run.log

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