : 0.00008	Top1 Acc.: 96.469	CLS Loss: 0.122	Mixup Loss: 1.264	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.158	Tot. Loss: 1.386
+2025-09-19 03:41:00,877 INFO Epoch 6 	 Batch 3499	LR : 0.00008	Top1 Acc.: 96.719	CLS Loss: 0.109	Mixup Loss: 1.262	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.168	Tot. Loss: 1.370
+2025-09-19 03:44:06,838 INFO Epoch 6 	 Batch 3599	LR : 0.00008	Top1 Acc.: 96.359	CLS Loss: 0.124	Mixup Loss: 1.279	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.196	Tot. Loss: 1.403
+2025-09-19 03:47:12,812 INFO Epoch 6 	 Batch 3699	LR : 0.00008	Top1 Acc.: 96.516	CLS Loss: 0.124	Mixup Loss: 1.254	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.187	Tot. Loss: 1.377
+2025-09-19 03:50:18,751 INFO Epoch 6 	 Batch 3799	LR : 0.00008	Top1 Acc.: 95.781	CLS Loss: 0.133	Mixup Loss: 1.273	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.222	Tot. Loss: 1.406
+2025-09-19 03:53:24,759 INFO Epoch 6 	 Batch 3899	LR : 0.00008	Top1 Acc.: 96.328	CLS Loss: 0.125	Mixup Loss: 1.265	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.206	Tot. Loss: 1.391
+2025-09-19 03:56:30,687 INFO Epoch 6 	 Batch 3999	LR : 0.00008	Top1 Acc.: 97.062	CLS Loss: 0.107	Mixup Loss: 1.238	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.169	Tot. Loss: 1.345
+2025-09-19 03:59:36,628 INFO Epoch 6 	 Batch 4099	LR : 0.00008	Top1 Acc.: 96.281	CLS Loss: 0.125	Mixup Loss: 1.254	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.212	Tot. Loss: 1.379
+2025-09-19 04:02:42,595 INFO Epoch 6 	 Batch 4199	LR : 0.00008	Top1 Acc.: 96.281	CLS Loss: 0.129	Mixup Loss: 1.273	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.201	Tot. Loss: 1.402
+2025-09-19 04:05:48,494 INFO Epoch 6 	 Batch 4299	LR : 0.00008	Top1 Acc.: 96.719	CLS Loss: 0.120	Mixup Loss: 1.256	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.160	Tot. Loss: 1.376
+2025-09-19 04:08:54,490 INFO Epoch 6 	 Batch 4399	LR : 0.00008	Top1 Acc.: 96.531	CLS Loss: 0.121	Mixup Loss: 1.246	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.148	Tot. Loss: 1.367
+2025-09-19 04:12:00,410 INFO Epoch 6 	 Batch 4499	LR : 0.00008	Top1 Acc.: 96.344	CLS Loss: 0.129	Mixup Loss: 1.265	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.170	Tot. Loss: 1.394
+2025-09-19 04:15:06,441 INFO Epoch 6 	 Batch 4599	LR : 0.00008	Top1 Acc.: 96.422	CLS Loss: 0.124	Mixup Loss: 1.246	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.171	Tot. Loss: 1.370
+2025-09-19 04:18:12,403 INFO Epoch 6 	 Batch 4699	LR : 0.00008	Top1 Acc.: 96.672	CLS Loss: 0.117	Mixup Loss: 1.259	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.189	Tot. Loss: 1.375
+2025-09-19 04:21:18,386 INFO Epoch 6 	 Batch 4799	LR : 0.00008	Top1 Acc.: 96.453	CLS Loss: 0.124	Mixup Loss: 1.272	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.173	Tot. Loss: 1.396
+2025-09-19 04:24:24,394 INFO Epoch 6 	 Batch 4899	LR : 0.00008	Top1 Acc.: 96.234	CLS Loss: 0.132	Mixup Loss: 1.275	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.220	Tot. Loss: 1.406
+2025-09-19 04:27:30,458 INFO Epoch 6 	 Batch 4999	LR : 0.00008	Top1 Acc.: 96.281	CLS Loss: 0.119	Mixup Loss: 1.240	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.166	Tot. Loss: 1.359
+2025-09-19 04:33:52,694 INFO ################## 
+ ---> Validation Epoch 6 (Original Model)	Acc.: 81.728	FPR: 58.855	AUROC: 87.554	AUPR: 60.618	AURC: 46.748	EAURC: 28.934	AUPR Succ.: 96.592	ECE: 6.698	NLL: 7.590	Brier: 26.935
+2025-09-19 04:39:45,820 INFO ################## 
+ ---> Validation Epoch 6 (EMA Model)	Acc.: 81.722	FPR: 58.267	AUROC: 87.578	AUPR: 60.809	AURC: 46.825	EAURC: 28.998	AUPR Succ.: 96.584	ECE: 6.608	NLL: 7.583	Brier: 26.905
+2025-09-19 04:39:46,944 INFO ####### --- Training Epoch 7 --- #######
+2025-09-19 04:57:30,805 INFO Epoch 7 	 Batch 99	LR : 0.00008	Top1 Acc.: 96.500	CLS Loss: 0.122	Mixup Loss: 1.275	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.198	Tot. Loss: 1.397
+2025-09-19 05:00:36,087 INFO Epoch 7 	 Batch 199	LR : 0.00008	Top1 Acc.: 96.719	CLS Loss: 0.114	Mixup Loss: 1.250	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.150	Tot. Loss: 1.365
+2025-09-19 05:03:41,921 INFO Epoch 7 	 Batch 299	LR : 0.00008	Top1 Acc.: 96.438	CLS Loss: 0.120	Mixup Loss: 1.279	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.181	Tot. Loss: 1.399
+2025-09-19 05:06:47,739 INFO Epoch 7 	 Batch 399	LR : 0.00008	Top1 Acc.: 96.578	CLS Loss: 0.121	Mixup Loss: 1.252	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.187	Tot. Loss: 1.373
+2025-09-19 05:09:53,642 INFO Epoch 7 	 Batch 499	LR : 0.00008	Top1 Acc.: 96.172	CLS Loss: 0.130	Mixup Loss: 1.279	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.208	Tot. Loss: 1.409
+2025-09-19 05:12:59,553 INFO Epoch 7 	 Batch 599	LR : 0.00008	Top1 Acc.: 96.156	CLS Loss: 0.133	Mixup Loss: 1.268	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.220	Tot. Loss: 1.401
+2025-09-19 05:16:05,430 INFO Epoch 7 	 Batch 699	LR : 0.00008	Top1 Acc.: 96.125	CLS Loss: 0.124	Mixup Loss: 1.274	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.151	Tot. Loss: 1.398
+2025-09-19 05:19:11,341 INFO Epoch 7 	 Batch 799	LR : 0.00008	Top1 Acc.: 96.344	CLS Loss: 0.131	Mixup Loss: 1.274	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.201	Tot. Loss: 1.405
+2025-09-19 05:22:17,286 INFO Epoch 7 	 Batch 899	LR : 0.00008	Top1 Acc.: 96.453	CLS Loss: 0.120	Mixup Loss: 1.289	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.202	Tot. Loss: 1.409
+2025-09-19 05:25:23,207 INFO Epoch 7 	 Batch 999	LR : 0.00008	Top1 Acc.: 96.516	CLS Loss: 0.120	Mixup Loss: 1.256	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.177	Tot. Loss: 1.376
+2025-09-19 05:28:29,054 INFO Epoch 7 	 Batch 1099	LR : 0.00008	Top1 Acc.: 96.109	CLS Loss: 0.125	Mixup Loss: 1.276	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.153	Tot. Loss: 1.400
+2025-09-19 05:31:34,886 INFO Epoch 7 	 Batch 1199	LR : 0.00008	Top1 Acc.: 96.562	CLS Loss: 0.121	Mixup Loss: 1.275	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.183	Tot. Loss: 1.396
+2025-09-19 05:34:40,815 INFO Epoch 7 	 Batch 1299	LR : 0.00008	Top1 Acc.: 96.500	CLS Loss: 0.120	Mixup Loss: 1.257	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.146	Tot. Loss: 1.377
+2025-09-19 05:37:46,713 INFO Epoch 7 	 Batch 1399	LR : 0.00008	Top1 Acc.: 96.438	CLS Loss: 0.111	Mixup Loss: 1.244	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.155	Tot. Loss: 1.355
+2025-09-19 05:40:52,608 INFO Epoch 7 	 Batch 1499	LR : 0.00008	Top1 Acc.: 96.281	CLS Loss: 0.126	Mixup Loss: 1.250	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.209	Tot. Loss: 1.376
+2025-09-19 05:43:58,501 INFO Epoch 7 	 Batch 1599	LR : 0.00008	Top1 Acc.: 96.281	CLS Loss: 0.126	Mixup Loss: 1.262	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.217	Tot. Loss: 1.388
+2025-09-19 05:47:04,326 INFO Epoch 7 	 Batch 1699	LR : 0.00008	Top1 Acc.: 96.609	CLS Loss: 0.127	Mixup Loss: 1.261	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.183	Tot. Loss: 1.388
+2025-09-19 05:50:10,223 INFO Epoch 7 	 Batch 1799	LR : 0.00008	Top1 Acc.: 96.328	CLS Loss: 0.127	Mixup Loss: 1.282	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.204	Tot. Loss: 1.409
+2025-09-19 05:53:16,084 INFO Epoch 7 	 Batch 1899	LR : 0.00008	Top1 Acc.: 96.125	CLS Loss: 0.124	Mixup Loss: 1.274	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.231	Tot. Loss: 1.398
+2025-09-19 05:56:22,573 INFO Epoch 7 	 Batch 1999	LR : 0.00008	Top1 Acc.: 96.844	CLS Loss: 0.114	Mixup Loss: 1.257	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.164	Tot. Loss: 1.372
+2025-09-19 05:59:29,753 INFO Epoch 7 	 Batch 2099	LR : 0.00008	Top1 Acc.: 96.203	CLS Loss: 0.129	Mixup Loss: 1.270	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.195	Tot. Loss: 1.399
+2025-09-19 06:02:36,758 INFO Epoch 7 	 Batch 2199	LR : 0.00008	Top1 Acc.: 96.641	CLS Loss: 0.117	Mixup Loss: 1.253	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.196	Tot. Loss: 1.370
+2025-09-19 06:05:43,492 INFO Epoch 7 	 Batch 2299	LR : 0.00008	Top1 Acc.: 96.656	CLS Loss: 0.121	Mixup Loss: 1.263	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.167	Tot. Loss: 1.385
+2025-09-19 06:08:50,421 INFO Epoch 7 	 Batch 2399	LR : 0.00008	Top1 Acc.: 96.672	CLS Loss: 0.116	Mixup Loss: 1.255	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.212	Tot. Loss: 1.370
+2025-09-19 06:11:57,263 INFO Epoch 7 	 Batch 2499	LR : 0.00008	Top1 Acc.: 96.609	CLS Loss: 0.126	Mixup Loss: 1.274	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.211	Tot. Loss: 1.401
+2025-09-19 06:15:04,048 INFO Epoch 7 	 Batch 2599	LR : 0.00008	Top1 Acc.: 96.484	CLS Loss: 0.117	Mixup Loss: 1.281	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.169	Tot. Loss: 1.398
+2025-09-19 06:18:10,880 INFO Epoch 7 	 Batch 2699	LR : 0.00008	Top1 Acc.: 96.375	CLS Loss: 0.118	Mixup Loss: 1.278	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.164	Tot. Loss: 1.396
+2025-09-19 06:21:17,468 INFO Epoch 7 	 Batch 2799	LR : 0.00008	Top1 Acc.: 96.453	CLS Loss: 0.117	Mixup Loss: 1.276	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.190	Tot. Loss: 1.393
+2025-09-19 06:24:23,205 INFO Epoch 7 	 Batch 2899	LR : 0.00008	Top1 Acc.: 96.609	CLS Loss: 0.129	Mixup Loss: 1.276	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.177	Tot. Loss: 1.405
+2025-09-19 06:27:29,596 INFO Epoch 7 	 Batch 2999	LR : 0.00008	Top1 Acc.: 96.281	CLS Loss: 0.134	Mixup Loss: 1.292	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.218	Tot. Loss: 1.426
+2025-09-19 06:30:35,684 INFO Epoch 7 	 Batch 3099	LR : 0.00008	Top1 Acc.: 96.469	CLS Loss: 0.122	Mixup Loss: 1.263	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.180	Tot. Loss: 1.384
+2025-09-19 06:33:41,594 INFO Epoch 7 	 Batch 3199	LR : 0.00008	Top1 Acc.: 96.375	CLS Loss: 0.117	Mixup Loss: 1.247	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.170	Tot. Loss: 1.363
+2025-09-19 06:36:47,529 INFO Epoch 7 	 Batch 3299	LR : 0.00008	Top1 Acc.: 96.469	CLS Loss: 0.124	Mixup Loss: 1.263	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.176	Tot. Loss: 1.388
+2025-09-19 06:39:53,480 INFO Epoch 7 	 Batch 3399	LR : 0.00007	Top1 Acc.: 96.484	CLS Loss: 0.121	Mixup Loss: 1.257	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.150	Tot. Loss: 1.377
+2025-09-19 06:42:59,417 INFO Epoch 7 	 Batch 3499	LR : 0.00007	Top1 Acc.: 96.812	CLS Loss: 0.107	Mixup Loss: 1.252	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.181	Tot. Loss: 1.359
+2025-09-19 06:46:05,365 INFO Epoch 7 	 Batch 3599	LR : 0.00007	Top1 Acc.: 96.500	CLS Loss: 0.120	Mixup Loss: 1.278	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.166	Tot. Loss: 1.398
+2025-09-19 06:49:11,295 INFO Epoch 7 	 Batch 3699	LR : 0.00007	Top1 Acc.: 96.594	CLS Loss: 0.121	Mixup Loss: 1.251	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.182	Tot. Loss: 1.372
+2025-09-19 06:52:17,147 INFO Epoch 7 	 Batch 3799	LR : 0.00007	Top1 Acc.: 95.938	CLS Loss: 0.131	Mixup Loss: 1.286	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.198	Tot. Loss: 1.417
+2025-09-19 06:55:23,094 INFO Epoch 7 	 Batch 3899	LR : 0.00007	Top1 Acc.: 96.328	CLS Loss: 0.122	Mixup Loss: 1.265	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.163	Tot. Loss: 1.387
+2025-09-19 06:58:28,984 INFO Epoch 7 	 Batch 3999	LR : 0.00007	Top1 Acc.: 96.906	CLS Loss: 0.107	Mixup Loss: 1.238	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.181	Tot. Loss: 1.346
+2025-09-19 07:01:34,895 INFO Epoch 7 	 Batch 4099	LR : 0.00007	Top1 Acc.: 96.297	CLS Loss: 0.123	Mixup Loss: 1.266	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.196	Tot. Loss: 1.389
+2025-09-19 07:04:40,785 INFO Epoch 7 	 Batch 4199	LR : 0.00007	Top1 Acc.: 96.375	CLS Loss: 0.127	Mixup Loss: 1.269	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.216	Tot. Loss: 1.396
+2025-09-19 07:07:46,735 INFO Epoch 7 	 Batch 4299	LR : 0.00007	Top1 Acc.: 96.766	CLS Loss: 0.117	Mixup Loss: 1.264	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.189	Tot. Loss: 1.381
+2025-09-19 07:10:52,724 INFO Epoch 7 	 Batch 4399	LR : 0.00007	Top1 Acc.: 96.578	CLS Loss: 0.119	Mixup Loss: 1.249	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.172	Tot. Loss: 1.368
+2025-09-19 07:13:58,699 INFO Epoch 7 	 Batch 4499	LR : 0.00007	Top1 Acc.: 96.500	CLS Loss: 0.127	Mixup Loss: 1.271	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.185	Tot. Loss: 1.397
+2025-09-19 07:17:04,610 INFO Epoch 7 	 Batch 4599	LR : 0.00007	Top1 Acc.: 96.500	CLS Loss: 0.121	Mixup Loss: 1.245	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.200	Tot. Loss: 1.367
+2025-09-19 07:20:10,654 INFO Epoch 7 	 Batch 4699	LR : 0.00007	Top1 Acc.: 96.672	CLS Loss: 0.114	Mixup Loss: 1.265	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.149	Tot. Loss: 1.379
+2025-09-19 07:23:16,549 INFO Epoch 7 	 Batch 4799	LR : 0.00007	Top1 Acc.: 96.328	CLS Loss: 0.124	Mixup Loss: 1.251	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.170	Tot. Loss: 1.375
+2025-09-19 07:26:22,495 INFO Epoch 7 	 Batch 4899	LR : 0.00007	Top1 Acc.: 96.297	CLS Loss: 0.129	Mixup Loss: 1.271	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.153	Tot. Loss: 1.400
+2025-09-19 07:29:28,457 INFO Epoch 7 	 Batch 4999	LR : 0.00007	Top1 Acc.: 96.516	CLS Loss: 0.116	Mixup Loss: 1.264	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.179	Tot. Loss: 1.380
+2025-09-19 07:38:22,156 INFO ################## 
+ ---> Validation Epoch 7 (Original Model)	Acc.: 81.652	FPR: 58.371	AUROC: 87.659	AUPR: 60.931	AURC: 46.652	EAURC: 28.684	AUPR Succ.: 96.619	ECE: 6.731	NLL: 7.603	Brier: 26.988
+2025-09-19 07:46:13,851 INFO ################## 
+ ---> Validation Epoch 7 (EMA Model)	Acc.: 81.698	FPR: 58.518	AUROC: 87.601	AUPR: 60.816	AURC: 46.747	EAURC: 28.871	AUPR Succ.: 96.598	ECE: 6.690	NLL: 7.594	Brier: 26.947
+2025-09-19 07:46:13,915 INFO ####### --- Training Epoch 8 --- #######
+2025-09-19 08:11:52,299 INFO Epoch 8 	 Batch 99	LR : 0.00007	Top1 Acc.: 96.469	CLS Loss: 0.120	Mixup Loss: 1.284	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.179	Tot. Loss: 1.404
+2025-09-19 08:14:57,596 INFO Epoch 8 	 Batch 199	LR : 0.00007	Top1 Acc.: 96.781	CLS Loss: 0.112	Mixup Loss: 1.258	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.160	Tot. Loss: 1.370
+2025-09-19 08:18:03,572 INFO Epoch 8 	 Batch 299	LR : 0.00007	Top1 Acc.: 96.391	CLS Loss: 0.119	Mixup Loss: 1.258	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.223	Tot. Loss: 1.377
+2025-09-19 08:21:09,445 INFO Epoch 8 	 Batch 399	LR : 0.00007	Top1 Acc.: 96.828	CLS Loss: 0.117	Mixup Loss: 1.266	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.202	Tot. Loss: 1.383
+2025-09-19 08:24:15,278 INFO Epoch 8 	 Batch 499	LR : 0.00007	Top1 Acc.: 96.375	CLS Loss: 0.127	Mixup Loss: 1.268	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.179	Tot. Loss: 1.395
+2025-09-19 08:27:21,135 INFO Epoch 8 	 Batch 599	LR : 0.00007	Top1 Acc.: 96.297	CLS Loss: 0.130	Mixup Loss: 1.274	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.205	Tot. Loss: 1.404
+2025-09-19 08:30:27,060 INFO Epoch 8 	 Batch 699	LR : 0.00007	Top1 Acc.: 96.125	CLS Loss: 0.122	Mixup Loss: 1.270	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.177	Tot. Loss: 1.393
+2025-09-19 08:33:32,962 INFO Epoch 8 	 Batch 799	LR : 0.00007	Top1 Acc.: 96.484	CLS Loss: 0.130	Mixup Loss: 1.283	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.172	Tot. Loss: 1.413
+2025-09-19 08:36:38,867 INFO Epoch 8 	 Batch 899	LR : 0.00007	Top1 Acc.: 96.500	CLS Loss: 0.118	Mixup Loss: 1.280	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.193	Tot. Loss: 1.397
+2025-09-19 08:39:44,753 INFO Epoch 8 	 Batch 999	LR : 0.00007	Top1 Acc.: 96.547	CLS Loss: 0.119	Mixup Loss: 1.279	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.184	Tot. Loss: 1.398
+2025-09-19 08:42:50,641 INFO Epoch 8 	 Batch 1099	LR : 0.00007	Top1 Acc.: 96.109	CLS Loss: 0.123	Mixup Loss: 1.247	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.181	Tot. Loss: 1.370
+2025-09-19 08:45:56,479 INFO Epoch 8 	 Batch 1199	LR : 0.00007	Top1 Acc.: 96.641	CLS Loss: 0.120	Mixup Loss: 1.262	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.166	Tot. Loss: 1.382
+2025-09-19 08:49:02,394 INFO Epoch 8 	 Batch 1299	LR : 0.00007	Top1 Acc.: 96.625	CLS Loss: 0.118	Mixup Loss: 1.267	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.141	Tot. Loss: 1.385
+2025-09-19 08:52:08,328 INFO Epoch 8 	 Batch 1399	LR : 0.00007	Top1 Acc.: 96.672	CLS Loss: 0.110	Mixup Loss: 1.246	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.128	Tot. Loss: 1.356
+2025-09-19 08:55:14,313 INFO Epoch 8 	 Batch 1499	LR : 0.00007	Top1 Acc.: 96.438	CLS Loss: 0.126	Mixup Loss: 1.253	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.170	Tot. Loss: 1.378
+2025-09-19 08:58:21,355 INFO Epoch 8 	 Batch 1599	LR : 0.00007	Top1 Acc.: 96.406	CLS Loss: 0.124	Mixup Loss: 1.264	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.157	Tot. Loss: 1.388
+2025-09-19 09:01:28,473 INFO Epoch 8 	 Batch 1699	LR : 0.00007	Top1 Acc.: 96.609	CLS Loss: 0.125	Mixup Loss: 1.258	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.147	Tot. Loss: 1.382
+2025-09-19 09:04:35,433 INFO Epoch 8 	 Batch 1799	LR : 0.00007	Top1 Acc.: 96.234	CLS Loss: 0.125	Mixup Loss: 1.266	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.207	Tot. Loss: 1.391
+2025-09-19 09:07:42,303 INFO Epoch 8 	 Batch 1899	LR : 0.00007	Top1 Acc.: 96.266	CLS Loss: 0.123	Mixup Loss: 1.272	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.221	Tot. Loss: 1.396
+2025-09-19 09:10:49,239 INFO Epoch 8 	 Batch 1999	LR : 0.00007	Top1 Acc.: 96.656	CLS Loss: 0.113	Mixup Loss: 1.249	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.197	Tot. Loss: 1.362
+2025-09-19 09:13:56,092 INFO Epoch 8 	 Batch 2099	LR : 0.00007	Top1 Acc.: 96.297	CLS Loss: 0.128	Mixup Loss: 1.272	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.167	Tot. Loss: 1.400
+2025-09-19 09:17:02,917 INFO Epoch 8 	 Batch 2199	LR : 0.00007	Top1 Acc.: 96.672	CLS Loss: 0.115	Mixup Loss: 1.252	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.169	Tot. Loss: 1.368
+2025-09-19 09:20:09,815 INFO Epoch 8 	 Batch 2299	LR : 0.00007	Top1 Acc.: 96.578	CLS Loss: 0.121	Mixup Loss: 1.271	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.167	Tot. Loss: 1.392
+2025-09-19 09:23:16,675 INFO Epoch 8 	 Batch 2399	LR : 0.00007	Top1 Acc.: 96.656	CLS Loss: 0.115	Mixup Loss: 1.259	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.175	Tot. Loss: 1.374
+2025-09-19 09:26:23,535 INFO Epoch 8 	 Batch 2499	LR : 0.00007	Top1 Acc.: 96.734	CLS Loss: 0.126	Mixup Loss: 1.269	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.190	Tot. Loss: 1.394
+2025-09-19 09:29:30,392 INFO Epoch 8 	 Batch 2599	LR : 0.00007	Top1 Acc.: 96.641	CLS Loss: 0.117	Mixup Loss: 1.261	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.189	Tot. Loss: 1.378
+2025-09-19 09:32:37,227 INFO Epoch 8 	 Batch 2699	LR : 0.00007	Top1 Acc.: 96.547	CLS Loss: 0.115	Mixup Loss: 1.266	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.178	Tot. Loss: 1.381
+2025-09-19 09:35:43,750 INFO Epoch 8 	 Batch 2799	LR : 0.00007	Top1 Acc.: 96.547	CLS Loss: 0.115	Mixup Loss: 1.256	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.204	Tot. Loss: 1.370
+2025-09-19 09:38:49,390 INFO Epoch 8 	 Batch 2899	LR : 0.00007	Top1 Acc.: 96.516	CLS Loss: 0.128	Mixup Loss: 1.269	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.225	Tot. Loss: 1.397
+2025-09-19 09:41:55,713 INFO Epoch 8 	 Batch 2999	LR : 0.00007	Top1 Acc.: 96.438	CLS Loss: 0.131	Mixup Loss: 1.279	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.186	Tot. Loss: 1.410
+2025-09-19 09:45:01,926 INFO Epoch 8 	 Batch 3099	LR : 0.00007	Top1 Acc.: 96.328	CLS Loss: 0.121	Mixup Loss: 1.269	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.206	Tot. Loss: 1.389
+2025-09-19 09:48:07,865 INFO Epoch 8 	 Batch 3199	LR : 0.00007	Top1 Acc.: 96.500	CLS Loss: 0.114	Mixup Loss: 1.250	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.169	Tot. Loss: 1.364
+2025-09-19 09:51:13,783 INFO Epoch 8 	 Batch 3299	LR : 0.00007	Top1 Acc.: 96.578	CLS Loss: 0.121	Mixup Loss: 1.273	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.191	Tot. Loss: 1.395
+2025-09-19 09:54:19,747 INFO Epoch 8 	 Batch 3399	LR : 0.00007	Top1 Acc.: 96.531	CLS Loss: 0.121	Mixup Loss: 1.257	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.181	Tot. Loss: 1.378
+2025-09-19 09:57:25,658 INFO Epoch 8 	 Batch 3499	LR : 0.00007	Top1 Acc.: 96.922	CLS Loss: 0.106	Mixup Loss: 1.245	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.155	Tot. Loss: 1.351
+2025-09-19 10:00:31,714 INFO Epoch 8 	 Batch 3599	LR : 0.00007	Top1 Acc.: 96.422	CLS Loss: 0.121	Mixup Loss: 1.278	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.188	Tot. Loss: 1.399
+2025-09-19 10:03:37,695 INFO Epoch 8 	 Batch 3699	LR : 0.00007	Top1 Acc.: 96.453	CLS Loss: 0.121	Mixup Loss: 1.252	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.197	Tot. Loss: 1.374
+2025-09-19 10:06:43,681 INFO Epoch 8 	 Batch 3799	LR : 0.00007	Top1 Acc.: 96.016	CLS Loss: 0.130	Mixup Loss: 1.277	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.178	Tot. Loss: 1.406
+2025-09-19 10:09:49,574 INFO Epoch 8 	 Batch 3899	LR : 0.00007	Top1 Acc.: 96.453	CLS Loss: 0.120	Mixup Loss: 1.267	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.156	Tot. Loss: 1.387
+2025-09-19 10:12:55,539 INFO Epoch 8 	 Batch 3999	LR : 0.00007	Top1 Acc.: 97.016	CLS Loss: 0.104	Mixup Loss: 1.235	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.149	Tot. Loss: 1.339
+2025-09-19 10:16:01,527 INFO Epoch 8 	 Batch 4099	LR : 0.00007	Top1 Acc.: 96.297	CLS Loss: 0.122	Mixup Loss: 1.266	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.147	Tot. Loss: 1.388
+2025-09-19 10:19:07,488 INFO Epoch 8 	 Batch 4199	LR : 0.00007	Top1 Acc.: 96.344	CLS Loss: 0.126	Mixup Loss: 1.275	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.167	Tot. Loss: 1.401
+2025-09-19 10:22:13,409 INFO Epoch 8 	 Batch 4299	LR : 0.00007	Top1 Acc.: 97.000	CLS Loss: 0.116	Mixup Loss: 1.241	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.162	Tot. Loss: 1.357
+2025-09-19 10:25:19,319 INFO Epoch 8 	 Batch 4399	LR : 0.00007	Top1 Acc.: 96.422	CLS Loss: 0.119	Mixup Loss: 1.255	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.150	Tot. Loss: 1.374
+2025-09-19 10:28:25,297 INFO Epoch 8 	 Batch 4499	LR : 0.00007	Top1 Acc.: 96.406	CLS Loss: 0.125	Mixup Loss: 1.268	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.154	Tot. Loss: 1.393
+2025-09-19 10:31:31,223 INFO Epoch 8 	 Batch 4599	LR : 0.00007	Top1 Acc.: 96.453	CLS Loss: 0.120	Mixup Loss: 1.251	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.170	Tot. Loss: 1.372
+2025-09-19 10:34:37,153 INFO Epoch 8 	 Batch 4699	LR : 0.00007	Top1 Acc.: 96.750	CLS Loss: 0.112	Mixup Loss: 1.244	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.165	Tot. Loss: 1.356
+2025-09-19 10:37:43,137 INFO Epoch 8 	 Batch 4799	LR : 0.00007	Top1 Acc.: 96.516	CLS Loss: 0.121	Mixup Loss: 1.266	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.175	Tot. Loss: 1.387
+2025-09-19 10:40:49,090 INFO Epoch 8 	 Batch 4899	LR : 0.00007	Top1 Acc.: 96.281	CLS Loss: 0.129	Mixup Loss: 1.260	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.190	Tot. Loss: 1.389
+2025-09-19 10:43:55,047 INFO Epoch 8 	 Batch 4999	LR : 0.00007	Top1 Acc.: 96.500	CLS Loss: 0.115	Mixup Loss: 1.246	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.155	Tot. Loss: 1.361
+2025-09-19 10:54:20,114 INFO ################## 
+ ---> Validation Epoch 8 (Original Model)	Acc.: 81.646	FPR: 58.494	AUROC: 87.665	AUPR: 61.027	AURC: 46.652	EAURC: 28.671	AUPR Succ.: 96.621	ECE: 6.761	NLL: 7.607	Brier: 27.003
+2025-09-19 11:03:28,976 INFO ################## 
+ ---> Validation Epoch 8 (EMA Model)	Acc.: 81.684	FPR: 58.648	AUROC: 87.618	AUPR: 60.815	AURC: 46.663	EAURC: 28.760	AUPR Succ.: 96.611	ECE: 6.720	NLL: 7.603	Brier: 26.980
+2025-09-19 11:03:33,017 INFO ####### --- Training Epoch 9 --- #######
+2025-09-19 11:30:45,352 INFO Epoch 9 	 Batch 99	LR : 0.00007	Top1 Acc.: 96.516	CLS Loss: 0.118	Mixup Loss: 1.272	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.161	Tot. Loss: 1.389
+2025-09-19 11:33:50,512 INFO Epoch 9 	 Batch 199	LR : 0.00007	Top1 Acc.: 96.656	CLS Loss: 0.113	Mixup Loss: 1.263	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.192	Tot. Loss: 1.375
+2025-09-19 11:36:56,428 INFO Epoch 9 	 Batch 299	LR : 0.00007	Top1 Acc.: 96.344	CLS Loss: 0.118	Mixup Loss: 1.246	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.206	Tot. Loss: 1.365
+2025-09-19 11:40:02,235 INFO Epoch 9 	 Batch 399	LR : 0.00006	Top1 Acc.: 96.875	CLS Loss: 0.117	Mixup Loss: 1.259	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.162	Tot. Loss: 1.377
+2025-09-19 11:43:08,002 INFO Epoch 9 	 Batch 499	LR : 0.00006	Top1 Acc.: 96.203	CLS Loss: 0.125	Mixup Loss: 1.268	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.212	Tot. Loss: 1.393
+2025-09-19 11:46:13,869 INFO Epoch 9 	 Batch 599	LR : 0.00006	Top1 Acc.: 96.453	CLS Loss: 0.128	Mixup Loss: 1.264	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.189	Tot. Loss: 1.392
+2025-09-19 11:49:19,773 INFO Epoch 9 	 Batch 699	LR : 0.00006	Top1 Acc.: 96.109	CLS Loss: 0.123	Mixup Loss: 1.271	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.136	Tot. Loss: 1.394
+2025-09-19 11:52:25,728 INFO Epoch 9 	 Batch 799	LR : 0.00006	Top1 Acc.: 96.516	CLS Loss: 0.129	Mixup Loss: 1.260	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.189	Tot. Loss: 1.389
+2025-09-19 11:55:31,560 INFO Epoch 9 	 Batch 899	LR : 0.00006	Top1 Acc.: 96.469	CLS Loss: 0.117	Mixup Loss: 1.279	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.177	Tot. Loss: 1.395
+2025-09-19 11:58:37,421 INFO Epoch 9 	 Batch 999	LR : 0.00006	Top1 Acc.: 96.500	CLS Loss: 0.117	Mixup Loss: 1.254	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.172	Tot. Loss: 1.371
+2025-09-19 12:01:43,385 INFO Epoch 9 	 Batch 1099	LR : 0.00006	Top1 Acc.: 96.078	CLS Loss: 0.122	Mixup Loss: 1.264	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.213	Tot. Loss: 1.385
+2025-09-19 12:04:49,263 INFO Epoch 9 	 Batch 1199	LR : 0.00006	Top1 Acc.: 96.625	CLS Loss: 0.118	Mixup Loss: 1.255	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.175	Tot. Loss: 1.374
+2025-09-19 12:07:55,118 INFO Epoch 9 	 Batch 1299	LR : 0.00006	Top1 Acc.: 96.641	CLS Loss: 0.117	Mixup Loss: 1.259	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.143	Tot. Loss: 1.377
+2025-09-19 12:11:01,674 INFO Epoch 9 	 Batch 1399	LR : 0.00006	Top1 Acc.: 96.703	CLS Loss: 0.109	Mixup Loss: 1.243	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.166	Tot. Loss: 1.352
+2025-09-19 12:14:08,644 INFO Epoch 9 	 Batch 1499	LR : 0.00006	Top1 Acc.: 96.469	CLS Loss: 0.124	Mixup Loss: 1.262	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.209	Tot. Loss: 1.386
+2025-09-19 12:17:15,732 INFO Epoch 9 	 Batch 1599	LR : 0.00006	Top1 Acc.: 96.359	CLS Loss: 0.125	Mixup Loss: 1.244	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.191	Tot. Loss: 1.369
+2025-09-19 12:20:22,601 INFO Epoch 9 	 Batch 1699	LR : 0.00006	Top1 Acc.: 96.578	CLS Loss: 0.124	Mixup Loss: 1.254	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.187	Tot. Loss: 1.378
+2025-09-19 12:23:29,527 INFO Epoch 9 	 Batch 1799	LR : 0.00006	Top1 Acc.: 96.375	CLS Loss: 0.124	Mixup Loss: 1.253	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.159	Tot. Loss: 1.377
+2025-09-19 12:26:36,418 INFO Epoch 9 	 Batch 1899	LR : 0.00006	Top1 Acc.: 96.172	CLS Loss: 0.122	Mixup Loss: 1.259	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.215	Tot. Loss: 1.381
+2025-09-19 12:29:43,349 INFO Epoch 9 	 Batch 1999	LR : 0.00006	Top1 Acc.: 96.672	CLS Loss: 0.113	Mixup Loss: 1.250	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.149	Tot. Loss: 1.363
+2025-09-19 12:32:50,158 INFO Epoch 9 	 Batch 2099	LR : 0.00006	Top1 Acc.: 96.312	CLS Loss: 0.127	Mixup Loss: 1.275	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.204	Tot. Loss: 1.402
+2025-09-19 12:35:56,971 INFO Epoch 9 	 Batch 2199	LR : 0.00006	Top1 Acc.: 96.656	CLS Loss: 0.114	Mixup Loss: 1.248	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.188	Tot. Loss: 1.362
+2025-09-19 12:39:02,326 INFO Epoch 9 	 Batch 2299	LR : 0.00006	Top1 Acc.: 96.609	CLS Loss: 0.120	Mixup Loss: 1.261	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.175	Tot. Loss: 1.381
+2025-09-19 12:42:07,959 INFO Epoch 9 	 Batch 2399	LR : 0.00006	Top1 Acc.: 96.703	CLS Loss: 0.113	Mixup Loss: 1.253	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.174	Tot. Loss: 1.367
+2025-09-19 12:45:14,292 INFO Epoch 9 	 Batch 2499	LR : 0.00006	Top1 Acc.: 96.719	CLS Loss: 0.125	Mixup Loss: 1.266	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.179	Tot. Loss: 1.390
+2025-09-19 12:48:20,308 INFO Epoch 9 	 Batch 2599	LR : 0.00006	Top1 Acc.: 96.609	CLS Loss: 0.114	Mixup Loss: 1.273	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.160	Tot. Loss: 1.387
+2025-09-19 12:51:26,268 INFO Epoch 9 	 Batch 2699	LR : 0.00006	Top1 Acc.: 96.641	CLS Loss: 0.113	Mixup Loss: 1.282	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.173	Tot. Loss: 1.395
+2025-09-19 12:54:32,219 INFO Epoch 9 	 Batch 2799	LR : 0.00006	Top1 Acc.: 96.500	CLS Loss: 0.115	Mixup Loss: 1.262	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.155	Tot. Loss: 1.377
+2025-09-19 12:57:38,118 INFO Epoch 9 	 Batch 2899	LR : 0.00006	Top1 Acc.: 96.672	CLS Loss: 0.127	Mixup Loss: 1.279	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.177	Tot. Loss: 1.406
+2025-09-19 13:00:44,100 INFO Epoch 9 	 Batch 2999	LR : 0.00006	Top1 Acc.: 96.359	CLS Loss: 0.130	Mixup Loss: 1.264	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.193	Tot. Loss: 1.394
+2025-09-19 13:03:50,070 INFO Epoch 9 	 Batch 3099	LR : 0.00006	Top1 Acc.: 96.469	CLS Loss: 0.118	Mixup Loss: 1.259	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.161	Tot. Loss: 1.378
+2025-09-19 13:06:56,056 INFO Epoch 9 	 Batch 3199	LR : 0.00006	Top1 Acc.: 96.516	CLS Loss: 0.115	Mixup Loss: 1.260	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.151	Tot. Loss: 1.374
+2025-09-19 13:10:02,066 INFO Epoch 9 	 Batch 3299	LR : 0.00006	Top1 Acc.: 96.484	CLS Loss: 0.122	Mixup Loss: 1.258	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.198	Tot. Loss: 1.380
+2025-09-19 13:13:07,981 INFO Epoch 9 	 Batch 3399	LR : 0.00006	Top1 Acc.: 96.656	CLS Loss: 0.118	Mixup Loss: 1.263	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.201	Tot. Loss: 1.381
+2025-09-19 13:16:13,841 INFO Epoch 9 	 Batch 3499	LR : 0.00006	Top1 Acc.: 96.797	CLS Loss: 0.105	Mixup Loss: 1.251	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.159	Tot. Loss: 1.355
+2025-09-19 13:19:19,846 INFO Epoch 9 	 Batch 3599	LR : 0.00006	Top1 Acc.: 96.469	CLS Loss: 0.120	Mixup Loss: 1.266	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.216	Tot. Loss: 1.386
+2025-09-19 13:22:25,794 INFO Epoch 9 	 Batch 3699	LR : 0.00006	Top1 Acc.: 96.609	CLS Loss: 0.119	Mixup Loss: 1.261	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.185	Tot. Loss: 1.380
+2025-09-19 13:25:31,726 INFO Epoch 9 	 Batch 3799	LR : 0.00006	Top1 Acc.: 96.000	CLS Loss: 0.130	Mixup Loss: 1.291	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.180	Tot. Loss: 1.421
+2025-09-19 13:28:37,690 INFO Epoch 9 	 Batch 3899	LR : 0.00006	Top1 Acc.: 96.375	CLS Loss: 0.120	Mixup Loss: 1.265	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.197	Tot. Loss: 1.385
+2025-09-19 13:31:43,620 INFO Epoch 9 	 Batch 3999	LR : 0.00006	Top1 Acc.: 97.141	CLS Loss: 0.104	Mixup Loss: 1.236	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.154	Tot. Loss: 1.341
+2025-09-19 13:34:49,584 INFO Epoch 9 	 Batch 4099	LR : 0.00006	Top1 Acc.: 96.453	CLS Loss: 0.119	Mixup Loss: 1.271	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.202	Tot. Loss: 1.390
+2025-09-19 13:37:55,470 INFO Epoch 9 	 Batch 4199	LR : 0.00006	Top1 Acc.: 96.391	CLS Loss: 0.125	Mixup Loss: 1.265	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.186	Tot. Loss: 1.390
+2025-09-19 13:41:01,481 INFO Epoch 9 	 Batch 4299	LR : 0.00006	Top1 Acc.: 96.781	CLS Loss: 0.116	Mixup Loss: 1.243	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.154	Tot. Loss: 1.358
+2025-09-19 13:44:07,502 INFO Epoch 9 	 Batch 4399	LR : 0.00006	Top1 Acc.: 96.516	CLS Loss: 0.118	Mixup Loss: 1.246	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.140	Tot. Loss: 1.364
+2025-09-19 13:47:13,390 INFO Epoch 9 	 Batch 4499	LR : 0.00006	Top1 Acc.: 96.484	CLS Loss: 0.124	Mixup Loss: 1.260	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.197	Tot. Loss: 1.385
+2025-09-19 13:50:19,310 INFO Epoch 9 	 Batch 4599	LR : 0.00006	Top1 Acc.: 96.531	CLS Loss: 0.118	Mixup Loss: 1.236	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.139	Tot. Loss: 1.354
+2025-09-19 13:53:25,224 INFO Epoch 9 	 Batch 4699	LR : 0.00006	Top1 Acc.: 96.797	CLS Loss: 0.113	Mixup Loss: 1.258	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.191	Tot. Loss: 1.371
+2025-09-19 13:56:31,139 INFO Epoch 9 	 Batch 4799	LR : 0.00006	Top1 Acc.: 96.500	CLS Loss: 0.118	Mixup Loss: 1.255	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.177	Tot. Loss: 1.373
+2025-09-19 13:59:37,100 INFO Epoch 9 	 Batch 4899	LR : 0.00006	Top1 Acc.: 96.406	CLS Loss: 0.127	Mixup Loss: 1.275	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.171	Tot. Loss: 1.402
+2025-09-19 14:02:43,110 INFO Epoch 9 	 Batch 4999	LR : 0.00006	Top1 Acc.: 96.547	CLS Loss: 0.114	Mixup Loss: 1.245	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.168	Tot. Loss: 1.358
+2025-09-19 14:08:29,051 INFO ################## 
+ ---> Validation Epoch 9 (Original Model)	Acc.: 81.622	FPR: 58.624	AUROC: 87.688	AUPR: 61.046	AURC: 46.564	EAURC: 28.535	AUPR Succ.: 96.636	ECE: 6.808	NLL: 7.621	Brier: 27.044
+2025-09-19 14:13:53,629 INFO ################## 
+ ---> Validation Epoch 9 (EMA Model)	Acc.: 81.666	FPR: 58.743	AUROC: 87.635	AUPR: 60.762	AURC: 46.613	EAURC: 28.673	AUPR Succ.: 96.621	ECE: 6.786	NLL: 7.612	Brier: 27.009
+2025-09-19 14:13:53,663 INFO ####### --- Training Epoch 10 --- #######
+2025-09-19 14:29:14,898 INFO Epoch 10 	 Batch 99	LR : 0.00006	Top1 Acc.: 96.578	CLS Loss: 0.117	Mixup Loss: 1.274	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.193	Tot. Loss: 1.391
+2025-09-19 14:32:20,197 INFO Epoch 10 	 Batch 199	LR : 0.00006	Top1 Acc.: 96.750	CLS Loss: 0.111	Mixup Loss: 1.248	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.184	Tot. Loss: 1.360
+2025-09-19 14:35:26,054 INFO Epoch 10 	 Batch 299	LR : 0.00006	Top1 Acc.: 96.547	CLS Loss: 0.117	Mixup Loss: 1.245	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.188	Tot. Loss: 1.362
+2025-09-19 14:38:31,727 INFO Epoch 10 	 Batch 399	LR : 0.00006	Top1 Acc.: 96.797	CLS Loss: 0.115	Mixup Loss: 1.259	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.157	Tot. Loss: 1.374
+2025-09-19 14:41:37,381 INFO Epoch 10 	 Batch 499	LR : 0.00006	Top1 Acc.: 96.391	CLS Loss: 0.125	Mixup Loss: 1.279	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.190	Tot. Loss: 1.404
+2025-09-19 14:44:43,188 INFO Epoch 10 	 Batch 599	LR : 0.00006	Top1 Acc.: 96.391	CLS Loss: 0.128	Mixup Loss: 1.276	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.211	Tot. Loss: 1.404
+2025-09-19 14:47:48,953 INFO Epoch 10 	 Batch 699	LR : 0.00006	Top1 Acc.: 96.094	CLS Loss: 0.121	Mixup Loss: 1.276	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.168	Tot. Loss: 1.397
+2025-09-19 14:50:54,702 INFO Epoch 10 	 Batch 799	LR : 0.00006	Top1 Acc.: 96.516	CLS Loss: 0.128	Mixup Loss: 1.254	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.187	Tot. Loss: 1.382
+2025-09-19 14:54:00,469 INFO Epoch 10 	 Batch 899	LR : 0.00006	Top1 Acc.: 96.547	CLS Loss: 0.116	Mixup Loss: 1.263	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.194	Tot. Loss: 1.379
+2025-09-19 14:57:06,195 INFO Epoch 10 	 Batch 999	LR : 0.00006	Top1 Acc.: 96.672	CLS Loss: 0.117	Mixup Loss: 1.260	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.185	Tot. Loss: 1.377
+2025-09-19 15:00:11,941 INFO Epoch 10 	 Batch 1099	LR : 0.00006	Top1 Acc.: 96.172	CLS Loss: 0.120	Mixup Loss: 1.251	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.153	Tot. Loss: 1.371
+2025-09-19 15:03:17,679 INFO Epoch 10 	 Batch 1199	LR : 0.00006	Top1 Acc.: 96.672	CLS Loss: 0.118	Mixup Loss: 1.255	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.175	Tot. Loss: 1.373
+2025-09-19 15:06:23,398 INFO Epoch 10 	 Batch 1299	LR : 0.00006	Top1 Acc.: 96.562	CLS Loss: 0.116	Mixup Loss: 1.273	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.182	Tot. Loss: 1.389
+2025-09-19 15:09:29,145 INFO Epoch 10 	 Batch 1399	LR : 0.00006	Top1 Acc.: 96.703	CLS Loss: 0.108	Mixup Loss: 1.224	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.186	Tot. Loss: 1.332
+2025-09-19 15:12:35,538 INFO Epoch 10 	 Batch 1499	LR : 0.00006	Top1 Acc.: 96.469	CLS Loss: 0.123	Mixup Loss: 1.260	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.186	Tot. Loss: 1.382
+2025-09-19 15:15:42,605 INFO Epoch 10 	 Batch 1599	LR : 0.00006	Top1 Acc.: 96.422	CLS Loss: 0.121	Mixup Loss: 1.274	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.172	Tot. Loss: 1.395
+2025-09-19 15:18:49,668 INFO Epoch 10 	 Batch 1699	LR : 0.00006	Top1 Acc.: 96.750	CLS Loss: 0.122	Mixup Loss: 1.258	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.159	Tot. Loss: 1.379
+2025-09-19 15:21:56,600 INFO Epoch 10 	 Batch 1799	LR : 0.00006	Top1 Acc.: 96.234	CLS Loss: 0.123	Mixup Loss: 1.282	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.182	Tot. Loss: 1.405
+2025-09-19 15:25:03,477 INFO Epoch 10 	 Batch 1899	LR : 0.00005	Top1 Acc.: 96.266	CLS Loss: 0.120	Mixup Loss: 1.264	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.189	Tot. Loss: 1.384
+2025-09-19 15:28:10,262 INFO Epoch 10 	 Batch 1999	LR : 0.00005	Top1 Acc.: 96.734	CLS Loss: 0.111	Mixup Loss: 1.246	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.141	Tot. Loss: 1.357
+2025-09-19 15:31:17,081 INFO Epoch 10 	 Batch 2099	LR : 0.00005	Top1 Acc.: 96.266	CLS Loss: 0.125	Mixup Loss: 1.262	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.163	Tot. Loss: 1.387
+2025-09-19 15:34:23,330 INFO Epoch 10 	 Batch 2199	LR : 0.00005	Top1 Acc.: 96.719	CLS Loss: 0.113	Mixup Loss: 1.243	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.169	Tot. Loss: 1.356
+2025-09-19 15:37:28,614 INFO Epoch 10 	 Batch 2299	LR : 0.00005	Top1 Acc.: 96.500	CLS Loss: 0.119	Mixup Loss: 1.277	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.185	Tot. Loss: 1.397
+2025-09-19 15:40:34,732 INFO Epoch 10 	 Batch 2399	LR : 0.00005	Top1 Acc.: 96.750	CLS Loss: 0.112	Mixup Loss: 1.248	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.186	Tot. Loss: 1.360
+2025-09-19 15:43:40,850 INFO Epoch 10 	 Batch 2499	LR : 0.00005	Top1 Acc.: 96.703	CLS Loss: 0.123	Mixup Loss: 1.268	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.216	Tot. Loss: 1.390
+2025-09-19 15:46:46,726 INFO Epoch 10 	 Batch 2599	LR : 0.00005	Top1 Acc.: 96.609	CLS Loss: 0.114	Mixup Loss: 1.274	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.185	Tot. Loss: 1.388
+2025-09-19 15:49:52,609 INFO Epoch 10 	 Batch 2699	LR : 0.00005	Top1 Acc.: 96.656	CLS Loss: 0.112	Mixup Loss: 1.252	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.186	Tot. Loss: 1.365
+2025-09-19 15:52:58,457 INFO Epoch 10 	 Batch 2799	LR : 0.00005	Top1 Acc.: 96.531	CLS Loss: 0.113	Mixup Loss: 1.251	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.164	Tot. Loss: 1.365
+2025-09-19 15:56:04,410 INFO Epoch 10 	 Batch 2899	LR : 0.00005	Top1 Acc.: 96.578	CLS Loss: 0.125	Mixup Loss: 1.279	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.178	Tot. Loss: 1.404
+2025-09-19 15:59:10,259 INFO Epoch 10 	 Batch 2999	LR : 0.00005	Top1 Acc.: 96.453	CLS Loss: 0.128	Mixup Loss: 1.274	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.173	Tot. Loss: 1.401
+2025-09-19 16:02:16,237 INFO Epoch 10 	 Batch 3099	LR : 0.00005	Top1 Acc.: 96.391	CLS Loss: 0.118	Mixup Loss: 1.267	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.223	Tot. Loss: 1.385
+2025-09-19 16:05:22,205 INFO Epoch 10 	 Batch 3199	LR : 0.00005	Top1 Acc.: 96.406	CLS Loss: 0.113	Mixup Loss: 1.240	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.139	Tot. Loss: 1.353
+2025-09-19 16:08:28,081 INFO Epoch 10 	 Batch 3299	LR : 0.00005	Top1 Acc.: 96.625	CLS Loss: 0.120	Mixup Loss: 1.264	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.152	Tot. Loss: 1.385
+2025-09-19 16:11:33,992 INFO Epoch 10 	 Batch 3399	LR : 0.00005	Top1 Acc.: 96.688	CLS Loss: 0.119	Mixup Loss: 1.253	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.161	Tot. Loss: 1.372
+2025-09-19 16:14:39,948 INFO Epoch 10 	 Batch 3499	LR : 0.00005	Top1 Acc.: 96.984	CLS Loss: 0.103	Mixup Loss: 1.260	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.141	Tot. Loss: 1.363
+2025-09-19 16:17:45,839 INFO Epoch 10 	 Batch 3599	LR : 0.00005	Top1 Acc.: 96.578	CLS Loss: 0.117	Mixup Loss: 1.266	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.221	Tot. Loss: 1.383
+2025-09-19 16:20:51,780 INFO Epoch 10 	 Batch 3699	LR : 0.00005	Top1 Acc.: 96.469	CLS Loss: 0.119	Mixup Loss: 1.243	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.166	Tot. Loss: 1.362
+2025-09-19 16:23:57,709 INFO Epoch 10 	 Batch 3799	LR : 0.00005	Top1 Acc.: 96.094	CLS Loss: 0.127	Mixup Loss: 1.280	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.214	Tot. Loss: 1.407
+2025-09-19 16:27:03,622 INFO Epoch 10 	 Batch 3899	LR : 0.00005	Top1 Acc.: 96.484	CLS Loss: 0.120	Mixup Loss: 1.268	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.198	Tot. Loss: 1.388
+2025-09-19 16:30:09,485 INFO Epoch 10 	 Batch 3999	LR : 0.00005	Top1 Acc.: 97.156	CLS Loss: 0.104	Mixup Loss: 1.226	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.176	Tot. Loss: 1.330
+2025-09-19 16:33:15,410 INFO Epoch 10 	 Batch 4099	LR : 0.00005	Top1 Acc.: 96.469	CLS Loss: 0.118	Mixup Loss: 1.273	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.194	Tot. Loss: 1.391
+2025-09-19 16:36:21,282 INFO Epoch 10 	 Batch 4199	LR : 0.00005	Top1 Acc.: 96.391	CLS Loss: 0.122	Mixup Loss: 1.250	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.175	Tot. Loss: 1.372
+2025-09-19 16:39:27,240 INFO Epoch 10 	 Batch 4299	LR : 0.00005	Top1 Acc.: 97.016	CLS Loss: 0.112	Mixup Loss: 1.246	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.152	Tot. Loss: 1.358
+2025-09-19 16:42:33,197 INFO Epoch 10 	 Batch 4399	LR : 0.00005	Top1 Acc.: 96.516	CLS Loss: 0.115	Mixup Loss: 1.243	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.157	Tot. Loss: 1.358
+2025-09-19 16:45:39,063 INFO Epoch 10 	 Batch 4499	LR : 0.00005	Top1 Acc.: 96.641	CLS Loss: 0.122	Mixup Loss: 1.250	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.151	Tot. Loss: 1.372
+2025-09-19 16:48:44,944 INFO Epoch 10 	 Batch 4599	LR : 0.00005	Top1 Acc.: 96.484	CLS Loss: 0.118	Mixup Loss: 1.243	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.165	Tot. Loss: 1.361
+2025-09-19 16:51:50,787 INFO Epoch 10 	 Batch 4699	LR : 0.00005	Top1 Acc.: 96.688	CLS Loss: 0.112	Mixup Loss: 1.242	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.175	Tot. Loss: 1.355
+2025-09-19 16:54:56,677 INFO Epoch 10 	 Batch 4799	LR : 0.00005	Top1 Acc.: 96.578	CLS Loss: 0.119	Mixup Loss: 1.260	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.169	Tot. Loss: 1.379
+2025-09-19 16:58:02,647 INFO Epoch 10 	 Batch 4899	LR : 0.00005	Top1 Acc.: 96.422	CLS Loss: 0.125	Mixup Loss: 1.252	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.209	Tot. Loss: 1.378
+2025-09-19 17:01:08,547 INFO Epoch 10 	 Batch 4999	LR : 0.00005	Top1 Acc.: 96.500	CLS Loss: 0.113	Mixup Loss: 1.251	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.190	Tot. Loss: 1.364
+2025-09-19 17:06:39,268 INFO ################## 
+ ---> Validation Epoch 10 (Original Model)	Acc.: 81.660	FPR: 59.248	AUROC: 87.625	AUPR: 60.735	AURC: 46.543	EAURC: 28.590	AUPR Succ.: 96.632	ECE: 6.800	NLL: 7.625	Brier: 27.055
+2025-09-19 17:11:52,250 INFO ################## 
+ ---> Validation Epoch 10 (EMA Model)	Acc.: 81.622	FPR: 58.363	AUROC: 87.694	AUPR: 61.111	AURC: 46.588	EAURC: 28.559	AUPR Succ.: 96.633	ECE: 6.822	NLL: 7.621	Brier: 27.033
+2025-09-19 17:11:53,475 INFO ####### --- Training Epoch 11 --- #######
+2025-09-19 17:29:20,253 INFO Epoch 11 	 Batch 99	LR : 0.00005	Top1 Acc.: 96.484	CLS Loss: 0.116	Mixup Loss: 1.277	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.200	Tot. Loss: 1.393
+2025-09-19 17:32:25,542 INFO Epoch 11 	 Batch 199	LR : 0.00005	Top1 Acc.: 96.812	CLS Loss: 0.110	Mixup Loss: 1.244	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.192	Tot. Loss: 1.354
+2025-09-19 17:35:31,526 INFO Epoch 11 	 Batch 299	LR : 0.00005	Top1 Acc.: 96.547	CLS Loss: 0.115	Mixup Loss: 1.247	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.152	Tot. Loss: 1.362
+2025-09-19 17:38:37,462 INFO Epoch 11 	 Batch 399	LR : 0.00005	Top1 Acc.: 96.828	CLS Loss: 0.116	Mixup Loss: 1.262	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.181	Tot. Loss: 1.377
+2025-09-19 17:41:43,394 INFO Epoch 11 	 Batch 499	LR : 0.00005	Top1 Acc.: 96.375	CLS Loss: 0.125	Mixup Loss: 1.275	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.187	Tot. Loss: 1.401
+2025-09-19 17:44:49,347 INFO Epoch 11 	 Batch 599	LR : 0.00005	Top1 Acc.: 96.469	CLS Loss: 0.127	Mixup Loss: 1.257	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.187	Tot. Loss: 1.384
+2025-09-19 17:47:55,266 INFO Epoch 11 	 Batch 699	LR : 0.00005	Top1 Acc.: 96.234	CLS Loss: 0.120	Mixup Loss: 1.280	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.189	Tot. Loss: 1.400
+2025-09-19 17:51:01,259 INFO Epoch 11 	 Batch 799	LR : 0.00005	Top1 Acc.: 96.484	CLS Loss: 0.127	Mixup Loss: 1.260	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.206	Tot. Loss: 1.386
+2025-09-19 17:54:07,165 INFO Epoch 11 	 Batch 899	LR : 0.00005	Top1 Acc.: 96.688	CLS Loss: 0.114	Mixup Loss: 1.262	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.163	Tot. Loss: 1.376
+2025-09-19 17:57:13,019 INFO Epoch 11 	 Batch 999	LR : 0.00005	Top1 Acc.: 96.609	CLS Loss: 0.116	Mixup Loss: 1.254	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.191	Tot. Loss: 1.370
+2025-09-19 18:00:18,905 INFO Epoch 11 	 Batch 1099	LR : 0.00005	Top1 Acc.: 96.125	CLS Loss: 0.121	Mixup Loss: 1.250	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.182	Tot. Loss: 1.371
+2025-09-19 18:03:24,798 INFO Epoch 11 	 Batch 1199	LR : 0.00005	Top1 Acc.: 96.688	CLS Loss: 0.116	Mixup Loss: 1.266	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.206	Tot. Loss: 1.382
+2025-09-19 18:06:30,696 INFO Epoch 11 	 Batch 1299	LR : 0.00005	Top1 Acc.: 96.625	CLS Loss: 0.116	Mixup Loss: 1.267	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.170	Tot. Loss: 1.383
+2025-09-19 18:09:37,277 INFO Epoch 11 	 Batch 1399	LR : 0.00005	Top1 Acc.: 96.719	CLS Loss: 0.106	Mixup Loss: 1.237	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.169	Tot. Loss: 1.344
+2025-09-19 18:12:43,937 INFO Epoch 11 	 Batch 1499	LR : 0.00005	Top1 Acc.: 96.422	CLS Loss: 0.123	Mixup Loss: 1.245	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.174	Tot. Loss: 1.368
+2025-09-19 18:15:50,952 INFO Epoch 11 	 Batch 1599	LR : 0.00005	Top1 Acc.: 96.500	CLS Loss: 0.120	Mixup Loss: 1.247	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.195	Tot. Loss: 1.368
+2025-09-19 18:18:57,934 INFO Epoch 11 	 Batch 1699	LR : 0.00005	Top1 Acc.: 96.656	CLS Loss: 0.122	Mixup Loss: 1.249	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.158	Tot. Loss: 1.371
+2025-09-19 18:22:04,841 INFO Epoch 11 	 Batch 1799	LR : 0.00005	Top1 Acc.: 96.453	CLS Loss: 0.120	Mixup Loss: 1.251	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.167	Tot. Loss: 1.372
+2025-09-19 18:25:11,743 INFO Epoch 11 	 Batch 1899	LR : 0.00005	Top1 Acc.: 96.203	CLS Loss: 0.121	Mixup Loss: 1.280	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.175	Tot. Loss: 1.401
+2025-09-19 18:28:18,581 INFO Epoch 11 	 Batch 1999	LR : 0.00005	Top1 Acc.: 96.875	CLS Loss: 0.110	Mixup Loss: 1.252	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.178	Tot. Loss: 1.362
+2025-09-19 18:31:25,432 INFO Epoch 11 	 Batch 2099	LR : 0.00005	Top1 Acc.: 96.375	CLS Loss: 0.123	Mixup Loss: 1.272	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.190	Tot. Loss: 1.395
+2025-09-19 18:34:31,453 INFO Epoch 11 	 Batch 2199	LR : 0.00005	Top1 Acc.: 96.625	CLS Loss: 0.112	Mixup Loss: 1.244	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.167	Tot. Loss: 1.356
+2025-09-19 18:37:37,359 INFO Epoch 11 	 Batch 2299	LR : 0.00005	Top1 Acc.: 96.625	CLS Loss: 0.117	Mixup Loss: 1.253	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.187	Tot. Loss: 1.370
+2025-09-19 18:40:43,848 INFO Epoch 11 	 Batch 2399	LR : 0.00005	Top1 Acc.: 96.875	CLS Loss: 0.110	Mixup Loss: 1.245	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.141	Tot. Loss: 1.354
+2025-09-19 18:43:49,966 INFO Epoch 11 	 Batch 2499	LR : 0.00005	Top1 Acc.: 96.719	CLS Loss: 0.122	Mixup Loss: 1.256	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.212	Tot. Loss: 1.378
+2025-09-19 18:46:55,895 INFO Epoch 11 	 Batch 2599	LR : 0.00005	Top1 Acc.: 96.609	CLS Loss: 0.112	Mixup Loss: 1.275	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.158	Tot. Loss: 1.387
+2025-09-19 18:50:01,959 INFO Epoch 11 	 Batch 2699	LR : 0.00005	Top1 Acc.: 96.750	CLS Loss: 0.112	Mixup Loss: 1.251	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.139	Tot. Loss: 1.362
+2025-09-19 18:53:07,871 INFO Epoch 11 	 Batch 2799	LR : 0.00005	Top1 Acc.: 96.578	CLS Loss: 0.112	Mixup Loss: 1.247	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.182	Tot. Loss: 1.359
+2025-09-19 18:56:13,804 INFO Epoch 11 	 Batch 2899	LR : 0.00005	Top1 Acc.: 96.547	CLS Loss: 0.124	Mixup Loss: 1.288	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.200	Tot. Loss: 1.412
+2025-09-19 18:59:19,792 INFO Epoch 11 	 Batch 2999	LR : 0.00005	Top1 Acc.: 96.312	CLS Loss: 0.128	Mixup Loss: 1.275	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.191	Tot. Loss: 1.404
+2025-09-19 19:02:25,749 INFO Epoch 11 	 Batch 3099	LR : 0.00005	Top1 Acc.: 96.375	CLS Loss: 0.118	Mixup Loss: 1.251	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.169	Tot. Loss: 1.370
+2025-09-19 19:05:31,696 INFO Epoch 11 	 Batch 3199	LR : 0.00005	Top1 Acc.: 96.391	CLS Loss: 0.113	Mixup Loss: 1.256	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.181	Tot. Loss: 1.369
+2025-09-19 19:08:37,639 INFO Epoch 11 	 Batch 3299	LR : 0.00004	Top1 Acc.: 96.578	CLS Loss: 0.120	Mixup Loss: 1.270	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.187	Tot. Loss: 1.390
+2025-09-19 19:11:43,674 INFO Epoch 11 	 Batch 3399	LR : 0.00004	Top1 Acc.: 96.672	CLS Loss: 0.118	Mixup Loss: 1.257	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.199	Tot. Loss: 1.375
+2025-09-19 19:14:49,687 INFO Epoch 11 	 Batch 3499	LR : 0.00004	Top1 Acc.: 97.094	CLS Loss: 0.103	Mixup Loss: 1.239	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.188	Tot. Loss: 1.341
+2025-09-19 19:17:55,658 INFO Epoch 11 	 Batch 3599	LR : 0.00004	Top1 Acc.: 96.625	CLS Loss: 0.117	Mixup Loss: 1.259	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.212	Tot. Loss: 1.376
+2025-09-19 19:21:01,690 INFO Epoch 11 	 Batch 3699	LR : 0.00004	Top1 Acc.: 96.625	CLS Loss: 0.117	Mixup Loss: 1.249	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.188	Tot. Loss: 1.366
+2025-09-19 19:24:07,570 INFO Epoch 11 	 Batch 3799	LR : 0.00004	Top1 Acc.: 95.953	CLS Loss: 0.128	Mixup Loss: 1.279	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.210	Tot. Loss: 1.407
+2025-09-19 19:27:13,588 INFO Epoch 11 	 Batch 3899	LR : 0.00004	Top1 Acc.: 96.562	CLS Loss: 0.118	Mixup Loss: 1.265	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.199	Tot. Loss: 1.383
+2025-09-19 19:30:19,552 INFO Epoch 11 	 Batch 3999	LR : 0.00004	Top1 Acc.: 97.109	CLS Loss: 0.102	Mixup Loss: 1.228	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.147	Tot. Loss: 1.330
+2025-09-19 19:33:25,490 INFO Epoch 11 	 Batch 4099	LR : 0.00004	Top1 Acc.: 96.547	CLS Loss: 0.116	Mixup Loss: 1.262	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.155	Tot. Loss: 1.378
+2025-09-19 19:36:31,472 INFO Epoch 11 	 Batch 4199	LR : 0.00004	Top1 Acc.: 96.484	CLS Loss: 0.122	Mixup Loss: 1.255	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.148	Tot. Loss: 1.377
+2025-09-19 19:39:37,395 INFO Epoch 11 	 Batch 4299	LR : 0.00004	Top1 Acc.: 96.984	CLS Loss: 0.113	Mixup Loss: 1.250	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.158	Tot. Loss: 1.363
+2025-09-19 19:42:43,355 INFO Epoch 11 	 Batch 4399	LR : 0.00004	Top1 Acc.: 96.547	CLS Loss: 0.116	Mixup Loss: 1.263	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.164	Tot. Loss: 1.378
+2025-09-19 19:45:49,393 INFO Epoch 11 	 Batch 4499	LR : 0.00004	Top1 Acc.: 96.641	CLS Loss: 0.123	Mixup Loss: 1.260	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.155	Tot. Loss: 1.382
+2025-09-19 19:48:55,358 INFO Epoch 11 	 Batch 4599	LR : 0.00004	Top1 Acc.: 96.531	CLS Loss: 0.117	Mixup Loss: 1.233	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.172	Tot. Loss: 1.349
+2025-09-19 19:52:01,338 INFO Epoch 11 	 Batch 4699	LR : 0.00004	Top1 Acc.: 96.562	CLS Loss: 0.112	Mixup Loss: 1.256	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.207	Tot. Loss: 1.368
+2025-09-19 19:55:07,300 INFO Epoch 11 	 Batch 4799	LR : 0.00004	Top1 Acc.: 96.594	CLS Loss: 0.118	Mixup Loss: 1.268	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.182	Tot. Loss: 1.386
+2025-09-19 19:58:13,261 INFO Epoch 11 	 Batch 4899	LR : 0.00004	Top1 Acc.: 96.469	CLS Loss: 0.125	Mixup Loss: 1.257	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.168	Tot. Loss: 1.382
+2025-09-19 20:01:19,173 INFO Epoch 11 	 Batch 4999	LR : 0.00004	Top1 Acc.: 96.562	CLS Loss: 0.112	Mixup Loss: 1.249	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.160	Tot. Loss: 1.361
+2025-09-19 20:09:13,319 INFO ################## 
+ ---> Validation Epoch 11 (Original Model)	Acc.: 81.590	FPR: 58.685	AUROC: 87.699	AUPR: 61.146	AURC: 46.627	EAURC: 28.533	AUPR Succ.: 96.635	ECE: 6.874	NLL: 7.636	Brier: 27.079
+2025-09-19 20:16:54,239 INFO ################## 
+ ---> Validation Epoch 11 (EMA Model)	Acc.: 81.612	FPR: 58.364	AUROC: 87.697	AUPR: 61.139	AURC: 46.578	EAURC: 28.528	AUPR Succ.: 96.637	ECE: 6.853	NLL: 7.629	Brier: 27.054
+2025-09-19 20:16:54,356 INFO ####### --- Training Epoch 12 --- #######
+2025-09-19 20:38:50,013 INFO Epoch 12 	 Batch 99	LR : 0.00004	Top1 Acc.: 96.578	CLS Loss: 0.115	Mixup Loss: 1.275	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.177	Tot. Loss: 1.390
+2025-09-19 20:41:55,059 INFO Epoch 12 	 Batch 199	LR : 0.00004	Top1 Acc.: 96.812	CLS Loss: 0.109	Mixup Loss: 1.251	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.180	Tot. Loss: 1.360
+2025-09-19 20:45:01,053 INFO Epoch 12 	 Batch 299	LR : 0.00004	Top1 Acc.: 96.578	CLS Loss: 0.114	Mixup Loss: 1.257	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.141	Tot. Loss: 1.371
+2025-09-19 20:48:06,992 INFO Epoch 12 	 Batch 399	LR : 0.00004	Top1 Acc.: 96.828	CLS Loss: 0.115	Mixup Loss: 1.248	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.179	Tot. Loss: 1.364
+2025-09-19 20:51:12,840 INFO Epoch 12 	 Batch 499	LR : 0.00004	Top1 Acc.: 96.438	CLS Loss: 0.123	Mixup Loss: 1.276	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.162	Tot. Loss: 1.399
+2025-09-19 20:54:18,695 INFO Epoch 12 	 Batch 599	LR : 0.00004	Top1 Acc.: 96.391	CLS Loss: 0.127	Mixup Loss: 1.258	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.163	Tot. Loss: 1.385
+2025-09-19 20:57:24,586 INFO Epoch 12 	 Batch 699	LR : 0.00004	Top1 Acc.: 96.312	CLS Loss: 0.119	Mixup Loss: 1.252	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.160	Tot. Loss: 1.370
+2025-09-19 21:00:30,433 INFO Epoch 12 	 Batch 799	LR : 0.00004	Top1 Acc.: 96.562	CLS Loss: 0.127	Mixup Loss: 1.248	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.186	Tot. Loss: 1.374
+2025-09-19 21:03:36,339 INFO Epoch 12 	 Batch 899	LR : 0.00004	Top1 Acc.: 96.656	CLS Loss: 0.115	Mixup Loss: 1.274	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.166	Tot. Loss: 1.389
+2025-09-19 21:06:42,253 INFO Epoch 12 	 Batch 999	LR : 0.00004	Top1 Acc.: 96.531	CLS Loss: 0.115	Mixup Loss: 1.265	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.157	Tot. Loss: 1.380
+2025-09-19 21:09:49,129 INFO Epoch 12 	 Batch 1099	LR : 0.00004	Top1 Acc.: 96.219	CLS Loss: 0.119	Mixup Loss: 1.254	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.194	Tot. Loss: 1.373
+2025-09-19 21:12:55,850 INFO Epoch 12 	 Batch 1199	LR : 0.00004	Top1 Acc.: 96.641	CLS Loss: 0.115	Mixup Loss: 1.255	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.195	Tot. Loss: 1.370
+2025-09-19 21:16:03,007 INFO Epoch 12 	 Batch 1299	LR : 0.00004	Top1 Acc.: 96.656	CLS Loss: 0.114	Mixup Loss: 1.263	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.144	Tot. Loss: 1.377
+2025-09-19 21:19:10,088 INFO Epoch 12 	 Batch 1399	LR : 0.00004	Top1 Acc.: 96.859	CLS Loss: 0.106	Mixup Loss: 1.231	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.152	Tot. Loss: 1.337
+2025-09-19 21:22:17,098 INFO Epoch 12 	 Batch 1499	LR : 0.00004	Top1 Acc.: 96.469	CLS Loss: 0.121	Mixup Loss: 1.248	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.144	Tot. Loss: 1.369
+2025-09-19 21:25:24,048 INFO Epoch 12 	 Batch 1599	LR : 0.00004	Top1 Acc.: 96.453	CLS Loss: 0.120	Mixup Loss: 1.253	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.173	Tot. Loss: 1.373
+2025-09-19 21:28:30,982 INFO Epoch 12 	 Batch 1699	LR : 0.00004	Top1 Acc.: 96.797	CLS Loss: 0.121	Mixup Loss: 1.247	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.161	Tot. Loss: 1.368
+2025-09-19 21:31:37,911 INFO Epoch 12 	 Batch 1799	LR : 0.00004	Top1 Acc.: 96.375	CLS Loss: 0.121	Mixup Loss: 1.246	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.180	Tot. Loss: 1.367
+2025-09-19 21:34:44,787 INFO Epoch 12 	 Batch 1899	LR : 0.00004	Top1 Acc.: 96.219	CLS Loss: 0.120	Mixup Loss: 1.248	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.238	Tot. Loss: 1.368
+2025-09-19 21:37:51,700 INFO Epoch 12 	 Batch 1999	LR : 0.00004	Top1 Acc.: 96.844	CLS Loss: 0.110	Mixup Loss: 1.232	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.148	Tot. Loss: 1.342
+2025-09-19 21:40:57,617 INFO Epoch 12 	 Batch 2099	LR : 0.00004	Top1 Acc.: 96.281	CLS Loss: 0.124	Mixup Loss: 1.259	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.178	Tot. Loss: 1.383
+2025-09-19 21:44:03,547 INFO Epoch 12 	 Batch 2199	LR : 0.00004	Top1 Acc.: 96.734	CLS Loss: 0.111	Mixup Loss: 1.246	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.171	Tot. Loss: 1.357
+2025-09-19 21:47:09,926 INFO Epoch 12 	 Batch 2299	LR : 0.00004	Top1 Acc.: 96.719	CLS Loss: 0.118	Mixup Loss: 1.264	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.169	Tot. Loss: 1.382
+2025-09-19 21:50:15,801 INFO Epoch 12 	 Batch 2399	LR : 0.00004	Top1 Acc.: 96.922	CLS Loss: 0.110	Mixup Loss: 1.248	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.146	Tot. Loss: 1.358
+2025-09-19 21:53:21,713 INFO Epoch 12 	 Batch 2499	LR : 0.00004	Top1 Acc.: 96.797	CLS Loss: 0.122	Mixup Loss: 1.267	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.168	Tot. Loss: 1.389
+2025-09-19 21:56:27,536 INFO Epoch 12 	 Batch 2599	LR : 0.00004	Top1 Acc.: 96.703	CLS Loss: 0.112	Mixup Loss: 1.254	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.201	Tot. Loss: 1.366
+2025-09-19 21:59:33,424 INFO Epoch 12 	 Batch 2699	LR : 0.00004	Top1 Acc.: 96.766	CLS Loss: 0.110	Mixup Loss: 1.258	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.176	Tot. Loss: 1.369
+2025-09-19 22:02:39,255 INFO Epoch 12 	 Batch 2799	LR : 0.00004	Top1 Acc.: 96.547	CLS Loss: 0.112	Mixup Loss: 1.248	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.145	Tot. Loss: 1.359
+2025-09-19 22:05:45,094 INFO Epoch 12 	 Batch 2899	LR : 0.00004	Top1 Acc.: 96.641	CLS Loss: 0.124	Mixup Loss: 1.283	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.189	Tot. Loss: 1.407
+2025-09-19 22:08:50,938 INFO Epoch 12 	 Batch 2999	LR : 0.00004	Top1 Acc.: 96.406	CLS Loss: 0.127	Mixup Loss: 1.263	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.231	Tot. Loss: 1.390
+2025-09-19 22:11:56,790 INFO Epoch 12 	 Batch 3099	LR : 0.00004	Top1 Acc.: 96.438	CLS Loss: 0.117	Mixup Loss: 1.258	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.209	Tot. Loss: 1.375
+2025-09-19 22:15:02,705 INFO Epoch 12 	 Batch 3199	LR : 0.00004	Top1 Acc.: 96.578	CLS Loss: 0.111	Mixup Loss: 1.241	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.175	Tot. Loss: 1.352
+2025-09-19 22:18:08,649 INFO Epoch 12 	 Batch 3299	LR : 0.00004	Top1 Acc.: 96.562	CLS Loss: 0.120	Mixup Loss: 1.248	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.168	Tot. Loss: 1.368
+2025-09-19 22:21:14,592 INFO Epoch 12 	 Batch 3399	LR : 0.00004	Top1 Acc.: 96.688	CLS Loss: 0.117	Mixup Loss: 1.259	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.213	Tot. Loss: 1.376
+2025-09-19 22:24:20,593 INFO Epoch 12 	 Batch 3499	LR : 0.00004	Top1 Acc.: 97.000	CLS Loss: 0.102	Mixup Loss: 1.242	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.148	Tot. Loss: 1.344
+2025-09-19 22:27:26,471 INFO Epoch 12 	 Batch 3599	LR : 0.00004	Top1 Acc.: 96.625	CLS Loss: 0.117	Mixup Loss: 1.264	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.198	Tot. Loss: 1.381
+2025-09-19 22:30:32,430 INFO Epoch 12 	 Batch 3699	LR : 0.00004	Top1 Acc.: 96.625	CLS Loss: 0.116	Mixup Loss: 1.259	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.179	Tot. Loss: 1.375
+2025-09-19 22:33:38,414 INFO Epoch 12 	 Batch 3799	LR : 0.00004	Top1 Acc.: 96.094	CLS Loss: 0.126	Mixup Loss: 1.262	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.221	Tot. Loss: 1.388
+2025-09-19 22:36:44,389 INFO Epoch 12 	 Batch 3899	LR : 0.00004	Top1 Acc.: 96.609	CLS Loss: 0.117	Mixup Loss: 1.259	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.229	Tot. Loss: 1.376
+2025-09-19 22:39:50,328 INFO Epoch 12 	 Batch 3999	LR : 0.00004	Top1 Acc.: 97.234	CLS Loss: 0.101	Mixup Loss: 1.222	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.205	Tot. Loss: 1.324
+2025-09-19 22:42:56,289 INFO Epoch 12 	 Batch 4099	LR : 0.00004	Top1 Acc.: 96.453	CLS Loss: 0.117	Mixup Loss: 1.264	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.199	Tot. Loss: 1.381
+2025-09-19 22:46:02,229 INFO Epoch 12 	 Batch 4199	LR : 0.00004	Top1 Acc.: 96.531	CLS Loss: 0.121	Mixup Loss: 1.252	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.169	Tot. Loss: 1.373
+2025-09-19 22:49:08,201 INFO Epoch 12 	 Batch 4299	LR : 0.00004	Top1 Acc.: 97.062	CLS Loss: 0.112	Mixup Loss: 1.237	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.199	Tot. Loss: 1.349
+2025-09-19 22:52:14,156 INFO Epoch 12 	 Batch 4399	LR : 0.00004	Top1 Acc.: 96.562	CLS Loss: 0.115	Mixup Loss: 1.234	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.145	Tot. Loss: 1.349
+2025-09-19 22:55:20,149 INFO Epoch 12 	 Batch 4499	LR : 0.00004	Top1 Acc.: 96.516	CLS Loss: 0.122	Mixup Loss: 1.252	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.163	Tot. Loss: 1.373
+2025-09-19 22:58:26,085 INFO Epoch 12 	 Batch 4599	LR : 0.00004	Top1 Acc.: 96.578	CLS Loss: 0.116	Mixup Loss: 1.237	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.183	Tot. Loss: 1.353
+2025-09-19 23:01:32,031 INFO Epoch 12 	 Batch 4699	LR : 0.00004	Top1 Acc.: 96.734	CLS Loss: 0.110	Mixup Loss: 1.252	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.210	Tot. Loss: 1.361
+2025-09-19 23:04:38,064 INFO Epoch 12 	 Batch 4799	LR : 0.00003	Top1 Acc.: 96.609	CLS Loss: 0.117	Mixup Loss: 1.263	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.235	Tot. Loss: 1.381
+2025-09-19 23:07:44,017 INFO Epoch 12 	 Batch 4899	LR : 0.00003	Top1 Acc.: 96.609	CLS Loss: 0.122	Mixup Loss: 1.246	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.195	Tot. Loss: 1.368
+2025-09-19 23:10:49,950 INFO Epoch 12 	 Batch 4999	LR : 0.00003	Top1 Acc.: 96.703	CLS Loss: 0.111	Mixup Loss: 1.239	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.196	Tot. Loss: 1.350
+2025-09-19 23:18:26,340 INFO ################## 
+ ---> Validation Epoch 12 (Original Model)	Acc.: 81.588	FPR: 58.494	AUROC: 87.701	AUPR: 61.331	AURC: 46.588	EAURC: 28.490	AUPR Succ.: 96.641	ECE: 6.874	NLL: 7.640	Brier: 27.094
+2025-09-19 23:25:26,662 INFO ################## 
+ ---> Validation Epoch 12 (EMA Model)	Acc.: 81.614	FPR: 58.349	AUROC: 87.684	AUPR: 61.083	AURC: 46.582	EAURC: 28.537	AUPR Succ.: 96.636	ECE: 6.861	NLL: 7.634	Brier: 27.071
+2025-09-19 23:25:27,116 INFO ####### --- Training Epoch 13 --- #######
+2025-09-19 23:47:07,595 INFO Epoch 13 	 Batch 99	LR : 0.00003	Top1 Acc.: 96.625	CLS Loss: 0.114	Mixup Loss: 1.279	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.202	Tot. Loss: 1.393
+2025-09-19 23:50:12,681 INFO Epoch 13 	 Batch 199	LR : 0.00003	Top1 Acc.: 96.859	CLS Loss: 0.109	Mixup Loss: 1.237	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.165	Tot. Loss: 1.346
+2025-09-19 23:53:18,703 INFO Epoch 13 	 Batch 299	LR : 0.00003	Top1 Acc.: 96.656	CLS Loss: 0.113	Mixup Loss: 1.245	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.172	Tot. Loss: 1.359
+2025-09-19 23:56:24,561 INFO Epoch 13 	 Batch 399	LR : 0.00003	Top1 Acc.: 96.922	CLS Loss: 0.115	Mixup Loss: 1.253	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.187	Tot. Loss: 1.368
+2025-09-19 23:59:30,511 INFO Epoch 13 	 Batch 499	LR : 0.00003	Top1 Acc.: 96.344	CLS Loss: 0.122	Mixup Loss: 1.271	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.181	Tot. Loss: 1.393
+2025-09-20 00:02:36,414 INFO Epoch 13 	 Batch 599	LR : 0.00003	Top1 Acc.: 96.516	CLS Loss: 0.124	Mixup Loss: 1.268	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.184	Tot. Loss: 1.392
+2025-09-20 00:05:42,302 INFO Epoch 13 	 Batch 699	LR : 0.00003	Top1 Acc.: 96.281	CLS Loss: 0.118	Mixup Loss: 1.268	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.203	Tot. Loss: 1.386
+2025-09-20 00:08:48,174 INFO Epoch 13 	 Batch 799	LR : 0.00003	Top1 Acc.: 96.688	CLS Loss: 0.125	Mixup Loss: 1.246	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.157	Tot. Loss: 1.371
+2025-09-20 00:11:54,117 INFO Epoch 13 	 Batch 899	LR : 0.00003	Top1 Acc.: 96.719	CLS Loss: 0.113	Mixup Loss: 1.255	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.216	Tot. Loss: 1.369
+2025-09-20 00:15:00,716 INFO Epoch 13 	 Batch 999	LR : 0.00003	Top1 Acc.: 96.594	CLS Loss: 0.114	Mixup Loss: 1.248	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.190	Tot. Loss: 1.362
+2025-09-20 00:18:07,855 INFO Epoch 13 	 Batch 1099	LR : 0.00003	Top1 Acc.: 96.125	CLS Loss: 0.119	Mixup Loss: 1.262	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.219	Tot. Loss: 1.381
+2025-09-20 00:21:14,819 INFO Epoch 13 	 Batch 1199	LR : 0.00003	Top1 Acc.: 96.703	CLS Loss: 0.114	Mixup Loss: 1.253	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.176	Tot. Loss: 1.368
+2025-09-20 00:24:21,379 INFO Epoch 13 	 Batch 1299	LR : 0.00003	Top1 Acc.: 96.734	CLS Loss: 0.114	Mixup Loss: 1.272	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.189	Tot. Loss: 1.386
+2025-09-20 00:27:28,285 INFO Epoch 13 	 Batch 1399	LR : 0.00003	Top1 Acc.: 96.734	CLS Loss: 0.105	Mixup Loss: 1.224	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.190	Tot. Loss: 1.329
+2025-09-20 00:30:35,227 INFO Epoch 13 	 Batch 1499	LR : 0.00003	Top1 Acc.: 96.594	CLS Loss: 0.120	Mixup Loss: 1.257	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.164	Tot. Loss: 1.376
+2025-09-20 00:33:42,086 INFO Epoch 13 	 Batch 1599	LR : 0.00003	Top1 Acc.: 96.391	CLS Loss: 0.120	Mixup Loss: 1.252	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.213	Tot. Loss: 1.372
+2025-09-20 00:36:48,966 INFO Epoch 13 	 Batch 1699	LR : 0.00003	Top1 Acc.: 96.875	CLS Loss: 0.119	Mixup Loss: 1.245	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.172	Tot. Loss: 1.364
+2025-09-20 00:39:55,818 INFO Epoch 13 	 Batch 1799	LR : 0.00003	Top1 Acc.: 96.516	CLS Loss: 0.119	Mixup Loss: 1.256	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.210	Tot. Loss: 1.376
+2025-09-20 00:43:01,815 INFO Epoch 13 	 Batch 1899	LR : 0.00003	Top1 Acc.: 96.312	CLS Loss: 0.119	Mixup Loss: 1.255	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.187	Tot. Loss: 1.374
+2025-09-20 00:46:07,518 INFO Epoch 13 	 Batch 1999	LR : 0.00003	Top1 Acc.: 96.750	CLS Loss: 0.110	Mixup Loss: 1.246	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.130	Tot. Loss: 1.356
+2025-09-20 00:49:13,976 INFO Epoch 13 	 Batch 2099	LR : 0.00003	Top1 Acc.: 96.422	CLS Loss: 0.123	Mixup Loss: 1.268	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.221	Tot. Loss: 1.392
+2025-09-20 00:52:19,955 INFO Epoch 13 	 Batch 2199	LR : 0.00003	Top1 Acc.: 96.750	CLS Loss: 0.111	Mixup Loss: 1.237	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.178	Tot. Loss: 1.348
+2025-09-20 00:55:25,878 INFO Epoch 13 	 Batch 2299	LR : 0.00003	Top1 Acc.: 96.719	CLS Loss: 0.116	Mixup Loss: 1.264	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.209	Tot. Loss: 1.380
+2025-09-20 00:58:31,751 INFO Epoch 13 	 Batch 2399	LR : 0.00003	Top1 Acc.: 96.875	CLS Loss: 0.110	Mixup Loss: 1.232	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.181	Tot. Loss: 1.342
+2025-09-20 01:01:37,644 INFO Epoch 13 	 Batch 2499	LR : 0.00003	Top1 Acc.: 96.766	CLS Loss: 0.120	Mixup Loss: 1.259	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.182	Tot. Loss: 1.379
+2025-09-20 01:04:43,546 INFO Epoch 13 	 Batch 2599	LR : 0.00003	Top1 Acc.: 96.578	CLS Loss: 0.112	Mixup Loss: 1.262	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.158	Tot. Loss: 1.373
+2025-09-20 01:07:49,482 INFO Epoch 13 	 Batch 2699	LR : 0.00003	Top1 Acc.: 96.766	CLS Loss: 0.110	Mixup Loss: 1.266	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.133	Tot. Loss: 1.376
+2025-09-20 01:10:55,405 INFO Epoch 13 	 Batch 2799	LR : 0.00003	Top1 Acc.: 96.562	CLS Loss: 0.111	Mixup Loss: 1.263	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.174	Tot. Loss: 1.374
+2025-09-20 01:14:01,351 INFO Epoch 13 	 Batch 2899	LR : 0.00003	Top1 Acc.: 96.766	CLS Loss: 0.122	Mixup Loss: 1.282	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.197	Tot. Loss: 1.404
+2025-09-20 01:17:07,262 INFO Epoch 13 	 Batch 2999	LR : 0.00003	Top1 Acc.: 96.312	CLS Loss: 0.127	Mixup Loss: 1.274	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.185	Tot. Loss: 1.401
+2025-09-20 01:20:13,183 INFO Epoch 13 	 Batch 3099	LR : 0.00003	Top1 Acc.: 96.453	CLS Loss: 0.116	Mixup Loss: 1.261	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.214	Tot. Loss: 1.377
+2025-09-20 01:23:19,070 INFO Epoch 13 	 Batch 3199	LR : 0.00003	Top1 Acc.: 96.516	CLS Loss: 0.111	Mixup Loss: 1.262	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.154	Tot. Loss: 1.373
+2025-09-20 01:26:25,015 INFO Epoch 13 	 Batch 3299	LR : 0.00003	Top1 Acc.: 96.688	CLS Loss: 0.119	Mixup Loss: 1.272	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.177	Tot. Loss: 1.391
+2025-09-20 01:29:30,869 INFO Epoch 13 	 Batch 3399	LR : 0.00003	Top1 Acc.: 96.516	CLS Loss: 0.116	Mixup Loss: 1.247	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.184	Tot. Loss: 1.363
+2025-09-20 01:32:36,773 INFO Epoch 13 	 Batch 3499	LR : 0.00003	Top1 Acc.: 97.109	CLS Loss: 0.103	Mixup Loss: 1.247	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.139	Tot. Loss: 1.350
+2025-09-20 01:35:42,691 INFO Epoch 13 	 Batch 3599	LR : 0.00003	Top1 Acc.: 96.609	CLS Loss: 0.116	Mixup Loss: 1.261	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.176	Tot. Loss: 1.378
+2025-09-20 01:38:48,595 INFO Epoch 13 	 Batch 3699	LR : 0.00003	Top1 Acc.: 96.656	CLS Loss: 0.116	Mixup Loss: 1.248	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.201	Tot. Loss: 1.364
+2025-09-20 01:41:54,559 INFO Epoch 13 	 Batch 3799	LR : 0.00003	Top1 Acc.: 96.141	CLS Loss: 0.124	Mixup Loss: 1.262	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.167	Tot. Loss: 1.386
+2025-09-20 01:45:00,478 INFO Epoch 13 	 Batch 3899	LR : 0.00003	Top1 Acc.: 96.578	CLS Loss: 0.116	Mixup Loss: 1.261	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.190	Tot. Loss: 1.378
+2025-09-20 01:48:06,445 INFO Epoch 13 	 Batch 3999	LR : 0.00003	Top1 Acc.: 97.141	CLS Loss: 0.102	Mixup Loss: 1.230	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.195	Tot. Loss: 1.332
+2025-09-20 01:51:12,341 INFO Epoch 13 	 Batch 4099	LR : 0.00003	Top1 Acc.: 96.578	CLS Loss: 0.116	Mixup Loss: 1.267	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.201	Tot. Loss: 1.383
+2025-09-20 01:54:18,227 INFO Epoch 13 	 Batch 4199	LR : 0.00003	Top1 Acc.: 96.531	CLS Loss: 0.121	Mixup Loss: 1.258	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.195	Tot. Loss: 1.379
+2025-09-20 01:57:24,087 INFO Epoch 13 	 Batch 4299	LR : 0.00003	Top1 Acc.: 97.016	CLS Loss: 0.114	Mixup Loss: 1.238	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.178	Tot. Loss: 1.352
+2025-09-20 02:00:30,002 INFO Epoch 13 	 Batch 4399	LR : 0.00003	Top1 Acc.: 96.656	CLS Loss: 0.114	Mixup Loss: 1.243	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.143	Tot. Loss: 1.357
+2025-09-20 02:03:35,911 INFO Epoch 13 	 Batch 4499	LR : 0.00003	Top1 Acc.: 96.484	CLS Loss: 0.120	Mixup Loss: 1.252	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.212	Tot. Loss: 1.372
+2025-09-20 02:06:41,862 INFO Epoch 13 	 Batch 4599	LR : 0.00003	Top1 Acc.: 96.641	CLS Loss: 0.116	Mixup Loss: 1.230	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.157	Tot. Loss: 1.345
+2025-09-20 02:09:47,801 INFO Epoch 13 	 Batch 4699	LR : 0.00003	Top1 Acc.: 96.734	CLS Loss: 0.110	Mixup Loss: 1.257	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.167	Tot. Loss: 1.367
+2025-09-20 02:12:53,754 INFO Epoch 13 	 Batch 4799	LR : 0.00003	Top1 Acc.: 96.688	CLS Loss: 0.117	Mixup Loss: 1.253	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.169	Tot. Loss: 1.370
+2025-09-20 02:15:59,690 INFO Epoch 13 	 Batch 4899	LR : 0.00003	Top1 Acc.: 96.516	CLS Loss: 0.123	Mixup Loss: 1.268	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.179	Tot. Loss: 1.391
+2025-09-20 02:19:05,541 INFO Epoch 13 	 Batch 4999	LR : 0.00003	Top1 Acc.: 96.672	CLS Loss: 0.111	Mixup Loss: 1.237	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.165	Tot. Loss: 1.348
+2025-09-20 02:24:37,263 INFO ################## 
+ ---> Validation Epoch 13 (Original Model)	Acc.: 81.630	FPR: 58.748	AUROC: 87.633	AUPR: 60.767	AURC: 46.573	EAURC: 28.560	AUPR Succ.: 96.635	ECE: 6.898	NLL: 7.644	Brier: 27.096
+2025-09-20 02:29:41,401 INFO ################## 
+ ---> Validation Epoch 13 (EMA Model)	Acc.: 81.620	FPR: 58.607	AUROC: 87.664	AUPR: 61.022	AURC: 46.569	EAURC: 28.536	AUPR Succ.: 96.637	ECE: 6.859	NLL: 7.639	Brier: 27.085
+2025-09-20 02:29:44,165 INFO ####### --- Training Epoch 14 --- #######
+2025-09-20 02:45:31,320 INFO Epoch 14 	 Batch 99	LR : 0.00003	Top1 Acc.: 96.656	CLS Loss: 0.114	Mixup Loss: 1.275	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.227	Tot. Loss: 1.389
+2025-09-20 02:48:36,545 INFO Epoch 14 	 Batch 199	LR : 0.00003	Top1 Acc.: 96.812	CLS Loss: 0.107	Mixup Loss: 1.249	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.157	Tot. Loss: 1.356
+2025-09-20 02:51:42,359 INFO Epoch 14 	 Batch 299	LR : 0.00003	Top1 Acc.: 96.656	CLS Loss: 0.113	Mixup Loss: 1.254	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.210	Tot. Loss: 1.367
+2025-09-20 02:54:48,045 INFO Epoch 14 	 Batch 399	LR : 0.00003	Top1 Acc.: 96.922	CLS Loss: 0.113	Mixup Loss: 1.242	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.191	Tot. Loss: 1.355
+2025-09-20 02:57:53,725 INFO Epoch 14 	 Batch 499	LR : 0.00003	Top1 Acc.: 96.375	CLS Loss: 0.121	Mixup Loss: 1.276	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.175	Tot. Loss: 1.397
+2025-09-20 03:00:59,513 INFO Epoch 14 	 Batch 599	LR : 0.00003	Top1 Acc.: 96.469	CLS Loss: 0.124	Mixup Loss: 1.254	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.190	Tot. Loss: 1.378
+2025-09-20 03:04:05,235 INFO Epoch 14 	 Batch 699	LR : 0.00003	Top1 Acc.: 96.250	CLS Loss: 0.118	Mixup Loss: 1.261	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.224	Tot. Loss: 1.379
+2025-09-20 03:07:10,916 INFO Epoch 14 	 Batch 799	LR : 0.00003	Top1 Acc.: 96.625	CLS Loss: 0.124	Mixup Loss: 1.256	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.181	Tot. Loss: 1.380
+2025-09-20 03:10:16,672 INFO Epoch 14 	 Batch 899	LR : 0.00003	Top1 Acc.: 96.625	CLS Loss: 0.113	Mixup Loss: 1.265	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.241	Tot. Loss: 1.378
+2025-09-20 03:13:22,452 INFO Epoch 14 	 Batch 999	LR : 0.00003	Top1 Acc.: 96.531	CLS Loss: 0.115	Mixup Loss: 1.270	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.166	Tot. Loss: 1.385
+2025-09-20 03:16:28,642 INFO Epoch 14 	 Batch 1099	LR : 0.00003	Top1 Acc.: 96.281	CLS Loss: 0.117	Mixup Loss: 1.257	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.177	Tot. Loss: 1.373
+2025-09-20 03:19:35,508 INFO Epoch 14 	 Batch 1199	LR : 0.00003	Top1 Acc.: 96.688	CLS Loss: 0.115	Mixup Loss: 1.252	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.209	Tot. Loss: 1.367
+2025-09-20 03:22:42,570 INFO Epoch 14 	 Batch 1299	LR : 0.00003	Top1 Acc.: 96.672	CLS Loss: 0.113	Mixup Loss: 1.254	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.185	Tot. Loss: 1.367
+2025-09-20 03:25:49,540 INFO Epoch 14 	 Batch 1399	LR : 0.00003	Top1 Acc.: 96.844	CLS Loss: 0.104	Mixup Loss: 1.242	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.163	Tot. Loss: 1.346
+2025-09-20 03:28:56,482 INFO Epoch 14 	 Batch 1499	LR : 0.00003	Top1 Acc.: 96.375	CLS Loss: 0.120	Mixup Loss: 1.254	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.171	Tot. Loss: 1.374
+2025-09-20 03:32:03,299 INFO Epoch 14 	 Batch 1599	LR : 0.00003	Top1 Acc.: 96.422	CLS Loss: 0.119	Mixup Loss: 1.257	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.168	Tot. Loss: 1.376
+2025-09-20 03:35:10,188 INFO Epoch 14 	 Batch 1699	LR : 0.00003	Top1 Acc.: 96.844	CLS Loss: 0.119	Mixup Loss: 1.248	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.186	Tot. Loss: 1.367
+2025-09-20 03:38:16,051 INFO Epoch 14 	 Batch 1799	LR : 0.00002	Top1 Acc.: 96.422	CLS Loss: 0.119	Mixup Loss: 1.258	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.184	Tot. Loss: 1.378
+2025-09-20 03:41:21,655 INFO Epoch 14 	 Batch 1899	LR : 0.00002	Top1 Acc.: 96.297	CLS Loss: 0.118	Mixup Loss: 1.270	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.173	Tot. Loss: 1.388
+2025-09-20 03:44:28,038 INFO Epoch 14 	 Batch 1999	LR : 0.00002	Top1 Acc.: 97.000	CLS Loss: 0.108	Mixup Loss: 1.240	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.171	Tot. Loss: 1.348
+2025-09-20 03:47:33,975 INFO Epoch 14 	 Batch 2099	LR : 0.00002	Top1 Acc.: 96.234	CLS Loss: 0.123	Mixup Loss: 1.257	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.169	Tot. Loss: 1.381
+2025-09-20 03:50:39,926 INFO Epoch 14 	 Batch 2199	LR : 0.00002	Top1 Acc.: 96.688	CLS Loss: 0.111	Mixup Loss: 1.239	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.147	Tot. Loss: 1.349
+2025-09-20 03:53:45,851 INFO Epoch 14 	 Batch 2299	LR : 0.00002	Top1 Acc.: 96.641	CLS Loss: 0.116	Mixup Loss: 1.256	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.173	Tot. Loss: 1.372
+2025-09-20 03:56:51,801 INFO Epoch 14 	 Batch 2399	LR : 0.00002	Top1 Acc.: 96.953	CLS Loss: 0.109	Mixup Loss: 1.241	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.179	Tot. Loss: 1.350
+2025-09-20 03:59:57,568 INFO Epoch 14 	 Batch 2499	LR : 0.00002	Top1 Acc.: 96.750	CLS Loss: 0.121	Mixup Loss: 1.274	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.178	Tot. Loss: 1.395
+2025-09-20 04:03:03,403 INFO Epoch 14 	 Batch 2599	LR : 0.00002	Top1 Acc.: 96.625	CLS Loss: 0.111	Mixup Loss: 1.260	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.185	Tot. Loss: 1.371
+2025-09-20 04:06:09,290 INFO Epoch 14 	 Batch 2699	LR : 0.00002	Top1 Acc.: 96.734	CLS Loss: 0.109	Mixup Loss: 1.254	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.220	Tot. Loss: 1.364
+2025-09-20 04:09:15,125 INFO Epoch 14 	 Batch 2799	LR : 0.00002	Top1 Acc.: 96.719	CLS Loss: 0.110	Mixup Loss: 1.234	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.165	Tot. Loss: 1.344
+2025-09-20 04:12:21,041 INFO Epoch 14 	 Batch 2899	LR : 0.00002	Top1 Acc.: 96.703	CLS Loss: 0.122	Mixup Loss: 1.282	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.222	Tot. Loss: 1.404
+2025-09-20 04:15:26,896 INFO Epoch 14 	 Batch 2999	LR : 0.00002	Top1 Acc.: 96.359	CLS Loss: 0.125	Mixup Loss: 1.265	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.204	Tot. Loss: 1.390
+2025-09-20 04:18:32,787 INFO Epoch 14 	 Batch 3099	LR : 0.00002	Top1 Acc.: 96.594	CLS Loss: 0.115	Mixup Loss: 1.248	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.209	Tot. Loss: 1.363
+2025-09-20 04:21:38,727 INFO Epoch 14 	 Batch 3199	LR : 0.00002	Top1 Acc.: 96.516	CLS Loss: 0.110	Mixup Loss: 1.251	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.171	Tot. Loss: 1.361
+2025-09-20 04:24:44,567 INFO Epoch 14 	 Batch 3299	LR : 0.00002	Top1 Acc.: 96.703	CLS Loss: 0.116	Mixup Loss: 1.269	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.206	Tot. Loss: 1.384
+2025-09-20 04:27:50,465 INFO Epoch 14 	 Batch 3399	LR : 0.00002	Top1 Acc.: 96.609	CLS Loss: 0.118	Mixup Loss: 1.262	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.176	Tot. Loss: 1.379
+2025-09-20 04:30:56,375 INFO Epoch 14 	 Batch 3499	LR : 0.00002	Top1 Acc.: 97.062	CLS Loss: 0.102	Mixup Loss: 1.247	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.188	Tot. Loss: 1.348
+2025-09-20 04:34:02,267 INFO Epoch 14 	 Batch 3599	LR : 0.00002	Top1 Acc.: 96.625	CLS Loss: 0.115	Mixup Loss: 1.251	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.172	Tot. Loss: 1.365
+2025-09-20 04:37:08,254 INFO Epoch 14 	 Batch 3699	LR : 0.00002	Top1 Acc.: 96.688	CLS Loss: 0.116	Mixup Loss: 1.246	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.212	Tot. Loss: 1.362
+2025-09-20 04:40:14,132 INFO Epoch 14 	 Batch 3799	LR : 0.00002	Top1 Acc.: 96.156	CLS Loss: 0.125	Mixup Loss: 1.269	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.193	Tot. Loss: 1.393
+2025-09-20 04:43:19,977 INFO Epoch 14 	 Batch 3899	LR : 0.00002	Top1 Acc.: 96.547	CLS Loss: 0.116	Mixup Loss: 1.266	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.180	Tot. Loss: 1.382
+2025-09-20 04:46:25,861 INFO Epoch 14 	 Batch 3999	LR : 0.00002	Top1 Acc.: 97.062	CLS Loss: 0.101	Mixup Loss: 1.214	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.169	Tot. Loss: 1.315
+2025-09-20 04:49:31,765 INFO Epoch 14 	 Batch 4099	LR : 0.00002	Top1 Acc.: 96.578	CLS Loss: 0.115	Mixup Loss: 1.251	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.202	Tot. Loss: 1.366
+2025-09-20 04:52:37,664 INFO Epoch 14 	 Batch 4199	LR : 0.00002	Top1 Acc.: 96.609	CLS Loss: 0.120	Mixup Loss: 1.244	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.189	Tot. Loss: 1.364
+2025-09-20 04:55:43,598 INFO Epoch 14 	 Batch 4299	LR : 0.00002	Top1 Acc.: 96.969	CLS Loss: 0.111	Mixup Loss: 1.249	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.180	Tot. Loss: 1.360
+2025-09-20 04:58:49,468 INFO Epoch 14 	 Batch 4399	LR : 0.00002	Top1 Acc.: 96.672	CLS Loss: 0.112	Mixup Loss: 1.240	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.176	Tot. Loss: 1.352
+2025-09-20 05:01:55,309 INFO Epoch 14 	 Batch 4499	LR : 0.00002	Top1 Acc.: 96.641	CLS Loss: 0.120	Mixup Loss: 1.250	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.168	Tot. Loss: 1.370
+2025-09-20 05:05:01,214 INFO Epoch 14 	 Batch 4599	LR : 0.00002	Top1 Acc.: 96.641	CLS Loss: 0.115	Mixup Loss: 1.234	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.146	Tot. Loss: 1.349
+2025-09-20 05:08:07,129 INFO Epoch 14 	 Batch 4699	LR : 0.00002	Top1 Acc.: 96.672	CLS Loss: 0.110	Mixup Loss: 1.252	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.174	Tot. Loss: 1.362
+2025-09-20 05:11:13,011 INFO Epoch 14 	 Batch 4799	LR : 0.00002	Top1 Acc.: 96.562	CLS Loss: 0.119	Mixup Loss: 1.252	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.221	Tot. Loss: 1.371
+2025-09-20 05:14:18,953 INFO Epoch 14 	 Batch 4899	LR : 0.00002	Top1 Acc.: 96.531	CLS Loss: 0.123	Mixup Loss: 1.256	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.215	Tot. Loss: 1.378
+2025-09-20 05:17:24,845 INFO Epoch 14 	 Batch 4999	LR : 0.00002	Top1 Acc.: 96.719	CLS Loss: 0.109	Mixup Loss: 1.244	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.177	Tot. Loss: 1.353
+2025-09-20 05:22:14,111 INFO ################## 
+ ---> Validation Epoch 14 (Original Model)	Acc.: 81.638	FPR: 58.697	AUROC: 87.621	AUPR: 60.727	AURC: 46.556	EAURC: 28.559	AUPR Succ.: 96.635	ECE: 6.848	NLL: 7.647	Brier: 27.104
+2025-09-20 05:26:29,336 INFO ################## 
+ ---> Validation Epoch 14 (EMA Model)	Acc.: 81.628	FPR: 58.840	AUROC: 87.641	AUPR: 60.812	AURC: 46.578	EAURC: 28.561	AUPR Succ.: 96.634	ECE: 6.883	NLL: 7.643	Brier: 27.095
+2025-09-20 05:26:30,348 INFO ####### --- Training Epoch 15 --- #######
+2025-09-20 05:40:06,279 INFO Epoch 15 	 Batch 99	LR : 0.00002	Top1 Acc.: 96.562	CLS Loss: 0.113	Mixup Loss: 1.275	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.200	Tot. Loss: 1.388
+2025-09-20 05:43:11,383 INFO Epoch 15 	 Batch 199	LR : 0.00002	Top1 Acc.: 96.984	CLS Loss: 0.107	Mixup Loss: 1.247	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.188	Tot. Loss: 1.354
+2025-09-20 05:46:17,398 INFO Epoch 15 	 Batch 299	LR : 0.00002	Top1 Acc.: 96.656	CLS Loss: 0.112	Mixup Loss: 1.262	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.171	Tot. Loss: 1.374
+2025-09-20 05:49:23,242 INFO Epoch 15 	 Batch 399	LR : 0.00002	Top1 Acc.: 96.953	CLS Loss: 0.113	Mixup Loss: 1.247	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.216	Tot. Loss: 1.360
+2025-09-20 05:52:29,121 INFO Epoch 15 	 Batch 499	LR : 0.00002	Top1 Acc.: 96.484	CLS Loss: 0.121	Mixup Loss: 1.264	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.210	Tot. Loss: 1.385
+2025-09-20 05:55:35,033 INFO Epoch 15 	 Batch 599	LR : 0.00002	Top1 Acc.: 96.547	CLS Loss: 0.124	Mixup Loss: 1.263	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.152	Tot. Loss: 1.387
+2025-09-20 05:58:40,918 INFO Epoch 15 	 Batch 699	LR : 0.00002	Top1 Acc.: 96.328	CLS Loss: 0.117	Mixup Loss: 1.250	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.189	Tot. Loss: 1.368
+2025-09-20 06:01:46,744 INFO Epoch 15 	 Batch 799	LR : 0.00002	Top1 Acc.: 96.609	CLS Loss: 0.125	Mixup Loss: 1.252	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.184	Tot. Loss: 1.377
+2025-09-20 06:04:52,576 INFO Epoch 15 	 Batch 899	LR : 0.00002	Top1 Acc.: 96.703	CLS Loss: 0.112	Mixup Loss: 1.263	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.149	Tot. Loss: 1.375
+2025-09-20 06:07:58,448 INFO Epoch 15 	 Batch 999	LR : 0.00002	Top1 Acc.: 96.703	CLS Loss: 0.112	Mixup Loss: 1.260	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.163	Tot. Loss: 1.373
+2025-09-20 06:11:04,511 INFO Epoch 15 	 Batch 1099	LR : 0.00002	Top1 Acc.: 96.422	CLS Loss: 0.116	Mixup Loss: 1.241	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.163	Tot. Loss: 1.357
+2025-09-20 06:14:10,938 INFO Epoch 15 	 Batch 1199	LR : 0.00002	Top1 Acc.: 96.672	CLS Loss: 0.114	Mixup Loss: 1.253	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.202	Tot. Loss: 1.367
+2025-09-20 06:17:17,731 INFO Epoch 15 	 Batch 1299	LR : 0.00002	Top1 Acc.: 96.797	CLS Loss: 0.113	Mixup Loss: 1.262	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.201	Tot. Loss: 1.375
+2025-09-20 06:20:24,732 INFO Epoch 15 	 Batch 1399	LR : 0.00002	Top1 Acc.: 96.797	CLS Loss: 0.104	Mixup Loss: 1.223	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.119	Tot. Loss: 1.327
+2025-09-20 06:23:31,818 INFO Epoch 15 	 Batch 1499	LR : 0.00002	Top1 Acc.: 96.531	CLS Loss: 0.120	Mixup Loss: 1.255	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.185	Tot. Loss: 1.376
+2025-09-20 06:26:38,741 INFO Epoch 15 	 Batch 1599	LR : 0.00002	Top1 Acc.: 96.469	CLS Loss: 0.119	Mixup Loss: 1.258	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.185	Tot. Loss: 1.377
+2025-09-20 06:29:45,639 INFO Epoch 15 	 Batch 1699	LR : 0.00002	Top1 Acc.: 96.828	CLS Loss: 0.119	Mixup Loss: 1.255	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.198	Tot. Loss: 1.374
+2025-09-20 06:32:51,708 INFO Epoch 15 	 Batch 1799	LR : 0.00002	Top1 Acc.: 96.391	CLS Loss: 0.119	Mixup Loss: 1.253	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.200	Tot. Loss: 1.372
+2025-09-20 06:35:57,344 INFO Epoch 15 	 Batch 1899	LR : 0.00002	Top1 Acc.: 96.375	CLS Loss: 0.117	Mixup Loss: 1.262	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.192	Tot. Loss: 1.379
+2025-09-20 06:39:03,662 INFO Epoch 15 	 Batch 1999	LR : 0.00002	Top1 Acc.: 96.906	CLS Loss: 0.108	Mixup Loss: 1.241	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.173	Tot. Loss: 1.349
+2025-09-20 06:42:09,722 INFO Epoch 15 	 Batch 2099	LR : 0.00002	Top1 Acc.: 96.344	CLS Loss: 0.122	Mixup Loss: 1.267	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.214	Tot. Loss: 1.389
+2025-09-20 06:45:15,740 INFO Epoch 15 	 Batch 2199	LR : 0.00002	Top1 Acc.: 96.781	CLS Loss: 0.110	Mixup Loss: 1.242	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.177	Tot. Loss: 1.352
+2025-09-20 06:48:21,638 INFO Epoch 15 	 Batch 2299	LR : 0.00002	Top1 Acc.: 96.719	CLS Loss: 0.117	Mixup Loss: 1.250	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.197	Tot. Loss: 1.366
+2025-09-20 06:51:27,588 INFO Epoch 15 	 Batch 2399	LR : 0.00002	Top1 Acc.: 96.875	CLS Loss: 0.109	Mixup Loss: 1.257	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.181	Tot. Loss: 1.366
+2025-09-20 06:54:33,504 INFO Epoch 15 	 Batch 2499	LR : 0.00002	Top1 Acc.: 96.703	CLS Loss: 0.120	Mixup Loss: 1.268	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.195	Tot. Loss: 1.388
+2025-09-20 06:57:39,421 INFO Epoch 15 	 Batch 2599	LR : 0.00002	Top1 Acc.: 96.781	CLS Loss: 0.111	Mixup Loss: 1.252	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.195	Tot. Loss: 1.363
+2025-09-20 07:00:45,409 INFO Epoch 15 	 Batch 2699	LR : 0.00002	Top1 Acc.: 96.688	CLS Loss: 0.108	Mixup Loss: 1.259	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.204	Tot. Loss: 1.367
+2025-09-20 07:03:51,373 INFO Epoch 15 	 Batch 2799	LR : 0.00002	Top1 Acc.: 96.625	CLS Loss: 0.110	Mixup Loss: 1.253	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.179	Tot. Loss: 1.363
+2025-09-20 07:06:57,242 INFO Epoch 15 	 Batch 2899	LR : 0.00002	Top1 Acc.: 96.703	CLS Loss: 0.123	Mixup Loss: 1.262	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.176	Tot. Loss: 1.385
+2025-09-20 07:10:03,136 INFO Epoch 15 	 Batch 2999	LR : 0.00002	Top1 Acc.: 96.469	CLS Loss: 0.125	Mixup Loss: 1.267	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.198	Tot. Loss: 1.392
+2025-09-20 07:13:09,077 INFO Epoch 15 	 Batch 3099	LR : 0.00002	Top1 Acc.: 96.578	CLS Loss: 0.114	Mixup Loss: 1.248	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.177	Tot. Loss: 1.362
+2025-09-20 07:16:15,008 INFO Epoch 15 	 Batch 3199	LR : 0.00002	Top1 Acc.: 96.531	CLS Loss: 0.110	Mixup Loss: 1.250	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.165	Tot. Loss: 1.359
+2025-09-20 07:19:20,900 INFO Epoch 15 	 Batch 3299	LR : 0.00002	Top1 Acc.: 96.641	CLS Loss: 0.118	Mixup Loss: 1.260	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.202	Tot. Loss: 1.378
+2025-09-20 07:22:26,776 INFO Epoch 15 	 Batch 3399	LR : 0.00002	Top1 Acc.: 96.859	CLS Loss: 0.113	Mixup Loss: 1.245	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.179	Tot. Loss: 1.358
+2025-09-20 07:25:32,660 INFO Epoch 15 	 Batch 3499	LR : 0.00002	Top1 Acc.: 97.094	CLS Loss: 0.101	Mixup Loss: 1.243	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.162	Tot. Loss: 1.344
+2025-09-20 07:28:38,577 INFO Epoch 15 	 Batch 3599	LR : 0.00002	Top1 Acc.: 96.656	CLS Loss: 0.114	Mixup Loss: 1.238	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.181	Tot. Loss: 1.353
+2025-09-20 07:31:44,476 INFO Epoch 15 	 Batch 3699	LR : 0.00002	Top1 Acc.: 96.812	CLS Loss: 0.115	Mixup Loss: 1.241	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.160	Tot. Loss: 1.357
+2025-09-20 07:34:50,412 INFO Epoch 15 	 Batch 3799	LR : 0.00002	Top1 Acc.: 96.156	CLS Loss: 0.123	Mixup Loss: 1.278	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.197	Tot. Loss: 1.401
+2025-09-20 07:37:56,327 INFO Epoch 15 	 Batch 3899	LR : 0.00002	Top1 Acc.: 96.609	CLS Loss: 0.117	Mixup Loss: 1.259	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.168	Tot. Loss: 1.376
+2025-09-20 07:41:02,174 INFO Epoch 15 	 Batch 3999	LR : 0.00002	Top1 Acc.: 97.125	CLS Loss: 0.101	Mixup Loss: 1.222	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.208	Tot. Loss: 1.322
+2025-09-20 07:44:08,088 INFO Epoch 15 	 Batch 4099	LR : 0.00002	Top1 Acc.: 96.531	CLS Loss: 0.116	Mixup Loss: 1.260	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.161	Tot. Loss: 1.376
+2025-09-20 07:47:14,036 INFO Epoch 15 	 Batch 4199	LR : 0.00002	Top1 Acc.: 96.641	CLS Loss: 0.119	Mixup Loss: 1.270	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.162	Tot. Loss: 1.389
+2025-09-20 07:50:19,901 INFO Epoch 15 	 Batch 4299	LR : 0.00002	Top1 Acc.: 97.031	CLS Loss: 0.112	Mixup Loss: 1.244	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.211	Tot. Loss: 1.356
+2025-09-20 07:53:25,882 INFO Epoch 15 	 Batch 4399	LR : 0.00002	Top1 Acc.: 96.609	CLS Loss: 0.113	Mixup Loss: 1.238	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.156	Tot. Loss: 1.351
+2025-09-20 07:56:31,787 INFO Epoch 15 	 Batch 4499	LR : 0.00002	Top1 Acc.: 96.688	CLS Loss: 0.120	Mixup Loss: 1.256	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.140	Tot. Loss: 1.375
+2025-09-20 07:59:37,681 INFO Epoch 15 	 Batch 4599	LR : 0.00002	Top1 Acc.: 96.562	CLS Loss: 0.116	Mixup Loss: 1.238	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.203	Tot. Loss: 1.354
+2025-09-20 08:02:43,618 INFO Epoch 15 	 Batch 4699	LR : 0.00002	Top1 Acc.: 96.766	CLS Loss: 0.109	Mixup Loss: 1.238	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.131	Tot. Loss: 1.347
+2025-09-20 08:05:49,553 INFO Epoch 15 	 Batch 4799	LR : 0.00001	Top1 Acc.: 96.672	CLS Loss: 0.116	Mixup Loss: 1.250	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.183	Tot. Loss: 1.367
+2025-09-20 08:08:55,522 INFO Epoch 15 	 Batch 4899	LR : 0.00001	Top1 Acc.: 96.547	CLS Loss: 0.122	Mixup Loss: 1.249	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.183	Tot. Loss: 1.371
+2025-09-20 08:12:01,424 INFO Epoch 15 	 Batch 4999	LR : 0.00001	Top1 Acc.: 96.688	CLS Loss: 0.110	Mixup Loss: 1.250	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.191	Tot. Loss: 1.360
+2025-09-20 08:16:09,174 INFO ################## 
+ ---> Validation Epoch 15 (Original Model)	Acc.: 81.606	FPR: 58.660	AUROC: 87.663	AUPR: 60.997	AURC: 46.582	EAURC: 28.521	AUPR Succ.: 96.638	ECE: 6.876	NLL: 7.650	Brier: 27.113
+2025-09-20 08:20:46,535 INFO ################## 
+ ---> Validation Epoch 15 (EMA Model)	Acc.: 81.626	FPR: 58.681	AUROC: 87.636	AUPR: 60.837	AURC: 46.582	EAURC: 28.561	AUPR Succ.: 96.634	ECE: 6.869	NLL: 7.647	Brier: 27.105
+2025-09-20 08:20:46,603 INFO ####### --- Training Epoch 16 --- #######
+2025-09-20 08:35:16,001 INFO Epoch 16 	 Batch 99	LR : 0.00001	Top1 Acc.: 96.625	CLS Loss: 0.114	Mixup Loss: 1.287	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.189	Tot. Loss: 1.401
+2025-09-20 08:38:21,168 INFO Epoch 16 	 Batch 199	LR : 0.00001	Top1 Acc.: 96.859	CLS Loss: 0.108	Mixup Loss: 1.236	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.190	Tot. Loss: 1.344
+2025-09-20 08:41:27,121 INFO Epoch 16 	 Batch 299	LR : 0.00001	Top1 Acc.: 96.906	CLS Loss: 0.111	Mixup Loss: 1.263	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.181	Tot. Loss: 1.374
+2025-09-20 08:44:33,016 INFO Epoch 16 	 Batch 399	LR : 0.00001	Top1 Acc.: 96.875	CLS Loss: 0.113	Mixup Loss: 1.264	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.182	Tot. Loss: 1.377
+2025-09-20 08:47:38,868 INFO Epoch 16 	 Batch 499	LR : 0.00001	Top1 Acc.: 96.469	CLS Loss: 0.122	Mixup Loss: 1.277	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.200	Tot. Loss: 1.399
+2025-09-20 08:50:44,815 INFO Epoch 16 	 Batch 599	LR : 0.00001	Top1 Acc.: 96.516	CLS Loss: 0.124	Mixup Loss: 1.253	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.185	Tot. Loss: 1.377
+2025-09-20 08:53:50,681 INFO Epoch 16 	 Batch 699	LR : 0.00001	Top1 Acc.: 96.219	CLS Loss: 0.117	Mixup Loss: 1.245	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.191	Tot. Loss: 1.362
+2025-09-20 08:56:56,595 INFO Epoch 16 	 Batch 799	LR : 0.00001	Top1 Acc.: 96.609	CLS Loss: 0.125	Mixup Loss: 1.255	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.160	Tot. Loss: 1.380
+2025-09-20 09:00:02,467 INFO Epoch 16 	 Batch 899	LR : 0.00001	Top1 Acc.: 96.703	CLS Loss: 0.112	Mixup Loss: 1.259	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.166	Tot. Loss: 1.371
+2025-09-20 09:03:08,415 INFO Epoch 16 	 Batch 999	LR : 0.00001	Top1 Acc.: 96.656	CLS Loss: 0.113	Mixup Loss: 1.254	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.184	Tot. Loss: 1.367
+2025-09-20 09:06:14,527 INFO Epoch 16 	 Batch 1099	LR : 0.00001	Top1 Acc.: 96.312	CLS Loss: 0.116	Mixup Loss: 1.265	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.176	Tot. Loss: 1.382
+2025-09-20 09:09:21,049 INFO Epoch 16 	 Batch 1199	LR : 0.00001	Top1 Acc.: 96.625	CLS Loss: 0.114	Mixup Loss: 1.266	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.178	Tot. Loss: 1.380
+2025-09-20 09:12:28,135 INFO Epoch 16 	 Batch 1299	LR : 0.00001	Top1 Acc.: 96.797	CLS Loss: 0.114	Mixup Loss: 1.264	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.173	Tot. Loss: 1.378
+2025-09-20 09:15:34,828 INFO Epoch 16 	 Batch 1399	LR : 0.00001	Top1 Acc.: 96.828	CLS Loss: 0.103	Mixup Loss: 1.227	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.194	Tot. Loss: 1.330
+2025-09-20 09:18:41,853 INFO Epoch 16 	 Batch 1499	LR : 0.00001	Top1 Acc.: 96.516	CLS Loss: 0.120	Mixup Loss: 1.253	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.187	Tot. Loss: 1.373
+2025-09-20 09:21:48,761 INFO Epoch 16 	 Batch 1599	LR : 0.00001	Top1 Acc.: 96.531	CLS Loss: 0.118	Mixup Loss: 1.247	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.203	Tot. Loss: 1.365
+2025-09-20 09:24:55,630 INFO Epoch 16 	 Batch 1699	LR : 0.00001	Top1 Acc.: 96.812	CLS Loss: 0.120	Mixup Loss: 1.245	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.172	Tot. Loss: 1.365
+2025-09-20 09:28:02,505 INFO Epoch 16 	 Batch 1799	LR : 0.00001	Top1 Acc.: 96.578	CLS Loss: 0.118	Mixup Loss: 1.243	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.182	Tot. Loss: 1.361
+2025-09-20 09:31:09,384 INFO Epoch 16 	 Batch 1899	LR : 0.00001	Top1 Acc.: 96.422	CLS Loss: 0.117	Mixup Loss: 1.262	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.182	Tot. Loss: 1.379
+2025-09-20 09:34:16,247 INFO Epoch 16 	 Batch 1999	LR : 0.00001	Top1 Acc.: 96.906	CLS Loss: 0.109	Mixup Loss: 1.235	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.163	Tot. Loss: 1.345
+2025-09-20 09:37:23,120 INFO Epoch 16 	 Batch 2099	LR : 0.00001	Top1 Acc.: 96.297	CLS Loss: 0.121	Mixup Loss: 1.235	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.178	Tot. Loss: 1.356
+2025-09-20 09:40:30,034 INFO Epoch 16 	 Batch 2199	LR : 0.00001	Top1 Acc.: 96.750	CLS Loss: 0.110	Mixup Loss: 1.234	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.218	Tot. Loss: 1.344
+2025-09-20 09:43:36,906 INFO Epoch 16 	 Batch 2299	LR : 0.00001	Top1 Acc.: 96.719	CLS Loss: 0.115	Mixup Loss: 1.255	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.192	Tot. Loss: 1.371
+2025-09-20 09:46:43,717 INFO Epoch 16 	 Batch 2399	LR : 0.00001	Top1 Acc.: 96.922	CLS Loss: 0.108	Mixup Loss: 1.242	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.180	Tot. Loss: 1.350
+2025-09-20 09:49:50,642 INFO Epoch 16 	 Batch 2499	LR : 0.00001	Top1 Acc.: 96.781	CLS Loss: 0.119	Mixup Loss: 1.249	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.195	Tot. Loss: 1.368
+2025-09-20 09:52:57,478 INFO Epoch 16 	 Batch 2599	LR : 0.00001	Top1 Acc.: 96.672	CLS Loss: 0.111	Mixup Loss: 1.266	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.154	Tot. Loss: 1.376
+2025-09-20 09:56:04,384 INFO Epoch 16 	 Batch 2699	LR : 0.00001	Top1 Acc.: 96.734	CLS Loss: 0.107	Mixup Loss: 1.260	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.214	Tot. Loss: 1.368
+2025-09-20 09:59:11,259 INFO Epoch 16 	 Batch 2799	LR : 0.00001	Top1 Acc.: 96.656	CLS Loss: 0.112	Mixup Loss: 1.240	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.167	Tot. Loss: 1.351
+2025-09-20 10:02:18,168 INFO Epoch 16 	 Batch 2899	LR : 0.00001	Top1 Acc.: 96.750	CLS Loss: 0.121	Mixup Loss: 1.278	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.181	Tot. Loss: 1.399
+2025-09-20 10:05:25,083 INFO Epoch 16 	 Batch 2999	LR : 0.00001	Top1 Acc.: 96.547	CLS Loss: 0.126	Mixup Loss: 1.269	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.206	Tot. Loss: 1.395
+2025-09-20 10:08:31,921 INFO Epoch 16 	 Batch 3099	LR : 0.00001	Top1 Acc.: 96.484	CLS Loss: 0.116	Mixup Loss: 1.246	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.157	Tot. Loss: 1.361
+2025-09-20 10:11:38,790 INFO Epoch 16 	 Batch 3199	LR : 0.00001	Top1 Acc.: 96.531	CLS Loss: 0.110	Mixup Loss: 1.241	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.165	Tot. Loss: 1.351
+2025-09-20 10:14:45,654 INFO Epoch 16 	 Batch 3299	LR : 0.00001	Top1 Acc.: 96.719	CLS Loss: 0.117	Mixup Loss: 1.263	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.166	Tot. Loss: 1.380
+2025-09-20 10:17:52,535 INFO Epoch 16 	 Batch 3399	LR : 0.00001	Top1 Acc.: 96.750	CLS Loss: 0.115	Mixup Loss: 1.253	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.181	Tot. Loss: 1.368
+2025-09-20 10:20:59,491 INFO Epoch 16 	 Batch 3499	LR : 0.00001	Top1 Acc.: 97.094	CLS Loss: 0.101	Mixup Loss: 1.255	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.171	Tot. Loss: 1.356
+2025-09-20 10:24:06,334 INFO Epoch 16 	 Batch 3599	LR : 0.00001	Top1 Acc.: 96.609	CLS Loss: 0.114	Mixup Loss: 1.267	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.234	Tot. Loss: 1.381
+2025-09-20 10:27:13,209 INFO Epoch 16 	 Batch 3699	LR : 0.00001	Top1 Acc.: 96.672	CLS Loss: 0.116	Mixup Loss: 1.238	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.192	Tot. Loss: 1.354
+2025-09-20 10:30:20,130 INFO Epoch 16 	 Batch 3799	LR : 0.00001	Top1 Acc.: 96.125	CLS Loss: 0.123	Mixup Loss: 1.270	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.210	Tot. Loss: 1.394
+2025-09-20 10:33:27,004 INFO Epoch 16 	 Batch 3899	LR : 0.00001	Top1 Acc.: 96.578	CLS Loss: 0.117	Mixup Loss: 1.264	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.182	Tot. Loss: 1.381
+2025-09-20 10:36:33,926 INFO Epoch 16 	 Batch 3999	LR : 0.00001	Top1 Acc.: 97.188	CLS Loss: 0.099	Mixup Loss: 1.231	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.159	Tot. Loss: 1.330
+2025-09-20 10:39:40,831 INFO Epoch 16 	 Batch 4099	LR : 0.00001	Top1 Acc.: 96.531	CLS Loss: 0.115	Mixup Loss: 1.270	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.169	Tot. Loss: 1.385
+2025-09-20 10:42:47,692 INFO Epoch 16 	 Batch 4199	LR : 0.00001	Top1 Acc.: 96.531	CLS Loss: 0.119	Mixup Loss: 1.252	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.176	Tot. Loss: 1.372
+2025-09-20 10:45:54,574 INFO Epoch 16 	 Batch 4299	LR : 0.00001	Top1 Acc.: 96.969	CLS Loss: 0.112	Mixup Loss: 1.248	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.152	Tot. Loss: 1.360
+2025-09-20 10:49:01,488 INFO Epoch 16 	 Batch 4399	LR : 0.00001	Top1 Acc.: 96.672	CLS Loss: 0.113	Mixup Loss: 1.239	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.207	Tot. Loss: 1.352
+2025-09-20 10:52:08,430 INFO Epoch 16 	 Batch 4499	LR : 0.00001	Top1 Acc.: 96.719	CLS Loss: 0.119	Mixup Loss: 1.247	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.150	Tot. Loss: 1.366
+2025-09-20 10:55:15,269 INFO Epoch 16 	 Batch 4599	LR : 0.00001	Top1 Acc.: 96.641	CLS Loss: 0.113	Mixup Loss: 1.241	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.178	Tot. Loss: 1.354
+2025-09-20 10:58:22,168 INFO Epoch 16 	 Batch 4699	LR : 0.00001	Top1 Acc.: 96.844	CLS Loss: 0.109	Mixup Loss: 1.252	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.156	Tot. Loss: 1.361
+2025-09-20 11:01:29,083 INFO Epoch 16 	 Batch 4799	LR : 0.00001	Top1 Acc.: 96.562	CLS Loss: 0.117	Mixup Loss: 1.246	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.176	Tot. Loss: 1.362
+2025-09-20 11:04:36,008 INFO Epoch 16 	 Batch 4899	LR : 0.00001	Top1 Acc.: 96.625	CLS Loss: 0.120	Mixup Loss: 1.239	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.193	Tot. Loss: 1.360
+2025-09-20 11:07:42,912 INFO Epoch 16 	 Batch 4999	LR : 0.00001	Top1 Acc.: 96.688	CLS Loss: 0.110	Mixup Loss: 1.250	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.134	Tot. Loss: 1.360
+2025-09-20 11:12:37,223 INFO ################## 
+ ---> Validation Epoch 16 (Original Model)	Acc.: 81.604	FPR: 58.719	AUROC: 87.666	AUPR: 61.019	AURC: 46.576	EAURC: 28.511	AUPR Succ.: 96.639	ECE: 6.874	NLL: 7.651	Brier: 27.117
+2025-09-20 11:17:27,235 INFO ################## 
+ ---> Validation Epoch 16 (EMA Model)	Acc.: 81.618	FPR: 58.666	AUROC: 87.650	AUPR: 60.937	AURC: 46.571	EAURC: 28.534	AUPR Succ.: 96.637	ECE: 6.864	NLL: 7.648	Brier: 27.109
+2025-09-20 11:17:27,320 INFO ####### --- Training Epoch 17 --- #######
+2025-09-20 11:33:08,089 INFO Epoch 17 	 Batch 99	LR : 0.00001	Top1 Acc.: 96.594	CLS Loss: 0.113	Mixup Loss: 1.279	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.200	Tot. Loss: 1.392
+2025-09-20 11:36:13,508 INFO Epoch 17 	 Batch 199	LR : 0.00001	Top1 Acc.: 96.844	CLS Loss: 0.107	Mixup Loss: 1.230	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.188	Tot. Loss: 1.337
+2025-09-20 11:39:19,840 INFO Epoch 17 	 Batch 299	LR : 0.00001	Top1 Acc.: 96.734	CLS Loss: 0.112	Mixup Loss: 1.233	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.169	Tot. Loss: 1.345
+2025-09-20 11:42:26,475 INFO Epoch 17 	 Batch 399	LR : 0.00001	Top1 Acc.: 96.844	CLS Loss: 0.112	Mixup Loss: 1.242	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.170	Tot. Loss: 1.355
+2025-09-20 11:45:33,288 INFO Epoch 17 	 Batch 499	LR : 0.00001	Top1 Acc.: 96.500	CLS Loss: 0.120	Mixup Loss: 1.267	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.195	Tot. Loss: 1.387
+2025-09-20 11:48:40,198 INFO Epoch 17 	 Batch 599	LR : 0.00001	Top1 Acc.: 96.609	CLS Loss: 0.122	Mixup Loss: 1.262	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.226	Tot. Loss: 1.384
+2025-09-20 11:51:47,112 INFO Epoch 17 	 Batch 699	LR : 0.00001	Top1 Acc.: 96.312	CLS Loss: 0.117	Mixup Loss: 1.254	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.218	Tot. Loss: 1.371
+2025-09-20 11:54:54,043 INFO Epoch 17 	 Batch 799	LR : 0.00001	Top1 Acc.: 96.562	CLS Loss: 0.125	Mixup Loss: 1.245	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.178	Tot. Loss: 1.370
+2025-09-20 11:58:00,961 INFO Epoch 17 	 Batch 899	LR : 0.00001	Top1 Acc.: 96.656	CLS Loss: 0.113	Mixup Loss: 1.253	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.170	Tot. Loss: 1.366
+2025-09-20 12:01:07,916 INFO Epoch 17 	 Batch 999	LR : 0.00001	Top1 Acc.: 96.766	CLS Loss: 0.113	Mixup Loss: 1.257	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.118	Tot. Loss: 1.370
+2025-09-20 12:04:14,886 INFO Epoch 17 	 Batch 1099	LR : 0.00001	Top1 Acc.: 96.234	CLS Loss: 0.118	Mixup Loss: 1.236	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.151	Tot. Loss: 1.354
+2025-09-20 12:07:21,837 INFO Epoch 17 	 Batch 1199	LR : 0.00001	Top1 Acc.: 96.641	CLS Loss: 0.113	Mixup Loss: 1.258	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.183	Tot. Loss: 1.371
+2025-09-20 12:10:28,776 INFO Epoch 17 	 Batch 1299	LR : 0.00001	Top1 Acc.: 96.703	CLS Loss: 0.113	Mixup Loss: 1.252	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.160	Tot. Loss: 1.365
+2025-09-20 12:13:35,656 INFO Epoch 17 	 Batch 1399	LR : 0.00001	Top1 Acc.: 96.844	CLS Loss: 0.104	Mixup Loss: 1.226	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.165	Tot. Loss: 1.330
+2025-09-20 12:16:42,553 INFO Epoch 17 	 Batch 1499	LR : 0.00001	Top1 Acc.: 96.484	CLS Loss: 0.120	Mixup Loss: 1.257	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.178	Tot. Loss: 1.376
+2025-09-20 12:19:49,491 INFO Epoch 17 	 Batch 1599	LR : 0.00001	Top1 Acc.: 96.531	CLS Loss: 0.119	Mixup Loss: 1.248	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.189	Tot. Loss: 1.366
+2025-09-20 12:22:56,350 INFO Epoch 17 	 Batch 1699	LR : 0.00001	Top1 Acc.: 96.766	CLS Loss: 0.119	Mixup Loss: 1.263	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.163	Tot. Loss: 1.382
+2025-09-20 12:26:03,239 INFO Epoch 17 	 Batch 1799	LR : 0.00001	Top1 Acc.: 96.594	CLS Loss: 0.118	Mixup Loss: 1.248	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.192	Tot. Loss: 1.366
+2025-09-20 12:29:10,152 INFO Epoch 17 	 Batch 1899	LR : 0.00001	Top1 Acc.: 96.281	CLS Loss: 0.119	Mixup Loss: 1.261	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.174	Tot. Loss: 1.380
+2025-09-20 12:32:17,105 INFO Epoch 17 	 Batch 1999	LR : 0.00001	Top1 Acc.: 97.062	CLS Loss: 0.107	Mixup Loss: 1.227	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.184	Tot. Loss: 1.334
+2025-09-20 12:35:24,038 INFO Epoch 17 	 Batch 2099	LR : 0.00001	Top1 Acc.: 96.328	CLS Loss: 0.121	Mixup Loss: 1.259	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.157	Tot. Loss: 1.380
+2025-09-20 12:38:31,004 INFO Epoch 17 	 Batch 2199	LR : 0.00001	Top1 Acc.: 96.875	CLS Loss: 0.109	Mixup Loss: 1.228	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.181	Tot. Loss: 1.338
+2025-09-20 12:41:37,990 INFO Epoch 17 	 Batch 2299	LR : 0.00001	Top1 Acc.: 96.750	CLS Loss: 0.115	Mixup Loss: 1.252	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.213	Tot. Loss: 1.367
+2025-09-20 12:44:44,935 INFO Epoch 17 	 Batch 2399	LR : 0.00001	Top1 Acc.: 96.875	CLS Loss: 0.108	Mixup Loss: 1.246	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.165	Tot. Loss: 1.354
+2025-09-20 12:47:51,775 INFO Epoch 17 	 Batch 2499	LR : 0.00001	Top1 Acc.: 96.688	CLS Loss: 0.119	Mixup Loss: 1.263	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.160	Tot. Loss: 1.382
+2025-09-20 12:50:58,734 INFO Epoch 17 	 Batch 2599	LR : 0.00001	Top1 Acc.: 96.844	CLS Loss: 0.110	Mixup Loss: 1.257	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.201	Tot. Loss: 1.367
+2025-09-20 12:54:05,655 INFO Epoch 17 	 Batch 2699	LR : 0.00001	Top1 Acc.: 96.891	CLS Loss: 0.108	Mixup Loss: 1.253	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.163	Tot. Loss: 1.361
+2025-09-20 12:57:12,591 INFO Epoch 17 	 Batch 2799	LR : 0.00001	Top1 Acc.: 96.578	CLS Loss: 0.110	Mixup Loss: 1.245	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.134	Tot. Loss: 1.356
+2025-09-20 13:00:19,518 INFO Epoch 17 	 Batch 2899	LR : 0.00001	Top1 Acc.: 96.641	CLS Loss: 0.122	Mixup Loss: 1.283	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.215	Tot. Loss: 1.405
+2025-09-20 13:03:26,422 INFO Epoch 17 	 Batch 2999	LR : 0.00001	Top1 Acc.: 96.406	CLS Loss: 0.124	Mixup Loss: 1.263	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.187	Tot. Loss: 1.387
+2025-09-20 13:06:33,345 INFO Epoch 17 	 Batch 3099	LR : 0.00001	Top1 Acc.: 96.500	CLS Loss: 0.115	Mixup Loss: 1.243	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.190	Tot. Loss: 1.358
+2025-09-20 13:09:40,232 INFO Epoch 17 	 Batch 3199	LR : 0.00001	Top1 Acc.: 96.609	CLS Loss: 0.110	Mixup Loss: 1.246	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.161	Tot. Loss: 1.356
+2025-09-20 13:12:47,193 INFO Epoch 17 	 Batch 3299	LR : 0.00001	Top1 Acc.: 96.781	CLS Loss: 0.116	Mixup Loss: 1.245	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.191	Tot. Loss: 1.361
+2025-09-20 13:15:54,117 INFO Epoch 17 	 Batch 3399	LR : 0.00001	Top1 Acc.: 96.812	CLS Loss: 0.114	Mixup Loss: 1.247	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.175	Tot. Loss: 1.361
+2025-09-20 13:19:01,068 INFO Epoch 17 	 Batch 3499	LR : 0.00001	Top1 Acc.: 96.953	CLS Loss: 0.101	Mixup Loss: 1.234	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.144	Tot. Loss: 1.335
+2025-09-20 13:22:07,965 INFO Epoch 17 	 Batch 3599	LR : 0.00001	Top1 Acc.: 96.656	CLS Loss: 0.114	Mixup Loss: 1.274	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.176	Tot. Loss: 1.388
+2025-09-20 13:25:14,912 INFO Epoch 17 	 Batch 3699	LR : 0.00001	Top1 Acc.: 96.609	CLS Loss: 0.115	Mixup Loss: 1.226	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.197	Tot. Loss: 1.341
+2025-09-20 13:28:21,828 INFO Epoch 17 	 Batch 3799	LR : 0.00001	Top1 Acc.: 96.188	CLS Loss: 0.123	Mixup Loss: 1.282	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.182	Tot. Loss: 1.405
+2025-09-20 13:31:28,770 INFO Epoch 17 	 Batch 3899	LR : 0.00001	Top1 Acc.: 96.625	CLS Loss: 0.116	Mixup Loss: 1.263	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.211	Tot. Loss: 1.379
+2025-09-20 13:34:35,629 INFO Epoch 17 	 Batch 3999	LR : 0.00001	Top1 Acc.: 97.250	CLS Loss: 0.100	Mixup Loss: 1.233	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.169	Tot. Loss: 1.333
+2025-09-20 13:37:42,552 INFO Epoch 17 	 Batch 4099	LR : 0.00001	Top1 Acc.: 96.562	CLS Loss: 0.115	Mixup Loss: 1.251	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.179	Tot. Loss: 1.366
+2025-09-20 13:40:49,432 INFO Epoch 17 	 Batch 4199	LR : 0.00001	Top1 Acc.: 96.500	CLS Loss: 0.119	Mixup Loss: 1.259	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.166	Tot. Loss: 1.378
+2025-09-20 13:43:56,325 INFO Epoch 17 	 Batch 4299	LR : 0.00001	Top1 Acc.: 97.031	CLS Loss: 0.110	Mixup Loss: 1.245	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.161	Tot. Loss: 1.356
+2025-09-20 13:47:03,219 INFO Epoch 17 	 Batch 4399	LR : 0.00001	Top1 Acc.: 96.766	CLS Loss: 0.113	Mixup Loss: 1.229	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.177	Tot. Loss: 1.342
+2025-09-20 13:50:10,174 INFO Epoch 17 	 Batch 4499	LR : 0.00001	Top1 Acc.: 96.750	CLS Loss: 0.117	Mixup Loss: 1.251	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.170	Tot. Loss: 1.368
+2025-09-20 13:53:17,070 INFO Epoch 17 	 Batch 4599	LR : 0.00001	Top1 Acc.: 96.609	CLS Loss: 0.116	Mixup Loss: 1.231	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.131	Tot. Loss: 1.347
+2025-09-20 13:56:23,993 INFO Epoch 17 	 Batch 4699	LR : 0.00001	Top1 Acc.: 96.859	CLS Loss: 0.110	Mixup Loss: 1.241	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.213	Tot. Loss: 1.350
+2025-09-20 13:59:30,975 INFO Epoch 17 	 Batch 4799	LR : 0.00001	Top1 Acc.: 96.562	CLS Loss: 0.116	Mixup Loss: 1.248	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.163	Tot. Loss: 1.364
+2025-09-20 14:02:37,933 INFO Epoch 17 	 Batch 4899	LR : 0.00001	Top1 Acc.: 96.641	CLS Loss: 0.122	Mixup Loss: 1.259	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.185	Tot. Loss: 1.381
+2025-09-20 14:05:44,838 INFO Epoch 17 	 Batch 4999	LR : 0.00001	Top1 Acc.: 96.625	CLS Loss: 0.109	Mixup Loss: 1.250	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.197	Tot. Loss: 1.360
+2025-09-20 14:11:53,809 INFO ################## 
+ ---> Validation Epoch 17 (Original Model)	Acc.: 81.592	FPR: 58.659	AUROC: 87.681	AUPR: 61.039	AURC: 46.576	EAURC: 28.486	AUPR Succ.: 96.642	ECE: 6.889	NLL: 7.653	Brier: 27.121
+2025-09-20 14:17:46,849 INFO ################## 
+ ---> Validation Epoch 17 (EMA Model)	Acc.: 81.624	FPR: 58.914	AUROC: 87.639	AUPR: 60.847	AURC: 46.570	EAURC: 28.545	AUPR Succ.: 96.636	ECE: 6.874	NLL: 7.650	Brier: 27.113
+2025-09-20 14:17:46,914 INFO ####### --- Training Epoch 18 --- #######
+2025-09-20 14:34:22,269 INFO Epoch 18 	 Batch 99	LR : 0.00001	Top1 Acc.: 96.625	CLS Loss: 0.113	Mixup Loss: 1.264	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.175	Tot. Loss: 1.377
+2025-09-20 14:37:27,842 INFO Epoch 18 	 Batch 199	LR : 0.00001	Top1 Acc.: 96.891	CLS Loss: 0.107	Mixup Loss: 1.239	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.170	Tot. Loss: 1.346
+2025-09-20 14:40:34,216 INFO Epoch 18 	 Batch 299	LR : 0.00001	Top1 Acc.: 96.625	CLS Loss: 0.112	Mixup Loss: 1.250	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.171	Tot. Loss: 1.362
+2025-09-20 14:43:40,921 INFO Epoch 18 	 Batch 399	LR : 0.00001	Top1 Acc.: 96.859	CLS Loss: 0.113	Mixup Loss: 1.239	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.158	Tot. Loss: 1.352
+2025-09-20 14:46:47,750 INFO Epoch 18 	 Batch 499	LR : 0.00001	Top1 Acc.: 96.547	CLS Loss: 0.119	Mixup Loss: 1.258	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.201	Tot. Loss: 1.377
+2025-09-20 14:49:54,522 INFO Epoch 18 	 Batch 599	LR : 0.00001	Top1 Acc.: 96.469	CLS Loss: 0.123	Mixup Loss: 1.267	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.215	Tot. Loss: 1.391
+2025-09-20 14:53:01,379 INFO Epoch 18 	 Batch 699	LR : 0.00000	Top1 Acc.: 96.312	CLS Loss: 0.116	Mixup Loss: 1.246	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.181	Tot. Loss: 1.362
+2025-09-20 14:56:08,372 INFO Epoch 18 	 Batch 799	LR : 0.00000	Top1 Acc.: 96.656	CLS Loss: 0.123	Mixup Loss: 1.266	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.196	Tot. Loss: 1.389
+2025-09-20 14:59:15,324 INFO Epoch 18 	 Batch 899	LR : 0.00000	Top1 Acc.: 96.672	CLS Loss: 0.111	Mixup Loss: 1.270	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.137	Tot. Loss: 1.381
+2025-09-20 15:02:22,253 INFO Epoch 18 	 Batch 999	LR : 0.00000	Top1 Acc.: 96.672	CLS Loss: 0.112	Mixup Loss: 1.249	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.169	Tot. Loss: 1.361
+2025-09-20 15:05:29,182 INFO Epoch 18 	 Batch 1099	LR : 0.00000	Top1 Acc.: 96.312	CLS Loss: 0.116	Mixup Loss: 1.258	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.195	Tot. Loss: 1.374
+2025-09-20 15:08:36,087 INFO Epoch 18 	 Batch 1199	LR : 0.00000	Top1 Acc.: 96.906	CLS Loss: 0.112	Mixup Loss: 1.247	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.176	Tot. Loss: 1.359
+2025-09-20 15:11:42,988 INFO Epoch 18 	 Batch 1299	LR : 0.00000	Top1 Acc.: 96.672	CLS Loss: 0.112	Mixup Loss: 1.247	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.186	Tot. Loss: 1.359
+2025-09-20 15:14:49,848 INFO Epoch 18 	 Batch 1399	LR : 0.00000	Top1 Acc.: 96.844	CLS Loss: 0.103	Mixup Loss: 1.229	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.189	Tot. Loss: 1.331
+2025-09-20 15:17:56,660 INFO Epoch 18 	 Batch 1499	LR : 0.00000	Top1 Acc.: 96.641	CLS Loss: 0.117	Mixup Loss: 1.256	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.149	Tot. Loss: 1.373
+2025-09-20 15:21:03,527 INFO Epoch 18 	 Batch 1599	LR : 0.00000	Top1 Acc.: 96.516	CLS Loss: 0.118	Mixup Loss: 1.248	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.211	Tot. Loss: 1.365
+2025-09-20 15:24:10,416 INFO Epoch 18 	 Batch 1699	LR : 0.00000	Top1 Acc.: 96.891	CLS Loss: 0.118	Mixup Loss: 1.237	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.148	Tot. Loss: 1.355
+2025-09-20 15:27:17,379 INFO Epoch 18 	 Batch 1799	LR : 0.00000	Top1 Acc.: 96.453	CLS Loss: 0.119	Mixup Loss: 1.256	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.166	Tot. Loss: 1.376
+2025-09-20 15:30:24,288 INFO Epoch 18 	 Batch 1899	LR : 0.00000	Top1 Acc.: 96.469	CLS Loss: 0.115	Mixup Loss: 1.256	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.202	Tot. Loss: 1.371
+2025-09-20 15:33:31,204 INFO Epoch 18 	 Batch 1999	LR : 0.00000	Top1 Acc.: 96.984	CLS Loss: 0.109	Mixup Loss: 1.246	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.145	Tot. Loss: 1.355
+2025-09-20 15:36:38,155 INFO Epoch 18 	 Batch 2099	LR : 0.00000	Top1 Acc.: 96.344	CLS Loss: 0.122	Mixup Loss: 1.256	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.178	Tot. Loss: 1.379
+2025-09-20 15:39:45,074 INFO Epoch 18 	 Batch 2199	LR : 0.00000	Top1 Acc.: 96.859	CLS Loss: 0.110	Mixup Loss: 1.246	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.162	Tot. Loss: 1.356
+2025-09-20 15:42:52,028 INFO Epoch 18 	 Batch 2299	LR : 0.00000	Top1 Acc.: 96.641	CLS Loss: 0.115	Mixup Loss: 1.251	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.208	Tot. Loss: 1.366
+2025-09-20 15:45:58,994 INFO Epoch 18 	 Batch 2399	LR : 0.00000	Top1 Acc.: 96.969	CLS Loss: 0.108	Mixup Loss: 1.244	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.190	Tot. Loss: 1.352
+2025-09-20 15:49:05,915 INFO Epoch 18 	 Batch 2499	LR : 0.00000	Top1 Acc.: 96.719	CLS Loss: 0.120	Mixup Loss: 1.276	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.178	Tot. Loss: 1.397
+2025-09-20 15:52:12,863 INFO Epoch 18 	 Batch 2599	LR : 0.00000	Top1 Acc.: 96.812	CLS Loss: 0.110	Mixup Loss: 1.256	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.167	Tot. Loss: 1.366
+2025-09-20 15:55:19,761 INFO Epoch 18 	 Batch 2699	LR : 0.00000	Top1 Acc.: 96.734	CLS Loss: 0.108	Mixup Loss: 1.264	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.195	Tot. Loss: 1.371
+2025-09-20 15:58:26,711 INFO Epoch 18 	 Batch 2799	LR : 0.00000	Top1 Acc.: 96.719	CLS Loss: 0.109	Mixup Loss: 1.251	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.156	Tot. Loss: 1.361
+2025-09-20 16:01:33,648 INFO Epoch 18 	 Batch 2899	LR : 0.00000	Top1 Acc.: 96.781	CLS Loss: 0.120	Mixup Loss: 1.268	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.177	Tot. Loss: 1.388
+2025-09-20 16:04:40,559 INFO Epoch 18 	 Batch 2999	LR : 0.00000	Top1 Acc.: 96.469	CLS Loss: 0.124	Mixup Loss: 1.262	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.162	Tot. Loss: 1.387
+2025-09-20 16:07:47,414 INFO Epoch 18 	 Batch 3099	LR : 0.00000	Top1 Acc.: 96.438	CLS Loss: 0.114	Mixup Loss: 1.254	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.224	Tot. Loss: 1.368
+2025-09-20 16:10:54,341 INFO Epoch 18 	 Batch 3199	LR : 0.00000	Top1 Acc.: 96.656	CLS Loss: 0.109	Mixup Loss: 1.258	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.191	Tot. Loss: 1.368
+2025-09-20 16:14:01,243 INFO Epoch 18 	 Batch 3299	LR : 0.00000	Top1 Acc.: 96.750	CLS Loss: 0.117	Mixup Loss: 1.248	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.174	Tot. Loss: 1.365
+2025-09-20 16:17:08,126 INFO Epoch 18 	 Batch 3399	LR : 0.00000	Top1 Acc.: 96.594	CLS Loss: 0.115	Mixup Loss: 1.249	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.170	Tot. Loss: 1.364
+2025-09-20 16:20:15,062 INFO Epoch 18 	 Batch 3499	LR : 0.00000	Top1 Acc.: 97.156	CLS Loss: 0.100	Mixup Loss: 1.253	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.176	Tot. Loss: 1.353
+2025-09-20 16:23:21,999 INFO Epoch 18 	 Batch 3599	LR : 0.00000	Top1 Acc.: 96.672	CLS Loss: 0.114	Mixup Loss: 1.254	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.190	Tot. Loss: 1.368
+2025-09-20 16:26:28,937 INFO Epoch 18 	 Batch 3699	LR : 0.00000	Top1 Acc.: 96.688	CLS Loss: 0.115	Mixup Loss: 1.250	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.172	Tot. Loss: 1.364
+2025-09-20 16:29:35,866 INFO Epoch 18 	 Batch 3799	LR : 0.00000	Top1 Acc.: 96.266	CLS Loss: 0.124	Mixup Loss: 1.270	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.141	Tot. Loss: 1.393
+2025-09-20 16:32:42,815 INFO Epoch 18 	 Batch 3899	LR : 0.00000	Top1 Acc.: 96.609	CLS Loss: 0.116	Mixup Loss: 1.250	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.182	Tot. Loss: 1.366
+2025-09-20 16:35:49,769 INFO Epoch 18 	 Batch 3999	LR : 0.00000	Top1 Acc.: 97.141	CLS Loss: 0.100	Mixup Loss: 1.227	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.121	Tot. Loss: 1.327
+2025-09-20 16:38:56,706 INFO Epoch 18 	 Batch 4099	LR : 0.00000	Top1 Acc.: 96.562	CLS Loss: 0.115	Mixup Loss: 1.263	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.173	Tot. Loss: 1.378
+2025-09-20 16:42:03,547 INFO Epoch 18 	 Batch 4199	LR : 0.00000	Top1 Acc.: 96.547	CLS Loss: 0.120	Mixup Loss: 1.255	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.178	Tot. Loss: 1.375
+2025-09-20 16:45:10,447 INFO Epoch 18 	 Batch 4299	LR : 0.00000	Top1 Acc.: 96.891	CLS Loss: 0.112	Mixup Loss: 1.260	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.170	Tot. Loss: 1.372
+2025-09-20 16:48:17,398 INFO Epoch 18 	 Batch 4399	LR : 0.00000	Top1 Acc.: 96.672	CLS Loss: 0.113	Mixup Loss: 1.241	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.168	Tot. Loss: 1.354
+2025-09-20 16:51:24,293 INFO Epoch 18 	 Batch 4499	LR : 0.00000	Top1 Acc.: 96.703	CLS Loss: 0.119	Mixup Loss: 1.257	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.194	Tot. Loss: 1.376
+2025-09-20 16:54:31,176 INFO Epoch 18 	 Batch 4599	LR : 0.00000	Top1 Acc.: 96.641	CLS Loss: 0.115	Mixup Loss: 1.225	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.174	Tot. Loss: 1.340
+2025-09-20 16:57:38,150 INFO Epoch 18 	 Batch 4699	LR : 0.00000	Top1 Acc.: 96.828	CLS Loss: 0.109	Mixup Loss: 1.238	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.140	Tot. Loss: 1.347
+2025-09-20 17:00:45,073 INFO Epoch 18 	 Batch 4799	LR : 0.00000	Top1 Acc.: 96.578	CLS Loss: 0.116	Mixup Loss: 1.249	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.190	Tot. Loss: 1.365
+2025-09-20 17:03:51,985 INFO Epoch 18 	 Batch 4899	LR : 0.00000	Top1 Acc.: 96.594	CLS Loss: 0.121	Mixup Loss: 1.262	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.132	Tot. Loss: 1.382
+2025-09-20 17:06:58,889 INFO Epoch 18 	 Batch 4999	LR : 0.00000	Top1 Acc.: 96.547	CLS Loss: 0.110	Mixup Loss: 1.238	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.130	Tot. Loss: 1.348
+2025-09-20 17:13:31,382 INFO ################## 
+ ---> Validation Epoch 18 (Original Model)	Acc.: 81.614	FPR: 58.740	AUROC: 87.651	AUPR: 60.862	AURC: 46.551	EAURC: 28.505	AUPR Succ.: 96.641	ECE: 6.889	NLL: 7.651	Brier: 27.119
+2025-09-20 17:19:50,704 INFO ################## 
+ ---> Validation Epoch 18 (EMA Model)	Acc.: 81.612	FPR: 58.777	AUROC: 87.652	AUPR: 60.837	AURC: 46.574	EAURC: 28.525	AUPR Succ.: 96.638	ECE: 6.891	NLL: 7.651	Brier: 27.115
+2025-09-20 17:19:50,823 INFO ####### --- Training Epoch 19 --- #######
+2025-09-20 17:38:24,784 INFO Epoch 19 	 Batch 99	LR : 0.00000	Top1 Acc.: 96.672	CLS Loss: 0.113	Mixup Loss: 1.258	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.212	Tot. Loss: 1.371
+2025-09-20 17:41:30,287 INFO Epoch 19 	 Batch 199	LR : 0.00000	Top1 Acc.: 96.953	CLS Loss: 0.106	Mixup Loss: 1.240	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.180	Tot. Loss: 1.346
+2025-09-20 17:44:36,646 INFO Epoch 19 	 Batch 299	LR : 0.00000	Top1 Acc.: 96.750	CLS Loss: 0.111	Mixup Loss: 1.231	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.173	Tot. Loss: 1.343
+2025-09-20 17:47:43,256 INFO Epoch 19 	 Batch 399	LR : 0.00000	Top1 Acc.: 96.969	CLS Loss: 0.113	Mixup Loss: 1.265	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.153	Tot. Loss: 1.377
+2025-09-20 17:50:50,001 INFO Epoch 19 	 Batch 499	LR : 0.00000	Top1 Acc.: 96.484	CLS Loss: 0.121	Mixup Loss: 1.255	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.223	Tot. Loss: 1.376
+2025-09-20 17:53:56,744 INFO Epoch 19 	 Batch 599	LR : 0.00000	Top1 Acc.: 96.609	CLS Loss: 0.123	Mixup Loss: 1.251	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.190	Tot. Loss: 1.374
+2025-09-20 17:57:03,694 INFO Epoch 19 	 Batch 699	LR : 0.00000	Top1 Acc.: 96.250	CLS Loss: 0.117	Mixup Loss: 1.253	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.192	Tot. Loss: 1.370
+2025-09-20 18:00:10,600 INFO Epoch 19 	 Batch 799	LR : 0.00000	Top1 Acc.: 96.562	CLS Loss: 0.123	Mixup Loss: 1.258	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.176	Tot. Loss: 1.381
+2025-09-20 18:03:17,519 INFO Epoch 19 	 Batch 899	LR : 0.00000	Top1 Acc.: 96.844	CLS Loss: 0.111	Mixup Loss: 1.261	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.169	Tot. Loss: 1.372
+2025-09-20 18:06:24,410 INFO Epoch 19 	 Batch 999	LR : 0.00000	Top1 Acc.: 96.656	CLS Loss: 0.113	Mixup Loss: 1.267	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.153	Tot. Loss: 1.380
+2025-09-20 18:09:31,356 INFO Epoch 19 	 Batch 1099	LR : 0.00000	Top1 Acc.: 96.250	CLS Loss: 0.116	Mixup Loss: 1.243	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.139	Tot. Loss: 1.359
+2025-09-20 18:12:38,240 INFO Epoch 19 	 Batch 1199	LR : 0.00000	Top1 Acc.: 96.625	CLS Loss: 0.114	Mixup Loss: 1.246	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.164	Tot. Loss: 1.360
+2025-09-20 18:15:45,168 INFO Epoch 19 	 Batch 1299	LR : 0.00000	Top1 Acc.: 96.656	CLS Loss: 0.113	Mixup Loss: 1.240	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.172	Tot. Loss: 1.352
+2025-09-20 18:18:52,098 INFO Epoch 19 	 Batch 1399	LR : 0.00000	Top1 Acc.: 96.906	CLS Loss: 0.103	Mixup Loss: 1.223	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.145	Tot. Loss: 1.326
+2025-09-20 18:21:59,025 INFO Epoch 19 	 Batch 1499	LR : 0.00000	Top1 Acc.: 96.594	CLS Loss: 0.120	Mixup Loss: 1.244	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.196	Tot. Loss: 1.363
+2025-09-20 18:25:05,934 INFO Epoch 19 	 Batch 1599	LR : 0.00000	Top1 Acc.: 96.406	CLS Loss: 0.118	Mixup Loss: 1.252	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.205	Tot. Loss: 1.370
+2025-09-20 18:28:12,857 INFO Epoch 19 	 Batch 1699	LR : 0.00000	Top1 Acc.: 96.953	CLS Loss: 0.117	Mixup Loss: 1.223	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.160	Tot. Loss: 1.340
+2025-09-20 18:31:19,815 INFO Epoch 19 	 Batch 1799	LR : 0.00000	Top1 Acc.: 96.609	CLS Loss: 0.119	Mixup Loss: 1.247	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.166	Tot. Loss: 1.366
+2025-09-20 18:34:26,849 INFO Epoch 19 	 Batch 1899	LR : 0.00000	Top1 Acc.: 96.406	CLS Loss: 0.117	Mixup Loss: 1.265	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.144	Tot. Loss: 1.381
+2025-09-20 18:37:33,790 INFO Epoch 19 	 Batch 1999	LR : 0.00000	Top1 Acc.: 97.094	CLS Loss: 0.107	Mixup Loss: 1.233	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.147	Tot. Loss: 1.340
+2025-09-20 18:40:40,705 INFO Epoch 19 	 Batch 2099	LR : 0.00000	Top1 Acc.: 96.484	CLS Loss: 0.120	Mixup Loss: 1.260	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.148	Tot. Loss: 1.381
+2025-09-20 18:43:47,656 INFO Epoch 19 	 Batch 2199	LR : 0.00000	Top1 Acc.: 96.719	CLS Loss: 0.109	Mixup Loss: 1.239	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.159	Tot. Loss: 1.349
+2025-09-20 18:46:54,619 INFO Epoch 19 	 Batch 2299	LR : 0.00000	Top1 Acc.: 96.672	CLS Loss: 0.115	Mixup Loss: 1.267	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.136	Tot. Loss: 1.382
+2025-09-20 18:50:01,535 INFO Epoch 19 	 Batch 2399	LR : 0.00000	Top1 Acc.: 96.906	CLS Loss: 0.107	Mixup Loss: 1.240	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.147	Tot. Loss: 1.347
+2025-09-20 18:53:08,461 INFO Epoch 19 	 Batch 2499	LR : 0.00000	Top1 Acc.: 96.781	CLS Loss: 0.119	Mixup Loss: 1.259	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.182	Tot. Loss: 1.379
+2025-09-20 18:56:15,440 INFO Epoch 19 	 Batch 2599	LR : 0.00000	Top1 Acc.: 96.703	CLS Loss: 0.110	Mixup Loss: 1.261	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.180	Tot. Loss: 1.371
+2025-09-20 18:59:22,496 INFO Epoch 19 	 Batch 2699	LR : 0.00000	Top1 Acc.: 96.781	CLS Loss: 0.107	Mixup Loss: 1.248	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.190	Tot. Loss: 1.355
+2025-09-20 19:02:29,505 INFO Epoch 19 	 Batch 2799	LR : 0.00000	Top1 Acc.: 96.672	CLS Loss: 0.109	Mixup Loss: 1.243	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.180	Tot. Loss: 1.353
+2025-09-20 19:05:36,463 INFO Epoch 19 	 Batch 2899	LR : 0.00000	Top1 Acc.: 96.766	CLS Loss: 0.121	Mixup Loss: 1.273	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.192	Tot. Loss: 1.394
+2025-09-20 19:08:43,376 INFO Epoch 19 	 Batch 2999	LR : 0.00000	Top1 Acc.: 96.422	CLS Loss: 0.125	Mixup Loss: 1.262	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.195	Tot. Loss: 1.388
+2025-09-20 19:11:50,333 INFO Epoch 19 	 Batch 3099	LR : 0.00000	Top1 Acc.: 96.484	CLS Loss: 0.114	Mixup Loss: 1.249	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.123	Tot. Loss: 1.363
+2025-09-20 19:14:57,262 INFO Epoch 19 	 Batch 3199	LR : 0.00000	Top1 Acc.: 96.719	CLS Loss: 0.109	Mixup Loss: 1.252	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.166	Tot. Loss: 1.361
+2025-09-20 19:18:04,173 INFO Epoch 19 	 Batch 3299	LR : 0.00000	Top1 Acc.: 96.703	CLS Loss: 0.116	Mixup Loss: 1.253	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.152	Tot. Loss: 1.368
+2025-09-20 19:21:11,133 INFO Epoch 19 	 Batch 3399	LR : 0.00000	Top1 Acc.: 96.734	CLS Loss: 0.114	Mixup Loss: 1.249	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.158	Tot. Loss: 1.363
+2025-09-20 19:24:18,065 INFO Epoch 19 	 Batch 3499	LR : 0.00000	Top1 Acc.: 96.969	CLS Loss: 0.101	Mixup Loss: 1.249	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.172	Tot. Loss: 1.350
+2025-09-20 19:27:25,015 INFO Epoch 19 	 Batch 3599	LR : 0.00000	Top1 Acc.: 96.688	CLS Loss: 0.113	Mixup Loss: 1.252	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.171	Tot. Loss: 1.365
+2025-09-20 19:30:31,937 INFO Epoch 19 	 Batch 3699	LR : 0.00000	Top1 Acc.: 96.672	CLS Loss: 0.116	Mixup Loss: 1.236	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.169	Tot. Loss: 1.351
+2025-09-20 19:33:38,857 INFO Epoch 19 	 Batch 3799	LR : 0.00000	Top1 Acc.: 96.188	CLS Loss: 0.124	Mixup Loss: 1.260	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.214	Tot. Loss: 1.384
+2025-09-20 19:36:45,830 INFO Epoch 19 	 Batch 3899	LR : 0.00000	Top1 Acc.: 96.531	CLS Loss: 0.115	Mixup Loss: 1.250	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.178	Tot. Loss: 1.366
+2025-09-20 19:39:52,821 INFO Epoch 19 	 Batch 3999	LR : 0.00000	Top1 Acc.: 97.219	CLS Loss: 0.099	Mixup Loss: 1.229	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.139	Tot. Loss: 1.328
+2025-09-20 19:42:59,810 INFO Epoch 19 	 Batch 4099	LR : 0.00000	Top1 Acc.: 96.531	CLS Loss: 0.114	Mixup Loss: 1.266	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.186	Tot. Loss: 1.380
+2025-09-20 19:46:06,708 INFO Epoch 19 	 Batch 4199	LR : 0.00000	Top1 Acc.: 96.453	CLS Loss: 0.119	Mixup Loss: 1.243	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.176	Tot. Loss: 1.362
+2025-09-20 19:49:13,684 INFO Epoch 19 	 Batch 4299	LR : 0.00000	Top1 Acc.: 96.906	CLS Loss: 0.110	Mixup Loss: 1.250	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.181	Tot. Loss: 1.361
+2025-09-20 19:52:20,673 INFO Epoch 19 	 Batch 4399	LR : 0.00000	Top1 Acc.: 96.766	CLS Loss: 0.113	Mixup Loss: 1.238	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.167	Tot. Loss: 1.352
+2025-09-20 19:55:27,583 INFO Epoch 19 	 Batch 4499	LR : 0.00000	Top1 Acc.: 96.719	CLS Loss: 0.118	Mixup Loss: 1.250	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.144	Tot. Loss: 1.368
+2025-09-20 19:58:34,558 INFO Epoch 19 	 Batch 4599	LR : 0.00000	Top1 Acc.: 96.609	CLS Loss: 0.114	Mixup Loss: 1.219	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.198	Tot. Loss: 1.333
+2025-09-20 20:01:41,519 INFO Epoch 19 	 Batch 4699	LR : 0.00000	Top1 Acc.: 96.781	CLS Loss: 0.109	Mixup Loss: 1.250	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.173	Tot. Loss: 1.359
+2025-09-20 20:04:48,536 INFO Epoch 19 	 Batch 4799	LR : 0.00000	Top1 Acc.: 96.484	CLS Loss: 0.116	Mixup Loss: 1.246	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.175	Tot. Loss: 1.362
+2025-09-20 20:07:55,548 INFO Epoch 19 	 Batch 4899	LR : 0.00000	Top1 Acc.: 96.562	CLS Loss: 0.123	Mixup Loss: 1.257	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.192	Tot. Loss: 1.380
+2025-09-20 20:11:02,449 INFO Epoch 19 	 Batch 4999	LR : 0.00000	Top1 Acc.: 96.734	CLS Loss: 0.109	Mixup Loss: 1.245	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.155	Tot. Loss: 1.355
+2025-09-20 20:17:23,924 INFO ################## 
+ ---> Validation Epoch 19 (Original Model)	Acc.: 81.616	FPR: 58.823	AUROC: 87.648	AUPR: 60.813	AURC: 46.546	EAURC: 28.505	AUPR Succ.: 96.641	ECE: 6.886	NLL: 7.651	Brier: 27.119
+2025-09-20 20:22:56,493 INFO ################## 
+ ---> Validation Epoch 19 (EMA Model)	Acc.: 81.618	FPR: 58.775	AUROC: 87.644	AUPR: 60.808	AURC: 46.565	EAURC: 28.528	AUPR Succ.: 96.638	ECE: 6.887	NLL: 7.651	Brier: 27.115
+2025-09-20 20:22:56,594 INFO ####### --- Training Epoch 20 --- #######
+2025-09-20 20:38:48,377 INFO Epoch 20 	 Batch 99	LR : 0.00000	Top1 Acc.: 96.625	CLS Loss: 0.112	Mixup Loss: 1.265	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.208	Tot. Loss: 1.377
+2025-09-20 20:41:53,843 INFO Epoch 20 	 Batch 199	LR : 0.00000	Top1 Acc.: 96.969	CLS Loss: 0.107	Mixup Loss: 1.253	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.155	Tot. Loss: 1.360
+2025-09-20 20:45:00,147 INFO Epoch 20 	 Batch 299	LR : 0.00000	Top1 Acc.: 96.719	CLS Loss: 0.111	Mixup Loss: 1.251	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.171	Tot. Loss: 1.362
+2025-09-20 20:48:06,827 INFO Epoch 20 	 Batch 399	LR : 0.00000	Top1 Acc.: 96.953	CLS Loss: 0.111	Mixup Loss: 1.238	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.202	Tot. Loss: 1.348
+2025-09-20 20:51:13,581 INFO Epoch 20 	 Batch 499	LR : 0.00000	Top1 Acc.: 96.453	CLS Loss: 0.121	Mixup Loss: 1.263	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.179	Tot. Loss: 1.384
+2025-09-20 20:54:20,341 INFO Epoch 20 	 Batch 599	LR : 0.00000	Top1 Acc.: 96.547	CLS Loss: 0.123	Mixup Loss: 1.256	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.204	Tot. Loss: 1.380
+2025-09-20 20:57:27,125 INFO Epoch 20 	 Batch 699	LR : 0.00000	Top1 Acc.: 96.375	CLS Loss: 0.118	Mixup Loss: 1.258	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.220	Tot. Loss: 1.375
+2025-09-20 21:00:34,065 INFO Epoch 20 	 Batch 799	LR : 0.00000	Top1 Acc.: 96.594	CLS Loss: 0.125	Mixup Loss: 1.266	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.172	Tot. Loss: 1.391
+2025-09-20 21:03:40,925 INFO Epoch 20 	 Batch 899	LR : 0.00000	Top1 Acc.: 96.656	CLS Loss: 0.112	Mixup Loss: 1.265	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.164	Tot. Loss: 1.377
+2025-09-20 21:06:47,732 INFO Epoch 20 	 Batch 999	LR : 0.00000	Top1 Acc.: 96.781	CLS Loss: 0.112	Mixup Loss: 1.255	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.166	Tot. Loss: 1.368
+2025-09-20 21:09:54,566 INFO Epoch 20 	 Batch 1099	LR : 0.00000	Top1 Acc.: 96.297	CLS Loss: 0.117	Mixup Loss: 1.261	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.161	Tot. Loss: 1.378
+2025-09-20 21:13:01,497 INFO Epoch 20 	 Batch 1199	LR : 0.00000	Top1 Acc.: 96.766	CLS Loss: 0.113	Mixup Loss: 1.253	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.188	Tot. Loss: 1.366
+2025-09-20 21:16:08,408 INFO Epoch 20 	 Batch 1299	LR : 0.00000	Top1 Acc.: 96.734	CLS Loss: 0.112	Mixup Loss: 1.248	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.171	Tot. Loss: 1.360
+2025-09-20 21:19:15,295 INFO Epoch 20 	 Batch 1399	LR : 0.00000	Top1 Acc.: 96.750	CLS Loss: 0.103	Mixup Loss: 1.222	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.140	Tot. Loss: 1.326
+2025-09-20 21:22:22,168 INFO Epoch 20 	 Batch 1499	LR : 0.00000	Top1 Acc.: 96.547	CLS Loss: 0.119	Mixup Loss: 1.246	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.197	Tot. Loss: 1.365
+2025-09-20 21:25:29,018 INFO Epoch 20 	 Batch 1599	LR : 0.00000	Top1 Acc.: 96.438	CLS Loss: 0.118	Mixup Loss: 1.244	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.154	Tot. Loss: 1.361
+2025-09-20 21:28:35,844 INFO Epoch 20 	 Batch 1699	LR : 0.00000	Top1 Acc.: 96.906	CLS Loss: 0.118	Mixup Loss: 1.246	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.159	Tot. Loss: 1.364
+2025-09-20 21:31:42,668 INFO Epoch 20 	 Batch 1799	LR : 0.00000	Top1 Acc.: 96.531	CLS Loss: 0.119	Mixup Loss: 1.248	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.171	Tot. Loss: 1.368
+2025-09-20 21:34:49,522 INFO Epoch 20 	 Batch 1899	LR : 0.00000	Top1 Acc.: 96.344	CLS Loss: 0.118	Mixup Loss: 1.259	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.189	Tot. Loss: 1.376
+2025-09-20 21:37:56,351 INFO Epoch 20 	 Batch 1999	LR : 0.00000	Top1 Acc.: 97.000	CLS Loss: 0.108	Mixup Loss: 1.235	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.182	Tot. Loss: 1.343
+2025-09-20 21:41:03,153 INFO Epoch 20 	 Batch 2099	LR : 0.00000	Top1 Acc.: 96.312	CLS Loss: 0.122	Mixup Loss: 1.258	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.164	Tot. Loss: 1.380
+2025-09-20 21:44:09,994 INFO Epoch 20 	 Batch 2199	LR : 0.00000	Top1 Acc.: 96.828	CLS Loss: 0.109	Mixup Loss: 1.245	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.184	Tot. Loss: 1.354
+2025-09-20 21:47:16,882 INFO Epoch 20 	 Batch 2299	LR : 0.00000	Top1 Acc.: 96.797	CLS Loss: 0.115	Mixup Loss: 1.271	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.183	Tot. Loss: 1.386
+2025-09-20 21:50:23,751 INFO Epoch 20 	 Batch 2399	LR : 0.00000	Top1 Acc.: 96.891	CLS Loss: 0.109	Mixup Loss: 1.232	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.139	Tot. Loss: 1.341
+2025-09-20 21:53:30,608 INFO Epoch 20 	 Batch 2499	LR : 0.00000	Top1 Acc.: 96.766	CLS Loss: 0.118	Mixup Loss: 1.268	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.165	Tot. Loss: 1.386
+2025-09-20 21:56:37,493 INFO Epoch 20 	 Batch 2599	LR : 0.00000	Top1 Acc.: 96.703	CLS Loss: 0.111	Mixup Loss: 1.257	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.167	Tot. Loss: 1.367
+2025-09-20 21:59:44,355 INFO Epoch 20 	 Batch 2699	LR : 0.00000	Top1 Acc.: 96.875	CLS Loss: 0.107	Mixup Loss: 1.255	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.199	Tot. Loss: 1.362
+2025-09-20 22:02:51,196 INFO Epoch 20 	 Batch 2799	LR : 0.00000	Top1 Acc.: 96.672	CLS Loss: 0.110	Mixup Loss: 1.243	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.177	Tot. Loss: 1.353
+2025-09-20 22:05:58,081 INFO Epoch 20 	 Batch 2899	LR : 0.00000	Top1 Acc.: 96.797	CLS Loss: 0.121	Mixup Loss: 1.270	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.179	Tot. Loss: 1.391
+2025-09-20 22:09:04,952 INFO Epoch 20 	 Batch 2999	LR : 0.00000	Top1 Acc.: 96.500	CLS Loss: 0.124	Mixup Loss: 1.263	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.177	Tot. Loss: 1.387
+2025-09-20 22:12:11,798 INFO Epoch 20 	 Batch 3099	LR : 0.00000	Top1 Acc.: 96.484	CLS Loss: 0.115	Mixup Loss: 1.240	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.154	Tot. Loss: 1.355
+2025-09-20 22:15:18,651 INFO Epoch 20 	 Batch 3199	LR : 0.00000	Top1 Acc.: 96.609	CLS Loss: 0.110	Mixup Loss: 1.247	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.175	Tot. Loss: 1.357
+2025-09-20 22:18:25,459 INFO Epoch 20 	 Batch 3299	LR : 0.00000	Top1 Acc.: 96.844	CLS Loss: 0.115	Mixup Loss: 1.255	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.206	Tot. Loss: 1.370
+2025-09-20 22:21:32,217 INFO Epoch 20 	 Batch 3399	LR : 0.00000	Top1 Acc.: 96.703	CLS Loss: 0.115	Mixup Loss: 1.262	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.145	Tot. Loss: 1.377
+2025-09-20 22:24:39,082 INFO Epoch 20 	 Batch 3499	LR : 0.00000	Top1 Acc.: 96.938	CLS Loss: 0.101	Mixup Loss: 1.253	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.200	Tot. Loss: 1.355
+2025-09-20 22:27:45,999 INFO Epoch 20 	 Batch 3599	LR : 0.00000	Top1 Acc.: 96.562	CLS Loss: 0.114	Mixup Loss: 1.261	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.155	Tot. Loss: 1.375
+2025-09-20 22:30:52,916 INFO Epoch 20 	 Batch 3699	LR : 0.00000	Top1 Acc.: 96.609	CLS Loss: 0.115	Mixup Loss: 1.242	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.183	Tot. Loss: 1.357
+2025-09-20 22:33:59,792 INFO Epoch 20 	 Batch 3799	LR : 0.00000	Top1 Acc.: 96.094	CLS Loss: 0.123	Mixup Loss: 1.270	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.195	Tot. Loss: 1.393
+2025-09-20 22:37:06,643 INFO Epoch 20 	 Batch 3899	LR : 0.00000	Top1 Acc.: 96.672	CLS Loss: 0.115	Mixup Loss: 1.264	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.206	Tot. Loss: 1.379
+2025-09-20 22:40:13,547 INFO Epoch 20 	 Batch 3999	LR : 0.00000	Top1 Acc.: 97.156	CLS Loss: 0.101	Mixup Loss: 1.232	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.179	Tot. Loss: 1.332
+2025-09-20 22:43:20,546 INFO Epoch 20 	 Batch 4099	LR : 0.00000	Top1 Acc.: 96.562	CLS Loss: 0.114	Mixup Loss: 1.265	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.187	Tot. Loss: 1.380
+2025-09-20 22:46:27,431 INFO Epoch 20 	 Batch 4199	LR : 0.00000	Top1 Acc.: 96.562	CLS Loss: 0.120	Mixup Loss: 1.266	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.199	Tot. Loss: 1.386
+2025-09-20 22:49:34,296 INFO Epoch 20 	 Batch 4299	LR : 0.00000	Top1 Acc.: 97.000	CLS Loss: 0.110	Mixup Loss: 1.252	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.175	Tot. Loss: 1.362
+2025-09-20 22:52:41,210 INFO Epoch 20 	 Batch 4399	LR : 0.00000	Top1 Acc.: 96.703	CLS Loss: 0.112	Mixup Loss: 1.252	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.157	Tot. Loss: 1.364
+2025-09-20 22:55:48,025 INFO Epoch 20 	 Batch 4499	LR : 0.00000	Top1 Acc.: 96.625	CLS Loss: 0.118	Mixup Loss: 1.238	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.186	Tot. Loss: 1.356
+2025-09-20 22:58:54,942 INFO Epoch 20 	 Batch 4599	LR : 0.00000	Top1 Acc.: 96.594	CLS Loss: 0.115	Mixup Loss: 1.236	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.131	Tot. Loss: 1.351
+2025-09-20 23:02:01,878 INFO Epoch 20 	 Batch 4699	LR : 0.00000	Top1 Acc.: 96.828	CLS Loss: 0.110	Mixup Loss: 1.255	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.184	Tot. Loss: 1.364
+2025-09-20 23:05:08,797 INFO Epoch 20 	 Batch 4799	LR : 0.00000	Top1 Acc.: 96.625	CLS Loss: 0.116	Mixup Loss: 1.258	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.168	Tot. Loss: 1.373
+2025-09-20 23:08:15,676 INFO Epoch 20 	 Batch 4899	LR : 0.00000	Top1 Acc.: 96.578	CLS Loss: 0.122	Mixup Loss: 1.255	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.215	Tot. Loss: 1.378
+2025-09-20 23:11:22,502 INFO Epoch 20 	 Batch 4999	LR : 0.00000	Top1 Acc.: 96.641	CLS Loss: 0.110	Mixup Loss: 1.234	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.171	Tot. Loss: 1.344
+2025-09-20 23:16:51,120 INFO ################## 
+ ---> Validation Epoch 20 (Original Model)	Acc.: 81.614	FPR: 58.795	AUROC: 87.650	AUPR: 60.823	AURC: 46.549	EAURC: 28.503	AUPR Succ.: 96.641	ECE: 6.889	NLL: 7.651	Brier: 27.119
+2025-09-20 23:21:58,297 INFO ################## 
+ ---> Validation Epoch 20 (EMA Model)	Acc.: 81.614	FPR: 58.795	AUROC: 87.650	AUPR: 60.829	AURC: 46.566	EAURC: 28.521	AUPR Succ.: 96.639	ECE: 6.891	NLL: 7.651	Brier: 27.116
+2025-09-20 23:21:59,638 INFO ####### --- Training Epoch 21 --- #######
+2025-09-20 23:37:31,797 INFO Epoch 21 	 Batch 99	LR : 0.00000	Top1 Acc.: 96.578	CLS Loss: 0.112	Mixup Loss: 1.269	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.198	Tot. Loss: 1.381
+2025-09-20 23:40:37,230 INFO Epoch 21 	 Batch 199	LR : 0.00000	Top1 Acc.: 96.953	CLS Loss: 0.107	Mixup Loss: 1.245	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.179	Tot. Loss: 1.353
+2025-09-20 23:43:43,529 INFO Epoch 21 	 Batch 299	LR : 0.00000	Top1 Acc.: 96.562	CLS Loss: 0.112	Mixup Loss: 1.266	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.144	Tot. Loss: 1.378
+2025-09-20 23:46:50,227 INFO Epoch 21 	 Batch 399	LR : 0.00000	Top1 Acc.: 96.984	CLS Loss: 0.112	Mixup Loss: 1.244	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.213	Tot. Loss: 1.355
+2025-09-20 23:49:56,987 INFO Epoch 21 	 Batch 499	LR : 0.00000	Top1 Acc.: 96.562	CLS Loss: 0.120	Mixup Loss: 1.264	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.223	Tot. Loss: 1.384
+2025-09-20 23:53:03,902 INFO Epoch 21 	 Batch 599	LR : 0.00000	Top1 Acc.: 96.516	CLS Loss: 0.123	Mixup Loss: 1.247	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.198	Tot. Loss: 1.370
+2025-09-20 23:56:10,737 INFO Epoch 21 	 Batch 699	LR : 0.00000	Top1 Acc.: 96.375	CLS Loss: 0.117	Mixup Loss: 1.252	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.145	Tot. Loss: 1.369
+2025-09-20 23:59:17,624 INFO Epoch 21 	 Batch 799	LR : 0.00000	Top1 Acc.: 96.656	CLS Loss: 0.125	Mixup Loss: 1.246	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.160	Tot. Loss: 1.371
+2025-09-21 00:02:24,588 INFO Epoch 21 	 Batch 899	LR : 0.00000	Top1 Acc.: 96.719	CLS Loss: 0.111	Mixup Loss: 1.255	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.137	Tot. Loss: 1.366
+2025-09-21 00:05:31,389 INFO Epoch 21 	 Batch 999	LR : 0.00000	Top1 Acc.: 96.656	CLS Loss: 0.111	Mixup Loss: 1.257	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.136	Tot. Loss: 1.368
+2025-09-21 00:08:38,219 INFO Epoch 21 	 Batch 1099	LR : 0.00000	Top1 Acc.: 96.188	CLS Loss: 0.117	Mixup Loss: 1.243	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.231	Tot. Loss: 1.360
+2025-09-21 00:11:45,072 INFO Epoch 21 	 Batch 1199	LR : 0.00000	Top1 Acc.: 96.766	CLS Loss: 0.114	Mixup Loss: 1.253	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.216	Tot. Loss: 1.367
+2025-09-21 00:14:51,933 INFO Epoch 21 	 Batch 1299	LR : 0.00000	Top1 Acc.: 96.703	CLS Loss: 0.112	Mixup Loss: 1.253	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.183	Tot. Loss: 1.365
+2025-09-21 00:17:58,814 INFO Epoch 21 	 Batch 1399	LR : 0.00000	Top1 Acc.: 96.781	CLS Loss: 0.104	Mixup Loss: 1.225	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.114	Tot. Loss: 1.329
+2025-09-21 00:21:05,692 INFO Epoch 21 	 Batch 1499	LR : 0.00000	Top1 Acc.: 96.625	CLS Loss: 0.118	Mixup Loss: 1.258	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.161	Tot. Loss: 1.377
+2025-09-21 00:24:12,541 INFO Epoch 21 	 Batch 1599	LR : 0.00000	Top1 Acc.: 96.516	CLS Loss: 0.119	Mixup Loss: 1.255	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.182	Tot. Loss: 1.374
+2025-09-21 00:27:19,395 INFO Epoch 21 	 Batch 1699	LR : 0.00000	Top1 Acc.: 96.828	CLS Loss: 0.119	Mixup Loss: 1.246	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.164	Tot. Loss: 1.364
+2025-09-21 00:30:26,298 INFO Epoch 21 	 Batch 1799	LR : 0.00000	Top1 Acc.: 96.547	CLS Loss: 0.118	Mixup Loss: 1.238	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.144	Tot. Loss: 1.356
+2025-09-21 00:33:33,204 INFO Epoch 21 	 Batch 1899	LR : 0.00000	Top1 Acc.: 96.406	CLS Loss: 0.117	Mixup Loss: 1.258	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.189	Tot. Loss: 1.375
+2025-09-21 00:36:40,035 INFO Epoch 21 	 Batch 1999	LR : 0.00000	Top1 Acc.: 97.016	CLS Loss: 0.108	Mixup Loss: 1.234	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.150	Tot. Loss: 1.341
+2025-09-21 00:39:46,910 INFO Epoch 21 	 Batch 2099	LR : 0.00000	Top1 Acc.: 96.328	CLS Loss: 0.122	Mixup Loss: 1.259	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.163	Tot. Loss: 1.381
+2025-09-21 00:42:53,745 INFO Epoch 21 	 Batch 2199	LR : 0.00000	Top1 Acc.: 96.766	CLS Loss: 0.110	Mixup Loss: 1.247	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.142	Tot. Loss: 1.357
+2025-09-21 00:46:00,584 INFO Epoch 21 	 Batch 2299	LR : 0.00000	Top1 Acc.: 96.734	CLS Loss: 0.116	Mixup Loss: 1.261	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.153	Tot. Loss: 1.377
+2025-09-21 00:49:07,436 INFO Epoch 21 	 Batch 2399	LR : 0.00000	Top1 Acc.: 96.984	CLS Loss: 0.108	Mixup Loss: 1.240	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.152	Tot. Loss: 1.348
+2025-09-21 00:52:14,324 INFO Epoch 21 	 Batch 2499	LR : 0.00000	Top1 Acc.: 96.734	CLS Loss: 0.120	Mixup Loss: 1.273	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.169	Tot. Loss: 1.393
+2025-09-21 00:55:21,048 INFO Epoch 21 	 Batch 2599	LR : 0.00000	Top1 Acc.: 96.750	CLS Loss: 0.109	Mixup Loss: 1.266	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.185	Tot. Loss: 1.375
+2025-09-21 00:58:27,916 INFO Epoch 21 	 Batch 2699	LR : 0.00000	Top1 Acc.: 96.828	CLS Loss: 0.108	Mixup Loss: 1.248	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.156	Tot. Loss: 1.356
+2025-09-21 01:01:34,864 INFO Epoch 21 	 Batch 2799	LR : 0.00000	Top1 Acc.: 96.578	CLS Loss: 0.110	Mixup Loss: 1.249	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.158	Tot. Loss: 1.360
+2025-09-21 01:04:41,759 INFO Epoch 21 	 Batch 2899	LR : 0.00000	Top1 Acc.: 96.828	CLS Loss: 0.121	Mixup Loss: 1.272	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.201	Tot. Loss: 1.393
+2025-09-21 01:07:48,616 INFO Epoch 21 	 Batch 2999	LR : 0.00000	Top1 Acc.: 96.406	CLS Loss: 0.125	Mixup Loss: 1.274	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.184	Tot. Loss: 1.400
+2025-09-21 01:10:55,428 INFO Epoch 21 	 Batch 3099	LR : 0.00000	Top1 Acc.: 96.469	CLS Loss: 0.114	Mixup Loss: 1.237	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.142	Tot. Loss: 1.351
+2025-09-21 01:14:02,225 INFO Epoch 21 	 Batch 3199	LR : 0.00000	Top1 Acc.: 96.672	CLS Loss: 0.109	Mixup Loss: 1.243	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.180	Tot. Loss: 1.351
+2025-09-21 01:17:09,077 INFO Epoch 21 	 Batch 3299	LR : 0.00000	Top1 Acc.: 96.703	CLS Loss: 0.115	Mixup Loss: 1.259	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.192	Tot. Loss: 1.374
+2025-09-21 01:20:15,893 INFO Epoch 21 	 Batch 3399	LR : 0.00000	Top1 Acc.: 96.703	CLS Loss: 0.115	Mixup Loss: 1.248	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.180	Tot. Loss: 1.363
+2025-09-21 01:23:22,774 INFO Epoch 21 	 Batch 3499	LR : 0.00000	Top1 Acc.: 97.078	CLS Loss: 0.101	Mixup Loss: 1.248	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.170	Tot. Loss: 1.349
+2025-09-21 01:26:29,658 INFO Epoch 21 	 Batch 3599	LR : 0.00000	Top1 Acc.: 96.641	CLS Loss: 0.114	Mixup Loss: 1.254	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.183	Tot. Loss: 1.368
+2025-09-21 01:29:36,501 INFO Epoch 21 	 Batch 3699	LR : 0.00000	Top1 Acc.: 96.656	CLS Loss: 0.115	Mixup Loss: 1.238	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.164	Tot. Loss: 1.353
+2025-09-21 01:32:43,335 INFO Epoch 21 	 Batch 3799	LR : 0.00000	Top1 Acc.: 96.047	CLS Loss: 0.125	Mixup Loss: 1.272	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.184	Tot. Loss: 1.397
+2025-09-21 01:35:50,203 INFO Epoch 21 	 Batch 3899	LR : 0.00000	Top1 Acc.: 96.656	CLS Loss: 0.116	Mixup Loss: 1.237	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.184	Tot. Loss: 1.353
+2025-09-21 01:38:57,066 INFO Epoch 21 	 Batch 3999	LR : 0.00000	Top1 Acc.: 97.062	CLS Loss: 0.099	Mixup Loss: 1.233	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.169	Tot. Loss: 1.332
+2025-09-21 01:42:03,899 INFO Epoch 21 	 Batch 4099	LR : 0.00000	Top1 Acc.: 96.672	CLS Loss: 0.114	Mixup Loss: 1.267	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.201	Tot. Loss: 1.381
+2025-09-21 01:45:10,742 INFO Epoch 21 	 Batch 4199	LR : 0.00000	Top1 Acc.: 96.500	CLS Loss: 0.119	Mixup Loss: 1.256	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.163	Tot. Loss: 1.374
+2025-09-21 01:48:17,578 INFO Epoch 21 	 Batch 4299	LR : 0.00000	Top1 Acc.: 96.969	CLS Loss: 0.110	Mixup Loss: 1.252	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.185	Tot. Loss: 1.362
+2025-09-21 01:51:24,443 INFO Epoch 21 	 Batch 4399	LR : 0.00000	Top1 Acc.: 96.703	CLS Loss: 0.112	Mixup Loss: 1.234	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.193	Tot. Loss: 1.346
+2025-09-21 01:54:31,311 INFO Epoch 21 	 Batch 4499	LR : 0.00000	Top1 Acc.: 96.766	CLS Loss: 0.118	Mixup Loss: 1.254	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.185	Tot. Loss: 1.371
+2025-09-21 01:57:38,187 INFO Epoch 21 	 Batch 4599	LR : 0.00000	Top1 Acc.: 96.672	CLS Loss: 0.114	Mixup Loss: 1.224	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.173	Tot. Loss: 1.338
+2025-09-21 02:00:45,180 INFO Epoch 21 	 Batch 4699	LR : 0.00000	Top1 Acc.: 96.844	CLS Loss: 0.107	Mixup Loss: 1.245	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.176	Tot. Loss: 1.352
+2025-09-21 02:03:52,089 INFO Epoch 21 	 Batch 4799	LR : 0.00000	Top1 Acc.: 96.578	CLS Loss: 0.116	Mixup Loss: 1.243	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.173	Tot. Loss: 1.360
+2025-09-21 02:06:59,001 INFO Epoch 21 	 Batch 4899	LR : 0.00000	Top1 Acc.: 96.594	CLS Loss: 0.122	Mixup Loss: 1.258	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.184	Tot. Loss: 1.380
+2025-09-21 02:10:05,920 INFO Epoch 21 	 Batch 4999	LR : 0.00000	Top1 Acc.: 96.672	CLS Loss: 0.109	Mixup Loss: 1.253	CRL Loss: 0.000	CutMix Loss: 0.000	PixMix Loss: 1.168	Tot. Loss: 1.362
+2025-09-21 02:14:29,722 INFO ################## 
+ ---> Validation Epoch 21 (Original Model)	Acc.: 81.612	FPR: 58.777	AUROC: 87.653	AUPR: 60.841	AURC: 46.551	EAURC: 28.502	AUPR Succ.: 96.641	ECE: 6.894	NLL: 7.651	Brier: 27.119
+2025-09-21 02:18:34,882 INFO ################## 
+ ---> Validation Epoch 21 (EMA Model)	Acc.: 81.612	FPR: 58.799	AUROC: 87.652	AUPR: 60.839	AURC: 46.567	EAURC: 28.518	AUPR Succ.: 96.639	ECE: 6.893	NLL: 7.651	Brier: 27.115