/home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torch/distributed/launch.py:178: FutureWarning: The module torch.distributed.launch is deprecated and will be removed in future. Use torchrun. Note that --use_env is set by default in torchrun. If your script expects `--local_rank` argument to be set, please change it to read from `os.environ['LOCAL_RANK']` instead. See https://pytorch.org/docs/stable/distributed.html#launch-utility for further instructions warnings.warn( WARNING:torch.distributed.run: ***************************************** Setting OMP_NUM_THREADS environment variable for each process to be 1 in default, to avoid your system being overloaded, please further tune the variable for optimal performance in your application as needed. ***************************************** /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/timm/models/layers/__init__.py:48: FutureWarning: Importing from timm.models.layers is deprecated, please import via timm.layers warnings.warn(f"Importing from {__name__} is deprecated, please import via timm.layers", FutureWarning) /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/timm/models/layers/__init__.py:48: FutureWarning: Importing from timm.models.layers is deprecated, please import via timm.layers warnings.warn(f"Importing from {__name__} is deprecated, please import via timm.layers", FutureWarning) /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/timm/models/layers/__init__.py:48: FutureWarning: Importing from timm.models.layers is deprecated, please import via timm.layers warnings.warn(f"Importing from {__name__} is deprecated, please import via timm.layers", FutureWarning) /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/timm/models/layers/__init__.py:48: FutureWarning: Importing from timm.models.layers is deprecated, please import via timm.layers warnings.warn(f"Importing from {__name__} is deprecated, please import via timm.layers", FutureWarning) RANK and WORLD_SIZE in environment: 1/4 RANK and WORLD_SIZE in environment: 2/4 RANK and WORLD_SIZE in environment: 0/4 RANK and WORLD_SIZE in environment: 3/4 Image size: 480 loading dataset refcocog into memory... creating index... index created. DONE (t=8.18s) loading dataset refcocog into memory... creating index... index created. DONE (t=6.54s) /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torch/functional.py:478: UserWarning: torch.meshgrid: in an upcoming release, it will be required to pass the indexing argument. (Triggered internally at ../aten/src/ATen/native/TensorShape.cpp:2894.) return _VF.meshgrid(tensors, **kwargs) # type: ignore[attr-defined] /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torch/functional.py:478: UserWarning: torch.meshgrid: in an upcoming release, it will be required to pass the indexing argument. (Triggered internally at ../aten/src/ATen/native/TensorShape.cpp:2894.) return _VF.meshgrid(tensors, **kwargs) # type: ignore[attr-defined] local rank 0 / global rank 0 successfully built train dataset. lavt_one Window size 12! /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torch/functional.py:478: UserWarning: torch.meshgrid: in an upcoming release, it will be required to pass the indexing argument. (Triggered internally at ../aten/src/ATen/native/TensorShape.cpp:2894.) return _VF.meshgrid(tensors, **kwargs) # type: ignore[attr-defined] /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torch/functional.py:478: UserWarning: torch.meshgrid: in an upcoming release, it will be required to pass the indexing argument. (Triggered internally at ../aten/src/ATen/native/TensorShape.cpp:2894.) return _VF.meshgrid(tensors, **kwargs) # type: ignore[attr-defined] Initializing Multi-modal Swin Transformer weights from ./pretrained_weights/swin_base_patch4_window12_384_22k.pth /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( Epoch: [0] [ 0/1319] eta: 10:54:59 lr: 4.9999147080313756e-05 loss: 0.7529 (0.7529) time: 29.7952 data: 6.7522 max mem: 20156 Epoch: [0] [ 10/1319] eta: 2:05:27 lr: 4.999061779453083e-05 loss: 0.5984 (0.6214) time: 5.7503 data: 0.6223 max mem: 28287 Epoch: [0] [ 20/1319] eta: 1:39:38 lr: 4.9982088347050674e-05 loss: 0.4711 (0.5108) time: 3.3427 data: 0.0079 max mem: 28287 Epoch: [0] [ 30/1319] eta: 1:30:24 lr: 4.9973558737839576e-05 loss: 0.3432 (0.4513) time: 3.3600 data: 0.0070 max mem: 28287 Epoch: [0] [ 40/1319] eta: 1:25:24 lr: 4.9965028966863786e-05 loss: 0.2950 (0.4112) time: 3.3808 data: 0.0076 max mem: 29995 Epoch: [0] [ 50/1319] eta: 1:22:11 lr: 4.995649903408956e-05 loss: 0.2810 (0.3949) time: 3.3865 data: 0.0075 max mem: 29995 Epoch: [0] [ 60/1319] eta: 1:19:40 lr: 4.9947968939483133e-05 loss: 0.3270 (0.3890) time: 3.3687 data: 0.0076 max mem: 29995 Epoch: [0] [ 70/1319] eta: 1:17:51 lr: 4.993943868301072e-05 loss: 0.3065 (0.3790) time: 3.3688 data: 0.0081 max mem: 31676 Epoch: [0] [ 80/1319] eta: 1:16:20 lr: 4.993090826463852e-05 loss: 0.2842 (0.3647) time: 3.3909 data: 0.0080 max mem: 31676 Epoch: [0] [ 90/1319] eta: 1:15:07 lr: 4.9922377684332736e-05 loss: 0.2471 (0.3542) time: 3.4093 data: 0.0078 max mem: 31676 Epoch: [0] [ 100/1319] eta: 1:13:54 lr: 4.991384694205954e-05 loss: 0.2443 (0.3457) time: 3.3980 data: 0.0075 max mem: 31676 Epoch: [0] [ 110/1319] eta: 1:12:53 lr: 4.990531603778512e-05 loss: 0.2748 (0.3432) time: 3.3874 data: 0.0074 max mem: 31676 Epoch: [0] [ 120/1319] eta: 1:11:53 lr: 4.98967849714756e-05 loss: 0.2770 (0.3369) time: 3.3960 data: 0.0075 max mem: 31676 Epoch: [0] [ 130/1319] eta: 1:10:57 lr: 4.988825374309713e-05 loss: 0.2614 (0.3331) time: 3.3791 data: 0.0073 max mem: 31676 Epoch: [0] [ 140/1319] eta: 1:10:04 lr: 4.987972235261584e-05 loss: 0.2736 (0.3276) time: 3.3756 data: 0.0074 max mem: 31676 Epoch: [0] [ 150/1319] eta: 1:09:12 lr: 4.987119079999784e-05 loss: 0.2451 (0.3248) time: 3.3660 data: 0.0076 max mem: 31676 Epoch: [0] [ 160/1319] eta: 1:08:23 lr: 4.986265908520923e-05 loss: 0.2435 (0.3202) time: 3.3559 data: 0.0075 max mem: 31676 Epoch: [0] [ 170/1319] eta: 1:07:35 lr: 4.985412720821609e-05 loss: 0.2435 (0.3177) time: 3.3595 data: 0.0073 max mem: 31676 Epoch: [0] [ 180/1319] eta: 1:06:52 lr: 4.984559516898449e-05 loss: 0.2489 (0.3132) time: 3.3840 data: 0.0076 max mem: 31677 Epoch: [0] [ 190/1319] eta: 1:06:06 lr: 4.98370629674805e-05 loss: 0.2489 (0.3104) time: 3.3736 data: 0.0079 max mem: 31677 Epoch: [0] [ 200/1319] eta: 1:05:26 lr: 4.982853060367015e-05 loss: 0.2584 (0.3078) time: 3.3816 data: 0.0077 max mem: 31677 Epoch: [0] [ 210/1319] eta: 1:04:45 lr: 4.9819998077519475e-05 loss: 0.2406 (0.3060) time: 3.4061 data: 0.0075 max mem: 31677 Epoch: [0] [ 220/1319] eta: 1:04:04 lr: 4.98114653889945e-05 loss: 0.2233 (0.3025) time: 3.3864 data: 0.0075 max mem: 31677 Epoch: [0] [ 230/1319] eta: 1:03:24 lr: 4.980293253806122e-05 loss: 0.2322 (0.3006) time: 3.3898 data: 0.0074 max mem: 31677 Epoch: [0] [ 240/1319] eta: 1:02:42 lr: 4.9794399524685624e-05 loss: 0.2375 (0.2990) time: 3.3738 data: 0.0074 max mem: 31677 Epoch: [0] [ 250/1319] eta: 1:02:05 lr: 4.97858663488337e-05 loss: 0.2377 (0.2966) time: 3.3886 data: 0.0075 max mem: 31677 Epoch: [0] [ 260/1319] eta: 1:01:27 lr: 4.977733301047139e-05 loss: 0.2253 (0.2935) time: 3.4112 data: 0.0076 max mem: 31677 Epoch: [0] [ 270/1319] eta: 1:00:49 lr: 4.9768799509564675e-05 loss: 0.2287 (0.2923) time: 3.4058 data: 0.0078 max mem: 31677 Epoch: [0] [ 280/1319] eta: 1:00:11 lr: 4.976026584607946e-05 loss: 0.2287 (0.2901) time: 3.3974 data: 0.0078 max mem: 31677 Epoch: [0] [ 290/1319] eta: 0:59:33 lr: 4.9751732019981684e-05 loss: 0.2436 (0.2898) time: 3.3872 data: 0.0075 max mem: 31677 Epoch: [0] [ 300/1319] eta: 0:58:56 lr: 4.974319803123725e-05 loss: 0.2570 (0.2893) time: 3.3946 data: 0.0075 max mem: 31677 Epoch: [0] [ 310/1319] eta: 0:58:18 lr: 4.973466387981205e-05 loss: 0.2736 (0.2892) time: 3.3930 data: 0.0075 max mem: 31677 Epoch: [0] [ 320/1319] eta: 0:57:42 lr: 4.972612956567197e-05 loss: 0.2736 (0.2882) time: 3.3967 data: 0.0075 max mem: 31677 Epoch: [0] [ 330/1319] eta: 0:57:04 lr: 4.971759508878288e-05 loss: 0.2364 (0.2869) time: 3.3773 data: 0.0076 max mem: 31677 Epoch: [0] [ 340/1319] eta: 0:56:27 lr: 4.970906044911062e-05 loss: 0.2407 (0.2862) time: 3.3671 data: 0.0074 max mem: 31677 Epoch: [0] [ 350/1319] eta: 0:55:51 lr: 4.970052564662105e-05 loss: 0.2388 (0.2848) time: 3.3967 data: 0.0076 max mem: 31677 Epoch: [0] [ 360/1319] eta: 0:55:14 lr: 4.9691990681279974e-05 loss: 0.2185 (0.2833) time: 3.4007 data: 0.0078 max mem: 31677 Epoch: [0] [ 370/1319] eta: 0:54:39 lr: 4.9683455553053225e-05 loss: 0.2323 (0.2822) time: 3.4044 data: 0.0077 max mem: 31677 Epoch: [0] [ 380/1319] eta: 0:54:03 lr: 4.9674920261906595e-05 loss: 0.2137 (0.2804) time: 3.4059 data: 0.0077 max mem: 31677 Epoch: [0] [ 390/1319] eta: 0:53:27 lr: 4.966638480780586e-05 loss: 0.1989 (0.2788) time: 3.3888 data: 0.0077 max mem: 31677 Epoch: [0] [ 400/1319] eta: 0:52:51 lr: 4.9657849190716805e-05 loss: 0.2263 (0.2782) time: 3.3919 data: 0.0077 max mem: 31677 Epoch: [0] [ 410/1319] eta: 0:52:15 lr: 4.964931341060517e-05 loss: 0.2263 (0.2771) time: 3.3952 data: 0.0076 max mem: 31677 Epoch: [0] [ 420/1319] eta: 0:51:39 lr: 4.964077746743672e-05 loss: 0.2271 (0.2763) time: 3.3924 data: 0.0078 max mem: 31677 Epoch: [0] [ 430/1319] eta: 0:51:04 lr: 4.963224136117718e-05 loss: 0.2352 (0.2754) time: 3.3984 data: 0.0077 max mem: 31677 Epoch: [0] [ 440/1319] eta: 0:50:28 lr: 4.962370509179226e-05 loss: 0.2355 (0.2746) time: 3.3779 data: 0.0075 max mem: 31677 Epoch: [0] [ 450/1319] eta: 0:49:52 lr: 4.9615168659247665e-05 loss: 0.2274 (0.2733) time: 3.3771 data: 0.0075 max mem: 31677 Epoch: [0] [ 460/1319] eta: 0:49:16 lr: 4.960663206350908e-05 loss: 0.2095 (0.2721) time: 3.3709 data: 0.0077 max mem: 31677 Epoch: [0] [ 470/1319] eta: 0:48:39 lr: 4.959809530454219e-05 loss: 0.2095 (0.2707) time: 3.3308 data: 0.0078 max mem: 31677 Epoch: [0] [ 480/1319] eta: 0:48:04 lr: 4.958955838231264e-05 loss: 0.2132 (0.2697) time: 3.3518 data: 0.0080 max mem: 33368 Epoch: [0] [ 490/1319] eta: 0:47:29 lr: 4.9581021296786104e-05 loss: 0.2132 (0.2686) time: 3.3994 data: 0.0079 max mem: 33368 Epoch: [0] [ 500/1319] eta: 0:46:54 lr: 4.957248404792819e-05 loss: 0.2039 (0.2676) time: 3.3997 data: 0.0077 max mem: 33368 Epoch: [0] [ 510/1319] eta: 0:46:18 lr: 4.956394663570453e-05 loss: 0.2062 (0.2668) time: 3.3709 data: 0.0077 max mem: 33368 Epoch: [0] [ 520/1319] eta: 0:45:42 lr: 4.955540906008073e-05 loss: 0.2189 (0.2658) time: 3.3430 data: 0.0078 max mem: 33368 Epoch: [0] [ 530/1319] eta: 0:45:07 lr: 4.954687132102238e-05 loss: 0.2013 (0.2647) time: 3.3575 data: 0.0078 max mem: 33368 Epoch: [0] [ 540/1319] eta: 0:44:32 lr: 4.9538333418495056e-05 loss: 0.2013 (0.2638) time: 3.3873 data: 0.0077 max mem: 33368 Epoch: [0] [ 550/1319] eta: 0:43:58 lr: 4.952979535246434e-05 loss: 0.2235 (0.2637) time: 3.3917 data: 0.0076 max mem: 33368 Epoch: [0] [ 560/1319] eta: 0:43:22 lr: 4.952125712289576e-05 loss: 0.2256 (0.2632) time: 3.3837 data: 0.0075 max mem: 33368 Epoch: [0] [ 570/1319] eta: 0:42:48 lr: 4.9512718729754866e-05 loss: 0.2307 (0.2629) time: 3.3824 data: 0.0076 max mem: 33368 Epoch: [0] [ 580/1319] eta: 0:42:13 lr: 4.9504180173007175e-05 loss: 0.2307 (0.2624) time: 3.3920 data: 0.0077 max mem: 33368 Epoch: [0] [ 590/1319] eta: 0:41:38 lr: 4.9495641452618194e-05 loss: 0.2146 (0.2619) time: 3.3811 data: 0.0077 max mem: 33368 Epoch: [0] [ 600/1319] eta: 0:41:03 lr: 4.948710256855343e-05 loss: 0.2094 (0.2612) time: 3.3872 data: 0.0076 max mem: 33368 Epoch: [0] [ 610/1319] eta: 0:40:29 lr: 4.9478563520778356e-05 loss: 0.2443 (0.2616) time: 3.3970 data: 0.0074 max mem: 33368 Epoch: [0] [ 620/1319] eta: 0:39:54 lr: 4.947002430925844e-05 loss: 0.2578 (0.2614) time: 3.3838 data: 0.0077 max mem: 33368 Epoch: [0] [ 630/1319] eta: 0:39:19 lr: 4.946148493395914e-05 loss: 0.2420 (0.2611) time: 3.3901 data: 0.0079 max mem: 33368 Epoch: [0] [ 640/1319] eta: 0:38:45 lr: 4.945294539484589e-05 loss: 0.2272 (0.2605) time: 3.3882 data: 0.0076 max mem: 33368 Epoch: [0] [ 650/1319] eta: 0:38:10 lr: 4.944440569188412e-05 loss: 0.2124 (0.2597) time: 3.3887 data: 0.0076 max mem: 33368 Epoch: [0] [ 660/1319] eta: 0:37:36 lr: 4.943586582503924e-05 loss: 0.2298 (0.2597) time: 3.3958 data: 0.0076 max mem: 33368 Epoch: [0] [ 670/1319] eta: 0:37:01 lr: 4.942732579427665e-05 loss: 0.2521 (0.2596) time: 3.3693 data: 0.0077 max mem: 33368 Epoch: [0] [ 680/1319] eta: 0:36:26 lr: 4.941878559956172e-05 loss: 0.2294 (0.2589) time: 3.3645 data: 0.0075 max mem: 33368 Epoch: [0] [ 690/1319] eta: 0:35:51 lr: 4.941024524085985e-05 loss: 0.2177 (0.2588) time: 3.3551 data: 0.0075 max mem: 33368 Epoch: [0] [ 700/1319] eta: 0:35:16 lr: 4.940170471813637e-05 loss: 0.2177 (0.2585) time: 3.3596 data: 0.0076 max mem: 33368 Epoch: [0] [ 710/1319] eta: 0:34:42 lr: 4.939316403135663e-05 loss: 0.2170 (0.2584) time: 3.3855 data: 0.0077 max mem: 33368 Epoch: [0] [ 720/1319] eta: 0:34:08 lr: 4.938462318048596e-05 loss: 0.2200 (0.2579) time: 3.3894 data: 0.0077 max mem: 33368 Epoch: [0] [ 730/1319] eta: 0:33:33 lr: 4.937608216548967e-05 loss: 0.2161 (0.2571) time: 3.3989 data: 0.0076 max mem: 33368 Epoch: [0] [ 740/1319] eta: 0:32:59 lr: 4.936754098633307e-05 loss: 0.2015 (0.2568) time: 3.3862 data: 0.0077 max mem: 33368 Epoch: [0] [ 750/1319] eta: 0:32:24 lr: 4.935899964298143e-05 loss: 0.2004 (0.2559) time: 3.3883 data: 0.0075 max mem: 33368 Epoch: [0] [ 760/1319] eta: 0:31:50 lr: 4.9350458135400046e-05 loss: 0.1841 (0.2554) time: 3.4099 data: 0.0076 max mem: 33368 Epoch: [0] [ 770/1319] eta: 0:31:15 lr: 4.934191646355415e-05 loss: 0.2032 (0.2550) time: 3.3789 data: 0.0078 max mem: 33368 Epoch: [0] [ 780/1319] eta: 0:30:41 lr: 4.9333374627409e-05 loss: 0.2207 (0.2546) time: 3.3543 data: 0.0077 max mem: 33368 Epoch: [0] [ 790/1319] eta: 0:30:06 lr: 4.932483262692982e-05 loss: 0.2207 (0.2541) time: 3.3557 data: 0.0077 max mem: 33368 Epoch: [0] [ 800/1319] eta: 0:29:32 lr: 4.931629046208183e-05 loss: 0.2020 (0.2535) time: 3.3807 data: 0.0076 max mem: 33368 Epoch: [0] [ 810/1319] eta: 0:28:58 lr: 4.9307748132830237e-05 loss: 0.2041 (0.2533) time: 3.4009 data: 0.0074 max mem: 33368 Epoch: [0] [ 820/1319] eta: 0:28:24 lr: 4.929920563914022e-05 loss: 0.2260 (0.2531) time: 3.4185 data: 0.0078 max mem: 33368 Epoch: [0] [ 830/1319] eta: 0:27:49 lr: 4.929066298097696e-05 loss: 0.2179 (0.2527) time: 3.3973 data: 0.0079 max mem: 33368 Epoch: [0] [ 840/1319] eta: 0:27:15 lr: 4.928212015830561e-05 loss: 0.1984 (0.2520) time: 3.3787 data: 0.0080 max mem: 33368 Epoch: [0] [ 850/1319] eta: 0:26:41 lr: 4.927357717109131e-05 loss: 0.1984 (0.2518) time: 3.4090 data: 0.0080 max mem: 33368 Epoch: [0] [ 860/1319] eta: 0:26:07 lr: 4.926503401929921e-05 loss: 0.2183 (0.2514) time: 3.3909 data: 0.0081 max mem: 33368 Epoch: [0] [ 870/1319] eta: 0:25:32 lr: 4.925649070289441e-05 loss: 0.2233 (0.2512) time: 3.3826 data: 0.0080 max mem: 33368 Epoch: [0] [ 880/1319] eta: 0:24:58 lr: 4.9247947221842024e-05 loss: 0.2219 (0.2510) time: 3.3871 data: 0.0076 max mem: 33368 Epoch: [0] [ 890/1319] eta: 0:24:24 lr: 4.923940357610714e-05 loss: 0.1977 (0.2504) time: 3.3762 data: 0.0076 max mem: 33368 Epoch: [0] [ 900/1319] eta: 0:23:50 lr: 4.9230859765654824e-05 loss: 0.1914 (0.2500) time: 3.3974 data: 0.0078 max mem: 33368 Epoch: [0] [ 910/1319] eta: 0:23:15 lr: 4.922231579045014e-05 loss: 0.1863 (0.2492) time: 3.4051 data: 0.0078 max mem: 33368 Epoch: [0] [ 920/1319] eta: 0:22:41 lr: 4.921377165045815e-05 loss: 0.1883 (0.2490) time: 3.4081 data: 0.0078 max mem: 33368 Epoch: [0] [ 930/1319] eta: 0:22:07 lr: 4.9205227345643864e-05 loss: 0.2210 (0.2487) time: 3.4069 data: 0.0079 max mem: 33368 Epoch: [0] [ 940/1319] eta: 0:21:33 lr: 4.919668287597232e-05 loss: 0.2210 (0.2488) time: 3.4016 data: 0.0078 max mem: 33368 Epoch: [0] [ 950/1319] eta: 0:20:58 lr: 4.918813824140851e-05 loss: 0.2105 (0.2484) time: 3.3718 data: 0.0078 max mem: 33368 Epoch: [0] [ 960/1319] eta: 0:20:24 lr: 4.9179593441917424e-05 loss: 0.1989 (0.2479) time: 3.3641 data: 0.0079 max mem: 33368 Epoch: [0] [ 970/1319] eta: 0:19:50 lr: 4.917104847746404e-05 loss: 0.1961 (0.2474) time: 3.3957 data: 0.0079 max mem: 33368 Epoch: [0] [ 980/1319] eta: 0:19:16 lr: 4.916250334801333e-05 loss: 0.2092 (0.2471) time: 3.3838 data: 0.0082 max mem: 33368 Epoch: [0] [ 990/1319] eta: 0:18:42 lr: 4.915395805353022e-05 loss: 0.2036 (0.2467) time: 3.3992 data: 0.0081 max mem: 33368 Epoch: [0] [1000/1319] eta: 0:18:08 lr: 4.9145412593979664e-05 loss: 0.1921 (0.2463) time: 3.4055 data: 0.0075 max mem: 33368 Epoch: [0] [1010/1319] eta: 0:17:33 lr: 4.913686696932656e-05 loss: 0.1924 (0.2458) time: 3.3874 data: 0.0075 max mem: 33368 Epoch: [0] [1020/1319] eta: 0:16:59 lr: 4.9128321179535836e-05 loss: 0.1924 (0.2454) time: 3.3989 data: 0.0080 max mem: 33368 Epoch: [0] [1030/1319] eta: 0:16:25 lr: 4.911977522457237e-05 loss: 0.2059 (0.2453) time: 3.4044 data: 0.0081 max mem: 33368 Epoch: [0] [1040/1319] eta: 0:15:51 lr: 4.9111229104401044e-05 loss: 0.2158 (0.2451) time: 3.3823 data: 0.0078 max mem: 33368 Epoch: [0] [1050/1319] eta: 0:15:17 lr: 4.910268281898671e-05 loss: 0.2158 (0.2450) time: 3.3889 data: 0.0083 max mem: 33368 Epoch: [0] [1060/1319] eta: 0:14:43 lr: 4.9094136368294215e-05 loss: 0.2169 (0.2448) time: 3.3763 data: 0.0083 max mem: 33368 Epoch: [0] [1070/1319] eta: 0:14:09 lr: 4.90855897522884e-05 loss: 0.2191 (0.2446) time: 3.3917 data: 0.0083 max mem: 33368 Epoch: [0] [1080/1319] eta: 0:13:34 lr: 4.907704297093409e-05 loss: 0.1964 (0.2440) time: 3.4284 data: 0.0082 max mem: 33368 Epoch: [0] [1090/1319] eta: 0:13:00 lr: 4.906849602419608e-05 loss: 0.1818 (0.2439) time: 3.3712 data: 0.0075 max mem: 33368 Epoch: [0] [1100/1319] eta: 0:12:26 lr: 4.905994891203916e-05 loss: 0.2085 (0.2438) time: 3.3456 data: 0.0075 max mem: 33368 Epoch: [0] [1110/1319] eta: 0:11:52 lr: 4.905140163442811e-05 loss: 0.2081 (0.2434) time: 3.3816 data: 0.0078 max mem: 33368 Epoch: [0] [1120/1319] eta: 0:11:18 lr: 4.904285419132769e-05 loss: 0.1923 (0.2430) time: 3.3957 data: 0.0079 max mem: 33368 Epoch: [0] [1130/1319] eta: 0:10:44 lr: 4.903430658270266e-05 loss: 0.2035 (0.2428) time: 3.3977 data: 0.0077 max mem: 33368 Epoch: [0] [1140/1319] eta: 0:10:10 lr: 4.902575880851773e-05 loss: 0.2043 (0.2424) time: 3.3900 data: 0.0075 max mem: 33368 Epoch: [0] [1150/1319] eta: 0:09:35 lr: 4.9017210868737634e-05 loss: 0.1887 (0.2420) time: 3.3771 data: 0.0074 max mem: 33368 Epoch: [0] [1160/1319] eta: 0:09:01 lr: 4.900866276332707e-05 loss: 0.1827 (0.2415) time: 3.3870 data: 0.0077 max mem: 33368 Epoch: [0] [1170/1319] eta: 0:08:27 lr: 4.9000114492250734e-05 loss: 0.1815 (0.2410) time: 3.4073 data: 0.0080 max mem: 33368 Epoch: [0] [1180/1319] eta: 0:07:53 lr: 4.8991566055473306e-05 loss: 0.1815 (0.2405) time: 3.4259 data: 0.0077 max mem: 33368 Epoch: [0] [1190/1319] eta: 0:07:19 lr: 4.8983017452959435e-05 loss: 0.1787 (0.2401) time: 3.4152 data: 0.0078 max mem: 33368 Epoch: [0] [1200/1319] eta: 0:06:45 lr: 4.8974468684673776e-05 loss: 0.1907 (0.2401) time: 3.3919 data: 0.0075 max mem: 33368 Epoch: [0] [1210/1319] eta: 0:06:11 lr: 4.896591975058095e-05 loss: 0.1981 (0.2396) time: 3.3924 data: 0.0076 max mem: 33368 Epoch: [0] [1220/1319] eta: 0:05:37 lr: 4.89573706506456e-05 loss: 0.1801 (0.2393) time: 3.3888 data: 0.0079 max mem: 33368 Epoch: [0] [1230/1319] eta: 0:05:03 lr: 4.89488213848323e-05 loss: 0.1995 (0.2391) time: 3.3821 data: 0.0076 max mem: 33368 Epoch: [0] [1240/1319] eta: 0:04:29 lr: 4.894027195310566e-05 loss: 0.1915 (0.2387) time: 3.3858 data: 0.0077 max mem: 33368 Epoch: [0] [1250/1319] eta: 0:03:55 lr: 4.893172235543025e-05 loss: 0.1896 (0.2385) time: 3.3740 data: 0.0077 max mem: 33368 Epoch: [0] [1260/1319] eta: 0:03:20 lr: 4.892317259177062e-05 loss: 0.2077 (0.2384) time: 3.3735 data: 0.0075 max mem: 33368 Epoch: [0] [1270/1319] eta: 0:02:46 lr: 4.8914622662091334e-05 loss: 0.2064 (0.2381) time: 3.3695 data: 0.0076 max mem: 33368 Epoch: [0] [1280/1319] eta: 0:02:12 lr: 4.890607256635692e-05 loss: 0.1982 (0.2378) time: 3.3651 data: 0.0082 max mem: 33368 Epoch: [0] [1290/1319] eta: 0:01:38 lr: 4.8897522304531876e-05 loss: 0.1879 (0.2375) time: 3.3712 data: 0.0083 max mem: 33368 Epoch: [0] [1300/1319] eta: 0:01:04 lr: 4.888897187658072e-05 loss: 0.2001 (0.2372) time: 3.3710 data: 0.0078 max mem: 33368 Epoch: [0] [1310/1319] eta: 0:00:30 lr: 4.888042128246795e-05 loss: 0.2022 (0.2371) time: 3.3874 data: 0.0075 max mem: 33368 Epoch: [0] Total time: 1:14:52 /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( Test: [ 0/2573] eta: 2:34:35 time: 3.6048 data: 3.3044 max mem: 33368 Test: [ 100/2573] eta: 0:04:40 time: 0.0784 data: 0.0016 max mem: 33368 Test: [ 200/2573] eta: 0:03:50 time: 0.0789 data: 0.0014 max mem: 33368 Test: [ 300/2573] eta: 0:03:26 time: 0.0812 data: 0.0014 max mem: 33368 Test: [ 400/2573] eta: 0:03:10 time: 0.0814 data: 0.0014 max mem: 33368 Test: [ 500/2573] eta: 0:02:58 time: 0.0799 data: 0.0014 max mem: 33368 Test: [ 600/2573] eta: 0:02:48 time: 0.0807 data: 0.0015 max mem: 33368 Test: [ 700/2573] eta: 0:02:39 time: 0.0824 data: 0.0014 max mem: 33368 Test: [ 800/2573] eta: 0:02:29 time: 0.0829 data: 0.0013 max mem: 33368 Test: [ 900/2573] eta: 0:02:20 time: 0.0816 data: 0.0014 max mem: 33368 Test: [1000/2573] eta: 0:02:11 time: 0.0804 data: 0.0013 max mem: 33368 Test: [1100/2573] eta: 0:02:03 time: 0.0808 data: 0.0014 max mem: 33368 Test: [1200/2573] eta: 0:01:54 time: 0.0804 data: 0.0013 max mem: 33368 Test: [1300/2573] eta: 0:01:46 time: 0.0802 data: 0.0014 max mem: 33368 Test: [1400/2573] eta: 0:01:37 time: 0.0796 data: 0.0014 max mem: 33368 Test: [1500/2573] eta: 0:01:29 time: 0.0820 data: 0.0014 max mem: 33368 Test: [1600/2573] eta: 0:01:20 time: 0.0833 data: 0.0014 max mem: 33368 Test: [1700/2573] eta: 0:01:12 time: 0.0802 data: 0.0014 max mem: 33368 Test: [1800/2573] eta: 0:01:03 time: 0.0822 data: 0.0014 max mem: 33368 Test: [1900/2573] eta: 0:00:55 time: 0.0794 data: 0.0013 max mem: 33368 Test: [2000/2573] eta: 0:00:47 time: 0.0814 data: 0.0015 max mem: 33368 Test: [2100/2573] eta: 0:00:38 time: 0.0821 data: 0.0014 max mem: 33368 Test: [2200/2573] eta: 0:00:30 time: 0.0824 data: 0.0014 max mem: 33368 Test: [2300/2573] eta: 0:00:22 time: 0.0820 data: 0.0014 max mem: 33368 Test: [2400/2573] eta: 0:00:14 time: 0.0792 data: 0.0014 max mem: 33368 Test: [2500/2573] eta: 0:00:05 time: 0.0804 data: 0.0013 max mem: 33368 /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( Test: Total time: 0:03:31 Final results: Mean IoU is 29.27 precision@0.5 = 26.76 precision@0.6 = 19.75 precision@0.7 = 12.75 precision@0.8 = 6.90 precision@0.9 = 1.49 overall IoU = 35.82 Average object IoU 29.27170928147743 Overall IoU 35.82221221923828 Better epoch: 0 /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( Epoch: [1] [ 0/1319] eta: 1:57:17 lr: 4.8872725605668895e-05 loss: 0.1816 (0.1816) time: 5.3355 data: 1.8084 max mem: 33368 Epoch: [1] [ 10/1319] eta: 1:17:55 lr: 4.886417469575114e-05 loss: 0.1926 (0.1977) time: 3.5714 data: 0.1717 max mem: 33368 Epoch: [1] [ 20/1319] eta: 1:15:36 lr: 4.88556236195687e-05 loss: 0.1926 (0.1883) time: 3.4000 data: 0.0078 max mem: 33368 Epoch: [1] [ 30/1319] eta: 1:14:09 lr: 4.884707237708599e-05 loss: 0.1947 (0.1911) time: 3.3856 data: 0.0079 max mem: 33368 Epoch: [1] [ 40/1319] eta: 1:13:03 lr: 4.883852096826744e-05 loss: 0.1962 (0.1975) time: 3.3589 data: 0.0083 max mem: 33368 Epoch: [1] [ 50/1319] eta: 1:12:20 lr: 4.882996939307746e-05 loss: 0.2022 (0.1979) time: 3.3722 data: 0.0081 max mem: 33368 Epoch: [1] [ 60/1319] eta: 1:11:34 lr: 4.882141765148041e-05 loss: 0.1818 (0.1973) time: 3.3776 data: 0.0078 max mem: 33368 Epoch: [1] [ 70/1319] eta: 1:10:56 lr: 4.881286574344069e-05 loss: 0.1741 (0.1926) time: 3.3764 data: 0.0077 max mem: 33368 Epoch: [1] [ 80/1319] eta: 1:10:15 lr: 4.8804313668922646e-05 loss: 0.1562 (0.1925) time: 3.3778 data: 0.0077 max mem: 33368 Epoch: [1] [ 90/1319] eta: 1:09:36 lr: 4.879576142789063e-05 loss: 0.1762 (0.1921) time: 3.3634 data: 0.0078 max mem: 33368 Epoch: [1] [ 100/1319] eta: 1:09:05 lr: 4.878720902030896e-05 loss: 0.1792 (0.1927) time: 3.3933 data: 0.0079 max mem: 33368 Epoch: [1] [ 110/1319] eta: 1:08:30 lr: 4.877865644614197e-05 loss: 0.1813 (0.1919) time: 3.4079 data: 0.0079 max mem: 33368 Epoch: [1] [ 120/1319] eta: 1:07:53 lr: 4.877010370535394e-05 loss: 0.1832 (0.1932) time: 3.3804 data: 0.0078 max mem: 33368 Epoch: [1] [ 130/1319] eta: 1:07:17 lr: 4.8761550797909164e-05 loss: 0.1972 (0.1926) time: 3.3711 data: 0.0080 max mem: 33368 Epoch: [1] [ 140/1319] eta: 1:06:40 lr: 4.875299772377192e-05 loss: 0.1935 (0.1937) time: 3.3649 data: 0.0080 max mem: 33368 Epoch: [1] [ 150/1319] eta: 1:06:09 lr: 4.874444448290645e-05 loss: 0.1917 (0.1938) time: 3.3949 data: 0.0078 max mem: 33368 Epoch: [1] [ 160/1319] eta: 1:05:34 lr: 4.873589107527701e-05 loss: 0.1808 (0.1927) time: 3.4078 data: 0.0077 max mem: 33368 Epoch: [1] [ 170/1319] eta: 1:04:59 lr: 4.872733750084782e-05 loss: 0.1860 (0.1933) time: 3.3790 data: 0.0080 max mem: 33368 Epoch: [1] [ 180/1319] eta: 1:04:25 lr: 4.871878375958309e-05 loss: 0.2015 (0.1939) time: 3.3901 data: 0.0082 max mem: 33368 Epoch: [1] [ 190/1319] eta: 1:03:51 lr: 4.871022985144703e-05 loss: 0.1884 (0.1933) time: 3.3923 data: 0.0077 max mem: 33368 Epoch: [1] [ 200/1319] eta: 1:03:18 lr: 4.870167577640381e-05 loss: 0.1948 (0.1951) time: 3.3956 data: 0.0076 max mem: 33368 Epoch: [1] [ 210/1319] eta: 1:02:43 lr: 4.869312153441761e-05 loss: 0.2047 (0.1959) time: 3.3915 data: 0.0080 max mem: 33368 Epoch: [1] [ 220/1319] eta: 1:02:08 lr: 4.868456712545258e-05 loss: 0.1791 (0.1967) time: 3.3764 data: 0.0081 max mem: 33368 Epoch: [1] [ 230/1319] eta: 1:01:34 lr: 4.8676012549472854e-05 loss: 0.1774 (0.1959) time: 3.3807 data: 0.0080 max mem: 33368 Epoch: [1] [ 240/1319] eta: 1:00:58 lr: 4.866745780644256e-05 loss: 0.1751 (0.1950) time: 3.3688 data: 0.0079 max mem: 33368 Epoch: [1] [ 250/1319] eta: 1:00:23 lr: 4.865890289632581e-05 loss: 0.1858 (0.1954) time: 3.3606 data: 0.0080 max mem: 33368 Epoch: [1] [ 260/1319] eta: 0:59:48 lr: 4.8650347819086694e-05 loss: 0.1906 (0.1946) time: 3.3621 data: 0.0080 max mem: 33368 Epoch: [1] [ 270/1319] eta: 0:59:14 lr: 4.864179257468931e-05 loss: 0.1628 (0.1945) time: 3.3756 data: 0.0081 max mem: 33368 Epoch: [1] [ 280/1319] eta: 0:58:41 lr: 4.8633237163097687e-05 loss: 0.1746 (0.1949) time: 3.3970 data: 0.0079 max mem: 33368 Epoch: [1] [ 290/1319] eta: 0:58:06 lr: 4.862468158427592e-05 loss: 0.1902 (0.1951) time: 3.3809 data: 0.0077 max mem: 33368 Epoch: [1] [ 300/1319] eta: 0:57:31 lr: 4.861612583818801e-05 loss: 0.1808 (0.1959) time: 3.3618 data: 0.0077 max mem: 33368 Epoch: [1] [ 310/1319] eta: 0:56:55 lr: 4.860756992479799e-05 loss: 0.1868 (0.1965) time: 3.3449 data: 0.0078 max mem: 33368 Epoch: [1] [ 320/1319] eta: 0:56:22 lr: 4.859901384406988e-05 loss: 0.1868 (0.1964) time: 3.3620 data: 0.0077 max mem: 33368 Epoch: [1] [ 330/1319] eta: 0:55:47 lr: 4.8590457595967656e-05 loss: 0.1920 (0.1967) time: 3.3700 data: 0.0077 max mem: 33368 Epoch: [1] [ 340/1319] eta: 0:55:13 lr: 4.85819011804553e-05 loss: 0.1677 (0.1957) time: 3.3573 data: 0.0083 max mem: 33368 Epoch: [1] [ 350/1319] eta: 0:54:38 lr: 4.8573344597496775e-05 loss: 0.1677 (0.1958) time: 3.3741 data: 0.0082 max mem: 33368 Epoch: [1] [ 360/1319] eta: 0:54:05 lr: 4.856478784705602e-05 loss: 0.1928 (0.1958) time: 3.3795 data: 0.0080 max mem: 33368 Epoch: [1] [ 370/1319] eta: 0:53:31 lr: 4.8556230929096985e-05 loss: 0.1928 (0.1960) time: 3.3813 data: 0.0082 max mem: 33368 Epoch: [1] [ 380/1319] eta: 0:52:56 lr: 4.854767384358357e-05 loss: 0.1737 (0.1955) time: 3.3682 data: 0.0081 max mem: 33368 Epoch: [1] [ 390/1319] eta: 0:52:23 lr: 4.8539116590479686e-05 loss: 0.1737 (0.1963) time: 3.3914 data: 0.0081 max mem: 33368 Epoch: [1] [ 400/1319] eta: 0:51:49 lr: 4.8530559169749225e-05 loss: 0.1785 (0.1957) time: 3.3933 data: 0.0081 max mem: 33368 Epoch: [1] [ 410/1319] eta: 0:51:15 lr: 4.852200158135605e-05 loss: 0.1785 (0.1955) time: 3.3739 data: 0.0079 max mem: 33368 Epoch: [1] [ 420/1319] eta: 0:50:41 lr: 4.851344382526403e-05 loss: 0.1787 (0.1952) time: 3.3817 data: 0.0081 max mem: 33368 Epoch: [1] [ 430/1319] eta: 0:50:07 lr: 4.850488590143701e-05 loss: 0.1853 (0.1957) time: 3.3749 data: 0.0081 max mem: 33368 Epoch: [1] [ 440/1319] eta: 0:49:34 lr: 4.84963278098388e-05 loss: 0.1853 (0.1955) time: 3.4064 data: 0.0084 max mem: 33368 Epoch: [1] [ 450/1319] eta: 0:49:01 lr: 4.8487769550433236e-05 loss: 0.1558 (0.1951) time: 3.4359 data: 0.0083 max mem: 33368 Epoch: [1] [ 460/1319] eta: 0:48:29 lr: 4.84792111231841e-05 loss: 0.1509 (0.1943) time: 3.4340 data: 0.0080 max mem: 33368 Epoch: [1] [ 470/1319] eta: 0:47:54 lr: 4.847065252805519e-05 loss: 0.1639 (0.1943) time: 3.3973 data: 0.0083 max mem: 33368 Epoch: [1] [ 480/1319] eta: 0:47:20 lr: 4.846209376501027e-05 loss: 0.1884 (0.1942) time: 3.3591 data: 0.0084 max mem: 33368 Epoch: [1] [ 490/1319] eta: 0:46:46 lr: 4.8453534834013074e-05 loss: 0.1884 (0.1944) time: 3.3800 data: 0.0079 max mem: 33368 Epoch: [1] [ 500/1319] eta: 0:46:12 lr: 4.844497573502737e-05 loss: 0.1847 (0.1944) time: 3.3769 data: 0.0081 max mem: 33368 Epoch: [1] [ 510/1319] eta: 0:45:39 lr: 4.8436416468016874e-05 loss: 0.1803 (0.1946) time: 3.3909 data: 0.0082 max mem: 33368 Epoch: [1] [ 520/1319] eta: 0:45:06 lr: 4.8427857032945285e-05 loss: 0.1803 (0.1944) time: 3.4291 data: 0.0082 max mem: 33368 Epoch: [1] [ 530/1319] eta: 0:44:32 lr: 4.841929742977631e-05 loss: 0.1758 (0.1941) time: 3.4078 data: 0.0085 max mem: 33368 Epoch: [1] [ 540/1319] eta: 0:43:58 lr: 4.841073765847362e-05 loss: 0.1918 (0.1945) time: 3.4046 data: 0.0084 max mem: 33368 Epoch: [1] [ 550/1319] eta: 0:43:25 lr: 4.840217771900089e-05 loss: 0.1991 (0.1943) time: 3.4203 data: 0.0081 max mem: 33368 Epoch: [1] [ 560/1319] eta: 0:42:51 lr: 4.8393617611321754e-05 loss: 0.1793 (0.1944) time: 3.4098 data: 0.0080 max mem: 33368 Epoch: [1] [ 570/1319] eta: 0:42:17 lr: 4.838505733539985e-05 loss: 0.1811 (0.1946) time: 3.3981 data: 0.0080 max mem: 33368 Epoch: [1] [ 580/1319] eta: 0:41:44 lr: 4.83764968911988e-05 loss: 0.1721 (0.1942) time: 3.4000 data: 0.0079 max mem: 33368 Epoch: [1] [ 590/1319] eta: 0:41:10 lr: 4.836793627868222e-05 loss: 0.1707 (0.1942) time: 3.3967 data: 0.0080 max mem: 33368 Epoch: [1] [ 600/1319] eta: 0:40:35 lr: 4.835937549781368e-05 loss: 0.1963 (0.1942) time: 3.3653 data: 0.0084 max mem: 33368 Epoch: [1] [ 610/1319] eta: 0:40:01 lr: 4.835081454855677e-05 loss: 0.1754 (0.1938) time: 3.3377 data: 0.0089 max mem: 33368 Epoch: [1] [ 620/1319] eta: 0:39:28 lr: 4.8342253430875026e-05 loss: 0.1652 (0.1936) time: 3.3884 data: 0.0092 max mem: 33368 Epoch: [1] [ 630/1319] eta: 0:38:54 lr: 4.833369214473202e-05 loss: 0.1615 (0.1935) time: 3.4260 data: 0.0087 max mem: 33368 Epoch: [1] [ 640/1319] eta: 0:38:20 lr: 4.832513069009127e-05 loss: 0.1567 (0.1930) time: 3.4057 data: 0.0084 max mem: 33368 Epoch: [1] [ 650/1319] eta: 0:37:47 lr: 4.8316569066916287e-05 loss: 0.1671 (0.1934) time: 3.4056 data: 0.0086 max mem: 33368 Epoch: [1] [ 660/1319] eta: 0:37:12 lr: 4.8308007275170564e-05 loss: 0.1781 (0.1932) time: 3.3818 data: 0.0085 max mem: 33368 Epoch: [1] [ 670/1319] eta: 0:36:39 lr: 4.829944531481759e-05 loss: 0.1711 (0.1929) time: 3.3753 data: 0.0083 max mem: 33368 Epoch: [1] [ 680/1319] eta: 0:36:04 lr: 4.8290883185820843e-05 loss: 0.1683 (0.1927) time: 3.3690 data: 0.0084 max mem: 33368 Epoch: [1] [ 690/1319] eta: 0:35:30 lr: 4.828232088814377e-05 loss: 0.1735 (0.1928) time: 3.3649 data: 0.0081 max mem: 33368 Epoch: [1] [ 700/1319] eta: 0:34:56 lr: 4.827375842174981e-05 loss: 0.1609 (0.1924) time: 3.3875 data: 0.0078 max mem: 33368 Epoch: [1] [ 710/1319] eta: 0:34:23 lr: 4.826519578660238e-05 loss: 0.1702 (0.1924) time: 3.3974 data: 0.0081 max mem: 33368 Epoch: [1] [ 720/1319] eta: 0:33:49 lr: 4.825663298266489e-05 loss: 0.1839 (0.1923) time: 3.3841 data: 0.0082 max mem: 33368 Epoch: [1] [ 730/1319] eta: 0:33:15 lr: 4.824807000990074e-05 loss: 0.1665 (0.1921) time: 3.3896 data: 0.0079 max mem: 33368 Epoch: [1] [ 740/1319] eta: 0:32:41 lr: 4.82395068682733e-05 loss: 0.1617 (0.1922) time: 3.3904 data: 0.0088 max mem: 33368 Epoch: [1] [ 750/1319] eta: 0:32:07 lr: 4.823094355774595e-05 loss: 0.1871 (0.1923) time: 3.4036 data: 0.0088 max mem: 33368 Epoch: [1] [ 760/1319] eta: 0:31:33 lr: 4.822238007828201e-05 loss: 0.1847 (0.1922) time: 3.4060 data: 0.0080 max mem: 33368 Epoch: [1] [ 770/1319] eta: 0:30:59 lr: 4.8213816429844826e-05 loss: 0.1813 (0.1922) time: 3.3651 data: 0.0085 max mem: 33368 Epoch: [1] [ 780/1319] eta: 0:30:26 lr: 4.8205252612397726e-05 loss: 0.1640 (0.1918) time: 3.3888 data: 0.0083 max mem: 33368 Epoch: [1] [ 790/1319] eta: 0:29:52 lr: 4.8196688625903984e-05 loss: 0.1592 (0.1919) time: 3.3823 data: 0.0078 max mem: 33368 Epoch: [1] [ 800/1319] eta: 0:29:18 lr: 4.8188124470326915e-05 loss: 0.1668 (0.1917) time: 3.3799 data: 0.0078 max mem: 33368 Epoch: [1] [ 810/1319] eta: 0:28:44 lr: 4.8179560145629784e-05 loss: 0.1815 (0.1919) time: 3.3904 data: 0.0084 max mem: 33368 Epoch: [1] [ 820/1319] eta: 0:28:10 lr: 4.817099565177583e-05 loss: 0.1862 (0.1920) time: 3.3717 data: 0.0089 max mem: 33368 Epoch: [1] [ 830/1319] eta: 0:27:36 lr: 4.8162430988728305e-05 loss: 0.1802 (0.1920) time: 3.3720 data: 0.0085 max mem: 33368 Epoch: [1] [ 840/1319] eta: 0:27:02 lr: 4.815386615645044e-05 loss: 0.1749 (0.1917) time: 3.3645 data: 0.0083 max mem: 33368 Epoch: [1] [ 850/1319] eta: 0:26:28 lr: 4.814530115490545e-05 loss: 0.1749 (0.1917) time: 3.3639 data: 0.0082 max mem: 33368 Epoch: [1] [ 860/1319] eta: 0:25:54 lr: 4.813673598405651e-05 loss: 0.1829 (0.1916) time: 3.3595 data: 0.0080 max mem: 33368 Epoch: [1] [ 870/1319] eta: 0:25:20 lr: 4.812817064386682e-05 loss: 0.1748 (0.1916) time: 3.3792 data: 0.0082 max mem: 33368 Epoch: [1] [ 880/1319] eta: 0:24:46 lr: 4.8119605134299526e-05 loss: 0.1749 (0.1915) time: 3.3972 data: 0.0080 max mem: 33368 Epoch: [1] [ 890/1319] eta: 0:24:12 lr: 4.81110394553178e-05 loss: 0.1733 (0.1912) time: 3.3791 data: 0.0080 max mem: 33368 Epoch: [1] [ 900/1319] eta: 0:23:38 lr: 4.810247360688475e-05 loss: 0.1665 (0.1910) time: 3.3752 data: 0.0078 max mem: 33368 Epoch: [1] [ 910/1319] eta: 0:23:04 lr: 4.809390758896352e-05 loss: 0.1561 (0.1907) time: 3.3622 data: 0.0076 max mem: 33368 Epoch: [1] [ 920/1319] eta: 0:22:30 lr: 4.808534140151719e-05 loss: 0.1701 (0.1909) time: 3.3454 data: 0.0077 max mem: 33368 Epoch: [1] [ 930/1319] eta: 0:21:57 lr: 4.807677504450886e-05 loss: 0.1701 (0.1907) time: 3.3847 data: 0.0077 max mem: 33368 Epoch: [1] [ 940/1319] eta: 0:21:23 lr: 4.806820851790161e-05 loss: 0.1603 (0.1907) time: 3.3973 data: 0.0081 max mem: 33368 Epoch: [1] [ 950/1319] eta: 0:20:49 lr: 4.805964182165848e-05 loss: 0.1747 (0.1906) time: 3.3861 data: 0.0079 max mem: 33368 Epoch: [1] [ 960/1319] eta: 0:20:15 lr: 4.8051074955742525e-05 loss: 0.1756 (0.1904) time: 3.3882 data: 0.0082 max mem: 33368 Epoch: [1] [ 970/1319] eta: 0:19:41 lr: 4.804250792011677e-05 loss: 0.1869 (0.1905) time: 3.3858 data: 0.0086 max mem: 33368 Epoch: [1] [ 980/1319] eta: 0:19:07 lr: 4.803394071474422e-05 loss: 0.1940 (0.1907) time: 3.3793 data: 0.0083 max mem: 33368 Epoch: [1] [ 990/1319] eta: 0:18:33 lr: 4.802537333958788e-05 loss: 0.1919 (0.1906) time: 3.3783 data: 0.0081 max mem: 33368 Epoch: [1] [1000/1319] eta: 0:18:00 lr: 4.801680579461071e-05 loss: 0.2046 (0.1908) time: 3.4031 data: 0.0079 max mem: 33368 Epoch: [1] [1010/1319] eta: 0:17:26 lr: 4.80082380797757e-05 loss: 0.2046 (0.1909) time: 3.4206 data: 0.0078 max mem: 33368 Epoch: [1] [1020/1319] eta: 0:16:52 lr: 4.79996701950458e-05 loss: 0.2183 (0.1913) time: 3.4250 data: 0.0078 max mem: 33368 Epoch: [1] [1030/1319] eta: 0:16:18 lr: 4.799110214038392e-05 loss: 0.2183 (0.1913) time: 3.4197 data: 0.0078 max mem: 33368 Epoch: [1] [1040/1319] eta: 0:15:45 lr: 4.7982533915752995e-05 loss: 0.2010 (0.1915) time: 3.4095 data: 0.0080 max mem: 33368 Epoch: [1] [1050/1319] eta: 0:15:11 lr: 4.797396552111593e-05 loss: 0.1840 (0.1914) time: 3.4066 data: 0.0081 max mem: 33368 Epoch: [1] [1060/1319] eta: 0:14:37 lr: 4.7965396956435596e-05 loss: 0.1614 (0.1912) time: 3.4017 data: 0.0080 max mem: 33368 Epoch: [1] [1070/1319] eta: 0:14:03 lr: 4.795682822167489e-05 loss: 0.1890 (0.1913) time: 3.3976 data: 0.0081 max mem: 33368 Epoch: [1] [1080/1319] eta: 0:13:29 lr: 4.794825931679665e-05 loss: 0.2029 (0.1915) time: 3.3724 data: 0.0081 max mem: 33368 Epoch: [1] [1090/1319] eta: 0:12:55 lr: 4.7939690241763725e-05 loss: 0.1763 (0.1913) time: 3.3591 data: 0.0083 max mem: 33368 Epoch: [1] [1100/1319] eta: 0:12:21 lr: 4.793112099653894e-05 loss: 0.1609 (0.1912) time: 3.3734 data: 0.0085 max mem: 33368 Epoch: [1] [1110/1319] eta: 0:11:47 lr: 4.79225515810851e-05 loss: 0.1609 (0.1913) time: 3.3643 data: 0.0081 max mem: 33368 Epoch: [1] [1120/1319] eta: 0:11:13 lr: 4.791398199536501e-05 loss: 0.1852 (0.1916) time: 3.3588 data: 0.0079 max mem: 33368 Epoch: [1] [1130/1319] eta: 0:10:40 lr: 4.790541223934144e-05 loss: 0.1949 (0.1916) time: 3.3821 data: 0.0081 max mem: 33368 Epoch: [1] [1140/1319] eta: 0:10:06 lr: 4.7896842312977156e-05 loss: 0.1987 (0.1918) time: 3.3922 data: 0.0082 max mem: 33368 Epoch: [1] [1150/1319] eta: 0:09:32 lr: 4.788827221623491e-05 loss: 0.1881 (0.1916) time: 3.3843 data: 0.0078 max mem: 33368 Epoch: [1] [1160/1319] eta: 0:08:58 lr: 4.787970194907743e-05 loss: 0.1785 (0.1916) time: 3.3784 data: 0.0078 max mem: 33368 Epoch: [1] [1170/1319] eta: 0:08:24 lr: 4.787113151146744e-05 loss: 0.1785 (0.1914) time: 3.3635 data: 0.0083 max mem: 33368 Epoch: [1] [1180/1319] eta: 0:07:50 lr: 4.786256090336764e-05 loss: 0.1844 (0.1915) time: 3.3897 data: 0.0083 max mem: 33368 Epoch: [1] [1190/1319] eta: 0:07:16 lr: 4.7853990124740705e-05 loss: 0.1758 (0.1912) time: 3.4138 data: 0.0081 max mem: 33368 Epoch: [1] [1200/1319] eta: 0:06:43 lr: 4.784541917554932e-05 loss: 0.1739 (0.1911) time: 3.3979 data: 0.0083 max mem: 33368 Epoch: [1] [1210/1319] eta: 0:06:09 lr: 4.783684805575612e-05 loss: 0.1739 (0.1911) time: 3.3804 data: 0.0082 max mem: 33368 Epoch: [1] [1220/1319] eta: 0:05:35 lr: 4.782827676532376e-05 loss: 0.1635 (0.1910) time: 3.3562 data: 0.0078 max mem: 33368 Epoch: [1] [1230/1319] eta: 0:05:01 lr: 4.781970530421487e-05 loss: 0.1658 (0.1910) time: 3.3796 data: 0.0079 max mem: 33368 Epoch: [1] [1240/1319] eta: 0:04:27 lr: 4.7811133672392044e-05 loss: 0.1631 (0.1907) time: 3.4135 data: 0.0086 max mem: 33368 Epoch: [1] [1250/1319] eta: 0:03:53 lr: 4.780256186981787e-05 loss: 0.1546 (0.1905) time: 3.3897 data: 0.0082 max mem: 33368 Epoch: [1] [1260/1319] eta: 0:03:19 lr: 4.779398989645494e-05 loss: 0.1823 (0.1905) time: 3.3556 data: 0.0077 max mem: 33368 Epoch: [1] [1270/1319] eta: 0:02:45 lr: 4.778541775226581e-05 loss: 0.1751 (0.1905) time: 3.3576 data: 0.0083 max mem: 33368 Epoch: [1] [1280/1319] eta: 0:02:12 lr: 4.777684543721302e-05 loss: 0.1745 (0.1903) time: 3.3883 data: 0.0082 max mem: 33368 Epoch: [1] [1290/1319] eta: 0:01:38 lr: 4.776827295125911e-05 loss: 0.1745 (0.1902) time: 3.3862 data: 0.0082 max mem: 33368 Epoch: [1] [1300/1319] eta: 0:01:04 lr: 4.775970029436657e-05 loss: 0.1451 (0.1900) time: 3.3652 data: 0.0079 max mem: 33368 Epoch: [1] [1310/1319] eta: 0:00:30 lr: 4.7751127466497925e-05 loss: 0.1704 (0.1899) time: 3.3924 data: 0.0075 max mem: 33368 Epoch: [1] Total time: 1:14:27 /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( Test: [ 0/2573] eta: 3:15:17 time: 4.5539 data: 4.4421 max mem: 33368 Test: [ 100/2573] eta: 0:05:00 time: 0.0766 data: 0.0013 max mem: 33368 Test: [ 200/2573] eta: 0:03:58 time: 0.0797 data: 0.0015 max mem: 33368 Test: [ 300/2573] eta: 0:03:31 time: 0.0814 data: 0.0014 max mem: 33368 Test: [ 400/2573] eta: 0:03:15 time: 0.0811 data: 0.0015 max mem: 33368 Test: [ 500/2573] eta: 0:03:01 time: 0.0795 data: 0.0014 max mem: 33368 Test: [ 600/2573] eta: 0:02:50 time: 0.0796 data: 0.0014 max mem: 33368 Test: [ 700/2573] eta: 0:02:40 time: 0.0808 data: 0.0016 max mem: 33368 Test: [ 800/2573] eta: 0:02:31 time: 0.0836 data: 0.0014 max mem: 33368 Test: [ 900/2573] eta: 0:02:22 time: 0.0810 data: 0.0015 max mem: 33368 Test: [1000/2573] eta: 0:02:12 time: 0.0800 data: 0.0014 max mem: 33368 Test: [1100/2573] eta: 0:02:03 time: 0.0797 data: 0.0013 max mem: 33368 Test: [1200/2573] eta: 0:01:55 time: 0.0800 data: 0.0013 max mem: 33368 Test: [1300/2573] eta: 0:01:46 time: 0.0802 data: 0.0013 max mem: 33368 Test: [1400/2573] eta: 0:01:37 time: 0.0790 data: 0.0013 max mem: 33368 Test: [1500/2573] eta: 0:01:29 time: 0.0811 data: 0.0015 max mem: 33368 Test: [1600/2573] eta: 0:01:20 time: 0.0838 data: 0.0014 max mem: 33368 Test: [1700/2573] eta: 0:01:12 time: 0.0793 data: 0.0014 max mem: 33368 Test: [1800/2573] eta: 0:01:03 time: 0.0821 data: 0.0015 max mem: 33368 Test: [1900/2573] eta: 0:00:55 time: 0.0784 data: 0.0014 max mem: 33368 Test: [2000/2573] eta: 0:00:47 time: 0.0794 data: 0.0014 max mem: 33368 Test: [2100/2573] eta: 0:00:38 time: 0.0818 data: 0.0014 max mem: 33368 Test: [2200/2573] eta: 0:00:30 time: 0.0818 data: 0.0014 max mem: 33368 Test: [2300/2573] eta: 0:00:22 time: 0.0817 data: 0.0014 max mem: 33368 Test: [2400/2573] eta: 0:00:14 time: 0.0776 data: 0.0015 max mem: 33368 Test: [2500/2573] eta: 0:00:05 time: 0.0805 data: 0.0015 max mem: 33368 Test: Total time: 0:03:31 Final results: Mean IoU is 39.89 precision@0.5 = 38.56 precision@0.6 = 29.58 precision@0.7 = 20.63 precision@0.8 = 12.54 precision@0.9 = 3.68 overall IoU = 42.83 Average object IoU 39.890024274241775 Overall IoU 42.83464050292969 Better epoch: 1 /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( Epoch: [2] [ 0/1319] eta: 2:01:10 lr: 4.774341177520056e-05 loss: 0.1084 (0.1084) time: 5.5123 data: 1.9080 max mem: 33368 Epoch: [2] [ 10/1319] eta: 1:17:46 lr: 4.773483862237391e-05 loss: 0.1674 (0.1756) time: 3.5649 data: 0.1802 max mem: 33368 Epoch: [2] [ 20/1319] eta: 1:15:13 lr: 4.772626529846231e-05 loss: 0.1677 (0.1742) time: 3.3730 data: 0.0076 max mem: 33368 Epoch: [2] [ 30/1319] eta: 1:14:01 lr: 4.771769180342819e-05 loss: 0.1552 (0.1726) time: 3.3801 data: 0.0078 max mem: 33368 Epoch: [2] [ 40/1319] eta: 1:12:59 lr: 4.7709118137233964e-05 loss: 0.1538 (0.1689) time: 3.3717 data: 0.0076 max mem: 33368 Epoch: [2] [ 50/1319] eta: 1:12:16 lr: 4.770054429984204e-05 loss: 0.1538 (0.1677) time: 3.3724 data: 0.0080 max mem: 33368 Epoch: [2] [ 60/1319] eta: 1:11:30 lr: 4.769197029121481e-05 loss: 0.1650 (0.1690) time: 3.3729 data: 0.0081 max mem: 33368 Epoch: [2] [ 70/1319] eta: 1:10:51 lr: 4.7683396111314645e-05 loss: 0.1840 (0.1760) time: 3.3719 data: 0.0077 max mem: 33368 Epoch: [2] [ 80/1319] eta: 1:10:13 lr: 4.7674821760103904e-05 loss: 0.1696 (0.1735) time: 3.3799 data: 0.0079 max mem: 33368 Epoch: [2] [ 90/1319] eta: 1:09:36 lr: 4.766624723754494e-05 loss: 0.1460 (0.1710) time: 3.3783 data: 0.0082 max mem: 33368 Epoch: [2] [ 100/1319] eta: 1:09:01 lr: 4.7657672543600056e-05 loss: 0.1776 (0.1718) time: 3.3839 data: 0.0083 max mem: 33368 Epoch: [2] [ 110/1319] eta: 1:08:31 lr: 4.764909767823158e-05 loss: 0.1780 (0.1713) time: 3.4087 data: 0.0081 max mem: 33369 Epoch: [2] [ 120/1319] eta: 1:07:57 lr: 4.76405226414018e-05 loss: 0.1622 (0.1710) time: 3.4165 data: 0.0079 max mem: 33369 Epoch: [2] [ 130/1319] eta: 1:07:23 lr: 4.7631947433073e-05 loss: 0.1622 (0.1696) time: 3.4055 data: 0.0080 max mem: 33369 Epoch: [2] [ 140/1319] eta: 1:06:50 lr: 4.762337205320744e-05 loss: 0.1613 (0.1688) time: 3.4091 data: 0.0081 max mem: 33369 Epoch: [2] [ 150/1319] eta: 1:06:14 lr: 4.7614796501767376e-05 loss: 0.1692 (0.1687) time: 3.3901 data: 0.0081 max mem: 33369 Epoch: [2] [ 160/1319] eta: 1:05:40 lr: 4.760622077871502e-05 loss: 0.1724 (0.1689) time: 3.3848 data: 0.0080 max mem: 33369 Epoch: [2] [ 170/1319] eta: 1:05:04 lr: 4.75976448840126e-05 loss: 0.1570 (0.1683) time: 3.3902 data: 0.0080 max mem: 33369 Epoch: [2] [ 180/1319] eta: 1:04:30 lr: 4.7589068817622304e-05 loss: 0.1542 (0.1672) time: 3.3844 data: 0.0078 max mem: 33369 Epoch: [2] [ 190/1319] eta: 1:03:55 lr: 4.758049257950633e-05 loss: 0.1620 (0.1685) time: 3.3828 data: 0.0080 max mem: 33369 Epoch: [2] [ 200/1319] eta: 1:03:18 lr: 4.757191616962685e-05 loss: 0.1662 (0.1688) time: 3.3593 data: 0.0081 max mem: 33369 Epoch: [2] [ 210/1319] eta: 1:02:43 lr: 4.756333958794601e-05 loss: 0.1616 (0.1684) time: 3.3650 data: 0.0078 max mem: 33369 Epoch: [2] [ 220/1319] eta: 1:02:08 lr: 4.7554762834425936e-05 loss: 0.1523 (0.1682) time: 3.3732 data: 0.0079 max mem: 33369 Epoch: [2] [ 230/1319] eta: 1:01:34 lr: 4.7546185909028754e-05 loss: 0.1783 (0.1702) time: 3.3745 data: 0.0076 max mem: 33369 Epoch: [2] [ 240/1319] eta: 1:01:01 lr: 4.753760881171657e-05 loss: 0.1722 (0.1698) time: 3.4068 data: 0.0075 max mem: 33369 Epoch: [2] [ 250/1319] eta: 1:00:27 lr: 4.7529031542451477e-05 loss: 0.1667 (0.1710) time: 3.4086 data: 0.0077 max mem: 33369 Epoch: [2] [ 260/1319] eta: 0:59:54 lr: 4.7520454101195535e-05 loss: 0.1653 (0.1714) time: 3.4062 data: 0.0076 max mem: 33369 Epoch: [2] [ 270/1319] eta: 0:59:22 lr: 4.751187648791081e-05 loss: 0.1653 (0.1711) time: 3.4311 data: 0.0077 max mem: 33369 Epoch: [2] [ 280/1319] eta: 0:58:47 lr: 4.7503298702559326e-05 loss: 0.1644 (0.1707) time: 3.4042 data: 0.0079 max mem: 33369 Epoch: [2] [ 290/1319] eta: 0:58:12 lr: 4.7494720745103136e-05 loss: 0.1644 (0.1712) time: 3.3622 data: 0.0083 max mem: 33369 Epoch: [2] [ 300/1319] eta: 0:57:38 lr: 4.748614261550422e-05 loss: 0.1523 (0.1706) time: 3.3820 data: 0.0082 max mem: 33369 Epoch: [2] [ 310/1319] eta: 0:57:05 lr: 4.7477564313724594e-05 loss: 0.1523 (0.1704) time: 3.4020 data: 0.0078 max mem: 33369 Epoch: [2] [ 320/1319] eta: 0:56:30 lr: 4.746898583972622e-05 loss: 0.1692 (0.1721) time: 3.3866 data: 0.0078 max mem: 33369 Epoch: [2] [ 330/1319] eta: 0:55:56 lr: 4.746040719347105e-05 loss: 0.1711 (0.1719) time: 3.3886 data: 0.0079 max mem: 33369 Epoch: [2] [ 340/1319] eta: 0:55:22 lr: 4.745182837492104e-05 loss: 0.1711 (0.1721) time: 3.3945 data: 0.0080 max mem: 33369 Epoch: [2] [ 350/1319] eta: 0:54:48 lr: 4.744324938403812e-05 loss: 0.1741 (0.1723) time: 3.3942 data: 0.0079 max mem: 33369 Epoch: [2] [ 360/1319] eta: 0:54:14 lr: 4.7434670220784206e-05 loss: 0.1680 (0.1718) time: 3.3931 data: 0.0076 max mem: 33369 Epoch: [2] [ 370/1319] eta: 0:53:39 lr: 4.7426090885121175e-05 loss: 0.1535 (0.1714) time: 3.3708 data: 0.0076 max mem: 33369 Epoch: [2] [ 380/1319] eta: 0:53:06 lr: 4.741751137701092e-05 loss: 0.1710 (0.1718) time: 3.3814 data: 0.0077 max mem: 33369 Epoch: [2] [ 390/1319] eta: 0:52:31 lr: 4.74089316964153e-05 loss: 0.1948 (0.1728) time: 3.3909 data: 0.0079 max mem: 33369 Epoch: [2] [ 400/1319] eta: 0:51:57 lr: 4.740035184329618e-05 loss: 0.1675 (0.1728) time: 3.3769 data: 0.0079 max mem: 33369 Epoch: [2] [ 410/1319] eta: 0:51:22 lr: 4.739177181761536e-05 loss: 0.1666 (0.1725) time: 3.3678 data: 0.0079 max mem: 33369 Epoch: [2] [ 420/1319] eta: 0:50:48 lr: 4.738319161933468e-05 loss: 0.1606 (0.1723) time: 3.3584 data: 0.0082 max mem: 33369 Epoch: [2] [ 430/1319] eta: 0:50:14 lr: 4.737461124841593e-05 loss: 0.1499 (0.1719) time: 3.3820 data: 0.0080 max mem: 33369 Epoch: [2] [ 440/1319] eta: 0:49:39 lr: 4.736603070482089e-05 loss: 0.1442 (0.1713) time: 3.3635 data: 0.0076 max mem: 33369 Epoch: [2] [ 450/1319] eta: 0:49:04 lr: 4.735744998851133e-05 loss: 0.1413 (0.1707) time: 3.3194 data: 0.0075 max mem: 33369 Epoch: [2] [ 460/1319] eta: 0:48:30 lr: 4.734886909944901e-05 loss: 0.1534 (0.1711) time: 3.3513 data: 0.0075 max mem: 33369 Epoch: [2] [ 470/1319] eta: 0:47:56 lr: 4.734028803759565e-05 loss: 0.1842 (0.1708) time: 3.3811 data: 0.0079 max mem: 33369 Epoch: [2] [ 480/1319] eta: 0:47:21 lr: 4.733170680291298e-05 loss: 0.1537 (0.1704) time: 3.3743 data: 0.0081 max mem: 33369 Epoch: [2] [ 490/1319] eta: 0:46:47 lr: 4.7323125395362694e-05 loss: 0.1464 (0.1698) time: 3.3663 data: 0.0078 max mem: 33369 Epoch: [2] [ 500/1319] eta: 0:46:13 lr: 4.731454381490648e-05 loss: 0.1551 (0.1702) time: 3.3607 data: 0.0079 max mem: 33369 Epoch: [2] [ 510/1319] eta: 0:45:39 lr: 4.730596206150601e-05 loss: 0.1490 (0.1697) time: 3.3704 data: 0.0079 max mem: 33369 Epoch: [2] [ 520/1319] eta: 0:45:05 lr: 4.729738013512294e-05 loss: 0.1310 (0.1694) time: 3.3785 data: 0.0076 max mem: 33369 Epoch: [2] [ 530/1319] eta: 0:44:30 lr: 4.72887980357189e-05 loss: 0.1568 (0.1698) time: 3.3559 data: 0.0082 max mem: 33369 Epoch: [2] [ 540/1319] eta: 0:43:56 lr: 4.7280215763255517e-05 loss: 0.1570 (0.1698) time: 3.3431 data: 0.0084 max mem: 33369 Epoch: [2] [ 550/1319] eta: 0:43:22 lr: 4.7271633317694384e-05 loss: 0.1551 (0.1696) time: 3.3754 data: 0.0081 max mem: 33369 Epoch: [2] [ 560/1319] eta: 0:42:48 lr: 4.726305069899711e-05 loss: 0.1723 (0.1701) time: 3.3808 data: 0.0082 max mem: 33369 Epoch: [2] [ 570/1319] eta: 0:42:14 lr: 4.725446790712525e-05 loss: 0.1751 (0.1703) time: 3.3685 data: 0.0079 max mem: 33369 Epoch: [2] [ 580/1319] eta: 0:41:40 lr: 4.7245884942040375e-05 loss: 0.1737 (0.1703) time: 3.3620 data: 0.0078 max mem: 33369 Epoch: [2] [ 590/1319] eta: 0:41:05 lr: 4.7237301803704005e-05 loss: 0.1607 (0.1704) time: 3.3390 data: 0.0077 max mem: 33369 Epoch: [2] [ 600/1319] eta: 0:40:31 lr: 4.722871849207768e-05 loss: 0.1591 (0.1701) time: 3.3434 data: 0.0081 max mem: 33369 Epoch: [2] [ 610/1319] eta: 0:39:57 lr: 4.72201350071229e-05 loss: 0.1592 (0.1701) time: 3.3596 data: 0.0082 max mem: 33369 Epoch: [2] [ 620/1319] eta: 0:39:24 lr: 4.7211551348801154e-05 loss: 0.1607 (0.1700) time: 3.3796 data: 0.0076 max mem: 33369 Epoch: [2] [ 630/1319] eta: 0:38:49 lr: 4.7202967517073924e-05 loss: 0.1591 (0.1704) time: 3.3728 data: 0.0074 max mem: 33369 Epoch: [2] [ 640/1319] eta: 0:38:16 lr: 4.719438351190267e-05 loss: 0.1503 (0.1703) time: 3.3780 data: 0.0074 max mem: 33369 Epoch: [2] [ 650/1319] eta: 0:37:42 lr: 4.718579933324881e-05 loss: 0.1503 (0.1702) time: 3.3910 data: 0.0076 max mem: 33369 Epoch: [2] [ 660/1319] eta: 0:37:08 lr: 4.71772149810738e-05 loss: 0.1571 (0.1702) time: 3.3716 data: 0.0080 max mem: 33369 Epoch: [2] [ 670/1319] eta: 0:36:34 lr: 4.716863045533903e-05 loss: 0.1591 (0.1704) time: 3.3721 data: 0.0079 max mem: 33369 Epoch: [2] [ 680/1319] eta: 0:36:01 lr: 4.71600457560059e-05 loss: 0.1672 (0.1703) time: 3.4036 data: 0.0075 max mem: 33369 Epoch: [2] [ 690/1319] eta: 0:35:27 lr: 4.7151460883035786e-05 loss: 0.1727 (0.1709) time: 3.4135 data: 0.0078 max mem: 33369 Epoch: [2] [ 700/1319] eta: 0:34:54 lr: 4.714287583639004e-05 loss: 0.1492 (0.1705) time: 3.4282 data: 0.0080 max mem: 33369 Epoch: [2] [ 710/1319] eta: 0:34:20 lr: 4.713429061603002e-05 loss: 0.1492 (0.1706) time: 3.4354 data: 0.0078 max mem: 33369 Epoch: [2] [ 720/1319] eta: 0:33:47 lr: 4.712570522191704e-05 loss: 0.1685 (0.1705) time: 3.4090 data: 0.0082 max mem: 33369 Epoch: [2] [ 730/1319] eta: 0:33:13 lr: 4.7117119654012416e-05 loss: 0.1595 (0.1702) time: 3.3907 data: 0.0081 max mem: 33369 Epoch: [2] [ 740/1319] eta: 0:32:39 lr: 4.7108533912277444e-05 loss: 0.1595 (0.1701) time: 3.3826 data: 0.0079 max mem: 33369 Epoch: [2] [ 750/1319] eta: 0:32:05 lr: 4.709994799667339e-05 loss: 0.1733 (0.1705) time: 3.3943 data: 0.0082 max mem: 33369 Epoch: [2] [ 760/1319] eta: 0:31:31 lr: 4.709136190716153e-05 loss: 0.1724 (0.1703) time: 3.3978 data: 0.0084 max mem: 33369 Epoch: [2] [ 770/1319] eta: 0:30:58 lr: 4.708277564370309e-05 loss: 0.1542 (0.1702) time: 3.4044 data: 0.0085 max mem: 33369 Epoch: [2] [ 780/1319] eta: 0:30:24 lr: 4.707418920625932e-05 loss: 0.1545 (0.1701) time: 3.4103 data: 0.0080 max mem: 33369 Epoch: [2] [ 790/1319] eta: 0:29:50 lr: 4.706560259479142e-05 loss: 0.1623 (0.1701) time: 3.3927 data: 0.0076 max mem: 33369 Epoch: [2] [ 800/1319] eta: 0:29:17 lr: 4.705701580926059e-05 loss: 0.1691 (0.1706) time: 3.4084 data: 0.0074 max mem: 33369 Epoch: [2] [ 810/1319] eta: 0:28:43 lr: 4.7048428849628004e-05 loss: 0.1859 (0.1709) time: 3.4046 data: 0.0076 max mem: 33369 Epoch: [2] [ 820/1319] eta: 0:28:09 lr: 4.703984171585482e-05 loss: 0.1698 (0.1707) time: 3.3831 data: 0.0078 max mem: 33369 Epoch: [2] [ 830/1319] eta: 0:27:35 lr: 4.703125440790219e-05 loss: 0.1456 (0.1707) time: 3.3906 data: 0.0078 max mem: 33369 Epoch: [2] [ 840/1319] eta: 0:27:02 lr: 4.702266692573125e-05 loss: 0.1622 (0.1705) time: 3.4112 data: 0.0082 max mem: 33369 Epoch: [2] [ 850/1319] eta: 0:26:28 lr: 4.70140792693031e-05 loss: 0.1641 (0.1706) time: 3.4389 data: 0.0082 max mem: 33369 Epoch: [2] [ 860/1319] eta: 0:25:54 lr: 4.700549143857884e-05 loss: 0.1752 (0.1708) time: 3.4152 data: 0.0079 max mem: 33369 Epoch: [2] [ 870/1319] eta: 0:25:20 lr: 4.699690343351954e-05 loss: 0.1780 (0.1709) time: 3.4001 data: 0.0077 max mem: 33369 Epoch: [2] [ 880/1319] eta: 0:24:46 lr: 4.698831525408628e-05 loss: 0.1645 (0.1712) time: 3.3956 data: 0.0074 max mem: 33369 Epoch: [2] [ 890/1319] eta: 0:24:13 lr: 4.697972690024009e-05 loss: 0.1686 (0.1710) time: 3.3749 data: 0.0077 max mem: 33369 Epoch: [2] [ 900/1319] eta: 0:23:39 lr: 4.6971138371942025e-05 loss: 0.1348 (0.1707) time: 3.3658 data: 0.0080 max mem: 33369 Epoch: [2] [ 910/1319] eta: 0:23:04 lr: 4.696254966915307e-05 loss: 0.1376 (0.1706) time: 3.3477 data: 0.0074 max mem: 33369 Epoch: [2] [ 920/1319] eta: 0:22:31 lr: 4.695396079183423e-05 loss: 0.1533 (0.1705) time: 3.3603 data: 0.0077 max mem: 33369 Epoch: [2] [ 930/1319] eta: 0:21:57 lr: 4.694537173994649e-05 loss: 0.1669 (0.1708) time: 3.3695 data: 0.0081 max mem: 33369 Epoch: [2] [ 940/1319] eta: 0:21:23 lr: 4.69367825134508e-05 loss: 0.1677 (0.1706) time: 3.3517 data: 0.0077 max mem: 33369 Epoch: [2] [ 950/1319] eta: 0:20:49 lr: 4.692819311230812e-05 loss: 0.1577 (0.1708) time: 3.3569 data: 0.0078 max mem: 33369 Epoch: [2] [ 960/1319] eta: 0:20:15 lr: 4.6919603536479375e-05 loss: 0.1887 (0.1710) time: 3.3669 data: 0.0077 max mem: 33369 Epoch: [2] [ 970/1319] eta: 0:19:41 lr: 4.691101378592547e-05 loss: 0.1733 (0.1712) time: 3.3788 data: 0.0074 max mem: 33369 Epoch: [2] [ 980/1319] eta: 0:19:07 lr: 4.690242386060732e-05 loss: 0.1595 (0.1710) time: 3.3879 data: 0.0076 max mem: 33369 Epoch: [2] [ 990/1319] eta: 0:18:33 lr: 4.6893833760485775e-05 loss: 0.1595 (0.1708) time: 3.3783 data: 0.0077 max mem: 33369 Epoch: [2] [1000/1319] eta: 0:17:59 lr: 4.688524348552173e-05 loss: 0.1560 (0.1708) time: 3.3809 data: 0.0075 max mem: 33369 Epoch: [2] [1010/1319] eta: 0:17:26 lr: 4.6876653035676014e-05 loss: 0.1616 (0.1708) time: 3.4073 data: 0.0082 max mem: 33369 Epoch: [2] [1020/1319] eta: 0:16:52 lr: 4.6868062410909454e-05 loss: 0.1693 (0.1708) time: 3.3859 data: 0.0085 max mem: 33369 Epoch: [2] [1030/1319] eta: 0:16:18 lr: 4.685947161118287e-05 loss: 0.1617 (0.1707) time: 3.3667 data: 0.0077 max mem: 33369 Epoch: [2] [1040/1319] eta: 0:15:44 lr: 4.685088063645705e-05 loss: 0.1476 (0.1706) time: 3.3697 data: 0.0079 max mem: 33369 Epoch: [2] [1050/1319] eta: 0:15:10 lr: 4.684228948669277e-05 loss: 0.1511 (0.1704) time: 3.3595 data: 0.0081 max mem: 33369 Epoch: [2] [1060/1319] eta: 0:14:36 lr: 4.683369816185082e-05 loss: 0.1315 (0.1700) time: 3.3612 data: 0.0077 max mem: 33369 Epoch: [2] [1070/1319] eta: 0:14:02 lr: 4.682510666189191e-05 loss: 0.1337 (0.1699) time: 3.3627 data: 0.0075 max mem: 33369 Epoch: [2] [1080/1319] eta: 0:13:28 lr: 4.681651498677679e-05 loss: 0.1553 (0.1700) time: 3.3713 data: 0.0077 max mem: 33369 Epoch: [2] [1090/1319] eta: 0:12:54 lr: 4.680792313646616e-05 loss: 0.1624 (0.1701) time: 3.3625 data: 0.0078 max mem: 33369 Epoch: [2] [1100/1319] eta: 0:12:20 lr: 4.679933111092072e-05 loss: 0.1595 (0.1699) time: 3.3420 data: 0.0077 max mem: 33369 Epoch: [2] [1110/1319] eta: 0:11:47 lr: 4.6790738910101147e-05 loss: 0.1667 (0.1702) time: 3.3724 data: 0.0078 max mem: 33369 Epoch: [2] [1120/1319] eta: 0:11:13 lr: 4.67821465339681e-05 loss: 0.1733 (0.1703) time: 3.4009 data: 0.0080 max mem: 33369 Epoch: [2] [1130/1319] eta: 0:10:39 lr: 4.677355398248223e-05 loss: 0.1733 (0.1703) time: 3.3970 data: 0.0080 max mem: 33369 Epoch: [2] [1140/1319] eta: 0:10:05 lr: 4.676496125560416e-05 loss: 0.1770 (0.1705) time: 3.3862 data: 0.0083 max mem: 33369 Epoch: [2] [1150/1319] eta: 0:09:31 lr: 4.6756368353294506e-05 loss: 0.1407 (0.1702) time: 3.4027 data: 0.0081 max mem: 33369 Epoch: [2] [1160/1319] eta: 0:08:58 lr: 4.6747775275513856e-05 loss: 0.1325 (0.1701) time: 3.3995 data: 0.0079 max mem: 33369 Epoch: [2] [1170/1319] eta: 0:08:24 lr: 4.6739182022222775e-05 loss: 0.1549 (0.1700) time: 3.3789 data: 0.0080 max mem: 33369 Epoch: [2] [1180/1319] eta: 0:07:50 lr: 4.6730588593381847e-05 loss: 0.1561 (0.1701) time: 3.3811 data: 0.0077 max mem: 33369 Epoch: [2] [1190/1319] eta: 0:07:16 lr: 4.67219949889516e-05 loss: 0.1596 (0.1702) time: 3.3613 data: 0.0079 max mem: 33369 Epoch: [2] [1200/1319] eta: 0:06:42 lr: 4.6713401208892564e-05 loss: 0.1621 (0.1703) time: 3.3849 data: 0.0083 max mem: 33369 Epoch: [2] [1210/1319] eta: 0:06:08 lr: 4.6704807253165246e-05 loss: 0.1611 (0.1703) time: 3.3836 data: 0.0083 max mem: 33369 Epoch: [2] [1220/1319] eta: 0:05:34 lr: 4.6696213121730145e-05 loss: 0.1614 (0.1705) time: 3.3521 data: 0.0081 max mem: 33369 Epoch: [2] [1230/1319] eta: 0:05:01 lr: 4.668761881454772e-05 loss: 0.1678 (0.1705) time: 3.3704 data: 0.0076 max mem: 33369 Epoch: [2] [1240/1319] eta: 0:04:27 lr: 4.6679024331578444e-05 loss: 0.1684 (0.1707) time: 3.3755 data: 0.0073 max mem: 33369 Epoch: [2] [1250/1319] eta: 0:03:53 lr: 4.6670429672782765e-05 loss: 0.1482 (0.1706) time: 3.3709 data: 0.0080 max mem: 33369 Epoch: [2] [1260/1319] eta: 0:03:19 lr: 4.6661834838121084e-05 loss: 0.1391 (0.1705) time: 3.3745 data: 0.0082 max mem: 33369 Epoch: [2] [1270/1319] eta: 0:02:45 lr: 4.665323982755382e-05 loss: 0.1482 (0.1704) time: 3.3596 data: 0.0077 max mem: 33369 Epoch: [2] [1280/1319] eta: 0:02:11 lr: 4.664464464104137e-05 loss: 0.1501 (0.1704) time: 3.3479 data: 0.0074 max mem: 33369 Epoch: [2] [1290/1319] eta: 0:01:38 lr: 4.6636049278544094e-05 loss: 0.1501 (0.1703) time: 3.3752 data: 0.0076 max mem: 33369 Epoch: [2] [1300/1319] eta: 0:01:04 lr: 4.662745374002236e-05 loss: 0.1710 (0.1703) time: 3.3758 data: 0.0080 max mem: 33369 Epoch: [2] [1310/1319] eta: 0:00:30 lr: 4.6618858025436495e-05 loss: 0.1843 (0.1706) time: 3.3622 data: 0.0078 max mem: 33369 Epoch: [2] Total time: 1:14:22 /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( Test: [ 0/2573] eta: 2:55:50 time: 4.1004 data: 4.0162 max mem: 33369 Test: [ 100/2573] eta: 0:04:49 time: 0.0772 data: 0.0014 max mem: 33369 Test: [ 200/2573] eta: 0:03:53 time: 0.0788 data: 0.0016 max mem: 33369 Test: [ 300/2573] eta: 0:03:28 time: 0.0811 data: 0.0014 max mem: 33369 Test: [ 400/2573] eta: 0:03:11 time: 0.0802 data: 0.0014 max mem: 33369 Test: [ 500/2573] eta: 0:02:59 time: 0.0798 data: 0.0015 max mem: 33369 Test: [ 600/2573] eta: 0:02:48 time: 0.0795 data: 0.0014 max mem: 33369 Test: [ 700/2573] eta: 0:02:39 time: 0.0796 data: 0.0016 max mem: 33369 Test: [ 800/2573] eta: 0:02:29 time: 0.0826 data: 0.0014 max mem: 33369 Test: [ 900/2573] eta: 0:02:20 time: 0.0789 data: 0.0014 max mem: 33369 Test: [1000/2573] eta: 0:02:11 time: 0.0793 data: 0.0014 max mem: 33369 Test: [1100/2573] eta: 0:02:02 time: 0.0808 data: 0.0015 max mem: 33369 Test: [1200/2573] eta: 0:01:54 time: 0.0808 data: 0.0014 max mem: 33369 Test: [1300/2573] eta: 0:01:45 time: 0.0800 data: 0.0013 max mem: 33369 Test: [1400/2573] eta: 0:01:36 time: 0.0783 data: 0.0014 max mem: 33369 Test: [1500/2573] eta: 0:01:28 time: 0.0797 data: 0.0014 max mem: 33369 Test: [1600/2573] eta: 0:01:20 time: 0.0833 data: 0.0014 max mem: 33369 Test: [1700/2573] eta: 0:01:11 time: 0.0791 data: 0.0014 max mem: 33369 Test: [1800/2573] eta: 0:01:03 time: 0.0820 data: 0.0015 max mem: 33369 Test: [1900/2573] eta: 0:00:55 time: 0.0781 data: 0.0014 max mem: 33369 Test: [2000/2573] eta: 0:00:46 time: 0.0809 data: 0.0014 max mem: 33369 Test: [2100/2573] eta: 0:00:38 time: 0.0820 data: 0.0013 max mem: 33369 Test: [2200/2573] eta: 0:00:30 time: 0.0828 data: 0.0015 max mem: 33369 Test: [2300/2573] eta: 0:00:22 time: 0.0822 data: 0.0014 max mem: 33369 Test: [2400/2573] eta: 0:00:14 time: 0.0774 data: 0.0014 max mem: 33369 Test: [2500/2573] eta: 0:00:05 time: 0.0811 data: 0.0016 max mem: 33369 /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( Test: Total time: 0:03:30 Final results: Mean IoU is 40.12 precision@0.5 = 41.61 precision@0.6 = 33.86 precision@0.7 = 24.88 precision@0.8 = 15.71 precision@0.9 = 4.78 overall IoU = 44.33 Average object IoU 40.122019322415134 Overall IoU 44.33049774169922 Better epoch: 2 /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( Epoch: [3] [ 0/1319] eta: 1:57:32 lr: 4.661112173174161e-05 loss: 0.1104 (0.1104) time: 5.3467 data: 1.8063 max mem: 33369 Epoch: [3] [ 10/1319] eta: 1:17:37 lr: 4.660252568252458e-05 loss: 0.1398 (0.1500) time: 3.5582 data: 0.1724 max mem: 33369 Epoch: [3] [ 20/1319] eta: 1:15:54 lr: 4.6593929457128314e-05 loss: 0.1399 (0.1547) time: 3.4143 data: 0.0086 max mem: 33369 Epoch: [3] [ 30/1319] eta: 1:14:24 lr: 4.6585333055513096e-05 loss: 0.1329 (0.1515) time: 3.4115 data: 0.0084 max mem: 33369 Epoch: [3] [ 40/1319] eta: 1:13:31 lr: 4.657673647763916e-05 loss: 0.1546 (0.1619) time: 3.3886 data: 0.0084 max mem: 33369 Epoch: [3] [ 50/1319] eta: 1:12:46 lr: 4.656813972346675e-05 loss: 0.1560 (0.1601) time: 3.4062 data: 0.0079 max mem: 33369 Epoch: [3] [ 60/1319] eta: 1:12:01 lr: 4.655954279295608e-05 loss: 0.1377 (0.1560) time: 3.3989 data: 0.0076 max mem: 33369 Epoch: [3] [ 70/1319] eta: 1:11:17 lr: 4.655094568606738e-05 loss: 0.1360 (0.1554) time: 3.3843 data: 0.0077 max mem: 33369 Epoch: [3] [ 80/1319] eta: 1:10:37 lr: 4.6542348402760813e-05 loss: 0.1360 (0.1541) time: 3.3815 data: 0.0080 max mem: 33369 Epoch: [3] [ 90/1319] eta: 1:09:56 lr: 4.653375094299656e-05 loss: 0.1420 (0.1571) time: 3.3777 data: 0.0080 max mem: 33369 Epoch: [3] [ 100/1319] eta: 1:09:24 lr: 4.652515330673476e-05 loss: 0.1361 (0.1554) time: 3.4029 data: 0.0076 max mem: 33369 Epoch: [3] [ 110/1319] eta: 1:08:51 lr: 4.651655549393556e-05 loss: 0.1179 (0.1545) time: 3.4281 data: 0.0075 max mem: 33369 Epoch: [3] [ 120/1319] eta: 1:08:10 lr: 4.650795750455908e-05 loss: 0.1385 (0.1545) time: 3.3849 data: 0.0076 max mem: 33369 Epoch: [3] [ 130/1319] eta: 1:07:33 lr: 4.649935933856541e-05 loss: 0.1426 (0.1538) time: 3.3671 data: 0.0078 max mem: 33369 Epoch: [3] [ 140/1319] eta: 1:06:56 lr: 4.6490760995914644e-05 loss: 0.1265 (0.1519) time: 3.3788 data: 0.0079 max mem: 33369 Epoch: [3] [ 150/1319] eta: 1:06:23 lr: 4.648216247656684e-05 loss: 0.1357 (0.1522) time: 3.3980 data: 0.0082 max mem: 33369 Epoch: [3] [ 160/1319] eta: 1:05:49 lr: 4.647356378048206e-05 loss: 0.1357 (0.1511) time: 3.4128 data: 0.0082 max mem: 33369 Epoch: [3] [ 170/1319] eta: 1:05:13 lr: 4.646496490762032e-05 loss: 0.1443 (0.1525) time: 3.3908 data: 0.0080 max mem: 33369 Epoch: [3] [ 180/1319] eta: 1:04:36 lr: 4.645636585794164e-05 loss: 0.1659 (0.1523) time: 3.3743 data: 0.0083 max mem: 33369 Epoch: [3] [ 190/1319] eta: 1:04:00 lr: 4.644776663140602e-05 loss: 0.1572 (0.1530) time: 3.3677 data: 0.0079 max mem: 33369 Epoch: [3] [ 200/1319] eta: 1:03:26 lr: 4.6439167227973446e-05 loss: 0.1572 (0.1535) time: 3.3858 data: 0.0077 max mem: 33369 Epoch: [3] [ 210/1319] eta: 1:02:52 lr: 4.643056764760387e-05 loss: 0.1450 (0.1542) time: 3.3976 data: 0.0077 max mem: 33369 Epoch: [3] [ 220/1319] eta: 1:02:15 lr: 4.642196789025724e-05 loss: 0.1595 (0.1547) time: 3.3688 data: 0.0075 max mem: 33369 Epoch: [3] [ 230/1319] eta: 1:01:40 lr: 4.641336795589349e-05 loss: 0.1585 (0.1544) time: 3.3607 data: 0.0077 max mem: 33369 Epoch: [3] [ 240/1319] eta: 1:01:04 lr: 4.6404767844472526e-05 loss: 0.1474 (0.1544) time: 3.3658 data: 0.0077 max mem: 33369 Epoch: [3] [ 250/1319] eta: 1:00:30 lr: 4.639616755595424e-05 loss: 0.1483 (0.1544) time: 3.3770 data: 0.0077 max mem: 33369 Epoch: [3] [ 260/1319] eta: 0:59:54 lr: 4.638756709029851e-05 loss: 0.1462 (0.1544) time: 3.3754 data: 0.0080 max mem: 33369 Epoch: [3] [ 270/1319] eta: 0:59:19 lr: 4.6378966447465196e-05 loss: 0.1462 (0.1551) time: 3.3596 data: 0.0078 max mem: 33369 Epoch: [3] [ 280/1319] eta: 0:58:47 lr: 4.637036562741414e-05 loss: 0.1513 (0.1550) time: 3.3957 data: 0.0077 max mem: 33369 Epoch: [3] [ 290/1319] eta: 0:58:12 lr: 4.636176463010516e-05 loss: 0.1300 (0.1558) time: 3.3951 data: 0.0079 max mem: 33369 Epoch: [3] [ 300/1319] eta: 0:57:38 lr: 4.635316345549808e-05 loss: 0.1312 (0.1554) time: 3.3850 data: 0.0080 max mem: 33369 Epoch: [3] [ 310/1319] eta: 0:57:04 lr: 4.634456210355267e-05 loss: 0.1454 (0.1554) time: 3.4015 data: 0.0079 max mem: 33369 Epoch: [3] [ 320/1319] eta: 0:56:30 lr: 4.633596057422871e-05 loss: 0.1536 (0.1553) time: 3.3973 data: 0.0082 max mem: 33369 Epoch: [3] [ 330/1319] eta: 0:55:56 lr: 4.632735886748595e-05 loss: 0.1517 (0.1553) time: 3.3827 data: 0.0082 max mem: 33369 Epoch: [3] [ 340/1319] eta: 0:55:24 lr: 4.6318756983284134e-05 loss: 0.1517 (0.1555) time: 3.4130 data: 0.0079 max mem: 33369 Epoch: [3] [ 350/1319] eta: 0:54:49 lr: 4.6310154921582983e-05 loss: 0.1584 (0.1554) time: 3.4231 data: 0.0077 max mem: 33369 Epoch: [3] [ 360/1319] eta: 0:54:16 lr: 4.630155268234219e-05 loss: 0.1559 (0.1555) time: 3.4108 data: 0.0078 max mem: 33369 Epoch: [3] [ 370/1319] eta: 0:53:41 lr: 4.629295026552143e-05 loss: 0.1516 (0.1553) time: 3.3903 data: 0.0082 max mem: 33369 Epoch: [3] [ 380/1319] eta: 0:53:07 lr: 4.6284347671080394e-05 loss: 0.1369 (0.1552) time: 3.3655 data: 0.0080 max mem: 33369 Epoch: [3] [ 390/1319] eta: 0:52:33 lr: 4.627574489897873e-05 loss: 0.1446 (0.1548) time: 3.3882 data: 0.0077 max mem: 33369 Epoch: [3] [ 400/1319] eta: 0:52:00 lr: 4.626714194917605e-05 loss: 0.1431 (0.1543) time: 3.4170 data: 0.0076 max mem: 33369 Epoch: [3] [ 410/1319] eta: 0:51:26 lr: 4.625853882163199e-05 loss: 0.1423 (0.1539) time: 3.4162 data: 0.0081 max mem: 33369 Epoch: [3] [ 420/1319] eta: 0:50:53 lr: 4.624993551630613e-05 loss: 0.1447 (0.1538) time: 3.4017 data: 0.0089 max mem: 33369 Epoch: [3] [ 430/1319] eta: 0:50:18 lr: 4.624133203315806e-05 loss: 0.1450 (0.1538) time: 3.3973 data: 0.0083 max mem: 33369 Epoch: [3] [ 440/1319] eta: 0:49:44 lr: 4.6232728372147346e-05 loss: 0.1408 (0.1534) time: 3.3852 data: 0.0077 max mem: 33369 Epoch: [3] [ 450/1319] eta: 0:49:09 lr: 4.6224124533233514e-05 loss: 0.1454 (0.1535) time: 3.3690 data: 0.0078 max mem: 33369 Epoch: [3] [ 460/1319] eta: 0:48:37 lr: 4.621552051637611e-05 loss: 0.1627 (0.1539) time: 3.4091 data: 0.0077 max mem: 33369 Epoch: [3] [ 470/1319] eta: 0:48:02 lr: 4.620691632153463e-05 loss: 0.1414 (0.1538) time: 3.4216 data: 0.0079 max mem: 33369 Epoch: [3] [ 480/1319] eta: 0:47:29 lr: 4.619831194866858e-05 loss: 0.1395 (0.1538) time: 3.3941 data: 0.0079 max mem: 33369 Epoch: [3] [ 490/1319] eta: 0:46:54 lr: 4.618970739773742e-05 loss: 0.1408 (0.1535) time: 3.3883 data: 0.0077 max mem: 33369 Epoch: [3] [ 500/1319] eta: 0:46:20 lr: 4.618110266870061e-05 loss: 0.1502 (0.1541) time: 3.3582 data: 0.0081 max mem: 33369 Epoch: [3] [ 510/1319] eta: 0:45:45 lr: 4.6172497761517596e-05 loss: 0.1547 (0.1540) time: 3.3637 data: 0.0081 max mem: 33369 Epoch: [3] [ 520/1319] eta: 0:45:12 lr: 4.6163892676147796e-05 loss: 0.1516 (0.1542) time: 3.3991 data: 0.0076 max mem: 33369 Epoch: [3] [ 530/1319] eta: 0:44:37 lr: 4.615528741255061e-05 loss: 0.1502 (0.1542) time: 3.3836 data: 0.0074 max mem: 33369 Epoch: [3] [ 540/1319] eta: 0:44:03 lr: 4.6146681970685424e-05 loss: 0.1463 (0.1541) time: 3.3662 data: 0.0079 max mem: 33369 Epoch: [3] [ 550/1319] eta: 0:43:28 lr: 4.613807635051161e-05 loss: 0.1384 (0.1542) time: 3.3604 data: 0.0080 max mem: 33369 Epoch: [3] [ 560/1319] eta: 0:42:55 lr: 4.612947055198852e-05 loss: 0.1680 (0.1545) time: 3.3699 data: 0.0080 max mem: 33369 Epoch: [3] [ 570/1319] eta: 0:42:21 lr: 4.612086457507548e-05 loss: 0.1680 (0.1551) time: 3.4006 data: 0.0082 max mem: 33369 Epoch: [3] [ 580/1319] eta: 0:41:47 lr: 4.611225841973181e-05 loss: 0.1564 (0.1549) time: 3.3864 data: 0.0079 max mem: 33369 Epoch: [3] [ 590/1319] eta: 0:41:13 lr: 4.610365208591681e-05 loss: 0.1214 (0.1546) time: 3.3855 data: 0.0077 max mem: 33369 Epoch: [3] [ 600/1319] eta: 0:40:39 lr: 4.609504557358975e-05 loss: 0.1436 (0.1547) time: 3.3937 data: 0.0082 max mem: 33369 Epoch: [3] [ 610/1319] eta: 0:40:05 lr: 4.60864388827099e-05 loss: 0.1516 (0.1548) time: 3.3857 data: 0.0083 max mem: 33369 Epoch: [3] [ 620/1319] eta: 0:39:30 lr: 4.6077832013236505e-05 loss: 0.1687 (0.1548) time: 3.3528 data: 0.0081 max mem: 33369 Epoch: [3] [ 630/1319] eta: 0:38:56 lr: 4.606922496512879e-05 loss: 0.1549 (0.1550) time: 3.3570 data: 0.0077 max mem: 33369 Epoch: [3] [ 640/1319] eta: 0:38:22 lr: 4.606061773834596e-05 loss: 0.1432 (0.1550) time: 3.3669 data: 0.0076 max mem: 33369 Epoch: [3] [ 650/1319] eta: 0:37:48 lr: 4.60520103328472e-05 loss: 0.1507 (0.1552) time: 3.3656 data: 0.0079 max mem: 33369 Epoch: [3] [ 660/1319] eta: 0:37:13 lr: 4.60434027485917e-05 loss: 0.1545 (0.1552) time: 3.3633 data: 0.0081 max mem: 33369 Epoch: [3] [ 670/1319] eta: 0:36:39 lr: 4.6034794985538615e-05 loss: 0.1545 (0.1552) time: 3.3236 data: 0.0080 max mem: 33369 Epoch: [3] [ 680/1319] eta: 0:36:05 lr: 4.602618704364706e-05 loss: 0.1515 (0.1551) time: 3.3428 data: 0.0085 max mem: 33369 Epoch: [3] [ 690/1319] eta: 0:35:31 lr: 4.601757892287618e-05 loss: 0.1482 (0.1553) time: 3.3870 data: 0.0086 max mem: 33369 Epoch: [3] [ 700/1319] eta: 0:34:57 lr: 4.600897062318506e-05 loss: 0.1557 (0.1557) time: 3.4019 data: 0.0081 max mem: 33369 Epoch: [3] [ 710/1319] eta: 0:34:23 lr: 4.600036214453279e-05 loss: 0.1484 (0.1557) time: 3.3924 data: 0.0081 max mem: 33369 Epoch: [3] [ 720/1319] eta: 0:33:49 lr: 4.599175348687844e-05 loss: 0.1237 (0.1555) time: 3.3864 data: 0.0080 max mem: 33369 Epoch: [3] [ 730/1319] eta: 0:33:16 lr: 4.598314465018106e-05 loss: 0.1216 (0.1555) time: 3.4002 data: 0.0080 max mem: 33369 Epoch: [3] [ 740/1319] eta: 0:32:41 lr: 4.5974535634399665e-05 loss: 0.1406 (0.1554) time: 3.3798 data: 0.0086 max mem: 33369 Epoch: [3] [ 750/1319] eta: 0:32:08 lr: 4.596592643949328e-05 loss: 0.1560 (0.1554) time: 3.3809 data: 0.0082 max mem: 33369 Epoch: [3] [ 760/1319] eta: 0:31:33 lr: 4.595731706542089e-05 loss: 0.1566 (0.1556) time: 3.3777 data: 0.0081 max mem: 33369 Epoch: [3] [ 770/1319] eta: 0:30:59 lr: 4.5948707512141485e-05 loss: 0.1678 (0.1557) time: 3.3579 data: 0.0082 max mem: 33369 Epoch: [3] [ 780/1319] eta: 0:30:25 lr: 4.594009777961402e-05 loss: 0.1358 (0.1555) time: 3.3527 data: 0.0081 max mem: 33369 Epoch: [3] [ 790/1319] eta: 0:29:51 lr: 4.593148786779743e-05 loss: 0.1358 (0.1557) time: 3.3308 data: 0.0084 max mem: 33369 Epoch: [3] [ 800/1319] eta: 0:29:17 lr: 4.592287777665063e-05 loss: 0.1510 (0.1557) time: 3.3377 data: 0.0081 max mem: 33369 Epoch: [3] [ 810/1319] eta: 0:28:43 lr: 4.5914267506132555e-05 loss: 0.1493 (0.1558) time: 3.3793 data: 0.0080 max mem: 33369 Epoch: [3] [ 820/1319] eta: 0:28:09 lr: 4.590565705620206e-05 loss: 0.1577 (0.1557) time: 3.3837 data: 0.0080 max mem: 33369 Epoch: [3] [ 830/1319] eta: 0:27:35 lr: 4.589704642681802e-05 loss: 0.1247 (0.1555) time: 3.3822 data: 0.0077 max mem: 33369 Epoch: [3] [ 840/1319] eta: 0:27:01 lr: 4.58884356179393e-05 loss: 0.1440 (0.1559) time: 3.3875 data: 0.0075 max mem: 33369 Epoch: [3] [ 850/1319] eta: 0:26:28 lr: 4.5879824629524725e-05 loss: 0.1440 (0.1556) time: 3.3901 data: 0.0077 max mem: 33369 Epoch: [3] [ 860/1319] eta: 0:25:54 lr: 4.5871213461533106e-05 loss: 0.1350 (0.1558) time: 3.3863 data: 0.0080 max mem: 33369 Epoch: [3] [ 870/1319] eta: 0:25:20 lr: 4.5862602113923244e-05 loss: 0.1485 (0.1558) time: 3.3604 data: 0.0081 max mem: 33369 Epoch: [3] [ 880/1319] eta: 0:24:46 lr: 4.585399058665391e-05 loss: 0.1340 (0.1556) time: 3.3799 data: 0.0082 max mem: 33369 Epoch: [3] [ 890/1319] eta: 0:24:12 lr: 4.5845378879683885e-05 loss: 0.1312 (0.1556) time: 3.3848 data: 0.0080 max mem: 33369 Epoch: [3] [ 900/1319] eta: 0:23:38 lr: 4.583676699297189e-05 loss: 0.1557 (0.1556) time: 3.3573 data: 0.0076 max mem: 33369 Epoch: [3] [ 910/1319] eta: 0:23:04 lr: 4.582815492647665e-05 loss: 0.1611 (0.1557) time: 3.3757 data: 0.0080 max mem: 33369 Epoch: [3] [ 920/1319] eta: 0:22:30 lr: 4.5819542680156885e-05 loss: 0.1615 (0.1560) time: 3.4041 data: 0.0083 max mem: 33369 Epoch: [3] [ 930/1319] eta: 0:21:56 lr: 4.5810930253971277e-05 loss: 0.1517 (0.1559) time: 3.3705 data: 0.0080 max mem: 33369 Epoch: [3] [ 940/1319] eta: 0:21:23 lr: 4.580231764787849e-05 loss: 0.1583 (0.1562) time: 3.3871 data: 0.0077 max mem: 33369 Epoch: [3] [ 950/1319] eta: 0:20:49 lr: 4.579370486183719e-05 loss: 0.1608 (0.1562) time: 3.4260 data: 0.0080 max mem: 33369 Epoch: [3] [ 960/1319] eta: 0:20:15 lr: 4.5785091895806004e-05 loss: 0.1260 (0.1560) time: 3.3815 data: 0.0081 max mem: 33369 Epoch: [3] [ 970/1319] eta: 0:19:41 lr: 4.577647874974354e-05 loss: 0.1273 (0.1560) time: 3.3564 data: 0.0080 max mem: 33369 Epoch: [3] [ 980/1319] eta: 0:19:07 lr: 4.57678654236084e-05 loss: 0.1293 (0.1557) time: 3.3730 data: 0.0081 max mem: 33369 Epoch: [3] [ 990/1319] eta: 0:18:33 lr: 4.575925191735917e-05 loss: 0.1321 (0.1557) time: 3.4084 data: 0.0079 max mem: 33369 Epoch: [3] [1000/1319] eta: 0:17:59 lr: 4.57506382309544e-05 loss: 0.1348 (0.1558) time: 3.3923 data: 0.0079 max mem: 33369 Epoch: [3] [1010/1319] eta: 0:17:26 lr: 4.574202436435264e-05 loss: 0.1522 (0.1558) time: 3.3632 data: 0.0074 max mem: 33369 Epoch: [3] [1020/1319] eta: 0:16:52 lr: 4.573341031751242e-05 loss: 0.1459 (0.1557) time: 3.3959 data: 0.0074 max mem: 33369 Epoch: [3] [1030/1319] eta: 0:16:18 lr: 4.5724796090392234e-05 loss: 0.1276 (0.1556) time: 3.4003 data: 0.0076 max mem: 33369 Epoch: [3] [1040/1319] eta: 0:15:44 lr: 4.571618168295058e-05 loss: 0.1269 (0.1554) time: 3.3854 data: 0.0078 max mem: 33369 Epoch: [3] [1050/1319] eta: 0:15:10 lr: 4.570756709514592e-05 loss: 0.1268 (0.1551) time: 3.3727 data: 0.0076 max mem: 33369 Epoch: [3] [1060/1319] eta: 0:14:36 lr: 4.569895232693671e-05 loss: 0.1362 (0.1552) time: 3.3563 data: 0.0075 max mem: 33369 Epoch: [3] [1070/1319] eta: 0:14:02 lr: 4.569033737828139e-05 loss: 0.1399 (0.1551) time: 3.3692 data: 0.0078 max mem: 33369 Epoch: [3] [1080/1319] eta: 0:13:29 lr: 4.568172224913836e-05 loss: 0.1339 (0.1549) time: 3.3816 data: 0.0080 max mem: 33369 Epoch: [3] [1090/1319] eta: 0:12:55 lr: 4.567310693946603e-05 loss: 0.1339 (0.1550) time: 3.3728 data: 0.0078 max mem: 33369 Epoch: [3] [1100/1319] eta: 0:12:21 lr: 4.566449144922278e-05 loss: 0.1501 (0.1549) time: 3.3568 data: 0.0077 max mem: 33369 Epoch: [3] [1110/1319] eta: 0:11:47 lr: 4.565587577836695e-05 loss: 0.1369 (0.1549) time: 3.3712 data: 0.0076 max mem: 33369 Epoch: [3] [1120/1319] eta: 0:11:13 lr: 4.5647259926856906e-05 loss: 0.1536 (0.1550) time: 3.3834 data: 0.0074 max mem: 33369 Epoch: [3] [1130/1319] eta: 0:10:39 lr: 4.563864389465096e-05 loss: 0.1341 (0.1549) time: 3.3762 data: 0.0074 max mem: 33369 Epoch: [3] [1140/1319] eta: 0:10:05 lr: 4.563002768170741e-05 loss: 0.1452 (0.1550) time: 3.4072 data: 0.0078 max mem: 33369 Epoch: [3] [1150/1319] eta: 0:09:32 lr: 4.562141128798457e-05 loss: 0.1467 (0.1551) time: 3.4084 data: 0.0082 max mem: 33369 Epoch: [3] [1160/1319] eta: 0:08:58 lr: 4.561279471344068e-05 loss: 0.1667 (0.1554) time: 3.3918 data: 0.0081 max mem: 33369 Epoch: [3] [1170/1319] eta: 0:08:24 lr: 4.5604177958034e-05 loss: 0.1739 (0.1555) time: 3.3987 data: 0.0078 max mem: 33369 Epoch: [3] [1180/1319] eta: 0:07:50 lr: 4.559556102172276e-05 loss: 0.1545 (0.1555) time: 3.4136 data: 0.0075 max mem: 33369 Epoch: [3] [1190/1319] eta: 0:07:16 lr: 4.5586943904465176e-05 loss: 0.1497 (0.1557) time: 3.4353 data: 0.0077 max mem: 33369 Epoch: [3] [1200/1319] eta: 0:06:42 lr: 4.557832660621944e-05 loss: 0.1371 (0.1555) time: 3.4216 data: 0.0080 max mem: 33369 Epoch: [3] [1210/1319] eta: 0:06:09 lr: 4.556970912694373e-05 loss: 0.1358 (0.1556) time: 3.4118 data: 0.0077 max mem: 33369 Epoch: [3] [1220/1319] eta: 0:05:35 lr: 4.5561091466596205e-05 loss: 0.1685 (0.1557) time: 3.4212 data: 0.0073 max mem: 33369 Epoch: [3] [1230/1319] eta: 0:05:01 lr: 4.555247362513501e-05 loss: 0.1450 (0.1556) time: 3.4030 data: 0.0071 max mem: 33369 Epoch: [3] [1240/1319] eta: 0:04:27 lr: 4.5543855602518245e-05 loss: 0.1395 (0.1555) time: 3.3553 data: 0.0071 max mem: 33369 Epoch: [3] [1250/1319] eta: 0:03:53 lr: 4.553523739870403e-05 loss: 0.1395 (0.1554) time: 3.3692 data: 0.0072 max mem: 33369 Epoch: [3] [1260/1319] eta: 0:03:19 lr: 4.552661901365045e-05 loss: 0.1467 (0.1554) time: 3.4128 data: 0.0075 max mem: 33369 Epoch: [3] [1270/1319] eta: 0:02:45 lr: 4.551800044731557e-05 loss: 0.1549 (0.1554) time: 3.4216 data: 0.0078 max mem: 33369 Epoch: [3] [1280/1319] eta: 0:02:12 lr: 4.550938169965743e-05 loss: 0.1495 (0.1554) time: 3.3904 data: 0.0079 max mem: 33369 Epoch: [3] [1290/1319] eta: 0:01:38 lr: 4.550076277063406e-05 loss: 0.1610 (0.1554) time: 3.3593 data: 0.0078 max mem: 33369 Epoch: [3] [1300/1319] eta: 0:01:04 lr: 4.549214366020347e-05 loss: 0.1684 (0.1559) time: 3.3697 data: 0.0080 max mem: 33369 Epoch: [3] [1310/1319] eta: 0:00:30 lr: 4.5483524368323656e-05 loss: 0.1505 (0.1560) time: 3.3916 data: 0.0081 max mem: 33369 Epoch: [3] Total time: 1:14:27 /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( Test: [ 0/2573] eta: 2:28:58 time: 3.4738 data: 3.3440 max mem: 33369 Test: [ 100/2573] eta: 0:04:34 time: 0.0780 data: 0.0015 max mem: 33369 Test: [ 200/2573] eta: 0:03:47 time: 0.0793 data: 0.0014 max mem: 33369 Test: [ 300/2573] eta: 0:03:24 time: 0.0822 data: 0.0016 max mem: 33369 Test: [ 400/2573] eta: 0:03:09 time: 0.0807 data: 0.0014 max mem: 33369 Test: [ 500/2573] eta: 0:02:57 time: 0.0799 data: 0.0015 max mem: 33369 Test: [ 600/2573] eta: 0:02:47 time: 0.0803 data: 0.0015 max mem: 33369 Test: [ 700/2573] eta: 0:02:38 time: 0.0801 data: 0.0014 max mem: 33369 Test: [ 800/2573] eta: 0:02:29 time: 0.0834 data: 0.0013 max mem: 33369 Test: [ 900/2573] eta: 0:02:20 time: 0.0806 data: 0.0014 max mem: 33369 Test: [1000/2573] eta: 0:02:11 time: 0.0799 data: 0.0014 max mem: 33369 Test: [1100/2573] eta: 0:02:02 time: 0.0801 data: 0.0014 max mem: 33369 Test: [1200/2573] eta: 0:01:54 time: 0.0803 data: 0.0014 max mem: 33369 Test: [1300/2573] eta: 0:01:45 time: 0.0797 data: 0.0013 max mem: 33369 Test: [1400/2573] eta: 0:01:36 time: 0.0793 data: 0.0014 max mem: 33369 Test: [1500/2573] eta: 0:01:28 time: 0.0811 data: 0.0015 max mem: 33369 Test: [1600/2573] eta: 0:01:20 time: 0.0834 data: 0.0014 max mem: 33369 Test: [1700/2573] eta: 0:01:11 time: 0.0788 data: 0.0014 max mem: 33369 Test: [1800/2573] eta: 0:01:03 time: 0.0821 data: 0.0014 max mem: 33369 Test: [1900/2573] eta: 0:00:55 time: 0.0787 data: 0.0013 max mem: 33369 Test: [2000/2573] eta: 0:00:46 time: 0.0811 data: 0.0015 max mem: 33369 Test: [2100/2573] eta: 0:00:38 time: 0.0815 data: 0.0014 max mem: 33369 Test: [2200/2573] eta: 0:00:30 time: 0.0810 data: 0.0013 max mem: 33369 Test: [2300/2573] eta: 0:00:22 time: 0.0819 data: 0.0014 max mem: 33369 Test: [2400/2573] eta: 0:00:14 time: 0.0769 data: 0.0014 max mem: 33369 Test: [2500/2573] eta: 0:00:05 time: 0.0792 data: 0.0014 max mem: 33369 Test: Total time: 0:03:30 Final results: Mean IoU is 45.69 precision@0.5 = 49.02 precision@0.6 = 40.67 precision@0.7 = 32.13 precision@0.8 = 21.49 precision@0.9 = 7.68 overall IoU = 48.62 Average object IoU 45.69385165692057 Overall IoU 48.61656951904297 Better epoch: 3 /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( Epoch: [4] [ 0/1319] eta: 1:53:35 lr: 4.547576685045799e-05 loss: 0.1090 (0.1090) time: 5.1672 data: 1.8150 max mem: 33369 Epoch: [4] [ 10/1319] eta: 1:17:14 lr: 4.546714721370884e-05 loss: 0.1172 (0.1324) time: 3.5404 data: 0.1722 max mem: 33369 Epoch: [4] [ 20/1319] eta: 1:14:43 lr: 4.5458527395388535e-05 loss: 0.1263 (0.1312) time: 3.3657 data: 0.0077 max mem: 33369 Epoch: [4] [ 30/1319] eta: 1:13:14 lr: 4.544990739545498e-05 loss: 0.1223 (0.1369) time: 3.3367 data: 0.0077 max mem: 33369 Epoch: [4] [ 40/1319] eta: 1:12:33 lr: 4.544128721386609e-05 loss: 0.1173 (0.1383) time: 3.3535 data: 0.0079 max mem: 33369 Epoch: [4] [ 50/1319] eta: 1:12:04 lr: 4.543266685057974e-05 loss: 0.1224 (0.1346) time: 3.4051 data: 0.0084 max mem: 33369 Epoch: [4] [ 60/1319] eta: 1:11:32 lr: 4.54240463055538e-05 loss: 0.1224 (0.1351) time: 3.4204 data: 0.0088 max mem: 33369 Epoch: [4] [ 70/1319] eta: 1:11:00 lr: 4.541542557874611e-05 loss: 0.1315 (0.1355) time: 3.4197 data: 0.0086 max mem: 33369 Epoch: [4] [ 80/1319] eta: 1:10:19 lr: 4.540680467011449e-05 loss: 0.1339 (0.1356) time: 3.3955 data: 0.0082 max mem: 33369 Epoch: [4] [ 90/1319] eta: 1:09:48 lr: 4.5398183579616753e-05 loss: 0.1389 (0.1363) time: 3.3978 data: 0.0078 max mem: 33369 Epoch: [4] [ 100/1319] eta: 1:09:08 lr: 4.5389562307210684e-05 loss: 0.1411 (0.1367) time: 3.3923 data: 0.0078 max mem: 33369 Epoch: [4] [ 110/1319] eta: 1:08:31 lr: 4.5380940852854056e-05 loss: 0.1397 (0.1370) time: 3.3692 data: 0.0081 max mem: 33369 Epoch: [4] [ 120/1319] eta: 1:07:59 lr: 4.537231921650461e-05 loss: 0.1171 (0.1368) time: 3.3988 data: 0.0082 max mem: 33369 Epoch: [4] [ 130/1319] eta: 1:07:23 lr: 4.53636973981201e-05 loss: 0.1283 (0.1370) time: 3.4009 data: 0.0081 max mem: 33369 Epoch: [4] [ 140/1319] eta: 1:06:49 lr: 4.535507539765821e-05 loss: 0.1373 (0.1373) time: 3.3912 data: 0.0079 max mem: 33369 Epoch: [4] [ 150/1319] eta: 1:06:14 lr: 4.534645321507665e-05 loss: 0.1366 (0.1383) time: 3.3949 data: 0.0084 max mem: 33369 Epoch: [4] [ 160/1319] eta: 1:05:41 lr: 4.53378308503331e-05 loss: 0.1316 (0.1389) time: 3.4029 data: 0.0087 max mem: 33369 Epoch: [4] [ 170/1319] eta: 1:05:05 lr: 4.532920830338521e-05 loss: 0.1328 (0.1391) time: 3.3927 data: 0.0084 max mem: 33369 Epoch: [4] [ 180/1319] eta: 1:04:30 lr: 4.5320585574190625e-05 loss: 0.1276 (0.1393) time: 3.3730 data: 0.0081 max mem: 33369 Epoch: [4] [ 190/1319] eta: 1:03:56 lr: 4.5311962662706955e-05 loss: 0.1268 (0.1397) time: 3.3845 data: 0.0080 max mem: 33369 Epoch: [4] [ 200/1319] eta: 1:03:20 lr: 4.5303339568891794e-05 loss: 0.1248 (0.1385) time: 3.3837 data: 0.0081 max mem: 33369 Epoch: [4] [ 210/1319] eta: 1:02:48 lr: 4.529471629270274e-05 loss: 0.1210 (0.1383) time: 3.4053 data: 0.0080 max mem: 33369 Epoch: [4] [ 220/1319] eta: 1:02:14 lr: 4.5286092834097356e-05 loss: 0.1321 (0.1385) time: 3.4155 data: 0.0078 max mem: 33369 Epoch: [4] [ 230/1319] eta: 1:01:40 lr: 4.527746919303318e-05 loss: 0.1341 (0.1388) time: 3.3899 data: 0.0083 max mem: 33369 Epoch: [4] [ 240/1319] eta: 1:01:05 lr: 4.5268845369467734e-05 loss: 0.1260 (0.1383) time: 3.3870 data: 0.0083 max mem: 33369 Epoch: [4] [ 250/1319] eta: 1:00:30 lr: 4.526022136335852e-05 loss: 0.1345 (0.1384) time: 3.3727 data: 0.0076 max mem: 33370 Epoch: [4] [ 260/1319] eta: 0:59:54 lr: 4.525159717466304e-05 loss: 0.1436 (0.1390) time: 3.3536 data: 0.0077 max mem: 33370 Epoch: [4] [ 270/1319] eta: 0:59:17 lr: 4.524297280333875e-05 loss: 0.1334 (0.1389) time: 3.3370 data: 0.0078 max mem: 33370 Epoch: [4] [ 280/1319] eta: 0:58:42 lr: 4.5234348249343114e-05 loss: 0.1282 (0.1390) time: 3.3451 data: 0.0076 max mem: 33370 Epoch: [4] [ 290/1319] eta: 0:58:08 lr: 4.522572351263354e-05 loss: 0.1282 (0.1396) time: 3.3729 data: 0.0076 max mem: 33370 Epoch: [4] [ 300/1319] eta: 0:57:34 lr: 4.521709859316746e-05 loss: 0.1376 (0.1397) time: 3.3795 data: 0.0079 max mem: 33370 Epoch: [4] [ 310/1319] eta: 0:57:00 lr: 4.520847349090225e-05 loss: 0.1294 (0.1392) time: 3.3894 data: 0.0080 max mem: 33370 Epoch: [4] [ 320/1319] eta: 0:56:25 lr: 4.5199848205795306e-05 loss: 0.1293 (0.1392) time: 3.3820 data: 0.0079 max mem: 33370 Epoch: [4] [ 330/1319] eta: 0:55:52 lr: 4.519122273780396e-05 loss: 0.1182 (0.1387) time: 3.3776 data: 0.0078 max mem: 33370 Epoch: [4] [ 340/1319] eta: 0:55:17 lr: 4.518259708688556e-05 loss: 0.1322 (0.1386) time: 3.3777 data: 0.0081 max mem: 33370 Epoch: [4] [ 350/1319] eta: 0:54:43 lr: 4.5173971252997424e-05 loss: 0.1342 (0.1385) time: 3.3740 data: 0.0083 max mem: 33370 Epoch: [4] [ 360/1319] eta: 0:54:09 lr: 4.5165345236096837e-05 loss: 0.1342 (0.1390) time: 3.3797 data: 0.0080 max mem: 33370 Epoch: [4] [ 370/1319] eta: 0:53:34 lr: 4.5156719036141086e-05 loss: 0.1590 (0.1393) time: 3.3660 data: 0.0080 max mem: 33370 Epoch: [4] [ 380/1319] eta: 0:53:00 lr: 4.5148092653087434e-05 loss: 0.1590 (0.1396) time: 3.3656 data: 0.0078 max mem: 33370 Epoch: [4] [ 390/1319] eta: 0:52:26 lr: 4.5139466086893116e-05 loss: 0.1262 (0.1394) time: 3.3718 data: 0.0079 max mem: 33370 Epoch: [4] [ 400/1319] eta: 0:51:51 lr: 4.513083933751536e-05 loss: 0.1275 (0.1395) time: 3.3717 data: 0.0081 max mem: 33370 Epoch: [4] [ 410/1319] eta: 0:51:18 lr: 4.512221240491136e-05 loss: 0.1217 (0.1392) time: 3.3866 data: 0.0078 max mem: 33370 Epoch: [4] [ 420/1319] eta: 0:50:44 lr: 4.5113585289038304e-05 loss: 0.1222 (0.1394) time: 3.3844 data: 0.0078 max mem: 33370 Epoch: [4] [ 430/1319] eta: 0:50:09 lr: 4.510495798985335e-05 loss: 0.1362 (0.1396) time: 3.3558 data: 0.0078 max mem: 33370 Epoch: [4] [ 440/1319] eta: 0:49:35 lr: 4.509633050731365e-05 loss: 0.1473 (0.1400) time: 3.3555 data: 0.0080 max mem: 33370 Epoch: [4] [ 450/1319] eta: 0:49:01 lr: 4.5087702841376343e-05 loss: 0.1268 (0.1400) time: 3.3771 data: 0.0086 max mem: 33370 Epoch: [4] [ 460/1319] eta: 0:48:27 lr: 4.507907499199851e-05 loss: 0.1268 (0.1402) time: 3.3870 data: 0.0081 max mem: 33370 Epoch: [4] [ 470/1319] eta: 0:47:52 lr: 4.507044695913725e-05 loss: 0.1470 (0.1402) time: 3.3508 data: 0.0081 max mem: 33370 Epoch: [4] [ 480/1319] eta: 0:47:18 lr: 4.506181874274963e-05 loss: 0.1287 (0.1400) time: 3.3406 data: 0.0084 max mem: 33370 Epoch: [4] [ 490/1319] eta: 0:46:45 lr: 4.5053190342792706e-05 loss: 0.1287 (0.1399) time: 3.4076 data: 0.0082 max mem: 33370 Epoch: [4] [ 500/1319] eta: 0:46:11 lr: 4.50445617592235e-05 loss: 0.1356 (0.1400) time: 3.4165 data: 0.0080 max mem: 33370 Epoch: [4] [ 510/1319] eta: 0:45:37 lr: 4.503593299199903e-05 loss: 0.1175 (0.1396) time: 3.3758 data: 0.0078 max mem: 33370 Epoch: [4] [ 520/1319] eta: 0:45:04 lr: 4.502730404107628e-05 loss: 0.1158 (0.1394) time: 3.3929 data: 0.0079 max mem: 33370 Epoch: [4] [ 530/1319] eta: 0:44:30 lr: 4.5018674906412226e-05 loss: 0.1340 (0.1396) time: 3.4007 data: 0.0084 max mem: 33370 Epoch: [4] [ 540/1319] eta: 0:43:56 lr: 4.5010045587963815e-05 loss: 0.1575 (0.1400) time: 3.3810 data: 0.0086 max mem: 33370 Epoch: [4] [ 550/1319] eta: 0:43:22 lr: 4.5001416085688e-05 loss: 0.1338 (0.1400) time: 3.3781 data: 0.0081 max mem: 33370 Epoch: [4] [ 560/1319] eta: 0:42:48 lr: 4.4992786399541676e-05 loss: 0.1262 (0.1398) time: 3.3561 data: 0.0079 max mem: 33370 Epoch: [4] [ 570/1319] eta: 0:42:14 lr: 4.498415652948174e-05 loss: 0.1260 (0.1401) time: 3.3771 data: 0.0080 max mem: 33370 Epoch: [4] [ 580/1319] eta: 0:41:40 lr: 4.497552647546508e-05 loss: 0.1342 (0.1401) time: 3.3950 data: 0.0078 max mem: 33370 Epoch: [4] [ 590/1319] eta: 0:41:06 lr: 4.496689623744855e-05 loss: 0.1340 (0.1398) time: 3.3721 data: 0.0078 max mem: 33370 Epoch: [4] [ 600/1319] eta: 0:40:33 lr: 4.495826581538897e-05 loss: 0.1206 (0.1398) time: 3.3837 data: 0.0076 max mem: 33370 Epoch: [4] [ 610/1319] eta: 0:39:59 lr: 4.494963520924318e-05 loss: 0.1206 (0.1397) time: 3.4149 data: 0.0076 max mem: 33370 Epoch: [4] [ 620/1319] eta: 0:39:25 lr: 4.4941004418967974e-05 loss: 0.1093 (0.1397) time: 3.3995 data: 0.0079 max mem: 33370 Epoch: [4] [ 630/1319] eta: 0:38:52 lr: 4.493237344452013e-05 loss: 0.1093 (0.1394) time: 3.3857 data: 0.0081 max mem: 33370 Epoch: [4] [ 640/1319] eta: 0:38:18 lr: 4.4923742285856394e-05 loss: 0.1174 (0.1393) time: 3.3935 data: 0.0081 max mem: 33370 Epoch: [4] [ 650/1319] eta: 0:37:44 lr: 4.491511094293352e-05 loss: 0.1348 (0.1397) time: 3.3920 data: 0.0082 max mem: 33370 Epoch: [4] [ 660/1319] eta: 0:37:10 lr: 4.4906479415708236e-05 loss: 0.1343 (0.1395) time: 3.3998 data: 0.0084 max mem: 33370 Epoch: [4] [ 670/1319] eta: 0:36:37 lr: 4.489784770413723e-05 loss: 0.1343 (0.1395) time: 3.4010 data: 0.0083 max mem: 33370 Epoch: [4] [ 680/1319] eta: 0:36:03 lr: 4.48892158081772e-05 loss: 0.1384 (0.1396) time: 3.3963 data: 0.0081 max mem: 33370 Epoch: [4] [ 690/1319] eta: 0:35:29 lr: 4.4880583727784795e-05 loss: 0.1389 (0.1399) time: 3.3922 data: 0.0078 max mem: 33370 Epoch: [4] [ 700/1319] eta: 0:34:55 lr: 4.487195146291666e-05 loss: 0.1389 (0.1399) time: 3.4052 data: 0.0081 max mem: 33370 Epoch: [4] [ 710/1319] eta: 0:34:22 lr: 4.486331901352942e-05 loss: 0.1262 (0.1398) time: 3.4178 data: 0.0084 max mem: 33370 Epoch: [4] [ 720/1319] eta: 0:33:48 lr: 4.4854686379579686e-05 loss: 0.1262 (0.1398) time: 3.4104 data: 0.0082 max mem: 33370 Epoch: [4] [ 730/1319] eta: 0:33:15 lr: 4.4846053561024035e-05 loss: 0.1186 (0.1394) time: 3.4131 data: 0.0081 max mem: 33370 Epoch: [4] [ 740/1319] eta: 0:32:41 lr: 4.4837420557819036e-05 loss: 0.1197 (0.1394) time: 3.4092 data: 0.0081 max mem: 33370 Epoch: [4] [ 750/1319] eta: 0:32:07 lr: 4.482878736992124e-05 loss: 0.1219 (0.1393) time: 3.4026 data: 0.0080 max mem: 33370 Epoch: [4] [ 760/1319] eta: 0:31:33 lr: 4.4820153997287166e-05 loss: 0.1251 (0.1393) time: 3.4035 data: 0.0080 max mem: 33370 Epoch: [4] [ 770/1319] eta: 0:30:59 lr: 4.481152043987333e-05 loss: 0.1335 (0.1394) time: 3.3843 data: 0.0080 max mem: 33370 Epoch: [4] [ 780/1319] eta: 0:30:26 lr: 4.48028866976362e-05 loss: 0.1414 (0.1396) time: 3.3964 data: 0.0079 max mem: 33370 Epoch: [4] [ 790/1319] eta: 0:29:52 lr: 4.4794252770532266e-05 loss: 0.1252 (0.1394) time: 3.3938 data: 0.0078 max mem: 33370 Epoch: [4] [ 800/1319] eta: 0:29:18 lr: 4.4785618658517975e-05 loss: 0.1394 (0.1394) time: 3.3757 data: 0.0079 max mem: 33370 Epoch: [4] [ 810/1319] eta: 0:28:44 lr: 4.477698436154974e-05 loss: 0.1339 (0.1392) time: 3.3791 data: 0.0082 max mem: 33370 Epoch: [4] [ 820/1319] eta: 0:28:10 lr: 4.476834987958398e-05 loss: 0.1087 (0.1391) time: 3.3941 data: 0.0079 max mem: 33370 Epoch: [4] [ 830/1319] eta: 0:27:36 lr: 4.4759715212577086e-05 loss: 0.1201 (0.1392) time: 3.4046 data: 0.0075 max mem: 33370 Epoch: [4] [ 840/1319] eta: 0:27:02 lr: 4.475108036048542e-05 loss: 0.1398 (0.1393) time: 3.4022 data: 0.0075 max mem: 33370 Epoch: [4] [ 850/1319] eta: 0:26:29 lr: 4.4742445323265344e-05 loss: 0.1398 (0.1394) time: 3.4029 data: 0.0078 max mem: 33370 Epoch: [4] [ 860/1319] eta: 0:25:55 lr: 4.473381010087318e-05 loss: 0.1299 (0.1393) time: 3.3829 data: 0.0079 max mem: 33370 Epoch: [4] [ 870/1319] eta: 0:25:21 lr: 4.4725174693265234e-05 loss: 0.1282 (0.1392) time: 3.3846 data: 0.0079 max mem: 33370 Epoch: [4] [ 880/1319] eta: 0:24:47 lr: 4.471653910039782e-05 loss: 0.1394 (0.1394) time: 3.3918 data: 0.0082 max mem: 33370 Epoch: [4] [ 890/1319] eta: 0:24:13 lr: 4.4707903322227184e-05 loss: 0.1373 (0.1394) time: 3.3819 data: 0.0081 max mem: 33370 Epoch: [4] [ 900/1319] eta: 0:23:39 lr: 4.469926735870959e-05 loss: 0.1318 (0.1395) time: 3.3881 data: 0.0082 max mem: 33370 Epoch: [4] [ 910/1319] eta: 0:23:05 lr: 4.4690631209801266e-05 loss: 0.1254 (0.1394) time: 3.3952 data: 0.0080 max mem: 33370 Epoch: [4] [ 920/1319] eta: 0:22:31 lr: 4.4681994875458425e-05 loss: 0.1153 (0.1393) time: 3.3963 data: 0.0079 max mem: 33370 Epoch: [4] [ 930/1319] eta: 0:21:58 lr: 4.467335835563727e-05 loss: 0.1188 (0.1390) time: 3.3942 data: 0.0081 max mem: 33370 Epoch: [4] [ 940/1319] eta: 0:21:24 lr: 4.466472165029396e-05 loss: 0.1280 (0.1393) time: 3.3957 data: 0.0079 max mem: 33370 Epoch: [4] [ 950/1319] eta: 0:20:50 lr: 4.4656084759384645e-05 loss: 0.1430 (0.1393) time: 3.4066 data: 0.0083 max mem: 33370 Epoch: [4] [ 960/1319] eta: 0:20:16 lr: 4.464744768286547e-05 loss: 0.1414 (0.1393) time: 3.3986 data: 0.0084 max mem: 33370 Epoch: [4] [ 970/1319] eta: 0:19:42 lr: 4.463881042069255e-05 loss: 0.1271 (0.1393) time: 3.3682 data: 0.0082 max mem: 33370 Epoch: [4] [ 980/1319] eta: 0:19:08 lr: 4.463017297282197e-05 loss: 0.1214 (0.1391) time: 3.3718 data: 0.0078 max mem: 33370 Epoch: [4] [ 990/1319] eta: 0:18:34 lr: 4.4621535339209816e-05 loss: 0.1312 (0.1391) time: 3.4074 data: 0.0078 max mem: 33370 Epoch: [4] [1000/1319] eta: 0:18:01 lr: 4.461289751981212e-05 loss: 0.1366 (0.1390) time: 3.4113 data: 0.0082 max mem: 33370 Epoch: [4] [1010/1319] eta: 0:17:27 lr: 4.460425951458493e-05 loss: 0.1441 (0.1391) time: 3.4020 data: 0.0079 max mem: 33370 Epoch: [4] [1020/1319] eta: 0:16:53 lr: 4.459562132348427e-05 loss: 0.1540 (0.1392) time: 3.3852 data: 0.0079 max mem: 33370 Epoch: [4] [1030/1319] eta: 0:16:19 lr: 4.458698294646612e-05 loss: 0.1248 (0.1390) time: 3.3858 data: 0.0082 max mem: 33370 Epoch: [4] [1040/1319] eta: 0:15:45 lr: 4.457834438348646e-05 loss: 0.1167 (0.1388) time: 3.3654 data: 0.0084 max mem: 33370 Epoch: [4] [1050/1319] eta: 0:15:11 lr: 4.456970563450125e-05 loss: 0.1239 (0.1388) time: 3.3580 data: 0.0082 max mem: 33370 Epoch: [4] [1060/1319] eta: 0:14:37 lr: 4.456106669946641e-05 loss: 0.1219 (0.1387) time: 3.4152 data: 0.0081 max mem: 33370 Epoch: [4] [1070/1319] eta: 0:14:03 lr: 4.4552427578337865e-05 loss: 0.1266 (0.1386) time: 3.4237 data: 0.0084 max mem: 33370 Epoch: [4] [1080/1319] eta: 0:13:29 lr: 4.45437882710715e-05 loss: 0.1306 (0.1387) time: 3.3899 data: 0.0084 max mem: 33370 Epoch: [4] [1090/1319] eta: 0:12:56 lr: 4.453514877762321e-05 loss: 0.1222 (0.1386) time: 3.3776 data: 0.0081 max mem: 33370 Epoch: [4] [1100/1319] eta: 0:12:22 lr: 4.4526509097948836e-05 loss: 0.1204 (0.1385) time: 3.3950 data: 0.0081 max mem: 33370 Epoch: [4] [1110/1319] eta: 0:11:48 lr: 4.451786923200421e-05 loss: 0.1240 (0.1386) time: 3.3994 data: 0.0084 max mem: 33370 Epoch: [4] [1120/1319] eta: 0:11:14 lr: 4.450922917974515e-05 loss: 0.1326 (0.1387) time: 3.3793 data: 0.0087 max mem: 33370 Epoch: [4] [1130/1319] eta: 0:10:40 lr: 4.4500588941127465e-05 loss: 0.1452 (0.1387) time: 3.4008 data: 0.0084 max mem: 33370 Epoch: [4] [1140/1319] eta: 0:10:06 lr: 4.449194851610691e-05 loss: 0.1415 (0.1390) time: 3.4198 data: 0.0081 max mem: 33370 Epoch: [4] [1150/1319] eta: 0:09:32 lr: 4.4483307904639245e-05 loss: 0.1339 (0.1390) time: 3.3884 data: 0.0084 max mem: 33370 Epoch: [4] [1160/1319] eta: 0:08:58 lr: 4.447466710668021e-05 loss: 0.1214 (0.1391) time: 3.3851 data: 0.0081 max mem: 33370 Epoch: [4] [1170/1319] eta: 0:08:25 lr: 4.4466026122185514e-05 loss: 0.1193 (0.1389) time: 3.4162 data: 0.0080 max mem: 33370 Epoch: [4] [1180/1319] eta: 0:07:51 lr: 4.4457384951110855e-05 loss: 0.1223 (0.1390) time: 3.4194 data: 0.0082 max mem: 33370 Epoch: [4] [1190/1319] eta: 0:07:17 lr: 4.44487435934119e-05 loss: 0.1312 (0.1389) time: 3.3815 data: 0.0079 max mem: 33370 Epoch: [4] [1200/1319] eta: 0:06:43 lr: 4.4440102049044326e-05 loss: 0.1325 (0.1390) time: 3.3889 data: 0.0077 max mem: 33370 Epoch: [4] [1210/1319] eta: 0:06:09 lr: 4.443146031796374e-05 loss: 0.1241 (0.1389) time: 3.3955 data: 0.0080 max mem: 33370 Epoch: [4] [1220/1319] eta: 0:05:35 lr: 4.442281840012577e-05 loss: 0.1387 (0.1390) time: 3.3829 data: 0.0079 max mem: 33370 Epoch: [4] [1230/1319] eta: 0:05:01 lr: 4.441417629548601e-05 loss: 0.1576 (0.1392) time: 3.3958 data: 0.0078 max mem: 33370 Epoch: [4] [1240/1319] eta: 0:04:27 lr: 4.4405534004000035e-05 loss: 0.1520 (0.1393) time: 3.3965 data: 0.0080 max mem: 33370 Epoch: [4] [1250/1319] eta: 0:03:53 lr: 4.439689152562339e-05 loss: 0.1517 (0.1394) time: 3.4001 data: 0.0079 max mem: 33370 Epoch: [4] [1260/1319] eta: 0:03:19 lr: 4.438824886031161e-05 loss: 0.1453 (0.1395) time: 3.3920 data: 0.0078 max mem: 33370 Epoch: [4] [1270/1319] eta: 0:02:46 lr: 4.437960600802022e-05 loss: 0.1366 (0.1394) time: 3.4077 data: 0.0077 max mem: 33370 Epoch: [4] [1280/1319] eta: 0:02:12 lr: 4.4370962968704706e-05 loss: 0.1360 (0.1395) time: 3.4209 data: 0.0075 max mem: 33370 Epoch: [4] [1290/1319] eta: 0:01:38 lr: 4.436231974232054e-05 loss: 0.1303 (0.1393) time: 3.3892 data: 0.0080 max mem: 33370 Epoch: [4] [1300/1319] eta: 0:01:04 lr: 4.435367632882316e-05 loss: 0.1121 (0.1392) time: 3.3787 data: 0.0080 max mem: 33370 Epoch: [4] [1310/1319] eta: 0:00:30 lr: 4.434503272816803e-05 loss: 0.1149 (0.1392) time: 3.3982 data: 0.0075 max mem: 33370 Epoch: [4] Total time: 1:14:32 /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( Test: [ 0/2573] eta: 2:47:46 time: 3.9123 data: 3.8288 max mem: 33370 Test: [ 100/2573] eta: 0:04:47 time: 0.0778 data: 0.0015 max mem: 33370 Test: [ 200/2573] eta: 0:03:52 time: 0.0789 data: 0.0014 max mem: 33370 Test: [ 300/2573] eta: 0:03:27 time: 0.0815 data: 0.0017 max mem: 33370 Test: [ 400/2573] eta: 0:03:12 time: 0.0819 data: 0.0014 max mem: 33370 Test: [ 500/2573] eta: 0:03:00 time: 0.0797 data: 0.0014 max mem: 33370 Test: [ 600/2573] eta: 0:02:49 time: 0.0800 data: 0.0014 max mem: 33370 Test: [ 700/2573] eta: 0:02:39 time: 0.0804 data: 0.0014 max mem: 33370 Test: [ 800/2573] eta: 0:02:30 time: 0.0833 data: 0.0014 max mem: 33370 Test: [ 900/2573] eta: 0:02:21 time: 0.0809 data: 0.0014 max mem: 33370 Test: [1000/2573] eta: 0:02:12 time: 0.0806 data: 0.0015 max mem: 33370 Test: [1100/2573] eta: 0:02:03 time: 0.0812 data: 0.0016 max mem: 33370 Test: [1200/2573] eta: 0:01:54 time: 0.0801 data: 0.0013 max mem: 33370 Test: [1300/2573] eta: 0:01:46 time: 0.0806 data: 0.0013 max mem: 33370 Test: [1400/2573] eta: 0:01:37 time: 0.0784 data: 0.0015 max mem: 33370 Test: [1500/2573] eta: 0:01:29 time: 0.0800 data: 0.0013 max mem: 33370 Test: [1600/2573] eta: 0:01:20 time: 0.0851 data: 0.0016 max mem: 33370 Test: [1700/2573] eta: 0:01:12 time: 0.0803 data: 0.0015 max mem: 33370 Test: [1800/2573] eta: 0:01:03 time: 0.0819 data: 0.0014 max mem: 33370 Test: [1900/2573] eta: 0:00:55 time: 0.0792 data: 0.0014 max mem: 33370 Test: [2000/2573] eta: 0:00:47 time: 0.0804 data: 0.0015 max mem: 33370 Test: [2100/2573] eta: 0:00:38 time: 0.0823 data: 0.0013 max mem: 33370 Test: [2200/2573] eta: 0:00:30 time: 0.0825 data: 0.0015 max mem: 33370 Test: [2300/2573] eta: 0:00:22 time: 0.0813 data: 0.0014 max mem: 33370 Test: [2400/2573] eta: 0:00:14 time: 0.0784 data: 0.0015 max mem: 33370 Test: [2500/2573] eta: 0:00:05 time: 0.0804 data: 0.0014 max mem: 33370 Test: Total time: 0:03:31 Final results: Mean IoU is 48.79 precision@0.5 = 53.27 precision@0.6 = 46.47 precision@0.7 = 37.79 precision@0.8 = 25.71 precision@0.9 = 9.78 overall IoU = 50.76 Average object IoU 48.78558121582876 Overall IoU 50.76420211791992 Better epoch: 4 /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( Epoch: [5] [ 0/1319] eta: 1:55:31 lr: 4.433725332752167e-05 loss: 0.1609 (0.1609) time: 5.2555 data: 1.7794 max mem: 33370 Epoch: [5] [ 10/1319] eta: 1:18:29 lr: 4.432860937114392e-05 loss: 0.0951 (0.1193) time: 3.5978 data: 0.1690 max mem: 33370 Epoch: [5] [ 20/1319] eta: 1:15:41 lr: 4.4319965227479046e-05 loss: 0.1119 (0.1243) time: 3.4081 data: 0.0075 max mem: 33370 Epoch: [5] [ 30/1319] eta: 1:14:25 lr: 4.43113208964824e-05 loss: 0.1119 (0.1232) time: 3.3904 data: 0.0079 max mem: 33370 Epoch: [5] [ 40/1319] eta: 1:13:32 lr: 4.43026763781093e-05 loss: 0.1051 (0.1223) time: 3.4019 data: 0.0083 max mem: 33370 Epoch: [5] [ 50/1319] eta: 1:12:45 lr: 4.429403167231508e-05 loss: 0.1297 (0.1268) time: 3.4025 data: 0.0077 max mem: 33370 Epoch: [5] [ 60/1319] eta: 1:11:57 lr: 4.428538677905502e-05 loss: 0.1295 (0.1254) time: 3.3873 data: 0.0077 max mem: 33370 Epoch: [5] [ 70/1319] eta: 1:11:18 lr: 4.4276741698284395e-05 loss: 0.1139 (0.1269) time: 3.3894 data: 0.0077 max mem: 33370 Epoch: [5] [ 80/1319] eta: 1:10:44 lr: 4.4268096429958464e-05 loss: 0.1139 (0.1267) time: 3.4139 data: 0.0075 max mem: 33370 Epoch: [5] [ 90/1319] eta: 1:10:07 lr: 4.425945097403244e-05 loss: 0.1130 (0.1276) time: 3.4149 data: 0.0079 max mem: 33370 Epoch: [5] [ 100/1319] eta: 1:09:26 lr: 4.425080533046155e-05 loss: 0.1093 (0.1254) time: 3.3875 data: 0.0082 max mem: 33370 Epoch: [5] [ 110/1319] eta: 1:08:48 lr: 4.424215949920098e-05 loss: 0.1093 (0.1262) time: 3.3752 data: 0.0081 max mem: 33370 Epoch: [5] [ 120/1319] eta: 1:08:08 lr: 4.423351348020589e-05 loss: 0.1438 (0.1297) time: 3.3701 data: 0.0079 max mem: 33370 Epoch: [5] [ 130/1319] eta: 1:07:30 lr: 4.4224867273431445e-05 loss: 0.1122 (0.1280) time: 3.3601 data: 0.0080 max mem: 33370 Epoch: [5] [ 140/1319] eta: 1:06:51 lr: 4.421622087883277e-05 loss: 0.1095 (0.1286) time: 3.3535 data: 0.0084 max mem: 33370 Epoch: [5] [ 150/1319] eta: 1:06:16 lr: 4.4207574296364965e-05 loss: 0.1095 (0.1270) time: 3.3698 data: 0.0083 max mem: 33370 Epoch: [5] [ 160/1319] eta: 1:05:40 lr: 4.419892752598312e-05 loss: 0.0998 (0.1267) time: 3.3868 data: 0.0083 max mem: 33370 Epoch: [5] [ 170/1319] eta: 1:05:07 lr: 4.419028056764231e-05 loss: 0.1237 (0.1271) time: 3.3947 data: 0.0088 max mem: 33370 Epoch: [5] [ 180/1319] eta: 1:04:33 lr: 4.418163342129758e-05 loss: 0.1222 (0.1290) time: 3.4018 data: 0.0088 max mem: 33370 Epoch: [5] [ 190/1319] eta: 1:03:56 lr: 4.417298608690395e-05 loss: 0.1161 (0.1287) time: 3.3796 data: 0.0084 max mem: 33370 Epoch: [5] [ 200/1319] eta: 1:03:21 lr: 4.416433856441643e-05 loss: 0.1114 (0.1282) time: 3.3697 data: 0.0080 max mem: 33370 Epoch: [5] [ 210/1319] eta: 1:02:44 lr: 4.415569085379001e-05 loss: 0.1114 (0.1280) time: 3.3604 data: 0.0081 max mem: 33370 Epoch: [5] [ 220/1319] eta: 1:02:09 lr: 4.4147042954979643e-05 loss: 0.1147 (0.1281) time: 3.3595 data: 0.0088 max mem: 33370 Epoch: [5] [ 230/1319] eta: 1:01:35 lr: 4.413839486794028e-05 loss: 0.1271 (0.1288) time: 3.3820 data: 0.0087 max mem: 33370 Epoch: [5] [ 240/1319] eta: 1:01:01 lr: 4.412974659262685e-05 loss: 0.1271 (0.1287) time: 3.3914 data: 0.0080 max mem: 33370 Epoch: [5] [ 250/1319] eta: 1:00:27 lr: 4.412109812899424e-05 loss: 0.1261 (0.1286) time: 3.3841 data: 0.0079 max mem: 33370 Epoch: [5] [ 260/1319] eta: 0:59:52 lr: 4.411244947699735e-05 loss: 0.1280 (0.1287) time: 3.3800 data: 0.0080 max mem: 33370 Epoch: [5] [ 270/1319] eta: 0:59:17 lr: 4.4103800636591036e-05 loss: 0.1213 (0.1284) time: 3.3708 data: 0.0079 max mem: 33370 Epoch: [5] [ 280/1319] eta: 0:58:43 lr: 4.409515160773014e-05 loss: 0.1178 (0.1285) time: 3.3678 data: 0.0079 max mem: 33370 Epoch: [5] [ 290/1319] eta: 0:58:07 lr: 4.408650239036947e-05 loss: 0.1197 (0.1289) time: 3.3666 data: 0.0084 max mem: 33370 Epoch: [5] [ 300/1319] eta: 0:57:34 lr: 4.407785298446384e-05 loss: 0.1080 (0.1282) time: 3.3769 data: 0.0082 max mem: 33370 Epoch: [5] [ 310/1319] eta: 0:57:01 lr: 4.406920338996803e-05 loss: 0.1023 (0.1279) time: 3.4072 data: 0.0079 max mem: 33370 Epoch: [5] [ 320/1319] eta: 0:56:27 lr: 4.406055360683679e-05 loss: 0.1056 (0.1278) time: 3.4019 data: 0.0080 max mem: 33370 Epoch: [5] [ 330/1319] eta: 0:55:53 lr: 4.4051903635024855e-05 loss: 0.1221 (0.1279) time: 3.3950 data: 0.0081 max mem: 33370 Epoch: [5] [ 340/1319] eta: 0:55:19 lr: 4.404325347448695e-05 loss: 0.1230 (0.1278) time: 3.3963 data: 0.0079 max mem: 33370 Epoch: [5] [ 350/1319] eta: 0:54:45 lr: 4.403460312517776e-05 loss: 0.1152 (0.1275) time: 3.3850 data: 0.0081 max mem: 33370 Epoch: [5] [ 360/1319] eta: 0:54:12 lr: 4.402595258705198e-05 loss: 0.1268 (0.1278) time: 3.4013 data: 0.0082 max mem: 33370 Epoch: [5] [ 370/1319] eta: 0:53:38 lr: 4.401730186006425e-05 loss: 0.1281 (0.1281) time: 3.4031 data: 0.0080 max mem: 33370 Epoch: [5] [ 380/1319] eta: 0:53:04 lr: 4.40086509441692e-05 loss: 0.1267 (0.1283) time: 3.3925 data: 0.0079 max mem: 33370 Epoch: [5] [ 390/1319] eta: 0:52:32 lr: 4.399999983932147e-05 loss: 0.1258 (0.1280) time: 3.4309 data: 0.0080 max mem: 33370 Epoch: [5] [ 400/1319] eta: 0:52:00 lr: 4.399134854547561e-05 loss: 0.1213 (0.1278) time: 3.4609 data: 0.0077 max mem: 33370 Epoch: [5] [ 410/1319] eta: 0:51:26 lr: 4.3982697062586214e-05 loss: 0.1072 (0.1279) time: 3.4264 data: 0.0077 max mem: 33370 Epoch: [5] [ 420/1319] eta: 0:50:51 lr: 4.397404539060784e-05 loss: 0.1072 (0.1277) time: 3.3772 data: 0.0082 max mem: 33370 Epoch: [5] [ 430/1319] eta: 0:50:18 lr: 4.3965393529495005e-05 loss: 0.1055 (0.1273) time: 3.3956 data: 0.0087 max mem: 33370 Epoch: [5] [ 440/1319] eta: 0:49:44 lr: 4.3956741479202226e-05 loss: 0.1283 (0.1274) time: 3.4147 data: 0.0084 max mem: 33370 Epoch: [5] [ 450/1319] eta: 0:49:10 lr: 4.3948089239683975e-05 loss: 0.1334 (0.1277) time: 3.3995 data: 0.0079 max mem: 33370 Epoch: [5] [ 460/1319] eta: 0:48:36 lr: 4.3939436810894734e-05 loss: 0.1345 (0.1280) time: 3.3940 data: 0.0080 max mem: 33370 Epoch: [5] [ 470/1319] eta: 0:48:02 lr: 4.393078419278895e-05 loss: 0.1298 (0.1277) time: 3.3960 data: 0.0080 max mem: 33370 Epoch: [5] [ 480/1319] eta: 0:47:28 lr: 4.3922131385321036e-05 loss: 0.1162 (0.1275) time: 3.4088 data: 0.0080 max mem: 33370 Epoch: [5] [ 490/1319] eta: 0:46:55 lr: 4.3913478388445405e-05 loss: 0.1195 (0.1277) time: 3.4108 data: 0.0079 max mem: 33370 Epoch: [5] [ 500/1319] eta: 0:46:21 lr: 4.390482520211644e-05 loss: 0.1223 (0.1274) time: 3.3989 data: 0.0081 max mem: 33370 Epoch: [5] [ 510/1319] eta: 0:45:46 lr: 4.389617182628851e-05 loss: 0.1264 (0.1275) time: 3.3859 data: 0.0082 max mem: 33370 Epoch: [5] [ 520/1319] eta: 0:45:13 lr: 4.3887518260915935e-05 loss: 0.1264 (0.1277) time: 3.3970 data: 0.0080 max mem: 33370 Epoch: [5] [ 530/1319] eta: 0:44:38 lr: 4.3878864505953046e-05 loss: 0.1059 (0.1272) time: 3.3920 data: 0.0083 max mem: 33370 Epoch: [5] [ 540/1319] eta: 0:44:04 lr: 4.387021056135415e-05 loss: 0.1193 (0.1276) time: 3.3651 data: 0.0086 max mem: 33370 Epoch: [5] [ 550/1319] eta: 0:43:30 lr: 4.386155642707351e-05 loss: 0.1245 (0.1277) time: 3.3767 data: 0.0082 max mem: 33370 Epoch: [5] [ 560/1319] eta: 0:42:56 lr: 4.3852902103065404e-05 loss: 0.1042 (0.1274) time: 3.3956 data: 0.0077 max mem: 33370 Epoch: [5] [ 570/1319] eta: 0:42:22 lr: 4.3844247589284045e-05 loss: 0.1073 (0.1272) time: 3.3795 data: 0.0075 max mem: 33370 Epoch: [5] [ 580/1319] eta: 0:41:47 lr: 4.383559288568366e-05 loss: 0.1330 (0.1274) time: 3.3565 data: 0.0075 max mem: 33370 Epoch: [5] [ 590/1319] eta: 0:41:13 lr: 4.382693799221843e-05 loss: 0.1331 (0.1275) time: 3.3717 data: 0.0079 max mem: 33370 Epoch: [5] [ 600/1319] eta: 0:40:39 lr: 4.381828290884256e-05 loss: 0.1298 (0.1276) time: 3.3884 data: 0.0080 max mem: 33370 Epoch: [5] [ 610/1319] eta: 0:40:05 lr: 4.380962763551017e-05 loss: 0.1133 (0.1274) time: 3.3829 data: 0.0078 max mem: 33370 Epoch: [5] [ 620/1319] eta: 0:39:31 lr: 4.38009721721754e-05 loss: 0.1127 (0.1273) time: 3.3702 data: 0.0084 max mem: 33370 Epoch: [5] [ 630/1319] eta: 0:38:57 lr: 4.3792316518792354e-05 loss: 0.1119 (0.1269) time: 3.3775 data: 0.0083 max mem: 33370 Epoch: [5] [ 640/1319] eta: 0:38:23 lr: 4.378366067531513e-05 loss: 0.1150 (0.1269) time: 3.3988 data: 0.0076 max mem: 33370 Epoch: [5] [ 650/1319] eta: 0:37:49 lr: 4.37750046416978e-05 loss: 0.1124 (0.1266) time: 3.3811 data: 0.0081 max mem: 33370 Epoch: [5] [ 660/1319] eta: 0:37:15 lr: 4.376634841789439e-05 loss: 0.1133 (0.1268) time: 3.3711 data: 0.0083 max mem: 33370 Epoch: [5] [ 670/1319] eta: 0:36:41 lr: 4.375769200385893e-05 loss: 0.1409 (0.1271) time: 3.4048 data: 0.0077 max mem: 33370 Epoch: [5] [ 680/1319] eta: 0:36:07 lr: 4.3749035399545434e-05 loss: 0.1275 (0.1272) time: 3.3763 data: 0.0078 max mem: 33370 Epoch: [5] [ 690/1319] eta: 0:35:33 lr: 4.374037860490788e-05 loss: 0.1284 (0.1272) time: 3.3698 data: 0.0081 max mem: 33370 Epoch: [5] [ 700/1319] eta: 0:34:59 lr: 4.373172161990022e-05 loss: 0.1293 (0.1278) time: 3.4178 data: 0.0084 max mem: 33370 Epoch: [5] [ 710/1319] eta: 0:34:25 lr: 4.372306444447641e-05 loss: 0.1350 (0.1279) time: 3.3933 data: 0.0085 max mem: 33370 Epoch: [5] [ 720/1319] eta: 0:33:51 lr: 4.3714407078590355e-05 loss: 0.1310 (0.1279) time: 3.3694 data: 0.0080 max mem: 33370 Epoch: [5] [ 730/1319] eta: 0:33:17 lr: 4.370574952219595e-05 loss: 0.1310 (0.1282) time: 3.3811 data: 0.0080 max mem: 33370 Epoch: [5] [ 740/1319] eta: 0:32:43 lr: 4.369709177524708e-05 loss: 0.1265 (0.1283) time: 3.3737 data: 0.0083 max mem: 33370 Epoch: [5] [ 750/1319] eta: 0:32:09 lr: 4.36884338376976e-05 loss: 0.1262 (0.1283) time: 3.3627 data: 0.0082 max mem: 33370 Epoch: [5] [ 760/1319] eta: 0:31:35 lr: 4.3679775709501325e-05 loss: 0.1326 (0.1283) time: 3.3580 data: 0.0081 max mem: 33370 Epoch: [5] [ 770/1319] eta: 0:31:01 lr: 4.3671117390612085e-05 loss: 0.1302 (0.1284) time: 3.3695 data: 0.0083 max mem: 33370 Epoch: [5] [ 780/1319] eta: 0:30:27 lr: 4.366245888098367e-05 loss: 0.1095 (0.1286) time: 3.3930 data: 0.0086 max mem: 33370 Epoch: [5] [ 790/1319] eta: 0:29:53 lr: 4.3653800180569845e-05 loss: 0.1194 (0.1287) time: 3.4015 data: 0.0086 max mem: 33370 Epoch: [5] [ 800/1319] eta: 0:29:19 lr: 4.364514128932435e-05 loss: 0.1302 (0.1286) time: 3.3993 data: 0.0085 max mem: 33370 Epoch: [5] [ 810/1319] eta: 0:28:45 lr: 4.363648220720092e-05 loss: 0.1183 (0.1283) time: 3.3848 data: 0.0081 max mem: 33370 Epoch: [5] [ 820/1319] eta: 0:28:11 lr: 4.3627822934153263e-05 loss: 0.1072 (0.1283) time: 3.3657 data: 0.0083 max mem: 33370 Epoch: [5] [ 830/1319] eta: 0:27:37 lr: 4.361916347013505e-05 loss: 0.1072 (0.1283) time: 3.3630 data: 0.0088 max mem: 33370 Epoch: [5] [ 840/1319] eta: 0:27:03 lr: 4.361050381509995e-05 loss: 0.1051 (0.1282) time: 3.4000 data: 0.0083 max mem: 33370 Epoch: [5] [ 850/1319] eta: 0:26:29 lr: 4.3601843969001596e-05 loss: 0.1146 (0.1282) time: 3.3799 data: 0.0080 max mem: 33370 Epoch: [5] [ 860/1319] eta: 0:25:55 lr: 4.359318393179363e-05 loss: 0.1130 (0.1282) time: 3.3741 data: 0.0080 max mem: 33370 Epoch: [5] [ 870/1319] eta: 0:25:21 lr: 4.3584523703429616e-05 loss: 0.1149 (0.1283) time: 3.3827 data: 0.0077 max mem: 33370 Epoch: [5] [ 880/1319] eta: 0:24:47 lr: 4.357586328386315e-05 loss: 0.1185 (0.1283) time: 3.3503 data: 0.0084 max mem: 33370 Epoch: [5] [ 890/1319] eta: 0:24:13 lr: 4.356720267304778e-05 loss: 0.1106 (0.1283) time: 3.3628 data: 0.0084 max mem: 33370 Epoch: [5] [ 900/1319] eta: 0:23:39 lr: 4.3558541870937056e-05 loss: 0.1119 (0.1282) time: 3.3792 data: 0.0081 max mem: 33370 Epoch: [5] [ 910/1319] eta: 0:23:06 lr: 4.354988087748445e-05 loss: 0.1036 (0.1278) time: 3.3878 data: 0.0084 max mem: 33370 Epoch: [5] [ 920/1319] eta: 0:22:32 lr: 4.35412196926435e-05 loss: 0.1036 (0.1280) time: 3.3778 data: 0.0085 max mem: 33370 Epoch: [5] [ 930/1319] eta: 0:21:58 lr: 4.353255831636764e-05 loss: 0.1261 (0.1281) time: 3.3624 data: 0.0081 max mem: 33370 Epoch: [5] [ 940/1319] eta: 0:21:24 lr: 4.352389674861032e-05 loss: 0.1253 (0.1282) time: 3.3567 data: 0.0077 max mem: 33370 Epoch: [5] [ 950/1319] eta: 0:20:50 lr: 4.3515234989324975e-05 loss: 0.1253 (0.1284) time: 3.3640 data: 0.0079 max mem: 33370 Epoch: [5] [ 960/1319] eta: 0:20:16 lr: 4.350657303846501e-05 loss: 0.1254 (0.1284) time: 3.3605 data: 0.0080 max mem: 33370 Epoch: [5] [ 970/1319] eta: 0:19:42 lr: 4.34979108959838e-05 loss: 0.1145 (0.1284) time: 3.3814 data: 0.0084 max mem: 33370 Epoch: [5] [ 980/1319] eta: 0:19:08 lr: 4.348924856183469e-05 loss: 0.1245 (0.1287) time: 3.3932 data: 0.0085 max mem: 33370 Epoch: [5] [ 990/1319] eta: 0:18:34 lr: 4.348058603597104e-05 loss: 0.1164 (0.1287) time: 3.4000 data: 0.0084 max mem: 33370 Epoch: [5] [1000/1319] eta: 0:18:00 lr: 4.347192331834616e-05 loss: 0.1124 (0.1287) time: 3.4241 data: 0.0084 max mem: 33370 Epoch: [5] [1010/1319] eta: 0:17:27 lr: 4.346326040891335e-05 loss: 0.1312 (0.1286) time: 3.4210 data: 0.0081 max mem: 33370 Epoch: [5] [1020/1319] eta: 0:16:53 lr: 4.345459730762588e-05 loss: 0.1312 (0.1289) time: 3.3995 data: 0.0081 max mem: 33370 Epoch: [5] [1030/1319] eta: 0:16:19 lr: 4.344593401443699e-05 loss: 0.1320 (0.1289) time: 3.3954 data: 0.0080 max mem: 33370 Epoch: [5] [1040/1319] eta: 0:15:45 lr: 4.343727052929992e-05 loss: 0.1254 (0.1288) time: 3.3903 data: 0.0079 max mem: 33370 Epoch: [5] [1050/1319] eta: 0:15:11 lr: 4.342860685216788e-05 loss: 0.1224 (0.1288) time: 3.3740 data: 0.0082 max mem: 33370 Epoch: [5] [1060/1319] eta: 0:14:37 lr: 4.341994298299405e-05 loss: 0.1194 (0.1287) time: 3.3528 data: 0.0083 max mem: 33370 Epoch: [5] [1070/1319] eta: 0:14:03 lr: 4.341127892173159e-05 loss: 0.1320 (0.1288) time: 3.3792 data: 0.0080 max mem: 33370 Epoch: [5] [1080/1319] eta: 0:13:29 lr: 4.3402614668333656e-05 loss: 0.1299 (0.1287) time: 3.3995 data: 0.0081 max mem: 33370 Epoch: [5] [1090/1319] eta: 0:12:55 lr: 4.339395022275336e-05 loss: 0.1148 (0.1287) time: 3.3623 data: 0.0079 max mem: 33370 Epoch: [5] [1100/1319] eta: 0:12:21 lr: 4.33852855849438e-05 loss: 0.1013 (0.1285) time: 3.3727 data: 0.0078 max mem: 33370 Epoch: [5] [1110/1319] eta: 0:11:48 lr: 4.337662075485806e-05 loss: 0.1013 (0.1283) time: 3.4128 data: 0.0081 max mem: 33370 Epoch: [5] [1120/1319] eta: 0:11:14 lr: 4.3367955732449175e-05 loss: 0.1043 (0.1283) time: 3.4138 data: 0.0080 max mem: 33370 Epoch: [5] [1130/1319] eta: 0:10:40 lr: 4.3359290517670206e-05 loss: 0.1230 (0.1282) time: 3.3902 data: 0.0080 max mem: 33370 Epoch: [5] [1140/1319] eta: 0:10:06 lr: 4.335062511047415e-05 loss: 0.1230 (0.1283) time: 3.3837 data: 0.0084 max mem: 33370 Epoch: [5] [1150/1319] eta: 0:09:32 lr: 4.3341959510813994e-05 loss: 0.1319 (0.1283) time: 3.3854 data: 0.0081 max mem: 33370 Epoch: [5] [1160/1319] eta: 0:08:58 lr: 4.33332937186427e-05 loss: 0.1205 (0.1281) time: 3.3834 data: 0.0079 max mem: 33370 Epoch: [5] [1170/1319] eta: 0:08:24 lr: 4.332462773391324e-05 loss: 0.1240 (0.1281) time: 3.3434 data: 0.0078 max mem: 33370 Epoch: [5] [1180/1319] eta: 0:07:50 lr: 4.331596155657851e-05 loss: 0.1257 (0.1281) time: 3.3430 data: 0.0080 max mem: 33370 Epoch: [5] [1190/1319] eta: 0:07:16 lr: 4.3307295186591415e-05 loss: 0.1238 (0.1283) time: 3.3859 data: 0.0081 max mem: 33370 Epoch: [5] [1200/1319] eta: 0:06:43 lr: 4.329862862390485e-05 loss: 0.1405 (0.1285) time: 3.3789 data: 0.0078 max mem: 33370 Epoch: [5] [1210/1319] eta: 0:06:09 lr: 4.328996186847165e-05 loss: 0.1365 (0.1285) time: 3.3553 data: 0.0079 max mem: 33370 Epoch: [5] [1220/1319] eta: 0:05:35 lr: 4.328129492024467e-05 loss: 0.1213 (0.1285) time: 3.3764 data: 0.0082 max mem: 33370 Epoch: [5] [1230/1319] eta: 0:05:01 lr: 4.3272627779176715e-05 loss: 0.1127 (0.1284) time: 3.4163 data: 0.0081 max mem: 33370 Epoch: [5] [1240/1319] eta: 0:04:27 lr: 4.326396044522058e-05 loss: 0.1098 (0.1284) time: 3.3968 data: 0.0081 max mem: 33370 Epoch: [5] [1250/1319] eta: 0:03:53 lr: 4.3255292918329036e-05 loss: 0.1209 (0.1284) time: 3.3544 data: 0.0085 max mem: 33370 Epoch: [5] [1260/1319] eta: 0:03:19 lr: 4.324662519845482e-05 loss: 0.1307 (0.1285) time: 3.3553 data: 0.0087 max mem: 33370 Epoch: [5] [1270/1319] eta: 0:02:45 lr: 4.323795728555066e-05 loss: 0.1309 (0.1285) time: 3.3909 data: 0.0086 max mem: 33370 Epoch: [5] [1280/1319] eta: 0:02:12 lr: 4.322928917956926e-05 loss: 0.1196 (0.1285) time: 3.4086 data: 0.0082 max mem: 33370 Epoch: [5] [1290/1319] eta: 0:01:38 lr: 4.322062088046332e-05 loss: 0.1202 (0.1285) time: 3.3884 data: 0.0079 max mem: 33370 Epoch: [5] [1300/1319] eta: 0:01:04 lr: 4.321195238818547e-05 loss: 0.1202 (0.1286) time: 3.3689 data: 0.0079 max mem: 33370 Epoch: [5] [1310/1319] eta: 0:00:30 lr: 4.3203283702688355e-05 loss: 0.1144 (0.1284) time: 3.3653 data: 0.0077 max mem: 33370 Epoch: [5] Total time: 1:14:27 /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( Test: [ 0/2573] eta: 3:15:26 time: 4.5577 data: 4.3881 max mem: 33370 Test: [ 100/2573] eta: 0:04:57 time: 0.0756 data: 0.0014 max mem: 33370 Test: [ 200/2573] eta: 0:03:55 time: 0.0776 data: 0.0015 max mem: 33370 Test: [ 300/2573] eta: 0:03:28 time: 0.0795 data: 0.0015 max mem: 33370 Test: [ 400/2573] eta: 0:03:11 time: 0.0794 data: 0.0014 max mem: 33370 Test: [ 500/2573] eta: 0:02:58 time: 0.0780 data: 0.0014 max mem: 33370 Test: [ 600/2573] eta: 0:02:47 time: 0.0787 data: 0.0015 max mem: 33370 Test: [ 700/2573] eta: 0:02:37 time: 0.0788 data: 0.0015 max mem: 33370 Test: [ 800/2573] eta: 0:02:28 time: 0.0818 data: 0.0014 max mem: 33370 Test: [ 900/2573] eta: 0:02:19 time: 0.0782 data: 0.0014 max mem: 33370 Test: [1000/2573] eta: 0:02:10 time: 0.0796 data: 0.0016 max mem: 33370 Test: [1100/2573] eta: 0:02:01 time: 0.0792 data: 0.0015 max mem: 33370 Test: [1200/2573] eta: 0:01:52 time: 0.0791 data: 0.0015 max mem: 33370 Test: [1300/2573] eta: 0:01:44 time: 0.0788 data: 0.0014 max mem: 33370 Test: [1400/2573] eta: 0:01:35 time: 0.0778 data: 0.0015 max mem: 33370 Test: [1500/2573] eta: 0:01:27 time: 0.0800 data: 0.0015 max mem: 33370 Test: [1600/2573] eta: 0:01:19 time: 0.0826 data: 0.0014 max mem: 33370 Test: [1700/2573] eta: 0:01:11 time: 0.0779 data: 0.0014 max mem: 33370 Test: [1800/2573] eta: 0:01:02 time: 0.0809 data: 0.0014 max mem: 33370 Test: [1900/2573] eta: 0:00:54 time: 0.0783 data: 0.0014 max mem: 33370 Test: [2000/2573] eta: 0:00:46 time: 0.0799 data: 0.0014 max mem: 33370 Test: [2100/2573] eta: 0:00:38 time: 0.0820 data: 0.0015 max mem: 33370 Test: [2200/2573] eta: 0:00:30 time: 0.0814 data: 0.0014 max mem: 33370 Test: [2300/2573] eta: 0:00:22 time: 0.0810 data: 0.0014 max mem: 33370 Test: [2400/2573] eta: 0:00:13 time: 0.0773 data: 0.0014 max mem: 33370 Test: [2500/2573] eta: 0:00:05 time: 0.0806 data: 0.0014 max mem: 33370 Test: Total time: 0:03:28 Final results: Mean IoU is 54.52 precision@0.5 = 60.46 precision@0.6 = 52.86 precision@0.7 = 43.10 precision@0.8 = 30.39 precision@0.9 = 11.95 overall IoU = 54.85 Average object IoU 54.51717272082166 Overall IoU 54.84678268432617 Better epoch: 5 /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( Epoch: [6] [ 0/1319] eta: 1:58:52 lr: 4.319548172049932e-05 loss: 0.0693 (0.0693) time: 5.4074 data: 1.9390 max mem: 33370 Epoch: [6] [ 10/1319] eta: 1:18:31 lr: 4.318681266775505e-05 loss: 0.1120 (0.1168) time: 3.5996 data: 0.1842 max mem: 33370 Epoch: [6] [ 20/1319] eta: 1:15:41 lr: 4.317814342165404e-05 loss: 0.1046 (0.1131) time: 3.4007 data: 0.0079 max mem: 33370 Epoch: [6] [ 30/1319] eta: 1:14:17 lr: 4.316947398214883e-05 loss: 0.1011 (0.1080) time: 3.3802 data: 0.0076 max mem: 33370 Epoch: [6] [ 40/1319] eta: 1:13:23 lr: 4.316080434919196e-05 loss: 0.1056 (0.1111) time: 3.3872 data: 0.0084 max mem: 33370 Epoch: [6] [ 50/1319] eta: 1:12:43 lr: 4.315213452273593e-05 loss: 0.0937 (0.1069) time: 3.4082 data: 0.0086 max mem: 33370 Epoch: [6] [ 60/1319] eta: 1:11:51 lr: 4.314346450273323e-05 loss: 0.0940 (0.1099) time: 3.3870 data: 0.0084 max mem: 33370 Epoch: [6] [ 70/1319] eta: 1:11:16 lr: 4.313479428913631e-05 loss: 0.1157 (0.1122) time: 3.3858 data: 0.0080 max mem: 33370 Epoch: [6] [ 80/1319] eta: 1:10:36 lr: 4.312612388189762e-05 loss: 0.0949 (0.1093) time: 3.4043 data: 0.0079 max mem: 33370 Epoch: [6] [ 90/1319] eta: 1:09:59 lr: 4.311745328096956e-05 loss: 0.0949 (0.1110) time: 3.3925 data: 0.0079 max mem: 33370 Epoch: [6] [ 100/1319] eta: 1:09:25 lr: 4.3108782486304546e-05 loss: 0.0985 (0.1097) time: 3.4072 data: 0.0078 max mem: 33370 Epoch: [6] [ 110/1319] eta: 1:08:43 lr: 4.310011149785494e-05 loss: 0.0985 (0.1097) time: 3.3828 data: 0.0080 max mem: 33370 Epoch: [6] [ 120/1319] eta: 1:08:04 lr: 4.309144031557308e-05 loss: 0.1035 (0.1105) time: 3.3509 data: 0.0083 max mem: 33370 Epoch: [6] [ 130/1319] eta: 1:07:22 lr: 4.308276893941131e-05 loss: 0.0996 (0.1102) time: 3.3385 data: 0.0082 max mem: 33370 Epoch: [6] [ 140/1319] eta: 1:06:46 lr: 4.307409736932192e-05 loss: 0.0854 (0.1093) time: 3.3482 data: 0.0084 max mem: 33370 Epoch: [6] [ 150/1319] eta: 1:06:16 lr: 4.306542560525721e-05 loss: 0.0905 (0.1098) time: 3.4133 data: 0.0083 max mem: 33370 Epoch: [6] [ 160/1319] eta: 1:05:41 lr: 4.305675364716942e-05 loss: 0.1113 (0.1101) time: 3.4180 data: 0.0079 max mem: 33370 Epoch: [6] [ 170/1319] eta: 1:05:04 lr: 4.3048081495010805e-05 loss: 0.1164 (0.1114) time: 3.3752 data: 0.0080 max mem: 33370 Epoch: [6] [ 180/1319] eta: 1:04:27 lr: 4.303940914873357e-05 loss: 0.1209 (0.1116) time: 3.3564 data: 0.0085 max mem: 33370 Epoch: [6] [ 190/1319] eta: 1:03:52 lr: 4.30307366082899e-05 loss: 0.1103 (0.1114) time: 3.3621 data: 0.0084 max mem: 33370 Epoch: [6] [ 200/1319] eta: 1:03:17 lr: 4.302206387363197e-05 loss: 0.1039 (0.1118) time: 3.3774 data: 0.0081 max mem: 33370 Epoch: [6] [ 210/1319] eta: 1:02:42 lr: 4.301339094471194e-05 loss: 0.1256 (0.1125) time: 3.3706 data: 0.0080 max mem: 33370 Epoch: [6] [ 220/1319] eta: 1:02:07 lr: 4.300471782148193e-05 loss: 0.1204 (0.1137) time: 3.3755 data: 0.0079 max mem: 33370 Epoch: [6] [ 230/1319] eta: 1:01:31 lr: 4.299604450389403e-05 loss: 0.1099 (0.1147) time: 3.3640 data: 0.0080 max mem: 33370 Epoch: [6] [ 240/1319] eta: 1:00:57 lr: 4.298737099190034e-05 loss: 0.1119 (0.1154) time: 3.3626 data: 0.0079 max mem: 33370 Epoch: [6] [ 250/1319] eta: 1:00:23 lr: 4.297869728545289e-05 loss: 0.1016 (0.1147) time: 3.3876 data: 0.0085 max mem: 33370 Epoch: [6] [ 260/1319] eta: 0:59:49 lr: 4.2970023384503735e-05 loss: 0.1035 (0.1147) time: 3.3848 data: 0.0088 max mem: 33370 Epoch: [6] [ 270/1319] eta: 0:59:14 lr: 4.296134928900489e-05 loss: 0.1115 (0.1155) time: 3.3770 data: 0.0088 max mem: 33370 Epoch: [6] [ 280/1319] eta: 0:58:40 lr: 4.295267499890832e-05 loss: 0.1065 (0.1158) time: 3.3753 data: 0.0085 max mem: 33370 Epoch: [6] [ 290/1319] eta: 0:58:06 lr: 4.2944000514166015e-05 loss: 0.1071 (0.1160) time: 3.3847 data: 0.0081 max mem: 33370 Epoch: [6] [ 300/1319] eta: 0:57:32 lr: 4.293532583472992e-05 loss: 0.0980 (0.1154) time: 3.3846 data: 0.0079 max mem: 33370 Epoch: [6] [ 310/1319] eta: 0:56:57 lr: 4.292665096055194e-05 loss: 0.0993 (0.1152) time: 3.3699 data: 0.0080 max mem: 33370 Epoch: [6] [ 320/1319] eta: 0:56:22 lr: 4.2917975891583976e-05 loss: 0.1085 (0.1149) time: 3.3505 data: 0.0081 max mem: 33370 Epoch: [6] [ 330/1319] eta: 0:55:48 lr: 4.2909300627777926e-05 loss: 0.1102 (0.1155) time: 3.3640 data: 0.0078 max mem: 33370 Epoch: [6] [ 340/1319] eta: 0:55:15 lr: 4.290062516908562e-05 loss: 0.1229 (0.1158) time: 3.3928 data: 0.0077 max mem: 33370 Epoch: [6] [ 350/1319] eta: 0:54:41 lr: 4.2891949515458894e-05 loss: 0.1224 (0.1158) time: 3.4050 data: 0.0084 max mem: 33370 Epoch: [6] [ 360/1319] eta: 0:54:08 lr: 4.288327366684957e-05 loss: 0.1092 (0.1161) time: 3.4097 data: 0.0089 max mem: 33370 Epoch: [6] [ 370/1319] eta: 0:53:34 lr: 4.287459762320942e-05 loss: 0.0927 (0.1153) time: 3.4005 data: 0.0080 max mem: 33370 Epoch: [6] [ 380/1319] eta: 0:53:01 lr: 4.28659213844902e-05 loss: 0.0964 (0.1156) time: 3.3947 data: 0.0076 max mem: 33370 Epoch: [6] [ 390/1319] eta: 0:52:26 lr: 4.285724495064366e-05 loss: 0.1146 (0.1161) time: 3.3729 data: 0.0081 max mem: 33370 Epoch: [6] [ 400/1319] eta: 0:51:52 lr: 4.2848568321621514e-05 loss: 0.1132 (0.1162) time: 3.3674 data: 0.0084 max mem: 33370 Epoch: [6] [ 410/1319] eta: 0:51:19 lr: 4.283989149737546e-05 loss: 0.1121 (0.1163) time: 3.3965 data: 0.0082 max mem: 33370 Epoch: [6] [ 420/1319] eta: 0:50:44 lr: 4.283121447785717e-05 loss: 0.1253 (0.1167) time: 3.3801 data: 0.0082 max mem: 33370 Epoch: [6] [ 430/1319] eta: 0:50:10 lr: 4.2822537263018285e-05 loss: 0.1146 (0.1168) time: 3.3754 data: 0.0082 max mem: 33370 Epoch: [6] [ 440/1319] eta: 0:49:37 lr: 4.281385985281043e-05 loss: 0.1003 (0.1163) time: 3.3995 data: 0.0081 max mem: 33370 Epoch: [6] [ 450/1319] eta: 0:49:04 lr: 4.280518224718522e-05 loss: 0.1059 (0.1163) time: 3.4184 data: 0.0084 max mem: 33370 Epoch: [6] [ 460/1319] eta: 0:48:31 lr: 4.2796504446094225e-05 loss: 0.1106 (0.1162) time: 3.4335 data: 0.0085 max mem: 33370 Epoch: [6] [ 470/1319] eta: 0:47:57 lr: 4.278782644948901e-05 loss: 0.1106 (0.1164) time: 3.4098 data: 0.0082 max mem: 33370 Epoch: [6] [ 480/1319] eta: 0:47:23 lr: 4.27791482573211e-05 loss: 0.1110 (0.1163) time: 3.4014 data: 0.0080 max mem: 33370 Epoch: [6] [ 490/1319] eta: 0:46:50 lr: 4.2770469869541996e-05 loss: 0.0953 (0.1157) time: 3.4159 data: 0.0081 max mem: 33370 Epoch: [6] [ 500/1319] eta: 0:46:16 lr: 4.276179128610321e-05 loss: 0.0789 (0.1150) time: 3.4003 data: 0.0082 max mem: 33370 Epoch: [6] [ 510/1319] eta: 0:45:42 lr: 4.2753112506956194e-05 loss: 0.0900 (0.1150) time: 3.3771 data: 0.0078 max mem: 33370 Epoch: [6] [ 520/1319] eta: 0:45:07 lr: 4.274443353205239e-05 loss: 0.1198 (0.1149) time: 3.3669 data: 0.0076 max mem: 33370 Epoch: [6] [ 530/1319] eta: 0:44:34 lr: 4.2735754361343224e-05 loss: 0.1119 (0.1149) time: 3.3735 data: 0.0077 max mem: 33370 Epoch: [6] [ 540/1319] eta: 0:44:00 lr: 4.2727074994780086e-05 loss: 0.1137 (0.1153) time: 3.3893 data: 0.0080 max mem: 33370 Epoch: [6] [ 550/1319] eta: 0:43:25 lr: 4.271839543231435e-05 loss: 0.1111 (0.1150) time: 3.3779 data: 0.0082 max mem: 33370 Epoch: [6] [ 560/1319] eta: 0:42:51 lr: 4.270971567389736e-05 loss: 0.1089 (0.1149) time: 3.3742 data: 0.0079 max mem: 33370 Epoch: [6] [ 570/1319] eta: 0:42:18 lr: 4.270103571948045e-05 loss: 0.1114 (0.1148) time: 3.4010 data: 0.0079 max mem: 33370 Epoch: [6] [ 580/1319] eta: 0:41:44 lr: 4.2692355569014936e-05 loss: 0.1114 (0.1149) time: 3.3950 data: 0.0082 max mem: 33370 Epoch: [6] [ 590/1319] eta: 0:41:10 lr: 4.268367522245208e-05 loss: 0.1186 (0.1149) time: 3.3774 data: 0.0081 max mem: 33370 Epoch: [6] [ 600/1319] eta: 0:40:36 lr: 4.267499467974314e-05 loss: 0.1097 (0.1148) time: 3.3988 data: 0.0078 max mem: 33370 Epoch: [6] [ 610/1319] eta: 0:40:02 lr: 4.2666313940839357e-05 loss: 0.1054 (0.1149) time: 3.3674 data: 0.0082 max mem: 33370 Epoch: [6] [ 620/1319] eta: 0:39:28 lr: 4.2657633005691946e-05 loss: 0.1090 (0.1151) time: 3.3458 data: 0.0086 max mem: 33370 Epoch: [6] [ 630/1319] eta: 0:38:53 lr: 4.264895187425208e-05 loss: 0.1252 (0.1152) time: 3.3683 data: 0.0089 max mem: 33370 Epoch: [6] [ 640/1319] eta: 0:38:19 lr: 4.264027054647094e-05 loss: 0.1079 (0.1150) time: 3.3618 data: 0.0088 max mem: 33370 Epoch: [6] [ 650/1319] eta: 0:37:45 lr: 4.263158902229967e-05 loss: 0.0978 (0.1147) time: 3.3662 data: 0.0092 max mem: 33370 Epoch: [6] [ 660/1319] eta: 0:37:11 lr: 4.262290730168937e-05 loss: 0.1005 (0.1155) time: 3.3733 data: 0.0095 max mem: 33370 Epoch: [6] [ 670/1319] eta: 0:36:37 lr: 4.261422538459115e-05 loss: 0.0932 (0.1152) time: 3.3832 data: 0.0087 max mem: 33370 Epoch: [6] [ 680/1319] eta: 0:36:04 lr: 4.260554327095607e-05 loss: 0.0862 (0.1152) time: 3.3868 data: 0.0083 max mem: 33370 Epoch: [6] [ 690/1319] eta: 0:35:29 lr: 4.2596860960735204e-05 loss: 0.1269 (0.1154) time: 3.3710 data: 0.0080 max mem: 33370 Epoch: [6] [ 700/1319] eta: 0:34:55 lr: 4.258817845387955e-05 loss: 0.1269 (0.1154) time: 3.3620 data: 0.0080 max mem: 33370 Epoch: [6] [ 710/1319] eta: 0:34:22 lr: 4.257949575034011e-05 loss: 0.1032 (0.1153) time: 3.3754 data: 0.0082 max mem: 33370 Epoch: [6] [ 720/1319] eta: 0:33:47 lr: 4.257081285006789e-05 loss: 0.0914 (0.1152) time: 3.3680 data: 0.0081 max mem: 33370 Epoch: [6] [ 730/1319] eta: 0:33:13 lr: 4.256212975301382e-05 loss: 0.1002 (0.1153) time: 3.3481 data: 0.0079 max mem: 33370 Epoch: [6] [ 740/1319] eta: 0:32:39 lr: 4.255344645912884e-05 loss: 0.1204 (0.1157) time: 3.3642 data: 0.0080 max mem: 33370 Epoch: [6] [ 750/1319] eta: 0:32:06 lr: 4.254476296836386e-05 loss: 0.0976 (0.1155) time: 3.3862 data: 0.0080 max mem: 33370 Epoch: [6] [ 760/1319] eta: 0:31:31 lr: 4.253607928066978e-05 loss: 0.0972 (0.1159) time: 3.3602 data: 0.0083 max mem: 33370 Epoch: [6] [ 770/1319] eta: 0:30:57 lr: 4.252739539599743e-05 loss: 0.1115 (0.1163) time: 3.3630 data: 0.0082 max mem: 33370 Epoch: [6] [ 780/1319] eta: 0:30:24 lr: 4.2518711314297674e-05 loss: 0.1080 (0.1167) time: 3.3960 data: 0.0077 max mem: 33370 Epoch: [6] [ 790/1319] eta: 0:29:50 lr: 4.2510027035521314e-05 loss: 0.1191 (0.1171) time: 3.3796 data: 0.0077 max mem: 33370 Epoch: [6] [ 800/1319] eta: 0:29:16 lr: 4.250134255961916e-05 loss: 0.1193 (0.1172) time: 3.3950 data: 0.0080 max mem: 33370 Epoch: [6] [ 810/1319] eta: 0:28:42 lr: 4.2492657886541955e-05 loss: 0.1193 (0.1173) time: 3.4034 data: 0.0085 max mem: 33370 Epoch: [6] [ 820/1319] eta: 0:28:08 lr: 4.2483973016240455e-05 loss: 0.1186 (0.1174) time: 3.3858 data: 0.0086 max mem: 33370 Epoch: [6] [ 830/1319] eta: 0:27:35 lr: 4.247528794866539e-05 loss: 0.1111 (0.1178) time: 3.3821 data: 0.0083 max mem: 33370 Epoch: [6] [ 840/1319] eta: 0:27:01 lr: 4.2466602683767445e-05 loss: 0.1111 (0.1178) time: 3.3631 data: 0.0083 max mem: 33370 Epoch: [6] [ 850/1319] eta: 0:26:27 lr: 4.24579172214973e-05 loss: 0.1274 (0.1179) time: 3.3557 data: 0.0082 max mem: 33370 Epoch: [6] [ 860/1319] eta: 0:25:53 lr: 4.244923156180561e-05 loss: 0.1162 (0.1180) time: 3.3757 data: 0.0080 max mem: 33370 Epoch: [6] [ 870/1319] eta: 0:25:19 lr: 4.2440545704643e-05 loss: 0.1073 (0.1178) time: 3.3689 data: 0.0078 max mem: 33370 Epoch: [6] [ 880/1319] eta: 0:24:45 lr: 4.243185964996007e-05 loss: 0.1133 (0.1179) time: 3.3888 data: 0.0081 max mem: 33370 Epoch: [6] [ 890/1319] eta: 0:24:11 lr: 4.24231733977074e-05 loss: 0.1133 (0.1179) time: 3.4068 data: 0.0085 max mem: 33370 Epoch: [6] [ 900/1319] eta: 0:23:38 lr: 4.2414486947835554e-05 loss: 0.1061 (0.1179) time: 3.3931 data: 0.0083 max mem: 33370 Epoch: [6] [ 910/1319] eta: 0:23:04 lr: 4.240580030029505e-05 loss: 0.0971 (0.1179) time: 3.3950 data: 0.0078 max mem: 33370 Epoch: [6] [ 920/1319] eta: 0:22:30 lr: 4.239711345503641e-05 loss: 0.1060 (0.1179) time: 3.3701 data: 0.0083 max mem: 33370 Epoch: [6] [ 930/1319] eta: 0:21:56 lr: 4.2388426412010114e-05 loss: 0.0970 (0.1179) time: 3.3582 data: 0.0085 max mem: 33370 Epoch: [6] [ 940/1319] eta: 0:21:22 lr: 4.237973917116662e-05 loss: 0.0970 (0.1179) time: 3.3672 data: 0.0080 max mem: 33370 Epoch: [6] [ 950/1319] eta: 0:20:48 lr: 4.237105173245638e-05 loss: 0.1042 (0.1179) time: 3.3546 data: 0.0082 max mem: 33370 Epoch: [6] [ 960/1319] eta: 0:20:14 lr: 4.23623640958298e-05 loss: 0.1041 (0.1178) time: 3.3592 data: 0.0082 max mem: 33370 Epoch: [6] [ 970/1319] eta: 0:19:40 lr: 4.235367626123727e-05 loss: 0.1041 (0.1180) time: 3.3600 data: 0.0082 max mem: 33370 Epoch: [6] [ 980/1319] eta: 0:19:06 lr: 4.234498822862916e-05 loss: 0.0989 (0.1178) time: 3.3651 data: 0.0083 max mem: 33370 Epoch: [6] [ 990/1319] eta: 0:18:32 lr: 4.23362999979558e-05 loss: 0.1105 (0.1178) time: 3.3957 data: 0.0084 max mem: 33370 Epoch: [6] [1000/1319] eta: 0:17:59 lr: 4.2327611569167524e-05 loss: 0.1109 (0.1178) time: 3.3774 data: 0.0082 max mem: 33370 Epoch: [6] [1010/1319] eta: 0:17:25 lr: 4.2318922942214635e-05 loss: 0.1071 (0.1177) time: 3.3885 data: 0.0084 max mem: 33370 Epoch: [6] [1020/1319] eta: 0:16:51 lr: 4.231023411704738e-05 loss: 0.1108 (0.1178) time: 3.4020 data: 0.0083 max mem: 33370 Epoch: [6] [1030/1319] eta: 0:16:17 lr: 4.230154509361603e-05 loss: 0.1208 (0.1179) time: 3.3578 data: 0.0078 max mem: 33370 Epoch: [6] [1040/1319] eta: 0:15:43 lr: 4.229285587187079e-05 loss: 0.1086 (0.1178) time: 3.3828 data: 0.0078 max mem: 33370 Epoch: [6] [1050/1319] eta: 0:15:10 lr: 4.2284166451761876e-05 loss: 0.1251 (0.1180) time: 3.4105 data: 0.0079 max mem: 33370 Epoch: [6] [1060/1319] eta: 0:14:36 lr: 4.2275476833239456e-05 loss: 0.1183 (0.1181) time: 3.3845 data: 0.0079 max mem: 33370 Epoch: [6] [1070/1319] eta: 0:14:02 lr: 4.2266787016253686e-05 loss: 0.0938 (0.1180) time: 3.3915 data: 0.0080 max mem: 33370 Epoch: [6] [1080/1319] eta: 0:13:28 lr: 4.22580970007547e-05 loss: 0.0972 (0.1182) time: 3.3805 data: 0.0079 max mem: 33370 Epoch: [6] [1090/1319] eta: 0:12:54 lr: 4.224940678669259e-05 loss: 0.1175 (0.1181) time: 3.3633 data: 0.0083 max mem: 33370 Epoch: [6] [1100/1319] eta: 0:12:20 lr: 4.2240716374017434e-05 loss: 0.1187 (0.1185) time: 3.3534 data: 0.0081 max mem: 33370 Epoch: [6] [1110/1319] eta: 0:11:46 lr: 4.2232025762679314e-05 loss: 0.1167 (0.1185) time: 3.3588 data: 0.0079 max mem: 33370 Epoch: [6] [1120/1319] eta: 0:11:13 lr: 4.2223334952628234e-05 loss: 0.1021 (0.1183) time: 3.3934 data: 0.0083 max mem: 33370 Epoch: [6] [1130/1319] eta: 0:10:39 lr: 4.221464394381422e-05 loss: 0.1046 (0.1182) time: 3.3992 data: 0.0082 max mem: 33370 Epoch: [6] [1140/1319] eta: 0:10:05 lr: 4.220595273618725e-05 loss: 0.1046 (0.1181) time: 3.3938 data: 0.0086 max mem: 33370 Epoch: [6] [1150/1319] eta: 0:09:31 lr: 4.2197261329697285e-05 loss: 0.0957 (0.1180) time: 3.3919 data: 0.0086 max mem: 33370 Epoch: [6] [1160/1319] eta: 0:08:57 lr: 4.218856972429426e-05 loss: 0.1014 (0.1179) time: 3.3736 data: 0.0083 max mem: 33370 Epoch: [6] [1170/1319] eta: 0:08:24 lr: 4.2179877919928104e-05 loss: 0.1058 (0.1180) time: 3.3619 data: 0.0086 max mem: 33370 Epoch: [6] [1180/1319] eta: 0:07:50 lr: 4.217118591654868e-05 loss: 0.1074 (0.1180) time: 3.3506 data: 0.0082 max mem: 33370 Epoch: [6] [1190/1319] eta: 0:07:16 lr: 4.2162493714105874e-05 loss: 0.1012 (0.1179) time: 3.3502 data: 0.0081 max mem: 33370 Epoch: [6] [1200/1319] eta: 0:06:42 lr: 4.2153801312549505e-05 loss: 0.0992 (0.1177) time: 3.3647 data: 0.0081 max mem: 33370 Epoch: [6] [1210/1319] eta: 0:06:08 lr: 4.2145108711829405e-05 loss: 0.0860 (0.1175) time: 3.3763 data: 0.0079 max mem: 33370 Epoch: [6] [1220/1319] eta: 0:05:34 lr: 4.213641591189537e-05 loss: 0.0816 (0.1172) time: 3.3917 data: 0.0080 max mem: 33370 Epoch: [6] [1230/1319] eta: 0:05:00 lr: 4.212772291269716e-05 loss: 0.1022 (0.1173) time: 3.3762 data: 0.0080 max mem: 33370 Epoch: [6] [1240/1319] eta: 0:04:27 lr: 4.2119029714184504e-05 loss: 0.1224 (0.1175) time: 3.3544 data: 0.0078 max mem: 33370 Epoch: [6] [1250/1319] eta: 0:03:53 lr: 4.211033631630714e-05 loss: 0.1346 (0.1176) time: 3.3631 data: 0.0079 max mem: 33370 Epoch: [6] [1260/1319] eta: 0:03:19 lr: 4.2101642719014764e-05 loss: 0.1218 (0.1175) time: 3.3873 data: 0.0079 max mem: 33370 Epoch: [6] [1270/1319] eta: 0:02:45 lr: 4.2092948922257045e-05 loss: 0.1263 (0.1178) time: 3.4114 data: 0.0077 max mem: 33370 Epoch: [6] [1280/1319] eta: 0:02:11 lr: 4.208425492598362e-05 loss: 0.1361 (0.1179) time: 3.3872 data: 0.0078 max mem: 33370 Epoch: [6] [1290/1319] eta: 0:01:38 lr: 4.207556073014412e-05 loss: 0.1317 (0.1181) time: 3.3695 data: 0.0079 max mem: 33370 Epoch: [6] [1300/1319] eta: 0:01:04 lr: 4.2066866334688144e-05 loss: 0.1250 (0.1181) time: 3.3988 data: 0.0080 max mem: 33370 Epoch: [6] [1310/1319] eta: 0:00:30 lr: 4.205817173956526e-05 loss: 0.1148 (0.1181) time: 3.3869 data: 0.0078 max mem: 33370 Epoch: [6] Total time: 1:14:21 /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( Test: [ 0/2573] eta: 2:36:03 time: 3.6391 data: 3.5536 max mem: 33370 Test: [ 100/2573] eta: 0:04:38 time: 0.0768 data: 0.0014 max mem: 33370 Test: [ 200/2573] eta: 0:03:48 time: 0.0786 data: 0.0014 max mem: 33370 Test: [ 300/2573] eta: 0:03:24 time: 0.0803 data: 0.0014 max mem: 33370 Test: [ 400/2573] eta: 0:03:09 time: 0.0814 data: 0.0015 max mem: 33370 Test: [ 500/2573] eta: 0:02:57 time: 0.0796 data: 0.0014 max mem: 33370 Test: [ 600/2573] eta: 0:02:47 time: 0.0801 data: 0.0015 max mem: 33370 Test: [ 700/2573] eta: 0:02:38 time: 0.0800 data: 0.0015 max mem: 33370 Test: [ 800/2573] eta: 0:02:28 time: 0.0828 data: 0.0014 max mem: 33370 Test: [ 900/2573] eta: 0:02:19 time: 0.0796 data: 0.0014 max mem: 33370 Test: [1000/2573] eta: 0:02:10 time: 0.0790 data: 0.0014 max mem: 33370 Test: [1100/2573] eta: 0:02:02 time: 0.0801 data: 0.0015 max mem: 33370 Test: [1200/2573] eta: 0:01:53 time: 0.0798 data: 0.0014 max mem: 33370 Test: [1300/2573] eta: 0:01:45 time: 0.0808 data: 0.0015 max mem: 33370 Test: [1400/2573] eta: 0:01:36 time: 0.0777 data: 0.0014 max mem: 33370 Test: [1500/2573] eta: 0:01:28 time: 0.0798 data: 0.0014 max mem: 33370 Test: [1600/2573] eta: 0:01:19 time: 0.0831 data: 0.0014 max mem: 33370 Test: [1700/2573] eta: 0:01:11 time: 0.0788 data: 0.0014 max mem: 33370 Test: [1800/2573] eta: 0:01:03 time: 0.0813 data: 0.0014 max mem: 33370 Test: [1900/2573] eta: 0:00:54 time: 0.0793 data: 0.0015 max mem: 33370 Test: [2000/2573] eta: 0:00:46 time: 0.0812 data: 0.0016 max mem: 33370 Test: [2100/2573] eta: 0:00:38 time: 0.0812 data: 0.0014 max mem: 33370 Test: [2200/2573] eta: 0:00:30 time: 0.0810 data: 0.0014 max mem: 33370 Test: [2300/2573] eta: 0:00:22 time: 0.0823 data: 0.0015 max mem: 33370 Test: [2400/2573] eta: 0:00:14 time: 0.0777 data: 0.0015 max mem: 33370 Test: [2500/2573] eta: 0:00:05 time: 0.0794 data: 0.0014 max mem: 33370 Test: Total time: 0:03:29 Final results: Mean IoU is 57.03 precision@0.5 = 63.01 precision@0.6 = 56.00 precision@0.7 = 46.79 precision@0.8 = 34.25 precision@0.9 = 13.68 overall IoU = 57.05 Average object IoU 57.025778214390165 Overall IoU 57.054344177246094 Better epoch: 6 /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( Epoch: [7] [ 0/1319] eta: 2:00:17 lr: 4.205034643319776e-05 loss: 0.0790 (0.0790) time: 5.4717 data: 1.9067 max mem: 33370 Epoch: [7] [ 10/1319] eta: 1:19:02 lr: 4.204165145856875e-05 loss: 0.0790 (0.0969) time: 3.6232 data: 0.1813 max mem: 33370 Epoch: [7] [ 20/1319] eta: 1:16:04 lr: 4.203295628412646e-05 loss: 0.0869 (0.0938) time: 3.4160 data: 0.0076 max mem: 33370 Epoch: [7] [ 30/1319] eta: 1:14:38 lr: 4.202426090982037e-05 loss: 0.0897 (0.0959) time: 3.3922 data: 0.0078 max mem: 33370 Epoch: [7] [ 40/1319] eta: 1:13:24 lr: 4.201556533559993e-05 loss: 0.0897 (0.0967) time: 3.3696 data: 0.0087 max mem: 33370 Epoch: [7] [ 50/1319] eta: 1:12:34 lr: 4.2006869561414584e-05 loss: 0.0901 (0.1011) time: 3.3652 data: 0.0082 max mem: 33370 Epoch: [7] [ 60/1319] eta: 1:11:45 lr: 4.199817358721372e-05 loss: 0.1040 (0.1010) time: 3.3704 data: 0.0078 max mem: 33370 Epoch: [7] [ 70/1319] eta: 1:11:12 lr: 4.1989477412946735e-05 loss: 0.1157 (0.1045) time: 3.3922 data: 0.0078 max mem: 33370 Epoch: [7] [ 80/1319] eta: 1:10:33 lr: 4.1980781038562975e-05 loss: 0.1113 (0.1034) time: 3.4102 data: 0.0079 max mem: 33370 Epoch: [7] [ 90/1319] eta: 1:09:57 lr: 4.1972084464011784e-05 loss: 0.1093 (0.1030) time: 3.3960 data: 0.0078 max mem: 33370 Epoch: [7] [ 100/1319] eta: 1:09:21 lr: 4.1963387689242456e-05 loss: 0.0883 (0.1028) time: 3.3997 data: 0.0079 max mem: 33370 Epoch: [7] [ 110/1319] eta: 1:08:51 lr: 4.1954690714204276e-05 loss: 0.0894 (0.1024) time: 3.4284 data: 0.0084 max mem: 33370 Epoch: [7] [ 120/1319] eta: 1:08:16 lr: 4.194599353884651e-05 loss: 0.0975 (0.1043) time: 3.4300 data: 0.0084 max mem: 33370 Epoch: [7] [ 130/1319] eta: 1:07:29 lr: 4.193729616311839e-05 loss: 0.0975 (0.1053) time: 3.3406 data: 0.0085 max mem: 33370 Epoch: [7] [ 140/1319] eta: 1:06:50 lr: 4.1928598586969124e-05 loss: 0.1210 (0.1086) time: 3.3146 data: 0.0086 max mem: 33370 Epoch: [7] [ 150/1319] eta: 1:06:16 lr: 4.1919900810347894e-05 loss: 0.1052 (0.1075) time: 3.3737 data: 0.0080 max mem: 33370 Epoch: [7] [ 160/1319] eta: 1:05:44 lr: 4.191120283320388e-05 loss: 0.0962 (0.1080) time: 3.4117 data: 0.0078 max mem: 33370 Epoch: [7] [ 170/1319] eta: 1:05:11 lr: 4.190250465548619e-05 loss: 0.0977 (0.1075) time: 3.4232 data: 0.0078 max mem: 33370 Epoch: [7] [ 180/1319] eta: 1:04:39 lr: 4.189380627714394e-05 loss: 0.0977 (0.1078) time: 3.4314 data: 0.0080 max mem: 33370 Epoch: [7] [ 190/1319] eta: 1:04:05 lr: 4.188510769812624e-05 loss: 0.0949 (0.1077) time: 3.4213 data: 0.0079 max mem: 33370 Epoch: [7] [ 200/1319] eta: 1:03:31 lr: 4.1876408918382123e-05 loss: 0.1066 (0.1075) time: 3.4008 data: 0.0082 max mem: 33370 Epoch: [7] [ 210/1319] eta: 1:02:53 lr: 4.1867709937860646e-05 loss: 0.1071 (0.1071) time: 3.3731 data: 0.0088 max mem: 33370 Epoch: [7] [ 220/1319] eta: 1:02:17 lr: 4.185901075651081e-05 loss: 0.0914 (0.1071) time: 3.3500 data: 0.0087 max mem: 33370 Epoch: [7] [ 230/1319] eta: 1:01:41 lr: 4.185031137428161e-05 loss: 0.0946 (0.1072) time: 3.3565 data: 0.0080 max mem: 33370 Epoch: [7] [ 240/1319] eta: 1:01:05 lr: 4.1841611791121996e-05 loss: 0.0953 (0.1072) time: 3.3569 data: 0.0080 max mem: 33370 Epoch: [7] [ 250/1319] eta: 1:00:29 lr: 4.183291200698093e-05 loss: 0.0835 (0.1067) time: 3.3598 data: 0.0083 max mem: 33370 Epoch: [7] [ 260/1319] eta: 0:59:54 lr: 4.182421202180731e-05 loss: 0.0894 (0.1065) time: 3.3627 data: 0.0080 max mem: 33370 Epoch: [7] [ 270/1319] eta: 0:59:19 lr: 4.181551183555002e-05 loss: 0.1059 (0.1070) time: 3.3577 data: 0.0083 max mem: 33370 Epoch: [7] [ 280/1319] eta: 0:58:43 lr: 4.180681144815793e-05 loss: 0.1232 (0.1080) time: 3.3550 data: 0.0085 max mem: 33370 Epoch: [7] [ 290/1319] eta: 0:58:10 lr: 4.179811085957988e-05 loss: 0.1030 (0.1077) time: 3.3795 data: 0.0081 max mem: 33370 Epoch: [7] [ 300/1319] eta: 0:57:35 lr: 4.178941006976469e-05 loss: 0.0890 (0.1072) time: 3.3872 data: 0.0078 max mem: 33370 Epoch: [7] [ 310/1319] eta: 0:57:01 lr: 4.1780709078661134e-05 loss: 0.1019 (0.1069) time: 3.3703 data: 0.0077 max mem: 33370 Epoch: [7] [ 320/1319] eta: 0:56:27 lr: 4.177200788621799e-05 loss: 0.1053 (0.1070) time: 3.3865 data: 0.0078 max mem: 33370 Epoch: [7] [ 330/1319] eta: 0:55:51 lr: 4.176330649238398e-05 loss: 0.0938 (0.1068) time: 3.3651 data: 0.0080 max mem: 33370 Epoch: [7] [ 340/1319] eta: 0:55:17 lr: 4.175460489710785e-05 loss: 0.0984 (0.1082) time: 3.3435 data: 0.0081 max mem: 33370 Epoch: [7] [ 350/1319] eta: 0:54:42 lr: 4.174590310033826e-05 loss: 0.1008 (0.1085) time: 3.3624 data: 0.0083 max mem: 33370 Epoch: [7] [ 360/1319] eta: 0:54:09 lr: 4.173720110202388e-05 loss: 0.0915 (0.1081) time: 3.3855 data: 0.0087 max mem: 33370 Epoch: [7] [ 370/1319] eta: 0:53:34 lr: 4.172849890211337e-05 loss: 0.0926 (0.1084) time: 3.3872 data: 0.0087 max mem: 33370 Epoch: [7] [ 380/1319] eta: 0:52:59 lr: 4.171979650055532e-05 loss: 0.1077 (0.1087) time: 3.3583 data: 0.0083 max mem: 33370 Epoch: [7] [ 390/1319] eta: 0:52:26 lr: 4.171109389729833e-05 loss: 0.1043 (0.1082) time: 3.3758 data: 0.0081 max mem: 33370 Epoch: [7] [ 400/1319] eta: 0:51:51 lr: 4.1702391092290966e-05 loss: 0.0942 (0.1085) time: 3.3755 data: 0.0081 max mem: 33370 Epoch: [7] [ 410/1319] eta: 0:51:17 lr: 4.169368808548177e-05 loss: 0.1097 (0.1087) time: 3.3508 data: 0.0080 max mem: 33370 Epoch: [7] [ 420/1319] eta: 0:50:42 lr: 4.168498487681925e-05 loss: 0.1098 (0.1087) time: 3.3436 data: 0.0079 max mem: 33370 Epoch: [7] [ 430/1319] eta: 0:50:08 lr: 4.1676281466251895e-05 loss: 0.0975 (0.1084) time: 3.3573 data: 0.0080 max mem: 33370 Epoch: [7] [ 440/1319] eta: 0:49:34 lr: 4.166757785372817e-05 loss: 0.0973 (0.1082) time: 3.3837 data: 0.0081 max mem: 33370 Epoch: [7] [ 450/1319] eta: 0:49:00 lr: 4.1658874039196515e-05 loss: 0.1048 (0.1084) time: 3.3807 data: 0.0082 max mem: 33370 Epoch: [7] [ 460/1319] eta: 0:48:27 lr: 4.165017002260535e-05 loss: 0.0938 (0.1085) time: 3.3903 data: 0.0082 max mem: 33370 Epoch: [7] [ 470/1319] eta: 0:47:52 lr: 4.164146580390306e-05 loss: 0.1024 (0.1087) time: 3.3862 data: 0.0085 max mem: 33370 Epoch: [7] [ 480/1319] eta: 0:47:18 lr: 4.163276138303801e-05 loss: 0.1054 (0.1089) time: 3.3726 data: 0.0085 max mem: 33370 Epoch: [7] [ 490/1319] eta: 0:46:45 lr: 4.1624056759958536e-05 loss: 0.0970 (0.1092) time: 3.4007 data: 0.0083 max mem: 33370 Epoch: [7] [ 500/1319] eta: 0:46:12 lr: 4.161535193461295e-05 loss: 0.0902 (0.1092) time: 3.4226 data: 0.0082 max mem: 33370 Epoch: [7] [ 510/1319] eta: 0:45:38 lr: 4.1606646906949546e-05 loss: 0.1103 (0.1093) time: 3.3903 data: 0.0080 max mem: 33370 Epoch: [7] [ 520/1319] eta: 0:45:04 lr: 4.159794167691658e-05 loss: 0.1147 (0.1098) time: 3.3609 data: 0.0079 max mem: 33370 Epoch: [7] [ 530/1319] eta: 0:44:29 lr: 4.158923624446229e-05 loss: 0.1235 (0.1098) time: 3.3560 data: 0.0081 max mem: 33370 Epoch: [7] [ 540/1319] eta: 0:43:56 lr: 4.15805306095349e-05 loss: 0.1002 (0.1095) time: 3.3876 data: 0.0082 max mem: 33370 Epoch: [7] [ 550/1319] eta: 0:43:22 lr: 4.1571824772082586e-05 loss: 0.0851 (0.1094) time: 3.4044 data: 0.0084 max mem: 33370 Epoch: [7] [ 560/1319] eta: 0:42:48 lr: 4.156311873205351e-05 loss: 0.0793 (0.1090) time: 3.3702 data: 0.0083 max mem: 33370 Epoch: [7] [ 570/1319] eta: 0:42:14 lr: 4.1554412489395805e-05 loss: 0.0854 (0.1087) time: 3.3557 data: 0.0077 max mem: 33370 Epoch: [7] [ 580/1319] eta: 0:41:39 lr: 4.15457060440576e-05 loss: 0.0933 (0.1086) time: 3.3512 data: 0.0078 max mem: 33370 Epoch: [7] [ 590/1319] eta: 0:41:06 lr: 4.1536999395986964e-05 loss: 0.1159 (0.1089) time: 3.3715 data: 0.0081 max mem: 33370 Epoch: [7] [ 600/1319] eta: 0:40:31 lr: 4.152829254513196e-05 loss: 0.1136 (0.1089) time: 3.3369 data: 0.0081 max mem: 33370 Epoch: [7] [ 610/1319] eta: 0:39:57 lr: 4.151958549144062e-05 loss: 0.1021 (0.1090) time: 3.3487 data: 0.0079 max mem: 33370 Epoch: [7] [ 620/1319] eta: 0:39:24 lr: 4.151087823486097e-05 loss: 0.1038 (0.1090) time: 3.4035 data: 0.0082 max mem: 33370 Epoch: [7] [ 630/1319] eta: 0:38:49 lr: 4.1502170775340975e-05 loss: 0.1038 (0.1091) time: 3.3569 data: 0.0083 max mem: 33370 Epoch: [7] [ 640/1319] eta: 0:38:15 lr: 4.14934631128286e-05 loss: 0.1044 (0.1090) time: 3.3490 data: 0.0078 max mem: 33370 Epoch: [7] [ 650/1319] eta: 0:37:41 lr: 4.148475524727178e-05 loss: 0.0994 (0.1091) time: 3.3732 data: 0.0079 max mem: 33370 Epoch: [7] [ 660/1319] eta: 0:37:07 lr: 4.147604717861842e-05 loss: 0.0946 (0.1093) time: 3.3702 data: 0.0081 max mem: 33370 Epoch: [7] [ 670/1319] eta: 0:36:34 lr: 4.14673389068164e-05 loss: 0.1074 (0.1093) time: 3.3806 data: 0.0080 max mem: 33370 Epoch: [7] [ 680/1319] eta: 0:35:59 lr: 4.145863043181359e-05 loss: 0.1080 (0.1092) time: 3.3615 data: 0.0083 max mem: 33370 Epoch: [7] [ 690/1319] eta: 0:35:26 lr: 4.144992175355781e-05 loss: 0.0968 (0.1091) time: 3.3572 data: 0.0083 max mem: 33370 Epoch: [7] [ 700/1319] eta: 0:34:52 lr: 4.1441212871996857e-05 loss: 0.1039 (0.1091) time: 3.3777 data: 0.0082 max mem: 33370 Epoch: [7] [ 710/1319] eta: 0:34:18 lr: 4.143250378707853e-05 loss: 0.1039 (0.1091) time: 3.3909 data: 0.0086 max mem: 33370 Epoch: [7] [ 720/1319] eta: 0:33:44 lr: 4.142379449875057e-05 loss: 0.0973 (0.1090) time: 3.3826 data: 0.0083 max mem: 33370 Epoch: [7] [ 730/1319] eta: 0:33:10 lr: 4.141508500696071e-05 loss: 0.0933 (0.1090) time: 3.3748 data: 0.0081 max mem: 33370 Epoch: [7] [ 740/1319] eta: 0:32:37 lr: 4.140637531165665e-05 loss: 0.1074 (0.1090) time: 3.3907 data: 0.0086 max mem: 33370 Epoch: [7] [ 750/1319] eta: 0:32:03 lr: 4.139766541278606e-05 loss: 0.1183 (0.1093) time: 3.3725 data: 0.0084 max mem: 33370 Epoch: [7] [ 760/1319] eta: 0:31:29 lr: 4.138895531029661e-05 loss: 0.1101 (0.1092) time: 3.3529 data: 0.0081 max mem: 33370 Epoch: [7] [ 770/1319] eta: 0:30:55 lr: 4.138024500413592e-05 loss: 0.0865 (0.1091) time: 3.3571 data: 0.0081 max mem: 33370 Epoch: [7] [ 780/1319] eta: 0:30:21 lr: 4.137153449425158e-05 loss: 0.0983 (0.1092) time: 3.3562 data: 0.0079 max mem: 33370 Epoch: [7] [ 790/1319] eta: 0:29:47 lr: 4.136282378059117e-05 loss: 0.0983 (0.1090) time: 3.3514 data: 0.0081 max mem: 33370 Epoch: [7] [ 800/1319] eta: 0:29:13 lr: 4.1354112863102244e-05 loss: 0.0982 (0.1088) time: 3.3499 data: 0.0087 max mem: 33370 Epoch: [7] [ 810/1319] eta: 0:28:39 lr: 4.134540174173232e-05 loss: 0.1079 (0.1089) time: 3.3620 data: 0.0084 max mem: 33370 Epoch: [7] [ 820/1319] eta: 0:28:05 lr: 4.1336690416428894e-05 loss: 0.0998 (0.1087) time: 3.3885 data: 0.0078 max mem: 33370 Epoch: [7] [ 830/1319] eta: 0:27:32 lr: 4.132797888713944e-05 loss: 0.0879 (0.1085) time: 3.3791 data: 0.0081 max mem: 33370 Epoch: [7] [ 840/1319] eta: 0:26:58 lr: 4.13192671538114e-05 loss: 0.0977 (0.1088) time: 3.3686 data: 0.0083 max mem: 33370 Epoch: [7] [ 850/1319] eta: 0:26:24 lr: 4.1310555216392185e-05 loss: 0.0995 (0.1087) time: 3.3822 data: 0.0082 max mem: 33370 Epoch: [7] [ 860/1319] eta: 0:25:50 lr: 4.130184307482921e-05 loss: 0.0915 (0.1087) time: 3.3850 data: 0.0083 max mem: 33370 Epoch: [7] [ 870/1319] eta: 0:25:17 lr: 4.1293130729069835e-05 loss: 0.0940 (0.1087) time: 3.3917 data: 0.0080 max mem: 33370 Epoch: [7] [ 880/1319] eta: 0:24:43 lr: 4.128441817906139e-05 loss: 0.1016 (0.1087) time: 3.4111 data: 0.0079 max mem: 33370 Epoch: [7] [ 890/1319] eta: 0:24:09 lr: 4.1275705424751206e-05 loss: 0.1016 (0.1087) time: 3.4172 data: 0.0079 max mem: 33370 Epoch: [7] [ 900/1319] eta: 0:23:35 lr: 4.1266992466086555e-05 loss: 0.0897 (0.1086) time: 3.3813 data: 0.0078 max mem: 33370 Epoch: [7] [ 910/1319] eta: 0:23:02 lr: 4.125827930301473e-05 loss: 0.0914 (0.1086) time: 3.3589 data: 0.0080 max mem: 33370 Epoch: [7] [ 920/1319] eta: 0:22:28 lr: 4.124956593548294e-05 loss: 0.1093 (0.1087) time: 3.3810 data: 0.0080 max mem: 33370 Epoch: [7] [ 930/1319] eta: 0:21:54 lr: 4.124085236343841e-05 loss: 0.1030 (0.1087) time: 3.4021 data: 0.0081 max mem: 33370 Epoch: [7] [ 940/1319] eta: 0:21:20 lr: 4.123213858682832e-05 loss: 0.1136 (0.1088) time: 3.3903 data: 0.0080 max mem: 33370 Epoch: [7] [ 950/1319] eta: 0:20:47 lr: 4.122342460559985e-05 loss: 0.1022 (0.1087) time: 3.3675 data: 0.0078 max mem: 33370 Epoch: [7] [ 960/1319] eta: 0:20:13 lr: 4.12147104197001e-05 loss: 0.0926 (0.1087) time: 3.3716 data: 0.0079 max mem: 33370 Epoch: [7] [ 970/1319] eta: 0:19:39 lr: 4.12059960290762e-05 loss: 0.0996 (0.1089) time: 3.3827 data: 0.0079 max mem: 33370 Epoch: [7] [ 980/1319] eta: 0:19:05 lr: 4.119728143367523e-05 loss: 0.1103 (0.1093) time: 3.3805 data: 0.0076 max mem: 33370 Epoch: [7] [ 990/1319] eta: 0:18:31 lr: 4.1188566633444246e-05 loss: 0.1085 (0.1093) time: 3.3531 data: 0.0078 max mem: 33370 Epoch: [7] [1000/1319] eta: 0:17:57 lr: 4.1179851628330275e-05 loss: 0.0970 (0.1093) time: 3.3392 data: 0.0079 max mem: 33370 Epoch: [7] [1010/1319] eta: 0:17:24 lr: 4.117113641828032e-05 loss: 0.0970 (0.1094) time: 3.3639 data: 0.0079 max mem: 33370 Epoch: [7] [1020/1319] eta: 0:16:50 lr: 4.116242100324135e-05 loss: 0.1046 (0.1094) time: 3.3655 data: 0.0079 max mem: 33370 Epoch: [7] [1030/1319] eta: 0:16:16 lr: 4.1153705383160326e-05 loss: 0.1031 (0.1096) time: 3.3738 data: 0.0076 max mem: 33370 Epoch: [7] [1040/1319] eta: 0:15:42 lr: 4.114498955798418e-05 loss: 0.1032 (0.1097) time: 3.3529 data: 0.0078 max mem: 33370 Epoch: [7] [1050/1319] eta: 0:15:08 lr: 4.113627352765979e-05 loss: 0.1032 (0.1096) time: 3.3181 data: 0.0080 max mem: 33370 Epoch: [7] [1060/1319] eta: 0:14:34 lr: 4.1127557292134045e-05 loss: 0.0990 (0.1096) time: 3.3664 data: 0.0077 max mem: 33370 Epoch: [7] [1070/1319] eta: 0:14:00 lr: 4.111884085135378e-05 loss: 0.1048 (0.1097) time: 3.3625 data: 0.0076 max mem: 33370 Epoch: [7] [1080/1319] eta: 0:13:27 lr: 4.111012420526582e-05 loss: 0.1044 (0.1097) time: 3.3232 data: 0.0077 max mem: 33370 Epoch: [7] [1090/1319] eta: 0:12:53 lr: 4.110140735381696e-05 loss: 0.0983 (0.1096) time: 3.3475 data: 0.0077 max mem: 33370 Epoch: [7] [1100/1319] eta: 0:12:19 lr: 4.109269029695397e-05 loss: 0.0966 (0.1096) time: 3.3988 data: 0.0077 max mem: 33370 Epoch: [7] [1110/1319] eta: 0:11:45 lr: 4.108397303462358e-05 loss: 0.1141 (0.1096) time: 3.3943 data: 0.0076 max mem: 33370 Epoch: [7] [1120/1319] eta: 0:11:11 lr: 4.1075255566772506e-05 loss: 0.0906 (0.1096) time: 3.3593 data: 0.0077 max mem: 33370 Epoch: [7] [1130/1319] eta: 0:10:38 lr: 4.106653789334745e-05 loss: 0.1139 (0.1097) time: 3.3668 data: 0.0076 max mem: 33370 Epoch: [7] [1140/1319] eta: 0:10:04 lr: 4.105782001429505e-05 loss: 0.1181 (0.1101) time: 3.3630 data: 0.0076 max mem: 33370 Epoch: [7] [1150/1319] eta: 0:09:30 lr: 4.104910192956196e-05 loss: 0.1178 (0.1103) time: 3.3480 data: 0.0078 max mem: 33370 Epoch: [7] [1160/1319] eta: 0:08:56 lr: 4.104038363909479e-05 loss: 0.1108 (0.1101) time: 3.3578 data: 0.0084 max mem: 33370 Epoch: [7] [1170/1319] eta: 0:08:23 lr: 4.1031665142840106e-05 loss: 0.0869 (0.1101) time: 3.3648 data: 0.0085 max mem: 33370 Epoch: [7] [1180/1319] eta: 0:07:49 lr: 4.1022946440744476e-05 loss: 0.1167 (0.1107) time: 3.3975 data: 0.0080 max mem: 33370 Epoch: [7] [1190/1319] eta: 0:07:15 lr: 4.1014227532754415e-05 loss: 0.1177 (0.1107) time: 3.3905 data: 0.0079 max mem: 33370 Epoch: [7] [1200/1319] eta: 0:06:41 lr: 4.100550841881645e-05 loss: 0.1139 (0.1108) time: 3.3769 data: 0.0079 max mem: 33370 Epoch: [7] [1210/1319] eta: 0:06:08 lr: 4.099678909887704e-05 loss: 0.1041 (0.1110) time: 3.3984 data: 0.0084 max mem: 33370 Epoch: [7] [1220/1319] eta: 0:05:34 lr: 4.098806957288263e-05 loss: 0.1069 (0.1109) time: 3.3795 data: 0.0084 max mem: 33370 Epoch: [7] [1230/1319] eta: 0:05:00 lr: 4.0979349840779665e-05 loss: 0.1057 (0.1109) time: 3.3934 data: 0.0084 max mem: 33370 Epoch: [7] [1240/1319] eta: 0:04:26 lr: 4.0970629902514516e-05 loss: 0.0997 (0.1109) time: 3.4065 data: 0.0087 max mem: 33370 Epoch: [7] [1250/1319] eta: 0:03:53 lr: 4.0961909758033565e-05 loss: 0.1002 (0.1109) time: 3.3933 data: 0.0086 max mem: 33370 Epoch: [7] [1260/1319] eta: 0:03:19 lr: 4.095318940728316e-05 loss: 0.1002 (0.1109) time: 3.3971 data: 0.0084 max mem: 33370 Epoch: [7] [1270/1319] eta: 0:02:45 lr: 4.0944468850209605e-05 loss: 0.0951 (0.1107) time: 3.3803 data: 0.0083 max mem: 33370 Epoch: [7] [1280/1319] eta: 0:02:11 lr: 4.093574808675919e-05 loss: 0.0929 (0.1107) time: 3.3697 data: 0.0079 max mem: 33370 Epoch: [7] [1290/1319] eta: 0:01:37 lr: 4.09270271168782e-05 loss: 0.0929 (0.1107) time: 3.3820 data: 0.0078 max mem: 33370 Epoch: [7] [1300/1319] eta: 0:01:04 lr: 4.091830594051285e-05 loss: 0.1032 (0.1106) time: 3.3478 data: 0.0081 max mem: 33370 Epoch: [7] [1310/1319] eta: 0:00:30 lr: 4.090958455760934e-05 loss: 0.0873 (0.1106) time: 3.3391 data: 0.0077 max mem: 33370 Epoch: [7] Total time: 1:14:14 /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( Test: [ 0/2573] eta: 3:36:25 time: 5.0467 data: 4.9518 max mem: 33370 Test: [ 100/2573] eta: 0:05:12 time: 0.0766 data: 0.0014 max mem: 33370 Test: [ 200/2573] eta: 0:04:03 time: 0.0774 data: 0.0014 max mem: 33370 Test: [ 300/2573] eta: 0:03:33 time: 0.0797 data: 0.0014 max mem: 33370 Test: [ 400/2573] eta: 0:03:15 time: 0.0801 data: 0.0014 max mem: 33370 Test: [ 500/2573] eta: 0:03:02 time: 0.0783 data: 0.0014 max mem: 33370 Test: [ 600/2573] eta: 0:02:50 time: 0.0783 data: 0.0015 max mem: 33370 Test: [ 700/2573] eta: 0:02:40 time: 0.0785 data: 0.0014 max mem: 33370 Test: [ 800/2573] eta: 0:02:30 time: 0.0818 data: 0.0014 max mem: 33370 Test: [ 900/2573] eta: 0:02:21 time: 0.0795 data: 0.0014 max mem: 33370 Test: [1000/2573] eta: 0:02:11 time: 0.0796 data: 0.0014 max mem: 33370 Test: [1100/2573] eta: 0:02:02 time: 0.0803 data: 0.0014 max mem: 33370 Test: [1200/2573] eta: 0:01:54 time: 0.0800 data: 0.0014 max mem: 33370 Test: [1300/2573] eta: 0:01:45 time: 0.0806 data: 0.0014 max mem: 33370 Test: [1400/2573] eta: 0:01:37 time: 0.0788 data: 0.0015 max mem: 33370 Test: [1500/2573] eta: 0:01:28 time: 0.0810 data: 0.0014 max mem: 33370 Test: [1600/2573] eta: 0:01:20 time: 0.0835 data: 0.0015 max mem: 33370 Test: [1700/2573] eta: 0:01:11 time: 0.0791 data: 0.0014 max mem: 33370 Test: [1800/2573] eta: 0:01:03 time: 0.0811 data: 0.0014 max mem: 33370 Test: [1900/2573] eta: 0:00:55 time: 0.0785 data: 0.0014 max mem: 33370 Test: [2000/2573] eta: 0:00:46 time: 0.0811 data: 0.0015 max mem: 33370 Test: [2100/2573] eta: 0:00:38 time: 0.0821 data: 0.0015 max mem: 33370 Test: [2200/2573] eta: 0:00:30 time: 0.0809 data: 0.0014 max mem: 33370 Test: [2300/2573] eta: 0:00:22 time: 0.0814 data: 0.0014 max mem: 33370 Test: [2400/2573] eta: 0:00:14 time: 0.0781 data: 0.0015 max mem: 33370 Test: [2500/2573] eta: 0:00:05 time: 0.0797 data: 0.0014 max mem: 33370 Test: Total time: 0:03:30 Final results: Mean IoU is 58.06 precision@0.5 = 64.79 precision@0.6 = 57.78 precision@0.7 = 48.35 precision@0.8 = 35.78 precision@0.9 = 14.85 overall IoU = 57.41 Average object IoU 58.064063941497025 Overall IoU 57.40825653076172 Better epoch: 7 /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( Epoch: [8] [ 0/1319] eta: 1:52:29 lr: 4.09017351363616e-05 loss: 0.1210 (0.1210) time: 5.1175 data: 1.7904 max mem: 33370 Epoch: [8] [ 10/1319] eta: 1:17:15 lr: 4.089301336088734e-05 loss: 0.0992 (0.0975) time: 3.5411 data: 0.1697 max mem: 33370 Epoch: [8] [ 20/1319] eta: 1:15:29 lr: 4.088429137871879e-05 loss: 0.0970 (0.1066) time: 3.4053 data: 0.0078 max mem: 33370 Epoch: [8] [ 30/1319] eta: 1:14:05 lr: 4.087556918980205e-05 loss: 0.0970 (0.1056) time: 3.3976 data: 0.0078 max mem: 33370 Epoch: [8] [ 40/1319] eta: 1:13:05 lr: 4.0866846794083216e-05 loss: 0.0792 (0.0989) time: 3.3687 data: 0.0079 max mem: 33370 Epoch: [8] [ 50/1319] eta: 1:12:14 lr: 4.0858124191508315e-05 loss: 0.0673 (0.0950) time: 3.3653 data: 0.0079 max mem: 33370 Epoch: [8] [ 60/1319] eta: 1:11:33 lr: 4.08494013820234e-05 loss: 0.0819 (0.0948) time: 3.3709 data: 0.0077 max mem: 33370 Epoch: [8] [ 70/1319] eta: 1:10:55 lr: 4.0840678365574436e-05 loss: 0.0985 (0.0958) time: 3.3837 data: 0.0080 max mem: 33370 Epoch: [8] [ 80/1319] eta: 1:10:15 lr: 4.083195514210742e-05 loss: 0.0912 (0.0934) time: 3.3776 data: 0.0079 max mem: 33370 Epoch: [8] [ 90/1319] eta: 1:09:39 lr: 4.0823231711568287e-05 loss: 0.0648 (0.0928) time: 3.3787 data: 0.0076 max mem: 33370 Epoch: [8] [ 100/1319] eta: 1:09:02 lr: 4.081450807390295e-05 loss: 0.0733 (0.0923) time: 3.3835 data: 0.0077 max mem: 33370 Epoch: [8] [ 110/1319] eta: 1:08:28 lr: 4.0805784229057304e-05 loss: 0.0750 (0.0917) time: 3.3867 data: 0.0082 max mem: 33370 Epoch: [8] [ 120/1319] eta: 1:07:53 lr: 4.079706017697721e-05 loss: 0.0873 (0.0925) time: 3.3951 data: 0.0086 max mem: 33370 Epoch: [8] [ 130/1319] eta: 1:07:18 lr: 4.0788335917608504e-05 loss: 0.0874 (0.0925) time: 3.3873 data: 0.0085 max mem: 33370 Epoch: [8] [ 140/1319] eta: 1:06:42 lr: 4.077961145089699e-05 loss: 0.0972 (0.0938) time: 3.3794 data: 0.0081 max mem: 33370 Epoch: [8] [ 150/1319] eta: 1:06:07 lr: 4.0770886776788466e-05 loss: 0.1029 (0.0959) time: 3.3755 data: 0.0077 max mem: 33370 Epoch: [8] [ 160/1319] eta: 1:05:28 lr: 4.076216189522867e-05 loss: 0.1001 (0.0969) time: 3.3516 data: 0.0075 max mem: 33370 Epoch: [8] [ 170/1319] eta: 1:04:55 lr: 4.075343680616333e-05 loss: 0.0873 (0.0957) time: 3.3640 data: 0.0076 max mem: 33370 Epoch: [8] [ 180/1319] eta: 1:04:21 lr: 4.074471150953815e-05 loss: 0.0767 (0.0966) time: 3.3914 data: 0.0080 max mem: 33370 Epoch: [8] [ 190/1319] eta: 1:03:45 lr: 4.0735986005298814e-05 loss: 0.0853 (0.0961) time: 3.3696 data: 0.0080 max mem: 33370 Epoch: [8] [ 200/1319] eta: 1:03:12 lr: 4.072726029339096e-05 loss: 0.0869 (0.0964) time: 3.3825 data: 0.0078 max mem: 33370 Epoch: [8] [ 210/1319] eta: 1:02:39 lr: 4.07185343737602e-05 loss: 0.0869 (0.0974) time: 3.4122 data: 0.0079 max mem: 33370 Epoch: [8] [ 220/1319] eta: 1:02:06 lr: 4.070980824635213e-05 loss: 0.0794 (0.0972) time: 3.4061 data: 0.0079 max mem: 33370 Epoch: [8] [ 230/1319] eta: 1:01:32 lr: 4.070108191111232e-05 loss: 0.0811 (0.0972) time: 3.3931 data: 0.0078 max mem: 33370 Epoch: [8] [ 240/1319] eta: 1:00:56 lr: 4.069235536798631e-05 loss: 0.0864 (0.0969) time: 3.3669 data: 0.0083 max mem: 33370 Epoch: [8] [ 250/1319] eta: 1:00:21 lr: 4.0683628616919596e-05 loss: 0.0856 (0.0962) time: 3.3603 data: 0.0083 max mem: 33370 Epoch: [8] [ 260/1319] eta: 0:59:48 lr: 4.0674901657857675e-05 loss: 0.0856 (0.0975) time: 3.3849 data: 0.0079 max mem: 33370 Epoch: [8] [ 270/1319] eta: 0:59:15 lr: 4.066617449074599e-05 loss: 0.0909 (0.0980) time: 3.4005 data: 0.0080 max mem: 33370 Epoch: [8] [ 280/1319] eta: 0:58:40 lr: 4.065744711552997e-05 loss: 0.1005 (0.0988) time: 3.3843 data: 0.0080 max mem: 33370 Epoch: [8] [ 290/1319] eta: 0:58:07 lr: 4.064871953215503e-05 loss: 0.1097 (0.0992) time: 3.3977 data: 0.0080 max mem: 33370 Epoch: [8] [ 300/1319] eta: 0:57:34 lr: 4.063999174056654e-05 loss: 0.0925 (0.0988) time: 3.4161 data: 0.0077 max mem: 33370 Epoch: [8] [ 310/1319] eta: 0:56:59 lr: 4.063126374070984e-05 loss: 0.0776 (0.0985) time: 3.3777 data: 0.0076 max mem: 33370 Epoch: [8] [ 320/1319] eta: 0:56:25 lr: 4.0622535532530246e-05 loss: 0.0793 (0.0982) time: 3.3758 data: 0.0078 max mem: 33370 Epoch: [8] [ 330/1319] eta: 0:55:50 lr: 4.0613807115973054e-05 loss: 0.0793 (0.0980) time: 3.3713 data: 0.0081 max mem: 33370 Epoch: [8] [ 340/1319] eta: 0:55:17 lr: 4.060507849098353e-05 loss: 0.0824 (0.0984) time: 3.3849 data: 0.0081 max mem: 33370 Epoch: [8] [ 350/1319] eta: 0:54:43 lr: 4.059634965750692e-05 loss: 0.0878 (0.0985) time: 3.3938 data: 0.0080 max mem: 33370 Epoch: [8] [ 360/1319] eta: 0:54:09 lr: 4.0587620615488406e-05 loss: 0.0878 (0.0988) time: 3.3800 data: 0.0080 max mem: 33370 Epoch: [8] [ 370/1319] eta: 0:53:35 lr: 4.0578891364873185e-05 loss: 0.0878 (0.0988) time: 3.3961 data: 0.0081 max mem: 33370 Epoch: [8] [ 380/1319] eta: 0:53:00 lr: 4.0570161905606414e-05 loss: 0.0884 (0.0988) time: 3.3672 data: 0.0080 max mem: 33370 Epoch: [8] [ 390/1319] eta: 0:52:27 lr: 4.056143223763321e-05 loss: 0.0811 (0.0984) time: 3.3709 data: 0.0080 max mem: 33370 Epoch: [8] [ 400/1319] eta: 0:51:51 lr: 4.055270236089869e-05 loss: 0.0778 (0.0983) time: 3.3669 data: 0.0078 max mem: 33370 Epoch: [8] [ 410/1319] eta: 0:51:17 lr: 4.054397227534791e-05 loss: 0.0888 (0.0984) time: 3.3346 data: 0.0078 max mem: 33370 Epoch: [8] [ 420/1319] eta: 0:50:42 lr: 4.0535241980925915e-05 loss: 0.0907 (0.0983) time: 3.3523 data: 0.0081 max mem: 33370 Epoch: [8] [ 430/1319] eta: 0:50:09 lr: 4.0526511477577724e-05 loss: 0.0911 (0.0983) time: 3.3787 data: 0.0080 max mem: 33370 Epoch: [8] [ 440/1319] eta: 0:49:35 lr: 4.051778076524832e-05 loss: 0.0911 (0.0983) time: 3.3911 data: 0.0079 max mem: 33370 Epoch: [8] [ 450/1319] eta: 0:49:01 lr: 4.050904984388268e-05 loss: 0.0844 (0.0981) time: 3.3924 data: 0.0085 max mem: 33370 Epoch: [8] [ 460/1319] eta: 0:48:28 lr: 4.0500318713425716e-05 loss: 0.0797 (0.0980) time: 3.3940 data: 0.0084 max mem: 33370 Epoch: [8] [ 470/1319] eta: 0:47:54 lr: 4.0491587373822346e-05 loss: 0.0909 (0.0981) time: 3.3863 data: 0.0078 max mem: 33370 Epoch: [8] [ 480/1319] eta: 0:47:20 lr: 4.048285582501745e-05 loss: 0.0909 (0.0984) time: 3.3807 data: 0.0079 max mem: 33370 Epoch: [8] [ 490/1319] eta: 0:46:46 lr: 4.047412406695587e-05 loss: 0.0957 (0.0987) time: 3.3984 data: 0.0077 max mem: 33370 Epoch: [8] [ 500/1319] eta: 0:46:13 lr: 4.046539209958243e-05 loss: 0.0906 (0.0987) time: 3.4112 data: 0.0076 max mem: 33370 Epoch: [8] [ 510/1319] eta: 0:45:39 lr: 4.0456659922841925e-05 loss: 0.0918 (0.0988) time: 3.4098 data: 0.0079 max mem: 33370 Epoch: [8] [ 520/1319] eta: 0:45:06 lr: 4.044792753667913e-05 loss: 0.0918 (0.0987) time: 3.4028 data: 0.0077 max mem: 33370 Epoch: [8] [ 530/1319] eta: 0:44:31 lr: 4.0439194941038765e-05 loss: 0.0888 (0.0986) time: 3.3745 data: 0.0082 max mem: 33370 Epoch: [8] [ 540/1319] eta: 0:43:57 lr: 4.043046213586556e-05 loss: 0.0925 (0.0987) time: 3.3423 data: 0.0088 max mem: 33370 Epoch: [8] [ 550/1319] eta: 0:43:23 lr: 4.042172912110419e-05 loss: 0.0851 (0.0984) time: 3.3708 data: 0.0085 max mem: 33370 Epoch: [8] [ 560/1319] eta: 0:42:49 lr: 4.0412995896699314e-05 loss: 0.0810 (0.0984) time: 3.4066 data: 0.0087 max mem: 33370 Epoch: [8] [ 570/1319] eta: 0:42:15 lr: 4.040426246259555e-05 loss: 0.1013 (0.0990) time: 3.3895 data: 0.0085 max mem: 33370 Epoch: [8] [ 580/1319] eta: 0:41:41 lr: 4.03955288187375e-05 loss: 0.1054 (0.0989) time: 3.3730 data: 0.0080 max mem: 33370 Epoch: [8] [ 590/1319] eta: 0:41:07 lr: 4.038679496506974e-05 loss: 0.0913 (0.0991) time: 3.3603 data: 0.0082 max mem: 33370 Epoch: [8] [ 600/1319] eta: 0:40:33 lr: 4.0378060901536817e-05 loss: 0.0930 (0.0991) time: 3.3670 data: 0.0080 max mem: 33370 Epoch: [8] [ 610/1319] eta: 0:39:59 lr: 4.0369326628083236e-05 loss: 0.0885 (0.0990) time: 3.3653 data: 0.0079 max mem: 33370 Epoch: [8] [ 620/1319] eta: 0:39:25 lr: 4.0360592144653494e-05 loss: 0.0930 (0.0990) time: 3.3472 data: 0.0079 max mem: 33370 Epoch: [8] [ 630/1319] eta: 0:38:50 lr: 4.0351857451192053e-05 loss: 0.0945 (0.0991) time: 3.3477 data: 0.0076 max mem: 33370 Epoch: [8] [ 640/1319] eta: 0:38:17 lr: 4.034312254764333e-05 loss: 0.0945 (0.0991) time: 3.3612 data: 0.0077 max mem: 33370 Epoch: [8] [ 650/1319] eta: 0:37:43 lr: 4.033438743395174e-05 loss: 0.0988 (0.0991) time: 3.3755 data: 0.0082 max mem: 33370 Epoch: [8] [ 660/1319] eta: 0:37:09 lr: 4.032565211006165e-05 loss: 0.0977 (0.0996) time: 3.3724 data: 0.0085 max mem: 33370 Epoch: [8] [ 670/1319] eta: 0:36:34 lr: 4.031691657591742e-05 loss: 0.1032 (0.0997) time: 3.3550 data: 0.0082 max mem: 33370 Epoch: [8] [ 680/1319] eta: 0:36:00 lr: 4.030818083146336e-05 loss: 0.1107 (0.0999) time: 3.3453 data: 0.0078 max mem: 33370 Epoch: [8] [ 690/1319] eta: 0:35:26 lr: 4.029944487664375e-05 loss: 0.1084 (0.1000) time: 3.3428 data: 0.0080 max mem: 33370 Epoch: [8] [ 700/1319] eta: 0:34:52 lr: 4.0290708711402866e-05 loss: 0.1015 (0.1001) time: 3.3513 data: 0.0082 max mem: 33370 Epoch: [8] [ 710/1319] eta: 0:34:18 lr: 4.028197233568494e-05 loss: 0.0966 (0.0999) time: 3.3642 data: 0.0081 max mem: 33370 Epoch: [8] [ 720/1319] eta: 0:33:44 lr: 4.027323574943419e-05 loss: 0.0983 (0.1000) time: 3.3711 data: 0.0079 max mem: 33370 Epoch: [8] [ 730/1319] eta: 0:33:10 lr: 4.0264498952594776e-05 loss: 0.0983 (0.1001) time: 3.3714 data: 0.0077 max mem: 33370 Epoch: [8] [ 740/1319] eta: 0:32:37 lr: 4.0255761945110847e-05 loss: 0.0964 (0.1000) time: 3.3785 data: 0.0076 max mem: 33370 Epoch: [8] [ 750/1319] eta: 0:32:03 lr: 4.0247024726926543e-05 loss: 0.0990 (0.1003) time: 3.3817 data: 0.0079 max mem: 33370 Epoch: [8] [ 760/1319] eta: 0:31:29 lr: 4.0238287297985935e-05 loss: 0.1060 (0.1005) time: 3.3807 data: 0.0080 max mem: 33370 Epoch: [8] [ 770/1319] eta: 0:30:56 lr: 4.022954965823311e-05 loss: 0.0903 (0.1004) time: 3.4005 data: 0.0077 max mem: 33370 Epoch: [8] [ 780/1319] eta: 0:30:21 lr: 4.0220811807612084e-05 loss: 0.0958 (0.1004) time: 3.3780 data: 0.0080 max mem: 33370 Epoch: [8] [ 790/1319] eta: 0:29:48 lr: 4.021207374606688e-05 loss: 0.0958 (0.1005) time: 3.3585 data: 0.0082 max mem: 33370 Epoch: [8] [ 800/1319] eta: 0:29:14 lr: 4.0203335473541464e-05 loss: 0.1035 (0.1007) time: 3.3613 data: 0.0080 max mem: 33370 Epoch: [8] [ 810/1319] eta: 0:28:40 lr: 4.01945969899798e-05 loss: 0.0877 (0.1005) time: 3.3662 data: 0.0080 max mem: 33370 Epoch: [8] [ 820/1319] eta: 0:28:06 lr: 4.0185858295325805e-05 loss: 0.0731 (0.1003) time: 3.3695 data: 0.0077 max mem: 33370 Epoch: [8] [ 830/1319] eta: 0:27:32 lr: 4.017711938952337e-05 loss: 0.0921 (0.1005) time: 3.3491 data: 0.0079 max mem: 33370 Epoch: [8] [ 840/1319] eta: 0:26:58 lr: 4.0168380272516376e-05 loss: 0.1211 (0.1013) time: 3.3416 data: 0.0082 max mem: 33370 Epoch: [8] [ 850/1319] eta: 0:26:24 lr: 4.0159640944248643e-05 loss: 0.1006 (0.1011) time: 3.3430 data: 0.0079 max mem: 33370 Epoch: [8] [ 860/1319] eta: 0:25:50 lr: 4.0150901404663985e-05 loss: 0.0979 (0.1011) time: 3.3525 data: 0.0081 max mem: 33370 Epoch: [8] [ 870/1319] eta: 0:25:16 lr: 4.0142161653706185e-05 loss: 0.1022 (0.1014) time: 3.3697 data: 0.0082 max mem: 33370 Epoch: [8] [ 880/1319] eta: 0:24:43 lr: 4.013342169131899e-05 loss: 0.1021 (0.1014) time: 3.4045 data: 0.0081 max mem: 33370 Epoch: [8] [ 890/1319] eta: 0:24:09 lr: 4.012468151744613e-05 loss: 0.0948 (0.1015) time: 3.4109 data: 0.0083 max mem: 33370 Epoch: [8] [ 900/1319] eta: 0:23:35 lr: 4.01159411320313e-05 loss: 0.0926 (0.1014) time: 3.3767 data: 0.0084 max mem: 33370 Epoch: [8] [ 910/1319] eta: 0:23:01 lr: 4.010720053501816e-05 loss: 0.0925 (0.1015) time: 3.3738 data: 0.0084 max mem: 33370 Epoch: [8] [ 920/1319] eta: 0:22:28 lr: 4.009845972635034e-05 loss: 0.0778 (0.1014) time: 3.3970 data: 0.0080 max mem: 33370 Epoch: [8] [ 930/1319] eta: 0:21:54 lr: 4.008971870597147e-05 loss: 0.0782 (0.1013) time: 3.4128 data: 0.0079 max mem: 33370 Epoch: [8] [ 940/1319] eta: 0:21:20 lr: 4.008097747382511e-05 loss: 0.0945 (0.1014) time: 3.4078 data: 0.0079 max mem: 33370 Epoch: [8] [ 950/1319] eta: 0:20:47 lr: 4.0072236029854826e-05 loss: 0.1102 (0.1015) time: 3.4021 data: 0.0081 max mem: 33370 Epoch: [8] [ 960/1319] eta: 0:20:13 lr: 4.006349437400413e-05 loss: 0.1028 (0.1015) time: 3.3924 data: 0.0082 max mem: 33370 Epoch: [8] [ 970/1319] eta: 0:19:39 lr: 4.005475250621652e-05 loss: 0.0906 (0.1013) time: 3.3709 data: 0.0080 max mem: 33370 Epoch: [8] [ 980/1319] eta: 0:19:05 lr: 4.004601042643546e-05 loss: 0.0722 (0.1011) time: 3.3515 data: 0.0078 max mem: 33370 Epoch: [8] [ 990/1319] eta: 0:18:31 lr: 4.003726813460439e-05 loss: 0.0896 (0.1013) time: 3.3687 data: 0.0079 max mem: 33370 Epoch: [8] [1000/1319] eta: 0:17:58 lr: 4.0028525630666715e-05 loss: 0.0999 (0.1013) time: 3.3799 data: 0.0079 max mem: 33370 Epoch: [8] [1010/1319] eta: 0:17:24 lr: 4.00197829145658e-05 loss: 0.0971 (0.1014) time: 3.3634 data: 0.0079 max mem: 33370 Epoch: [8] [1020/1319] eta: 0:16:50 lr: 4.001103998624502e-05 loss: 0.0972 (0.1014) time: 3.3652 data: 0.0076 max mem: 33370 Epoch: [8] [1030/1319] eta: 0:16:16 lr: 4.000229684564768e-05 loss: 0.0972 (0.1014) time: 3.3650 data: 0.0082 max mem: 33370 Epoch: [8] [1040/1319] eta: 0:15:42 lr: 3.9993553492717074e-05 loss: 0.0981 (0.1014) time: 3.3714 data: 0.0088 max mem: 33370 Epoch: [8] [1050/1319] eta: 0:15:08 lr: 3.998480992739647e-05 loss: 0.0939 (0.1015) time: 3.3560 data: 0.0083 max mem: 33370 Epoch: [8] [1060/1319] eta: 0:14:34 lr: 3.9976066149629094e-05 loss: 0.0913 (0.1015) time: 3.3460 data: 0.0081 max mem: 33370 Epoch: [8] [1070/1319] eta: 0:14:01 lr: 3.9967322159358156e-05 loss: 0.0925 (0.1015) time: 3.3659 data: 0.0079 max mem: 33370 Epoch: [8] [1080/1319] eta: 0:13:27 lr: 3.995857795652683e-05 loss: 0.0956 (0.1016) time: 3.3642 data: 0.0078 max mem: 33370 Epoch: [8] [1090/1319] eta: 0:12:53 lr: 3.994983354107826e-05 loss: 0.0963 (0.1016) time: 3.3483 data: 0.0084 max mem: 33370 Epoch: [8] [1100/1319] eta: 0:12:19 lr: 3.994108891295557e-05 loss: 0.0838 (0.1015) time: 3.3606 data: 0.0087 max mem: 33370 Epoch: [8] [1110/1319] eta: 0:11:45 lr: 3.9932344072101854e-05 loss: 0.0906 (0.1015) time: 3.3846 data: 0.0084 max mem: 33370 Epoch: [8] [1120/1319] eta: 0:11:12 lr: 3.9923599018460164e-05 loss: 0.0924 (0.1016) time: 3.3822 data: 0.0085 max mem: 33370 Epoch: [8] [1130/1319] eta: 0:10:38 lr: 3.991485375197353e-05 loss: 0.1010 (0.1016) time: 3.3771 data: 0.0083 max mem: 33370 Epoch: [8] [1140/1319] eta: 0:10:04 lr: 3.990610827258495e-05 loss: 0.0941 (0.1016) time: 3.3860 data: 0.0079 max mem: 33370 Epoch: [8] [1150/1319] eta: 0:09:30 lr: 3.9897362580237394e-05 loss: 0.0858 (0.1016) time: 3.3914 data: 0.0077 max mem: 33370 Epoch: [8] [1160/1319] eta: 0:08:57 lr: 3.988861667487383e-05 loss: 0.0945 (0.1018) time: 3.3794 data: 0.0079 max mem: 33370 Epoch: [8] [1170/1319] eta: 0:08:23 lr: 3.987987055643715e-05 loss: 0.1066 (0.1018) time: 3.3759 data: 0.0078 max mem: 33370 Epoch: [8] [1180/1319] eta: 0:07:49 lr: 3.9871124224870237e-05 loss: 0.1066 (0.1018) time: 3.3753 data: 0.0081 max mem: 33370 Epoch: [8] [1190/1319] eta: 0:07:15 lr: 3.986237768011596e-05 loss: 0.1013 (0.1019) time: 3.3707 data: 0.0086 max mem: 33370 Epoch: [8] [1200/1319] eta: 0:06:41 lr: 3.985363092211714e-05 loss: 0.0949 (0.1018) time: 3.3697 data: 0.0084 max mem: 33370 Epoch: [8] [1210/1319] eta: 0:06:08 lr: 3.984488395081657e-05 loss: 0.0897 (0.1018) time: 3.3560 data: 0.0079 max mem: 33370 Epoch: [8] [1220/1319] eta: 0:05:34 lr: 3.9836136766157016e-05 loss: 0.0900 (0.1018) time: 3.3647 data: 0.0076 max mem: 33370 Epoch: [8] [1230/1319] eta: 0:05:00 lr: 3.9827389368081224e-05 loss: 0.1005 (0.1018) time: 3.3744 data: 0.0079 max mem: 33370 Epoch: [8] [1240/1319] eta: 0:04:26 lr: 3.9818641756531906e-05 loss: 0.0993 (0.1019) time: 3.3684 data: 0.0079 max mem: 33370 Epoch: [8] [1250/1319] eta: 0:03:53 lr: 3.980989393145173e-05 loss: 0.0992 (0.1019) time: 3.3697 data: 0.0079 max mem: 33370 Epoch: [8] [1260/1319] eta: 0:03:19 lr: 3.9801145892783356e-05 loss: 0.0952 (0.1020) time: 3.3732 data: 0.0078 max mem: 33370 Epoch: [8] [1270/1319] eta: 0:02:45 lr: 3.97923976404694e-05 loss: 0.0932 (0.1020) time: 3.3694 data: 0.0075 max mem: 33370 Epoch: [8] [1280/1319] eta: 0:02:11 lr: 3.978364917445246e-05 loss: 0.1024 (0.1021) time: 3.3737 data: 0.0078 max mem: 33370 Epoch: [8] [1290/1319] eta: 0:01:37 lr: 3.9774900494675086e-05 loss: 0.1016 (0.1020) time: 3.3493 data: 0.0081 max mem: 33370 Epoch: [8] [1300/1319] eta: 0:01:04 lr: 3.976615160107982e-05 loss: 0.0923 (0.1021) time: 3.3378 data: 0.0080 max mem: 33370 Epoch: [8] [1310/1319] eta: 0:00:30 lr: 3.975740249360917e-05 loss: 0.0923 (0.1021) time: 3.3743 data: 0.0078 max mem: 33370 Epoch: [8] Total time: 1:14:14 /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( Test: [ 0/2573] eta: 3:11:24 time: 4.4635 data: 4.3673 max mem: 33370 Test: [ 100/2573] eta: 0:04:55 time: 0.0764 data: 0.0015 max mem: 33370 Test: [ 200/2573] eta: 0:03:55 time: 0.0772 data: 0.0015 max mem: 33370 Test: [ 300/2573] eta: 0:03:28 time: 0.0798 data: 0.0015 max mem: 33370 Test: [ 400/2573] eta: 0:03:11 time: 0.0790 data: 0.0014 max mem: 33370 Test: [ 500/2573] eta: 0:02:58 time: 0.0774 data: 0.0015 max mem: 33370 Test: [ 600/2573] eta: 0:02:47 time: 0.0781 data: 0.0014 max mem: 33370 Test: [ 700/2573] eta: 0:02:37 time: 0.0779 data: 0.0014 max mem: 33370 Test: [ 800/2573] eta: 0:02:27 time: 0.0809 data: 0.0014 max mem: 33370 Test: [ 900/2573] eta: 0:02:18 time: 0.0792 data: 0.0014 max mem: 33370 Test: [1000/2573] eta: 0:02:10 time: 0.0794 data: 0.0014 max mem: 33370 Test: [1100/2573] eta: 0:02:01 time: 0.0788 data: 0.0015 max mem: 33370 Test: [1200/2573] eta: 0:01:53 time: 0.0786 data: 0.0013 max mem: 33370 Test: [1300/2573] eta: 0:01:44 time: 0.0792 data: 0.0014 max mem: 33370 Test: [1400/2573] eta: 0:01:36 time: 0.0775 data: 0.0014 max mem: 33370 Test: [1500/2573] eta: 0:01:27 time: 0.0794 data: 0.0015 max mem: 33370 Test: [1600/2573] eta: 0:01:19 time: 0.0827 data: 0.0015 max mem: 33370 Test: [1700/2573] eta: 0:01:11 time: 0.0780 data: 0.0014 max mem: 33370 Test: [1800/2573] eta: 0:01:03 time: 0.0820 data: 0.0015 max mem: 33370 Test: [1900/2573] eta: 0:00:54 time: 0.0784 data: 0.0015 max mem: 33370 Test: [2000/2573] eta: 0:00:46 time: 0.0807 data: 0.0015 max mem: 33370 Test: [2100/2573] eta: 0:00:38 time: 0.0816 data: 0.0015 max mem: 33370 Test: [2200/2573] eta: 0:00:30 time: 0.0824 data: 0.0015 max mem: 33370 Test: [2300/2573] eta: 0:00:22 time: 0.0805 data: 0.0014 max mem: 33370 Test: [2400/2573] eta: 0:00:14 time: 0.0767 data: 0.0013 max mem: 33370 Test: [2500/2573] eta: 0:00:05 time: 0.0792 data: 0.0013 max mem: 33370 Test: Total time: 0:03:28 Final results: Mean IoU is 58.57 precision@0.5 = 64.52 precision@0.6 = 58.03 precision@0.7 = 49.18 precision@0.8 = 36.83 precision@0.9 = 16.40 overall IoU = 57.86 Average object IoU 58.57134323018299 Overall IoU 57.86140441894531 Better epoch: 8 /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( Epoch: [9] [ 0/1319] eta: 2:01:59 lr: 3.974952811397457e-05 loss: 0.1719 (0.1719) time: 5.5492 data: 1.9193 max mem: 33370 Epoch: [9] [ 10/1319] eta: 1:17:41 lr: 3.974077859998216e-05 loss: 0.0950 (0.0973) time: 3.5608 data: 0.1822 max mem: 33370 Epoch: [9] [ 20/1319] eta: 1:15:09 lr: 3.9732028871947454e-05 loss: 0.0905 (0.0953) time: 3.3674 data: 0.0079 max mem: 33370 Epoch: [9] [ 30/1319] eta: 1:13:58 lr: 3.972327892981283e-05 loss: 0.0727 (0.0955) time: 3.3784 data: 0.0076 max mem: 33370 Epoch: [9] [ 40/1319] eta: 1:13:08 lr: 3.971452877352066e-05 loss: 0.0687 (0.0889) time: 3.3897 data: 0.0077 max mem: 33370 Epoch: [9] [ 50/1319] eta: 1:12:20 lr: 3.9705778403013264e-05 loss: 0.0768 (0.0950) time: 3.3845 data: 0.0077 max mem: 33370 Epoch: [9] [ 60/1319] eta: 1:11:40 lr: 3.969702781823294e-05 loss: 0.0888 (0.0959) time: 3.3828 data: 0.0081 max mem: 33370 Epoch: [9] [ 70/1319] eta: 1:10:52 lr: 3.9688277019121967e-05 loss: 0.0875 (0.0957) time: 3.3664 data: 0.0082 max mem: 33370 Epoch: [9] [ 80/1319] eta: 1:10:14 lr: 3.967952600562257e-05 loss: 0.0875 (0.0958) time: 3.3594 data: 0.0080 max mem: 33370 Epoch: [9] [ 90/1319] eta: 1:09:36 lr: 3.967077477767697e-05 loss: 0.0858 (0.0964) time: 3.3745 data: 0.0080 max mem: 33370 Epoch: [9] [ 100/1319] eta: 1:08:55 lr: 3.966202333522733e-05 loss: 0.0914 (0.0980) time: 3.3557 data: 0.0077 max mem: 33370 Epoch: [9] [ 110/1319] eta: 1:08:21 lr: 3.965327167821583e-05 loss: 0.0839 (0.0969) time: 3.3654 data: 0.0076 max mem: 33370 Epoch: [9] [ 120/1319] eta: 1:07:49 lr: 3.9644519806584564e-05 loss: 0.0739 (0.0956) time: 3.4005 data: 0.0080 max mem: 33370 Epoch: [9] [ 130/1319] eta: 1:07:10 lr: 3.963576772027564e-05 loss: 0.0903 (0.0951) time: 3.3751 data: 0.0081 max mem: 33370 Epoch: [9] [ 140/1319] eta: 1:06:38 lr: 3.96270154192311e-05 loss: 0.0881 (0.0947) time: 3.3775 data: 0.0083 max mem: 33370 Epoch: [9] [ 150/1319] eta: 1:06:03 lr: 3.9618262903393e-05 loss: 0.0788 (0.0942) time: 3.3961 data: 0.0082 max mem: 33370 Epoch: [9] [ 160/1319] eta: 1:05:28 lr: 3.960951017270332e-05 loss: 0.0751 (0.0937) time: 3.3722 data: 0.0077 max mem: 33370 Epoch: [9] [ 170/1319] eta: 1:04:51 lr: 3.9600757227104046e-05 loss: 0.0925 (0.0942) time: 3.3555 data: 0.0076 max mem: 33370 Epoch: [9] [ 180/1319] eta: 1:04:15 lr: 3.95920040665371e-05 loss: 0.0942 (0.0938) time: 3.3551 data: 0.0078 max mem: 33370 Epoch: [9] [ 190/1319] eta: 1:03:39 lr: 3.958325069094442e-05 loss: 0.0898 (0.0944) time: 3.3533 data: 0.0079 max mem: 33370 Epoch: [9] [ 200/1319] eta: 1:03:05 lr: 3.957449710026786e-05 loss: 0.0936 (0.0946) time: 3.3617 data: 0.0081 max mem: 33370 Epoch: [9] [ 210/1319] eta: 1:02:30 lr: 3.9565743294449283e-05 loss: 0.0936 (0.0944) time: 3.3757 data: 0.0082 max mem: 33370 Epoch: [9] [ 220/1319] eta: 1:01:54 lr: 3.955698927343052e-05 loss: 0.0879 (0.0942) time: 3.3507 data: 0.0081 max mem: 33370 Epoch: [9] [ 230/1319] eta: 1:01:22 lr: 3.954823503715335e-05 loss: 0.0736 (0.0938) time: 3.3700 data: 0.0078 max mem: 33370 Epoch: [9] [ 240/1319] eta: 1:00:47 lr: 3.953948058555954e-05 loss: 0.0736 (0.0937) time: 3.3808 data: 0.0077 max mem: 33370 Epoch: [9] [ 250/1319] eta: 1:00:12 lr: 3.9530725918590825e-05 loss: 0.0884 (0.0934) time: 3.3603 data: 0.0078 max mem: 33370 Epoch: [9] [ 260/1319] eta: 0:59:37 lr: 3.952197103618889e-05 loss: 0.0794 (0.0935) time: 3.3533 data: 0.0079 max mem: 33370 Epoch: [9] [ 270/1319] eta: 0:59:02 lr: 3.951321593829542e-05 loss: 0.0912 (0.0936) time: 3.3398 data: 0.0079 max mem: 33370 Epoch: [9] [ 280/1319] eta: 0:58:28 lr: 3.9504460624852056e-05 loss: 0.0908 (0.0935) time: 3.3535 data: 0.0081 max mem: 33370 Epoch: [9] [ 290/1319] eta: 0:57:53 lr: 3.94957050958004e-05 loss: 0.0802 (0.0932) time: 3.3554 data: 0.0080 max mem: 33370 Epoch: [9] [ 300/1319] eta: 0:57:19 lr: 3.9486949351082035e-05 loss: 0.0756 (0.0927) time: 3.3580 data: 0.0082 max mem: 33370 Epoch: [9] [ 310/1319] eta: 0:56:44 lr: 3.9478193390638515e-05 loss: 0.0756 (0.0928) time: 3.3635 data: 0.0086 max mem: 33370 Epoch: [9] [ 320/1319] eta: 0:56:11 lr: 3.946943721441136e-05 loss: 0.0939 (0.0929) time: 3.3698 data: 0.0086 max mem: 33370 Epoch: [9] [ 330/1319] eta: 0:55:37 lr: 3.946068082234206e-05 loss: 0.0802 (0.0923) time: 3.3742 data: 0.0085 max mem: 33370 Epoch: [9] [ 340/1319] eta: 0:55:04 lr: 3.945192421437206e-05 loss: 0.0865 (0.0927) time: 3.3809 data: 0.0083 max mem: 33370 Epoch: [9] [ 350/1319] eta: 0:54:30 lr: 3.944316739044282e-05 loss: 0.0927 (0.0927) time: 3.3921 data: 0.0083 max mem: 33370 Epoch: [9] [ 360/1319] eta: 0:53:56 lr: 3.94344103504957e-05 loss: 0.0920 (0.0927) time: 3.3642 data: 0.0086 max mem: 33370 Epoch: [9] [ 370/1319] eta: 0:53:23 lr: 3.94256530944721e-05 loss: 0.0916 (0.0928) time: 3.3714 data: 0.0085 max mem: 33370 Epoch: [9] [ 380/1319] eta: 0:52:48 lr: 3.9416895622313336e-05 loss: 0.0911 (0.0929) time: 3.3716 data: 0.0082 max mem: 33370 Epoch: [9] [ 390/1319] eta: 0:52:14 lr: 3.9408137933960734e-05 loss: 0.0974 (0.0929) time: 3.3592 data: 0.0082 max mem: 33370 Epoch: [9] [ 400/1319] eta: 0:51:40 lr: 3.939938002935556e-05 loss: 0.0853 (0.0927) time: 3.3721 data: 0.0081 max mem: 33370 Epoch: [9] [ 410/1319] eta: 0:51:07 lr: 3.9390621908439054e-05 loss: 0.0815 (0.0923) time: 3.3757 data: 0.0082 max mem: 33370 Epoch: [9] [ 420/1319] eta: 0:50:33 lr: 3.938186357115245e-05 loss: 0.0708 (0.0927) time: 3.3784 data: 0.0082 max mem: 33370 Epoch: [9] [ 430/1319] eta: 0:49:59 lr: 3.937310501743692e-05 loss: 0.0951 (0.0928) time: 3.3768 data: 0.0080 max mem: 33370 Epoch: [9] [ 440/1319] eta: 0:49:25 lr: 3.936434624723363e-05 loss: 0.0951 (0.0930) time: 3.3619 data: 0.0079 max mem: 33370 Epoch: [9] [ 450/1319] eta: 0:48:51 lr: 3.9355587260483696e-05 loss: 0.0905 (0.0934) time: 3.3519 data: 0.0077 max mem: 33370 Epoch: [9] [ 460/1319] eta: 0:48:17 lr: 3.9346828057128216e-05 loss: 0.0941 (0.0935) time: 3.3554 data: 0.0076 max mem: 33370 Epoch: [9] [ 470/1319] eta: 0:47:43 lr: 3.9338068637108247e-05 loss: 0.0916 (0.0931) time: 3.3473 data: 0.0079 max mem: 33370 Epoch: [9] [ 480/1319] eta: 0:47:09 lr: 3.932930900036482e-05 loss: 0.0652 (0.0929) time: 3.3641 data: 0.0083 max mem: 33370 Epoch: [9] [ 490/1319] eta: 0:46:36 lr: 3.932054914683895e-05 loss: 0.0779 (0.0928) time: 3.3873 data: 0.0081 max mem: 33370 Epoch: [9] [ 500/1319] eta: 0:46:01 lr: 3.9311789076471614e-05 loss: 0.0845 (0.0928) time: 3.3619 data: 0.0081 max mem: 33370 Epoch: [9] [ 510/1319] eta: 0:45:27 lr: 3.930302878920372e-05 loss: 0.0797 (0.0927) time: 3.3442 data: 0.0084 max mem: 33370 Epoch: [9] [ 520/1319] eta: 0:44:54 lr: 3.929426828497621e-05 loss: 0.0761 (0.0927) time: 3.3614 data: 0.0081 max mem: 33370 Epoch: [9] [ 530/1319] eta: 0:44:20 lr: 3.9285507563729945e-05 loss: 0.0761 (0.0925) time: 3.3699 data: 0.0083 max mem: 33370 Epoch: [9] [ 540/1319] eta: 0:43:47 lr: 3.927674662540578e-05 loss: 0.0821 (0.0924) time: 3.3968 data: 0.0082 max mem: 33370 Epoch: [9] [ 550/1319] eta: 0:43:14 lr: 3.926798546994454e-05 loss: 0.0830 (0.0925) time: 3.4127 data: 0.0075 max mem: 33370 Epoch: [9] [ 560/1319] eta: 0:42:40 lr: 3.9259224097287e-05 loss: 0.0929 (0.0926) time: 3.4114 data: 0.0077 max mem: 33370 Epoch: [9] [ 570/1319] eta: 0:42:06 lr: 3.925046250737393e-05 loss: 0.0968 (0.0928) time: 3.3877 data: 0.0082 max mem: 33370 Epoch: [9] [ 580/1319] eta: 0:41:33 lr: 3.924170070014604e-05 loss: 0.0964 (0.0928) time: 3.3798 data: 0.0081 max mem: 33370 Epoch: [9] [ 590/1319] eta: 0:41:00 lr: 3.923293867554403e-05 loss: 0.0813 (0.0934) time: 3.3988 data: 0.0079 max mem: 33370 Epoch: [9] [ 600/1319] eta: 0:40:26 lr: 3.9224176433508566e-05 loss: 0.0926 (0.0937) time: 3.3811 data: 0.0079 max mem: 33370 Epoch: [9] [ 610/1319] eta: 0:39:52 lr: 3.9215413973980275e-05 loss: 0.0926 (0.0936) time: 3.3756 data: 0.0078 max mem: 33370 Epoch: [9] [ 620/1319] eta: 0:39:19 lr: 3.920665129689976e-05 loss: 0.0776 (0.0934) time: 3.3849 data: 0.0080 max mem: 33370 Epoch: [9] [ 630/1319] eta: 0:38:45 lr: 3.919788840220759e-05 loss: 0.0812 (0.0936) time: 3.3829 data: 0.0078 max mem: 33370 Epoch: [9] [ 640/1319] eta: 0:38:11 lr: 3.918912528984432e-05 loss: 0.0938 (0.0935) time: 3.3537 data: 0.0076 max mem: 33370 Epoch: [9] [ 650/1319] eta: 0:37:37 lr: 3.918036195975044e-05 loss: 0.0757 (0.0934) time: 3.3500 data: 0.0078 max mem: 33370 Epoch: [9] [ 660/1319] eta: 0:37:03 lr: 3.9171598411866434e-05 loss: 0.0875 (0.0937) time: 3.3912 data: 0.0079 max mem: 33370 Epoch: [9] [ 670/1319] eta: 0:36:30 lr: 3.9162834646132755e-05 loss: 0.1109 (0.0943) time: 3.3899 data: 0.0083 max mem: 33370 Epoch: [9] [ 680/1319] eta: 0:35:56 lr: 3.915407066248981e-05 loss: 0.1032 (0.0944) time: 3.3739 data: 0.0082 max mem: 33370 Epoch: [9] [ 690/1319] eta: 0:35:22 lr: 3.914530646087798e-05 loss: 0.0809 (0.0942) time: 3.3776 data: 0.0077 max mem: 33370 Epoch: [9] [ 700/1319] eta: 0:34:48 lr: 3.9136542041237625e-05 loss: 0.0786 (0.0943) time: 3.3754 data: 0.0080 max mem: 33370 Epoch: [9] [ 710/1319] eta: 0:34:15 lr: 3.9127777403509066e-05 loss: 0.0786 (0.0941) time: 3.3636 data: 0.0081 max mem: 33370 Epoch: [9] [ 720/1319] eta: 0:33:40 lr: 3.9119012547632586e-05 loss: 0.0801 (0.0943) time: 3.3444 data: 0.0079 max mem: 33370 Epoch: [9] [ 730/1319] eta: 0:33:07 lr: 3.911024747354846e-05 loss: 0.0889 (0.0942) time: 3.3582 data: 0.0080 max mem: 33370 Epoch: [9] [ 740/1319] eta: 0:32:33 lr: 3.9101482181196904e-05 loss: 0.0741 (0.0940) time: 3.3766 data: 0.0079 max mem: 33370 Epoch: [9] [ 750/1319] eta: 0:31:59 lr: 3.909271667051812e-05 loss: 0.0741 (0.0939) time: 3.3634 data: 0.0078 max mem: 33370 Epoch: [9] [ 760/1319] eta: 0:31:25 lr: 3.908395094145227e-05 loss: 0.0914 (0.0940) time: 3.3568 data: 0.0079 max mem: 33370 Epoch: [9] [ 770/1319] eta: 0:30:52 lr: 3.9075184993939487e-05 loss: 0.0895 (0.0941) time: 3.3793 data: 0.0082 max mem: 33370 Epoch: [9] [ 780/1319] eta: 0:30:18 lr: 3.906641882791989e-05 loss: 0.1022 (0.0945) time: 3.3778 data: 0.0079 max mem: 33370 Epoch: [9] [ 790/1319] eta: 0:29:44 lr: 3.9057652443333534e-05 loss: 0.0966 (0.0944) time: 3.3625 data: 0.0080 max mem: 33370 Epoch: [9] [ 800/1319] eta: 0:29:10 lr: 3.904888584012046e-05 loss: 0.0819 (0.0943) time: 3.3675 data: 0.0081 max mem: 33370 Epoch: [9] [ 810/1319] eta: 0:28:36 lr: 3.904011901822068e-05 loss: 0.0831 (0.0945) time: 3.3543 data: 0.0079 max mem: 33370 Epoch: [9] [ 820/1319] eta: 0:28:03 lr: 3.9031351977574175e-05 loss: 0.0831 (0.0945) time: 3.3441 data: 0.0079 max mem: 33370 Epoch: [9] [ 830/1319] eta: 0:27:29 lr: 3.9022584718120886e-05 loss: 0.0885 (0.0945) time: 3.3449 data: 0.0081 max mem: 33370 Epoch: [9] [ 840/1319] eta: 0:26:55 lr: 3.901381723980073e-05 loss: 0.0811 (0.0944) time: 3.3450 data: 0.0085 max mem: 33370 Epoch: [9] [ 850/1319] eta: 0:26:21 lr: 3.900504954255358e-05 loss: 0.0811 (0.0944) time: 3.3637 data: 0.0084 max mem: 33370 Epoch: [9] [ 860/1319] eta: 0:25:47 lr: 3.899628162631931e-05 loss: 0.0864 (0.0945) time: 3.3796 data: 0.0081 max mem: 33370 Epoch: [9] [ 870/1319] eta: 0:25:14 lr: 3.898751349103772e-05 loss: 0.0880 (0.0947) time: 3.3641 data: 0.0079 max mem: 33370 Epoch: [9] [ 880/1319] eta: 0:24:40 lr: 3.8978745136648617e-05 loss: 0.0820 (0.0946) time: 3.3641 data: 0.0078 max mem: 33370 Epoch: [9] [ 890/1319] eta: 0:24:06 lr: 3.896997656309173e-05 loss: 0.0816 (0.0948) time: 3.3779 data: 0.0083 max mem: 33370 Epoch: [9] [ 900/1319] eta: 0:23:33 lr: 3.896120777030681e-05 loss: 0.0925 (0.0949) time: 3.3950 data: 0.0083 max mem: 33370 Epoch: [9] [ 910/1319] eta: 0:22:59 lr: 3.895243875823353e-05 loss: 0.0860 (0.0948) time: 3.3898 data: 0.0079 max mem: 33370 Epoch: [9] [ 920/1319] eta: 0:22:25 lr: 3.894366952681158e-05 loss: 0.0902 (0.0949) time: 3.3754 data: 0.0080 max mem: 33370 Epoch: [9] [ 930/1319] eta: 0:21:52 lr: 3.8934900075980555e-05 loss: 0.0980 (0.0949) time: 3.3854 data: 0.0076 max mem: 33370 Epoch: [9] [ 940/1319] eta: 0:21:18 lr: 3.8926130405680076e-05 loss: 0.0878 (0.0949) time: 3.3660 data: 0.0077 max mem: 33370 Epoch: [9] [ 950/1319] eta: 0:20:44 lr: 3.8917360515849704e-05 loss: 0.0846 (0.0948) time: 3.3478 data: 0.0078 max mem: 33370 Epoch: [9] [ 960/1319] eta: 0:20:10 lr: 3.8908590406428975e-05 loss: 0.0742 (0.0947) time: 3.3561 data: 0.0079 max mem: 33370 Epoch: [9] [ 970/1319] eta: 0:19:36 lr: 3.889982007735738e-05 loss: 0.0768 (0.0946) time: 3.3650 data: 0.0082 max mem: 33370 Epoch: [9] [ 980/1319] eta: 0:19:03 lr: 3.889104952857442e-05 loss: 0.0768 (0.0945) time: 3.3483 data: 0.0081 max mem: 33370 Epoch: [9] [ 990/1319] eta: 0:18:29 lr: 3.888227876001951e-05 loss: 0.0840 (0.0947) time: 3.3470 data: 0.0077 max mem: 33370 Epoch: [9] [1000/1319] eta: 0:17:55 lr: 3.887350777163206e-05 loss: 0.1034 (0.0948) time: 3.3782 data: 0.0080 max mem: 33370 Epoch: [9] [1010/1319] eta: 0:17:21 lr: 3.886473656335145e-05 loss: 0.0834 (0.0947) time: 3.3910 data: 0.0082 max mem: 33370 Epoch: [9] [1020/1319] eta: 0:16:48 lr: 3.8855965135117015e-05 loss: 0.0834 (0.0947) time: 3.3899 data: 0.0078 max mem: 33370 Epoch: [9] [1030/1319] eta: 0:16:14 lr: 3.8847193486868084e-05 loss: 0.0802 (0.0946) time: 3.3845 data: 0.0077 max mem: 33370 Epoch: [9] [1040/1319] eta: 0:15:40 lr: 3.883842161854392e-05 loss: 0.0763 (0.0945) time: 3.3937 data: 0.0078 max mem: 33370 Epoch: [9] [1050/1319] eta: 0:15:07 lr: 3.8829649530083775e-05 loss: 0.0958 (0.0946) time: 3.3861 data: 0.0080 max mem: 33370 Epoch: [9] [1060/1319] eta: 0:14:33 lr: 3.882087722142687e-05 loss: 0.0958 (0.0948) time: 3.3710 data: 0.0084 max mem: 33370 Epoch: [9] [1070/1319] eta: 0:13:59 lr: 3.8812104692512384e-05 loss: 0.0888 (0.0947) time: 3.3748 data: 0.0085 max mem: 33370 Epoch: [9] [1080/1319] eta: 0:13:26 lr: 3.880333194327947e-05 loss: 0.0867 (0.0947) time: 3.3754 data: 0.0081 max mem: 33370 Epoch: [9] [1090/1319] eta: 0:12:52 lr: 3.879455897366725e-05 loss: 0.0825 (0.0946) time: 3.3988 data: 0.0082 max mem: 33370 Epoch: [9] [1100/1319] eta: 0:12:18 lr: 3.878578578361481e-05 loss: 0.1010 (0.0947) time: 3.3918 data: 0.0080 max mem: 33370 Epoch: [9] [1110/1319] eta: 0:11:45 lr: 3.87770123730612e-05 loss: 0.0885 (0.0946) time: 3.3851 data: 0.0080 max mem: 33370 Epoch: [9] [1120/1319] eta: 0:11:11 lr: 3.876823874194545e-05 loss: 0.0815 (0.0946) time: 3.4060 data: 0.0078 max mem: 33370 Epoch: [9] [1130/1319] eta: 0:10:37 lr: 3.8759464890206544e-05 loss: 0.0794 (0.0945) time: 3.4034 data: 0.0076 max mem: 33370 Epoch: [9] [1140/1319] eta: 0:10:03 lr: 3.875069081778345e-05 loss: 0.0844 (0.0945) time: 3.4133 data: 0.0077 max mem: 33370 Epoch: [9] [1150/1319] eta: 0:09:30 lr: 3.874191652461509e-05 loss: 0.0901 (0.0945) time: 3.4331 data: 0.0077 max mem: 33370 Epoch: [9] [1160/1319] eta: 0:08:56 lr: 3.8733142010640345e-05 loss: 0.0844 (0.0944) time: 3.4228 data: 0.0080 max mem: 33370 Epoch: [9] [1170/1319] eta: 0:08:22 lr: 3.872436727579809e-05 loss: 0.0855 (0.0944) time: 3.4162 data: 0.0080 max mem: 33370 Epoch: [9] [1180/1319] eta: 0:07:49 lr: 3.871559232002716e-05 loss: 0.0846 (0.0944) time: 3.3949 data: 0.0081 max mem: 33370 Epoch: [9] [1190/1319] eta: 0:07:15 lr: 3.870681714326634e-05 loss: 0.0992 (0.0944) time: 3.3433 data: 0.0082 max mem: 33370 Epoch: [9] [1200/1319] eta: 0:06:41 lr: 3.86980417454544e-05 loss: 0.0992 (0.0944) time: 3.3445 data: 0.0080 max mem: 33370 Epoch: [9] [1210/1319] eta: 0:06:07 lr: 3.8689266126530076e-05 loss: 0.0961 (0.0945) time: 3.3965 data: 0.0078 max mem: 33370 Epoch: [9] [1220/1319] eta: 0:05:34 lr: 3.868049028643206e-05 loss: 0.0951 (0.0945) time: 3.3765 data: 0.0080 max mem: 33370 Epoch: [9] [1230/1319] eta: 0:05:00 lr: 3.867171422509902e-05 loss: 0.0837 (0.0946) time: 3.3699 data: 0.0079 max mem: 33370 Epoch: [9] [1240/1319] eta: 0:04:26 lr: 3.866293794246959e-05 loss: 0.0973 (0.0947) time: 3.4058 data: 0.0081 max mem: 33370 Epoch: [9] [1250/1319] eta: 0:03:52 lr: 3.8654161438482394e-05 loss: 0.0877 (0.0947) time: 3.3998 data: 0.0082 max mem: 33370 Epoch: [9] [1260/1319] eta: 0:03:19 lr: 3.864538471307598e-05 loss: 0.0785 (0.0945) time: 3.3752 data: 0.0078 max mem: 33370 Epoch: [9] [1270/1319] eta: 0:02:45 lr: 3.863660776618888e-05 loss: 0.0810 (0.0945) time: 3.3566 data: 0.0078 max mem: 33370 Epoch: [9] [1280/1319] eta: 0:02:11 lr: 3.8627830597759606e-05 loss: 0.0955 (0.0946) time: 3.3629 data: 0.0079 max mem: 33370 Epoch: [9] [1290/1319] eta: 0:01:37 lr: 3.861905320772664e-05 loss: 0.0955 (0.0947) time: 3.3752 data: 0.0079 max mem: 33370 Epoch: [9] [1300/1319] eta: 0:01:04 lr: 3.861027559602841e-05 loss: 0.0862 (0.0947) time: 3.3719 data: 0.0078 max mem: 33370 Epoch: [9] [1310/1319] eta: 0:00:30 lr: 3.860149776260333e-05 loss: 0.0862 (0.0947) time: 3.3537 data: 0.0076 max mem: 33370 Epoch: [9] Total time: 1:14:12 /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( Test: [ 0/2573] eta: 2:58:20 time: 4.1587 data: 4.0587 max mem: 33370 Test: [ 100/2573] eta: 0:04:50 time: 0.0772 data: 0.0014 max mem: 33370 Test: [ 200/2573] eta: 0:03:53 time: 0.0783 data: 0.0014 max mem: 33370 Test: [ 300/2573] eta: 0:03:28 time: 0.0813 data: 0.0014 max mem: 33370 Test: [ 400/2573] eta: 0:03:11 time: 0.0799 data: 0.0013 max mem: 33370 Test: [ 500/2573] eta: 0:02:59 time: 0.0789 data: 0.0015 max mem: 33370 Test: [ 600/2573] eta: 0:02:48 time: 0.0793 data: 0.0015 max mem: 33370 Test: [ 700/2573] eta: 0:02:38 time: 0.0796 data: 0.0015 max mem: 33370 Test: [ 800/2573] eta: 0:02:29 time: 0.0834 data: 0.0014 max mem: 33370 Test: [ 900/2573] eta: 0:02:20 time: 0.0803 data: 0.0014 max mem: 33370 Test: [1000/2573] eta: 0:02:11 time: 0.0800 data: 0.0015 max mem: 33370 Test: [1100/2573] eta: 0:02:02 time: 0.0798 data: 0.0013 max mem: 33370 Test: [1200/2573] eta: 0:01:54 time: 0.0804 data: 0.0014 max mem: 33370 Test: [1300/2573] eta: 0:01:45 time: 0.0799 data: 0.0014 max mem: 33370 Test: [1400/2573] eta: 0:01:37 time: 0.0787 data: 0.0015 max mem: 33370 Test: [1500/2573] eta: 0:01:28 time: 0.0800 data: 0.0014 max mem: 33370 Test: [1600/2573] eta: 0:01:20 time: 0.0842 data: 0.0015 max mem: 33370 Test: [1700/2573] eta: 0:01:11 time: 0.0790 data: 0.0015 max mem: 33370 Test: [1800/2573] eta: 0:01:03 time: 0.0813 data: 0.0015 max mem: 33370 Test: [1900/2573] eta: 0:00:55 time: 0.0784 data: 0.0014 max mem: 33370 Test: [2000/2573] eta: 0:00:46 time: 0.0794 data: 0.0014 max mem: 33370 Test: [2100/2573] eta: 0:00:38 time: 0.0813 data: 0.0013 max mem: 33370 Test: [2200/2573] eta: 0:00:30 time: 0.0810 data: 0.0013 max mem: 33370 Test: [2300/2573] eta: 0:00:22 time: 0.0816 data: 0.0014 max mem: 33370 Test: [2400/2573] eta: 0:00:14 time: 0.0766 data: 0.0013 max mem: 33370 Test: [2500/2573] eta: 0:00:05 time: 0.0785 data: 0.0013 max mem: 33370 Test: Total time: 0:03:30 Final results: Mean IoU is 59.41 precision@0.5 = 65.75 precision@0.6 = 59.84 precision@0.7 = 52.14 precision@0.8 = 39.87 precision@0.9 = 17.46 overall IoU = 58.54 Average object IoU 59.41499817405332 Overall IoU 58.536808013916016 Better epoch: 9 /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( Epoch: [10] [ 0/1319] eta: 1:57:27 lr: 3.859359752289337e-05 loss: 0.1234 (0.1234) time: 5.3429 data: 1.8227 max mem: 33370 Epoch: [10] [ 10/1319] eta: 1:18:48 lr: 3.858481926801746e-05 loss: 0.0806 (0.0837) time: 3.6127 data: 0.1721 max mem: 33370 Epoch: [10] [ 20/1319] eta: 1:15:42 lr: 3.857604079123589e-05 loss: 0.0782 (0.0812) time: 3.4047 data: 0.0077 max mem: 33370 Epoch: [10] [ 30/1319] eta: 1:14:10 lr: 3.856726209248695e-05 loss: 0.0782 (0.0818) time: 3.3645 data: 0.0083 max mem: 33370 Epoch: [10] [ 40/1319] eta: 1:13:19 lr: 3.855848317170887e-05 loss: 0.0822 (0.0886) time: 3.3796 data: 0.0080 max mem: 33370 Epoch: [10] [ 50/1319] eta: 1:12:32 lr: 3.854970402883988e-05 loss: 0.0755 (0.0867) time: 3.3943 data: 0.0080 max mem: 33370 Epoch: [10] [ 60/1319] eta: 1:11:55 lr: 3.854092466381814e-05 loss: 0.0753 (0.0869) time: 3.4028 data: 0.0081 max mem: 33370 Epoch: [10] [ 70/1319] eta: 1:11:12 lr: 3.853214507658182e-05 loss: 0.0799 (0.0849) time: 3.3969 data: 0.0083 max mem: 33370 Epoch: [10] [ 80/1319] eta: 1:10:28 lr: 3.852336526706903e-05 loss: 0.0777 (0.0862) time: 3.3682 data: 0.0082 max mem: 33370 Epoch: [10] [ 90/1319] eta: 1:09:48 lr: 3.8514585235217835e-05 loss: 0.0805 (0.0862) time: 3.3633 data: 0.0080 max mem: 33370 Epoch: [10] [ 100/1319] eta: 1:09:09 lr: 3.850580498096631e-05 loss: 0.0747 (0.0865) time: 3.3696 data: 0.0083 max mem: 33370 Epoch: [10] [ 110/1319] eta: 1:08:31 lr: 3.849702450425245e-05 loss: 0.0741 (0.0855) time: 3.3669 data: 0.0081 max mem: 33370 Epoch: [10] [ 120/1319] eta: 1:07:59 lr: 3.8488243805014244e-05 loss: 0.0750 (0.0842) time: 3.3905 data: 0.0078 max mem: 33370 Epoch: [10] [ 130/1319] eta: 1:07:24 lr: 3.8479462883189646e-05 loss: 0.0750 (0.0843) time: 3.4068 data: 0.0079 max mem: 33370 Epoch: [10] [ 140/1319] eta: 1:06:49 lr: 3.8470681738716575e-05 loss: 0.0848 (0.0840) time: 3.3901 data: 0.0079 max mem: 33370 Epoch: [10] [ 150/1319] eta: 1:06:13 lr: 3.846190037153291e-05 loss: 0.0822 (0.0843) time: 3.3802 data: 0.0079 max mem: 33370 Epoch: [10] [ 160/1319] eta: 1:05:39 lr: 3.84531187815765e-05 loss: 0.0822 (0.0844) time: 3.3910 data: 0.0082 max mem: 33370 Epoch: [10] [ 170/1319] eta: 1:05:06 lr: 3.844433696878517e-05 loss: 0.0785 (0.0839) time: 3.4118 data: 0.0081 max mem: 33370 Epoch: [10] [ 180/1319] eta: 1:04:33 lr: 3.843555493309671e-05 loss: 0.0725 (0.0839) time: 3.4096 data: 0.0078 max mem: 33370 Epoch: [10] [ 190/1319] eta: 1:03:59 lr: 3.842677267444885e-05 loss: 0.0729 (0.0842) time: 3.4032 data: 0.0079 max mem: 33370 Epoch: [10] [ 200/1319] eta: 1:03:20 lr: 3.8417990192779335e-05 loss: 0.0739 (0.0840) time: 3.3642 data: 0.0080 max mem: 33370 Epoch: [10] [ 210/1319] eta: 1:02:45 lr: 3.8409207488025836e-05 loss: 0.0782 (0.0845) time: 3.3475 data: 0.0084 max mem: 33370 Epoch: [10] [ 220/1319] eta: 1:02:12 lr: 3.8400424560126e-05 loss: 0.0782 (0.0842) time: 3.3946 data: 0.0081 max mem: 33370 Epoch: [10] [ 230/1319] eta: 1:01:37 lr: 3.839164140901745e-05 loss: 0.0715 (0.0839) time: 3.3895 data: 0.0078 max mem: 33370 Epoch: [10] [ 240/1319] eta: 1:01:02 lr: 3.838285803463778e-05 loss: 0.0636 (0.0841) time: 3.3663 data: 0.0080 max mem: 33370 Epoch: [10] [ 250/1319] eta: 1:00:28 lr: 3.8374074436924536e-05 loss: 0.0822 (0.0846) time: 3.3909 data: 0.0081 max mem: 33370 Epoch: [10] [ 260/1319] eta: 0:59:53 lr: 3.836529061581523e-05 loss: 0.0822 (0.0842) time: 3.3898 data: 0.0082 max mem: 33370 Epoch: [10] [ 270/1319] eta: 0:59:21 lr: 3.8356506571247355e-05 loss: 0.0743 (0.0843) time: 3.3969 data: 0.0083 max mem: 33370 Epoch: [10] [ 280/1319] eta: 0:58:47 lr: 3.834772230315837e-05 loss: 0.0821 (0.0844) time: 3.4137 data: 0.0085 max mem: 33370 Epoch: [10] [ 290/1319] eta: 0:58:12 lr: 3.833893781148568e-05 loss: 0.0765 (0.0842) time: 3.3896 data: 0.0084 max mem: 33370 Epoch: [10] [ 300/1319] eta: 0:57:39 lr: 3.833015309616668e-05 loss: 0.0707 (0.0839) time: 3.3906 data: 0.0084 max mem: 33370 Epoch: [10] [ 310/1319] eta: 0:57:05 lr: 3.832136815713871e-05 loss: 0.0749 (0.0842) time: 3.4015 data: 0.0086 max mem: 33370 Epoch: [10] [ 320/1319] eta: 0:56:31 lr: 3.83125829943391e-05 loss: 0.0844 (0.0842) time: 3.3982 data: 0.0084 max mem: 33370 Epoch: [10] [ 330/1319] eta: 0:55:56 lr: 3.830379760770512e-05 loss: 0.0697 (0.0837) time: 3.3789 data: 0.0081 max mem: 33370 Epoch: [10] [ 340/1319] eta: 0:55:22 lr: 3.829501199717404e-05 loss: 0.0639 (0.0838) time: 3.3758 data: 0.0080 max mem: 33370 Epoch: [10] [ 350/1319] eta: 0:54:48 lr: 3.828622616268306e-05 loss: 0.0704 (0.0839) time: 3.3943 data: 0.0079 max mem: 33370 Epoch: [10] [ 360/1319] eta: 0:54:14 lr: 3.8277440104169376e-05 loss: 0.0757 (0.0841) time: 3.3844 data: 0.0080 max mem: 33370 Epoch: [10] [ 370/1319] eta: 0:53:39 lr: 3.826865382157014e-05 loss: 0.0812 (0.0841) time: 3.3621 data: 0.0082 max mem: 33370 Epoch: [10] [ 380/1319] eta: 0:53:05 lr: 3.8259867314822454e-05 loss: 0.0812 (0.0840) time: 3.3818 data: 0.0080 max mem: 33370 Epoch: [10] [ 390/1319] eta: 0:52:32 lr: 3.825108058386341e-05 loss: 0.0831 (0.0842) time: 3.4091 data: 0.0080 max mem: 33370 Epoch: [10] [ 400/1319] eta: 0:51:57 lr: 3.824229362863006e-05 loss: 0.0747 (0.0840) time: 3.3755 data: 0.0080 max mem: 33370 Epoch: [10] [ 410/1319] eta: 0:51:22 lr: 3.823350644905941e-05 loss: 0.0734 (0.0839) time: 3.3510 data: 0.0083 max mem: 33370 Epoch: [10] [ 420/1319] eta: 0:50:48 lr: 3.822471904508845e-05 loss: 0.0700 (0.0838) time: 3.3774 data: 0.0088 max mem: 33370 Epoch: [10] [ 430/1319] eta: 0:50:14 lr: 3.821593141665413e-05 loss: 0.0757 (0.0841) time: 3.3970 data: 0.0084 max mem: 33370 Epoch: [10] [ 440/1319] eta: 0:49:40 lr: 3.8207143563693345e-05 loss: 0.0786 (0.0840) time: 3.3913 data: 0.0081 max mem: 33370 Epoch: [10] [ 450/1319] eta: 0:49:06 lr: 3.819835548614299e-05 loss: 0.0840 (0.0844) time: 3.3884 data: 0.0081 max mem: 33370 Epoch: [10] [ 460/1319] eta: 0:48:32 lr: 3.8189567183939914e-05 loss: 0.0818 (0.0842) time: 3.3713 data: 0.0080 max mem: 33370 Epoch: [10] [ 470/1319] eta: 0:47:57 lr: 3.8180778657020925e-05 loss: 0.0614 (0.0838) time: 3.3487 data: 0.0081 max mem: 33370 Epoch: [10] [ 480/1319] eta: 0:47:23 lr: 3.81719899053228e-05 loss: 0.0599 (0.0837) time: 3.3656 data: 0.0082 max mem: 33370 Epoch: [10] [ 490/1319] eta: 0:46:49 lr: 3.8163200928782287e-05 loss: 0.0735 (0.0835) time: 3.3759 data: 0.0087 max mem: 33370 Epoch: [10] [ 500/1319] eta: 0:46:14 lr: 3.8154411727336084e-05 loss: 0.0841 (0.0838) time: 3.3600 data: 0.0088 max mem: 33370 Epoch: [10] [ 510/1319] eta: 0:45:40 lr: 3.814562230092089e-05 loss: 0.0935 (0.0840) time: 3.3551 data: 0.0083 max mem: 33370 Epoch: [10] [ 520/1319] eta: 0:45:06 lr: 3.8136832649473325e-05 loss: 0.0739 (0.0838) time: 3.3745 data: 0.0084 max mem: 33370 Epoch: [10] [ 530/1319] eta: 0:44:32 lr: 3.812804277293001e-05 loss: 0.0729 (0.0840) time: 3.3798 data: 0.0086 max mem: 33370 Epoch: [10] [ 540/1319] eta: 0:43:58 lr: 3.811925267122751e-05 loss: 0.0789 (0.0841) time: 3.3626 data: 0.0083 max mem: 33370 Epoch: [10] [ 550/1319] eta: 0:43:24 lr: 3.8110462344302376e-05 loss: 0.0789 (0.0841) time: 3.3913 data: 0.0079 max mem: 33370 Epoch: [10] [ 560/1319] eta: 0:42:50 lr: 3.8101671792091106e-05 loss: 0.0815 (0.0844) time: 3.3802 data: 0.0082 max mem: 33370 Epoch: [10] [ 570/1319] eta: 0:42:16 lr: 3.809288101453017e-05 loss: 0.0921 (0.0848) time: 3.3510 data: 0.0086 max mem: 33370 Epoch: [10] [ 580/1319] eta: 0:41:42 lr: 3.808409001155601e-05 loss: 0.0892 (0.0849) time: 3.3783 data: 0.0082 max mem: 33370 Epoch: [10] [ 590/1319] eta: 0:41:07 lr: 3.807529878310503e-05 loss: 0.0630 (0.0849) time: 3.3661 data: 0.0079 max mem: 33370 Epoch: [10] [ 600/1319] eta: 0:40:34 lr: 3.806650732911359e-05 loss: 0.0661 (0.0848) time: 3.3822 data: 0.0080 max mem: 33370 Epoch: [10] [ 610/1319] eta: 0:40:00 lr: 3.8057715649518045e-05 loss: 0.0661 (0.0846) time: 3.4162 data: 0.0087 max mem: 33370 Epoch: [10] [ 620/1319] eta: 0:39:27 lr: 3.804892374425468e-05 loss: 0.0803 (0.0847) time: 3.3942 data: 0.0091 max mem: 33370 Epoch: [10] [ 630/1319] eta: 0:38:53 lr: 3.804013161325975e-05 loss: 0.0849 (0.0846) time: 3.3951 data: 0.0084 max mem: 33370 Epoch: [10] [ 640/1319] eta: 0:38:19 lr: 3.803133925646951e-05 loss: 0.0828 (0.0850) time: 3.3810 data: 0.0079 max mem: 33370 Epoch: [10] [ 650/1319] eta: 0:37:45 lr: 3.802254667382014e-05 loss: 0.0828 (0.0852) time: 3.3783 data: 0.0080 max mem: 33370 Epoch: [10] [ 660/1319] eta: 0:37:11 lr: 3.801375386524781e-05 loss: 0.0771 (0.0853) time: 3.3861 data: 0.0079 max mem: 33370 Epoch: [10] [ 670/1319] eta: 0:36:37 lr: 3.800496083068865e-05 loss: 0.0767 (0.0851) time: 3.3680 data: 0.0078 max mem: 33370 Epoch: [10] [ 680/1319] eta: 0:36:03 lr: 3.799616757007876e-05 loss: 0.0689 (0.0851) time: 3.3742 data: 0.0077 max mem: 33370 Epoch: [10] [ 690/1319] eta: 0:35:29 lr: 3.798737408335417e-05 loss: 0.0783 (0.0851) time: 3.3674 data: 0.0075 max mem: 33370 Epoch: [10] [ 700/1319] eta: 0:34:55 lr: 3.797858037045094e-05 loss: 0.0783 (0.0850) time: 3.3763 data: 0.0075 max mem: 33370 Epoch: [10] [ 710/1319] eta: 0:34:21 lr: 3.796978643130504e-05 loss: 0.0662 (0.0848) time: 3.3907 data: 0.0078 max mem: 33370 Epoch: [10] [ 720/1319] eta: 0:33:47 lr: 3.796099226585244e-05 loss: 0.0775 (0.0851) time: 3.3758 data: 0.0083 max mem: 33370 Epoch: [10] [ 730/1319] eta: 0:33:14 lr: 3.795219787402904e-05 loss: 0.0946 (0.0852) time: 3.3822 data: 0.0080 max mem: 33370 Epoch: [10] [ 740/1319] eta: 0:32:40 lr: 3.794340325577075e-05 loss: 0.0934 (0.0853) time: 3.3898 data: 0.0081 max mem: 33370 Epoch: [10] [ 750/1319] eta: 0:32:05 lr: 3.79346084110134e-05 loss: 0.0891 (0.0856) time: 3.3579 data: 0.0083 max mem: 33370 Epoch: [10] [ 760/1319] eta: 0:31:32 lr: 3.7925813339692824e-05 loss: 0.0812 (0.0856) time: 3.3590 data: 0.0081 max mem: 33370 Epoch: [10] [ 770/1319] eta: 0:30:57 lr: 3.79170180417448e-05 loss: 0.0806 (0.0857) time: 3.3613 data: 0.0078 max mem: 33370 Epoch: [10] [ 780/1319] eta: 0:30:23 lr: 3.790822251710506e-05 loss: 0.0923 (0.0860) time: 3.3439 data: 0.0076 max mem: 33370 Epoch: [10] [ 790/1319] eta: 0:29:49 lr: 3.789942676570934e-05 loss: 0.0728 (0.0857) time: 3.3541 data: 0.0076 max mem: 33370 Epoch: [10] [ 800/1319] eta: 0:29:16 lr: 3.7890630787493295e-05 loss: 0.0701 (0.0857) time: 3.3774 data: 0.0078 max mem: 33370 Epoch: [10] [ 810/1319] eta: 0:28:41 lr: 3.788183458239259e-05 loss: 0.0760 (0.0859) time: 3.3734 data: 0.0085 max mem: 33370 Epoch: [10] [ 820/1319] eta: 0:28:08 lr: 3.7873038150342824e-05 loss: 0.0750 (0.0857) time: 3.3729 data: 0.0085 max mem: 33370 Epoch: [10] [ 830/1319] eta: 0:27:34 lr: 3.7864241491279565e-05 loss: 0.0733 (0.0858) time: 3.3686 data: 0.0081 max mem: 33370 Epoch: [10] [ 840/1319] eta: 0:27:00 lr: 3.785544460513836e-05 loss: 0.0777 (0.0857) time: 3.3527 data: 0.0080 max mem: 33370 Epoch: [10] [ 850/1319] eta: 0:26:26 lr: 3.784664749185471e-05 loss: 0.0765 (0.0858) time: 3.3761 data: 0.0077 max mem: 33370 Epoch: [10] [ 860/1319] eta: 0:25:52 lr: 3.7837850151364085e-05 loss: 0.0765 (0.0856) time: 3.3827 data: 0.0077 max mem: 33370 Epoch: [10] [ 870/1319] eta: 0:25:18 lr: 3.78290525836019e-05 loss: 0.0765 (0.0857) time: 3.3647 data: 0.0077 max mem: 33370 Epoch: [10] [ 880/1319] eta: 0:24:44 lr: 3.782025478850358e-05 loss: 0.0711 (0.0856) time: 3.3649 data: 0.0075 max mem: 33370 Epoch: [10] [ 890/1319] eta: 0:24:11 lr: 3.7811456766004476e-05 loss: 0.0669 (0.0856) time: 3.3928 data: 0.0077 max mem: 33370 Epoch: [10] [ 900/1319] eta: 0:23:37 lr: 3.780265851603992e-05 loss: 0.0736 (0.0856) time: 3.3706 data: 0.0080 max mem: 33370 Epoch: [10] [ 910/1319] eta: 0:23:03 lr: 3.779386003854519e-05 loss: 0.0831 (0.0860) time: 3.3447 data: 0.0079 max mem: 33370 Epoch: [10] [ 920/1319] eta: 0:22:29 lr: 3.7785061333455565e-05 loss: 0.0790 (0.0859) time: 3.3725 data: 0.0076 max mem: 33370 Epoch: [10] [ 930/1319] eta: 0:21:55 lr: 3.7776262400706265e-05 loss: 0.0783 (0.0862) time: 3.4136 data: 0.0075 max mem: 33370 Epoch: [10] [ 940/1319] eta: 0:21:21 lr: 3.776746324023246e-05 loss: 0.0837 (0.0863) time: 3.4143 data: 0.0074 max mem: 33370 Epoch: [10] [ 950/1319] eta: 0:20:48 lr: 3.775866385196932e-05 loss: 0.0837 (0.0864) time: 3.3974 data: 0.0079 max mem: 33370 Epoch: [10] [ 960/1319] eta: 0:20:14 lr: 3.774986423585195e-05 loss: 0.0850 (0.0868) time: 3.4036 data: 0.0080 max mem: 33370 Epoch: [10] [ 970/1319] eta: 0:19:40 lr: 3.7741064391815444e-05 loss: 0.0938 (0.0869) time: 3.3843 data: 0.0078 max mem: 33370 Epoch: [10] [ 980/1319] eta: 0:19:06 lr: 3.7732264319794836e-05 loss: 0.0784 (0.0868) time: 3.3751 data: 0.0080 max mem: 33370 Epoch: [10] [ 990/1319] eta: 0:18:32 lr: 3.772346401972514e-05 loss: 0.0665 (0.0868) time: 3.3596 data: 0.0081 max mem: 33370 Epoch: [10] [1000/1319] eta: 0:17:58 lr: 3.771466349154134e-05 loss: 0.0770 (0.0868) time: 3.3387 data: 0.0084 max mem: 33370 Epoch: [10] [1010/1319] eta: 0:17:24 lr: 3.7705862735178374e-05 loss: 0.0770 (0.0870) time: 3.3416 data: 0.0084 max mem: 33370 Epoch: [10] [1020/1319] eta: 0:16:50 lr: 3.7697061750571136e-05 loss: 0.0724 (0.0870) time: 3.3435 data: 0.0081 max mem: 33370 Epoch: [10] [1030/1319] eta: 0:16:17 lr: 3.768826053765451e-05 loss: 0.0885 (0.0872) time: 3.3553 data: 0.0081 max mem: 33370 Epoch: [10] [1040/1319] eta: 0:15:43 lr: 3.767945909636332e-05 loss: 0.0885 (0.0872) time: 3.3442 data: 0.0079 max mem: 33370 Epoch: [10] [1050/1319] eta: 0:15:09 lr: 3.767065742663237e-05 loss: 0.0726 (0.0870) time: 3.3512 data: 0.0078 max mem: 33370 Epoch: [10] [1060/1319] eta: 0:14:35 lr: 3.7661855528396415e-05 loss: 0.0687 (0.0870) time: 3.3531 data: 0.0078 max mem: 33370 Epoch: [10] [1070/1319] eta: 0:14:01 lr: 3.765305340159019e-05 loss: 0.0944 (0.0871) time: 3.3172 data: 0.0079 max mem: 33370 Epoch: [10] [1080/1319] eta: 0:13:27 lr: 3.764425104614838e-05 loss: 0.0953 (0.0872) time: 3.3293 data: 0.0079 max mem: 33370 Epoch: [10] [1090/1319] eta: 0:12:53 lr: 3.763544846200565e-05 loss: 0.0930 (0.0875) time: 3.3722 data: 0.0082 max mem: 33370 Epoch: [10] [1100/1319] eta: 0:12:19 lr: 3.7626645649096614e-05 loss: 0.0772 (0.0874) time: 3.3684 data: 0.0084 max mem: 33370 Epoch: [10] [1110/1319] eta: 0:11:46 lr: 3.761784260735586e-05 loss: 0.0758 (0.0873) time: 3.3605 data: 0.0082 max mem: 33370 Epoch: [10] [1120/1319] eta: 0:11:12 lr: 3.760903933671793e-05 loss: 0.0762 (0.0872) time: 3.3510 data: 0.0079 max mem: 33370 Epoch: [10] [1130/1319] eta: 0:10:38 lr: 3.760023583711735e-05 loss: 0.0801 (0.0875) time: 3.3494 data: 0.0082 max mem: 33370 Epoch: [10] [1140/1319] eta: 0:10:04 lr: 3.7591432108488584e-05 loss: 0.0765 (0.0874) time: 3.3499 data: 0.0083 max mem: 33370 Epoch: [10] [1150/1319] eta: 0:09:30 lr: 3.758262815076608e-05 loss: 0.0765 (0.0874) time: 3.3192 data: 0.0080 max mem: 33370 Epoch: [10] [1160/1319] eta: 0:08:56 lr: 3.7573823963884245e-05 loss: 0.0886 (0.0874) time: 3.3210 data: 0.0078 max mem: 33370 Epoch: [10] [1170/1319] eta: 0:08:23 lr: 3.756501954777745e-05 loss: 0.0859 (0.0875) time: 3.3423 data: 0.0075 max mem: 33370 Epoch: [10] [1180/1319] eta: 0:07:49 lr: 3.755621490238003e-05 loss: 0.0859 (0.0874) time: 3.3422 data: 0.0076 max mem: 33370 Epoch: [10] [1190/1319] eta: 0:07:15 lr: 3.754741002762627e-05 loss: 0.0848 (0.0875) time: 3.3480 data: 0.0079 max mem: 33370 Epoch: [10] [1200/1319] eta: 0:06:41 lr: 3.753860492345044e-05 loss: 0.0862 (0.0876) time: 3.3854 data: 0.0078 max mem: 33370 Epoch: [10] [1210/1319] eta: 0:06:07 lr: 3.7529799589786776e-05 loss: 0.0782 (0.0876) time: 3.3700 data: 0.0077 max mem: 33370 Epoch: [10] [1220/1319] eta: 0:05:34 lr: 3.752099402656945e-05 loss: 0.0855 (0.0876) time: 3.3320 data: 0.0077 max mem: 33370 Epoch: [10] [1230/1319] eta: 0:05:00 lr: 3.751218823373263e-05 loss: 0.0921 (0.0878) time: 3.3309 data: 0.0078 max mem: 33370 Epoch: [10] [1240/1319] eta: 0:04:26 lr: 3.750338221121043e-05 loss: 0.0799 (0.0877) time: 3.3458 data: 0.0078 max mem: 33370 Epoch: [10] [1250/1319] eta: 0:03:52 lr: 3.749457595893693e-05 loss: 0.0763 (0.0879) time: 3.3639 data: 0.0077 max mem: 33370 Epoch: [10] [1260/1319] eta: 0:03:19 lr: 3.748576947684619e-05 loss: 0.0794 (0.0879) time: 3.3634 data: 0.0080 max mem: 33370 Epoch: [10] [1270/1319] eta: 0:02:45 lr: 3.74769627648722e-05 loss: 0.0808 (0.0881) time: 3.3564 data: 0.0080 max mem: 33370 Epoch: [10] [1280/1319] eta: 0:02:11 lr: 3.746815582294894e-05 loss: 0.0808 (0.0880) time: 3.3689 data: 0.0079 max mem: 33370 Epoch: [10] [1290/1319] eta: 0:01:37 lr: 3.745934865101035e-05 loss: 0.0751 (0.0880) time: 3.3589 data: 0.0082 max mem: 33370 Epoch: [10] [1300/1319] eta: 0:01:04 lr: 3.7450541248990324e-05 loss: 0.0765 (0.0880) time: 3.3560 data: 0.0081 max mem: 33370 Epoch: [10] [1310/1319] eta: 0:00:30 lr: 3.7441733616822736e-05 loss: 0.0828 (0.0881) time: 3.3453 data: 0.0075 max mem: 33370 Epoch: [10] Total time: 1:14:10 /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( Test: [ 0/2573] eta: 3:05:10 time: 4.3180 data: 4.2362 max mem: 33370 Test: [ 100/2573] eta: 0:04:51 time: 0.0759 data: 0.0015 max mem: 33370 Test: [ 200/2573] eta: 0:03:53 time: 0.0775 data: 0.0015 max mem: 33370 Test: [ 300/2573] eta: 0:03:26 time: 0.0791 data: 0.0014 max mem: 33370 Test: [ 400/2573] eta: 0:03:10 time: 0.0797 data: 0.0014 max mem: 33370 Test: [ 500/2573] eta: 0:02:57 time: 0.0785 data: 0.0015 max mem: 33370 Test: [ 600/2573] eta: 0:02:46 time: 0.0777 data: 0.0013 max mem: 33370 Test: [ 700/2573] eta: 0:02:37 time: 0.0779 data: 0.0013 max mem: 33370 Test: [ 800/2573] eta: 0:02:27 time: 0.0816 data: 0.0013 max mem: 33370 Test: [ 900/2573] eta: 0:02:18 time: 0.0796 data: 0.0014 max mem: 33370 Test: [1000/2573] eta: 0:02:10 time: 0.0793 data: 0.0015 max mem: 33370 Test: [1100/2573] eta: 0:02:01 time: 0.0792 data: 0.0014 max mem: 33370 Test: [1200/2573] eta: 0:01:52 time: 0.0800 data: 0.0014 max mem: 33370 Test: [1300/2573] eta: 0:01:44 time: 0.0796 data: 0.0013 max mem: 33370 Test: [1400/2573] eta: 0:01:35 time: 0.0769 data: 0.0014 max mem: 33370 Test: [1500/2573] eta: 0:01:27 time: 0.0793 data: 0.0015 max mem: 33370 Test: [1600/2573] eta: 0:01:19 time: 0.0837 data: 0.0016 max mem: 33370 Test: [1700/2573] eta: 0:01:11 time: 0.0792 data: 0.0014 max mem: 33370 Test: [1800/2573] eta: 0:01:02 time: 0.0812 data: 0.0014 max mem: 33370 Test: [1900/2573] eta: 0:00:54 time: 0.0787 data: 0.0015 max mem: 33370 Test: [2000/2573] eta: 0:00:46 time: 0.0795 data: 0.0014 max mem: 33370 Test: [2100/2573] eta: 0:00:38 time: 0.0813 data: 0.0014 max mem: 33370 Test: [2200/2573] eta: 0:00:30 time: 0.0813 data: 0.0013 max mem: 33370 Test: [2300/2573] eta: 0:00:22 time: 0.0806 data: 0.0013 max mem: 33370 Test: [2400/2573] eta: 0:00:13 time: 0.0758 data: 0.0013 max mem: 33370 Test: [2500/2573] eta: 0:00:05 time: 0.0794 data: 0.0015 max mem: 33370 Test: Total time: 0:03:28 Final results: Mean IoU is 60.11 precision@0.5 = 66.83 precision@0.6 = 60.93 precision@0.7 = 52.70 precision@0.8 = 40.40 precision@0.9 = 18.22 overall IoU = 58.81 Average object IoU 60.11112736332799 Overall IoU 58.80549240112305 Better epoch: 10 /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( Epoch: [11] [ 0/1319] eta: 2:00:11 lr: 3.743380655104104e-05 loss: 0.0576 (0.0576) time: 5.4677 data: 1.8784 max mem: 33370 Epoch: [11] [ 10/1319] eta: 1:18:39 lr: 3.742499848141075e-05 loss: 0.0706 (0.0785) time: 3.6055 data: 0.1779 max mem: 33370 Epoch: [11] [ 20/1319] eta: 1:15:57 lr: 3.741619018144089e-05 loss: 0.0607 (0.0790) time: 3.4103 data: 0.0078 max mem: 33370 Epoch: [11] [ 30/1319] eta: 1:14:39 lr: 3.7407381651065185e-05 loss: 0.0574 (0.0819) time: 3.4038 data: 0.0079 max mem: 33370 Epoch: [11] [ 40/1319] eta: 1:13:47 lr: 3.739857289021734e-05 loss: 0.0695 (0.0813) time: 3.4121 data: 0.0079 max mem: 33370 Epoch: [11] [ 50/1319] eta: 1:12:59 lr: 3.738976389883098e-05 loss: 0.0767 (0.0822) time: 3.4142 data: 0.0076 max mem: 33370 Epoch: [11] [ 60/1319] eta: 1:12:21 lr: 3.738095467683973e-05 loss: 0.0742 (0.0819) time: 3.4226 data: 0.0075 max mem: 33370 Epoch: [11] [ 70/1319] eta: 1:11:31 lr: 3.737214522417717e-05 loss: 0.0735 (0.0808) time: 3.3956 data: 0.0078 max mem: 33370 Epoch: [11] [ 80/1319] eta: 1:10:45 lr: 3.736333554077684e-05 loss: 0.0687 (0.0799) time: 3.3584 data: 0.0079 max mem: 33370 Epoch: [11] [ 90/1319] eta: 1:10:06 lr: 3.735452562657224e-05 loss: 0.0737 (0.0819) time: 3.3764 data: 0.0079 max mem: 33370 Epoch: [11] [ 100/1319] eta: 1:09:27 lr: 3.734571548149683e-05 loss: 0.0776 (0.0825) time: 3.3870 data: 0.0080 max mem: 33370 Epoch: [11] [ 110/1319] eta: 1:08:48 lr: 3.733690510548406e-05 loss: 0.0741 (0.0818) time: 3.3813 data: 0.0079 max mem: 33370 Epoch: [11] [ 120/1319] eta: 1:08:08 lr: 3.732809449846732e-05 loss: 0.0741 (0.0815) time: 3.3637 data: 0.0080 max mem: 33370 Epoch: [11] [ 130/1319] eta: 1:07:28 lr: 3.7319283660379954e-05 loss: 0.0654 (0.0798) time: 3.3495 data: 0.0079 max mem: 33370 Epoch: [11] [ 140/1319] eta: 1:06:50 lr: 3.7310472591155297e-05 loss: 0.0626 (0.0792) time: 3.3542 data: 0.0080 max mem: 33370 Epoch: [11] [ 150/1319] eta: 1:06:13 lr: 3.7301661290726626e-05 loss: 0.0717 (0.0789) time: 3.3570 data: 0.0081 max mem: 33370 Epoch: [11] [ 160/1319] eta: 1:05:35 lr: 3.729284975902719e-05 loss: 0.0771 (0.0792) time: 3.3518 data: 0.0081 max mem: 33370 Epoch: [11] [ 170/1319] eta: 1:05:01 lr: 3.728403799599019e-05 loss: 0.0751 (0.0788) time: 3.3736 data: 0.0082 max mem: 33370 Epoch: [11] [ 180/1319] eta: 1:04:27 lr: 3.727522600154881e-05 loss: 0.0753 (0.0798) time: 3.3930 data: 0.0080 max mem: 33370 Epoch: [11] [ 190/1319] eta: 1:03:52 lr: 3.7266413775636196e-05 loss: 0.0852 (0.0804) time: 3.3832 data: 0.0078 max mem: 33370 Epoch: [11] [ 200/1319] eta: 1:03:15 lr: 3.725760131818543e-05 loss: 0.0830 (0.0798) time: 3.3615 data: 0.0078 max mem: 33370 Epoch: [11] [ 210/1319] eta: 1:02:38 lr: 3.724878862912958e-05 loss: 0.0621 (0.0796) time: 3.3369 data: 0.0081 max mem: 33370 Epoch: [11] [ 220/1319] eta: 1:02:01 lr: 3.723997570840168e-05 loss: 0.0673 (0.0801) time: 3.3281 data: 0.0084 max mem: 33370 Epoch: [11] [ 230/1319] eta: 1:01:26 lr: 3.723116255593471e-05 loss: 0.0704 (0.0800) time: 3.3396 data: 0.0082 max mem: 33370 Epoch: [11] [ 240/1319] eta: 1:00:52 lr: 3.7222349171661633e-05 loss: 0.0788 (0.0805) time: 3.3722 data: 0.0078 max mem: 33370 Epoch: [11] [ 250/1319] eta: 1:00:14 lr: 3.721353555551535e-05 loss: 0.0778 (0.0799) time: 3.3437 data: 0.0081 max mem: 33370 Epoch: [11] [ 260/1319] eta: 0:59:39 lr: 3.720472170742875e-05 loss: 0.0722 (0.0802) time: 3.3212 data: 0.0081 max mem: 33370 Epoch: [11] [ 270/1319] eta: 0:59:03 lr: 3.719590762733466e-05 loss: 0.0862 (0.0804) time: 3.3319 data: 0.0079 max mem: 33370 Epoch: [11] [ 280/1319] eta: 0:58:28 lr: 3.718709331516589e-05 loss: 0.0820 (0.0803) time: 3.3377 data: 0.0079 max mem: 33370 Epoch: [11] [ 290/1319] eta: 0:57:55 lr: 3.7178278770855225e-05 loss: 0.0783 (0.0800) time: 3.3763 data: 0.0081 max mem: 33370 Epoch: [11] [ 300/1319] eta: 0:57:21 lr: 3.716946399433537e-05 loss: 0.0738 (0.0799) time: 3.3786 data: 0.0083 max mem: 33370 Epoch: [11] [ 310/1319] eta: 0:56:46 lr: 3.716064898553902e-05 loss: 0.0738 (0.0801) time: 3.3596 data: 0.0080 max mem: 33370 Epoch: [11] [ 320/1319] eta: 0:56:11 lr: 3.715183374439884e-05 loss: 0.0706 (0.0797) time: 3.3468 data: 0.0079 max mem: 33370 Epoch: [11] [ 330/1319] eta: 0:55:37 lr: 3.7143018270847454e-05 loss: 0.0706 (0.0796) time: 3.3391 data: 0.0082 max mem: 33370 Epoch: [11] [ 340/1319] eta: 0:55:03 lr: 3.713420256481742e-05 loss: 0.0676 (0.0795) time: 3.3541 data: 0.0080 max mem: 33370 Epoch: [11] [ 350/1319] eta: 0:54:28 lr: 3.712538662624129e-05 loss: 0.0700 (0.0793) time: 3.3537 data: 0.0078 max mem: 33370 Epoch: [11] [ 360/1319] eta: 0:53:54 lr: 3.7116570455051586e-05 loss: 0.0679 (0.0792) time: 3.3579 data: 0.0081 max mem: 33370 Epoch: [11] [ 370/1319] eta: 0:53:19 lr: 3.710775405118075e-05 loss: 0.0814 (0.0795) time: 3.3455 data: 0.0079 max mem: 33370 Epoch: [11] [ 380/1319] eta: 0:52:45 lr: 3.709893741456123e-05 loss: 0.0759 (0.0794) time: 3.3387 data: 0.0076 max mem: 33370 Epoch: [11] [ 390/1319] eta: 0:52:11 lr: 3.709012054512541e-05 loss: 0.0721 (0.0797) time: 3.3524 data: 0.0075 max mem: 33370 Epoch: [11] [ 400/1319] eta: 0:51:37 lr: 3.7081303442805645e-05 loss: 0.0730 (0.0799) time: 3.3483 data: 0.0078 max mem: 33370 Epoch: [11] [ 410/1319] eta: 0:51:01 lr: 3.7072486107534264e-05 loss: 0.0801 (0.0801) time: 3.3231 data: 0.0080 max mem: 33370 Epoch: [11] [ 420/1319] eta: 0:50:28 lr: 3.706366853924354e-05 loss: 0.0795 (0.0800) time: 3.3337 data: 0.0078 max mem: 33370 Epoch: [11] [ 430/1319] eta: 0:49:54 lr: 3.705485073786572e-05 loss: 0.0766 (0.0798) time: 3.3594 data: 0.0077 max mem: 33370 Epoch: [11] [ 440/1319] eta: 0:49:20 lr: 3.704603270333301e-05 loss: 0.0606 (0.0795) time: 3.3722 data: 0.0079 max mem: 33370 Epoch: [11] [ 450/1319] eta: 0:48:46 lr: 3.703721443557757e-05 loss: 0.0679 (0.0799) time: 3.3626 data: 0.0079 max mem: 33370 Epoch: [11] [ 460/1319] eta: 0:48:12 lr: 3.702839593453153e-05 loss: 0.0715 (0.0798) time: 3.3367 data: 0.0075 max mem: 33370 Epoch: [11] [ 470/1319] eta: 0:47:38 lr: 3.7019577200126995e-05 loss: 0.0750 (0.0801) time: 3.3561 data: 0.0074 max mem: 33370 Epoch: [11] [ 480/1319] eta: 0:47:04 lr: 3.701075823229601e-05 loss: 0.0715 (0.0801) time: 3.3514 data: 0.0076 max mem: 33370 Epoch: [11] [ 490/1319] eta: 0:46:30 lr: 3.700193903097059e-05 loss: 0.0715 (0.0802) time: 3.3451 data: 0.0082 max mem: 33370 Epoch: [11] [ 500/1319] eta: 0:45:57 lr: 3.6993119596082715e-05 loss: 0.0836 (0.0801) time: 3.3772 data: 0.0081 max mem: 33370 Epoch: [11] [ 510/1319] eta: 0:45:23 lr: 3.698429992756433e-05 loss: 0.0758 (0.0801) time: 3.3776 data: 0.0077 max mem: 33370 Epoch: [11] [ 520/1319] eta: 0:44:49 lr: 3.6975480025347336e-05 loss: 0.0801 (0.0801) time: 3.3575 data: 0.0079 max mem: 33370 Epoch: [11] [ 530/1319] eta: 0:44:16 lr: 3.69666598893636e-05 loss: 0.0801 (0.0803) time: 3.3834 data: 0.0081 max mem: 33370 Epoch: [11] [ 540/1319] eta: 0:43:42 lr: 3.695783951954495e-05 loss: 0.0876 (0.0805) time: 3.3789 data: 0.0081 max mem: 33370 Epoch: [11] [ 550/1319] eta: 0:43:08 lr: 3.694901891582318e-05 loss: 0.0864 (0.0806) time: 3.3328 data: 0.0079 max mem: 33370 Epoch: [11] [ 560/1319] eta: 0:42:34 lr: 3.694019807813003e-05 loss: 0.0818 (0.0806) time: 3.3425 data: 0.0076 max mem: 33370 Epoch: [11] [ 570/1319] eta: 0:42:01 lr: 3.6931377006397214e-05 loss: 0.0735 (0.0807) time: 3.3728 data: 0.0076 max mem: 33370 Epoch: [11] [ 580/1319] eta: 0:41:28 lr: 3.692255570055642e-05 loss: 0.0665 (0.0804) time: 3.3902 data: 0.0077 max mem: 33370 Epoch: [11] [ 590/1319] eta: 0:40:54 lr: 3.691373416053928e-05 loss: 0.0678 (0.0804) time: 3.3859 data: 0.0076 max mem: 33370 Epoch: [11] [ 600/1319] eta: 0:40:20 lr: 3.690491238627739e-05 loss: 0.0705 (0.0803) time: 3.3713 data: 0.0079 max mem: 33370 Epoch: [11] [ 610/1319] eta: 0:39:47 lr: 3.6896090377702305e-05 loss: 0.0723 (0.0805) time: 3.3655 data: 0.0082 max mem: 33370 Epoch: [11] [ 620/1319] eta: 0:39:12 lr: 3.688726813474555e-05 loss: 0.0723 (0.0805) time: 3.3365 data: 0.0083 max mem: 33370 Epoch: [11] [ 630/1319] eta: 0:38:39 lr: 3.687844565733862e-05 loss: 0.0665 (0.0805) time: 3.3316 data: 0.0079 max mem: 33370 Epoch: [11] [ 640/1319] eta: 0:38:05 lr: 3.686962294541296e-05 loss: 0.0645 (0.0802) time: 3.3428 data: 0.0075 max mem: 33370 Epoch: [11] [ 650/1319] eta: 0:37:31 lr: 3.686079999889997e-05 loss: 0.0652 (0.0810) time: 3.3784 data: 0.0079 max mem: 33370 Epoch: [11] [ 660/1319] eta: 0:36:58 lr: 3.6851976817731035e-05 loss: 0.0905 (0.0811) time: 3.3875 data: 0.0078 max mem: 33370 Epoch: [11] [ 670/1319] eta: 0:36:24 lr: 3.684315340183746e-05 loss: 0.0870 (0.0812) time: 3.3592 data: 0.0076 max mem: 33370 Epoch: [11] [ 680/1319] eta: 0:35:50 lr: 3.683432975115057e-05 loss: 0.0870 (0.0812) time: 3.3555 data: 0.0075 max mem: 33370 Epoch: [11] [ 690/1319] eta: 0:35:17 lr: 3.682550586560159e-05 loss: 0.0823 (0.0814) time: 3.3723 data: 0.0074 max mem: 33370 Epoch: [11] [ 700/1319] eta: 0:34:43 lr: 3.6816681745121755e-05 loss: 0.0823 (0.0815) time: 3.3844 data: 0.0077 max mem: 33370 Epoch: [11] [ 710/1319] eta: 0:34:10 lr: 3.680785738964223e-05 loss: 0.0805 (0.0814) time: 3.4002 data: 0.0082 max mem: 33370 Epoch: [11] [ 720/1319] eta: 0:33:36 lr: 3.679903279909417e-05 loss: 0.0692 (0.0814) time: 3.3843 data: 0.0080 max mem: 33370 Epoch: [11] [ 730/1319] eta: 0:33:03 lr: 3.679020797340866e-05 loss: 0.0726 (0.0815) time: 3.3642 data: 0.0079 max mem: 33370 Epoch: [11] [ 740/1319] eta: 0:32:29 lr: 3.678138291251678e-05 loss: 0.0802 (0.0816) time: 3.4018 data: 0.0080 max mem: 33370 Epoch: [11] [ 750/1319] eta: 0:31:56 lr: 3.677255761634953e-05 loss: 0.0790 (0.0816) time: 3.4123 data: 0.0078 max mem: 33370 Epoch: [11] [ 760/1319] eta: 0:31:23 lr: 3.6763732084837915e-05 loss: 0.0814 (0.0817) time: 3.3975 data: 0.0075 max mem: 33370 Epoch: [11] [ 770/1319] eta: 0:30:49 lr: 3.675490631791288e-05 loss: 0.0849 (0.0822) time: 3.3822 data: 0.0077 max mem: 33370 Epoch: [11] [ 780/1319] eta: 0:30:15 lr: 3.6746080315505315e-05 loss: 0.0791 (0.0821) time: 3.3707 data: 0.0077 max mem: 33370 Epoch: [11] [ 790/1319] eta: 0:29:41 lr: 3.6737254077546116e-05 loss: 0.0806 (0.0825) time: 3.3660 data: 0.0074 max mem: 33370 Epoch: [11] [ 800/1319] eta: 0:29:08 lr: 3.672842760396608e-05 loss: 0.0839 (0.0823) time: 3.3934 data: 0.0076 max mem: 33370 Epoch: [11] [ 810/1319] eta: 0:28:34 lr: 3.6719600894696026e-05 loss: 0.0792 (0.0824) time: 3.3879 data: 0.0080 max mem: 33370 Epoch: [11] [ 820/1319] eta: 0:28:01 lr: 3.6710773949666697e-05 loss: 0.0828 (0.0825) time: 3.3798 data: 0.0082 max mem: 33370 Epoch: [11] [ 830/1319] eta: 0:27:27 lr: 3.6701946768808805e-05 loss: 0.0834 (0.0827) time: 3.3756 data: 0.0078 max mem: 33370 Epoch: [11] [ 840/1319] eta: 0:26:53 lr: 3.6693119352053024e-05 loss: 0.0827 (0.0826) time: 3.3460 data: 0.0076 max mem: 33370 Epoch: [11] [ 850/1319] eta: 0:26:20 lr: 3.668429169932999e-05 loss: 0.0833 (0.0828) time: 3.3604 data: 0.0080 max mem: 33370 Epoch: [11] [ 860/1319] eta: 0:25:46 lr: 3.667546381057031e-05 loss: 0.0765 (0.0827) time: 3.3770 data: 0.0081 max mem: 33370 Epoch: [11] [ 870/1319] eta: 0:25:12 lr: 3.666663568570454e-05 loss: 0.0691 (0.0826) time: 3.3526 data: 0.0077 max mem: 33370 Epoch: [11] [ 880/1319] eta: 0:24:38 lr: 3.665780732466318e-05 loss: 0.0657 (0.0824) time: 3.3528 data: 0.0076 max mem: 33370 Epoch: [11] [ 890/1319] eta: 0:24:05 lr: 3.6648978727376724e-05 loss: 0.0708 (0.0824) time: 3.3805 data: 0.0078 max mem: 33370 Epoch: [11] [ 900/1319] eta: 0:23:31 lr: 3.664014989377562e-05 loss: 0.0708 (0.0823) time: 3.3784 data: 0.0078 max mem: 33370 Epoch: [11] [ 910/1319] eta: 0:22:57 lr: 3.663132082379026e-05 loss: 0.0657 (0.0823) time: 3.3758 data: 0.0076 max mem: 33370 Epoch: [11] [ 920/1319] eta: 0:22:24 lr: 3.6622491517351006e-05 loss: 0.0782 (0.0824) time: 3.3730 data: 0.0077 max mem: 33370 Epoch: [11] [ 930/1319] eta: 0:21:50 lr: 3.661366197438818e-05 loss: 0.0819 (0.0824) time: 3.3831 data: 0.0080 max mem: 33370 Epoch: [11] [ 940/1319] eta: 0:21:17 lr: 3.660483219483207e-05 loss: 0.0841 (0.0825) time: 3.3946 data: 0.0081 max mem: 33370 Epoch: [11] [ 950/1319] eta: 0:20:43 lr: 3.659600217861292e-05 loss: 0.0794 (0.0825) time: 3.3980 data: 0.0077 max mem: 33370 Epoch: [11] [ 960/1319] eta: 0:20:09 lr: 3.658717192566094e-05 loss: 0.0750 (0.0824) time: 3.3884 data: 0.0080 max mem: 33370 Epoch: [11] [ 970/1319] eta: 0:19:36 lr: 3.6578341435906296e-05 loss: 0.0724 (0.0824) time: 3.3732 data: 0.0082 max mem: 33370 Epoch: [11] [ 980/1319] eta: 0:19:02 lr: 3.656951070927911e-05 loss: 0.0684 (0.0823) time: 3.3849 data: 0.0074 max mem: 33370 Epoch: [11] [ 990/1319] eta: 0:18:28 lr: 3.656067974570946e-05 loss: 0.0674 (0.0823) time: 3.3887 data: 0.0076 max mem: 33370 Epoch: [11] [1000/1319] eta: 0:17:55 lr: 3.655184854512743e-05 loss: 0.0874 (0.0823) time: 3.3584 data: 0.0081 max mem: 33370 Epoch: [11] [1010/1319] eta: 0:17:21 lr: 3.654301710746299e-05 loss: 0.0706 (0.0825) time: 3.3760 data: 0.0081 max mem: 33370 Epoch: [11] [1020/1319] eta: 0:16:47 lr: 3.653418543264612e-05 loss: 0.0653 (0.0823) time: 3.3919 data: 0.0081 max mem: 33370 Epoch: [11] [1030/1319] eta: 0:16:14 lr: 3.652535352060675e-05 loss: 0.0678 (0.0824) time: 3.3628 data: 0.0078 max mem: 33370 Epoch: [11] [1040/1319] eta: 0:15:40 lr: 3.651652137127478e-05 loss: 0.0878 (0.0824) time: 3.3389 data: 0.0076 max mem: 33370 Epoch: [11] [1050/1319] eta: 0:15:06 lr: 3.6507688984580056e-05 loss: 0.0798 (0.0824) time: 3.3367 data: 0.0077 max mem: 33370 Epoch: [11] [1060/1319] eta: 0:14:32 lr: 3.649885636045239e-05 loss: 0.0741 (0.0822) time: 3.3671 data: 0.0078 max mem: 33370 Epoch: [11] [1070/1319] eta: 0:13:59 lr: 3.6490023498821546e-05 loss: 0.0570 (0.0821) time: 3.3596 data: 0.0076 max mem: 33370 Epoch: [11] [1080/1319] eta: 0:13:25 lr: 3.648119039961727e-05 loss: 0.0676 (0.0820) time: 3.3336 data: 0.0077 max mem: 33370 Epoch: [11] [1090/1319] eta: 0:12:51 lr: 3.647235706276924e-05 loss: 0.0735 (0.0821) time: 3.3566 data: 0.0079 max mem: 33370 Epoch: [11] [1100/1319] eta: 0:12:17 lr: 3.646352348820711e-05 loss: 0.0672 (0.0820) time: 3.3639 data: 0.0076 max mem: 33370 Epoch: [11] [1110/1319] eta: 0:11:44 lr: 3.6454689675860496e-05 loss: 0.0697 (0.0819) time: 3.3488 data: 0.0073 max mem: 33370 Epoch: [11] [1120/1319] eta: 0:11:10 lr: 3.6445855625658975e-05 loss: 0.0850 (0.0822) time: 3.3289 data: 0.0075 max mem: 33370 Epoch: [11] [1130/1319] eta: 0:10:36 lr: 3.643702133753208e-05 loss: 0.0771 (0.0821) time: 3.3252 data: 0.0076 max mem: 33370 Epoch: [11] [1140/1319] eta: 0:10:02 lr: 3.6428186811409296e-05 loss: 0.0761 (0.0822) time: 3.3579 data: 0.0078 max mem: 33370 Epoch: [11] [1150/1319] eta: 0:09:29 lr: 3.641935204722008e-05 loss: 0.0844 (0.0822) time: 3.3949 data: 0.0078 max mem: 33370 Epoch: [11] [1160/1319] eta: 0:08:55 lr: 3.6410517044893844e-05 loss: 0.0702 (0.0822) time: 3.4059 data: 0.0081 max mem: 33370 Epoch: [11] [1170/1319] eta: 0:08:21 lr: 3.6401681804359965e-05 loss: 0.0702 (0.0822) time: 3.3694 data: 0.0081 max mem: 33370 Epoch: [11] [1180/1319] eta: 0:07:48 lr: 3.6392846325547776e-05 loss: 0.0889 (0.0823) time: 3.3448 data: 0.0077 max mem: 33370 Epoch: [11] [1190/1319] eta: 0:07:14 lr: 3.638401060838657e-05 loss: 0.0876 (0.0824) time: 3.3547 data: 0.0075 max mem: 33370 Epoch: [11] [1200/1319] eta: 0:06:40 lr: 3.63751746528056e-05 loss: 0.0801 (0.0824) time: 3.3680 data: 0.0074 max mem: 33370 Epoch: [11] [1210/1319] eta: 0:06:07 lr: 3.636633845873407e-05 loss: 0.0849 (0.0826) time: 3.3756 data: 0.0074 max mem: 33370 Epoch: [11] [1220/1319] eta: 0:05:33 lr: 3.6357502026101176e-05 loss: 0.0973 (0.0827) time: 3.3644 data: 0.0071 max mem: 33370 Epoch: [11] [1230/1319] eta: 0:04:59 lr: 3.6348665354836024e-05 loss: 0.0961 (0.0826) time: 3.3422 data: 0.0074 max mem: 33370 Epoch: [11] [1240/1319] eta: 0:04:26 lr: 3.6339828444867725e-05 loss: 0.0756 (0.0826) time: 3.3637 data: 0.0076 max mem: 33370 Epoch: [11] [1250/1319] eta: 0:03:52 lr: 3.6330991296125324e-05 loss: 0.0739 (0.0825) time: 3.3971 data: 0.0074 max mem: 33370 Epoch: [11] [1260/1319] eta: 0:03:18 lr: 3.632215390853783e-05 loss: 0.0795 (0.0825) time: 3.4003 data: 0.0073 max mem: 33370 Epoch: [11] [1270/1319] eta: 0:02:45 lr: 3.631331628203422e-05 loss: 0.0825 (0.0825) time: 3.3969 data: 0.0076 max mem: 33370 Epoch: [11] [1280/1319] eta: 0:02:11 lr: 3.630447841654343e-05 loss: 0.0701 (0.0824) time: 3.3811 data: 0.0079 max mem: 33370 Epoch: [11] [1290/1319] eta: 0:01:37 lr: 3.629564031199434e-05 loss: 0.0687 (0.0824) time: 3.3854 data: 0.0079 max mem: 33370 Epoch: [11] [1300/1319] eta: 0:01:04 lr: 3.6286801968315816e-05 loss: 0.0799 (0.0824) time: 3.3934 data: 0.0079 max mem: 33370 Epoch: [11] [1310/1319] eta: 0:00:30 lr: 3.627796338543665e-05 loss: 0.0784 (0.0824) time: 3.3878 data: 0.0074 max mem: 33370 Epoch: [11] Total time: 1:14:05 /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( Test: [ 0/2573] eta: 2:56:12 time: 4.1090 data: 3.9945 max mem: 33370 Test: [ 100/2573] eta: 0:04:47 time: 0.0766 data: 0.0014 max mem: 33370 Test: [ 200/2573] eta: 0:03:51 time: 0.0776 data: 0.0014 max mem: 33370 Test: [ 300/2573] eta: 0:03:26 time: 0.0802 data: 0.0013 max mem: 33370 Test: [ 400/2573] eta: 0:03:10 time: 0.0800 data: 0.0014 max mem: 33370 Test: [ 500/2573] eta: 0:02:58 time: 0.0789 data: 0.0014 max mem: 33370 Test: [ 600/2573] eta: 0:02:47 time: 0.0793 data: 0.0014 max mem: 33370 Test: [ 700/2573] eta: 0:02:38 time: 0.0790 data: 0.0014 max mem: 33370 Test: [ 800/2573] eta: 0:02:28 time: 0.0836 data: 0.0015 max mem: 33370 Test: [ 900/2573] eta: 0:02:19 time: 0.0788 data: 0.0014 max mem: 33370 Test: [1000/2573] eta: 0:02:10 time: 0.0794 data: 0.0014 max mem: 33370 Test: [1100/2573] eta: 0:02:02 time: 0.0801 data: 0.0014 max mem: 33370 Test: [1200/2573] eta: 0:01:53 time: 0.0794 data: 0.0014 max mem: 33370 Test: [1300/2573] eta: 0:01:44 time: 0.0802 data: 0.0014 max mem: 33370 Test: [1400/2573] eta: 0:01:36 time: 0.0788 data: 0.0014 max mem: 33370 Test: [1500/2573] eta: 0:01:28 time: 0.0794 data: 0.0014 max mem: 33370 Test: [1600/2573] eta: 0:01:19 time: 0.0823 data: 0.0013 max mem: 33370 Test: [1700/2573] eta: 0:01:11 time: 0.0783 data: 0.0013 max mem: 33370 Test: [1800/2573] eta: 0:01:03 time: 0.0809 data: 0.0014 max mem: 33370 Test: [1900/2573] eta: 0:00:54 time: 0.0787 data: 0.0014 max mem: 33370 Test: [2000/2573] eta: 0:00:46 time: 0.0795 data: 0.0013 max mem: 33370 Test: [2100/2573] eta: 0:00:38 time: 0.0813 data: 0.0014 max mem: 33370 Test: [2200/2573] eta: 0:00:30 time: 0.0813 data: 0.0014 max mem: 33370 Test: [2300/2573] eta: 0:00:22 time: 0.0806 data: 0.0013 max mem: 33370 Test: [2400/2573] eta: 0:00:14 time: 0.0759 data: 0.0014 max mem: 33370 Test: [2500/2573] eta: 0:00:05 time: 0.0793 data: 0.0014 max mem: 33370 Test: Total time: 0:03:28 Final results: Mean IoU is 60.73 precision@0.5 = 67.99 precision@0.6 = 61.66 precision@0.7 = 53.55 precision@0.8 = 41.81 precision@0.9 = 19.22 overall IoU = 59.73 Average object IoU 60.73024296414127 Overall IoU 59.73251724243164 Better epoch: 11 /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( Epoch: [12] [ 0/1319] eta: 2:06:05 lr: 3.6270008456269996e-05 loss: 0.0617 (0.0617) time: 5.7357 data: 2.3607 max mem: 33370 Epoch: [12] [ 10/1319] eta: 1:18:14 lr: 3.6261169418713356e-05 loss: 0.0703 (0.0734) time: 3.5865 data: 0.2211 max mem: 33370 Epoch: [12] [ 20/1319] eta: 1:15:04 lr: 3.62523301417494e-05 loss: 0.0753 (0.0808) time: 3.3544 data: 0.0069 max mem: 33370 Epoch: [12] [ 30/1319] eta: 1:13:53 lr: 3.624349062530679e-05 loss: 0.0751 (0.0774) time: 3.3584 data: 0.0071 max mem: 33370 Epoch: [12] [ 40/1319] eta: 1:13:05 lr: 3.623465086931413e-05 loss: 0.0643 (0.0801) time: 3.3874 data: 0.0077 max mem: 33370 Epoch: [12] [ 50/1319] eta: 1:12:15 lr: 3.62258108737e-05 loss: 0.0626 (0.0791) time: 3.3815 data: 0.0078 max mem: 33370 Epoch: [12] [ 60/1319] eta: 1:11:30 lr: 3.621697063839292e-05 loss: 0.0740 (0.0804) time: 3.3663 data: 0.0081 max mem: 33370 Epoch: [12] [ 70/1319] eta: 1:10:53 lr: 3.6208130163321375e-05 loss: 0.0696 (0.0794) time: 3.3769 data: 0.0081 max mem: 33370 Epoch: [12] [ 80/1319] eta: 1:10:11 lr: 3.619928944841383e-05 loss: 0.0675 (0.0785) time: 3.3726 data: 0.0076 max mem: 33370 Epoch: [12] [ 90/1319] eta: 1:09:32 lr: 3.6190448493598675e-05 loss: 0.0663 (0.0795) time: 3.3570 data: 0.0076 max mem: 33370 Epoch: [12] [ 100/1319] eta: 1:08:59 lr: 3.61816072988043e-05 loss: 0.0663 (0.0803) time: 3.3810 data: 0.0076 max mem: 33370 Epoch: [12] [ 110/1319] eta: 1:08:19 lr: 3.617276586395901e-05 loss: 0.0661 (0.0793) time: 3.3712 data: 0.0075 max mem: 33370 Epoch: [12] [ 120/1319] eta: 1:07:41 lr: 3.61639241889911e-05 loss: 0.0638 (0.0775) time: 3.3452 data: 0.0077 max mem: 33370 Epoch: [12] [ 130/1319] eta: 1:07:01 lr: 3.615508227382881e-05 loss: 0.0655 (0.0785) time: 3.3369 data: 0.0078 max mem: 33370 Epoch: [12] [ 140/1319] eta: 1:06:27 lr: 3.614624011840035e-05 loss: 0.0840 (0.0788) time: 3.3509 data: 0.0079 max mem: 33370 Epoch: [12] [ 150/1319] eta: 1:05:52 lr: 3.613739772263389e-05 loss: 0.0647 (0.0777) time: 3.3705 data: 0.0080 max mem: 33370 Epoch: [12] [ 160/1319] eta: 1:05:16 lr: 3.6128555086457536e-05 loss: 0.0595 (0.0767) time: 3.3575 data: 0.0077 max mem: 33370 Epoch: [12] [ 170/1319] eta: 1:04:41 lr: 3.6119712209799373e-05 loss: 0.0613 (0.0762) time: 3.3576 data: 0.0080 max mem: 33370 Epoch: [12] [ 180/1319] eta: 1:04:08 lr: 3.6110869092587446e-05 loss: 0.0641 (0.0771) time: 3.3755 data: 0.0082 max mem: 33370 Epoch: [12] [ 190/1319] eta: 1:03:35 lr: 3.610202573474975e-05 loss: 0.0663 (0.0765) time: 3.3935 data: 0.0077 max mem: 33370 Epoch: [12] [ 200/1319] eta: 1:03:01 lr: 3.609318213621424e-05 loss: 0.0639 (0.0765) time: 3.3884 data: 0.0075 max mem: 33370 Epoch: [12] [ 210/1319] eta: 1:02:26 lr: 3.608433829690883e-05 loss: 0.0771 (0.0768) time: 3.3617 data: 0.0075 max mem: 33370 Epoch: [12] [ 220/1319] eta: 1:01:50 lr: 3.607549421676141e-05 loss: 0.0744 (0.0765) time: 3.3422 data: 0.0077 max mem: 33370 Epoch: [12] [ 230/1319] eta: 1:01:16 lr: 3.6066649895699786e-05 loss: 0.0693 (0.0762) time: 3.3599 data: 0.0078 max mem: 33370 Epoch: [12] [ 240/1319] eta: 1:00:43 lr: 3.6057805333651786e-05 loss: 0.0712 (0.0773) time: 3.3767 data: 0.0075 max mem: 33370 Epoch: [12] [ 250/1319] eta: 1:00:08 lr: 3.604896053054513e-05 loss: 0.0888 (0.0779) time: 3.3653 data: 0.0074 max mem: 33370 Epoch: [12] [ 260/1319] eta: 0:59:34 lr: 3.604011548630754e-05 loss: 0.0727 (0.0774) time: 3.3593 data: 0.0076 max mem: 33370 Epoch: [12] [ 270/1319] eta: 0:59:00 lr: 3.6031270200866694e-05 loss: 0.0667 (0.0774) time: 3.3692 data: 0.0077 max mem: 33370 Epoch: [12] [ 280/1319] eta: 0:58:26 lr: 3.6022424674150204e-05 loss: 0.0749 (0.0777) time: 3.3670 data: 0.0074 max mem: 33370 Epoch: [12] [ 290/1319] eta: 0:57:51 lr: 3.601357890608566e-05 loss: 0.0748 (0.0776) time: 3.3516 data: 0.0079 max mem: 33370 Epoch: [12] [ 300/1319] eta: 0:57:17 lr: 3.6004732896600616e-05 loss: 0.0626 (0.0774) time: 3.3621 data: 0.0083 max mem: 33370 Epoch: [12] [ 310/1319] eta: 0:56:44 lr: 3.599588664562255e-05 loss: 0.0626 (0.0773) time: 3.3870 data: 0.0079 max mem: 33370 Epoch: [12] [ 320/1319] eta: 0:56:10 lr: 3.598704015307894e-05 loss: 0.0678 (0.0771) time: 3.3768 data: 0.0078 max mem: 33370 Epoch: [12] [ 330/1319] eta: 0:55:36 lr: 3.597819341889721e-05 loss: 0.0664 (0.0768) time: 3.3586 data: 0.0075 max mem: 33370 Epoch: [12] [ 340/1319] eta: 0:55:04 lr: 3.5969346443004724e-05 loss: 0.0648 (0.0765) time: 3.3980 data: 0.0077 max mem: 33370 Epoch: [12] [ 350/1319] eta: 0:54:31 lr: 3.596049922532882e-05 loss: 0.0612 (0.0765) time: 3.4261 data: 0.0080 max mem: 33370 Epoch: [12] [ 360/1319] eta: 0:53:58 lr: 3.5951651765796805e-05 loss: 0.0650 (0.0763) time: 3.4136 data: 0.0080 max mem: 33370 Epoch: [12] [ 370/1319] eta: 0:53:23 lr: 3.594280406433592e-05 loss: 0.0649 (0.0759) time: 3.3649 data: 0.0081 max mem: 33370 Epoch: [12] [ 380/1319] eta: 0:52:48 lr: 3.593395612087339e-05 loss: 0.0702 (0.0766) time: 3.3229 data: 0.0081 max mem: 33370 Epoch: [12] [ 390/1319] eta: 0:52:14 lr: 3.5925107935336354e-05 loss: 0.0711 (0.0766) time: 3.3431 data: 0.0080 max mem: 33370 Epoch: [12] [ 400/1319] eta: 0:51:40 lr: 3.5916259507651966e-05 loss: 0.0682 (0.0767) time: 3.3612 data: 0.0076 max mem: 33370 Epoch: [12] [ 410/1319] eta: 0:51:06 lr: 3.59074108377473e-05 loss: 0.0644 (0.0766) time: 3.3671 data: 0.0077 max mem: 33370 Epoch: [12] [ 420/1319] eta: 0:50:33 lr: 3.58985619255494e-05 loss: 0.0580 (0.0765) time: 3.3910 data: 0.0078 max mem: 33370 Epoch: [12] [ 430/1319] eta: 0:49:59 lr: 3.588971277098527e-05 loss: 0.0520 (0.0760) time: 3.3822 data: 0.0080 max mem: 33370 Epoch: [12] [ 440/1319] eta: 0:49:26 lr: 3.588086337398186e-05 loss: 0.0590 (0.0761) time: 3.3807 data: 0.0077 max mem: 33370 Epoch: [12] [ 450/1319] eta: 0:48:53 lr: 3.58720137344661e-05 loss: 0.0653 (0.0760) time: 3.4055 data: 0.0076 max mem: 33370 Epoch: [12] [ 460/1319] eta: 0:48:19 lr: 3.5863163852364855e-05 loss: 0.0814 (0.0761) time: 3.3880 data: 0.0077 max mem: 33370 Epoch: [12] [ 470/1319] eta: 0:47:46 lr: 3.585431372760496e-05 loss: 0.0686 (0.0763) time: 3.3827 data: 0.0075 max mem: 33370 Epoch: [12] [ 480/1319] eta: 0:47:12 lr: 3.5845463360113225e-05 loss: 0.0602 (0.0762) time: 3.3910 data: 0.0078 max mem: 33370 Epoch: [12] [ 490/1319] eta: 0:46:38 lr: 3.583661274981637e-05 loss: 0.0649 (0.0763) time: 3.3803 data: 0.0081 max mem: 33370 Epoch: [12] [ 500/1319] eta: 0:46:04 lr: 3.582776189664111e-05 loss: 0.0658 (0.0762) time: 3.3692 data: 0.0077 max mem: 33370 Epoch: [12] [ 510/1319] eta: 0:45:30 lr: 3.581891080051412e-05 loss: 0.0622 (0.0760) time: 3.3538 data: 0.0075 max mem: 33370 Epoch: [12] [ 520/1319] eta: 0:44:56 lr: 3.5810059461362006e-05 loss: 0.0817 (0.0767) time: 3.3544 data: 0.0076 max mem: 33370 Epoch: [12] [ 530/1319] eta: 0:44:22 lr: 3.580120787911136e-05 loss: 0.0817 (0.0768) time: 3.3753 data: 0.0077 max mem: 33370 Epoch: [12] [ 540/1319] eta: 0:43:49 lr: 3.579235605368871e-05 loss: 0.0722 (0.0770) time: 3.3905 data: 0.0074 max mem: 33370 Epoch: [12] [ 550/1319] eta: 0:43:15 lr: 3.578350398502055e-05 loss: 0.0881 (0.0771) time: 3.3685 data: 0.0074 max mem: 33370 Epoch: [12] [ 560/1319] eta: 0:42:41 lr: 3.5774651673033346e-05 loss: 0.0658 (0.0770) time: 3.3418 data: 0.0078 max mem: 33370 Epoch: [12] [ 570/1319] eta: 0:42:07 lr: 3.57657991176535e-05 loss: 0.0644 (0.0771) time: 3.3445 data: 0.0078 max mem: 33370 Epoch: [12] [ 580/1319] eta: 0:41:33 lr: 3.5756946318807374e-05 loss: 0.0630 (0.0770) time: 3.3631 data: 0.0078 max mem: 33370 Epoch: [12] [ 590/1319] eta: 0:40:59 lr: 3.5748093276421306e-05 loss: 0.0681 (0.0769) time: 3.3805 data: 0.0080 max mem: 33370 Epoch: [12] [ 600/1319] eta: 0:40:25 lr: 3.573923999042157e-05 loss: 0.0653 (0.0772) time: 3.3549 data: 0.0083 max mem: 33370 Epoch: [12] [ 610/1319] eta: 0:39:51 lr: 3.573038646073439e-05 loss: 0.0653 (0.0772) time: 3.3483 data: 0.0079 max mem: 33370 Epoch: [12] [ 620/1319] eta: 0:39:17 lr: 3.5721532687286004e-05 loss: 0.0619 (0.0771) time: 3.3722 data: 0.0077 max mem: 33370 Epoch: [12] [ 630/1319] eta: 0:38:44 lr: 3.571267867000252e-05 loss: 0.0608 (0.0770) time: 3.3846 data: 0.0077 max mem: 33370 Epoch: [12] [ 640/1319] eta: 0:38:10 lr: 3.570382440881008e-05 loss: 0.0598 (0.0769) time: 3.3888 data: 0.0075 max mem: 33370 Epoch: [12] [ 650/1319] eta: 0:37:37 lr: 3.5694969903634736e-05 loss: 0.0614 (0.0769) time: 3.3811 data: 0.0078 max mem: 33370 Epoch: [12] [ 660/1319] eta: 0:37:03 lr: 3.568611515440253e-05 loss: 0.0614 (0.0768) time: 3.3758 data: 0.0079 max mem: 33370 Epoch: [12] [ 670/1319] eta: 0:36:29 lr: 3.567726016103943e-05 loss: 0.0621 (0.0768) time: 3.3672 data: 0.0079 max mem: 33370 Epoch: [12] [ 680/1319] eta: 0:35:55 lr: 3.5668404923471386e-05 loss: 0.0700 (0.0767) time: 3.3625 data: 0.0078 max mem: 33370 Epoch: [12] [ 690/1319] eta: 0:35:22 lr: 3.565954944162429e-05 loss: 0.0730 (0.0769) time: 3.3774 data: 0.0076 max mem: 33370 Epoch: [12] [ 700/1319] eta: 0:34:48 lr: 3.5650693715424005e-05 loss: 0.0724 (0.0771) time: 3.3692 data: 0.0078 max mem: 33370 Epoch: [12] [ 710/1319] eta: 0:34:14 lr: 3.564183774479633e-05 loss: 0.0600 (0.0770) time: 3.3675 data: 0.0081 max mem: 33370 Epoch: [12] [ 720/1319] eta: 0:33:40 lr: 3.563298152966704e-05 loss: 0.0503 (0.0766) time: 3.3771 data: 0.0082 max mem: 33370 Epoch: [12] [ 730/1319] eta: 0:33:06 lr: 3.562412506996187e-05 loss: 0.0503 (0.0766) time: 3.3694 data: 0.0078 max mem: 33370 Epoch: [12] [ 740/1319] eta: 0:32:33 lr: 3.561526836560649e-05 loss: 0.0685 (0.0767) time: 3.3734 data: 0.0078 max mem: 33370 Epoch: [12] [ 750/1319] eta: 0:31:59 lr: 3.560641141652653e-05 loss: 0.0686 (0.0766) time: 3.3759 data: 0.0078 max mem: 33370 Epoch: [12] [ 760/1319] eta: 0:31:25 lr: 3.5597554222647605e-05 loss: 0.0534 (0.0764) time: 3.3659 data: 0.0080 max mem: 33370 Epoch: [12] [ 770/1319] eta: 0:30:51 lr: 3.558869678389526e-05 loss: 0.0712 (0.0765) time: 3.3637 data: 0.0078 max mem: 33370 Epoch: [12] [ 780/1319] eta: 0:30:18 lr: 3.5579839100195013e-05 loss: 0.0798 (0.0766) time: 3.3623 data: 0.0078 max mem: 33370 Epoch: [12] [ 790/1319] eta: 0:29:44 lr: 3.5570981171472317e-05 loss: 0.0798 (0.0768) time: 3.3581 data: 0.0079 max mem: 33370 Epoch: [12] [ 800/1319] eta: 0:29:10 lr: 3.55621229976526e-05 loss: 0.0785 (0.0769) time: 3.3523 data: 0.0075 max mem: 33370 Epoch: [12] [ 810/1319] eta: 0:28:36 lr: 3.555326457866125e-05 loss: 0.0715 (0.0767) time: 3.3317 data: 0.0075 max mem: 33370 Epoch: [12] [ 820/1319] eta: 0:28:02 lr: 3.554440591442359e-05 loss: 0.0580 (0.0768) time: 3.3225 data: 0.0078 max mem: 33370 Epoch: [12] [ 830/1319] eta: 0:27:28 lr: 3.5535547004864924e-05 loss: 0.0580 (0.0767) time: 3.3364 data: 0.0077 max mem: 33370 Epoch: [12] [ 840/1319] eta: 0:26:54 lr: 3.552668784991049e-05 loss: 0.0557 (0.0766) time: 3.3572 data: 0.0075 max mem: 33370 Epoch: [12] [ 850/1319] eta: 0:26:20 lr: 3.551782844948551e-05 loss: 0.0610 (0.0766) time: 3.3668 data: 0.0075 max mem: 33370 Epoch: [12] [ 860/1319] eta: 0:25:46 lr: 3.550896880351513e-05 loss: 0.0635 (0.0765) time: 3.3441 data: 0.0077 max mem: 33370 Epoch: [12] [ 870/1319] eta: 0:25:13 lr: 3.550010891192448e-05 loss: 0.0665 (0.0765) time: 3.3545 data: 0.0078 max mem: 33370 Epoch: [12] [ 880/1319] eta: 0:24:39 lr: 3.549124877463863e-05 loss: 0.0674 (0.0764) time: 3.3754 data: 0.0078 max mem: 33370 Epoch: [12] [ 890/1319] eta: 0:24:05 lr: 3.548238839158261e-05 loss: 0.0686 (0.0764) time: 3.3505 data: 0.0076 max mem: 33370 Epoch: [12] [ 900/1319] eta: 0:23:31 lr: 3.5473527762681414e-05 loss: 0.0766 (0.0765) time: 3.3274 data: 0.0075 max mem: 33370 Epoch: [12] [ 910/1319] eta: 0:22:58 lr: 3.546466688785999e-05 loss: 0.0775 (0.0765) time: 3.3373 data: 0.0076 max mem: 33370 Epoch: [12] [ 920/1319] eta: 0:22:24 lr: 3.545580576704322e-05 loss: 0.0667 (0.0764) time: 3.3532 data: 0.0077 max mem: 33370 Epoch: [12] [ 930/1319] eta: 0:21:50 lr: 3.544694440015598e-05 loss: 0.0688 (0.0766) time: 3.3633 data: 0.0077 max mem: 33370 Epoch: [12] [ 940/1319] eta: 0:21:16 lr: 3.543808278712307e-05 loss: 0.0931 (0.0769) time: 3.3725 data: 0.0079 max mem: 33370 Epoch: [12] [ 950/1319] eta: 0:20:43 lr: 3.542922092786927e-05 loss: 0.0723 (0.0770) time: 3.3548 data: 0.0085 max mem: 33370 Epoch: [12] [ 960/1319] eta: 0:20:09 lr: 3.542035882231929e-05 loss: 0.0713 (0.0770) time: 3.3606 data: 0.0083 max mem: 33370 Epoch: [12] [ 970/1319] eta: 0:19:35 lr: 3.541149647039783e-05 loss: 0.0764 (0.0771) time: 3.3749 data: 0.0076 max mem: 33370 Epoch: [12] [ 980/1319] eta: 0:19:02 lr: 3.540263387202951e-05 loss: 0.0859 (0.0771) time: 3.3821 data: 0.0077 max mem: 33370 Epoch: [12] [ 990/1319] eta: 0:18:28 lr: 3.5393771027138936e-05 loss: 0.0778 (0.0772) time: 3.3685 data: 0.0079 max mem: 33370 Epoch: [12] [1000/1319] eta: 0:17:54 lr: 3.5384907935650645e-05 loss: 0.0744 (0.0771) time: 3.3505 data: 0.0078 max mem: 33370 Epoch: [12] [1010/1319] eta: 0:17:20 lr: 3.5376044597489155e-05 loss: 0.0716 (0.0773) time: 3.3629 data: 0.0080 max mem: 33370 Epoch: [12] [1020/1319] eta: 0:16:47 lr: 3.536718101257892e-05 loss: 0.0764 (0.0775) time: 3.3604 data: 0.0078 max mem: 33370 Epoch: [12] [1030/1319] eta: 0:16:13 lr: 3.5358317180844356e-05 loss: 0.0764 (0.0777) time: 3.3671 data: 0.0079 max mem: 33370 Epoch: [12] [1040/1319] eta: 0:15:39 lr: 3.5349453102209835e-05 loss: 0.0697 (0.0777) time: 3.3739 data: 0.0080 max mem: 33370 Epoch: [12] [1050/1319] eta: 0:15:06 lr: 3.534058877659969e-05 loss: 0.0607 (0.0776) time: 3.3766 data: 0.0077 max mem: 33370 Epoch: [12] [1060/1319] eta: 0:14:32 lr: 3.5331724203938196e-05 loss: 0.0648 (0.0775) time: 3.3581 data: 0.0083 max mem: 33370 Epoch: [12] [1070/1319] eta: 0:13:58 lr: 3.53228593841496e-05 loss: 0.0704 (0.0776) time: 3.3615 data: 0.0083 max mem: 33370 Epoch: [12] [1080/1319] eta: 0:13:25 lr: 3.53139943171581e-05 loss: 0.0802 (0.0777) time: 3.3688 data: 0.0079 max mem: 33370 Epoch: [12] [1090/1319] eta: 0:12:51 lr: 3.5305129002887835e-05 loss: 0.0797 (0.0777) time: 3.3488 data: 0.0077 max mem: 33370 Epoch: [12] [1100/1319] eta: 0:12:17 lr: 3.529626344126292e-05 loss: 0.0747 (0.0777) time: 3.3857 data: 0.0074 max mem: 33370 Epoch: [12] [1110/1319] eta: 0:11:44 lr: 3.5287397632207417e-05 loss: 0.0747 (0.0777) time: 3.3863 data: 0.0078 max mem: 33370 Epoch: [12] [1120/1319] eta: 0:11:10 lr: 3.527853157564535e-05 loss: 0.0679 (0.0777) time: 3.3627 data: 0.0079 max mem: 33370 Epoch: [12] [1130/1319] eta: 0:10:36 lr: 3.526966527150067e-05 loss: 0.0730 (0.0778) time: 3.3802 data: 0.0078 max mem: 33370 Epoch: [12] [1140/1319] eta: 0:10:03 lr: 3.5260798719697326e-05 loss: 0.0885 (0.0781) time: 3.3709 data: 0.0079 max mem: 33370 Epoch: [12] [1150/1319] eta: 0:09:29 lr: 3.52519319201592e-05 loss: 0.0837 (0.0781) time: 3.3457 data: 0.0076 max mem: 33370 Epoch: [12] [1160/1319] eta: 0:08:55 lr: 3.524306487281011e-05 loss: 0.0698 (0.0780) time: 3.3618 data: 0.0074 max mem: 33370 Epoch: [12] [1170/1319] eta: 0:08:21 lr: 3.523419757757387e-05 loss: 0.0613 (0.0779) time: 3.3499 data: 0.0075 max mem: 33370 Epoch: [12] [1180/1319] eta: 0:07:48 lr: 3.5225330034374235e-05 loss: 0.0669 (0.0778) time: 3.3441 data: 0.0076 max mem: 33370 Epoch: [12] [1190/1319] eta: 0:07:14 lr: 3.5216462243134885e-05 loss: 0.0669 (0.0778) time: 3.3765 data: 0.0075 max mem: 33370 Epoch: [12] [1200/1319] eta: 0:06:40 lr: 3.52075942037795e-05 loss: 0.0704 (0.0778) time: 3.3847 data: 0.0078 max mem: 33370 Epoch: [12] [1210/1319] eta: 0:06:07 lr: 3.519872591623169e-05 loss: 0.0740 (0.0778) time: 3.3946 data: 0.0078 max mem: 33370 Epoch: [12] [1220/1319] eta: 0:05:33 lr: 3.518985738041502e-05 loss: 0.0774 (0.0778) time: 3.3679 data: 0.0077 max mem: 33370 Epoch: [12] [1230/1319] eta: 0:04:59 lr: 3.518098859625303e-05 loss: 0.0696 (0.0778) time: 3.3513 data: 0.0076 max mem: 33370 Epoch: [12] [1240/1319] eta: 0:04:26 lr: 3.517211956366918e-05 loss: 0.0669 (0.0778) time: 3.3903 data: 0.0076 max mem: 33370 Epoch: [12] [1250/1319] eta: 0:03:52 lr: 3.5163250282586914e-05 loss: 0.0773 (0.0779) time: 3.3853 data: 0.0074 max mem: 33370 Epoch: [12] [1260/1319] eta: 0:03:18 lr: 3.515438075292963e-05 loss: 0.0777 (0.0779) time: 3.3684 data: 0.0075 max mem: 33370 Epoch: [12] [1270/1319] eta: 0:02:45 lr: 3.514551097462066e-05 loss: 0.0777 (0.0781) time: 3.3728 data: 0.0082 max mem: 33370 Epoch: [12] [1280/1319] eta: 0:02:11 lr: 3.513664094758331e-05 loss: 0.0817 (0.0781) time: 3.3880 data: 0.0079 max mem: 33370 Epoch: [12] [1290/1319] eta: 0:01:37 lr: 3.512777067174083e-05 loss: 0.0799 (0.0781) time: 3.3832 data: 0.0073 max mem: 33370 Epoch: [12] [1300/1319] eta: 0:01:04 lr: 3.511890014701643e-05 loss: 0.0677 (0.0780) time: 3.3745 data: 0.0077 max mem: 33370 Epoch: [12] [1310/1319] eta: 0:00:30 lr: 3.511002937333328e-05 loss: 0.0701 (0.0781) time: 3.3939 data: 0.0076 max mem: 33370 Epoch: [12] Total time: 1:14:05 /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( Test: [ 0/2573] eta: 2:53:56 time: 4.0560 data: 3.9369 max mem: 33370 Test: [ 100/2573] eta: 0:04:50 time: 0.0769 data: 0.0014 max mem: 33370 Test: [ 200/2573] eta: 0:03:55 time: 0.0801 data: 0.0015 max mem: 33370 Test: [ 300/2573] eta: 0:03:29 time: 0.0813 data: 0.0014 max mem: 33370 Test: [ 400/2573] eta: 0:03:13 time: 0.0817 data: 0.0014 max mem: 33370 Test: [ 500/2573] eta: 0:03:00 time: 0.0795 data: 0.0013 max mem: 33370 Test: [ 600/2573] eta: 0:02:49 time: 0.0808 data: 0.0015 max mem: 33370 Test: [ 700/2573] eta: 0:02:40 time: 0.0803 data: 0.0014 max mem: 33370 Test: [ 800/2573] eta: 0:02:30 time: 0.0833 data: 0.0014 max mem: 33370 Test: [ 900/2573] eta: 0:02:21 time: 0.0803 data: 0.0014 max mem: 33370 Test: [1000/2573] eta: 0:02:12 time: 0.0793 data: 0.0014 max mem: 33370 Test: [1100/2573] eta: 0:02:03 time: 0.0794 data: 0.0013 max mem: 33370 Test: [1200/2573] eta: 0:01:54 time: 0.0795 data: 0.0014 max mem: 33370 Test: [1300/2573] eta: 0:01:45 time: 0.0797 data: 0.0013 max mem: 33370 Test: [1400/2573] eta: 0:01:37 time: 0.0783 data: 0.0014 max mem: 33370 Test: [1500/2573] eta: 0:01:28 time: 0.0799 data: 0.0014 max mem: 33370 Test: [1600/2573] eta: 0:01:20 time: 0.0838 data: 0.0016 max mem: 33370 Test: [1700/2573] eta: 0:01:11 time: 0.0773 data: 0.0013 max mem: 33370 Test: [1800/2573] eta: 0:01:03 time: 0.0812 data: 0.0015 max mem: 33370 Test: [1900/2573] eta: 0:00:55 time: 0.0778 data: 0.0014 max mem: 33370 Test: [2000/2573] eta: 0:00:46 time: 0.0805 data: 0.0014 max mem: 33370 Test: [2100/2573] eta: 0:00:38 time: 0.0814 data: 0.0014 max mem: 33370 Test: [2200/2573] eta: 0:00:30 time: 0.0818 data: 0.0014 max mem: 33370 Test: [2300/2573] eta: 0:00:22 time: 0.0810 data: 0.0015 max mem: 33370 Test: [2400/2573] eta: 0:00:14 time: 0.0764 data: 0.0014 max mem: 33370 Test: [2500/2573] eta: 0:00:05 time: 0.0798 data: 0.0014 max mem: 33370 Test: Total time: 0:03:29 Final results: Mean IoU is 60.96 precision@0.5 = 67.77 precision@0.6 = 62.17 precision@0.7 = 54.47 precision@0.8 = 42.75 precision@0.9 = 19.91 overall IoU = 58.81 Average object IoU 60.95501161796288 Overall IoU 58.80502700805664 /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( Epoch: [13] [ 0/1319] eta: 3:25:31 lr: 3.510204546409517e-05 loss: 0.0774 (0.0774) time: 9.3492 data: 2.4325 max mem: 33370 Epoch: [13] [ 10/1319] eta: 1:25:44 lr: 3.509317421717855e-05 loss: 0.0675 (0.0675) time: 3.9304 data: 0.2282 max mem: 33370 Epoch: [13] [ 20/1319] eta: 1:19:17 lr: 3.50843027210801e-05 loss: 0.0645 (0.0725) time: 3.3777 data: 0.0076 max mem: 33370 Epoch: [13] [ 30/1319] eta: 1:16:32 lr: 3.5075430975722793e-05 loss: 0.0769 (0.0823) time: 3.3611 data: 0.0079 max mem: 33370 Epoch: [13] [ 40/1319] eta: 1:15:07 lr: 3.506655898102959e-05 loss: 0.0769 (0.0825) time: 3.3801 data: 0.0081 max mem: 33370 Epoch: [13] [ 50/1319] eta: 1:13:50 lr: 3.505768673692337e-05 loss: 0.0595 (0.0778) time: 3.3802 data: 0.0079 max mem: 33370 Epoch: [13] [ 60/1319] eta: 1:13:00 lr: 3.5048814243327e-05 loss: 0.0631 (0.0792) time: 3.3857 data: 0.0081 max mem: 33370 Epoch: [13] [ 70/1319] eta: 1:12:02 lr: 3.503994150016327e-05 loss: 0.0631 (0.0767) time: 3.3828 data: 0.0082 max mem: 33370 Epoch: [13] [ 80/1319] eta: 1:11:12 lr: 3.503106850735495e-05 loss: 0.0545 (0.0737) time: 3.3564 data: 0.0082 max mem: 33370 Epoch: [13] [ 90/1319] eta: 1:10:29 lr: 3.502219526482476e-05 loss: 0.0549 (0.0736) time: 3.3729 data: 0.0084 max mem: 33370 Epoch: [13] [ 100/1319] eta: 1:09:45 lr: 3.501332177249536e-05 loss: 0.0565 (0.0724) time: 3.3703 data: 0.0081 max mem: 33370 Epoch: [13] [ 110/1319] eta: 1:09:00 lr: 3.500444803028936e-05 loss: 0.0531 (0.0723) time: 3.3467 data: 0.0078 max mem: 33370 Epoch: [13] [ 120/1319] eta: 1:08:25 lr: 3.499557403812936e-05 loss: 0.0518 (0.0721) time: 3.3765 data: 0.0081 max mem: 33370 Epoch: [13] [ 130/1319] eta: 1:07:47 lr: 3.498669979593787e-05 loss: 0.0668 (0.0721) time: 3.4001 data: 0.0080 max mem: 33370 Epoch: [13] [ 140/1319] eta: 1:07:08 lr: 3.497782530363739e-05 loss: 0.0670 (0.0719) time: 3.3760 data: 0.0077 max mem: 33370 Epoch: [13] [ 150/1319] eta: 1:06:28 lr: 3.4968950561150356e-05 loss: 0.0585 (0.0719) time: 3.3528 data: 0.0075 max mem: 33370 Epoch: [13] [ 160/1319] eta: 1:05:51 lr: 3.496007556839915e-05 loss: 0.0667 (0.0727) time: 3.3586 data: 0.0077 max mem: 33370 Epoch: [13] [ 170/1319] eta: 1:05:13 lr: 3.495120032530614e-05 loss: 0.0681 (0.0728) time: 3.3626 data: 0.0078 max mem: 33370 Epoch: [13] [ 180/1319] eta: 1:04:38 lr: 3.49423248317936e-05 loss: 0.0612 (0.0729) time: 3.3709 data: 0.0076 max mem: 33370 Epoch: [13] [ 190/1319] eta: 1:03:59 lr: 3.493344908778381e-05 loss: 0.0700 (0.0733) time: 3.3534 data: 0.0077 max mem: 33370 Epoch: [13] [ 200/1319] eta: 1:03:22 lr: 3.4924573093198975e-05 loss: 0.0730 (0.0734) time: 3.3292 data: 0.0080 max mem: 33370 Epoch: [13] [ 210/1319] eta: 1:02:47 lr: 3.491569684796125e-05 loss: 0.0730 (0.0731) time: 3.3616 data: 0.0079 max mem: 33370 Epoch: [13] [ 220/1319] eta: 1:02:11 lr: 3.490682035199276e-05 loss: 0.0615 (0.0728) time: 3.3733 data: 0.0076 max mem: 33370 Epoch: [13] [ 230/1319] eta: 1:01:36 lr: 3.4897943605215565e-05 loss: 0.0621 (0.0729) time: 3.3711 data: 0.0075 max mem: 33370 Epoch: [13] [ 240/1319] eta: 1:01:04 lr: 3.488906660755169e-05 loss: 0.0621 (0.0727) time: 3.3992 data: 0.0077 max mem: 33370 Epoch: [13] [ 250/1319] eta: 1:00:29 lr: 3.4880189358923125e-05 loss: 0.0563 (0.0726) time: 3.4042 data: 0.0085 max mem: 33370 Epoch: [13] [ 260/1319] eta: 0:59:54 lr: 3.487131185925179e-05 loss: 0.0617 (0.0721) time: 3.3691 data: 0.0081 max mem: 33370 Epoch: [13] [ 270/1319] eta: 0:59:20 lr: 3.486243410845958e-05 loss: 0.0663 (0.0722) time: 3.3804 data: 0.0080 max mem: 33370 Epoch: [13] [ 280/1319] eta: 0:58:45 lr: 3.485355610646832e-05 loss: 0.0663 (0.0724) time: 3.3867 data: 0.0087 max mem: 33370 Epoch: [13] [ 290/1319] eta: 0:58:11 lr: 3.484467785319982e-05 loss: 0.0589 (0.0718) time: 3.3835 data: 0.0087 max mem: 33370 Epoch: [13] [ 300/1319] eta: 0:57:38 lr: 3.483579934857581e-05 loss: 0.0589 (0.0722) time: 3.4074 data: 0.0081 max mem: 33370 Epoch: [13] [ 310/1319] eta: 0:57:03 lr: 3.4826920592518003e-05 loss: 0.0691 (0.0722) time: 3.3830 data: 0.0077 max mem: 33370 Epoch: [13] [ 320/1319] eta: 0:56:28 lr: 3.481804158494804e-05 loss: 0.0717 (0.0727) time: 3.3528 data: 0.0080 max mem: 33370 Epoch: [13] [ 330/1319] eta: 0:55:53 lr: 3.4809162325787535e-05 loss: 0.0758 (0.0729) time: 3.3588 data: 0.0079 max mem: 33370 Epoch: [13] [ 340/1319] eta: 0:55:18 lr: 3.480028281495805e-05 loss: 0.0674 (0.0729) time: 3.3544 data: 0.0076 max mem: 33370 Epoch: [13] [ 350/1319] eta: 0:54:44 lr: 3.479140305238109e-05 loss: 0.0724 (0.0730) time: 3.3746 data: 0.0083 max mem: 33370 Epoch: [13] [ 360/1319] eta: 0:54:09 lr: 3.478252303797812e-05 loss: 0.0675 (0.0729) time: 3.3665 data: 0.0089 max mem: 33370 Epoch: [13] [ 370/1319] eta: 0:53:35 lr: 3.4773642771670566e-05 loss: 0.0560 (0.0726) time: 3.3525 data: 0.0082 max mem: 33370 Epoch: [13] [ 380/1319] eta: 0:53:01 lr: 3.47647622533798e-05 loss: 0.0537 (0.0723) time: 3.3826 data: 0.0075 max mem: 33370 Epoch: [13] [ 390/1319] eta: 0:52:27 lr: 3.475588148302715e-05 loss: 0.0645 (0.0721) time: 3.3908 data: 0.0074 max mem: 33370 Epoch: [13] [ 400/1319] eta: 0:51:53 lr: 3.474700046053388e-05 loss: 0.0635 (0.0720) time: 3.3822 data: 0.0080 max mem: 33370 Epoch: [13] [ 410/1319] eta: 0:51:18 lr: 3.473811918582123e-05 loss: 0.0682 (0.0722) time: 3.3709 data: 0.0081 max mem: 33370 Epoch: [13] [ 420/1319] eta: 0:50:44 lr: 3.47292376588104e-05 loss: 0.0678 (0.0718) time: 3.3576 data: 0.0078 max mem: 33370 Epoch: [13] [ 430/1319] eta: 0:50:09 lr: 3.472035587942251e-05 loss: 0.0655 (0.0718) time: 3.3538 data: 0.0079 max mem: 33370 Epoch: [13] [ 440/1319] eta: 0:49:36 lr: 3.4711473847578654e-05 loss: 0.0722 (0.0722) time: 3.3762 data: 0.0080 max mem: 33370 Epoch: [13] [ 450/1319] eta: 0:49:02 lr: 3.470259156319988e-05 loss: 0.0804 (0.0725) time: 3.3861 data: 0.0082 max mem: 33370 Epoch: [13] [ 460/1319] eta: 0:48:27 lr: 3.469370902620718e-05 loss: 0.0732 (0.0728) time: 3.3680 data: 0.0077 max mem: 33370 Epoch: [13] [ 470/1319] eta: 0:47:54 lr: 3.4684826236521504e-05 loss: 0.0647 (0.0726) time: 3.3793 data: 0.0078 max mem: 33370 Epoch: [13] [ 480/1319] eta: 0:47:20 lr: 3.467594319406376e-05 loss: 0.0597 (0.0723) time: 3.3873 data: 0.0084 max mem: 33370 Epoch: [13] [ 490/1319] eta: 0:46:45 lr: 3.466705989875479e-05 loss: 0.0609 (0.0728) time: 3.3507 data: 0.0081 max mem: 33370 Epoch: [13] [ 500/1319] eta: 0:46:11 lr: 3.465817635051541e-05 loss: 0.0703 (0.0727) time: 3.3508 data: 0.0078 max mem: 33370 Epoch: [13] [ 510/1319] eta: 0:45:37 lr: 3.4649292549266374e-05 loss: 0.0708 (0.0728) time: 3.3870 data: 0.0076 max mem: 33370 Epoch: [13] [ 520/1319] eta: 0:45:03 lr: 3.464040849492841e-05 loss: 0.0671 (0.0726) time: 3.3764 data: 0.0077 max mem: 33370 Epoch: [13] [ 530/1319] eta: 0:44:29 lr: 3.463152418742217e-05 loss: 0.0630 (0.0727) time: 3.3608 data: 0.0079 max mem: 33370 Epoch: [13] [ 540/1319] eta: 0:43:55 lr: 3.4622639626668276e-05 loss: 0.0577 (0.0726) time: 3.3726 data: 0.0083 max mem: 33370 Epoch: [13] [ 550/1319] eta: 0:43:21 lr: 3.461375481258729e-05 loss: 0.0584 (0.0728) time: 3.3766 data: 0.0086 max mem: 33370 Epoch: [13] [ 560/1319] eta: 0:42:47 lr: 3.460486974509975e-05 loss: 0.0662 (0.0727) time: 3.3904 data: 0.0081 max mem: 33370 Epoch: [13] [ 570/1319] eta: 0:42:14 lr: 3.4595984424126115e-05 loss: 0.0662 (0.0727) time: 3.3981 data: 0.0079 max mem: 33370 Epoch: [13] [ 580/1319] eta: 0:41:40 lr: 3.458709884958682e-05 loss: 0.0696 (0.0726) time: 3.3909 data: 0.0079 max mem: 33370 Epoch: [13] [ 590/1319] eta: 0:41:06 lr: 3.457821302140224e-05 loss: 0.0634 (0.0726) time: 3.3618 data: 0.0080 max mem: 33370 Epoch: [13] [ 600/1319] eta: 0:40:32 lr: 3.456932693949272e-05 loss: 0.0611 (0.0726) time: 3.3590 data: 0.0083 max mem: 33370 Epoch: [13] [ 610/1319] eta: 0:39:58 lr: 3.456044060377853e-05 loss: 0.0759 (0.0729) time: 3.3732 data: 0.0080 max mem: 33370 Epoch: [13] [ 620/1319] eta: 0:39:24 lr: 3.455155401417991e-05 loss: 0.0774 (0.0730) time: 3.3779 data: 0.0078 max mem: 33370 Epoch: [13] [ 630/1319] eta: 0:38:50 lr: 3.4542667170617054e-05 loss: 0.0611 (0.0728) time: 3.3800 data: 0.0079 max mem: 33370 Epoch: [13] [ 640/1319] eta: 0:38:16 lr: 3.453378007301009e-05 loss: 0.0596 (0.0730) time: 3.3576 data: 0.0080 max mem: 33370 Epoch: [13] [ 650/1319] eta: 0:37:42 lr: 3.4524892721279126e-05 loss: 0.0635 (0.0730) time: 3.3676 data: 0.0080 max mem: 33370 Epoch: [13] [ 660/1319] eta: 0:37:08 lr: 3.4516005115344196e-05 loss: 0.0547 (0.0727) time: 3.3632 data: 0.0078 max mem: 33370 Epoch: [13] [ 670/1319] eta: 0:36:34 lr: 3.45071172551253e-05 loss: 0.0567 (0.0727) time: 3.3673 data: 0.0078 max mem: 33370 Epoch: [13] [ 680/1319] eta: 0:36:00 lr: 3.4498229140542384e-05 loss: 0.0594 (0.0728) time: 3.3971 data: 0.0078 max mem: 33370 Epoch: [13] [ 690/1319] eta: 0:35:26 lr: 3.448934077151535e-05 loss: 0.0599 (0.0728) time: 3.3671 data: 0.0077 max mem: 33370 Epoch: [13] [ 700/1319] eta: 0:34:52 lr: 3.448045214796405e-05 loss: 0.0739 (0.0730) time: 3.3581 data: 0.0079 max mem: 33370 Epoch: [13] [ 710/1319] eta: 0:34:19 lr: 3.447156326980829e-05 loss: 0.0794 (0.0730) time: 3.3783 data: 0.0081 max mem: 33370 Epoch: [13] [ 720/1319] eta: 0:33:45 lr: 3.446267413696782e-05 loss: 0.0788 (0.0730) time: 3.3765 data: 0.0077 max mem: 33370 Epoch: [13] [ 730/1319] eta: 0:33:11 lr: 3.445378474936235e-05 loss: 0.0626 (0.0730) time: 3.3816 data: 0.0076 max mem: 33370 Epoch: [13] [ 740/1319] eta: 0:32:37 lr: 3.444489510691154e-05 loss: 0.0712 (0.0733) time: 3.3882 data: 0.0078 max mem: 33370 Epoch: [13] [ 750/1319] eta: 0:32:03 lr: 3.443600520953501e-05 loss: 0.0720 (0.0733) time: 3.3829 data: 0.0078 max mem: 33370 Epoch: [13] [ 760/1319] eta: 0:31:29 lr: 3.4427115057152303e-05 loss: 0.0682 (0.0733) time: 3.3753 data: 0.0079 max mem: 33370 Epoch: [13] [ 770/1319] eta: 0:30:55 lr: 3.441822464968295e-05 loss: 0.0668 (0.0733) time: 3.3470 data: 0.0081 max mem: 33370 Epoch: [13] [ 780/1319] eta: 0:30:21 lr: 3.44093339870464e-05 loss: 0.0630 (0.0732) time: 3.3446 data: 0.0080 max mem: 33370 Epoch: [13] [ 790/1319] eta: 0:29:47 lr: 3.4400443069162084e-05 loss: 0.0630 (0.0732) time: 3.3530 data: 0.0079 max mem: 33370 Epoch: [13] [ 800/1319] eta: 0:29:13 lr: 3.439155189594936e-05 loss: 0.0706 (0.0732) time: 3.3604 data: 0.0081 max mem: 33370 Epoch: [13] [ 810/1319] eta: 0:28:40 lr: 3.4382660467327555e-05 loss: 0.0683 (0.0732) time: 3.3791 data: 0.0078 max mem: 33370 Epoch: [13] [ 820/1319] eta: 0:28:06 lr: 3.437376878321594e-05 loss: 0.0647 (0.0732) time: 3.3574 data: 0.0082 max mem: 33370 Epoch: [13] [ 830/1319] eta: 0:27:32 lr: 3.436487684353372e-05 loss: 0.0650 (0.0735) time: 3.3425 data: 0.0087 max mem: 33370 Epoch: [13] [ 840/1319] eta: 0:26:58 lr: 3.435598464820009e-05 loss: 0.0628 (0.0735) time: 3.3475 data: 0.0083 max mem: 33370 Epoch: [13] [ 850/1319] eta: 0:26:24 lr: 3.434709219713417e-05 loss: 0.0624 (0.0734) time: 3.3690 data: 0.0080 max mem: 33370 Epoch: [13] [ 860/1319] eta: 0:25:50 lr: 3.433819949025503e-05 loss: 0.0624 (0.0734) time: 3.3801 data: 0.0076 max mem: 33370 Epoch: [13] [ 870/1319] eta: 0:25:16 lr: 3.432930652748169e-05 loss: 0.0583 (0.0733) time: 3.3625 data: 0.0080 max mem: 33370 Epoch: [13] [ 880/1319] eta: 0:24:42 lr: 3.432041330873315e-05 loss: 0.0560 (0.0733) time: 3.3501 data: 0.0083 max mem: 33370 Epoch: [13] [ 890/1319] eta: 0:24:09 lr: 3.4311519833928315e-05 loss: 0.0566 (0.0733) time: 3.3784 data: 0.0079 max mem: 33370 Epoch: [13] [ 900/1319] eta: 0:23:35 lr: 3.430262610298607e-05 loss: 0.0635 (0.0735) time: 3.3902 data: 0.0081 max mem: 33370 Epoch: [13] [ 910/1319] eta: 0:23:01 lr: 3.429373211582526e-05 loss: 0.0575 (0.0734) time: 3.3724 data: 0.0080 max mem: 33370 Epoch: [13] [ 920/1319] eta: 0:22:27 lr: 3.428483787236465e-05 loss: 0.0636 (0.0733) time: 3.3620 data: 0.0077 max mem: 33370 Epoch: [13] [ 930/1319] eta: 0:21:53 lr: 3.4275943372522975e-05 loss: 0.0748 (0.0734) time: 3.3607 data: 0.0078 max mem: 33370 Epoch: [13] [ 940/1319] eta: 0:21:19 lr: 3.426704861621893e-05 loss: 0.0560 (0.0734) time: 3.3594 data: 0.0080 max mem: 33370 Epoch: [13] [ 950/1319] eta: 0:20:46 lr: 3.4258153603371135e-05 loss: 0.0560 (0.0736) time: 3.3630 data: 0.0076 max mem: 33370 Epoch: [13] [ 960/1319] eta: 0:20:12 lr: 3.424925833389819e-05 loss: 0.0586 (0.0736) time: 3.3679 data: 0.0075 max mem: 33370 Epoch: [13] [ 970/1319] eta: 0:19:38 lr: 3.424036280771861e-05 loss: 0.0593 (0.0737) time: 3.3513 data: 0.0081 max mem: 33370 Epoch: [13] [ 980/1319] eta: 0:19:04 lr: 3.42314670247509e-05 loss: 0.0738 (0.0738) time: 3.3452 data: 0.0080 max mem: 33370 Epoch: [13] [ 990/1319] eta: 0:18:30 lr: 3.422257098491348e-05 loss: 0.0763 (0.0738) time: 3.3613 data: 0.0078 max mem: 33370 Epoch: [13] [1000/1319] eta: 0:17:56 lr: 3.4213674688124745e-05 loss: 0.0712 (0.0739) time: 3.3606 data: 0.0077 max mem: 33370 Epoch: [13] [1010/1319] eta: 0:17:23 lr: 3.420477813430303e-05 loss: 0.0625 (0.0737) time: 3.3645 data: 0.0073 max mem: 33370 Epoch: [13] [1020/1319] eta: 0:16:49 lr: 3.419588132336663e-05 loss: 0.0625 (0.0739) time: 3.3834 data: 0.0072 max mem: 33370 Epoch: [13] [1030/1319] eta: 0:16:15 lr: 3.418698425523378e-05 loss: 0.0611 (0.0738) time: 3.3802 data: 0.0076 max mem: 33370 Epoch: [13] [1040/1319] eta: 0:15:41 lr: 3.417808692982266e-05 loss: 0.0553 (0.0737) time: 3.3769 data: 0.0080 max mem: 33370 Epoch: [13] [1050/1319] eta: 0:15:08 lr: 3.4169189347051416e-05 loss: 0.0555 (0.0738) time: 3.3928 data: 0.0079 max mem: 33370 Epoch: [13] [1060/1319] eta: 0:14:34 lr: 3.416029150683815e-05 loss: 0.0706 (0.0738) time: 3.4118 data: 0.0079 max mem: 33370 Epoch: [13] [1070/1319] eta: 0:14:00 lr: 3.4151393409100875e-05 loss: 0.0761 (0.0740) time: 3.3906 data: 0.0080 max mem: 33370 Epoch: [13] [1080/1319] eta: 0:13:27 lr: 3.41424950537576e-05 loss: 0.0761 (0.0741) time: 3.3644 data: 0.0079 max mem: 33370 Epoch: [13] [1090/1319] eta: 0:12:53 lr: 3.413359644072625e-05 loss: 0.0708 (0.0741) time: 3.3616 data: 0.0080 max mem: 33370 Epoch: [13] [1100/1319] eta: 0:12:19 lr: 3.412469756992473e-05 loss: 0.0643 (0.0740) time: 3.3732 data: 0.0082 max mem: 33370 Epoch: [13] [1110/1319] eta: 0:11:45 lr: 3.411579844127087e-05 loss: 0.0613 (0.0739) time: 3.4026 data: 0.0081 max mem: 33370 Epoch: [13] [1120/1319] eta: 0:11:12 lr: 3.410689905468246e-05 loss: 0.0600 (0.0738) time: 3.3985 data: 0.0075 max mem: 33370 Epoch: [13] [1130/1319] eta: 0:10:38 lr: 3.409799941007725e-05 loss: 0.0604 (0.0738) time: 3.3715 data: 0.0073 max mem: 33370 Epoch: [13] [1140/1319] eta: 0:10:04 lr: 3.408909950737292e-05 loss: 0.0571 (0.0737) time: 3.3538 data: 0.0077 max mem: 33370 Epoch: [13] [1150/1319] eta: 0:09:30 lr: 3.4080199346487104e-05 loss: 0.0552 (0.0737) time: 3.3433 data: 0.0078 max mem: 33370 Epoch: [13] [1160/1319] eta: 0:08:56 lr: 3.4071298927337405e-05 loss: 0.0708 (0.0737) time: 3.3517 data: 0.0077 max mem: 33370 Epoch: [13] [1170/1319] eta: 0:08:23 lr: 3.406239824984136e-05 loss: 0.0788 (0.0739) time: 3.3617 data: 0.0079 max mem: 33370 Epoch: [13] [1180/1319] eta: 0:07:49 lr: 3.405349731391645e-05 loss: 0.0620 (0.0738) time: 3.3554 data: 0.0078 max mem: 33370 Epoch: [13] [1190/1319] eta: 0:07:15 lr: 3.404459611948011e-05 loss: 0.0613 (0.0738) time: 3.3699 data: 0.0074 max mem: 33370 Epoch: [13] [1200/1319] eta: 0:06:41 lr: 3.4035694666449745e-05 loss: 0.0646 (0.0737) time: 3.4003 data: 0.0074 max mem: 33370 Epoch: [13] [1210/1319] eta: 0:06:07 lr: 3.402679295474268e-05 loss: 0.0563 (0.0737) time: 3.3832 data: 0.0076 max mem: 33370 Epoch: [13] [1220/1319] eta: 0:05:34 lr: 3.401789098427621e-05 loss: 0.0685 (0.0738) time: 3.3551 data: 0.0078 max mem: 33370 Epoch: [13] [1230/1319] eta: 0:05:00 lr: 3.400898875496756e-05 loss: 0.0644 (0.0737) time: 3.3416 data: 0.0079 max mem: 33370 Epoch: [13] [1240/1319] eta: 0:04:26 lr: 3.400008626673392e-05 loss: 0.0594 (0.0736) time: 3.3431 data: 0.0077 max mem: 33370 Epoch: [13] [1250/1319] eta: 0:03:52 lr: 3.399118351949243e-05 loss: 0.0613 (0.0736) time: 3.3446 data: 0.0079 max mem: 33370 Epoch: [13] [1260/1319] eta: 0:03:19 lr: 3.398228051316017e-05 loss: 0.0650 (0.0736) time: 3.3399 data: 0.0079 max mem: 33370 Epoch: [13] [1270/1319] eta: 0:02:45 lr: 3.397337724765419e-05 loss: 0.0732 (0.0737) time: 3.3490 data: 0.0076 max mem: 33370 Epoch: [13] [1280/1319] eta: 0:02:11 lr: 3.396447372289146e-05 loss: 0.0749 (0.0737) time: 3.3685 data: 0.0077 max mem: 33370 Epoch: [13] [1290/1319] eta: 0:01:37 lr: 3.395556993878891e-05 loss: 0.0705 (0.0739) time: 3.3723 data: 0.0080 max mem: 33370 Epoch: [13] [1300/1319] eta: 0:01:04 lr: 3.394666589526343e-05 loss: 0.0614 (0.0739) time: 3.3621 data: 0.0078 max mem: 33370 Epoch: [13] [1310/1319] eta: 0:00:30 lr: 3.393776159223184e-05 loss: 0.0576 (0.0737) time: 3.3531 data: 0.0075 max mem: 33370 Epoch: [13] Total time: 1:14:11 /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( Test: [ 0/2573] eta: 3:04:08 time: 4.2940 data: 4.2118 max mem: 33370 Test: [ 100/2573] eta: 0:04:50 time: 0.0753 data: 0.0015 max mem: 33370 Test: [ 200/2573] eta: 0:03:52 time: 0.0776 data: 0.0014 max mem: 33370 Test: [ 300/2573] eta: 0:03:25 time: 0.0788 data: 0.0013 max mem: 33370 Test: [ 400/2573] eta: 0:03:09 time: 0.0791 data: 0.0015 max mem: 33370 Test: [ 500/2573] eta: 0:02:56 time: 0.0772 data: 0.0014 max mem: 33370 Test: [ 600/2573] eta: 0:02:45 time: 0.0774 data: 0.0014 max mem: 33370 Test: [ 700/2573] eta: 0:02:36 time: 0.0775 data: 0.0014 max mem: 33370 Test: [ 800/2573] eta: 0:02:26 time: 0.0813 data: 0.0015 max mem: 33370 Test: [ 900/2573] eta: 0:02:17 time: 0.0779 data: 0.0014 max mem: 33370 Test: [1000/2573] eta: 0:02:09 time: 0.0781 data: 0.0014 max mem: 33370 Test: [1100/2573] eta: 0:02:00 time: 0.0781 data: 0.0014 max mem: 33370 Test: [1200/2573] eta: 0:01:51 time: 0.0795 data: 0.0015 max mem: 33370 Test: [1300/2573] eta: 0:01:43 time: 0.0794 data: 0.0013 max mem: 33370 Test: [1400/2573] eta: 0:01:35 time: 0.0773 data: 0.0014 max mem: 33370 Test: [1500/2573] eta: 0:01:26 time: 0.0791 data: 0.0014 max mem: 33370 Test: [1600/2573] eta: 0:01:18 time: 0.0823 data: 0.0014 max mem: 33370 Test: [1700/2573] eta: 0:01:10 time: 0.0777 data: 0.0014 max mem: 33370 Test: [1800/2573] eta: 0:01:02 time: 0.0807 data: 0.0014 max mem: 33370 Test: [1900/2573] eta: 0:00:54 time: 0.0786 data: 0.0014 max mem: 33370 Test: [2000/2573] eta: 0:00:46 time: 0.0797 data: 0.0014 max mem: 33370 Test: [2100/2573] eta: 0:00:38 time: 0.0817 data: 0.0014 max mem: 33370 Test: [2200/2573] eta: 0:00:29 time: 0.0809 data: 0.0014 max mem: 33370 Test: [2300/2573] eta: 0:00:21 time: 0.0805 data: 0.0014 max mem: 33370 Test: [2400/2573] eta: 0:00:13 time: 0.0771 data: 0.0014 max mem: 33370 Test: [2500/2573] eta: 0:00:05 time: 0.0803 data: 0.0015 max mem: 33370 Test: Total time: 0:03:27 Final results: Mean IoU is 61.66 precision@0.5 = 68.73 precision@0.6 = 63.17 precision@0.7 = 55.33 precision@0.8 = 44.22 precision@0.9 = 20.98 overall IoU = 59.77 Average object IoU 61.65872751975665 Overall IoU 59.766357421875 Better epoch: 13 /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( Epoch: [14] [ 0/1319] eta: 1:59:51 lr: 3.392974749755691e-05 loss: 0.0427 (0.0427) time: 5.4520 data: 1.9240 max mem: 33370 Epoch: [14] [ 10/1319] eta: 1:18:04 lr: 3.392084270123441e-05 loss: 0.0576 (0.0558) time: 3.5790 data: 0.1825 max mem: 33370 Epoch: [14] [ 20/1319] eta: 1:15:15 lr: 3.391193764516433e-05 loss: 0.0669 (0.0695) time: 3.3772 data: 0.0074 max mem: 33370 Epoch: [14] [ 30/1319] eta: 1:14:19 lr: 3.3903032329263314e-05 loss: 0.0719 (0.0702) time: 3.3940 data: 0.0075 max mem: 33370 Epoch: [14] [ 40/1319] eta: 1:13:21 lr: 3.389412675344791e-05 loss: 0.0752 (0.0717) time: 3.4045 data: 0.0085 max mem: 33370 Epoch: [14] [ 50/1319] eta: 1:12:21 lr: 3.388522091763468e-05 loss: 0.0746 (0.0700) time: 3.3624 data: 0.0084 max mem: 33370 Epoch: [14] [ 60/1319] eta: 1:11:42 lr: 3.387631482174009e-05 loss: 0.0606 (0.0714) time: 3.3683 data: 0.0082 max mem: 33370 Epoch: [14] [ 70/1319] eta: 1:11:00 lr: 3.386740846568057e-05 loss: 0.0570 (0.0686) time: 3.3850 data: 0.0083 max mem: 33370 Epoch: [14] [ 80/1319] eta: 1:10:16 lr: 3.385850184937249e-05 loss: 0.0515 (0.0677) time: 3.3600 data: 0.0080 max mem: 33370 Epoch: [14] [ 90/1319] eta: 1:09:45 lr: 3.3849594972732175e-05 loss: 0.0475 (0.0661) time: 3.3845 data: 0.0075 max mem: 33370 Epoch: [14] [ 100/1319] eta: 1:09:12 lr: 3.38406878356759e-05 loss: 0.0524 (0.0656) time: 3.4199 data: 0.0074 max mem: 33370 Epoch: [14] [ 110/1319] eta: 1:08:32 lr: 3.3831780438119907e-05 loss: 0.0615 (0.0662) time: 3.3835 data: 0.0076 max mem: 33370 Epoch: [14] [ 120/1319] eta: 1:08:02 lr: 3.3822872779980336e-05 loss: 0.0674 (0.0674) time: 3.3989 data: 0.0079 max mem: 33370 Epoch: [14] [ 130/1319] eta: 1:07:24 lr: 3.381396486117332e-05 loss: 0.0728 (0.0674) time: 3.4030 data: 0.0079 max mem: 33370 Epoch: [14] [ 140/1319] eta: 1:06:49 lr: 3.380505668161494e-05 loss: 0.0667 (0.0680) time: 3.3721 data: 0.0078 max mem: 33370 Epoch: [14] [ 150/1319] eta: 1:06:12 lr: 3.3796148241221185e-05 loss: 0.0649 (0.0675) time: 3.3777 data: 0.0078 max mem: 33370 Epoch: [14] [ 160/1319] eta: 1:05:37 lr: 3.378723953990804e-05 loss: 0.0582 (0.0674) time: 3.3755 data: 0.0078 max mem: 33370 Epoch: [14] [ 170/1319] eta: 1:05:01 lr: 3.3778330577591404e-05 loss: 0.0536 (0.0675) time: 3.3761 data: 0.0082 max mem: 33370 Epoch: [14] [ 180/1319] eta: 1:04:28 lr: 3.3769421354187145e-05 loss: 0.0689 (0.0679) time: 3.3875 data: 0.0084 max mem: 33370 Epoch: [14] [ 190/1319] eta: 1:03:52 lr: 3.376051186961107e-05 loss: 0.0773 (0.0700) time: 3.3867 data: 0.0080 max mem: 33370 Epoch: [14] [ 200/1319] eta: 1:03:17 lr: 3.375160212377894e-05 loss: 0.0773 (0.0705) time: 3.3687 data: 0.0077 max mem: 33370 Epoch: [14] [ 210/1319] eta: 1:02:41 lr: 3.374269211660646e-05 loss: 0.0629 (0.0699) time: 3.3583 data: 0.0079 max mem: 33370 Epoch: [14] [ 220/1319] eta: 1:02:06 lr: 3.373378184800928e-05 loss: 0.0594 (0.0697) time: 3.3629 data: 0.0080 max mem: 33370 Epoch: [14] [ 230/1319] eta: 1:01:30 lr: 3.372487131790299e-05 loss: 0.0594 (0.0698) time: 3.3666 data: 0.0078 max mem: 33370 Epoch: [14] [ 240/1319] eta: 1:00:55 lr: 3.371596052620316e-05 loss: 0.0614 (0.0706) time: 3.3553 data: 0.0077 max mem: 33370 Epoch: [14] [ 250/1319] eta: 1:00:22 lr: 3.370704947282529e-05 loss: 0.0645 (0.0705) time: 3.3858 data: 0.0079 max mem: 33370 Epoch: [14] [ 260/1319] eta: 0:59:49 lr: 3.3698138157684804e-05 loss: 0.0644 (0.0699) time: 3.4046 data: 0.0078 max mem: 33370 Epoch: [14] [ 270/1319] eta: 0:59:15 lr: 3.368922658069711e-05 loss: 0.0514 (0.0692) time: 3.3976 data: 0.0077 max mem: 33370 Epoch: [14] [ 280/1319] eta: 0:58:41 lr: 3.368031474177754e-05 loss: 0.0517 (0.0694) time: 3.3881 data: 0.0083 max mem: 33370 Epoch: [14] [ 290/1319] eta: 0:58:08 lr: 3.367140264084139e-05 loss: 0.0646 (0.0696) time: 3.4029 data: 0.0082 max mem: 33370 Epoch: [14] [ 300/1319] eta: 0:57:33 lr: 3.366249027780389e-05 loss: 0.0661 (0.0699) time: 3.3913 data: 0.0077 max mem: 33370 Epoch: [14] [ 310/1319] eta: 0:56:58 lr: 3.365357765258022e-05 loss: 0.0595 (0.0694) time: 3.3449 data: 0.0078 max mem: 33370 Epoch: [14] [ 320/1319] eta: 0:56:26 lr: 3.364466476508552e-05 loss: 0.0595 (0.0694) time: 3.3980 data: 0.0076 max mem: 33370 Epoch: [14] [ 330/1319] eta: 0:55:51 lr: 3.363575161523487e-05 loss: 0.0495 (0.0687) time: 3.4123 data: 0.0074 max mem: 33370 Epoch: [14] [ 340/1319] eta: 0:55:15 lr: 3.362683820294329e-05 loss: 0.0606 (0.0691) time: 3.3405 data: 0.0080 max mem: 33370 Epoch: [14] [ 350/1319] eta: 0:54:41 lr: 3.361792452812576e-05 loss: 0.0648 (0.0689) time: 3.3348 data: 0.0082 max mem: 33370 Epoch: [14] [ 360/1319] eta: 0:54:06 lr: 3.36090105906972e-05 loss: 0.0603 (0.0692) time: 3.3628 data: 0.0081 max mem: 33370 Epoch: [14] [ 370/1319] eta: 0:53:34 lr: 3.3600096390572475e-05 loss: 0.0669 (0.0693) time: 3.4075 data: 0.0079 max mem: 33370 Epoch: [14] [ 380/1319] eta: 0:53:00 lr: 3.3591181927666404e-05 loss: 0.0575 (0.0690) time: 3.4148 data: 0.0076 max mem: 33370 Epoch: [14] [ 390/1319] eta: 0:52:26 lr: 3.358226720189375e-05 loss: 0.0566 (0.0688) time: 3.3851 data: 0.0077 max mem: 33370 Epoch: [14] [ 400/1319] eta: 0:51:52 lr: 3.357335221316921e-05 loss: 0.0543 (0.0686) time: 3.3915 data: 0.0079 max mem: 33370 Epoch: [14] [ 410/1319] eta: 0:51:18 lr: 3.3564436961407466e-05 loss: 0.0571 (0.0687) time: 3.3698 data: 0.0081 max mem: 33370 Epoch: [14] [ 420/1319] eta: 0:50:44 lr: 3.35555214465231e-05 loss: 0.0657 (0.0690) time: 3.3686 data: 0.0082 max mem: 33370 Epoch: [14] [ 430/1319] eta: 0:50:10 lr: 3.354660566843068e-05 loss: 0.0702 (0.0691) time: 3.3840 data: 0.0078 max mem: 33370 Epoch: [14] [ 440/1319] eta: 0:49:36 lr: 3.353768962704469e-05 loss: 0.0734 (0.0693) time: 3.3724 data: 0.0077 max mem: 33370 Epoch: [14] [ 450/1319] eta: 0:49:01 lr: 3.352877332227959e-05 loss: 0.0570 (0.0690) time: 3.3568 data: 0.0081 max mem: 33370 Epoch: [14] [ 460/1319] eta: 0:48:27 lr: 3.351985675404978e-05 loss: 0.0520 (0.0689) time: 3.3643 data: 0.0079 max mem: 33370 Epoch: [14] [ 470/1319] eta: 0:47:54 lr: 3.3510939922269576e-05 loss: 0.0602 (0.0689) time: 3.4020 data: 0.0074 max mem: 33370 Epoch: [14] [ 480/1319] eta: 0:47:20 lr: 3.350202282685327e-05 loss: 0.0754 (0.0695) time: 3.3899 data: 0.0076 max mem: 33370 Epoch: [14] [ 490/1319] eta: 0:46:46 lr: 3.34931054677151e-05 loss: 0.0706 (0.0693) time: 3.3701 data: 0.0077 max mem: 33370 Epoch: [14] [ 500/1319] eta: 0:46:11 lr: 3.3484187844769246e-05 loss: 0.0691 (0.0693) time: 3.3645 data: 0.0078 max mem: 33370 Epoch: [14] [ 510/1319] eta: 0:45:37 lr: 3.347526995792984e-05 loss: 0.0632 (0.0692) time: 3.3616 data: 0.0080 max mem: 33370 Epoch: [14] [ 520/1319] eta: 0:45:03 lr: 3.346635180711094e-05 loss: 0.0632 (0.0692) time: 3.3724 data: 0.0080 max mem: 33370 Epoch: [14] [ 530/1319] eta: 0:44:29 lr: 3.3457433392226575e-05 loss: 0.0604 (0.0690) time: 3.3610 data: 0.0079 max mem: 33370 Epoch: [14] [ 540/1319] eta: 0:43:55 lr: 3.344851471319071e-05 loss: 0.0600 (0.0691) time: 3.3583 data: 0.0078 max mem: 33370 Epoch: [14] [ 550/1319] eta: 0:43:21 lr: 3.343959576991726e-05 loss: 0.0629 (0.0690) time: 3.3676 data: 0.0075 max mem: 33370 Epoch: [14] [ 560/1319] eta: 0:42:47 lr: 3.343067656232008e-05 loss: 0.0598 (0.0688) time: 3.3716 data: 0.0074 max mem: 33370 Epoch: [14] [ 570/1319] eta: 0:42:13 lr: 3.342175709031298e-05 loss: 0.0599 (0.0690) time: 3.3856 data: 0.0078 max mem: 33370 Epoch: [14] [ 580/1319] eta: 0:41:39 lr: 3.341283735380971e-05 loss: 0.0668 (0.0690) time: 3.3949 data: 0.0077 max mem: 33370 Epoch: [14] [ 590/1319] eta: 0:41:05 lr: 3.3403917352723954e-05 loss: 0.0624 (0.0688) time: 3.3778 data: 0.0076 max mem: 33370 Epoch: [14] [ 600/1319] eta: 0:40:32 lr: 3.339499708696938e-05 loss: 0.0607 (0.0688) time: 3.3750 data: 0.0078 max mem: 33370 Epoch: [14] [ 610/1319] eta: 0:39:57 lr: 3.3386076556459565e-05 loss: 0.0644 (0.0689) time: 3.3682 data: 0.0075 max mem: 33370 Epoch: [14] [ 620/1319] eta: 0:39:24 lr: 3.337715576110804e-05 loss: 0.0624 (0.0687) time: 3.3633 data: 0.0076 max mem: 33370 Epoch: [14] [ 630/1319] eta: 0:38:50 lr: 3.336823470082831e-05 loss: 0.0545 (0.0685) time: 3.3847 data: 0.0078 max mem: 33370 Epoch: [14] [ 640/1319] eta: 0:38:16 lr: 3.335931337553377e-05 loss: 0.0593 (0.0690) time: 3.3954 data: 0.0075 max mem: 33370 Epoch: [14] [ 650/1319] eta: 0:37:42 lr: 3.3350391785137824e-05 loss: 0.0677 (0.0695) time: 3.3955 data: 0.0075 max mem: 33370 Epoch: [14] [ 660/1319] eta: 0:37:08 lr: 3.334146992955378e-05 loss: 0.0677 (0.0694) time: 3.3771 data: 0.0080 max mem: 33370 Epoch: [14] [ 670/1319] eta: 0:36:35 lr: 3.33325478086949e-05 loss: 0.0621 (0.0695) time: 3.3775 data: 0.0079 max mem: 33370 Epoch: [14] [ 680/1319] eta: 0:36:01 lr: 3.332362542247442e-05 loss: 0.0732 (0.0698) time: 3.3755 data: 0.0081 max mem: 33370 Epoch: [14] [ 690/1319] eta: 0:35:27 lr: 3.3314702770805464e-05 loss: 0.0873 (0.0700) time: 3.3763 data: 0.0083 max mem: 33370 Epoch: [14] [ 700/1319] eta: 0:34:53 lr: 3.330577985360116e-05 loss: 0.0622 (0.0698) time: 3.3901 data: 0.0082 max mem: 33370 Epoch: [14] [ 710/1319] eta: 0:34:19 lr: 3.329685667077455e-05 loss: 0.0622 (0.0698) time: 3.3614 data: 0.0084 max mem: 33370 Epoch: [14] [ 720/1319] eta: 0:33:45 lr: 3.3287933222238623e-05 loss: 0.0657 (0.0699) time: 3.3688 data: 0.0080 max mem: 33370 Epoch: [14] [ 730/1319] eta: 0:33:11 lr: 3.327900950790632e-05 loss: 0.0680 (0.0699) time: 3.3701 data: 0.0080 max mem: 33370 Epoch: [14] [ 740/1319] eta: 0:32:37 lr: 3.327008552769054e-05 loss: 0.0609 (0.0699) time: 3.3715 data: 0.0083 max mem: 33370 Epoch: [14] [ 750/1319] eta: 0:32:04 lr: 3.32611612815041e-05 loss: 0.0687 (0.0700) time: 3.3863 data: 0.0078 max mem: 33370 Epoch: [14] [ 760/1319] eta: 0:31:30 lr: 3.325223676925979e-05 loss: 0.0648 (0.0699) time: 3.3649 data: 0.0074 max mem: 33370 Epoch: [14] [ 770/1319] eta: 0:30:55 lr: 3.324331199087032e-05 loss: 0.0613 (0.0699) time: 3.3469 data: 0.0075 max mem: 33370 Epoch: [14] [ 780/1319] eta: 0:30:22 lr: 3.323438694624837e-05 loss: 0.0627 (0.0698) time: 3.3568 data: 0.0080 max mem: 33370 Epoch: [14] [ 790/1319] eta: 0:29:48 lr: 3.322546163530654e-05 loss: 0.0592 (0.0697) time: 3.3622 data: 0.0079 max mem: 33370 Epoch: [14] [ 800/1319] eta: 0:29:14 lr: 3.32165360579574e-05 loss: 0.0525 (0.0697) time: 3.3433 data: 0.0079 max mem: 33370 Epoch: [14] [ 810/1319] eta: 0:28:39 lr: 3.320761021411345e-05 loss: 0.0670 (0.0697) time: 3.3346 data: 0.0081 max mem: 33370 Epoch: [14] [ 820/1319] eta: 0:28:05 lr: 3.3198684103687127e-05 loss: 0.0583 (0.0696) time: 3.3374 data: 0.0079 max mem: 33370 Epoch: [14] [ 830/1319] eta: 0:27:32 lr: 3.318975772659084e-05 loss: 0.0667 (0.0697) time: 3.3636 data: 0.0080 max mem: 33370 Epoch: [14] [ 840/1319] eta: 0:26:58 lr: 3.3180831082736915e-05 loss: 0.0668 (0.0696) time: 3.3597 data: 0.0078 max mem: 33370 Epoch: [14] [ 850/1319] eta: 0:26:24 lr: 3.3171904172037654e-05 loss: 0.0619 (0.0696) time: 3.3678 data: 0.0079 max mem: 33370 Epoch: [14] [ 860/1319] eta: 0:25:50 lr: 3.3162976994405264e-05 loss: 0.0670 (0.0697) time: 3.3740 data: 0.0079 max mem: 33370 Epoch: [14] [ 870/1319] eta: 0:25:16 lr: 3.315404954975194e-05 loss: 0.0603 (0.0696) time: 3.3603 data: 0.0080 max mem: 33370 Epoch: [14] [ 880/1319] eta: 0:24:42 lr: 3.314512183798977e-05 loss: 0.0590 (0.0696) time: 3.3548 data: 0.0083 max mem: 33370 Epoch: [14] [ 890/1319] eta: 0:24:08 lr: 3.3136193859030854e-05 loss: 0.0590 (0.0695) time: 3.3386 data: 0.0078 max mem: 33370 Epoch: [14] [ 900/1319] eta: 0:23:34 lr: 3.312726561278717e-05 loss: 0.0648 (0.0696) time: 3.3545 data: 0.0075 max mem: 33370 Epoch: [14] [ 910/1319] eta: 0:23:01 lr: 3.311833709917069e-05 loss: 0.0681 (0.0697) time: 3.3888 data: 0.0077 max mem: 33370 Epoch: [14] [ 920/1319] eta: 0:22:27 lr: 3.3109408318093296e-05 loss: 0.0719 (0.0698) time: 3.4004 data: 0.0078 max mem: 33370 Epoch: [14] [ 930/1319] eta: 0:21:53 lr: 3.310047926946684e-05 loss: 0.0660 (0.0696) time: 3.3740 data: 0.0078 max mem: 33370 Epoch: [14] [ 940/1319] eta: 0:21:19 lr: 3.309154995320309e-05 loss: 0.0640 (0.0697) time: 3.3610 data: 0.0075 max mem: 33370 Epoch: [14] [ 950/1319] eta: 0:20:46 lr: 3.308262036921381e-05 loss: 0.0735 (0.0698) time: 3.3651 data: 0.0076 max mem: 33370 Epoch: [14] [ 960/1319] eta: 0:20:12 lr: 3.307369051741064e-05 loss: 0.0764 (0.0699) time: 3.3473 data: 0.0077 max mem: 33370 Epoch: [14] [ 970/1319] eta: 0:19:38 lr: 3.306476039770522e-05 loss: 0.0649 (0.0698) time: 3.3730 data: 0.0075 max mem: 33370 Epoch: [14] [ 980/1319] eta: 0:19:04 lr: 3.30558300100091e-05 loss: 0.0687 (0.0699) time: 3.3981 data: 0.0075 max mem: 33370 Epoch: [14] [ 990/1319] eta: 0:18:30 lr: 3.30468993542338e-05 loss: 0.0694 (0.0700) time: 3.3549 data: 0.0075 max mem: 33370 Epoch: [14] [1000/1319] eta: 0:17:57 lr: 3.3037968430290776e-05 loss: 0.0629 (0.0699) time: 3.3571 data: 0.0075 max mem: 33370 Epoch: [14] [1010/1319] eta: 0:17:23 lr: 3.3029037238091407e-05 loss: 0.0629 (0.0700) time: 3.3861 data: 0.0074 max mem: 33370 Epoch: [14] [1020/1319] eta: 0:16:49 lr: 3.3020105777547046e-05 loss: 0.0640 (0.0700) time: 3.3581 data: 0.0075 max mem: 33370 Epoch: [14] [1030/1319] eta: 0:16:15 lr: 3.301117404856897e-05 loss: 0.0615 (0.0699) time: 3.3463 data: 0.0074 max mem: 33370 Epoch: [14] [1040/1319] eta: 0:15:42 lr: 3.300224205106842e-05 loss: 0.0579 (0.0699) time: 3.3841 data: 0.0075 max mem: 33370 Epoch: [14] [1050/1319] eta: 0:15:08 lr: 3.2993309784956545e-05 loss: 0.0675 (0.0701) time: 3.3938 data: 0.0077 max mem: 33370 Epoch: [14] [1060/1319] eta: 0:14:34 lr: 3.298437725014447e-05 loss: 0.0664 (0.0701) time: 3.3677 data: 0.0082 max mem: 33370 Epoch: [14] [1070/1319] eta: 0:14:00 lr: 3.297544444654327e-05 loss: 0.0535 (0.0700) time: 3.3662 data: 0.0084 max mem: 33370 Epoch: [14] [1080/1319] eta: 0:13:26 lr: 3.296651137406393e-05 loss: 0.0587 (0.0701) time: 3.3666 data: 0.0081 max mem: 33370 Epoch: [14] [1090/1319] eta: 0:12:53 lr: 3.2957578032617413e-05 loss: 0.0562 (0.0700) time: 3.3581 data: 0.0076 max mem: 33370 Epoch: [14] [1100/1319] eta: 0:12:19 lr: 3.29486444221146e-05 loss: 0.0633 (0.0701) time: 3.3770 data: 0.0073 max mem: 33370 Epoch: [14] [1110/1319] eta: 0:11:45 lr: 3.293971054246633e-05 loss: 0.0688 (0.0701) time: 3.3606 data: 0.0076 max mem: 33370 Epoch: [14] [1120/1319] eta: 0:11:11 lr: 3.293077639358339e-05 loss: 0.0688 (0.0702) time: 3.3271 data: 0.0081 max mem: 33370 Epoch: [14] [1130/1319] eta: 0:10:37 lr: 3.2921841975376476e-05 loss: 0.0658 (0.0701) time: 3.3455 data: 0.0082 max mem: 33370 Epoch: [14] [1140/1319] eta: 0:10:04 lr: 3.291290728775627e-05 loss: 0.0601 (0.0701) time: 3.3604 data: 0.0081 max mem: 33370 Epoch: [14] [1150/1319] eta: 0:09:30 lr: 3.290397233063338e-05 loss: 0.0572 (0.0700) time: 3.3749 data: 0.0079 max mem: 33370 Epoch: [14] [1160/1319] eta: 0:08:56 lr: 3.2895037103918356e-05 loss: 0.0529 (0.0700) time: 3.3761 data: 0.0080 max mem: 33370 Epoch: [14] [1170/1319] eta: 0:08:22 lr: 3.2886101607521696e-05 loss: 0.0633 (0.0702) time: 3.3740 data: 0.0083 max mem: 33370 Epoch: [14] [1180/1319] eta: 0:07:49 lr: 3.287716584135384e-05 loss: 0.0655 (0.0702) time: 3.3749 data: 0.0082 max mem: 33370 Epoch: [14] [1190/1319] eta: 0:07:15 lr: 3.286822980532516e-05 loss: 0.0613 (0.0704) time: 3.3505 data: 0.0079 max mem: 33370 Epoch: [14] [1200/1319] eta: 0:06:41 lr: 3.285929349934599e-05 loss: 0.0613 (0.0704) time: 3.3476 data: 0.0077 max mem: 33370 Epoch: [14] [1210/1319] eta: 0:06:07 lr: 3.28503569233266e-05 loss: 0.0556 (0.0703) time: 3.3727 data: 0.0077 max mem: 33370 Epoch: [14] [1220/1319] eta: 0:05:34 lr: 3.284142007717719e-05 loss: 0.0721 (0.0704) time: 3.3585 data: 0.0081 max mem: 33370 Epoch: [14] [1230/1319] eta: 0:05:00 lr: 3.283248296080793e-05 loss: 0.0713 (0.0704) time: 3.3625 data: 0.0080 max mem: 33370 Epoch: [14] [1240/1319] eta: 0:04:26 lr: 3.2823545574128904e-05 loss: 0.0641 (0.0704) time: 3.4134 data: 0.0075 max mem: 33370 Epoch: [14] [1250/1319] eta: 0:03:52 lr: 3.2814607917050156e-05 loss: 0.0582 (0.0704) time: 3.3986 data: 0.0080 max mem: 33370 Epoch: [14] [1260/1319] eta: 0:03:19 lr: 3.280566998948166e-05 loss: 0.0557 (0.0703) time: 3.3960 data: 0.0083 max mem: 33370 Epoch: [14] [1270/1319] eta: 0:02:45 lr: 3.2796731791333364e-05 loss: 0.0556 (0.0703) time: 3.4078 data: 0.0079 max mem: 33370 Epoch: [14] [1280/1319] eta: 0:02:11 lr: 3.278779332251511e-05 loss: 0.0603 (0.0702) time: 3.3736 data: 0.0077 max mem: 33370 Epoch: [14] [1290/1319] eta: 0:01:37 lr: 3.277885458293673e-05 loss: 0.0619 (0.0703) time: 3.3850 data: 0.0075 max mem: 33370 Epoch: [14] [1300/1319] eta: 0:01:04 lr: 3.276991557250796e-05 loss: 0.0757 (0.0703) time: 3.3785 data: 0.0077 max mem: 33370 Epoch: [14] [1310/1319] eta: 0:00:30 lr: 3.276097629113851e-05 loss: 0.0694 (0.0704) time: 3.3694 data: 0.0075 max mem: 33370 Epoch: [14] Total time: 1:14:12 /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( Test: [ 0/2573] eta: 2:54:39 time: 4.0727 data: 3.9827 max mem: 33370 Test: [ 100/2573] eta: 0:04:51 time: 0.0778 data: 0.0015 max mem: 33370 Test: [ 200/2573] eta: 0:03:54 time: 0.0792 data: 0.0014 max mem: 33370 Test: [ 300/2573] eta: 0:03:28 time: 0.0806 data: 0.0014 max mem: 33370 Test: [ 400/2573] eta: 0:03:12 time: 0.0804 data: 0.0013 max mem: 33370 Test: [ 500/2573] eta: 0:02:59 time: 0.0787 data: 0.0014 max mem: 33370 Test: [ 600/2573] eta: 0:02:48 time: 0.0793 data: 0.0014 max mem: 33370 Test: [ 700/2573] eta: 0:02:39 time: 0.0790 data: 0.0014 max mem: 33370 Test: [ 800/2573] eta: 0:02:29 time: 0.0823 data: 0.0013 max mem: 33370 Test: [ 900/2573] eta: 0:02:20 time: 0.0793 data: 0.0014 max mem: 33370 Test: [1000/2573] eta: 0:02:11 time: 0.0793 data: 0.0013 max mem: 33370 Test: [1100/2573] eta: 0:02:02 time: 0.0799 data: 0.0013 max mem: 33370 Test: [1200/2573] eta: 0:01:53 time: 0.0791 data: 0.0013 max mem: 33370 Test: [1300/2573] eta: 0:01:45 time: 0.0790 data: 0.0013 max mem: 33370 Test: [1400/2573] eta: 0:01:36 time: 0.0776 data: 0.0014 max mem: 33370 Test: [1500/2573] eta: 0:01:28 time: 0.0796 data: 0.0014 max mem: 33370 Test: [1600/2573] eta: 0:01:19 time: 0.0831 data: 0.0015 max mem: 33370 Test: [1700/2573] eta: 0:01:11 time: 0.0784 data: 0.0013 max mem: 33370 Test: [1800/2573] eta: 0:01:03 time: 0.0815 data: 0.0014 max mem: 33370 Test: [1900/2573] eta: 0:00:54 time: 0.0787 data: 0.0014 max mem: 33370 Test: [2000/2573] eta: 0:00:46 time: 0.0798 data: 0.0015 max mem: 33370 Test: [2100/2573] eta: 0:00:38 time: 0.0816 data: 0.0014 max mem: 33370 Test: [2200/2573] eta: 0:00:30 time: 0.0816 data: 0.0013 max mem: 33370 Test: [2300/2573] eta: 0:00:22 time: 0.0817 data: 0.0015 max mem: 33370 Test: [2400/2573] eta: 0:00:14 time: 0.0760 data: 0.0014 max mem: 33370 Test: [2500/2573] eta: 0:00:05 time: 0.0792 data: 0.0013 max mem: 33370 Test: Total time: 0:03:28 Final results: Mean IoU is 61.55 precision@0.5 = 68.81 precision@0.6 = 63.11 precision@0.7 = 56.33 precision@0.8 = 44.49 precision@0.9 = 20.57 overall IoU = 59.96 Average object IoU 61.54912000067756 Overall IoU 59.95973587036133 Better epoch: 14 /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( Epoch: [15] [ 0/1319] eta: 1:54:10 lr: 3.275293070617704e-05 loss: 0.1009 (0.1009) time: 5.1940 data: 1.8152 max mem: 33370 Epoch: [15] [ 10/1319] eta: 1:17:07 lr: 3.274399090977129e-05 loss: 0.0635 (0.0667) time: 3.5348 data: 0.1729 max mem: 33370 Epoch: [15] [ 20/1319] eta: 1:14:36 lr: 3.2735050842162644e-05 loss: 0.0586 (0.0654) time: 3.3589 data: 0.0081 max mem: 33370 Epoch: [15] [ 30/1319] eta: 1:13:26 lr: 3.2726110503260586e-05 loss: 0.0578 (0.0655) time: 3.3551 data: 0.0078 max mem: 33370 Epoch: [15] [ 40/1319] eta: 1:12:32 lr: 3.271716989297451e-05 loss: 0.0560 (0.0644) time: 3.3572 data: 0.0078 max mem: 33370 Epoch: [15] [ 50/1319] eta: 1:11:50 lr: 3.2708229011213794e-05 loss: 0.0639 (0.0659) time: 3.3627 data: 0.0078 max mem: 33370 Epoch: [15] [ 60/1319] eta: 1:10:56 lr: 3.269928785788772e-05 loss: 0.0651 (0.0681) time: 3.3349 data: 0.0081 max mem: 33370 Epoch: [15] [ 70/1319] eta: 1:10:17 lr: 3.2690346432905536e-05 loss: 0.0723 (0.0690) time: 3.3244 data: 0.0082 max mem: 33370 Epoch: [15] [ 80/1319] eta: 1:09:39 lr: 3.268140473617642e-05 loss: 0.0562 (0.0679) time: 3.3509 data: 0.0079 max mem: 33370 Epoch: [15] [ 90/1319] eta: 1:09:00 lr: 3.26724627676095e-05 loss: 0.0507 (0.0666) time: 3.3424 data: 0.0074 max mem: 33370 Epoch: [15] [ 100/1319] eta: 1:08:27 lr: 3.266352052711384e-05 loss: 0.0573 (0.0664) time: 3.3545 data: 0.0077 max mem: 33370 Epoch: [15] [ 110/1319] eta: 1:07:50 lr: 3.265457801459844e-05 loss: 0.0573 (0.0659) time: 3.3561 data: 0.0082 max mem: 33370 Epoch: [15] [ 120/1319] eta: 1:07:17 lr: 3.2645635229972264e-05 loss: 0.0551 (0.0656) time: 3.3587 data: 0.0082 max mem: 33370 Epoch: [15] [ 130/1319] eta: 1:06:43 lr: 3.2636692173144204e-05 loss: 0.0560 (0.0650) time: 3.3696 data: 0.0085 max mem: 33370 Epoch: [15] [ 140/1319] eta: 1:06:09 lr: 3.2627748844023084e-05 loss: 0.0526 (0.0644) time: 3.3598 data: 0.0086 max mem: 33370 Epoch: [15] [ 150/1319] eta: 1:05:36 lr: 3.261880524251768e-05 loss: 0.0555 (0.0644) time: 3.3663 data: 0.0081 max mem: 33370 Epoch: [15] [ 160/1319] eta: 1:05:01 lr: 3.260986136853672e-05 loss: 0.0694 (0.0642) time: 3.3651 data: 0.0082 max mem: 33370 Epoch: [15] [ 170/1319] eta: 1:04:28 lr: 3.2600917221988844e-05 loss: 0.0593 (0.0641) time: 3.3654 data: 0.0083 max mem: 33370 Epoch: [15] [ 180/1319] eta: 1:03:54 lr: 3.259197280278268e-05 loss: 0.0593 (0.0645) time: 3.3659 data: 0.0079 max mem: 33370 Epoch: [15] [ 190/1319] eta: 1:03:20 lr: 3.258302811082674e-05 loss: 0.0560 (0.0641) time: 3.3633 data: 0.0081 max mem: 33370 Epoch: [15] [ 200/1319] eta: 1:02:44 lr: 3.257408314602953e-05 loss: 0.0520 (0.0639) time: 3.3435 data: 0.0082 max mem: 33370 Epoch: [15] [ 210/1319] eta: 1:02:08 lr: 3.2565137908299456e-05 loss: 0.0642 (0.0646) time: 3.3172 data: 0.0077 max mem: 33370 Epoch: [15] [ 220/1319] eta: 1:01:35 lr: 3.25561923975449e-05 loss: 0.0642 (0.0646) time: 3.3500 data: 0.0078 max mem: 33370 Epoch: [15] [ 230/1319] eta: 1:01:04 lr: 3.2547246613674155e-05 loss: 0.0600 (0.0646) time: 3.3967 data: 0.0079 max mem: 33370 Epoch: [15] [ 240/1319] eta: 1:00:31 lr: 3.253830055659547e-05 loss: 0.0575 (0.0642) time: 3.3909 data: 0.0079 max mem: 33370 Epoch: [15] [ 250/1319] eta: 0:59:58 lr: 3.252935422621704e-05 loss: 0.0546 (0.0643) time: 3.3826 data: 0.0079 max mem: 33370 Epoch: [15] [ 260/1319] eta: 0:59:26 lr: 3.252040762244701e-05 loss: 0.0564 (0.0641) time: 3.3962 data: 0.0079 max mem: 33370 Epoch: [15] [ 270/1319] eta: 0:58:53 lr: 3.251146074519342e-05 loss: 0.0568 (0.0645) time: 3.4004 data: 0.0081 max mem: 33370 Epoch: [15] [ 280/1319] eta: 0:58:19 lr: 3.2502513594364305e-05 loss: 0.0561 (0.0644) time: 3.3761 data: 0.0077 max mem: 33370 Epoch: [15] [ 290/1319] eta: 0:57:47 lr: 3.2493566169867616e-05 loss: 0.0561 (0.0643) time: 3.3826 data: 0.0073 max mem: 33370 Epoch: [15] [ 300/1319] eta: 0:57:14 lr: 3.248461847161124e-05 loss: 0.0538 (0.0640) time: 3.3965 data: 0.0076 max mem: 33370 Epoch: [15] [ 310/1319] eta: 0:56:39 lr: 3.247567049950301e-05 loss: 0.0538 (0.0639) time: 3.3625 data: 0.0076 max mem: 33370 Epoch: [15] [ 320/1319] eta: 0:56:05 lr: 3.246672225345071e-05 loss: 0.0614 (0.0638) time: 3.3499 data: 0.0077 max mem: 33370 Epoch: [15] [ 330/1319] eta: 0:55:30 lr: 3.245777373336205e-05 loss: 0.0614 (0.0639) time: 3.3474 data: 0.0080 max mem: 33370 Epoch: [15] [ 340/1319] eta: 0:54:57 lr: 3.244882493914469e-05 loss: 0.0568 (0.0635) time: 3.3512 data: 0.0077 max mem: 33370 Epoch: [15] [ 350/1319] eta: 0:54:23 lr: 3.243987587070623e-05 loss: 0.0464 (0.0637) time: 3.3641 data: 0.0077 max mem: 33370 Epoch: [15] [ 360/1319] eta: 0:53:49 lr: 3.24309265279542e-05 loss: 0.0604 (0.0640) time: 3.3653 data: 0.0078 max mem: 33370 Epoch: [15] [ 370/1319] eta: 0:53:16 lr: 3.2421976910796087e-05 loss: 0.0668 (0.0638) time: 3.3755 data: 0.0078 max mem: 33370 Epoch: [15] [ 380/1319] eta: 0:52:42 lr: 3.24130270191393e-05 loss: 0.0552 (0.0638) time: 3.3688 data: 0.0079 max mem: 33370 Epoch: [15] [ 390/1319] eta: 0:52:09 lr: 3.2404076852891215e-05 loss: 0.0552 (0.0640) time: 3.3693 data: 0.0081 max mem: 33370 Epoch: [15] [ 400/1319] eta: 0:51:36 lr: 3.239512641195912e-05 loss: 0.0687 (0.0642) time: 3.3962 data: 0.0079 max mem: 33370 Epoch: [15] [ 410/1319] eta: 0:51:03 lr: 3.238617569625025e-05 loss: 0.0641 (0.0642) time: 3.4001 data: 0.0076 max mem: 33370 Epoch: [15] [ 420/1319] eta: 0:50:29 lr: 3.23772247056718e-05 loss: 0.0566 (0.0640) time: 3.3847 data: 0.0084 max mem: 33370 Epoch: [15] [ 430/1319] eta: 0:49:55 lr: 3.2368273440130875e-05 loss: 0.0585 (0.0643) time: 3.3585 data: 0.0085 max mem: 33370 Epoch: [15] [ 440/1319] eta: 0:49:21 lr: 3.235932189953454e-05 loss: 0.0574 (0.0640) time: 3.3618 data: 0.0077 max mem: 33370 Epoch: [15] [ 450/1319] eta: 0:48:48 lr: 3.23503700837898e-05 loss: 0.0577 (0.0640) time: 3.3800 data: 0.0076 max mem: 33370 Epoch: [15] [ 460/1319] eta: 0:48:15 lr: 3.234141799280359e-05 loss: 0.0624 (0.0640) time: 3.3889 data: 0.0080 max mem: 33370 Epoch: [15] [ 470/1319] eta: 0:47:41 lr: 3.2332465626482786e-05 loss: 0.0623 (0.0641) time: 3.3736 data: 0.0082 max mem: 33370 Epoch: [15] [ 480/1319] eta: 0:47:07 lr: 3.232351298473422e-05 loss: 0.0610 (0.0641) time: 3.3666 data: 0.0080 max mem: 33370 Epoch: [15] [ 490/1319] eta: 0:46:33 lr: 3.231456006746465e-05 loss: 0.0574 (0.0643) time: 3.3718 data: 0.0078 max mem: 33370 Epoch: [15] [ 500/1319] eta: 0:46:00 lr: 3.2305606874580764e-05 loss: 0.0573 (0.0645) time: 3.3737 data: 0.0077 max mem: 33370 Epoch: [15] [ 510/1319] eta: 0:45:27 lr: 3.229665340598921e-05 loss: 0.0516 (0.0646) time: 3.4035 data: 0.0081 max mem: 33370 Epoch: [15] [ 520/1319] eta: 0:44:53 lr: 3.228769966159657e-05 loss: 0.0630 (0.0647) time: 3.3863 data: 0.0082 max mem: 33370 Epoch: [15] [ 530/1319] eta: 0:44:19 lr: 3.227874564130935e-05 loss: 0.0595 (0.0648) time: 3.3489 data: 0.0077 max mem: 33370 Epoch: [15] [ 540/1319] eta: 0:43:45 lr: 3.2269791345034015e-05 loss: 0.0558 (0.0650) time: 3.3615 data: 0.0078 max mem: 33370 Epoch: [15] [ 550/1319] eta: 0:43:11 lr: 3.226083677267696e-05 loss: 0.0637 (0.0654) time: 3.3670 data: 0.0084 max mem: 33370 Epoch: [15] [ 560/1319] eta: 0:42:37 lr: 3.225188192414452e-05 loss: 0.0634 (0.0653) time: 3.3413 data: 0.0084 max mem: 33370 Epoch: [15] [ 570/1319] eta: 0:42:04 lr: 3.224292679934298e-05 loss: 0.0573 (0.0653) time: 3.3680 data: 0.0079 max mem: 33370 Epoch: [15] [ 580/1319] eta: 0:41:30 lr: 3.2233971398178544e-05 loss: 0.0590 (0.0652) time: 3.3790 data: 0.0079 max mem: 33370 Epoch: [15] [ 590/1319] eta: 0:40:57 lr: 3.2225015720557374e-05 loss: 0.0568 (0.0652) time: 3.3873 data: 0.0078 max mem: 33370 Epoch: [15] [ 600/1319] eta: 0:40:23 lr: 3.221605976638556e-05 loss: 0.0619 (0.0652) time: 3.3907 data: 0.0076 max mem: 33370 Epoch: [15] [ 610/1319] eta: 0:39:49 lr: 3.2207103535569134e-05 loss: 0.0641 (0.0653) time: 3.3731 data: 0.0077 max mem: 33370 Epoch: [15] [ 620/1319] eta: 0:39:17 lr: 3.219814702801407e-05 loss: 0.0583 (0.0655) time: 3.4199 data: 0.0077 max mem: 33370 Epoch: [15] [ 630/1319] eta: 0:38:44 lr: 3.218919024362627e-05 loss: 0.0696 (0.0659) time: 3.4632 data: 0.0079 max mem: 33370 Epoch: [15] [ 640/1319] eta: 0:38:10 lr: 3.21802331823116e-05 loss: 0.0638 (0.0658) time: 3.4226 data: 0.0078 max mem: 33370 Epoch: [15] [ 650/1319] eta: 0:37:37 lr: 3.2171275843975836e-05 loss: 0.0581 (0.0658) time: 3.3733 data: 0.0076 max mem: 33370 Epoch: [15] [ 660/1319] eta: 0:37:02 lr: 3.21623182285247e-05 loss: 0.0557 (0.0657) time: 3.3514 data: 0.0082 max mem: 33370 Epoch: [15] [ 670/1319] eta: 0:36:28 lr: 3.215336033586388e-05 loss: 0.0523 (0.0656) time: 3.3308 data: 0.0084 max mem: 33370 Epoch: [15] [ 680/1319] eta: 0:35:55 lr: 3.214440216589895e-05 loss: 0.0623 (0.0656) time: 3.3571 data: 0.0082 max mem: 33370 Epoch: [15] [ 690/1319] eta: 0:35:21 lr: 3.2135443718535476e-05 loss: 0.0549 (0.0653) time: 3.3853 data: 0.0078 max mem: 33370 Epoch: [15] [ 700/1319] eta: 0:34:47 lr: 3.212648499367893e-05 loss: 0.0497 (0.0654) time: 3.3538 data: 0.0076 max mem: 33370 Epoch: [15] [ 710/1319] eta: 0:34:13 lr: 3.211752599123473e-05 loss: 0.0602 (0.0655) time: 3.3445 data: 0.0077 max mem: 33370 Epoch: [15] [ 720/1319] eta: 0:33:39 lr: 3.210856671110825e-05 loss: 0.0602 (0.0656) time: 3.3551 data: 0.0077 max mem: 33370 Epoch: [15] [ 730/1319] eta: 0:33:05 lr: 3.2099607153204766e-05 loss: 0.0568 (0.0656) time: 3.3305 data: 0.0079 max mem: 33370 Epoch: [15] [ 740/1319] eta: 0:32:31 lr: 3.209064731742954e-05 loss: 0.0568 (0.0656) time: 3.3579 data: 0.0077 max mem: 33370 Epoch: [15] [ 750/1319] eta: 0:31:57 lr: 3.208168720368771e-05 loss: 0.0625 (0.0658) time: 3.3663 data: 0.0075 max mem: 33370 Epoch: [15] [ 760/1319] eta: 0:31:24 lr: 3.2072726811884414e-05 loss: 0.0647 (0.0658) time: 3.3684 data: 0.0073 max mem: 33370 Epoch: [15] [ 770/1319] eta: 0:30:50 lr: 3.20637661419247e-05 loss: 0.0570 (0.0658) time: 3.3820 data: 0.0077 max mem: 33370 Epoch: [15] [ 780/1319] eta: 0:30:17 lr: 3.205480519371354e-05 loss: 0.0538 (0.0657) time: 3.3919 data: 0.0081 max mem: 33370 Epoch: [15] [ 790/1319] eta: 0:29:43 lr: 3.204584396715587e-05 loss: 0.0485 (0.0655) time: 3.3763 data: 0.0079 max mem: 33370 Epoch: [15] [ 800/1319] eta: 0:29:09 lr: 3.203688246215656e-05 loss: 0.0504 (0.0656) time: 3.3665 data: 0.0081 max mem: 33370 Epoch: [15] [ 810/1319] eta: 0:28:36 lr: 3.20279206786204e-05 loss: 0.0535 (0.0654) time: 3.3807 data: 0.0080 max mem: 33370 Epoch: [15] [ 820/1319] eta: 0:28:02 lr: 3.201895861645214e-05 loss: 0.0526 (0.0653) time: 3.3768 data: 0.0077 max mem: 33370 Epoch: [15] [ 830/1319] eta: 0:27:28 lr: 3.2009996275556456e-05 loss: 0.0607 (0.0653) time: 3.3607 data: 0.0080 max mem: 33370 Epoch: [15] [ 840/1319] eta: 0:26:54 lr: 3.200103365583796e-05 loss: 0.0607 (0.0654) time: 3.3357 data: 0.0081 max mem: 33370 Epoch: [15] [ 850/1319] eta: 0:26:20 lr: 3.1992070757201206e-05 loss: 0.0658 (0.0656) time: 3.3295 data: 0.0082 max mem: 33370 Epoch: [15] [ 860/1319] eta: 0:25:46 lr: 3.198310757955068e-05 loss: 0.0639 (0.0655) time: 3.3453 data: 0.0085 max mem: 33370 Epoch: [15] [ 870/1319] eta: 0:25:13 lr: 3.197414412279081e-05 loss: 0.0563 (0.0656) time: 3.3773 data: 0.0084 max mem: 33370 Epoch: [15] [ 880/1319] eta: 0:24:39 lr: 3.196518038682597e-05 loss: 0.0534 (0.0657) time: 3.4175 data: 0.0081 max mem: 33370 Epoch: [15] [ 890/1319] eta: 0:24:06 lr: 3.1956216371560456e-05 loss: 0.0534 (0.0656) time: 3.4195 data: 0.0078 max mem: 33370 Epoch: [15] [ 900/1319] eta: 0:23:32 lr: 3.194725207689851e-05 loss: 0.0550 (0.0657) time: 3.3819 data: 0.0076 max mem: 33370 Epoch: [15] [ 910/1319] eta: 0:22:58 lr: 3.1938287502744314e-05 loss: 0.0626 (0.0657) time: 3.3731 data: 0.0078 max mem: 33370 Epoch: [15] [ 920/1319] eta: 0:22:25 lr: 3.192932264900198e-05 loss: 0.0637 (0.0658) time: 3.3456 data: 0.0081 max mem: 33370 Epoch: [15] [ 930/1319] eta: 0:21:51 lr: 3.192035751557555e-05 loss: 0.0549 (0.0656) time: 3.3319 data: 0.0077 max mem: 33370 Epoch: [15] [ 940/1319] eta: 0:21:17 lr: 3.1911392102369026e-05 loss: 0.0566 (0.0656) time: 3.3602 data: 0.0078 max mem: 33370 Epoch: [15] [ 950/1319] eta: 0:20:43 lr: 3.1902426409286326e-05 loss: 0.0601 (0.0656) time: 3.3710 data: 0.0081 max mem: 33370 Epoch: [15] [ 960/1319] eta: 0:20:10 lr: 3.189346043623133e-05 loss: 0.0612 (0.0656) time: 3.3609 data: 0.0078 max mem: 33370 Epoch: [15] [ 970/1319] eta: 0:19:36 lr: 3.1884494183107815e-05 loss: 0.0638 (0.0658) time: 3.3795 data: 0.0079 max mem: 33370 Epoch: [15] [ 980/1319] eta: 0:19:02 lr: 3.187552764981953e-05 loss: 0.0575 (0.0657) time: 3.3919 data: 0.0080 max mem: 33370 Epoch: [15] [ 990/1319] eta: 0:18:28 lr: 3.186656083627014e-05 loss: 0.0575 (0.0656) time: 3.3689 data: 0.0079 max mem: 33370 Epoch: [15] [1000/1319] eta: 0:17:55 lr: 3.1857593742363276e-05 loss: 0.0612 (0.0657) time: 3.3537 data: 0.0077 max mem: 33370 Epoch: [15] [1010/1319] eta: 0:17:21 lr: 3.184862636800246e-05 loss: 0.0516 (0.0656) time: 3.3480 data: 0.0073 max mem: 33370 Epoch: [15] [1020/1319] eta: 0:16:47 lr: 3.183965871309119e-05 loss: 0.0527 (0.0656) time: 3.3504 data: 0.0074 max mem: 33370 Epoch: [15] [1030/1319] eta: 0:16:13 lr: 3.1830690777532884e-05 loss: 0.0508 (0.0654) time: 3.3448 data: 0.0081 max mem: 33370 Epoch: [15] [1040/1319] eta: 0:15:40 lr: 3.182172256123091e-05 loss: 0.0499 (0.0654) time: 3.3422 data: 0.0080 max mem: 33370 Epoch: [15] [1050/1319] eta: 0:15:06 lr: 3.181275406408854e-05 loss: 0.0552 (0.0655) time: 3.3784 data: 0.0078 max mem: 33370 Epoch: [15] [1060/1319] eta: 0:14:32 lr: 3.180378528600901e-05 loss: 0.0669 (0.0657) time: 3.3801 data: 0.0078 max mem: 33370 Epoch: [15] [1070/1319] eta: 0:13:59 lr: 3.17948162268955e-05 loss: 0.0699 (0.0657) time: 3.3472 data: 0.0074 max mem: 33370 Epoch: [15] [1080/1319] eta: 0:13:25 lr: 3.17858468866511e-05 loss: 0.0649 (0.0657) time: 3.3773 data: 0.0076 max mem: 33370 Epoch: [15] [1090/1319] eta: 0:12:51 lr: 3.177687726517885e-05 loss: 0.0623 (0.0657) time: 3.3868 data: 0.0078 max mem: 33370 Epoch: [15] [1100/1319] eta: 0:12:18 lr: 3.1767907362381725e-05 loss: 0.0573 (0.0657) time: 3.3715 data: 0.0080 max mem: 33370 Epoch: [15] [1110/1319] eta: 0:11:44 lr: 3.175893717816263e-05 loss: 0.0541 (0.0656) time: 3.3740 data: 0.0080 max mem: 33370 Epoch: [15] [1120/1319] eta: 0:11:10 lr: 3.174996671242443e-05 loss: 0.0568 (0.0656) time: 3.3930 data: 0.0078 max mem: 33370 Epoch: [15] [1130/1319] eta: 0:10:37 lr: 3.1740995965069895e-05 loss: 0.0568 (0.0655) time: 3.4066 data: 0.0077 max mem: 33370 Epoch: [15] [1140/1319] eta: 0:10:03 lr: 3.173202493600174e-05 loss: 0.0570 (0.0654) time: 3.3880 data: 0.0077 max mem: 33370 Epoch: [15] [1150/1319] eta: 0:09:29 lr: 3.172305362512263e-05 loss: 0.0611 (0.0654) time: 3.3680 data: 0.0077 max mem: 33370 Epoch: [15] [1160/1319] eta: 0:08:55 lr: 3.171408203233514e-05 loss: 0.0673 (0.0655) time: 3.3775 data: 0.0078 max mem: 33370 Epoch: [15] [1170/1319] eta: 0:08:22 lr: 3.170511015754181e-05 loss: 0.0701 (0.0657) time: 3.4000 data: 0.0078 max mem: 33370 Epoch: [15] [1180/1319] eta: 0:07:48 lr: 3.16961380006451e-05 loss: 0.0621 (0.0657) time: 3.3833 data: 0.0078 max mem: 33370 Epoch: [15] [1190/1319] eta: 0:07:14 lr: 3.16871655615474e-05 loss: 0.0506 (0.0656) time: 3.3711 data: 0.0080 max mem: 33370 Epoch: [15] [1200/1319] eta: 0:06:41 lr: 3.1678192840151044e-05 loss: 0.0521 (0.0656) time: 3.3830 data: 0.0081 max mem: 33370 Epoch: [15] [1210/1319] eta: 0:06:07 lr: 3.16692198363583e-05 loss: 0.0541 (0.0656) time: 3.3894 data: 0.0077 max mem: 33370 Epoch: [15] [1220/1319] eta: 0:05:33 lr: 3.1660246550071386e-05 loss: 0.0575 (0.0656) time: 3.3962 data: 0.0078 max mem: 33370 Epoch: [15] [1230/1319] eta: 0:05:00 lr: 3.165127298119242e-05 loss: 0.0675 (0.0657) time: 3.3788 data: 0.0079 max mem: 33370 Epoch: [15] [1240/1319] eta: 0:04:26 lr: 3.164229912962349e-05 loss: 0.0627 (0.0657) time: 3.3616 data: 0.0077 max mem: 33370 Epoch: [15] [1250/1319] eta: 0:03:52 lr: 3.163332499526659e-05 loss: 0.0548 (0.0656) time: 3.3857 data: 0.0078 max mem: 33370 Epoch: [15] [1260/1319] eta: 0:03:18 lr: 3.162435057802369e-05 loss: 0.0557 (0.0656) time: 3.3747 data: 0.0077 max mem: 33370 Epoch: [15] [1270/1319] eta: 0:02:45 lr: 3.161537587779665e-05 loss: 0.0618 (0.0656) time: 3.3532 data: 0.0078 max mem: 33370 Epoch: [15] [1280/1319] eta: 0:02:11 lr: 3.1606400894487287e-05 loss: 0.0694 (0.0658) time: 3.3619 data: 0.0078 max mem: 33370 Epoch: [15] [1290/1319] eta: 0:01:37 lr: 3.159742562799735e-05 loss: 0.0700 (0.0658) time: 3.3686 data: 0.0083 max mem: 33370 Epoch: [15] [1300/1319] eta: 0:01:04 lr: 3.158845007822852e-05 loss: 0.0636 (0.0659) time: 3.3506 data: 0.0083 max mem: 33370 Epoch: [15] [1310/1319] eta: 0:00:30 lr: 3.1579474245082424e-05 loss: 0.0614 (0.0660) time: 3.3723 data: 0.0074 max mem: 33370 Epoch: [15] Total time: 1:14:07 /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( Test: [ 0/2573] eta: 2:50:06 time: 3.9668 data: 3.8432 max mem: 33370 Test: [ 100/2573] eta: 0:04:46 time: 0.0772 data: 0.0013 max mem: 33370 Test: [ 200/2573] eta: 0:03:52 time: 0.0788 data: 0.0013 max mem: 33370 Test: [ 300/2573] eta: 0:03:27 time: 0.0812 data: 0.0015 max mem: 33370 Test: [ 400/2573] eta: 0:03:11 time: 0.0814 data: 0.0014 max mem: 33370 Test: [ 500/2573] eta: 0:02:59 time: 0.0799 data: 0.0014 max mem: 33370 Test: [ 600/2573] eta: 0:02:48 time: 0.0796 data: 0.0014 max mem: 33370 Test: [ 700/2573] eta: 0:02:39 time: 0.0808 data: 0.0014 max mem: 33370 Test: [ 800/2573] eta: 0:02:29 time: 0.0828 data: 0.0014 max mem: 33370 Test: [ 900/2573] eta: 0:02:20 time: 0.0805 data: 0.0015 max mem: 33370 Test: [1000/2573] eta: 0:02:11 time: 0.0792 data: 0.0013 max mem: 33370 Test: [1100/2573] eta: 0:02:02 time: 0.0795 data: 0.0013 max mem: 33370 Test: [1200/2573] eta: 0:01:54 time: 0.0795 data: 0.0014 max mem: 33370 Test: [1300/2573] eta: 0:01:45 time: 0.0790 data: 0.0013 max mem: 33370 Test: [1400/2573] eta: 0:01:36 time: 0.0779 data: 0.0014 max mem: 33370 Test: [1500/2573] eta: 0:01:28 time: 0.0796 data: 0.0013 max mem: 33370 Test: [1600/2573] eta: 0:01:19 time: 0.0825 data: 0.0013 max mem: 33370 Test: [1700/2573] eta: 0:01:11 time: 0.0783 data: 0.0014 max mem: 33370 Test: [1800/2573] eta: 0:01:03 time: 0.0806 data: 0.0014 max mem: 33370 Test: [1900/2573] eta: 0:00:55 time: 0.0785 data: 0.0014 max mem: 33370 Test: [2000/2573] eta: 0:00:46 time: 0.0787 data: 0.0013 max mem: 33370 Test: [2100/2573] eta: 0:00:38 time: 0.0813 data: 0.0013 max mem: 33370 Test: [2200/2573] eta: 0:00:30 time: 0.0810 data: 0.0014 max mem: 33370 Test: [2300/2573] eta: 0:00:22 time: 0.0815 data: 0.0014 max mem: 33370 Test: [2400/2573] eta: 0:00:14 time: 0.0774 data: 0.0015 max mem: 33370 Test: [2500/2573] eta: 0:00:05 time: 0.0794 data: 0.0014 max mem: 33370 Test: Total time: 0:03:29 Final results: Mean IoU is 62.65 precision@0.5 = 70.04 precision@0.6 = 64.20 precision@0.7 = 56.99 precision@0.8 = 44.75 precision@0.9 = 21.04 overall IoU = 60.60 Average object IoU 62.65489930302562 Overall IoU 60.59933090209961 Better epoch: 15 /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( Epoch: [16] [ 0/1319] eta: 2:09:26 lr: 3.157139575288201e-05 loss: 0.0529 (0.0529) time: 5.8878 data: 2.3611 max mem: 33370 Epoch: [16] [ 10/1319] eta: 1:17:32 lr: 3.1562419381047834e-05 loss: 0.0478 (0.0526) time: 3.5544 data: 0.2221 max mem: 33370 Epoch: [16] [ 20/1319] eta: 1:15:11 lr: 3.155344272555071e-05 loss: 0.0505 (0.0545) time: 3.3525 data: 0.0078 max mem: 33370 Epoch: [16] [ 30/1319] eta: 1:13:50 lr: 3.154446578629201e-05 loss: 0.0510 (0.0566) time: 3.3731 data: 0.0078 max mem: 33370 Epoch: [16] [ 40/1319] eta: 1:12:52 lr: 3.153548856317304e-05 loss: 0.0498 (0.0578) time: 3.3612 data: 0.0081 max mem: 33370 Epoch: [16] [ 50/1319] eta: 1:12:09 lr: 3.152651105609501e-05 loss: 0.0459 (0.0549) time: 3.3724 data: 0.0079 max mem: 33370 Epoch: [16] [ 60/1319] eta: 1:11:23 lr: 3.1517533264959104e-05 loss: 0.0444 (0.0553) time: 3.3699 data: 0.0077 max mem: 33370 Epoch: [16] [ 70/1319] eta: 1:10:39 lr: 3.150855518966642e-05 loss: 0.0503 (0.0568) time: 3.3499 data: 0.0074 max mem: 33370 Epoch: [16] [ 80/1319] eta: 1:09:58 lr: 3.1499576830118e-05 loss: 0.0572 (0.0571) time: 3.3445 data: 0.0079 max mem: 33370 Epoch: [16] [ 90/1319] eta: 1:09:23 lr: 3.14905981862148e-05 loss: 0.0519 (0.0569) time: 3.3653 data: 0.0079 max mem: 33370 Epoch: [16] [ 100/1319] eta: 1:08:46 lr: 3.1481619257857746e-05 loss: 0.0519 (0.0573) time: 3.3735 data: 0.0077 max mem: 33370 Epoch: [16] [ 110/1319] eta: 1:08:10 lr: 3.147264004494766e-05 loss: 0.0611 (0.0581) time: 3.3608 data: 0.0081 max mem: 33370 Epoch: [16] [ 120/1319] eta: 1:07:31 lr: 3.1463660547385324e-05 loss: 0.0661 (0.0590) time: 3.3484 data: 0.0078 max mem: 33370 Epoch: [16] [ 130/1319] eta: 1:06:59 lr: 3.1454680765071425e-05 loss: 0.0661 (0.0594) time: 3.3654 data: 0.0078 max mem: 33370 Epoch: [16] [ 140/1319] eta: 1:06:22 lr: 3.1445700697906627e-05 loss: 0.0562 (0.0592) time: 3.3720 data: 0.0084 max mem: 33370 Epoch: [16] [ 150/1319] eta: 1:05:46 lr: 3.1436720345791495e-05 loss: 0.0605 (0.0593) time: 3.3500 data: 0.0081 max mem: 33370 Epoch: [16] [ 160/1319] eta: 1:05:14 lr: 3.1427739708626534e-05 loss: 0.0498 (0.0585) time: 3.3743 data: 0.0078 max mem: 33370 Epoch: [16] [ 170/1319] eta: 1:04:38 lr: 3.141875878631219e-05 loss: 0.0444 (0.0585) time: 3.3695 data: 0.0081 max mem: 33370 Epoch: [16] [ 180/1319] eta: 1:04:03 lr: 3.140977757874883e-05 loss: 0.0577 (0.0593) time: 3.3480 data: 0.0079 max mem: 33370 Epoch: [16] [ 190/1319] eta: 1:03:29 lr: 3.140079608583676e-05 loss: 0.0534 (0.0594) time: 3.3649 data: 0.0078 max mem: 33370 Epoch: [16] [ 200/1319] eta: 1:02:56 lr: 3.1391814307476244e-05 loss: 0.0491 (0.0587) time: 3.3784 data: 0.0077 max mem: 33370 Epoch: [16] [ 210/1319] eta: 1:02:24 lr: 3.138283224356744e-05 loss: 0.0455 (0.0588) time: 3.3968 data: 0.0077 max mem: 33370 Epoch: [16] [ 220/1319] eta: 1:01:51 lr: 3.137384989401046e-05 loss: 0.0484 (0.0587) time: 3.3971 data: 0.0076 max mem: 33370 Epoch: [16] [ 230/1319] eta: 1:01:16 lr: 3.136486725870535e-05 loss: 0.0484 (0.0592) time: 3.3753 data: 0.0077 max mem: 33370 Epoch: [16] [ 240/1319] eta: 1:00:43 lr: 3.1355884337552074e-05 loss: 0.0504 (0.0591) time: 3.3793 data: 0.0080 max mem: 33370 Epoch: [16] [ 250/1319] eta: 1:00:09 lr: 3.1346901130450554e-05 loss: 0.0548 (0.0595) time: 3.3828 data: 0.0077 max mem: 33370 Epoch: [16] [ 260/1319] eta: 0:59:36 lr: 3.133791763730062e-05 loss: 0.0563 (0.0598) time: 3.3814 data: 0.0074 max mem: 33370 Epoch: [16] [ 270/1319] eta: 0:59:01 lr: 3.132893385800206e-05 loss: 0.0564 (0.0601) time: 3.3634 data: 0.0075 max mem: 33370 Epoch: [16] [ 280/1319] eta: 0:58:28 lr: 3.131994979245456e-05 loss: 0.0561 (0.0607) time: 3.3675 data: 0.0077 max mem: 33370 Epoch: [16] [ 290/1319] eta: 0:57:54 lr: 3.131096544055778e-05 loss: 0.0569 (0.0607) time: 3.3869 data: 0.0075 max mem: 33370 Epoch: [16] [ 300/1319] eta: 0:57:21 lr: 3.130198080221128e-05 loss: 0.0652 (0.0616) time: 3.3935 data: 0.0075 max mem: 33370 Epoch: [16] [ 310/1319] eta: 0:56:49 lr: 3.129299587731458e-05 loss: 0.0548 (0.0614) time: 3.4116 data: 0.0074 max mem: 33370 Epoch: [16] [ 320/1319] eta: 0:56:15 lr: 3.1284010665767105e-05 loss: 0.0547 (0.0621) time: 3.3927 data: 0.0075 max mem: 33370 Epoch: [16] [ 330/1319] eta: 0:55:40 lr: 3.1275025167468235e-05 loss: 0.0616 (0.0630) time: 3.3574 data: 0.0077 max mem: 33370 Epoch: [16] [ 340/1319] eta: 0:55:07 lr: 3.126603938231727e-05 loss: 0.0616 (0.0629) time: 3.3712 data: 0.0079 max mem: 33370 Epoch: [16] [ 350/1319] eta: 0:54:32 lr: 3.1257053310213444e-05 loss: 0.0585 (0.0630) time: 3.3724 data: 0.0082 max mem: 33370 Epoch: [16] [ 360/1319] eta: 0:53:57 lr: 3.124806695105593e-05 loss: 0.0650 (0.0630) time: 3.3351 data: 0.0079 max mem: 33370 Epoch: [16] [ 370/1319] eta: 0:53:23 lr: 3.1239080304743815e-05 loss: 0.0667 (0.0634) time: 3.3401 data: 0.0078 max mem: 33370 Epoch: [16] [ 380/1319] eta: 0:52:49 lr: 3.123009337117616e-05 loss: 0.0603 (0.0631) time: 3.3734 data: 0.0081 max mem: 33370 Epoch: [16] [ 390/1319] eta: 0:52:16 lr: 3.12211061502519e-05 loss: 0.0527 (0.0630) time: 3.3935 data: 0.0081 max mem: 33370 Epoch: [16] [ 400/1319] eta: 0:51:42 lr: 3.121211864186995e-05 loss: 0.0591 (0.0631) time: 3.3818 data: 0.0083 max mem: 33370 Epoch: [16] [ 410/1319] eta: 0:51:08 lr: 3.120313084592913e-05 loss: 0.0619 (0.0632) time: 3.3687 data: 0.0082 max mem: 33370 Epoch: [16] [ 420/1319] eta: 0:50:35 lr: 3.119414276232821e-05 loss: 0.0556 (0.0630) time: 3.3886 data: 0.0083 max mem: 33370 Epoch: [16] [ 430/1319] eta: 0:50:02 lr: 3.118515439096588e-05 loss: 0.0556 (0.0629) time: 3.4031 data: 0.0083 max mem: 33370 Epoch: [16] [ 440/1319] eta: 0:49:28 lr: 3.117616573174077e-05 loss: 0.0630 (0.0631) time: 3.3782 data: 0.0079 max mem: 33370 Epoch: [16] [ 450/1319] eta: 0:48:54 lr: 3.116717678455143e-05 loss: 0.0627 (0.0631) time: 3.3676 data: 0.0078 max mem: 33370 Epoch: [16] [ 460/1319] eta: 0:48:21 lr: 3.115818754929635e-05 loss: 0.0569 (0.0629) time: 3.3910 data: 0.0077 max mem: 33370 Epoch: [16] [ 470/1319] eta: 0:47:46 lr: 3.1149198025873954e-05 loss: 0.0572 (0.0629) time: 3.3760 data: 0.0075 max mem: 33370 Epoch: [16] [ 480/1319] eta: 0:47:13 lr: 3.1140208214182586e-05 loss: 0.0572 (0.0627) time: 3.3707 data: 0.0077 max mem: 33370 Epoch: [16] [ 490/1319] eta: 0:46:40 lr: 3.113121811412054e-05 loss: 0.0484 (0.0626) time: 3.4004 data: 0.0080 max mem: 33370 Epoch: [16] [ 500/1319] eta: 0:46:06 lr: 3.1122227725586026e-05 loss: 0.0549 (0.0627) time: 3.3900 data: 0.0078 max mem: 33370 Epoch: [16] [ 510/1319] eta: 0:45:32 lr: 3.1113237048477186e-05 loss: 0.0546 (0.0627) time: 3.3753 data: 0.0074 max mem: 33370 Epoch: [16] [ 520/1319] eta: 0:44:58 lr: 3.11042460826921e-05 loss: 0.0490 (0.0624) time: 3.3596 data: 0.0076 max mem: 33370 Epoch: [16] [ 530/1319] eta: 0:44:23 lr: 3.1095254828128786e-05 loss: 0.0482 (0.0624) time: 3.3443 data: 0.0077 max mem: 33370 Epoch: [16] [ 540/1319] eta: 0:43:49 lr: 3.108626328468517e-05 loss: 0.0544 (0.0622) time: 3.3419 data: 0.0076 max mem: 33370 Epoch: [16] [ 550/1319] eta: 0:43:15 lr: 3.107727145225915e-05 loss: 0.0539 (0.0622) time: 3.3449 data: 0.0079 max mem: 33370 Epoch: [16] [ 560/1319] eta: 0:42:40 lr: 3.106827933074849e-05 loss: 0.0573 (0.0623) time: 3.3347 data: 0.0080 max mem: 33370 Epoch: [16] [ 570/1319] eta: 0:42:07 lr: 3.105928692005095e-05 loss: 0.0512 (0.0622) time: 3.3441 data: 0.0078 max mem: 33370 Epoch: [16] [ 580/1319] eta: 0:41:33 lr: 3.105029422006419e-05 loss: 0.0502 (0.0623) time: 3.3615 data: 0.0078 max mem: 33370 Epoch: [16] [ 590/1319] eta: 0:40:59 lr: 3.104130123068579e-05 loss: 0.0676 (0.0626) time: 3.3555 data: 0.0076 max mem: 33370 Epoch: [16] [ 600/1319] eta: 0:40:25 lr: 3.10323079518133e-05 loss: 0.0676 (0.0624) time: 3.3774 data: 0.0076 max mem: 33370 Epoch: [16] [ 610/1319] eta: 0:39:51 lr: 3.102331438334416e-05 loss: 0.0529 (0.0624) time: 3.3731 data: 0.0079 max mem: 33370 Epoch: [16] [ 620/1319] eta: 0:39:18 lr: 3.1014320525175755e-05 loss: 0.0529 (0.0624) time: 3.3707 data: 0.0077 max mem: 33370 Epoch: [16] [ 630/1319] eta: 0:38:44 lr: 3.100532637720542e-05 loss: 0.0553 (0.0628) time: 3.3785 data: 0.0076 max mem: 33370 Epoch: [16] [ 640/1319] eta: 0:38:11 lr: 3.099633193933038e-05 loss: 0.0589 (0.0628) time: 3.3965 data: 0.0079 max mem: 33370 Epoch: [16] [ 650/1319] eta: 0:37:37 lr: 3.098733721144784e-05 loss: 0.0538 (0.0627) time: 3.3956 data: 0.0081 max mem: 33370 Epoch: [16] [ 660/1319] eta: 0:37:03 lr: 3.097834219345489e-05 loss: 0.0511 (0.0628) time: 3.3636 data: 0.0080 max mem: 33370 Epoch: [16] [ 670/1319] eta: 0:36:30 lr: 3.0969346885248574e-05 loss: 0.0487 (0.0628) time: 3.3847 data: 0.0077 max mem: 33370 Epoch: [16] [ 680/1319] eta: 0:35:56 lr: 3.0960351286725865e-05 loss: 0.0482 (0.0627) time: 3.3873 data: 0.0077 max mem: 33370 Epoch: [16] [ 690/1319] eta: 0:35:22 lr: 3.0951355397783653e-05 loss: 0.0503 (0.0629) time: 3.3683 data: 0.0077 max mem: 33370 Epoch: [16] [ 700/1319] eta: 0:34:48 lr: 3.0942359218318776e-05 loss: 0.0596 (0.0629) time: 3.3626 data: 0.0077 max mem: 33370 Epoch: [16] [ 710/1319] eta: 0:34:14 lr: 3.0933362748228e-05 loss: 0.0596 (0.0630) time: 3.3700 data: 0.0078 max mem: 33370 Epoch: [16] [ 720/1319] eta: 0:33:40 lr: 3.092436598740799e-05 loss: 0.0495 (0.0630) time: 3.3619 data: 0.0079 max mem: 33370 Epoch: [16] [ 730/1319] eta: 0:33:06 lr: 3.09153689357554e-05 loss: 0.0497 (0.0630) time: 3.3436 data: 0.0079 max mem: 33370 Epoch: [16] [ 740/1319] eta: 0:32:33 lr: 3.090637159316675e-05 loss: 0.0497 (0.0629) time: 3.3601 data: 0.0077 max mem: 33370 Epoch: [16] [ 750/1319] eta: 0:31:59 lr: 3.089737395953854e-05 loss: 0.0504 (0.0628) time: 3.3639 data: 0.0079 max mem: 33370 Epoch: [16] [ 760/1319] eta: 0:31:25 lr: 3.088837603476717e-05 loss: 0.0569 (0.0630) time: 3.3861 data: 0.0080 max mem: 33370 Epoch: [16] [ 770/1319] eta: 0:30:52 lr: 3.087937781874897e-05 loss: 0.0526 (0.0630) time: 3.3826 data: 0.0078 max mem: 33370 Epoch: [16] [ 780/1319] eta: 0:30:18 lr: 3.087037931138022e-05 loss: 0.0526 (0.0630) time: 3.3704 data: 0.0077 max mem: 33370 Epoch: [16] [ 790/1319] eta: 0:29:44 lr: 3.086138051255712e-05 loss: 0.0547 (0.0629) time: 3.3884 data: 0.0076 max mem: 33370 Epoch: [16] [ 800/1319] eta: 0:29:11 lr: 3.085238142217579e-05 loss: 0.0476 (0.0628) time: 3.3782 data: 0.0078 max mem: 33370 Epoch: [16] [ 810/1319] eta: 0:28:37 lr: 3.084338204013227e-05 loss: 0.0581 (0.0630) time: 3.3568 data: 0.0076 max mem: 33370 Epoch: [16] [ 820/1319] eta: 0:28:03 lr: 3.0834382366322574e-05 loss: 0.0620 (0.0630) time: 3.3615 data: 0.0073 max mem: 33370 Epoch: [16] [ 830/1319] eta: 0:27:29 lr: 3.08253824006426e-05 loss: 0.0600 (0.0631) time: 3.3887 data: 0.0077 max mem: 33370 Epoch: [16] [ 840/1319] eta: 0:26:56 lr: 3.08163821429882e-05 loss: 0.0584 (0.0631) time: 3.3941 data: 0.0077 max mem: 33370 Epoch: [16] [ 850/1319] eta: 0:26:22 lr: 3.0807381593255134e-05 loss: 0.0544 (0.0631) time: 3.3739 data: 0.0077 max mem: 33370 Epoch: [16] [ 860/1319] eta: 0:25:48 lr: 3.079838075133912e-05 loss: 0.0574 (0.0631) time: 3.3716 data: 0.0078 max mem: 33370 Epoch: [16] [ 870/1319] eta: 0:25:15 lr: 3.0789379617135774e-05 loss: 0.0590 (0.0632) time: 3.3935 data: 0.0081 max mem: 33370 Epoch: [16] [ 880/1319] eta: 0:24:41 lr: 3.078037819054066e-05 loss: 0.0590 (0.0631) time: 3.4076 data: 0.0084 max mem: 33370 Epoch: [16] [ 890/1319] eta: 0:24:07 lr: 3.0771376471449264e-05 loss: 0.0580 (0.0632) time: 3.3827 data: 0.0083 max mem: 33370 Epoch: [16] [ 900/1319] eta: 0:23:33 lr: 3.076237445975701e-05 loss: 0.0580 (0.0633) time: 3.3694 data: 0.0079 max mem: 33370 Epoch: [16] [ 910/1319] eta: 0:23:00 lr: 3.075337215535924e-05 loss: 0.0588 (0.0634) time: 3.3824 data: 0.0074 max mem: 33370 Epoch: [16] [ 920/1319] eta: 0:22:26 lr: 3.074436955815122e-05 loss: 0.0660 (0.0636) time: 3.3813 data: 0.0074 max mem: 33370 Epoch: [16] [ 930/1319] eta: 0:21:52 lr: 3.073536666802816e-05 loss: 0.0576 (0.0635) time: 3.3757 data: 0.0079 max mem: 33370 Epoch: [16] [ 940/1319] eta: 0:21:18 lr: 3.0726363484885186e-05 loss: 0.0557 (0.0635) time: 3.3682 data: 0.0079 max mem: 33370 Epoch: [16] [ 950/1319] eta: 0:20:45 lr: 3.0717360008617356e-05 loss: 0.0516 (0.0634) time: 3.3752 data: 0.0076 max mem: 33370 Epoch: [16] [ 960/1319] eta: 0:20:11 lr: 3.070835623911966e-05 loss: 0.0568 (0.0634) time: 3.3859 data: 0.0078 max mem: 33370 Epoch: [16] [ 970/1319] eta: 0:19:37 lr: 3.069935217628702e-05 loss: 0.0568 (0.0633) time: 3.3690 data: 0.0079 max mem: 33370 Epoch: [16] [ 980/1319] eta: 0:19:04 lr: 3.0690347820014265e-05 loss: 0.0522 (0.0632) time: 3.3696 data: 0.0076 max mem: 33370 Epoch: [16] [ 990/1319] eta: 0:18:30 lr: 3.068134317019618e-05 loss: 0.0559 (0.0631) time: 3.3797 data: 0.0076 max mem: 33370 Epoch: [16] [1000/1319] eta: 0:17:56 lr: 3.0672338226727455e-05 loss: 0.0564 (0.0631) time: 3.3680 data: 0.0076 max mem: 33370 Epoch: [16] [1010/1319] eta: 0:17:22 lr: 3.066333298950271e-05 loss: 0.0590 (0.0631) time: 3.3562 data: 0.0077 max mem: 33370 Epoch: [16] [1020/1319] eta: 0:16:48 lr: 3.065432745841652e-05 loss: 0.0590 (0.0631) time: 3.3385 data: 0.0078 max mem: 33370 Epoch: [16] [1030/1319] eta: 0:16:15 lr: 3.064532163336335e-05 loss: 0.0641 (0.0635) time: 3.3647 data: 0.0078 max mem: 33370 Epoch: [16] [1040/1319] eta: 0:15:41 lr: 3.063631551423762e-05 loss: 0.0647 (0.0634) time: 3.3944 data: 0.0076 max mem: 33370 Epoch: [16] [1050/1319] eta: 0:15:07 lr: 3.062730910093366e-05 loss: 0.0434 (0.0633) time: 3.3869 data: 0.0075 max mem: 33370 Epoch: [16] [1060/1319] eta: 0:14:34 lr: 3.061830239334574e-05 loss: 0.0432 (0.0633) time: 3.3943 data: 0.0076 max mem: 33370 Epoch: [16] [1070/1319] eta: 0:14:00 lr: 3.0609295391368055e-05 loss: 0.0614 (0.0634) time: 3.3711 data: 0.0077 max mem: 33370 Epoch: [16] [1080/1319] eta: 0:13:26 lr: 3.060028809489473e-05 loss: 0.0533 (0.0633) time: 3.3544 data: 0.0078 max mem: 33370 Epoch: [16] [1090/1319] eta: 0:12:52 lr: 3.059128050381978e-05 loss: 0.0532 (0.0633) time: 3.3866 data: 0.0080 max mem: 33370 Epoch: [16] [1100/1319] eta: 0:12:18 lr: 3.058227261803723e-05 loss: 0.0532 (0.0633) time: 3.3786 data: 0.0083 max mem: 33370 Epoch: [16] [1110/1319] eta: 0:11:45 lr: 3.0573264437440946e-05 loss: 0.0649 (0.0633) time: 3.3521 data: 0.0083 max mem: 33370 Epoch: [16] [1120/1319] eta: 0:11:11 lr: 3.056425596192476e-05 loss: 0.0619 (0.0632) time: 3.3642 data: 0.0079 max mem: 33370 Epoch: [16] [1130/1319] eta: 0:10:37 lr: 3.0555247191382436e-05 loss: 0.0507 (0.0632) time: 3.3677 data: 0.0080 max mem: 33370 Epoch: [16] [1140/1319] eta: 0:10:03 lr: 3.054623812570766e-05 loss: 0.0542 (0.0631) time: 3.3661 data: 0.0081 max mem: 33370 Epoch: [16] [1150/1319] eta: 0:09:30 lr: 3.053722876479403e-05 loss: 0.0576 (0.0630) time: 3.3765 data: 0.0082 max mem: 33370 Epoch: [16] [1160/1319] eta: 0:08:56 lr: 3.0528219108535084e-05 loss: 0.0576 (0.0630) time: 3.3926 data: 0.0084 max mem: 33370 Epoch: [16] [1170/1319] eta: 0:08:22 lr: 3.0519209156824297e-05 loss: 0.0576 (0.0630) time: 3.3798 data: 0.0083 max mem: 33370 Epoch: [16] [1180/1319] eta: 0:07:48 lr: 3.0510198909555044e-05 loss: 0.0592 (0.0631) time: 3.3581 data: 0.0081 max mem: 33370 Epoch: [16] [1190/1319] eta: 0:07:15 lr: 3.0501188366620653e-05 loss: 0.0574 (0.0631) time: 3.3752 data: 0.0077 max mem: 33370 Epoch: [16] [1200/1319] eta: 0:06:41 lr: 3.0492177527914355e-05 loss: 0.0556 (0.0631) time: 3.3762 data: 0.0076 max mem: 33370 Epoch: [16] [1210/1319] eta: 0:06:07 lr: 3.0483166393329327e-05 loss: 0.0534 (0.0631) time: 3.3568 data: 0.0081 max mem: 33370 Epoch: [16] [1220/1319] eta: 0:05:33 lr: 3.0474154962758662e-05 loss: 0.0530 (0.0631) time: 3.3480 data: 0.0080 max mem: 33370 Epoch: [16] [1230/1319] eta: 0:05:00 lr: 3.0465143236095372e-05 loss: 0.0593 (0.0631) time: 3.3742 data: 0.0076 max mem: 33370 Epoch: [16] [1240/1319] eta: 0:04:26 lr: 3.045613121323242e-05 loss: 0.0497 (0.0630) time: 3.3935 data: 0.0079 max mem: 33370 Epoch: [16] [1250/1319] eta: 0:03:52 lr: 3.044711889406267e-05 loss: 0.0447 (0.0630) time: 3.3820 data: 0.0085 max mem: 33370 Epoch: [16] [1260/1319] eta: 0:03:19 lr: 3.0438106278478923e-05 loss: 0.0550 (0.0630) time: 3.3538 data: 0.0083 max mem: 33370 Epoch: [16] [1270/1319] eta: 0:02:45 lr: 3.0429093366373907e-05 loss: 0.0754 (0.0631) time: 3.3382 data: 0.0078 max mem: 33370 Epoch: [16] [1280/1319] eta: 0:02:11 lr: 3.0420080157640274e-05 loss: 0.0643 (0.0631) time: 3.3555 data: 0.0078 max mem: 33370 Epoch: [16] [1290/1319] eta: 0:01:37 lr: 3.0411066652170593e-05 loss: 0.0605 (0.0632) time: 3.3790 data: 0.0081 max mem: 33370 Epoch: [16] [1300/1319] eta: 0:01:04 lr: 3.040205284985739e-05 loss: 0.0564 (0.0631) time: 3.3968 data: 0.0079 max mem: 33370 Epoch: [16] [1310/1319] eta: 0:00:30 lr: 3.039303875059306e-05 loss: 0.0480 (0.0630) time: 3.3964 data: 0.0077 max mem: 33370 Epoch: [16] Total time: 1:14:10 /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( Test: [ 0/2573] eta: 2:40:25 time: 3.7409 data: 3.6330 max mem: 33370 Test: [ 100/2573] eta: 0:04:38 time: 0.0763 data: 0.0014 max mem: 33370 Test: [ 200/2573] eta: 0:03:47 time: 0.0784 data: 0.0015 max mem: 33370 Test: [ 300/2573] eta: 0:03:23 time: 0.0801 data: 0.0014 max mem: 33370 Test: [ 400/2573] eta: 0:03:08 time: 0.0804 data: 0.0015 max mem: 33370 Test: [ 500/2573] eta: 0:02:56 time: 0.0788 data: 0.0015 max mem: 33370 Test: [ 600/2573] eta: 0:02:46 time: 0.0800 data: 0.0014 max mem: 33370 Test: [ 700/2573] eta: 0:02:37 time: 0.0796 data: 0.0013 max mem: 33370 Test: [ 800/2573] eta: 0:02:28 time: 0.0821 data: 0.0013 max mem: 33370 Test: [ 900/2573] eta: 0:02:19 time: 0.0792 data: 0.0014 max mem: 33370 Test: [1000/2573] eta: 0:02:10 time: 0.0799 data: 0.0014 max mem: 33370 Test: [1100/2573] eta: 0:02:01 time: 0.0801 data: 0.0014 max mem: 33370 Test: [1200/2573] eta: 0:01:53 time: 0.0805 data: 0.0015 max mem: 33370 Test: [1300/2573] eta: 0:01:44 time: 0.0797 data: 0.0014 max mem: 33370 Test: [1400/2573] eta: 0:01:36 time: 0.0788 data: 0.0015 max mem: 33370 Test: [1500/2573] eta: 0:01:27 time: 0.0802 data: 0.0014 max mem: 33370 Test: [1600/2573] eta: 0:01:19 time: 0.0833 data: 0.0015 max mem: 33370 Test: [1700/2573] eta: 0:01:11 time: 0.0783 data: 0.0014 max mem: 33370 Test: [1800/2573] eta: 0:01:03 time: 0.0816 data: 0.0014 max mem: 33370 Test: [1900/2573] eta: 0:00:54 time: 0.0784 data: 0.0014 max mem: 33370 Test: [2000/2573] eta: 0:00:46 time: 0.0790 data: 0.0015 max mem: 33370 Test: [2100/2573] eta: 0:00:38 time: 0.0810 data: 0.0014 max mem: 33370 Test: [2200/2573] eta: 0:00:30 time: 0.0812 data: 0.0013 max mem: 33370 Test: [2300/2573] eta: 0:00:22 time: 0.0823 data: 0.0014 max mem: 33370 Test: [2400/2573] eta: 0:00:14 time: 0.0771 data: 0.0014 max mem: 33370 Test: [2500/2573] eta: 0:00:05 time: 0.0802 data: 0.0014 max mem: 33370 Test: Total time: 0:03:28 Final results: Mean IoU is 62.31 precision@0.5 = 69.73 precision@0.6 = 64.07 precision@0.7 = 56.90 precision@0.8 = 45.20 precision@0.9 = 21.49 overall IoU = 60.30 Average object IoU 62.31097473132278 Overall IoU 60.30236053466797 /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( Epoch: [17] [ 0/1319] eta: 3:16:43 lr: 3.0384925807273e-05 loss: 0.0495 (0.0495) time: 8.9489 data: 2.3822 max mem: 33370 Epoch: [17] [ 10/1319] eta: 1:25:07 lr: 3.0375911143504937e-05 loss: 0.0506 (0.0539) time: 3.9015 data: 0.2236 max mem: 33370 Epoch: [17] [ 20/1319] eta: 1:19:14 lr: 3.0366896182473385e-05 loss: 0.0533 (0.0575) time: 3.3954 data: 0.0077 max mem: 33370 Epoch: [17] [ 30/1319] eta: 1:16:22 lr: 3.035788092407048e-05 loss: 0.0547 (0.0585) time: 3.3640 data: 0.0080 max mem: 33370 Epoch: [17] [ 40/1319] eta: 1:14:48 lr: 3.034886536818829e-05 loss: 0.0487 (0.0599) time: 3.3520 data: 0.0079 max mem: 33370 Epoch: [17] [ 50/1319] eta: 1:13:30 lr: 3.0339849514718806e-05 loss: 0.0453 (0.0578) time: 3.3525 data: 0.0079 max mem: 33370 Epoch: [17] [ 60/1319] eta: 1:12:38 lr: 3.033083336355392e-05 loss: 0.0515 (0.0580) time: 3.3648 data: 0.0082 max mem: 33370 Epoch: [17] [ 70/1319] eta: 1:11:50 lr: 3.03218169145855e-05 loss: 0.0515 (0.0570) time: 3.3878 data: 0.0077 max mem: 33370 Epoch: [17] [ 80/1319] eta: 1:11:06 lr: 3.0312800167705292e-05 loss: 0.0618 (0.0590) time: 3.3876 data: 0.0077 max mem: 33370 Epoch: [17] [ 90/1319] eta: 1:10:26 lr: 3.030378312280498e-05 loss: 0.0540 (0.0590) time: 3.3987 data: 0.0080 max mem: 33370 Epoch: [17] [ 100/1319] eta: 1:09:48 lr: 3.0294765779776184e-05 loss: 0.0522 (0.0587) time: 3.4033 data: 0.0080 max mem: 33370 Epoch: [17] [ 110/1319] eta: 1:09:02 lr: 3.0285748138510444e-05 loss: 0.0553 (0.0585) time: 3.3674 data: 0.0080 max mem: 33370 Epoch: [17] [ 120/1319] eta: 1:08:20 lr: 3.0276730198899216e-05 loss: 0.0447 (0.0574) time: 3.3399 data: 0.0077 max mem: 33370 Epoch: [17] [ 130/1319] eta: 1:07:39 lr: 3.0267711960833896e-05 loss: 0.0417 (0.0564) time: 3.3470 data: 0.0077 max mem: 33370 Epoch: [17] [ 140/1319] eta: 1:07:01 lr: 3.0258693424205785e-05 loss: 0.0434 (0.0566) time: 3.3559 data: 0.0076 max mem: 33370 Epoch: [17] [ 150/1319] eta: 1:06:24 lr: 3.024967458890613e-05 loss: 0.0482 (0.0568) time: 3.3715 data: 0.0074 max mem: 33370 Epoch: [17] [ 160/1319] eta: 1:05:47 lr: 3.0240655454826085e-05 loss: 0.0497 (0.0575) time: 3.3711 data: 0.0079 max mem: 33370 Epoch: [17] [ 170/1319] eta: 1:05:08 lr: 3.023163602185673e-05 loss: 0.0537 (0.0575) time: 3.3477 data: 0.0077 max mem: 33370 Epoch: [17] [ 180/1319] eta: 1:04:29 lr: 3.022261628988908e-05 loss: 0.0553 (0.0579) time: 3.3255 data: 0.0076 max mem: 33370 Epoch: [17] [ 190/1319] eta: 1:03:54 lr: 3.0213596258814065e-05 loss: 0.0563 (0.0594) time: 3.3541 data: 0.0077 max mem: 33370 Epoch: [17] [ 200/1319] eta: 1:03:18 lr: 3.020457592852254e-05 loss: 0.0551 (0.0606) time: 3.3755 data: 0.0079 max mem: 33370 Epoch: [17] [ 210/1319] eta: 1:02:43 lr: 3.0195555298905282e-05 loss: 0.0516 (0.0607) time: 3.3671 data: 0.0084 max mem: 33370 Epoch: [17] [ 220/1319] eta: 1:02:06 lr: 3.0186534369853002e-05 loss: 0.0469 (0.0602) time: 3.3480 data: 0.0079 max mem: 33370 Epoch: [17] [ 230/1319] eta: 1:01:31 lr: 3.0177513141256336e-05 loss: 0.0469 (0.0596) time: 3.3437 data: 0.0078 max mem: 33370 Epoch: [17] [ 240/1319] eta: 1:00:57 lr: 3.0168491613005817e-05 loss: 0.0463 (0.0599) time: 3.3763 data: 0.0083 max mem: 33370 Epoch: [17] [ 250/1319] eta: 1:00:22 lr: 3.0159469784991934e-05 loss: 0.0609 (0.0606) time: 3.3810 data: 0.0080 max mem: 33370 Epoch: [17] [ 260/1319] eta: 0:59:49 lr: 3.0150447657105084e-05 loss: 0.0580 (0.0608) time: 3.3845 data: 0.0078 max mem: 33370 Epoch: [17] [ 270/1319] eta: 0:59:14 lr: 3.0141425229235594e-05 loss: 0.0500 (0.0606) time: 3.3806 data: 0.0083 max mem: 33370 Epoch: [17] [ 280/1319] eta: 0:58:38 lr: 3.01324025012737e-05 loss: 0.0476 (0.0601) time: 3.3510 data: 0.0083 max mem: 33370 Epoch: [17] [ 290/1319] eta: 0:58:01 lr: 3.012337947310957e-05 loss: 0.0539 (0.0602) time: 3.3179 data: 0.0083 max mem: 33370 Epoch: [17] [ 300/1319] eta: 0:57:25 lr: 3.0114356144633316e-05 loss: 0.0600 (0.0600) time: 3.3075 data: 0.0080 max mem: 33370 Epoch: [17] [ 310/1319] eta: 0:56:50 lr: 3.010533251573493e-05 loss: 0.0546 (0.0598) time: 3.3323 data: 0.0078 max mem: 33370 Epoch: [17] [ 320/1319] eta: 0:56:16 lr: 3.0096308586304355e-05 loss: 0.0501 (0.0596) time: 3.3631 data: 0.0080 max mem: 33370 Epoch: [17] [ 330/1319] eta: 0:55:42 lr: 3.0087284356231465e-05 loss: 0.0508 (0.0594) time: 3.3670 data: 0.0078 max mem: 33370 Epoch: [17] [ 340/1319] eta: 0:55:07 lr: 3.0078259825406035e-05 loss: 0.0585 (0.0595) time: 3.3602 data: 0.0078 max mem: 33370 Epoch: [17] [ 350/1319] eta: 0:54:35 lr: 3.0069234993717783e-05 loss: 0.0504 (0.0592) time: 3.3887 data: 0.0076 max mem: 33370 Epoch: [17] [ 360/1319] eta: 0:54:01 lr: 3.006020986105632e-05 loss: 0.0427 (0.0594) time: 3.4078 data: 0.0077 max mem: 33370 Epoch: [17] [ 370/1319] eta: 0:53:28 lr: 3.005118442731122e-05 loss: 0.0582 (0.0595) time: 3.4017 data: 0.0078 max mem: 33370 Epoch: [17] [ 380/1319] eta: 0:52:55 lr: 3.004215869237195e-05 loss: 0.0526 (0.0592) time: 3.4148 data: 0.0074 max mem: 33370 Epoch: [17] [ 390/1319] eta: 0:52:22 lr: 3.0033132656127906e-05 loss: 0.0443 (0.0588) time: 3.4100 data: 0.0078 max mem: 33370 Epoch: [17] [ 400/1319] eta: 0:51:47 lr: 3.002410631846841e-05 loss: 0.0453 (0.0589) time: 3.3633 data: 0.0079 max mem: 33370 Epoch: [17] [ 410/1319] eta: 0:51:13 lr: 3.0015079679282703e-05 loss: 0.0568 (0.0591) time: 3.3501 data: 0.0074 max mem: 33370 Epoch: [17] [ 420/1319] eta: 0:50:38 lr: 3.0006052738459948e-05 loss: 0.0562 (0.0589) time: 3.3570 data: 0.0074 max mem: 33370 Epoch: [17] [ 430/1319] eta: 0:50:04 lr: 2.999702549588924e-05 loss: 0.0515 (0.0589) time: 3.3477 data: 0.0075 max mem: 33370 Epoch: [17] [ 440/1319] eta: 0:49:30 lr: 2.998799795145959e-05 loss: 0.0503 (0.0589) time: 3.3734 data: 0.0077 max mem: 33370 Epoch: [17] [ 450/1319] eta: 0:48:56 lr: 2.9978970105059916e-05 loss: 0.0450 (0.0586) time: 3.3735 data: 0.0079 max mem: 33370 Epoch: [17] [ 460/1319] eta: 0:48:21 lr: 2.9969941956579083e-05 loss: 0.0450 (0.0584) time: 3.3338 data: 0.0079 max mem: 33370 Epoch: [17] [ 470/1319] eta: 0:47:47 lr: 2.9960913505905863e-05 loss: 0.0580 (0.0586) time: 3.3484 data: 0.0077 max mem: 33370 Epoch: [17] [ 480/1319] eta: 0:47:13 lr: 2.995188475292896e-05 loss: 0.0577 (0.0587) time: 3.3775 data: 0.0076 max mem: 33370 Epoch: [17] [ 490/1319] eta: 0:46:40 lr: 2.9942855697536976e-05 loss: 0.0552 (0.0590) time: 3.3862 data: 0.0078 max mem: 33370 Epoch: [17] [ 500/1319] eta: 0:46:06 lr: 2.9933826339618466e-05 loss: 0.0586 (0.0594) time: 3.3775 data: 0.0077 max mem: 33370 Epoch: [17] [ 510/1319] eta: 0:45:32 lr: 2.992479667906189e-05 loss: 0.0583 (0.0593) time: 3.3547 data: 0.0079 max mem: 33370 Epoch: [17] [ 520/1319] eta: 0:44:58 lr: 2.9915766715755623e-05 loss: 0.0543 (0.0595) time: 3.3594 data: 0.0081 max mem: 33370 Epoch: [17] [ 530/1319] eta: 0:44:24 lr: 2.990673644958798e-05 loss: 0.0552 (0.0595) time: 3.3717 data: 0.0077 max mem: 33370 Epoch: [17] [ 540/1319] eta: 0:43:50 lr: 2.989770588044718e-05 loss: 0.0507 (0.0594) time: 3.3669 data: 0.0079 max mem: 33370 Epoch: [17] [ 550/1319] eta: 0:43:16 lr: 2.9888675008221372e-05 loss: 0.0494 (0.0594) time: 3.3640 data: 0.0082 max mem: 33370 Epoch: [17] [ 560/1319] eta: 0:42:42 lr: 2.9879643832798625e-05 loss: 0.0524 (0.0600) time: 3.3470 data: 0.0083 max mem: 33370 Epoch: [17] [ 570/1319] eta: 0:42:07 lr: 2.987061235406693e-05 loss: 0.0603 (0.0601) time: 3.3181 data: 0.0081 max mem: 33370 Epoch: [17] [ 580/1319] eta: 0:41:33 lr: 2.98615805719142e-05 loss: 0.0590 (0.0600) time: 3.3408 data: 0.0076 max mem: 33370 Epoch: [17] [ 590/1319] eta: 0:40:59 lr: 2.9852548486228266e-05 loss: 0.0590 (0.0602) time: 3.3668 data: 0.0075 max mem: 33370 Epoch: [17] [ 600/1319] eta: 0:40:25 lr: 2.9843516096896873e-05 loss: 0.0601 (0.0603) time: 3.3587 data: 0.0079 max mem: 33370 Epoch: [17] [ 610/1319] eta: 0:39:51 lr: 2.98344834038077e-05 loss: 0.0533 (0.0602) time: 3.3587 data: 0.0076 max mem: 33370 Epoch: [17] [ 620/1319] eta: 0:39:18 lr: 2.9825450406848343e-05 loss: 0.0627 (0.0602) time: 3.3642 data: 0.0076 max mem: 33370 Epoch: [17] [ 630/1319] eta: 0:38:44 lr: 2.981641710590631e-05 loss: 0.0586 (0.0602) time: 3.3725 data: 0.0077 max mem: 33370 Epoch: [17] [ 640/1319] eta: 0:38:10 lr: 2.9807383500869036e-05 loss: 0.0586 (0.0604) time: 3.3580 data: 0.0076 max mem: 33370 Epoch: [17] [ 650/1319] eta: 0:37:36 lr: 2.9798349591623877e-05 loss: 0.0624 (0.0605) time: 3.3666 data: 0.0078 max mem: 33370 Epoch: [17] [ 660/1319] eta: 0:37:03 lr: 2.9789315378058107e-05 loss: 0.0651 (0.0606) time: 3.3969 data: 0.0075 max mem: 33370 Epoch: [17] [ 670/1319] eta: 0:36:29 lr: 2.978028086005893e-05 loss: 0.0563 (0.0606) time: 3.3833 data: 0.0074 max mem: 33370 Epoch: [17] [ 680/1319] eta: 0:35:56 lr: 2.977124603751345e-05 loss: 0.0484 (0.0605) time: 3.3900 data: 0.0075 max mem: 33370 Epoch: [17] [ 690/1319] eta: 0:35:22 lr: 2.9762210910308712e-05 loss: 0.0493 (0.0605) time: 3.4034 data: 0.0075 max mem: 33370 Epoch: [17] [ 700/1319] eta: 0:34:48 lr: 2.9753175478331675e-05 loss: 0.0595 (0.0604) time: 3.3833 data: 0.0073 max mem: 33370 Epoch: [17] [ 710/1319] eta: 0:34:14 lr: 2.97441397414692e-05 loss: 0.0546 (0.0603) time: 3.3633 data: 0.0075 max mem: 33370 Epoch: [17] [ 720/1319] eta: 0:33:41 lr: 2.973510369960809e-05 loss: 0.0459 (0.0602) time: 3.3591 data: 0.0076 max mem: 33370 Epoch: [17] [ 730/1319] eta: 0:33:07 lr: 2.9726067352635072e-05 loss: 0.0493 (0.0602) time: 3.3690 data: 0.0075 max mem: 33370 Epoch: [17] [ 740/1319] eta: 0:32:33 lr: 2.971703070043676e-05 loss: 0.0565 (0.0602) time: 3.3692 data: 0.0078 max mem: 33370 Epoch: [17] [ 750/1319] eta: 0:31:59 lr: 2.970799374289972e-05 loss: 0.0592 (0.0603) time: 3.3622 data: 0.0078 max mem: 33370 Epoch: [17] [ 760/1319] eta: 0:31:26 lr: 2.9698956479910424e-05 loss: 0.0510 (0.0601) time: 3.3695 data: 0.0074 max mem: 33370 Epoch: [17] [ 770/1319] eta: 0:30:52 lr: 2.9689918911355265e-05 loss: 0.0483 (0.0602) time: 3.3915 data: 0.0075 max mem: 33370 Epoch: [17] [ 780/1319] eta: 0:30:18 lr: 2.9680881037120552e-05 loss: 0.0592 (0.0602) time: 3.3767 data: 0.0076 max mem: 33370 Epoch: [17] [ 790/1319] eta: 0:29:44 lr: 2.9671842857092525e-05 loss: 0.0526 (0.0602) time: 3.3449 data: 0.0074 max mem: 33370 Epoch: [17] [ 800/1319] eta: 0:29:11 lr: 2.9662804371157326e-05 loss: 0.0498 (0.0602) time: 3.3862 data: 0.0079 max mem: 33370 Epoch: [17] [ 810/1319] eta: 0:28:37 lr: 2.9653765579201043e-05 loss: 0.0512 (0.0600) time: 3.4336 data: 0.0080 max mem: 33370 Epoch: [17] [ 820/1319] eta: 0:28:04 lr: 2.964472648110964e-05 loss: 0.0521 (0.0601) time: 3.4182 data: 0.0077 max mem: 33370 Epoch: [17] [ 830/1319] eta: 0:27:30 lr: 2.963568707676905e-05 loss: 0.0624 (0.0603) time: 3.4079 data: 0.0078 max mem: 33370 Epoch: [17] [ 840/1319] eta: 0:26:57 lr: 2.962664736606507e-05 loss: 0.0459 (0.0601) time: 3.4430 data: 0.0075 max mem: 33370 Epoch: [17] [ 850/1319] eta: 0:26:23 lr: 2.961760734888347e-05 loss: 0.0445 (0.0600) time: 3.4178 data: 0.0078 max mem: 33370 Epoch: [17] [ 860/1319] eta: 0:25:50 lr: 2.96085670251099e-05 loss: 0.0547 (0.0600) time: 3.3750 data: 0.0082 max mem: 33370 Epoch: [17] [ 870/1319] eta: 0:25:16 lr: 2.959952639462995e-05 loss: 0.0559 (0.0600) time: 3.4045 data: 0.0083 max mem: 33370 Epoch: [17] [ 880/1319] eta: 0:24:42 lr: 2.9590485457329127e-05 loss: 0.0575 (0.0600) time: 3.4264 data: 0.0079 max mem: 33370 Epoch: [17] [ 890/1319] eta: 0:24:09 lr: 2.9581444213092834e-05 loss: 0.0555 (0.0599) time: 3.4108 data: 0.0076 max mem: 33370 Epoch: [17] [ 900/1319] eta: 0:23:35 lr: 2.957240266180642e-05 loss: 0.0522 (0.0600) time: 3.3908 data: 0.0078 max mem: 33370 Epoch: [17] [ 910/1319] eta: 0:23:01 lr: 2.956336080335514e-05 loss: 0.0568 (0.0600) time: 3.3778 data: 0.0075 max mem: 33370 Epoch: [17] [ 920/1319] eta: 0:22:27 lr: 2.955431863762416e-05 loss: 0.0568 (0.0600) time: 3.3832 data: 0.0078 max mem: 33370 Epoch: [17] [ 930/1319] eta: 0:21:54 lr: 2.9545276164498587e-05 loss: 0.0549 (0.0600) time: 3.3887 data: 0.0083 max mem: 33370 Epoch: [17] [ 940/1319] eta: 0:21:20 lr: 2.953623338386342e-05 loss: 0.0667 (0.0600) time: 3.3538 data: 0.0077 max mem: 33370 Epoch: [17] [ 950/1319] eta: 0:20:46 lr: 2.9527190295603586e-05 loss: 0.0602 (0.0600) time: 3.3403 data: 0.0074 max mem: 33370 Epoch: [17] [ 960/1319] eta: 0:20:12 lr: 2.9518146899603932e-05 loss: 0.0537 (0.0600) time: 3.3544 data: 0.0076 max mem: 33370 Epoch: [17] [ 970/1319] eta: 0:19:38 lr: 2.9509103195749226e-05 loss: 0.0533 (0.0600) time: 3.3809 data: 0.0078 max mem: 33370 Epoch: [17] [ 980/1319] eta: 0:19:05 lr: 2.9500059183924145e-05 loss: 0.0587 (0.0604) time: 3.3956 data: 0.0079 max mem: 33370 Epoch: [17] [ 990/1319] eta: 0:18:31 lr: 2.9491014864013282e-05 loss: 0.0510 (0.0604) time: 3.3831 data: 0.0075 max mem: 33370 Epoch: [17] [1000/1319] eta: 0:17:57 lr: 2.9481970235901164e-05 loss: 0.0501 (0.0604) time: 3.3765 data: 0.0073 max mem: 33370 Epoch: [17] [1010/1319] eta: 0:17:23 lr: 2.9472925299472214e-05 loss: 0.0514 (0.0604) time: 3.3618 data: 0.0075 max mem: 33370 Epoch: [17] [1020/1319] eta: 0:16:49 lr: 2.9463880054610792e-05 loss: 0.0507 (0.0604) time: 3.3769 data: 0.0081 max mem: 33370 Epoch: [17] [1030/1319] eta: 0:16:16 lr: 2.9454834501201163e-05 loss: 0.0637 (0.0605) time: 3.3802 data: 0.0082 max mem: 33370 Epoch: [17] [1040/1319] eta: 0:15:42 lr: 2.9445788639127496e-05 loss: 0.0561 (0.0604) time: 3.3816 data: 0.0079 max mem: 33370 Epoch: [17] [1050/1319] eta: 0:15:08 lr: 2.943674246827392e-05 loss: 0.0512 (0.0604) time: 3.3916 data: 0.0079 max mem: 33370 Epoch: [17] [1060/1319] eta: 0:14:34 lr: 2.9427695988524433e-05 loss: 0.0503 (0.0603) time: 3.3659 data: 0.0075 max mem: 33370 Epoch: [17] [1070/1319] eta: 0:14:00 lr: 2.941864919976297e-05 loss: 0.0553 (0.0604) time: 3.3459 data: 0.0074 max mem: 33370 Epoch: [17] [1080/1319] eta: 0:13:27 lr: 2.9409602101873397e-05 loss: 0.0553 (0.0604) time: 3.3594 data: 0.0082 max mem: 33370 Epoch: [17] [1090/1319] eta: 0:12:53 lr: 2.9400554694739468e-05 loss: 0.0549 (0.0605) time: 3.3799 data: 0.0086 max mem: 33370 Epoch: [17] [1100/1319] eta: 0:12:19 lr: 2.9391506978244877e-05 loss: 0.0494 (0.0604) time: 3.3765 data: 0.0082 max mem: 33370 Epoch: [17] [1110/1319] eta: 0:11:45 lr: 2.9382458952273217e-05 loss: 0.0536 (0.0604) time: 3.3430 data: 0.0079 max mem: 33370 Epoch: [17] [1120/1319] eta: 0:11:11 lr: 2.937341061670802e-05 loss: 0.0578 (0.0604) time: 3.3501 data: 0.0075 max mem: 33370 Epoch: [17] [1130/1319] eta: 0:10:38 lr: 2.9364361971432715e-05 loss: 0.0602 (0.0604) time: 3.3969 data: 0.0075 max mem: 33370 Epoch: [17] [1140/1319] eta: 0:10:04 lr: 2.9355313016330638e-05 loss: 0.0578 (0.0605) time: 3.3817 data: 0.0078 max mem: 33370 Epoch: [17] [1150/1319] eta: 0:09:30 lr: 2.934626375128508e-05 loss: 0.0606 (0.0605) time: 3.3724 data: 0.0076 max mem: 33370 Epoch: [17] [1160/1319] eta: 0:08:56 lr: 2.93372141761792e-05 loss: 0.0572 (0.0605) time: 3.3652 data: 0.0077 max mem: 33370 Epoch: [17] [1170/1319] eta: 0:08:23 lr: 2.9328164290896108e-05 loss: 0.0532 (0.0605) time: 3.3445 data: 0.0082 max mem: 33370 Epoch: [17] [1180/1319] eta: 0:07:49 lr: 2.9319114095318817e-05 loss: 0.0543 (0.0605) time: 3.3518 data: 0.0080 max mem: 33370 Epoch: [17] [1190/1319] eta: 0:07:15 lr: 2.9310063589330256e-05 loss: 0.0506 (0.0605) time: 3.3794 data: 0.0076 max mem: 33370 Epoch: [17] [1200/1319] eta: 0:06:41 lr: 2.9301012772813273e-05 loss: 0.0520 (0.0605) time: 3.3795 data: 0.0076 max mem: 33370 Epoch: [17] [1210/1319] eta: 0:06:08 lr: 2.9291961645650624e-05 loss: 0.0584 (0.0605) time: 3.3758 data: 0.0081 max mem: 33370 Epoch: [17] [1220/1319] eta: 0:05:34 lr: 2.9282910207724996e-05 loss: 0.0541 (0.0605) time: 3.3762 data: 0.0082 max mem: 33370 Epoch: [17] [1230/1319] eta: 0:05:00 lr: 2.9273858458918974e-05 loss: 0.0511 (0.0605) time: 3.3528 data: 0.0081 max mem: 33370 Epoch: [17] [1240/1319] eta: 0:04:26 lr: 2.9264806399115058e-05 loss: 0.0511 (0.0604) time: 3.3730 data: 0.0081 max mem: 33370 Epoch: [17] [1250/1319] eta: 0:03:52 lr: 2.925575402819568e-05 loss: 0.0450 (0.0603) time: 3.3953 data: 0.0080 max mem: 33370 Epoch: [17] [1260/1319] eta: 0:03:19 lr: 2.9246701346043183e-05 loss: 0.0471 (0.0603) time: 3.3702 data: 0.0080 max mem: 33370 Epoch: [17] [1270/1319] eta: 0:02:45 lr: 2.9237648352539803e-05 loss: 0.0579 (0.0603) time: 3.3459 data: 0.0078 max mem: 33370 Epoch: [17] [1280/1319] eta: 0:02:11 lr: 2.9228595047567713e-05 loss: 0.0621 (0.0603) time: 3.3745 data: 0.0076 max mem: 33370 Epoch: [17] [1290/1319] eta: 0:01:37 lr: 2.9219541431009008e-05 loss: 0.0567 (0.0603) time: 3.3754 data: 0.0075 max mem: 33370 Epoch: [17] [1300/1319] eta: 0:01:04 lr: 2.921048750274567e-05 loss: 0.0530 (0.0603) time: 3.3738 data: 0.0074 max mem: 33370 Epoch: [17] [1310/1319] eta: 0:00:30 lr: 2.9201433262659623e-05 loss: 0.0497 (0.0603) time: 3.3569 data: 0.0072 max mem: 33370 Epoch: [17] Total time: 1:14:12 /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( Test: [ 0/2573] eta: 2:52:30 time: 4.0229 data: 3.9321 max mem: 33370 Test: [ 100/2573] eta: 0:04:46 time: 0.0766 data: 0.0015 max mem: 33370 Test: [ 200/2573] eta: 0:03:50 time: 0.0780 data: 0.0014 max mem: 33370 Test: [ 300/2573] eta: 0:03:25 time: 0.0800 data: 0.0014 max mem: 33370 Test: [ 400/2573] eta: 0:03:09 time: 0.0797 data: 0.0013 max mem: 33370 Test: [ 500/2573] eta: 0:02:57 time: 0.0788 data: 0.0014 max mem: 33370 Test: [ 600/2573] eta: 0:02:46 time: 0.0782 data: 0.0013 max mem: 33370 Test: [ 700/2573] eta: 0:02:37 time: 0.0788 data: 0.0013 max mem: 33370 Test: [ 800/2573] eta: 0:02:28 time: 0.0820 data: 0.0013 max mem: 33370 Test: [ 900/2573] eta: 0:02:19 time: 0.0799 data: 0.0013 max mem: 33370 Test: [1000/2573] eta: 0:02:10 time: 0.0792 data: 0.0014 max mem: 33370 Test: [1100/2573] eta: 0:02:01 time: 0.0800 data: 0.0015 max mem: 33370 Test: [1200/2573] eta: 0:01:53 time: 0.0799 data: 0.0015 max mem: 33370 Test: [1300/2573] eta: 0:01:44 time: 0.0792 data: 0.0014 max mem: 33370 Test: [1400/2573] eta: 0:01:36 time: 0.0779 data: 0.0014 max mem: 33370 Test: [1500/2573] eta: 0:01:27 time: 0.0795 data: 0.0013 max mem: 33370 Test: [1600/2573] eta: 0:01:19 time: 0.0824 data: 0.0014 max mem: 33370 Test: [1700/2573] eta: 0:01:11 time: 0.0794 data: 0.0013 max mem: 33370 Test: [1800/2573] eta: 0:01:02 time: 0.0810 data: 0.0015 max mem: 33370 Test: [1900/2573] eta: 0:00:54 time: 0.0777 data: 0.0014 max mem: 33370 Test: [2000/2573] eta: 0:00:46 time: 0.0801 data: 0.0015 max mem: 33370 Test: [2100/2573] eta: 0:00:38 time: 0.0805 data: 0.0014 max mem: 33370 Test: [2200/2573] eta: 0:00:30 time: 0.0808 data: 0.0013 max mem: 33370 Test: [2300/2573] eta: 0:00:22 time: 0.0828 data: 0.0015 max mem: 33370 Test: [2400/2573] eta: 0:00:13 time: 0.0767 data: 0.0014 max mem: 33370 Test: [2500/2573] eta: 0:00:05 time: 0.0798 data: 0.0014 max mem: 33370 Test: Total time: 0:03:28 Final results: Mean IoU is 62.86 precision@0.5 = 70.42 precision@0.6 = 64.75 precision@0.7 = 57.37 precision@0.8 = 45.67 precision@0.9 = 22.10 overall IoU = 60.17 Average object IoU 62.8627127785078 Overall IoU 60.170894622802734 /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( Epoch: [18] [ 0/1319] eta: 3:15:50 lr: 2.9193284179876086e-05 loss: 0.0367 (0.0367) time: 8.9089 data: 2.4271 max mem: 33370 Epoch: [18] [ 10/1319] eta: 1:26:02 lr: 2.9184229347001237e-05 loss: 0.0484 (0.0490) time: 3.9435 data: 0.2280 max mem: 33370 Epoch: [18] [ 20/1319] eta: 1:19:30 lr: 2.9175174201960736e-05 loss: 0.0513 (0.0612) time: 3.4107 data: 0.0078 max mem: 33370 Epoch: [18] [ 30/1319] eta: 1:16:54 lr: 2.9166118744636155e-05 loss: 0.0555 (0.0625) time: 3.3796 data: 0.0078 max mem: 33370 Epoch: [18] [ 40/1319] eta: 1:15:10 lr: 2.9157062974908988e-05 loss: 0.0516 (0.0618) time: 3.3733 data: 0.0080 max mem: 33370 Epoch: [18] [ 50/1319] eta: 1:13:53 lr: 2.9148006892660646e-05 loss: 0.0451 (0.0601) time: 3.3609 data: 0.0080 max mem: 33370 Epoch: [18] [ 60/1319] eta: 1:12:53 lr: 2.9138950497772444e-05 loss: 0.0439 (0.0602) time: 3.3654 data: 0.0080 max mem: 33370 Epoch: [18] [ 70/1319] eta: 1:11:58 lr: 2.9129893790125616e-05 loss: 0.0405 (0.0583) time: 3.3650 data: 0.0081 max mem: 33370 Epoch: [18] [ 80/1319] eta: 1:11:13 lr: 2.9120836769601318e-05 loss: 0.0495 (0.0582) time: 3.3737 data: 0.0082 max mem: 33370 Epoch: [18] [ 90/1319] eta: 1:10:29 lr: 2.9111779436080605e-05 loss: 0.0495 (0.0583) time: 3.3854 data: 0.0080 max mem: 33370 Epoch: [18] [ 100/1319] eta: 1:09:47 lr: 2.910272178944446e-05 loss: 0.0419 (0.0579) time: 3.3794 data: 0.0079 max mem: 33370 Epoch: [18] [ 110/1319] eta: 1:09:07 lr: 2.9093663829573763e-05 loss: 0.0491 (0.0580) time: 3.3775 data: 0.0079 max mem: 33370 Epoch: [18] [ 120/1319] eta: 1:08:30 lr: 2.9084605556349322e-05 loss: 0.0461 (0.0575) time: 3.3935 data: 0.0079 max mem: 33370 Epoch: [18] [ 130/1319] eta: 1:07:52 lr: 2.9075546969651845e-05 loss: 0.0454 (0.0573) time: 3.3989 data: 0.0083 max mem: 33370 Epoch: [18] [ 140/1319] eta: 1:07:16 lr: 2.906648806936197e-05 loss: 0.0620 (0.0577) time: 3.3934 data: 0.0086 max mem: 33370 Epoch: [18] [ 150/1319] eta: 1:06:35 lr: 2.9057428855360237e-05 loss: 0.0521 (0.0573) time: 3.3705 data: 0.0081 max mem: 33370 Epoch: [18] [ 160/1319] eta: 1:05:58 lr: 2.9048369327527098e-05 loss: 0.0521 (0.0571) time: 3.3572 data: 0.0077 max mem: 33370 Epoch: [18] [ 170/1319] eta: 1:05:20 lr: 2.903930948574293e-05 loss: 0.0498 (0.0570) time: 3.3668 data: 0.0075 max mem: 33370 Epoch: [18] [ 180/1319] eta: 1:04:44 lr: 2.9030249329888e-05 loss: 0.0489 (0.0567) time: 3.3698 data: 0.0077 max mem: 33370 Epoch: [18] [ 190/1319] eta: 1:04:07 lr: 2.9021188859842518e-05 loss: 0.0460 (0.0561) time: 3.3700 data: 0.0083 max mem: 33370 Epoch: [18] [ 200/1319] eta: 1:03:32 lr: 2.9012128075486583e-05 loss: 0.0450 (0.0568) time: 3.3758 data: 0.0083 max mem: 33370 Epoch: [18] [ 210/1319] eta: 1:02:56 lr: 2.900306697670022e-05 loss: 0.0547 (0.0572) time: 3.3797 data: 0.0080 max mem: 33370 Epoch: [18] [ 220/1319] eta: 1:02:19 lr: 2.8994005563363352e-05 loss: 0.0648 (0.0574) time: 3.3633 data: 0.0080 max mem: 33370 Epoch: [18] [ 230/1319] eta: 1:01:44 lr: 2.8984943835355838e-05 loss: 0.0594 (0.0572) time: 3.3648 data: 0.0076 max mem: 33370 Epoch: [18] [ 240/1319] eta: 1:01:06 lr: 2.8975881792557412e-05 loss: 0.0476 (0.0576) time: 3.3434 data: 0.0076 max mem: 33370 Epoch: [18] [ 250/1319] eta: 1:00:30 lr: 2.8966819434847762e-05 loss: 0.0560 (0.0573) time: 3.3294 data: 0.0085 max mem: 33370 Epoch: [18] [ 260/1319] eta: 0:59:55 lr: 2.8957756762106468e-05 loss: 0.0560 (0.0573) time: 3.3596 data: 0.0081 max mem: 33370 Epoch: [18] [ 270/1319] eta: 0:59:19 lr: 2.8948693774213014e-05 loss: 0.0499 (0.0570) time: 3.3560 data: 0.0081 max mem: 33370 Epoch: [18] [ 280/1319] eta: 0:58:44 lr: 2.8939630471046815e-05 loss: 0.0520 (0.0573) time: 3.3548 data: 0.0086 max mem: 33370 Epoch: [18] [ 290/1319] eta: 0:58:08 lr: 2.893056685248718e-05 loss: 0.0614 (0.0576) time: 3.3523 data: 0.0081 max mem: 33370 Epoch: [18] [ 300/1319] eta: 0:57:33 lr: 2.892150291841334e-05 loss: 0.0524 (0.0573) time: 3.3533 data: 0.0082 max mem: 33370 Epoch: [18] [ 310/1319] eta: 0:56:58 lr: 2.891243866870445e-05 loss: 0.0467 (0.0571) time: 3.3584 data: 0.0084 max mem: 33370 Epoch: [18] [ 320/1319] eta: 0:56:24 lr: 2.8903374103239537e-05 loss: 0.0479 (0.0572) time: 3.3679 data: 0.0081 max mem: 33370 Epoch: [18] [ 330/1319] eta: 0:55:49 lr: 2.889430922189758e-05 loss: 0.0511 (0.0571) time: 3.3738 data: 0.0081 max mem: 33370 Epoch: [18] [ 340/1319] eta: 0:55:15 lr: 2.8885244024557463e-05 loss: 0.0511 (0.0570) time: 3.3665 data: 0.0080 max mem: 33370 Epoch: [18] [ 350/1319] eta: 0:54:41 lr: 2.8876178511097952e-05 loss: 0.0512 (0.0574) time: 3.3738 data: 0.0078 max mem: 33370 Epoch: [18] [ 360/1319] eta: 0:54:07 lr: 2.886711268139775e-05 loss: 0.0494 (0.0570) time: 3.3737 data: 0.0081 max mem: 33370 Epoch: [18] [ 370/1319] eta: 0:53:32 lr: 2.8858046535335475e-05 loss: 0.0492 (0.0570) time: 3.3689 data: 0.0080 max mem: 33370 Epoch: [18] [ 380/1319] eta: 0:52:57 lr: 2.8848980072789644e-05 loss: 0.0504 (0.0570) time: 3.3517 data: 0.0079 max mem: 33370 Epoch: [18] [ 390/1319] eta: 0:52:24 lr: 2.8839913293638683e-05 loss: 0.0526 (0.0569) time: 3.3644 data: 0.0078 max mem: 33370 Epoch: [18] [ 400/1319] eta: 0:51:49 lr: 2.8830846197760937e-05 loss: 0.0584 (0.0571) time: 3.3766 data: 0.0079 max mem: 33370 Epoch: [18] [ 410/1319] eta: 0:51:16 lr: 2.8821778785034654e-05 loss: 0.0651 (0.0573) time: 3.3826 data: 0.0083 max mem: 33370 Epoch: [18] [ 420/1319] eta: 0:50:42 lr: 2.8812711055338004e-05 loss: 0.0513 (0.0571) time: 3.3928 data: 0.0082 max mem: 33370 Epoch: [18] [ 430/1319] eta: 0:50:08 lr: 2.8803643008549054e-05 loss: 0.0513 (0.0570) time: 3.3721 data: 0.0080 max mem: 33370 Epoch: [18] [ 440/1319] eta: 0:49:34 lr: 2.879457464454579e-05 loss: 0.0503 (0.0570) time: 3.3805 data: 0.0080 max mem: 33370 Epoch: [18] [ 450/1319] eta: 0:49:00 lr: 2.8785505963206112e-05 loss: 0.0498 (0.0570) time: 3.3945 data: 0.0080 max mem: 33370 Epoch: [18] [ 460/1319] eta: 0:48:25 lr: 2.877643696440781e-05 loss: 0.0498 (0.0570) time: 3.3552 data: 0.0080 max mem: 33370 Epoch: [18] [ 470/1319] eta: 0:47:52 lr: 2.876736764802861e-05 loss: 0.0470 (0.0568) time: 3.3625 data: 0.0076 max mem: 33370 Epoch: [18] [ 480/1319] eta: 0:47:17 lr: 2.8758298013946133e-05 loss: 0.0442 (0.0566) time: 3.3687 data: 0.0074 max mem: 33370 Epoch: [18] [ 490/1319] eta: 0:46:42 lr: 2.8749228062037915e-05 loss: 0.0483 (0.0567) time: 3.3304 data: 0.0078 max mem: 33370 Epoch: [18] [ 500/1319] eta: 0:46:08 lr: 2.87401577921814e-05 loss: 0.0600 (0.0568) time: 3.3407 data: 0.0077 max mem: 33370 Epoch: [18] [ 510/1319] eta: 0:45:34 lr: 2.8731087204253943e-05 loss: 0.0542 (0.0566) time: 3.3593 data: 0.0077 max mem: 33370 Epoch: [18] [ 520/1319] eta: 0:45:00 lr: 2.8722016298132803e-05 loss: 0.0513 (0.0566) time: 3.3545 data: 0.0079 max mem: 33370 Epoch: [18] [ 530/1319] eta: 0:44:25 lr: 2.8712945073695164e-05 loss: 0.0608 (0.0568) time: 3.3386 data: 0.0078 max mem: 33370 Epoch: [18] [ 540/1319] eta: 0:43:52 lr: 2.87038735308181e-05 loss: 0.0469 (0.0566) time: 3.3584 data: 0.0078 max mem: 33370 Epoch: [18] [ 550/1319] eta: 0:43:18 lr: 2.8694801669378603e-05 loss: 0.0433 (0.0569) time: 3.3895 data: 0.0081 max mem: 33370 Epoch: [18] [ 560/1319] eta: 0:42:44 lr: 2.8685729489253577e-05 loss: 0.0568 (0.0570) time: 3.3864 data: 0.0082 max mem: 33370 Epoch: [18] [ 570/1319] eta: 0:42:10 lr: 2.8676656990319828e-05 loss: 0.0524 (0.0569) time: 3.3667 data: 0.0078 max mem: 33370 Epoch: [18] [ 580/1319] eta: 0:41:36 lr: 2.866758417245408e-05 loss: 0.0408 (0.0567) time: 3.3588 data: 0.0077 max mem: 33370 Epoch: [18] [ 590/1319] eta: 0:41:02 lr: 2.8658511035532965e-05 loss: 0.0451 (0.0567) time: 3.3729 data: 0.0079 max mem: 33370 Epoch: [18] [ 600/1319] eta: 0:40:29 lr: 2.8649437579433008e-05 loss: 0.0560 (0.0568) time: 3.3799 data: 0.0077 max mem: 33370 Epoch: [18] [ 610/1319] eta: 0:39:55 lr: 2.8640363804030673e-05 loss: 0.0622 (0.0570) time: 3.3685 data: 0.0076 max mem: 33370 Epoch: [18] [ 620/1319] eta: 0:39:20 lr: 2.8631289709202297e-05 loss: 0.0597 (0.0570) time: 3.3520 data: 0.0078 max mem: 33370 Epoch: [18] [ 630/1319] eta: 0:38:46 lr: 2.8622215294824162e-05 loss: 0.0555 (0.0569) time: 3.3446 data: 0.0078 max mem: 33370 Epoch: [18] [ 640/1319] eta: 0:38:12 lr: 2.861314056077242e-05 loss: 0.0572 (0.0570) time: 3.3480 data: 0.0076 max mem: 33370 Epoch: [18] [ 650/1319] eta: 0:37:38 lr: 2.8604065506923168e-05 loss: 0.0615 (0.0572) time: 3.3558 data: 0.0078 max mem: 33370 Epoch: [18] [ 660/1319] eta: 0:37:04 lr: 2.859499013315239e-05 loss: 0.0555 (0.0572) time: 3.3588 data: 0.0077 max mem: 33370 Epoch: [18] [ 670/1319] eta: 0:36:31 lr: 2.858591443933597e-05 loss: 0.0529 (0.0571) time: 3.3674 data: 0.0076 max mem: 33370 Epoch: [18] [ 680/1319] eta: 0:35:57 lr: 2.8576838425349722e-05 loss: 0.0529 (0.0572) time: 3.3703 data: 0.0078 max mem: 33370 Epoch: [18] [ 690/1319] eta: 0:35:23 lr: 2.8567762091069368e-05 loss: 0.0423 (0.0570) time: 3.3784 data: 0.0079 max mem: 33370 Epoch: [18] [ 700/1319] eta: 0:34:49 lr: 2.8558685436370514e-05 loss: 0.0418 (0.0569) time: 3.3876 data: 0.0079 max mem: 33370 Epoch: [18] [ 710/1319] eta: 0:34:16 lr: 2.854960846112869e-05 loss: 0.0431 (0.0568) time: 3.4023 data: 0.0078 max mem: 33370 Epoch: [18] [ 720/1319] eta: 0:33:42 lr: 2.8540531165219343e-05 loss: 0.0453 (0.0567) time: 3.3995 data: 0.0077 max mem: 33370 Epoch: [18] [ 730/1319] eta: 0:33:09 lr: 2.8531453548517806e-05 loss: 0.0454 (0.0566) time: 3.3875 data: 0.0078 max mem: 33370 Epoch: [18] [ 740/1319] eta: 0:32:35 lr: 2.8522375610899337e-05 loss: 0.0533 (0.0566) time: 3.3897 data: 0.0080 max mem: 33370 Epoch: [18] [ 750/1319] eta: 0:32:01 lr: 2.8513297352239087e-05 loss: 0.0533 (0.0565) time: 3.3877 data: 0.0083 max mem: 33370 Epoch: [18] [ 760/1319] eta: 0:31:27 lr: 2.850421877241213e-05 loss: 0.0533 (0.0566) time: 3.3671 data: 0.0082 max mem: 33370 Epoch: [18] [ 770/1319] eta: 0:30:53 lr: 2.8495139871293436e-05 loss: 0.0533 (0.0566) time: 3.3412 data: 0.0074 max mem: 33370 Epoch: [18] [ 780/1319] eta: 0:30:19 lr: 2.8486060648757875e-05 loss: 0.0476 (0.0565) time: 3.3426 data: 0.0078 max mem: 33370 Epoch: [18] [ 790/1319] eta: 0:29:46 lr: 2.8476981104680245e-05 loss: 0.0500 (0.0565) time: 3.3927 data: 0.0082 max mem: 33370 Epoch: [18] [ 800/1319] eta: 0:29:12 lr: 2.846790123893523e-05 loss: 0.0524 (0.0565) time: 3.3869 data: 0.0078 max mem: 33370 Epoch: [18] [ 810/1319] eta: 0:28:38 lr: 2.8458821051397444e-05 loss: 0.0628 (0.0567) time: 3.3499 data: 0.0076 max mem: 33370 Epoch: [18] [ 820/1319] eta: 0:28:04 lr: 2.844974054194138e-05 loss: 0.0628 (0.0568) time: 3.3810 data: 0.0078 max mem: 33370 Epoch: [18] [ 830/1319] eta: 0:27:30 lr: 2.844065971044146e-05 loss: 0.0495 (0.0568) time: 3.3731 data: 0.0080 max mem: 33370 Epoch: [18] [ 840/1319] eta: 0:26:57 lr: 2.8431578556772e-05 loss: 0.0673 (0.0572) time: 3.3869 data: 0.0079 max mem: 33370 Epoch: [18] [ 850/1319] eta: 0:26:23 lr: 2.8422497080807237e-05 loss: 0.0537 (0.0571) time: 3.3989 data: 0.0082 max mem: 33370 Epoch: [18] [ 860/1319] eta: 0:25:49 lr: 2.8413415282421285e-05 loss: 0.0529 (0.0573) time: 3.3641 data: 0.0081 max mem: 33370 Epoch: [18] [ 870/1319] eta: 0:25:16 lr: 2.840433316148819e-05 loss: 0.0529 (0.0572) time: 3.3735 data: 0.0074 max mem: 33370 Epoch: [18] [ 880/1319] eta: 0:24:42 lr: 2.8395250717881906e-05 loss: 0.0499 (0.0572) time: 3.3889 data: 0.0080 max mem: 33370 Epoch: [18] [ 890/1319] eta: 0:24:08 lr: 2.8386167951476273e-05 loss: 0.0572 (0.0573) time: 3.3677 data: 0.0082 max mem: 33370 Epoch: [18] [ 900/1319] eta: 0:23:34 lr: 2.8377084862145048e-05 loss: 0.0531 (0.0573) time: 3.3485 data: 0.0079 max mem: 33370 Epoch: [18] [ 910/1319] eta: 0:23:00 lr: 2.8368001449761894e-05 loss: 0.0487 (0.0573) time: 3.3608 data: 0.0082 max mem: 33370 Epoch: [18] [ 920/1319] eta: 0:22:27 lr: 2.8358917714200377e-05 loss: 0.0477 (0.0572) time: 3.3690 data: 0.0079 max mem: 33370 Epoch: [18] [ 930/1319] eta: 0:21:53 lr: 2.834983365533398e-05 loss: 0.0481 (0.0571) time: 3.3509 data: 0.0079 max mem: 33370 Epoch: [18] [ 940/1319] eta: 0:21:19 lr: 2.834074927303607e-05 loss: 0.0474 (0.0570) time: 3.3388 data: 0.0083 max mem: 33370 Epoch: [18] [ 950/1319] eta: 0:20:45 lr: 2.8331664567179933e-05 loss: 0.0497 (0.0572) time: 3.3356 data: 0.0084 max mem: 33370 Epoch: [18] [ 960/1319] eta: 0:20:11 lr: 2.8322579537638772e-05 loss: 0.0570 (0.0572) time: 3.3313 data: 0.0086 max mem: 33370 Epoch: [18] [ 970/1319] eta: 0:19:37 lr: 2.831349418428566e-05 loss: 0.0551 (0.0573) time: 3.3501 data: 0.0085 max mem: 33370 Epoch: [18] [ 980/1319] eta: 0:19:03 lr: 2.830440850699361e-05 loss: 0.0576 (0.0574) time: 3.3592 data: 0.0080 max mem: 33370 Epoch: [18] [ 990/1319] eta: 0:18:30 lr: 2.829532250563552e-05 loss: 0.0534 (0.0575) time: 3.3638 data: 0.0080 max mem: 33370 Epoch: [18] [1000/1319] eta: 0:17:56 lr: 2.828623618008419e-05 loss: 0.0524 (0.0575) time: 3.3597 data: 0.0083 max mem: 33370 Epoch: [18] [1010/1319] eta: 0:17:22 lr: 2.8277149530212353e-05 loss: 0.0576 (0.0575) time: 3.3956 data: 0.0079 max mem: 33370 Epoch: [18] [1020/1319] eta: 0:16:48 lr: 2.8268062555892616e-05 loss: 0.0541 (0.0575) time: 3.3981 data: 0.0077 max mem: 33370 Epoch: [18] [1030/1319] eta: 0:16:15 lr: 2.82589752569975e-05 loss: 0.0490 (0.0574) time: 3.3532 data: 0.0079 max mem: 33370 Epoch: [18] [1040/1319] eta: 0:15:41 lr: 2.8249887633399437e-05 loss: 0.0455 (0.0574) time: 3.3622 data: 0.0079 max mem: 33370 Epoch: [18] [1050/1319] eta: 0:15:07 lr: 2.8240799684970753e-05 loss: 0.0454 (0.0573) time: 3.3705 data: 0.0082 max mem: 33370 Epoch: [18] [1060/1319] eta: 0:14:33 lr: 2.8231711411583693e-05 loss: 0.0501 (0.0573) time: 3.3837 data: 0.0082 max mem: 33370 Epoch: [18] [1070/1319] eta: 0:14:00 lr: 2.8222622813110382e-05 loss: 0.0501 (0.0572) time: 3.3821 data: 0.0079 max mem: 33370 Epoch: [18] [1080/1319] eta: 0:13:26 lr: 2.821353388942287e-05 loss: 0.0471 (0.0572) time: 3.3831 data: 0.0079 max mem: 33370 Epoch: [18] [1090/1319] eta: 0:12:52 lr: 2.820444464039311e-05 loss: 0.0469 (0.0571) time: 3.3726 data: 0.0080 max mem: 33370 Epoch: [18] [1100/1319] eta: 0:12:18 lr: 2.819535506589294e-05 loss: 0.0510 (0.0572) time: 3.3401 data: 0.0076 max mem: 33370 Epoch: [18] [1110/1319] eta: 0:11:45 lr: 2.8186265165794125e-05 loss: 0.0448 (0.0571) time: 3.3309 data: 0.0075 max mem: 33370 Epoch: [18] [1120/1319] eta: 0:11:11 lr: 2.817717493996831e-05 loss: 0.0444 (0.0571) time: 3.3707 data: 0.0078 max mem: 33370 Epoch: [18] [1130/1319] eta: 0:10:37 lr: 2.816808438828707e-05 loss: 0.0479 (0.0572) time: 3.3827 data: 0.0078 max mem: 33370 Epoch: [18] [1140/1319] eta: 0:10:03 lr: 2.8158993510621856e-05 loss: 0.0444 (0.0571) time: 3.3583 data: 0.0076 max mem: 33370 Epoch: [18] [1150/1319] eta: 0:09:30 lr: 2.814990230684405e-05 loss: 0.0460 (0.0571) time: 3.3722 data: 0.0075 max mem: 33370 Epoch: [18] [1160/1319] eta: 0:08:56 lr: 2.814081077682491e-05 loss: 0.0513 (0.0571) time: 3.3771 data: 0.0073 max mem: 33370 Epoch: [18] [1170/1319] eta: 0:08:22 lr: 2.8131718920435623e-05 loss: 0.0578 (0.0572) time: 3.3538 data: 0.0078 max mem: 33370 Epoch: [18] [1180/1319] eta: 0:07:48 lr: 2.812262673754726e-05 loss: 0.0503 (0.0572) time: 3.3499 data: 0.0080 max mem: 33370 Epoch: [18] [1190/1319] eta: 0:07:15 lr: 2.8113534228030784e-05 loss: 0.0486 (0.0571) time: 3.3346 data: 0.0078 max mem: 33370 Epoch: [18] [1200/1319] eta: 0:06:41 lr: 2.8104441391757102e-05 loss: 0.0499 (0.0571) time: 3.3373 data: 0.0082 max mem: 33370 Epoch: [18] [1210/1319] eta: 0:06:07 lr: 2.809534822859698e-05 loss: 0.0612 (0.0571) time: 3.3849 data: 0.0078 max mem: 33370 Epoch: [18] [1220/1319] eta: 0:05:33 lr: 2.8086254738421114e-05 loss: 0.0557 (0.0571) time: 3.3904 data: 0.0077 max mem: 33370 Epoch: [18] [1230/1319] eta: 0:05:00 lr: 2.8077160921100087e-05 loss: 0.0484 (0.0571) time: 3.3712 data: 0.0079 max mem: 33370 Epoch: [18] [1240/1319] eta: 0:04:26 lr: 2.8068066776504393e-05 loss: 0.0493 (0.0570) time: 3.3566 data: 0.0077 max mem: 33370 Epoch: [18] [1250/1319] eta: 0:03:52 lr: 2.8058972304504428e-05 loss: 0.0493 (0.0570) time: 3.3639 data: 0.0075 max mem: 33370 Epoch: [18] [1260/1319] eta: 0:03:18 lr: 2.8049877504970483e-05 loss: 0.0539 (0.0572) time: 3.3666 data: 0.0073 max mem: 33370 Epoch: [18] [1270/1319] eta: 0:02:45 lr: 2.8040782377772763e-05 loss: 0.0560 (0.0572) time: 3.3435 data: 0.0074 max mem: 33370 Epoch: [18] [1280/1319] eta: 0:02:11 lr: 2.803168692278136e-05 loss: 0.0507 (0.0571) time: 3.3544 data: 0.0076 max mem: 33370 Epoch: [18] [1290/1319] eta: 0:01:37 lr: 2.8022591139866265e-05 loss: 0.0507 (0.0572) time: 3.3823 data: 0.0078 max mem: 33370 Epoch: [18] [1300/1319] eta: 0:01:04 lr: 2.80134950288974e-05 loss: 0.0470 (0.0571) time: 3.3838 data: 0.0078 max mem: 33370 Epoch: [18] [1310/1319] eta: 0:00:30 lr: 2.800439858974456e-05 loss: 0.0579 (0.0572) time: 3.3449 data: 0.0076 max mem: 33370 Epoch: [18] Total time: 1:14:08 /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( Test: [ 0/2573] eta: 2:49:43 time: 3.9580 data: 3.8697 max mem: 33370 Test: [ 100/2573] eta: 0:04:44 time: 0.0763 data: 0.0014 max mem: 33370 Test: [ 200/2573] eta: 0:03:49 time: 0.0780 data: 0.0013 max mem: 33370 Test: [ 300/2573] eta: 0:03:24 time: 0.0795 data: 0.0013 max mem: 33370 Test: [ 400/2573] eta: 0:03:08 time: 0.0791 data: 0.0013 max mem: 33370 Test: [ 500/2573] eta: 0:02:56 time: 0.0784 data: 0.0014 max mem: 33370 Test: [ 600/2573] eta: 0:02:45 time: 0.0780 data: 0.0014 max mem: 33370 Test: [ 700/2573] eta: 0:02:36 time: 0.0783 data: 0.0013 max mem: 33370 Test: [ 800/2573] eta: 0:02:27 time: 0.0820 data: 0.0013 max mem: 33370 Test: [ 900/2573] eta: 0:02:18 time: 0.0793 data: 0.0014 max mem: 33370 Test: [1000/2573] eta: 0:02:09 time: 0.0797 data: 0.0014 max mem: 33370 Test: [1100/2573] eta: 0:02:01 time: 0.0797 data: 0.0014 max mem: 33370 Test: [1200/2573] eta: 0:01:52 time: 0.0786 data: 0.0013 max mem: 33370 Test: [1300/2573] eta: 0:01:44 time: 0.0793 data: 0.0013 max mem: 33370 Test: [1400/2573] eta: 0:01:35 time: 0.0781 data: 0.0015 max mem: 33370 Test: [1500/2573] eta: 0:01:27 time: 0.0796 data: 0.0015 max mem: 33370 Test: [1600/2573] eta: 0:01:19 time: 0.0827 data: 0.0014 max mem: 33370 Test: [1700/2573] eta: 0:01:10 time: 0.0791 data: 0.0014 max mem: 33370 Test: [1800/2573] eta: 0:01:02 time: 0.0813 data: 0.0014 max mem: 33370 Test: [1900/2573] eta: 0:00:54 time: 0.0781 data: 0.0014 max mem: 33370 Test: [2000/2573] eta: 0:00:46 time: 0.0795 data: 0.0015 max mem: 33370 Test: [2100/2573] eta: 0:00:38 time: 0.0807 data: 0.0014 max mem: 33370 Test: [2200/2573] eta: 0:00:30 time: 0.0813 data: 0.0014 max mem: 33370 Test: [2300/2573] eta: 0:00:22 time: 0.0811 data: 0.0013 max mem: 33370 Test: [2400/2573] eta: 0:00:13 time: 0.0754 data: 0.0013 max mem: 33370 Test: [2500/2573] eta: 0:00:05 time: 0.0790 data: 0.0014 max mem: 33370 Test: Total time: 0:03:27 Final results: Mean IoU is 62.96 precision@0.5 = 70.49 precision@0.6 = 64.34 precision@0.7 = 57.23 precision@0.8 = 45.83 precision@0.9 = 22.39 overall IoU = 60.68 Average object IoU 62.95508892633676 Overall IoU 60.684532165527344 Better epoch: 18 /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( Epoch: [19] [ 0/1319] eta: 1:55:20 lr: 2.7996211513802005e-05 loss: 0.0458 (0.0458) time: 5.2469 data: 1.7288 max mem: 33370 Epoch: [19] [ 10/1319] eta: 1:17:59 lr: 2.7987114450740563e-05 loss: 0.0488 (0.0587) time: 3.5752 data: 0.1644 max mem: 33370 Epoch: [19] [ 20/1319] eta: 1:16:12 lr: 2.7978017059117013e-05 loss: 0.0471 (0.0539) time: 3.4340 data: 0.0084 max mem: 33370 Epoch: [19] [ 30/1319] eta: 1:14:19 lr: 2.7968919338800786e-05 loss: 0.0408 (0.0663) time: 3.3966 data: 0.0087 max mem: 33370 Epoch: [19] [ 40/1319] eta: 1:13:31 lr: 2.7959821289661182e-05 loss: 0.0456 (0.0635) time: 3.3742 data: 0.0081 max mem: 33370 Epoch: [19] [ 50/1319] eta: 1:12:43 lr: 2.795072291156743e-05 loss: 0.0472 (0.0617) time: 3.4062 data: 0.0081 max mem: 33370 Epoch: [19] [ 60/1319] eta: 1:11:51 lr: 2.7941624204388656e-05 loss: 0.0505 (0.0634) time: 3.3737 data: 0.0083 max mem: 33370 Epoch: [19] [ 70/1319] eta: 1:11:07 lr: 2.7932525167993873e-05 loss: 0.0505 (0.0610) time: 3.3608 data: 0.0078 max mem: 33370 Epoch: [19] [ 80/1319] eta: 1:10:28 lr: 2.7923425802252002e-05 loss: 0.0477 (0.0590) time: 3.3771 data: 0.0078 max mem: 33370 Epoch: [19] [ 90/1319] eta: 1:09:43 lr: 2.791432610703186e-05 loss: 0.0459 (0.0578) time: 3.3576 data: 0.0078 max mem: 33370 Epoch: [19] [ 100/1319] eta: 1:09:05 lr: 2.790522608220219e-05 loss: 0.0530 (0.0579) time: 3.3520 data: 0.0077 max mem: 33370 Epoch: [19] [ 110/1319] eta: 1:08:29 lr: 2.789612572763159e-05 loss: 0.0519 (0.0574) time: 3.3788 data: 0.0077 max mem: 33370 Epoch: [19] [ 120/1319] eta: 1:07:54 lr: 2.7887025043188598e-05 loss: 0.0412 (0.0567) time: 3.3838 data: 0.0077 max mem: 33370 Epoch: [19] [ 130/1319] eta: 1:07:14 lr: 2.7877924028741625e-05 loss: 0.0473 (0.0564) time: 3.3606 data: 0.0078 max mem: 33370 Epoch: [19] [ 140/1319] eta: 1:06:37 lr: 2.7868822684159008e-05 loss: 0.0473 (0.0562) time: 3.3495 data: 0.0079 max mem: 33370 Epoch: [19] [ 150/1319] eta: 1:06:05 lr: 2.7859721009308947e-05 loss: 0.0425 (0.0554) time: 3.3865 data: 0.0081 max mem: 33370 Epoch: [19] [ 160/1319] eta: 1:05:30 lr: 2.7850619004059574e-05 loss: 0.0425 (0.0562) time: 3.3900 data: 0.0083 max mem: 33370 Epoch: [19] [ 170/1319] eta: 1:04:54 lr: 2.7841516668278917e-05 loss: 0.0447 (0.0556) time: 3.3641 data: 0.0082 max mem: 33370 Epoch: [19] [ 180/1319] eta: 1:04:20 lr: 2.7832414001834883e-05 loss: 0.0419 (0.0552) time: 3.3788 data: 0.0082 max mem: 33370 Epoch: [19] [ 190/1319] eta: 1:03:46 lr: 2.782331100459529e-05 loss: 0.0454 (0.0551) time: 3.3873 data: 0.0084 max mem: 33370 Epoch: [19] [ 200/1319] eta: 1:03:11 lr: 2.781420767642787e-05 loss: 0.0427 (0.0546) time: 3.3778 data: 0.0081 max mem: 33370 Epoch: [19] [ 210/1319] eta: 1:02:35 lr: 2.7805104017200224e-05 loss: 0.0446 (0.0546) time: 3.3611 data: 0.0078 max mem: 33370 Epoch: [19] [ 220/1319] eta: 1:02:03 lr: 2.779600002677987e-05 loss: 0.0536 (0.0546) time: 3.3804 data: 0.0077 max mem: 33370 Epoch: [19] [ 230/1319] eta: 1:01:28 lr: 2.778689570503424e-05 loss: 0.0501 (0.0544) time: 3.3950 data: 0.0079 max mem: 33370 Epoch: [19] [ 240/1319] eta: 1:00:53 lr: 2.7777791051830626e-05 loss: 0.0513 (0.0545) time: 3.3695 data: 0.0078 max mem: 33370 Epoch: [19] [ 250/1319] eta: 1:00:19 lr: 2.7768686067036253e-05 loss: 0.0554 (0.0546) time: 3.3760 data: 0.0079 max mem: 33370 Epoch: [19] [ 260/1319] eta: 0:59:44 lr: 2.775958075051822e-05 loss: 0.0432 (0.0543) time: 3.3740 data: 0.0080 max mem: 33370 Epoch: [19] [ 270/1319] eta: 0:59:11 lr: 2.7750475102143547e-05 loss: 0.0406 (0.0541) time: 3.3786 data: 0.0079 max mem: 33370 Epoch: [19] [ 280/1319] eta: 0:58:36 lr: 2.7741369121779126e-05 loss: 0.0412 (0.0540) time: 3.3775 data: 0.0083 max mem: 33370 Epoch: [19] [ 290/1319] eta: 0:58:01 lr: 2.7732262809291776e-05 loss: 0.0523 (0.0541) time: 3.3545 data: 0.0085 max mem: 33370 Epoch: [19] [ 300/1319] eta: 0:57:27 lr: 2.7723156164548194e-05 loss: 0.0516 (0.0548) time: 3.3556 data: 0.0085 max mem: 33370 Epoch: [19] [ 310/1319] eta: 0:56:51 lr: 2.771404918741497e-05 loss: 0.0510 (0.0550) time: 3.3479 data: 0.0082 max mem: 33370 Epoch: [19] [ 320/1319] eta: 0:56:16 lr: 2.7704941877758615e-05 loss: 0.0538 (0.0549) time: 3.3423 data: 0.0079 max mem: 33370 Epoch: [19] [ 330/1319] eta: 0:55:42 lr: 2.7695834235445526e-05 loss: 0.0490 (0.0548) time: 3.3500 data: 0.0079 max mem: 33370 Epoch: [19] [ 340/1319] eta: 0:55:07 lr: 2.7686726260341988e-05 loss: 0.0420 (0.0544) time: 3.3557 data: 0.0078 max mem: 33370 Epoch: [19] [ 350/1319] eta: 0:54:34 lr: 2.7677617952314193e-05 loss: 0.0475 (0.0545) time: 3.3724 data: 0.0077 max mem: 33370 Epoch: [19] [ 360/1319] eta: 0:53:59 lr: 2.7668509311228242e-05 loss: 0.0505 (0.0545) time: 3.3623 data: 0.0076 max mem: 33370 Epoch: [19] [ 370/1319] eta: 0:53:26 lr: 2.7659400336950098e-05 loss: 0.0510 (0.0544) time: 3.3728 data: 0.0081 max mem: 33370 Epoch: [19] [ 380/1319] eta: 0:52:52 lr: 2.765029102934566e-05 loss: 0.0482 (0.0545) time: 3.3880 data: 0.0081 max mem: 33370 Epoch: [19] [ 390/1319] eta: 0:52:19 lr: 2.764118138828069e-05 loss: 0.0495 (0.0547) time: 3.3873 data: 0.0078 max mem: 33370 Epoch: [19] [ 400/1319] eta: 0:51:44 lr: 2.763207141362088e-05 loss: 0.0532 (0.0550) time: 3.3760 data: 0.0077 max mem: 33370 Epoch: [19] [ 410/1319] eta: 0:51:11 lr: 2.7622961105231792e-05 loss: 0.0532 (0.0550) time: 3.3711 data: 0.0079 max mem: 33370 Epoch: [19] [ 420/1319] eta: 0:50:37 lr: 2.7613850462978895e-05 loss: 0.0469 (0.0547) time: 3.3963 data: 0.0079 max mem: 33370 Epoch: [19] [ 430/1319] eta: 0:50:03 lr: 2.7604739486727564e-05 loss: 0.0489 (0.0547) time: 3.3850 data: 0.0077 max mem: 33370 Epoch: [19] [ 440/1319] eta: 0:49:30 lr: 2.759562817634305e-05 loss: 0.0543 (0.0549) time: 3.3790 data: 0.0079 max mem: 33370 Epoch: [19] [ 450/1319] eta: 0:48:56 lr: 2.7586516531690514e-05 loss: 0.0504 (0.0549) time: 3.3826 data: 0.0083 max mem: 33370 Epoch: [19] [ 460/1319] eta: 0:48:22 lr: 2.7577404552635017e-05 loss: 0.0535 (0.0550) time: 3.3788 data: 0.0083 max mem: 33370 Epoch: [19] [ 470/1319] eta: 0:47:48 lr: 2.7568292239041493e-05 loss: 0.0507 (0.0548) time: 3.3660 data: 0.0081 max mem: 33370 Epoch: [19] [ 480/1319] eta: 0:47:15 lr: 2.7559179590774802e-05 loss: 0.0479 (0.0549) time: 3.3796 data: 0.0077 max mem: 33370 Epoch: [19] [ 490/1319] eta: 0:46:40 lr: 2.755006660769968e-05 loss: 0.0494 (0.0549) time: 3.3824 data: 0.0080 max mem: 33370 Epoch: [19] [ 500/1319] eta: 0:46:06 lr: 2.754095328968076e-05 loss: 0.0495 (0.0551) time: 3.3600 data: 0.0084 max mem: 33370 Epoch: [19] [ 510/1319] eta: 0:45:32 lr: 2.753183963658258e-05 loss: 0.0495 (0.0550) time: 3.3626 data: 0.0079 max mem: 33370 Epoch: [19] [ 520/1319] eta: 0:44:58 lr: 2.7522725648269566e-05 loss: 0.0473 (0.0550) time: 3.3554 data: 0.0078 max mem: 33370 Epoch: [19] [ 530/1319] eta: 0:44:24 lr: 2.7513611324606038e-05 loss: 0.0478 (0.0548) time: 3.3497 data: 0.0085 max mem: 33370 Epoch: [19] [ 540/1319] eta: 0:43:50 lr: 2.7504496665456215e-05 loss: 0.0489 (0.0550) time: 3.3478 data: 0.0085 max mem: 33370 Epoch: [19] [ 550/1319] eta: 0:43:16 lr: 2.749538167068421e-05 loss: 0.0490 (0.0552) time: 3.3653 data: 0.0081 max mem: 33370 Epoch: [19] [ 560/1319] eta: 0:42:42 lr: 2.7486266340154037e-05 loss: 0.0560 (0.0555) time: 3.3767 data: 0.0082 max mem: 33370 Epoch: [19] [ 570/1319] eta: 0:42:09 lr: 2.74771506737296e-05 loss: 0.0491 (0.0553) time: 3.3815 data: 0.0085 max mem: 33370 Epoch: [19] [ 580/1319] eta: 0:41:35 lr: 2.7468034671274683e-05 loss: 0.0485 (0.0555) time: 3.3941 data: 0.0082 max mem: 33370 Epoch: [19] [ 590/1319] eta: 0:41:02 lr: 2.7458918332652984e-05 loss: 0.0485 (0.0553) time: 3.3925 data: 0.0079 max mem: 33370 Epoch: [19] [ 600/1319] eta: 0:40:28 lr: 2.7449801657728096e-05 loss: 0.0540 (0.0556) time: 3.3870 data: 0.0079 max mem: 33370 Epoch: [19] [ 610/1319] eta: 0:39:54 lr: 2.7440684646363496e-05 loss: 0.0581 (0.0556) time: 3.3608 data: 0.0078 max mem: 33370 Epoch: [19] [ 620/1319] eta: 0:39:20 lr: 2.743156729842255e-05 loss: 0.0544 (0.0557) time: 3.3590 data: 0.0076 max mem: 33370 Epoch: [19] [ 630/1319] eta: 0:38:46 lr: 2.7422449613768535e-05 loss: 0.0594 (0.0557) time: 3.3623 data: 0.0074 max mem: 33370 Epoch: [19] [ 640/1319] eta: 0:38:12 lr: 2.7413331592264612e-05 loss: 0.0594 (0.0558) time: 3.3555 data: 0.0077 max mem: 33370 Epoch: [19] [ 650/1319] eta: 0:37:38 lr: 2.740421323377384e-05 loss: 0.0524 (0.0558) time: 3.3725 data: 0.0078 max mem: 33370 Epoch: [19] [ 660/1319] eta: 0:37:04 lr: 2.7395094538159166e-05 loss: 0.0557 (0.0560) time: 3.3596 data: 0.0078 max mem: 33370 Epoch: [19] [ 670/1319] eta: 0:36:30 lr: 2.738597550528344e-05 loss: 0.0614 (0.0562) time: 3.3427 data: 0.0082 max mem: 33370 Epoch: [19] [ 680/1319] eta: 0:35:56 lr: 2.7376856135009393e-05 loss: 0.0516 (0.0562) time: 3.3504 data: 0.0081 max mem: 33370 Epoch: [19] [ 690/1319] eta: 0:35:23 lr: 2.736773642719965e-05 loss: 0.0523 (0.0563) time: 3.3865 data: 0.0078 max mem: 33370 Epoch: [19] [ 700/1319] eta: 0:34:48 lr: 2.735861638171675e-05 loss: 0.0583 (0.0563) time: 3.3727 data: 0.0081 max mem: 33370 Epoch: [19] [ 710/1319] eta: 0:34:15 lr: 2.7349495998423098e-05 loss: 0.0533 (0.0564) time: 3.3575 data: 0.0080 max mem: 33370 Epoch: [19] [ 720/1319] eta: 0:33:41 lr: 2.7340375277181003e-05 loss: 0.0451 (0.0562) time: 3.3823 data: 0.0076 max mem: 33370 Epoch: [19] [ 730/1319] eta: 0:33:07 lr: 2.733125421785267e-05 loss: 0.0548 (0.0566) time: 3.3712 data: 0.0079 max mem: 33370 Epoch: [19] [ 740/1319] eta: 0:32:34 lr: 2.7322132820300196e-05 loss: 0.0671 (0.0568) time: 3.3699 data: 0.0080 max mem: 33370 Epoch: [19] [ 750/1319] eta: 0:32:00 lr: 2.731301108438557e-05 loss: 0.0519 (0.0567) time: 3.3680 data: 0.0079 max mem: 33370 Epoch: [19] [ 760/1319] eta: 0:31:26 lr: 2.7303889009970667e-05 loss: 0.0545 (0.0567) time: 3.3702 data: 0.0079 max mem: 33370 Epoch: [19] [ 770/1319] eta: 0:30:52 lr: 2.7294766596917266e-05 loss: 0.0550 (0.0567) time: 3.3703 data: 0.0077 max mem: 33370 Epoch: [19] [ 780/1319] eta: 0:30:18 lr: 2.7285643845087027e-05 loss: 0.0463 (0.0566) time: 3.3734 data: 0.0075 max mem: 33370 Epoch: [19] [ 790/1319] eta: 0:29:44 lr: 2.7276520754341512e-05 loss: 0.0501 (0.0566) time: 3.3596 data: 0.0075 max mem: 33370 Epoch: [19] [ 800/1319] eta: 0:29:11 lr: 2.726739732454216e-05 loss: 0.0421 (0.0565) time: 3.3601 data: 0.0076 max mem: 33370 Epoch: [19] [ 810/1319] eta: 0:28:37 lr: 2.7258273555550322e-05 loss: 0.0421 (0.0564) time: 3.3687 data: 0.0080 max mem: 33370 Epoch: [19] [ 820/1319] eta: 0:28:03 lr: 2.7249149447227223e-05 loss: 0.0465 (0.0563) time: 3.3683 data: 0.0078 max mem: 33370 Epoch: [19] [ 830/1319] eta: 0:27:30 lr: 2.7240024999433987e-05 loss: 0.0471 (0.0562) time: 3.3843 data: 0.0077 max mem: 33370 Epoch: [19] [ 840/1319] eta: 0:26:56 lr: 2.723090021203163e-05 loss: 0.0471 (0.0562) time: 3.3592 data: 0.0081 max mem: 33370 Epoch: [19] [ 850/1319] eta: 0:26:22 lr: 2.7221775084881062e-05 loss: 0.0502 (0.0561) time: 3.3688 data: 0.0079 max mem: 33370 Epoch: [19] [ 860/1319] eta: 0:25:48 lr: 2.7212649617843082e-05 loss: 0.0495 (0.0561) time: 3.3835 data: 0.0078 max mem: 33370 Epoch: [19] [ 870/1319] eta: 0:25:14 lr: 2.7203523810778376e-05 loss: 0.0543 (0.0562) time: 3.3666 data: 0.0080 max mem: 33370 Epoch: [19] [ 880/1319] eta: 0:24:41 lr: 2.7194397663547522e-05 loss: 0.0598 (0.0563) time: 3.3605 data: 0.0080 max mem: 33370 Epoch: [19] [ 890/1319] eta: 0:24:07 lr: 2.7185271176010996e-05 loss: 0.0522 (0.0562) time: 3.3628 data: 0.0079 max mem: 33370 Epoch: [19] [ 900/1319] eta: 0:23:33 lr: 2.7176144348029154e-05 loss: 0.0479 (0.0562) time: 3.3807 data: 0.0077 max mem: 33370 Epoch: [19] [ 910/1319] eta: 0:22:59 lr: 2.7167017179462245e-05 loss: 0.0547 (0.0563) time: 3.3687 data: 0.0077 max mem: 33370 Epoch: [19] [ 920/1319] eta: 0:22:25 lr: 2.7157889670170428e-05 loss: 0.0551 (0.0563) time: 3.3492 data: 0.0077 max mem: 33370 Epoch: [19] [ 930/1319] eta: 0:21:52 lr: 2.7148761820013714e-05 loss: 0.0551 (0.0565) time: 3.3507 data: 0.0081 max mem: 33370 Epoch: [19] [ 940/1319] eta: 0:21:18 lr: 2.7139633628852036e-05 loss: 0.0584 (0.0566) time: 3.3360 data: 0.0084 max mem: 33370 Epoch: [19] [ 950/1319] eta: 0:20:44 lr: 2.7130505096545213e-05 loss: 0.0508 (0.0565) time: 3.3384 data: 0.0083 max mem: 33370 Epoch: [19] [ 960/1319] eta: 0:20:10 lr: 2.712137622295293e-05 loss: 0.0467 (0.0564) time: 3.3626 data: 0.0083 max mem: 33370 Epoch: [19] [ 970/1319] eta: 0:19:36 lr: 2.7112247007934798e-05 loss: 0.0502 (0.0565) time: 3.3672 data: 0.0080 max mem: 33370 Epoch: [19] [ 980/1319] eta: 0:19:03 lr: 2.7103117451350296e-05 loss: 0.0602 (0.0565) time: 3.3675 data: 0.0075 max mem: 33370 Epoch: [19] [ 990/1319] eta: 0:18:29 lr: 2.7093987553058785e-05 loss: 0.0608 (0.0567) time: 3.3715 data: 0.0076 max mem: 33370 Epoch: [19] [1000/1319] eta: 0:17:55 lr: 2.708485731291955e-05 loss: 0.0515 (0.0567) time: 3.3785 data: 0.0081 max mem: 33370 Epoch: [19] [1010/1319] eta: 0:17:22 lr: 2.7075726730791712e-05 loss: 0.0511 (0.0567) time: 3.3762 data: 0.0079 max mem: 33370 Epoch: [19] [1020/1319] eta: 0:16:48 lr: 2.706659580653433e-05 loss: 0.0541 (0.0569) time: 3.3710 data: 0.0075 max mem: 33370 Epoch: [19] [1030/1319] eta: 0:16:14 lr: 2.7057464540006328e-05 loss: 0.0609 (0.0569) time: 3.3627 data: 0.0076 max mem: 33370 Epoch: [19] [1040/1319] eta: 0:15:40 lr: 2.7048332931066517e-05 loss: 0.0527 (0.0569) time: 3.3483 data: 0.0079 max mem: 33370 Epoch: [19] [1050/1319] eta: 0:15:07 lr: 2.7039200979573614e-05 loss: 0.0522 (0.0569) time: 3.3494 data: 0.0081 max mem: 33370 Epoch: [19] [1060/1319] eta: 0:14:33 lr: 2.7030068685386206e-05 loss: 0.0520 (0.0569) time: 3.3352 data: 0.0083 max mem: 33370 Epoch: [19] [1070/1319] eta: 0:13:59 lr: 2.7020936048362782e-05 loss: 0.0479 (0.0569) time: 3.3493 data: 0.0080 max mem: 33370 Epoch: [19] [1080/1319] eta: 0:13:25 lr: 2.7011803068361714e-05 loss: 0.0557 (0.0569) time: 3.3829 data: 0.0075 max mem: 33370 Epoch: [19] [1090/1319] eta: 0:12:52 lr: 2.700266974524126e-05 loss: 0.0550 (0.0570) time: 3.3922 data: 0.0077 max mem: 33370 Epoch: [19] [1100/1319] eta: 0:12:18 lr: 2.699353607885957e-05 loss: 0.0531 (0.0570) time: 3.3998 data: 0.0079 max mem: 33370 Epoch: [19] [1110/1319] eta: 0:11:44 lr: 2.6984402069074687e-05 loss: 0.0531 (0.0570) time: 3.4086 data: 0.0077 max mem: 33370 Epoch: [19] [1120/1319] eta: 0:11:11 lr: 2.6975267715744523e-05 loss: 0.0544 (0.0569) time: 3.4200 data: 0.0074 max mem: 33370 Epoch: [19] [1130/1319] eta: 0:10:37 lr: 2.6966133018726902e-05 loss: 0.0490 (0.0569) time: 3.3980 data: 0.0074 max mem: 33370 Epoch: [19] [1140/1319] eta: 0:10:03 lr: 2.6956997977879505e-05 loss: 0.0490 (0.0569) time: 3.3696 data: 0.0080 max mem: 33370 Epoch: [19] [1150/1319] eta: 0:09:29 lr: 2.6947862593059943e-05 loss: 0.0481 (0.0569) time: 3.3622 data: 0.0077 max mem: 33370 Epoch: [19] [1160/1319] eta: 0:08:56 lr: 2.6938726864125667e-05 loss: 0.0474 (0.0569) time: 3.3613 data: 0.0073 max mem: 33370 Epoch: [19] [1170/1319] eta: 0:08:22 lr: 2.6929590790934063e-05 loss: 0.0467 (0.0569) time: 3.3612 data: 0.0077 max mem: 33370 Epoch: [19] [1180/1319] eta: 0:07:48 lr: 2.6920454373342357e-05 loss: 0.0532 (0.0569) time: 3.3462 data: 0.0084 max mem: 33370 Epoch: [19] [1190/1319] eta: 0:07:15 lr: 2.6911317611207703e-05 loss: 0.0600 (0.0570) time: 3.3558 data: 0.0082 max mem: 33370 Epoch: [19] [1200/1319] eta: 0:06:41 lr: 2.6902180504387114e-05 loss: 0.0605 (0.0570) time: 3.3547 data: 0.0077 max mem: 33370 Epoch: [19] [1210/1319] eta: 0:06:07 lr: 2.689304305273751e-05 loss: 0.0608 (0.0571) time: 3.3350 data: 0.0077 max mem: 33370 Epoch: [19] [1220/1319] eta: 0:05:33 lr: 2.6883905256115667e-05 loss: 0.0608 (0.0571) time: 3.3648 data: 0.0076 max mem: 33370 Epoch: [19] [1230/1319] eta: 0:05:00 lr: 2.687476711437828e-05 loss: 0.0532 (0.0571) time: 3.3765 data: 0.0075 max mem: 33370 Epoch: [19] [1240/1319] eta: 0:04:26 lr: 2.6865628627381928e-05 loss: 0.0532 (0.0571) time: 3.3672 data: 0.0075 max mem: 33370 Epoch: [19] [1250/1319] eta: 0:03:52 lr: 2.6856489794983043e-05 loss: 0.0522 (0.0572) time: 3.3773 data: 0.0073 max mem: 33370 Epoch: [19] [1260/1319] eta: 0:03:18 lr: 2.6847350617037976e-05 loss: 0.0516 (0.0572) time: 3.3744 data: 0.0075 max mem: 33370 Epoch: [19] [1270/1319] eta: 0:02:45 lr: 2.683821109340296e-05 loss: 0.0496 (0.0572) time: 3.3573 data: 0.0078 max mem: 33370 Epoch: [19] [1280/1319] eta: 0:02:11 lr: 2.68290712239341e-05 loss: 0.0474 (0.0572) time: 3.3588 data: 0.0079 max mem: 33370 Epoch: [19] [1290/1319] eta: 0:01:37 lr: 2.681993100848739e-05 loss: 0.0495 (0.0573) time: 3.3775 data: 0.0078 max mem: 33370 Epoch: [19] [1300/1319] eta: 0:01:04 lr: 2.6810790446918727e-05 loss: 0.0620 (0.0573) time: 3.3667 data: 0.0081 max mem: 33370 Epoch: [19] [1310/1319] eta: 0:00:30 lr: 2.680164953908387e-05 loss: 0.0624 (0.0574) time: 3.3519 data: 0.0082 max mem: 33370 Epoch: [19] Total time: 1:14:07 /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( Test: [ 0/2573] eta: 2:50:35 time: 3.9780 data: 3.8882 max mem: 33370 Test: [ 100/2573] eta: 0:04:44 time: 0.0760 data: 0.0014 max mem: 33370 Test: [ 200/2573] eta: 0:03:49 time: 0.0774 data: 0.0015 max mem: 33370 Test: [ 300/2573] eta: 0:03:24 time: 0.0789 data: 0.0013 max mem: 33370 Test: [ 400/2573] eta: 0:03:08 time: 0.0792 data: 0.0014 max mem: 33370 Test: [ 500/2573] eta: 0:02:56 time: 0.0789 data: 0.0014 max mem: 33370 Test: [ 600/2573] eta: 0:02:46 time: 0.0788 data: 0.0015 max mem: 33370 Test: [ 700/2573] eta: 0:02:36 time: 0.0780 data: 0.0014 max mem: 33370 Test: [ 800/2573] eta: 0:02:27 time: 0.0811 data: 0.0013 max mem: 33370 Test: [ 900/2573] eta: 0:02:18 time: 0.0779 data: 0.0015 max mem: 33370 Test: [1000/2573] eta: 0:02:09 time: 0.0785 data: 0.0015 max mem: 33370 Test: [1100/2573] eta: 0:02:00 time: 0.0788 data: 0.0014 max mem: 33370 Test: [1200/2573] eta: 0:01:52 time: 0.0781 data: 0.0014 max mem: 33370 Test: [1300/2573] eta: 0:01:43 time: 0.0784 data: 0.0013 max mem: 33370 Test: [1400/2573] eta: 0:01:35 time: 0.0768 data: 0.0014 max mem: 33370 Test: [1500/2573] eta: 0:01:27 time: 0.0793 data: 0.0014 max mem: 33370 Test: [1600/2573] eta: 0:01:18 time: 0.0821 data: 0.0014 max mem: 33370 Test: [1700/2573] eta: 0:01:10 time: 0.0773 data: 0.0014 max mem: 33370 Test: [1800/2573] eta: 0:01:02 time: 0.0816 data: 0.0014 max mem: 33370 Test: [1900/2573] eta: 0:00:54 time: 0.0786 data: 0.0015 max mem: 33370 Test: [2000/2573] eta: 0:00:46 time: 0.0786 data: 0.0014 max mem: 33370 Test: [2100/2573] eta: 0:00:38 time: 0.0812 data: 0.0014 max mem: 33370 Test: [2200/2573] eta: 0:00:29 time: 0.0809 data: 0.0014 max mem: 33370 Test: [2300/2573] eta: 0:00:21 time: 0.0825 data: 0.0015 max mem: 33370 Test: [2400/2573] eta: 0:00:13 time: 0.0750 data: 0.0014 max mem: 33370 Test: [2500/2573] eta: 0:00:05 time: 0.0797 data: 0.0014 max mem: 33370 Test: Total time: 0:03:27 Final results: Mean IoU is 62.44 precision@0.5 = 69.79 precision@0.6 = 64.79 precision@0.7 = 57.99 precision@0.8 = 46.34 precision@0.9 = 21.96 overall IoU = 60.34 Average object IoU 62.43724562268626 Overall IoU 60.33876037597656 /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( Epoch: [20] [ 0/1319] eta: 3:12:40 lr: 2.6793422425855603e-05 loss: 0.0408 (0.0408) time: 8.7648 data: 2.8795 max mem: 33370 Epoch: [20] [ 10/1319] eta: 1:24:02 lr: 2.678428085971722e-05 loss: 0.0478 (0.0483) time: 3.8519 data: 0.2691 max mem: 33370 Epoch: [20] [ 20/1319] eta: 1:18:34 lr: 2.6775138946893718e-05 loss: 0.0478 (0.0493) time: 3.3724 data: 0.0081 max mem: 33370 Epoch: [20] [ 30/1319] eta: 1:16:15 lr: 2.6765996687240426e-05 loss: 0.0498 (0.0503) time: 3.3836 data: 0.0082 max mem: 33370 Epoch: [20] [ 40/1319] eta: 1:14:41 lr: 2.675685408061254e-05 loss: 0.0491 (0.0487) time: 3.3721 data: 0.0079 max mem: 33370 Epoch: [20] [ 50/1319] eta: 1:13:44 lr: 2.6747711126865168e-05 loss: 0.0391 (0.0486) time: 3.3889 data: 0.0079 max mem: 33370 Epoch: [20] [ 60/1319] eta: 1:12:50 lr: 2.6738567825853273e-05 loss: 0.0459 (0.0488) time: 3.4045 data: 0.0081 max mem: 33370 Epoch: [20] [ 70/1319] eta: 1:11:52 lr: 2.6729424177431713e-05 loss: 0.0459 (0.0487) time: 3.3652 data: 0.0080 max mem: 33370 Epoch: [20] [ 80/1319] eta: 1:10:57 lr: 2.6720280181455227e-05 loss: 0.0439 (0.0492) time: 3.3306 data: 0.0082 max mem: 33370 Epoch: [20] [ 90/1319] eta: 1:10:12 lr: 2.671113583777845e-05 loss: 0.0410 (0.0488) time: 3.3389 data: 0.0085 max mem: 33370 Epoch: [20] [ 100/1319] eta: 1:09:32 lr: 2.670199114625589e-05 loss: 0.0426 (0.0490) time: 3.3677 data: 0.0084 max mem: 33370 Epoch: [20] [ 110/1319] eta: 1:08:50 lr: 2.6692846106741932e-05 loss: 0.0477 (0.0487) time: 3.3671 data: 0.0081 max mem: 33370 Epoch: [20] [ 120/1319] eta: 1:08:08 lr: 2.668370071909087e-05 loss: 0.0403 (0.0488) time: 3.3434 data: 0.0079 max mem: 33370 Epoch: [20] [ 130/1319] eta: 1:07:29 lr: 2.6674554983156852e-05 loss: 0.0437 (0.0489) time: 3.3470 data: 0.0083 max mem: 33370 Epoch: [20] [ 140/1319] eta: 1:06:50 lr: 2.666540889879393e-05 loss: 0.0437 (0.0491) time: 3.3509 data: 0.0088 max mem: 33370 Epoch: [20] [ 150/1319] eta: 1:06:09 lr: 2.6656262465856026e-05 loss: 0.0457 (0.0495) time: 3.3257 data: 0.0088 max mem: 33370 Epoch: [20] [ 160/1319] eta: 1:05:31 lr: 2.6647115684196954e-05 loss: 0.0458 (0.0495) time: 3.3300 data: 0.0081 max mem: 33370 Epoch: [20] [ 170/1319] eta: 1:04:54 lr: 2.663796855367041e-05 loss: 0.0409 (0.0491) time: 3.3418 data: 0.0075 max mem: 33370 Epoch: [20] [ 180/1319] eta: 1:04:19 lr: 2.662882107412996e-05 loss: 0.0461 (0.0495) time: 3.3591 data: 0.0077 max mem: 33370 Epoch: [20] [ 190/1319] eta: 1:03:43 lr: 2.661967324542908e-05 loss: 0.0461 (0.0493) time: 3.3672 data: 0.0076 max mem: 33370 Epoch: [20] [ 200/1319] eta: 1:03:09 lr: 2.6610525067421092e-05 loss: 0.0447 (0.0492) time: 3.3638 data: 0.0076 max mem: 33370 Epoch: [20] [ 210/1319] eta: 1:02:36 lr: 2.6601376539959238e-05 loss: 0.0506 (0.0498) time: 3.3934 data: 0.0075 max mem: 33370 Epoch: [20] [ 220/1319] eta: 1:02:02 lr: 2.6592227662896617e-05 loss: 0.0556 (0.0505) time: 3.3973 data: 0.0079 max mem: 33370 Epoch: [20] [ 230/1319] eta: 1:01:26 lr: 2.658307843608621e-05 loss: 0.0551 (0.0507) time: 3.3672 data: 0.0084 max mem: 33370 Epoch: [20] [ 240/1319] eta: 1:00:53 lr: 2.65739288593809e-05 loss: 0.0543 (0.0515) time: 3.3668 data: 0.0080 max mem: 33370 Epoch: [20] [ 250/1319] eta: 1:00:19 lr: 2.6564778932633426e-05 loss: 0.0541 (0.0514) time: 3.3843 data: 0.0077 max mem: 33370 Epoch: [20] [ 260/1319] eta: 0:59:46 lr: 2.655562865569643e-05 loss: 0.0443 (0.0513) time: 3.3996 data: 0.0075 max mem: 33370 Epoch: [20] [ 270/1319] eta: 0:59:10 lr: 2.654647802842242e-05 loss: 0.0439 (0.0512) time: 3.3790 data: 0.0076 max mem: 33370 Epoch: [20] [ 280/1319] eta: 0:58:37 lr: 2.6537327050663813e-05 loss: 0.0486 (0.0513) time: 3.3668 data: 0.0076 max mem: 33370 Epoch: [20] [ 290/1319] eta: 0:58:03 lr: 2.6528175722272857e-05 loss: 0.0464 (0.0512) time: 3.3854 data: 0.0074 max mem: 33370 Epoch: [20] [ 300/1319] eta: 0:57:27 lr: 2.6519024043101733e-05 loss: 0.0543 (0.0520) time: 3.3581 data: 0.0079 max mem: 33370 Epoch: [20] [ 310/1319] eta: 0:56:53 lr: 2.6509872013002462e-05 loss: 0.0599 (0.0523) time: 3.3523 data: 0.0085 max mem: 33370 Epoch: [20] [ 320/1319] eta: 0:56:18 lr: 2.6500719631826982e-05 loss: 0.0388 (0.0519) time: 3.3653 data: 0.0081 max mem: 33370 Epoch: [20] [ 330/1319] eta: 0:55:43 lr: 2.649156689942709e-05 loss: 0.0388 (0.0517) time: 3.3515 data: 0.0078 max mem: 33370 Epoch: [20] [ 340/1319] eta: 0:55:10 lr: 2.648241381565446e-05 loss: 0.0404 (0.0514) time: 3.3630 data: 0.0081 max mem: 33370 Epoch: [20] [ 350/1319] eta: 0:54:37 lr: 2.6473260380360663e-05 loss: 0.0510 (0.0519) time: 3.4013 data: 0.0083 max mem: 33370 Epoch: [20] [ 360/1319] eta: 0:54:03 lr: 2.6464106593397137e-05 loss: 0.0510 (0.0520) time: 3.3959 data: 0.0084 max mem: 33370 Epoch: [20] [ 370/1319] eta: 0:53:28 lr: 2.6454952454615202e-05 loss: 0.0529 (0.0523) time: 3.3657 data: 0.0082 max mem: 33370 Epoch: [20] [ 380/1319] eta: 0:52:55 lr: 2.6445797963866064e-05 loss: 0.0428 (0.0520) time: 3.3755 data: 0.0078 max mem: 33370 Epoch: [20] [ 390/1319] eta: 0:52:21 lr: 2.643664312100081e-05 loss: 0.0399 (0.0521) time: 3.3837 data: 0.0075 max mem: 33370 Epoch: [20] [ 400/1319] eta: 0:51:48 lr: 2.6427487925870388e-05 loss: 0.0488 (0.0519) time: 3.4000 data: 0.0080 max mem: 33370 Epoch: [20] [ 410/1319] eta: 0:51:15 lr: 2.641833237832565e-05 loss: 0.0449 (0.0520) time: 3.4115 data: 0.0079 max mem: 33370 Epoch: [20] [ 420/1319] eta: 0:50:42 lr: 2.6409176478217318e-05 loss: 0.0443 (0.0525) time: 3.4218 data: 0.0074 max mem: 33370 Epoch: [20] [ 430/1319] eta: 0:50:09 lr: 2.640002022539598e-05 loss: 0.0443 (0.0528) time: 3.4224 data: 0.0077 max mem: 33370 Epoch: [20] [ 440/1319] eta: 0:49:35 lr: 2.6390863619712137e-05 loss: 0.0498 (0.0528) time: 3.3965 data: 0.0079 max mem: 33370 Epoch: [20] [ 450/1319] eta: 0:49:01 lr: 2.6381706661016125e-05 loss: 0.0466 (0.0526) time: 3.3984 data: 0.0077 max mem: 33370 Epoch: [20] [ 460/1319] eta: 0:48:28 lr: 2.637254934915819e-05 loss: 0.0467 (0.0526) time: 3.4038 data: 0.0078 max mem: 33370 Epoch: [20] [ 470/1319] eta: 0:47:55 lr: 2.6363391683988447e-05 loss: 0.0471 (0.0524) time: 3.4200 data: 0.0079 max mem: 33370 Epoch: [20] [ 480/1319] eta: 0:47:22 lr: 2.6354233665356892e-05 loss: 0.0485 (0.0525) time: 3.4316 data: 0.0081 max mem: 33370 Epoch: [20] [ 490/1319] eta: 0:46:49 lr: 2.6345075293113398e-05 loss: 0.0420 (0.0523) time: 3.4313 data: 0.0085 max mem: 33370 Epoch: [20] [ 500/1319] eta: 0:46:15 lr: 2.633591656710771e-05 loss: 0.0407 (0.0523) time: 3.4038 data: 0.0083 max mem: 33370 Epoch: [20] [ 510/1319] eta: 0:45:41 lr: 2.6326757487189457e-05 loss: 0.0516 (0.0527) time: 3.4014 data: 0.0081 max mem: 33370 Epoch: [20] [ 520/1319] eta: 0:45:08 lr: 2.6317598053208148e-05 loss: 0.0519 (0.0528) time: 3.4354 data: 0.0083 max mem: 33370 Epoch: [20] [ 530/1319] eta: 0:44:34 lr: 2.6308438265013168e-05 loss: 0.0499 (0.0529) time: 3.4152 data: 0.0081 max mem: 33370 Epoch: [20] [ 540/1319] eta: 0:44:00 lr: 2.6299278122453785e-05 loss: 0.0518 (0.0529) time: 3.3895 data: 0.0080 max mem: 33370 Epoch: [20] [ 550/1319] eta: 0:43:27 lr: 2.629011762537913e-05 loss: 0.0561 (0.0531) time: 3.3926 data: 0.0081 max mem: 33370 Epoch: [20] [ 560/1319] eta: 0:42:53 lr: 2.628095677363822e-05 loss: 0.0529 (0.0531) time: 3.4030 data: 0.0083 max mem: 33370 Epoch: [20] [ 570/1319] eta: 0:42:19 lr: 2.627179556707995e-05 loss: 0.0475 (0.0531) time: 3.4147 data: 0.0083 max mem: 33370 Epoch: [20] [ 580/1319] eta: 0:41:45 lr: 2.6262634005553095e-05 loss: 0.0422 (0.0530) time: 3.3866 data: 0.0079 max mem: 33370 Epoch: [20] [ 590/1319] eta: 0:41:10 lr: 2.6253472088906295e-05 loss: 0.0422 (0.0529) time: 3.3425 data: 0.0082 max mem: 33370 Epoch: [20] [ 600/1319] eta: 0:40:36 lr: 2.624430981698809e-05 loss: 0.0407 (0.0526) time: 3.3289 data: 0.0085 max mem: 33370 Epoch: [20] [ 610/1319] eta: 0:40:02 lr: 2.6235147189646863e-05 loss: 0.0433 (0.0527) time: 3.3448 data: 0.0084 max mem: 33370 Epoch: [20] [ 620/1319] eta: 0:39:28 lr: 2.6225984206730902e-05 loss: 0.0541 (0.0527) time: 3.3751 data: 0.0083 max mem: 33370 Epoch: [20] [ 630/1319] eta: 0:38:53 lr: 2.621682086808836e-05 loss: 0.0467 (0.0526) time: 3.3617 data: 0.0081 max mem: 33370 Epoch: [20] [ 640/1319] eta: 0:38:18 lr: 2.620765717356726e-05 loss: 0.0470 (0.0528) time: 3.3107 data: 0.0085 max mem: 33370 Epoch: [20] [ 650/1319] eta: 0:37:44 lr: 2.6198493123015528e-05 loss: 0.0538 (0.0530) time: 3.3148 data: 0.0086 max mem: 33370 Epoch: [20] [ 660/1319] eta: 0:37:10 lr: 2.6189328716280927e-05 loss: 0.0491 (0.0531) time: 3.3489 data: 0.0082 max mem: 33370 Epoch: [20] [ 670/1319] eta: 0:36:36 lr: 2.618016395321112e-05 loss: 0.0410 (0.0530) time: 3.3732 data: 0.0079 max mem: 33370 Epoch: [20] [ 680/1319] eta: 0:36:02 lr: 2.6170998833653637e-05 loss: 0.0432 (0.0530) time: 3.3918 data: 0.0081 max mem: 33370 Epoch: [20] [ 690/1319] eta: 0:35:28 lr: 2.616183335745589e-05 loss: 0.0432 (0.0529) time: 3.3676 data: 0.0085 max mem: 33370 Epoch: [20] [ 700/1319] eta: 0:34:54 lr: 2.615266752446517e-05 loss: 0.0421 (0.0528) time: 3.3565 data: 0.0084 max mem: 33370 Epoch: [20] [ 710/1319] eta: 0:34:20 lr: 2.614350133452863e-05 loss: 0.0421 (0.0527) time: 3.3438 data: 0.0082 max mem: 33370 Epoch: [20] [ 720/1319] eta: 0:33:46 lr: 2.6134334787493302e-05 loss: 0.0449 (0.0527) time: 3.3312 data: 0.0081 max mem: 33370 Epoch: [20] [ 730/1319] eta: 0:33:12 lr: 2.6125167883206104e-05 loss: 0.0468 (0.0528) time: 3.3569 data: 0.0077 max mem: 33370 Epoch: [20] [ 740/1319] eta: 0:32:38 lr: 2.61160006215138e-05 loss: 0.0478 (0.0529) time: 3.3704 data: 0.0076 max mem: 33370 Epoch: [20] [ 750/1319] eta: 0:32:04 lr: 2.610683300226307e-05 loss: 0.0503 (0.0529) time: 3.3842 data: 0.0080 max mem: 33370 Epoch: [20] [ 760/1319] eta: 0:31:30 lr: 2.6097665025300437e-05 loss: 0.0421 (0.0528) time: 3.3729 data: 0.0082 max mem: 33370 Epoch: [20] [ 770/1319] eta: 0:30:57 lr: 2.608849669047231e-05 loss: 0.0378 (0.0527) time: 3.4014 data: 0.0080 max mem: 33370 Epoch: [20] [ 780/1319] eta: 0:30:23 lr: 2.6079327997624963e-05 loss: 0.0472 (0.0527) time: 3.4186 data: 0.0080 max mem: 33370 Epoch: [20] [ 790/1319] eta: 0:29:49 lr: 2.6070158946604555e-05 loss: 0.0459 (0.0526) time: 3.4017 data: 0.0082 max mem: 33370 Epoch: [20] [ 800/1319] eta: 0:29:16 lr: 2.6060989537257118e-05 loss: 0.0478 (0.0527) time: 3.4232 data: 0.0081 max mem: 33370 Epoch: [20] [ 810/1319] eta: 0:28:42 lr: 2.6051819769428553e-05 loss: 0.0497 (0.0527) time: 3.4100 data: 0.0083 max mem: 33370 Epoch: [20] [ 820/1319] eta: 0:28:08 lr: 2.604264964296463e-05 loss: 0.0487 (0.0527) time: 3.4203 data: 0.0081 max mem: 33370 Epoch: [20] [ 830/1319] eta: 0:27:35 lr: 2.6033479157711e-05 loss: 0.0488 (0.0527) time: 3.4228 data: 0.0078 max mem: 33370 Epoch: [20] [ 840/1319] eta: 0:27:01 lr: 2.6024308313513185e-05 loss: 0.0505 (0.0527) time: 3.4181 data: 0.0086 max mem: 33370 Epoch: [20] [ 850/1319] eta: 0:26:27 lr: 2.601513711021658e-05 loss: 0.0449 (0.0526) time: 3.4241 data: 0.0090 max mem: 33370 Epoch: [20] [ 860/1319] eta: 0:25:54 lr: 2.6005965547666454e-05 loss: 0.0413 (0.0525) time: 3.4065 data: 0.0085 max mem: 33370 Epoch: [20] [ 870/1319] eta: 0:25:20 lr: 2.599679362570795e-05 loss: 0.0409 (0.0526) time: 3.4400 data: 0.0083 max mem: 33370 Epoch: [20] [ 880/1319] eta: 0:24:46 lr: 2.598762134418607e-05 loss: 0.0500 (0.0526) time: 3.4373 data: 0.0082 max mem: 33370 Epoch: [20] [ 890/1319] eta: 0:24:13 lr: 2.5978448702945707e-05 loss: 0.0424 (0.0525) time: 3.4280 data: 0.0083 max mem: 33370 Epoch: [20] [ 900/1319] eta: 0:23:39 lr: 2.596927570183162e-05 loss: 0.0454 (0.0524) time: 3.4397 data: 0.0082 max mem: 33370 Epoch: [20] [ 910/1319] eta: 0:23:05 lr: 2.5960102340688436e-05 loss: 0.0481 (0.0524) time: 3.3974 data: 0.0082 max mem: 33370 Epoch: [20] [ 920/1319] eta: 0:22:31 lr: 2.5950928619360655e-05 loss: 0.0480 (0.0526) time: 3.3823 data: 0.0083 max mem: 33370 Epoch: [20] [ 930/1319] eta: 0:21:58 lr: 2.5941754537692653e-05 loss: 0.0473 (0.0525) time: 3.4062 data: 0.0081 max mem: 33370 Epoch: [20] [ 940/1319] eta: 0:21:24 lr: 2.5932580095528662e-05 loss: 0.0450 (0.0524) time: 3.4049 data: 0.0079 max mem: 33370 Epoch: [20] [ 950/1319] eta: 0:20:50 lr: 2.5923405292712815e-05 loss: 0.0444 (0.0523) time: 3.4008 data: 0.0084 max mem: 33370 Epoch: [20] [ 960/1319] eta: 0:20:16 lr: 2.5914230129089094e-05 loss: 0.0445 (0.0524) time: 3.4105 data: 0.0088 max mem: 33370 Epoch: [20] [ 970/1319] eta: 0:19:42 lr: 2.590505460450136e-05 loss: 0.0436 (0.0524) time: 3.4152 data: 0.0081 max mem: 33370 Epoch: [20] [ 980/1319] eta: 0:19:09 lr: 2.589587871879333e-05 loss: 0.0449 (0.0524) time: 3.4231 data: 0.0078 max mem: 33370 Epoch: [20] [ 990/1319] eta: 0:18:35 lr: 2.5886702471808617e-05 loss: 0.0482 (0.0525) time: 3.4429 data: 0.0080 max mem: 33370 Epoch: [20] [1000/1319] eta: 0:18:01 lr: 2.5877525863390684e-05 loss: 0.0474 (0.0525) time: 3.4416 data: 0.0084 max mem: 33370 Epoch: [20] [1010/1319] eta: 0:17:27 lr: 2.586834889338287e-05 loss: 0.0483 (0.0526) time: 3.4401 data: 0.0082 max mem: 33370 Epoch: [20] [1020/1319] eta: 0:16:54 lr: 2.58591715616284e-05 loss: 0.0485 (0.0525) time: 3.4373 data: 0.0077 max mem: 33370 Epoch: [20] [1030/1319] eta: 0:16:20 lr: 2.584999386797035e-05 loss: 0.0416 (0.0524) time: 3.4164 data: 0.0077 max mem: 33370 Epoch: [20] [1040/1319] eta: 0:15:46 lr: 2.5840815812251663e-05 loss: 0.0367 (0.0524) time: 3.4238 data: 0.0078 max mem: 33370 Epoch: [20] [1050/1319] eta: 0:15:12 lr: 2.583163739431517e-05 loss: 0.0515 (0.0524) time: 3.4333 data: 0.0077 max mem: 33370 Epoch: [20] [1060/1319] eta: 0:14:38 lr: 2.582245861400355e-05 loss: 0.0515 (0.0524) time: 3.4410 data: 0.0076 max mem: 33370 Epoch: [20] [1070/1319] eta: 0:14:04 lr: 2.5813279471159375e-05 loss: 0.0457 (0.0523) time: 3.4248 data: 0.0079 max mem: 33370 Epoch: [20] [1080/1319] eta: 0:13:31 lr: 2.5804099965625085e-05 loss: 0.0519 (0.0524) time: 3.4204 data: 0.0079 max mem: 33370 Epoch: [20] [1090/1319] eta: 0:12:57 lr: 2.5794920097242954e-05 loss: 0.0519 (0.0523) time: 3.4473 data: 0.0078 max mem: 33370 Epoch: [20] [1100/1319] eta: 0:12:23 lr: 2.5785739865855164e-05 loss: 0.0402 (0.0523) time: 3.4428 data: 0.0079 max mem: 33370 Epoch: [20] [1110/1319] eta: 0:11:49 lr: 2.5776559271303753e-05 loss: 0.0431 (0.0523) time: 3.3939 data: 0.0079 max mem: 33370 Epoch: [20] [1120/1319] eta: 0:11:15 lr: 2.5767378313430623e-05 loss: 0.0453 (0.0522) time: 3.3772 data: 0.0083 max mem: 33370 Epoch: [20] [1130/1319] eta: 0:10:41 lr: 2.5758196992077554e-05 loss: 0.0474 (0.0524) time: 3.3836 data: 0.0083 max mem: 33370 Epoch: [20] [1140/1319] eta: 0:10:07 lr: 2.574901530708619e-05 loss: 0.0548 (0.0523) time: 3.3871 data: 0.0080 max mem: 33370 Epoch: [20] [1150/1319] eta: 0:09:33 lr: 2.573983325829803e-05 loss: 0.0475 (0.0524) time: 3.4050 data: 0.0079 max mem: 33370 Epoch: [20] [1160/1319] eta: 0:08:59 lr: 2.573065084555446e-05 loss: 0.0499 (0.0527) time: 3.4032 data: 0.0079 max mem: 33370 Epoch: [20] [1170/1319] eta: 0:08:25 lr: 2.572146806869673e-05 loss: 0.0552 (0.0527) time: 3.3753 data: 0.0082 max mem: 33370 Epoch: [20] [1180/1319] eta: 0:07:51 lr: 2.5712284927565954e-05 loss: 0.0447 (0.0527) time: 3.3732 data: 0.0083 max mem: 33370 Epoch: [20] [1190/1319] eta: 0:07:17 lr: 2.5703101422003118e-05 loss: 0.0422 (0.0527) time: 3.4309 data: 0.0085 max mem: 33370 Epoch: [20] [1200/1319] eta: 0:06:44 lr: 2.569391755184906e-05 loss: 0.0426 (0.0526) time: 3.4704 data: 0.0088 max mem: 33370 Epoch: [20] [1210/1319] eta: 0:06:10 lr: 2.5684733316944508e-05 loss: 0.0426 (0.0526) time: 3.4639 data: 0.0088 max mem: 33370 Epoch: [20] [1220/1319] eta: 0:05:36 lr: 2.5675548717130043e-05 loss: 0.0470 (0.0526) time: 3.4485 data: 0.0087 max mem: 33370 Epoch: [20] [1230/1319] eta: 0:05:02 lr: 2.5666363752246116e-05 loss: 0.0501 (0.0526) time: 3.4301 data: 0.0086 max mem: 33370 Epoch: [20] [1240/1319] eta: 0:04:28 lr: 2.5657178422133044e-05 loss: 0.0464 (0.0528) time: 3.4219 data: 0.0084 max mem: 33370 Epoch: [20] [1250/1319] eta: 0:03:54 lr: 2.564799272663101e-05 loss: 0.0527 (0.0529) time: 3.4428 data: 0.0083 max mem: 33370 Epoch: [20] [1260/1319] eta: 0:03:20 lr: 2.5638806665580068e-05 loss: 0.0532 (0.0529) time: 3.4535 data: 0.0082 max mem: 33370 Epoch: [20] [1270/1319] eta: 0:02:46 lr: 2.5629620238820134e-05 loss: 0.0520 (0.0530) time: 3.4615 data: 0.0085 max mem: 33370 Epoch: [20] [1280/1319] eta: 0:02:12 lr: 2.562043344619099e-05 loss: 0.0510 (0.0530) time: 3.4624 data: 0.0087 max mem: 33370 Epoch: [20] [1290/1319] eta: 0:01:38 lr: 2.5611246287532285e-05 loss: 0.0497 (0.0530) time: 3.4620 data: 0.0088 max mem: 33370 Epoch: [20] [1300/1319] eta: 0:01:04 lr: 2.560205876268355e-05 loss: 0.0515 (0.0531) time: 3.4645 data: 0.0089 max mem: 33370 Epoch: [20] [1310/1319] eta: 0:00:30 lr: 2.5592870871484144e-05 loss: 0.0468 (0.0531) time: 3.4461 data: 0.0086 max mem: 33370 Epoch: [20] Total time: 1:14:45 /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( Test: [ 0/2573] eta: 2:52:04 time: 4.0125 data: 3.9162 max mem: 33370 Test: [ 100/2573] eta: 0:04:52 time: 0.0787 data: 0.0016 max mem: 33370 Test: [ 200/2573] eta: 0:03:56 time: 0.0807 data: 0.0016 max mem: 33370 Test: [ 300/2573] eta: 0:03:30 time: 0.0809 data: 0.0016 max mem: 33370 Test: [ 400/2573] eta: 0:03:14 time: 0.0818 data: 0.0015 max mem: 33370 Test: [ 500/2573] eta: 0:03:01 time: 0.0800 data: 0.0015 max mem: 33370 Test: [ 600/2573] eta: 0:02:50 time: 0.0802 data: 0.0016 max mem: 33370 Test: [ 700/2573] eta: 0:02:40 time: 0.0801 data: 0.0015 max mem: 33370 Test: [ 800/2573] eta: 0:02:31 time: 0.0829 data: 0.0015 max mem: 33370 Test: [ 900/2573] eta: 0:02:21 time: 0.0798 data: 0.0014 max mem: 33370 Test: [1000/2573] eta: 0:02:12 time: 0.0800 data: 0.0015 max mem: 33370 Test: [1100/2573] eta: 0:02:03 time: 0.0805 data: 0.0015 max mem: 33370 Test: [1200/2573] eta: 0:01:55 time: 0.0807 data: 0.0014 max mem: 33370 Test: [1300/2573] eta: 0:01:46 time: 0.0802 data: 0.0014 max mem: 33370 Test: [1400/2573] eta: 0:01:37 time: 0.0795 data: 0.0015 max mem: 33370 Test: [1500/2573] eta: 0:01:29 time: 0.0815 data: 0.0016 max mem: 33370 Test: [1600/2573] eta: 0:01:20 time: 0.0841 data: 0.0014 max mem: 33370 Test: [1700/2573] eta: 0:01:12 time: 0.0784 data: 0.0014 max mem: 33370 Test: [1800/2573] eta: 0:01:04 time: 0.0819 data: 0.0015 max mem: 33370 Test: [1900/2573] eta: 0:00:55 time: 0.0789 data: 0.0014 max mem: 33370 Test: [2000/2573] eta: 0:00:47 time: 0.0804 data: 0.0016 max mem: 33370 Test: [2100/2573] eta: 0:00:38 time: 0.0825 data: 0.0015 max mem: 33370 Test: [2200/2573] eta: 0:00:30 time: 0.0823 data: 0.0015 max mem: 33370 Test: [2300/2573] eta: 0:00:22 time: 0.0821 data: 0.0015 max mem: 33370 Test: [2400/2573] eta: 0:00:14 time: 0.0776 data: 0.0015 max mem: 33370 Test: [2500/2573] eta: 0:00:05 time: 0.0803 data: 0.0015 max mem: 33370 Test: Total time: 0:03:31 Final results: Mean IoU is 63.86 precision@0.5 = 71.85 precision@0.6 = 66.20 precision@0.7 = 59.58 precision@0.8 = 47.98 precision@0.9 = 23.06 overall IoU = 61.63 Average object IoU 63.85792356287661 Overall IoU 61.62606430053711 Better epoch: 20 /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( Epoch: [21] [ 0/1319] eta: 2:18:35 lr: 2.5584601456041995e-05 loss: 0.0506 (0.0506) time: 6.3041 data: 2.6974 max mem: 33370 Epoch: [21] [ 10/1319] eta: 1:21:03 lr: 2.5575412868333344e-05 loss: 0.0489 (0.0515) time: 3.7153 data: 0.2522 max mem: 33370 Epoch: [21] [ 20/1319] eta: 1:18:17 lr: 2.5566223913807464e-05 loss: 0.0472 (0.0485) time: 3.4819 data: 0.0079 max mem: 33370 Epoch: [21] [ 30/1319] eta: 1:16:09 lr: 2.5557034592303224e-05 loss: 0.0447 (0.0490) time: 3.4512 data: 0.0085 max mem: 33370 Epoch: [21] [ 40/1319] eta: 1:15:07 lr: 2.5547844903659336e-05 loss: 0.0453 (0.0493) time: 3.4270 data: 0.0087 max mem: 33370 Epoch: [21] [ 50/1319] eta: 1:14:09 lr: 2.5538654847714393e-05 loss: 0.0479 (0.0494) time: 3.4473 data: 0.0085 max mem: 33370 Epoch: [21] [ 60/1319] eta: 1:13:15 lr: 2.552946442430683e-05 loss: 0.0409 (0.0480) time: 3.4253 data: 0.0085 max mem: 33370 Epoch: [21] [ 70/1319] eta: 1:12:27 lr: 2.552027363327497e-05 loss: 0.0437 (0.0482) time: 3.4159 data: 0.0085 max mem: 33370 Epoch: [21] [ 80/1319] eta: 1:11:49 lr: 2.551108247445699e-05 loss: 0.0456 (0.0481) time: 3.4369 data: 0.0085 max mem: 33370 Epoch: [21] [ 90/1319] eta: 1:11:05 lr: 2.5501890947690927e-05 loss: 0.0425 (0.0476) time: 3.4342 data: 0.0086 max mem: 33370 Epoch: [21] [ 100/1319] eta: 1:10:27 lr: 2.5492699052814688e-05 loss: 0.0496 (0.0487) time: 3.4288 data: 0.0086 max mem: 33370 Epoch: [21] [ 110/1319] eta: 1:09:49 lr: 2.548350678966605e-05 loss: 0.0438 (0.0479) time: 3.4404 data: 0.0086 max mem: 33370 Epoch: [21] [ 120/1319] eta: 1:09:15 lr: 2.547431415808263e-05 loss: 0.0405 (0.0481) time: 3.4523 data: 0.0085 max mem: 33370 Epoch: [21] [ 130/1319] eta: 1:08:42 lr: 2.5465121157901932e-05 loss: 0.0437 (0.0480) time: 3.4787 data: 0.0084 max mem: 33370 Epoch: [21] [ 140/1319] eta: 1:08:05 lr: 2.5455927788961316e-05 loss: 0.0414 (0.0475) time: 3.4610 data: 0.0086 max mem: 33370 Epoch: [21] [ 150/1319] eta: 1:07:31 lr: 2.5446734051098e-05 loss: 0.0414 (0.0472) time: 3.4559 data: 0.0083 max mem: 33370 Epoch: [21] [ 160/1319] eta: 1:06:55 lr: 2.5437539944149068e-05 loss: 0.0468 (0.0475) time: 3.4634 data: 0.0080 max mem: 33370 Epoch: [21] [ 170/1319] eta: 1:06:19 lr: 2.542834546795147e-05 loss: 0.0473 (0.0474) time: 3.4420 data: 0.0080 max mem: 33370 Epoch: [21] [ 180/1319] eta: 1:05:38 lr: 2.5419150622342014e-05 loss: 0.0472 (0.0479) time: 3.4031 data: 0.0082 max mem: 33370 Epoch: [21] [ 190/1319] eta: 1:05:03 lr: 2.5409955407157366e-05 loss: 0.0455 (0.0475) time: 3.4098 data: 0.0081 max mem: 33370 Epoch: [21] [ 200/1319] eta: 1:04:24 lr: 2.5400759822234066e-05 loss: 0.0360 (0.0472) time: 3.4101 data: 0.0082 max mem: 33370 Epoch: [21] [ 210/1319] eta: 1:03:47 lr: 2.539156386740852e-05 loss: 0.0364 (0.0472) time: 3.3951 data: 0.0085 max mem: 33370 Epoch: [21] [ 220/1319] eta: 1:03:13 lr: 2.538236754251696e-05 loss: 0.0479 (0.0482) time: 3.4409 data: 0.0083 max mem: 33370 Epoch: [21] [ 230/1319] eta: 1:02:38 lr: 2.5373170847395516e-05 loss: 0.0446 (0.0478) time: 3.4459 data: 0.0081 max mem: 33370 Epoch: [21] [ 240/1319] eta: 1:02:02 lr: 2.536397378188018e-05 loss: 0.0430 (0.0483) time: 3.4262 data: 0.0087 max mem: 33370 Epoch: [21] [ 250/1319] eta: 1:01:30 lr: 2.5354776345806775e-05 loss: 0.0456 (0.0484) time: 3.4681 data: 0.0087 max mem: 33370 Epoch: [21] [ 260/1319] eta: 1:00:54 lr: 2.534557853901102e-05 loss: 0.0442 (0.0483) time: 3.4668 data: 0.0087 max mem: 33370 Epoch: [21] [ 270/1319] eta: 1:00:19 lr: 2.5336380361328465e-05 loss: 0.0400 (0.0479) time: 3.4241 data: 0.0089 max mem: 33370 Epoch: [21] [ 280/1319] eta: 0:59:42 lr: 2.532718181259454e-05 loss: 0.0361 (0.0478) time: 3.4032 data: 0.0084 max mem: 33370 Epoch: [21] [ 290/1319] eta: 0:59:07 lr: 2.531798289264453e-05 loss: 0.0458 (0.0480) time: 3.4113 data: 0.0082 max mem: 33370 Epoch: [21] [ 300/1319] eta: 0:58:34 lr: 2.5308783601313586e-05 loss: 0.0505 (0.0483) time: 3.4675 data: 0.0082 max mem: 33370 Epoch: [21] [ 310/1319] eta: 0:58:00 lr: 2.52995839384367e-05 loss: 0.0447 (0.0482) time: 3.4749 data: 0.0085 max mem: 33370 Epoch: [21] [ 320/1319] eta: 0:57:23 lr: 2.5290383903848747e-05 loss: 0.0439 (0.0484) time: 3.4140 data: 0.0086 max mem: 33370 Epoch: [21] [ 330/1319] eta: 0:56:46 lr: 2.5281183497384443e-05 loss: 0.0454 (0.0488) time: 3.3590 data: 0.0085 max mem: 33370 Epoch: [21] [ 340/1319] eta: 0:56:09 lr: 2.5271982718878386e-05 loss: 0.0522 (0.0492) time: 3.3611 data: 0.0083 max mem: 33370 Epoch: [21] [ 350/1319] eta: 0:55:32 lr: 2.5262781568165e-05 loss: 0.0485 (0.0491) time: 3.3639 data: 0.0080 max mem: 33370 Epoch: [21] [ 360/1319] eta: 0:54:56 lr: 2.5253580045078606e-05 loss: 0.0397 (0.0490) time: 3.3522 data: 0.0078 max mem: 33370 Epoch: [21] [ 370/1319] eta: 0:54:22 lr: 2.5244378149453368e-05 loss: 0.0435 (0.0490) time: 3.4042 data: 0.0079 max mem: 33370 Epoch: [21] [ 380/1319] eta: 0:53:46 lr: 2.5235175881123296e-05 loss: 0.0380 (0.0488) time: 3.4141 data: 0.0079 max mem: 33370 Epoch: [21] [ 390/1319] eta: 0:53:11 lr: 2.5225973239922274e-05 loss: 0.0374 (0.0487) time: 3.3893 data: 0.0077 max mem: 33370 Epoch: [21] [ 400/1319] eta: 0:52:35 lr: 2.5216770225684038e-05 loss: 0.0424 (0.0489) time: 3.3956 data: 0.0077 max mem: 33370 Epoch: [21] [ 410/1319] eta: 0:52:01 lr: 2.520756683824219e-05 loss: 0.0424 (0.0489) time: 3.4034 data: 0.0080 max mem: 33370 Epoch: [21] [ 420/1319] eta: 0:51:28 lr: 2.5198363077430187e-05 loss: 0.0407 (0.0491) time: 3.4607 data: 0.0082 max mem: 33370 Epoch: [21] [ 430/1319] eta: 0:50:52 lr: 2.5189158943081348e-05 loss: 0.0428 (0.0489) time: 3.4476 data: 0.0078 max mem: 33370 Epoch: [21] [ 440/1319] eta: 0:50:17 lr: 2.5179954435028824e-05 loss: 0.0445 (0.0489) time: 3.3991 data: 0.0077 max mem: 33370 Epoch: [21] [ 450/1319] eta: 0:49:41 lr: 2.517074955310566e-05 loss: 0.0494 (0.0489) time: 3.3723 data: 0.0082 max mem: 33370 Epoch: [21] [ 460/1319] eta: 0:49:06 lr: 2.5161544297144735e-05 loss: 0.0453 (0.0489) time: 3.3466 data: 0.0085 max mem: 33370 Epoch: [21] [ 470/1319] eta: 0:48:31 lr: 2.5152338666978798e-05 loss: 0.0408 (0.0486) time: 3.3807 data: 0.0083 max mem: 33370 Epoch: [21] [ 480/1319] eta: 0:47:56 lr: 2.5143132662440454e-05 loss: 0.0408 (0.0488) time: 3.3982 data: 0.0080 max mem: 33370 Epoch: [21] [ 490/1319] eta: 0:47:21 lr: 2.513392628336215e-05 loss: 0.0425 (0.0487) time: 3.3983 data: 0.0078 max mem: 33370 Epoch: [21] [ 500/1319] eta: 0:46:47 lr: 2.5124719529576212e-05 loss: 0.0369 (0.0488) time: 3.4048 data: 0.0076 max mem: 33370 Epoch: [21] [ 510/1319] eta: 0:46:12 lr: 2.51155124009148e-05 loss: 0.0462 (0.0487) time: 3.3984 data: 0.0076 max mem: 33370 Epoch: [21] [ 520/1319] eta: 0:45:37 lr: 2.5106304897209954e-05 loss: 0.0499 (0.0488) time: 3.3846 data: 0.0077 max mem: 33370 Epoch: [21] [ 530/1319] eta: 0:45:02 lr: 2.5097097018293553e-05 loss: 0.0382 (0.0486) time: 3.3899 data: 0.0083 max mem: 33370 Epoch: [21] [ 540/1319] eta: 0:44:27 lr: 2.508788876399733e-05 loss: 0.0372 (0.0486) time: 3.3706 data: 0.0084 max mem: 33370 Epoch: [21] [ 550/1319] eta: 0:43:51 lr: 2.5078680134152888e-05 loss: 0.0444 (0.0486) time: 3.3270 data: 0.0085 max mem: 33370 Epoch: [21] [ 560/1319] eta: 0:43:17 lr: 2.5069471128591682e-05 loss: 0.0439 (0.0485) time: 3.3683 data: 0.0081 max mem: 33370 Epoch: [21] [ 570/1319] eta: 0:42:42 lr: 2.5060261747145013e-05 loss: 0.0442 (0.0484) time: 3.3877 data: 0.0077 max mem: 33370 Epoch: [21] [ 580/1319] eta: 0:42:06 lr: 2.5051051989644047e-05 loss: 0.0442 (0.0484) time: 3.3468 data: 0.0078 max mem: 33370 Epoch: [21] [ 590/1319] eta: 0:41:31 lr: 2.504184185591981e-05 loss: 0.0435 (0.0483) time: 3.3398 data: 0.0076 max mem: 33370 Epoch: [21] [ 600/1319] eta: 0:40:56 lr: 2.503263134580316e-05 loss: 0.0464 (0.0485) time: 3.3407 data: 0.0077 max mem: 33370 Epoch: [21] [ 610/1319] eta: 0:40:21 lr: 2.502342045912483e-05 loss: 0.0440 (0.0484) time: 3.3348 data: 0.0079 max mem: 33370 Epoch: [21] [ 620/1319] eta: 0:39:46 lr: 2.5014209195715405e-05 loss: 0.0380 (0.0484) time: 3.3485 data: 0.0081 max mem: 33370 Epoch: [21] [ 630/1319] eta: 0:39:12 lr: 2.5004997555405318e-05 loss: 0.0444 (0.0485) time: 3.3792 data: 0.0086 max mem: 33370 Epoch: [21] [ 640/1319] eta: 0:38:38 lr: 2.4995785538024867e-05 loss: 0.0434 (0.0483) time: 3.4208 data: 0.0085 max mem: 33370 Epoch: [21] [ 650/1319] eta: 0:38:03 lr: 2.4986573143404187e-05 loss: 0.0387 (0.0483) time: 3.4118 data: 0.0078 max mem: 33370 Epoch: [21] [ 660/1319] eta: 0:37:29 lr: 2.497736037137328e-05 loss: 0.0452 (0.0483) time: 3.3610 data: 0.0076 max mem: 33370 Epoch: [21] [ 670/1319] eta: 0:36:54 lr: 2.4968147221762005e-05 loss: 0.0452 (0.0482) time: 3.3501 data: 0.0077 max mem: 33370 Epoch: [21] [ 680/1319] eta: 0:36:19 lr: 2.495893369440006e-05 loss: 0.0511 (0.0484) time: 3.3509 data: 0.0077 max mem: 33370 Epoch: [21] [ 690/1319] eta: 0:35:45 lr: 2.494971978911701e-05 loss: 0.0567 (0.0485) time: 3.3707 data: 0.0074 max mem: 33370 Epoch: [21] [ 700/1319] eta: 0:35:10 lr: 2.494050550574227e-05 loss: 0.0523 (0.0485) time: 3.3663 data: 0.0075 max mem: 33370 Epoch: [21] [ 710/1319] eta: 0:34:36 lr: 2.4931290844105095e-05 loss: 0.0430 (0.0484) time: 3.3506 data: 0.0080 max mem: 33370 Epoch: [21] [ 720/1319] eta: 0:34:02 lr: 2.4922075804034612e-05 loss: 0.0366 (0.0484) time: 3.3879 data: 0.0083 max mem: 33370 Epoch: [21] [ 730/1319] eta: 0:33:28 lr: 2.4912860385359785e-05 loss: 0.0449 (0.0484) time: 3.4131 data: 0.0082 max mem: 33370 Epoch: [21] [ 740/1319] eta: 0:32:53 lr: 2.490364458790944e-05 loss: 0.0419 (0.0483) time: 3.3885 data: 0.0078 max mem: 33370 Epoch: [21] [ 750/1319] eta: 0:32:19 lr: 2.489442841151226e-05 loss: 0.0441 (0.0483) time: 3.3573 data: 0.0075 max mem: 33370 Epoch: [21] [ 760/1319] eta: 0:31:44 lr: 2.4885211855996762e-05 loss: 0.0470 (0.0484) time: 3.3757 data: 0.0076 max mem: 33370 Epoch: [21] [ 770/1319] eta: 0:31:10 lr: 2.4875994921191326e-05 loss: 0.0547 (0.0485) time: 3.3885 data: 0.0078 max mem: 33370 Epoch: [21] [ 780/1319] eta: 0:30:36 lr: 2.4866777606924187e-05 loss: 0.0544 (0.0486) time: 3.3935 data: 0.0077 max mem: 33370 Epoch: [21] [ 790/1319] eta: 0:30:02 lr: 2.4857559913023423e-05 loss: 0.0496 (0.0487) time: 3.4018 data: 0.0079 max mem: 33370 Epoch: [21] [ 800/1319] eta: 0:29:28 lr: 2.4848341839316978e-05 loss: 0.0462 (0.0487) time: 3.3962 data: 0.0082 max mem: 33370 Epoch: [21] [ 810/1319] eta: 0:28:53 lr: 2.483912338563262e-05 loss: 0.0440 (0.0488) time: 3.3821 data: 0.0077 max mem: 33370 Epoch: [21] [ 820/1319] eta: 0:28:19 lr: 2.4829904551797996e-05 loss: 0.0496 (0.0488) time: 3.3572 data: 0.0078 max mem: 33370 Epoch: [21] [ 830/1319] eta: 0:27:45 lr: 2.4820685337640587e-05 loss: 0.0547 (0.0489) time: 3.3524 data: 0.0082 max mem: 33370 Epoch: [21] [ 840/1319] eta: 0:27:10 lr: 2.481146574298773e-05 loss: 0.0495 (0.0489) time: 3.3497 data: 0.0081 max mem: 33370 Epoch: [21] [ 850/1319] eta: 0:26:36 lr: 2.480224576766661e-05 loss: 0.0463 (0.0489) time: 3.3380 data: 0.0078 max mem: 33370 Epoch: [21] [ 860/1319] eta: 0:26:02 lr: 2.4793025411504282e-05 loss: 0.0459 (0.0489) time: 3.3404 data: 0.0077 max mem: 33370 Epoch: [21] [ 870/1319] eta: 0:25:27 lr: 2.4783804674327604e-05 loss: 0.0386 (0.0488) time: 3.3523 data: 0.0077 max mem: 33370 Epoch: [21] [ 880/1319] eta: 0:24:53 lr: 2.4774583555963328e-05 loss: 0.0386 (0.0487) time: 3.3820 data: 0.0077 max mem: 33370 Epoch: [21] [ 890/1319] eta: 0:24:19 lr: 2.4765362056238035e-05 loss: 0.0393 (0.0487) time: 3.4003 data: 0.0077 max mem: 33370 Epoch: [21] [ 900/1319] eta: 0:23:45 lr: 2.4756140174978167e-05 loss: 0.0447 (0.0488) time: 3.3743 data: 0.0076 max mem: 33370 Epoch: [21] [ 910/1319] eta: 0:23:11 lr: 2.4746917912010012e-05 loss: 0.0543 (0.0490) time: 3.3731 data: 0.0077 max mem: 33370 Epoch: [21] [ 920/1319] eta: 0:22:37 lr: 2.4737695267159685e-05 loss: 0.0487 (0.0490) time: 3.3678 data: 0.0081 max mem: 33370 Epoch: [21] [ 930/1319] eta: 0:22:03 lr: 2.4728472240253183e-05 loss: 0.0433 (0.0490) time: 3.3668 data: 0.0081 max mem: 33370 Epoch: [21] [ 940/1319] eta: 0:21:28 lr: 2.4719248831116334e-05 loss: 0.0452 (0.0490) time: 3.3624 data: 0.0084 max mem: 33370 Epoch: [21] [ 950/1319] eta: 0:20:54 lr: 2.4710025039574813e-05 loss: 0.0452 (0.0489) time: 3.3409 data: 0.0084 max mem: 33370 Epoch: [21] [ 960/1319] eta: 0:20:20 lr: 2.4700800865454158e-05 loss: 0.0376 (0.0489) time: 3.3557 data: 0.0079 max mem: 33370 Epoch: [21] [ 970/1319] eta: 0:19:46 lr: 2.469157630857973e-05 loss: 0.0452 (0.0490) time: 3.3632 data: 0.0079 max mem: 33370 Epoch: [21] [ 980/1319] eta: 0:19:12 lr: 2.4682351368776758e-05 loss: 0.0452 (0.0489) time: 3.3633 data: 0.0076 max mem: 33370 Epoch: [21] [ 990/1319] eta: 0:18:38 lr: 2.467312604587031e-05 loss: 0.0401 (0.0489) time: 3.3678 data: 0.0078 max mem: 33370 Epoch: [21] [1000/1319] eta: 0:18:04 lr: 2.4663900339685314e-05 loss: 0.0436 (0.0490) time: 3.3785 data: 0.0078 max mem: 33370 Epoch: [21] [1010/1319] eta: 0:17:29 lr: 2.4654674250046523e-05 loss: 0.0502 (0.0491) time: 3.3526 data: 0.0077 max mem: 33370 Epoch: [21] [1020/1319] eta: 0:16:55 lr: 2.464544777677856e-05 loss: 0.0426 (0.0490) time: 3.3325 data: 0.0079 max mem: 33370 Epoch: [21] [1030/1319] eta: 0:16:21 lr: 2.4636220919705875e-05 loss: 0.0555 (0.0491) time: 3.3542 data: 0.0078 max mem: 33370 Epoch: [21] [1040/1319] eta: 0:15:47 lr: 2.4626993678652773e-05 loss: 0.0542 (0.0492) time: 3.3676 data: 0.0076 max mem: 33370 Epoch: [21] [1050/1319] eta: 0:15:13 lr: 2.4617766053443412e-05 loss: 0.0495 (0.0493) time: 3.3545 data: 0.0079 max mem: 33370 Epoch: [21] [1060/1319] eta: 0:14:39 lr: 2.4608538043901786e-05 loss: 0.0504 (0.0493) time: 3.3403 data: 0.0078 max mem: 33370 Epoch: [21] [1070/1319] eta: 0:14:05 lr: 2.4599309649851742e-05 loss: 0.0486 (0.0493) time: 3.3534 data: 0.0077 max mem: 33370 Epoch: [21] [1080/1319] eta: 0:13:31 lr: 2.4590080871116966e-05 loss: 0.0450 (0.0493) time: 3.3643 data: 0.0079 max mem: 33370 Epoch: [21] [1090/1319] eta: 0:12:57 lr: 2.4580851707520996e-05 loss: 0.0502 (0.0493) time: 3.3772 data: 0.0078 max mem: 33370 Epoch: [21] [1100/1319] eta: 0:12:23 lr: 2.457162215888721e-05 loss: 0.0403 (0.0493) time: 3.3842 data: 0.0079 max mem: 33370 Epoch: [21] [1110/1319] eta: 0:11:49 lr: 2.456239222503884e-05 loss: 0.0398 (0.0493) time: 3.3904 data: 0.0079 max mem: 33370 Epoch: [21] [1120/1319] eta: 0:11:15 lr: 2.455316190579896e-05 loss: 0.0416 (0.0493) time: 3.4029 data: 0.0080 max mem: 33370 Epoch: [21] [1130/1319] eta: 0:10:41 lr: 2.4543931200990468e-05 loss: 0.0416 (0.0492) time: 3.3757 data: 0.0081 max mem: 33370 Epoch: [21] [1140/1319] eta: 0:10:07 lr: 2.4534700110436136e-05 loss: 0.0451 (0.0493) time: 3.3481 data: 0.0079 max mem: 33370 Epoch: [21] [1150/1319] eta: 0:09:33 lr: 2.452546863395857e-05 loss: 0.0429 (0.0493) time: 3.3801 data: 0.0078 max mem: 33370 Epoch: [21] [1160/1319] eta: 0:08:59 lr: 2.451623677138022e-05 loss: 0.0413 (0.0494) time: 3.4005 data: 0.0081 max mem: 33370 Epoch: [21] [1170/1319] eta: 0:08:25 lr: 2.4507004522523372e-05 loss: 0.0443 (0.0495) time: 3.3933 data: 0.0083 max mem: 33370 Epoch: [21] [1180/1319] eta: 0:07:51 lr: 2.4497771887210175e-05 loss: 0.0404 (0.0494) time: 3.3825 data: 0.0082 max mem: 33370 Epoch: [21] [1190/1319] eta: 0:07:17 lr: 2.4488538865262596e-05 loss: 0.0410 (0.0494) time: 3.3887 data: 0.0083 max mem: 33370 Epoch: [21] [1200/1319] eta: 0:06:43 lr: 2.4479305456502462e-05 loss: 0.0448 (0.0495) time: 3.3714 data: 0.0083 max mem: 33370 Epoch: [21] [1210/1319] eta: 0:06:09 lr: 2.4470071660751444e-05 loss: 0.0477 (0.0494) time: 3.3343 data: 0.0077 max mem: 33370 Epoch: [21] [1220/1319] eta: 0:05:35 lr: 2.446083747783105e-05 loss: 0.0486 (0.0496) time: 3.3426 data: 0.0076 max mem: 33370 Epoch: [21] [1230/1319] eta: 0:05:01 lr: 2.4451602907562637e-05 loss: 0.0472 (0.0496) time: 3.3720 data: 0.0080 max mem: 33370 Epoch: [21] [1240/1319] eta: 0:04:28 lr: 2.4442367949767393e-05 loss: 0.0447 (0.0496) time: 3.3845 data: 0.0082 max mem: 33370 Epoch: [21] [1250/1319] eta: 0:03:54 lr: 2.4433132604266355e-05 loss: 0.0456 (0.0496) time: 3.3646 data: 0.0081 max mem: 33370 Epoch: [21] [1260/1319] eta: 0:03:20 lr: 2.442389687088041e-05 loss: 0.0483 (0.0496) time: 3.3678 data: 0.0083 max mem: 33370 Epoch: [21] [1270/1319] eta: 0:02:46 lr: 2.441466074943027e-05 loss: 0.0468 (0.0496) time: 3.3810 data: 0.0080 max mem: 33370 Epoch: [21] [1280/1319] eta: 0:02:12 lr: 2.440542423973651e-05 loss: 0.0468 (0.0496) time: 3.3722 data: 0.0075 max mem: 33370 Epoch: [21] [1290/1319] eta: 0:01:38 lr: 2.439618734161953e-05 loss: 0.0451 (0.0496) time: 3.3634 data: 0.0073 max mem: 33370 Epoch: [21] [1300/1319] eta: 0:01:04 lr: 2.4386950054899575e-05 loss: 0.0467 (0.0496) time: 3.3794 data: 0.0075 max mem: 33370 Epoch: [21] [1310/1319] eta: 0:00:30 lr: 2.4377712379396728e-05 loss: 0.0467 (0.0495) time: 3.3681 data: 0.0075 max mem: 33370 Epoch: [21] Total time: 1:14:33 /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( Test: [ 0/2573] eta: 4:40:08 time: 6.5325 data: 6.4500 max mem: 33370 Test: [ 100/2573] eta: 0:05:44 time: 0.0751 data: 0.0015 max mem: 33370 Test: [ 200/2573] eta: 0:04:18 time: 0.0776 data: 0.0015 max mem: 33370 Test: [ 300/2573] eta: 0:03:42 time: 0.0784 data: 0.0014 max mem: 33370 Test: [ 400/2573] eta: 0:03:21 time: 0.0787 data: 0.0014 max mem: 33370 Test: [ 500/2573] eta: 0:03:05 time: 0.0782 data: 0.0015 max mem: 33370 Test: [ 600/2573] eta: 0:02:53 time: 0.0778 data: 0.0015 max mem: 33370 Test: [ 700/2573] eta: 0:02:42 time: 0.0775 data: 0.0014 max mem: 33370 Test: [ 800/2573] eta: 0:02:32 time: 0.0817 data: 0.0014 max mem: 33370 Test: [ 900/2573] eta: 0:02:22 time: 0.0779 data: 0.0014 max mem: 33370 Test: [1000/2573] eta: 0:02:12 time: 0.0785 data: 0.0014 max mem: 33370 Test: [1100/2573] eta: 0:02:03 time: 0.0789 data: 0.0014 max mem: 33370 Test: [1200/2573] eta: 0:01:54 time: 0.0791 data: 0.0013 max mem: 33370 Test: [1300/2573] eta: 0:01:45 time: 0.0793 data: 0.0014 max mem: 33370 Test: [1400/2573] eta: 0:01:37 time: 0.0773 data: 0.0014 max mem: 33370 Test: [1500/2573] eta: 0:01:28 time: 0.0787 data: 0.0014 max mem: 33370 Test: [1600/2573] eta: 0:01:20 time: 0.0826 data: 0.0014 max mem: 33370 Test: [1700/2573] eta: 0:01:11 time: 0.0777 data: 0.0014 max mem: 33370 Test: [1800/2573] eta: 0:01:03 time: 0.0806 data: 0.0014 max mem: 33370 Test: [1900/2573] eta: 0:00:55 time: 0.0780 data: 0.0014 max mem: 33370 Test: [2000/2573] eta: 0:00:46 time: 0.0789 data: 0.0014 max mem: 33370 Test: [2100/2573] eta: 0:00:38 time: 0.0815 data: 0.0014 max mem: 33370 Test: [2200/2573] eta: 0:00:30 time: 0.0806 data: 0.0014 max mem: 33370 Test: [2300/2573] eta: 0:00:22 time: 0.0811 data: 0.0014 max mem: 33370 Test: [2400/2573] eta: 0:00:14 time: 0.0761 data: 0.0014 max mem: 33370 Test: [2500/2573] eta: 0:00:05 time: 0.0792 data: 0.0014 max mem: 33370 Test: Total time: 0:03:29 Final results: Mean IoU is 63.18 precision@0.5 = 70.92 precision@0.6 = 65.67 precision@0.7 = 59.09 precision@0.8 = 47.57 precision@0.9 = 23.79 overall IoU = 60.83 Average object IoU 63.17779816425833 Overall IoU 60.82572937011719 /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( Epoch: [22] [ 0/1319] eta: 3:40:20 lr: 2.4369398138885975e-05 loss: 0.0435 (0.0435) time: 10.0231 data: 3.5876 max mem: 33370 Epoch: [22] [ 10/1319] eta: 1:27:43 lr: 2.436015972419942e-05 loss: 0.0435 (0.0430) time: 4.0206 data: 0.3320 max mem: 33370 Epoch: [22] [ 20/1319] eta: 1:20:33 lr: 2.4350920920207323e-05 loss: 0.0466 (0.0554) time: 3.4061 data: 0.0067 max mem: 33370 Epoch: [22] [ 30/1319] eta: 1:17:30 lr: 2.4341681726729162e-05 loss: 0.0487 (0.0518) time: 3.3810 data: 0.0072 max mem: 33370 Epoch: [22] [ 40/1319] eta: 1:15:42 lr: 2.4332442143584247e-05 loss: 0.0487 (0.0528) time: 3.3733 data: 0.0076 max mem: 33370 Epoch: [22] [ 50/1319] eta: 1:14:24 lr: 2.4323202170591704e-05 loss: 0.0528 (0.0528) time: 3.3779 data: 0.0078 max mem: 33370 Epoch: [22] [ 60/1319] eta: 1:13:20 lr: 2.4313961807570534e-05 loss: 0.0495 (0.0533) time: 3.3806 data: 0.0079 max mem: 33370 Epoch: [22] [ 70/1319] eta: 1:12:19 lr: 2.430472105433956e-05 loss: 0.0391 (0.0518) time: 3.3637 data: 0.0076 max mem: 33370 Epoch: [22] [ 80/1319] eta: 1:11:33 lr: 2.4295479910717442e-05 loss: 0.0416 (0.0512) time: 3.3731 data: 0.0076 max mem: 33370 Epoch: [22] [ 90/1319] eta: 1:10:44 lr: 2.4286238376522685e-05 loss: 0.0417 (0.0500) time: 3.3792 data: 0.0078 max mem: 33370 Epoch: [22] [ 100/1319] eta: 1:09:59 lr: 2.4276996451573638e-05 loss: 0.0417 (0.0496) time: 3.3650 data: 0.0079 max mem: 33370 Epoch: [22] [ 110/1319] eta: 1:09:17 lr: 2.426775413568847e-05 loss: 0.0417 (0.0495) time: 3.3706 data: 0.0083 max mem: 33370 Epoch: [22] [ 120/1319] eta: 1:08:31 lr: 2.4258511428685206e-05 loss: 0.0417 (0.0495) time: 3.3474 data: 0.0079 max mem: 33370 Epoch: [22] [ 130/1319] eta: 1:07:51 lr: 2.4249268330381702e-05 loss: 0.0405 (0.0489) time: 3.3473 data: 0.0075 max mem: 33370 Epoch: [22] [ 140/1319] eta: 1:07:10 lr: 2.4240024840595657e-05 loss: 0.0412 (0.0488) time: 3.3533 data: 0.0078 max mem: 33370 Epoch: [22] [ 150/1319] eta: 1:06:33 lr: 2.4230780959144606e-05 loss: 0.0426 (0.0489) time: 3.3598 data: 0.0083 max mem: 33370 Epoch: [22] [ 160/1319] eta: 1:05:54 lr: 2.4221536685845908e-05 loss: 0.0454 (0.0491) time: 3.3691 data: 0.0083 max mem: 33370 Epoch: [22] [ 170/1319] eta: 1:05:18 lr: 2.421229202051678e-05 loss: 0.0454 (0.0487) time: 3.3649 data: 0.0078 max mem: 33370 Epoch: [22] [ 180/1319] eta: 1:04:43 lr: 2.420304696297427e-05 loss: 0.0448 (0.0486) time: 3.3853 data: 0.0078 max mem: 33370 Epoch: [22] [ 190/1319] eta: 1:04:06 lr: 2.419380151303525e-05 loss: 0.0426 (0.0484) time: 3.3853 data: 0.0080 max mem: 33370 Epoch: [22] [ 200/1319] eta: 1:03:32 lr: 2.418455567051645e-05 loss: 0.0462 (0.0486) time: 3.3872 data: 0.0081 max mem: 33370 Epoch: [22] [ 210/1319] eta: 1:02:59 lr: 2.417530943523442e-05 loss: 0.0463 (0.0488) time: 3.4114 data: 0.0078 max mem: 33370 Epoch: [22] [ 220/1319] eta: 1:02:22 lr: 2.416606280700555e-05 loss: 0.0371 (0.0482) time: 3.3840 data: 0.0073 max mem: 33370 Epoch: [22] [ 230/1319] eta: 1:01:47 lr: 2.4156815785646067e-05 loss: 0.0374 (0.0488) time: 3.3650 data: 0.0074 max mem: 33370 Epoch: [22] [ 240/1319] eta: 1:01:13 lr: 2.414756837097204e-05 loss: 0.0437 (0.0486) time: 3.3935 data: 0.0076 max mem: 33370 Epoch: [22] [ 250/1319] eta: 1:00:39 lr: 2.4138320562799363e-05 loss: 0.0437 (0.0485) time: 3.4107 data: 0.0078 max mem: 33370 Epoch: [22] [ 260/1319] eta: 1:00:06 lr: 2.412907236094378e-05 loss: 0.0476 (0.0488) time: 3.4234 data: 0.0078 max mem: 33370 Epoch: [22] [ 270/1319] eta: 0:59:31 lr: 2.411982376522085e-05 loss: 0.0442 (0.0487) time: 3.4080 data: 0.0076 max mem: 33370 Epoch: [22] [ 280/1319] eta: 0:58:57 lr: 2.411057477544598e-05 loss: 0.0396 (0.0487) time: 3.3911 data: 0.0078 max mem: 33370 Epoch: [22] [ 290/1319] eta: 0:58:23 lr: 2.4101325391434414e-05 loss: 0.0422 (0.0487) time: 3.4049 data: 0.0079 max mem: 33370 Epoch: [22] [ 300/1319] eta: 0:57:49 lr: 2.4092075613001218e-05 loss: 0.0422 (0.0486) time: 3.4125 data: 0.0079 max mem: 33370 Epoch: [22] [ 310/1319] eta: 0:57:17 lr: 2.4082825439961318e-05 loss: 0.0395 (0.0486) time: 3.4315 data: 0.0079 max mem: 33370 Epoch: [22] [ 320/1319] eta: 0:56:42 lr: 2.4073574872129434e-05 loss: 0.0441 (0.0486) time: 3.4144 data: 0.0080 max mem: 33370 Epoch: [22] [ 330/1319] eta: 0:56:07 lr: 2.4064323909320154e-05 loss: 0.0481 (0.0485) time: 3.3768 data: 0.0081 max mem: 33370 Epoch: [22] [ 340/1319] eta: 0:55:32 lr: 2.405507255134789e-05 loss: 0.0482 (0.0488) time: 3.3751 data: 0.0079 max mem: 33370 Epoch: [22] [ 350/1319] eta: 0:54:57 lr: 2.404582079802688e-05 loss: 0.0428 (0.0486) time: 3.3790 data: 0.0077 max mem: 33370 Epoch: [22] [ 360/1319] eta: 0:54:22 lr: 2.4036568649171213e-05 loss: 0.0431 (0.0489) time: 3.3715 data: 0.0077 max mem: 33370 Epoch: [22] [ 370/1319] eta: 0:53:49 lr: 2.402731610459478e-05 loss: 0.0497 (0.0490) time: 3.3892 data: 0.0079 max mem: 33370 Epoch: [22] [ 380/1319] eta: 0:53:14 lr: 2.401806316411133e-05 loss: 0.0421 (0.0488) time: 3.4048 data: 0.0081 max mem: 33370 Epoch: [22] [ 390/1319] eta: 0:52:41 lr: 2.400880982753445e-05 loss: 0.0421 (0.0490) time: 3.4126 data: 0.0083 max mem: 33370 Epoch: [22] [ 400/1319] eta: 0:52:07 lr: 2.399955609467753e-05 loss: 0.0517 (0.0498) time: 3.4220 data: 0.0085 max mem: 33370 Epoch: [22] [ 410/1319] eta: 0:51:32 lr: 2.3990301965353823e-05 loss: 0.0513 (0.0498) time: 3.3931 data: 0.0083 max mem: 33370 Epoch: [22] [ 420/1319] eta: 0:50:57 lr: 2.39810474393764e-05 loss: 0.0417 (0.0497) time: 3.3664 data: 0.0079 max mem: 33370 Epoch: [22] [ 430/1319] eta: 0:50:23 lr: 2.3971792516558155e-05 loss: 0.0382 (0.0494) time: 3.3663 data: 0.0078 max mem: 33370 Epoch: [22] [ 440/1319] eta: 0:49:48 lr: 2.3962537196711826e-05 loss: 0.0396 (0.0494) time: 3.3791 data: 0.0082 max mem: 33370 Epoch: [22] [ 450/1319] eta: 0:49:14 lr: 2.3953281479649982e-05 loss: 0.0440 (0.0494) time: 3.3707 data: 0.0083 max mem: 33370 Epoch: [22] [ 460/1319] eta: 0:48:40 lr: 2.394402536518502e-05 loss: 0.0399 (0.0493) time: 3.3899 data: 0.0081 max mem: 33370 Epoch: [22] [ 470/1319] eta: 0:48:06 lr: 2.3934768853129168e-05 loss: 0.0399 (0.0492) time: 3.3993 data: 0.0084 max mem: 33370 Epoch: [22] [ 480/1319] eta: 0:47:32 lr: 2.3925511943294477e-05 loss: 0.0414 (0.0491) time: 3.3849 data: 0.0082 max mem: 33370 Epoch: [22] [ 490/1319] eta: 0:46:57 lr: 2.3916254635492843e-05 loss: 0.0425 (0.0492) time: 3.3890 data: 0.0081 max mem: 33370 Epoch: [22] [ 500/1319] eta: 0:46:24 lr: 2.390699692953598e-05 loss: 0.0416 (0.0490) time: 3.4127 data: 0.0079 max mem: 33370 Epoch: [22] [ 510/1319] eta: 0:45:49 lr: 2.3897738825235443e-05 loss: 0.0416 (0.0490) time: 3.3987 data: 0.0074 max mem: 33370 Epoch: [22] [ 520/1319] eta: 0:45:16 lr: 2.3888480322402605e-05 loss: 0.0488 (0.0492) time: 3.3875 data: 0.0076 max mem: 33370 Epoch: [22] [ 530/1319] eta: 0:44:41 lr: 2.3879221420848673e-05 loss: 0.0488 (0.0492) time: 3.4021 data: 0.0082 max mem: 33370 Epoch: [22] [ 540/1319] eta: 0:44:07 lr: 2.3869962120384683e-05 loss: 0.0437 (0.0492) time: 3.3693 data: 0.0086 max mem: 33370 Epoch: [22] [ 550/1319] eta: 0:43:33 lr: 2.3860702420821505e-05 loss: 0.0418 (0.0490) time: 3.3860 data: 0.0085 max mem: 33370 Epoch: [22] [ 560/1319] eta: 0:42:59 lr: 2.385144232196983e-05 loss: 0.0393 (0.0489) time: 3.4178 data: 0.0080 max mem: 33370 Epoch: [22] [ 570/1319] eta: 0:42:26 lr: 2.384218182364018e-05 loss: 0.0393 (0.0489) time: 3.4171 data: 0.0080 max mem: 33370 Epoch: [22] [ 580/1319] eta: 0:41:52 lr: 2.3832920925642915e-05 loss: 0.0401 (0.0489) time: 3.4226 data: 0.0085 max mem: 33370 Epoch: [22] [ 590/1319] eta: 0:41:17 lr: 2.3823659627788204e-05 loss: 0.0416 (0.0488) time: 3.3932 data: 0.0090 max mem: 33370 Epoch: [22] [ 600/1319] eta: 0:40:44 lr: 2.3814397929886056e-05 loss: 0.0404 (0.0487) time: 3.4115 data: 0.0089 max mem: 33370 Epoch: [22] [ 610/1319] eta: 0:40:10 lr: 2.380513583174631e-05 loss: 0.0417 (0.0487) time: 3.4239 data: 0.0084 max mem: 33370 Epoch: [22] [ 620/1319] eta: 0:39:36 lr: 2.379587333317862e-05 loss: 0.0482 (0.0488) time: 3.4102 data: 0.0080 max mem: 33370 Epoch: [22] [ 630/1319] eta: 0:39:02 lr: 2.3786610433992487e-05 loss: 0.0477 (0.0488) time: 3.4158 data: 0.0084 max mem: 33370 Epoch: [22] [ 640/1319] eta: 0:38:29 lr: 2.3777347133997216e-05 loss: 0.0452 (0.0488) time: 3.4100 data: 0.0086 max mem: 33370 Epoch: [22] [ 650/1319] eta: 0:37:54 lr: 2.3768083433001952e-05 loss: 0.0430 (0.0489) time: 3.4023 data: 0.0084 max mem: 33370 Epoch: [22] [ 660/1319] eta: 0:37:20 lr: 2.375881933081567e-05 loss: 0.0358 (0.0487) time: 3.3803 data: 0.0079 max mem: 33370 Epoch: [22] [ 670/1319] eta: 0:36:46 lr: 2.3749554827247157e-05 loss: 0.0369 (0.0486) time: 3.4018 data: 0.0083 max mem: 33370 Epoch: [22] [ 680/1319] eta: 0:36:13 lr: 2.3740289922105044e-05 loss: 0.0441 (0.0487) time: 3.4346 data: 0.0089 max mem: 33370 Epoch: [22] [ 690/1319] eta: 0:35:39 lr: 2.3731024615197766e-05 loss: 0.0488 (0.0487) time: 3.4297 data: 0.0086 max mem: 33370 Epoch: [22] [ 700/1319] eta: 0:35:05 lr: 2.3721758906333604e-05 loss: 0.0434 (0.0486) time: 3.4160 data: 0.0087 max mem: 33370 Epoch: [22] [ 710/1319] eta: 0:34:31 lr: 2.3712492795320653e-05 loss: 0.0423 (0.0486) time: 3.4226 data: 0.0088 max mem: 33370 Epoch: [22] [ 720/1319] eta: 0:33:57 lr: 2.3703226281966838e-05 loss: 0.0475 (0.0487) time: 3.4167 data: 0.0090 max mem: 33370 Epoch: [22] [ 730/1319] eta: 0:33:24 lr: 2.36939593660799e-05 loss: 0.0475 (0.0487) time: 3.4185 data: 0.0090 max mem: 33370 Epoch: [22] [ 740/1319] eta: 0:32:50 lr: 2.3684692047467423e-05 loss: 0.0496 (0.0488) time: 3.4619 data: 0.0086 max mem: 33370 Epoch: [22] [ 750/1319] eta: 0:32:16 lr: 2.3675424325936787e-05 loss: 0.0475 (0.0488) time: 3.4395 data: 0.0081 max mem: 33370 Epoch: [22] [ 760/1319] eta: 0:31:42 lr: 2.3666156201295225e-05 loss: 0.0411 (0.0488) time: 3.3956 data: 0.0080 max mem: 33370 Epoch: [22] [ 770/1319] eta: 0:31:08 lr: 2.3656887673349775e-05 loss: 0.0409 (0.0487) time: 3.4072 data: 0.0080 max mem: 33370 Epoch: [22] [ 780/1319] eta: 0:30:34 lr: 2.364761874190731e-05 loss: 0.0437 (0.0487) time: 3.3790 data: 0.0081 max mem: 33370 Epoch: [22] [ 790/1319] eta: 0:30:00 lr: 2.363834940677452e-05 loss: 0.0453 (0.0488) time: 3.3849 data: 0.0088 max mem: 33370 Epoch: [22] [ 800/1319] eta: 0:29:26 lr: 2.3629079667757912e-05 loss: 0.0505 (0.0488) time: 3.4112 data: 0.0090 max mem: 33370 Epoch: [22] [ 810/1319] eta: 0:28:52 lr: 2.361980952466383e-05 loss: 0.0539 (0.0490) time: 3.4172 data: 0.0088 max mem: 33370 Epoch: [22] [ 820/1319] eta: 0:28:18 lr: 2.3610538977298433e-05 loss: 0.0481 (0.0489) time: 3.4280 data: 0.0088 max mem: 33370 Epoch: [22] [ 830/1319] eta: 0:27:44 lr: 2.3601268025467702e-05 loss: 0.0401 (0.0489) time: 3.4317 data: 0.0088 max mem: 33370 Epoch: [22] [ 840/1319] eta: 0:27:10 lr: 2.3591996668977443e-05 loss: 0.0414 (0.0488) time: 3.4247 data: 0.0089 max mem: 33370 Epoch: [22] [ 850/1319] eta: 0:26:36 lr: 2.3582724907633285e-05 loss: 0.0401 (0.0487) time: 3.4028 data: 0.0086 max mem: 33370 Epoch: [22] [ 860/1319] eta: 0:26:02 lr: 2.3573452741240666e-05 loss: 0.0394 (0.0489) time: 3.4131 data: 0.0085 max mem: 33370 Epoch: [22] [ 870/1319] eta: 0:25:28 lr: 2.3564180169604865e-05 loss: 0.0498 (0.0490) time: 3.4162 data: 0.0086 max mem: 33370 Epoch: [22] [ 880/1319] eta: 0:24:54 lr: 2.3554907192530968e-05 loss: 0.0479 (0.0491) time: 3.4274 data: 0.0085 max mem: 33370 Epoch: [22] [ 890/1319] eta: 0:24:20 lr: 2.3545633809823888e-05 loss: 0.0545 (0.0492) time: 3.4353 data: 0.0083 max mem: 33370 Epoch: [22] [ 900/1319] eta: 0:23:46 lr: 2.353636002128836e-05 loss: 0.0587 (0.0493) time: 3.4148 data: 0.0080 max mem: 33370 Epoch: [22] [ 910/1319] eta: 0:23:12 lr: 2.3527085826728933e-05 loss: 0.0417 (0.0492) time: 3.4204 data: 0.0083 max mem: 33370 Epoch: [22] [ 920/1319] eta: 0:22:38 lr: 2.351781122594998e-05 loss: 0.0428 (0.0492) time: 3.4293 data: 0.0087 max mem: 33370 Epoch: [22] [ 930/1319] eta: 0:22:04 lr: 2.3508536218755693e-05 loss: 0.0459 (0.0491) time: 3.4155 data: 0.0085 max mem: 33370 Epoch: [22] [ 940/1319] eta: 0:21:30 lr: 2.3499260804950085e-05 loss: 0.0430 (0.0492) time: 3.3970 data: 0.0089 max mem: 33370 Epoch: [22] [ 950/1319] eta: 0:20:56 lr: 2.3489984984336995e-05 loss: 0.0390 (0.0491) time: 3.4158 data: 0.0090 max mem: 33370 Epoch: [22] [ 960/1319] eta: 0:20:22 lr: 2.3480708756720067e-05 loss: 0.0392 (0.0491) time: 3.4425 data: 0.0084 max mem: 33370 Epoch: [22] [ 970/1319] eta: 0:19:48 lr: 2.3471432121902774e-05 loss: 0.0410 (0.0490) time: 3.4326 data: 0.0083 max mem: 33370 Epoch: [22] [ 980/1319] eta: 0:19:14 lr: 2.34621550796884e-05 loss: 0.0408 (0.0491) time: 3.4066 data: 0.0090 max mem: 33370 Epoch: [22] [ 990/1319] eta: 0:18:40 lr: 2.345287762988006e-05 loss: 0.0427 (0.0490) time: 3.4155 data: 0.0089 max mem: 33370 Epoch: [22] [1000/1319] eta: 0:18:06 lr: 2.3443599772280678e-05 loss: 0.0422 (0.0490) time: 3.4390 data: 0.0080 max mem: 33370 Epoch: [22] [1010/1319] eta: 0:17:32 lr: 2.3434321506693e-05 loss: 0.0454 (0.0490) time: 3.4021 data: 0.0080 max mem: 33370 Epoch: [22] [1020/1319] eta: 0:16:58 lr: 2.342504283291958e-05 loss: 0.0463 (0.0490) time: 3.3979 data: 0.0083 max mem: 33370 Epoch: [22] [1030/1319] eta: 0:16:24 lr: 2.3415763750762803e-05 loss: 0.0394 (0.0490) time: 3.4299 data: 0.0086 max mem: 33370 Epoch: [22] [1040/1319] eta: 0:15:50 lr: 2.3406484260024864e-05 loss: 0.0398 (0.0490) time: 3.4299 data: 0.0084 max mem: 33370 Epoch: [22] [1050/1319] eta: 0:15:16 lr: 2.3397204360507778e-05 loss: 0.0455 (0.0490) time: 3.4271 data: 0.0084 max mem: 33370 Epoch: [22] [1060/1319] eta: 0:14:42 lr: 2.3387924052013375e-05 loss: 0.0449 (0.0490) time: 3.4313 data: 0.0086 max mem: 33370 Epoch: [22] [1070/1319] eta: 0:14:08 lr: 2.3378643334343302e-05 loss: 0.0370 (0.0489) time: 3.4185 data: 0.0084 max mem: 33370 Epoch: [22] [1080/1319] eta: 0:13:34 lr: 2.3369362207299018e-05 loss: 0.0370 (0.0489) time: 3.3645 data: 0.0086 max mem: 33370 Epoch: [22] [1090/1319] eta: 0:13:00 lr: 2.3360080670681804e-05 loss: 0.0358 (0.0488) time: 3.3531 data: 0.0085 max mem: 33370 Epoch: [22] [1100/1319] eta: 0:12:25 lr: 2.335079872429276e-05 loss: 0.0342 (0.0487) time: 3.3599 data: 0.0082 max mem: 33370 Epoch: [22] [1110/1319] eta: 0:11:51 lr: 2.334151636793279e-05 loss: 0.0379 (0.0487) time: 3.3662 data: 0.0080 max mem: 33370 Epoch: [22] [1120/1319] eta: 0:11:17 lr: 2.333223360140262e-05 loss: 0.0414 (0.0487) time: 3.4185 data: 0.0078 max mem: 33370 Epoch: [22] [1130/1319] eta: 0:10:43 lr: 2.3322950424502793e-05 loss: 0.0451 (0.0487) time: 3.4228 data: 0.0078 max mem: 33370 Epoch: [22] [1140/1319] eta: 0:10:09 lr: 2.3313666837033663e-05 loss: 0.0490 (0.0487) time: 3.4276 data: 0.0083 max mem: 33370 Epoch: [22] [1150/1319] eta: 0:09:35 lr: 2.33043828387954e-05 loss: 0.0405 (0.0487) time: 3.4623 data: 0.0089 max mem: 33370 Epoch: [22] [1160/1319] eta: 0:09:01 lr: 2.3295098429587987e-05 loss: 0.0403 (0.0486) time: 3.4680 data: 0.0090 max mem: 33370 Epoch: [22] [1170/1319] eta: 0:08:27 lr: 2.328581360921123e-05 loss: 0.0441 (0.0486) time: 3.4582 data: 0.0088 max mem: 33370 Epoch: [22] [1180/1319] eta: 0:07:53 lr: 2.327652837746473e-05 loss: 0.0441 (0.0486) time: 3.4771 data: 0.0085 max mem: 33370 Epoch: [22] [1190/1319] eta: 0:07:19 lr: 2.3267242734147912e-05 loss: 0.0438 (0.0487) time: 3.4889 data: 0.0083 max mem: 33370 Epoch: [22] [1200/1319] eta: 0:06:45 lr: 2.325795667906002e-05 loss: 0.0439 (0.0486) time: 3.4592 data: 0.0083 max mem: 33370 Epoch: [22] [1210/1319] eta: 0:06:11 lr: 2.3248670212000107e-05 loss: 0.0532 (0.0488) time: 3.4680 data: 0.0081 max mem: 33370 Epoch: [22] [1220/1319] eta: 0:05:37 lr: 2.3239383332767037e-05 loss: 0.0516 (0.0487) time: 3.4903 data: 0.0083 max mem: 33370 Epoch: [22] [1230/1319] eta: 0:05:03 lr: 2.323009604115948e-05 loss: 0.0399 (0.0488) time: 3.4715 data: 0.0086 max mem: 33370 Epoch: [22] [1240/1319] eta: 0:04:29 lr: 2.322080833697593e-05 loss: 0.0455 (0.0489) time: 3.4565 data: 0.0088 max mem: 33370 Epoch: [22] [1250/1319] eta: 0:03:55 lr: 2.3211520220014678e-05 loss: 0.0470 (0.0489) time: 3.4436 data: 0.0090 max mem: 33370 Epoch: [22] [1260/1319] eta: 0:03:21 lr: 2.320223169007385e-05 loss: 0.0382 (0.0488) time: 3.4331 data: 0.0093 max mem: 33370 Epoch: [22] [1270/1319] eta: 0:02:47 lr: 2.319294274695137e-05 loss: 0.0382 (0.0488) time: 3.4591 data: 0.0096 max mem: 33370 Epoch: [22] [1280/1319] eta: 0:02:13 lr: 2.318365339044496e-05 loss: 0.0432 (0.0488) time: 3.4637 data: 0.0099 max mem: 33370 Epoch: [22] [1290/1319] eta: 0:01:38 lr: 2.3174363620352174e-05 loss: 0.0460 (0.0489) time: 3.4933 data: 0.0091 max mem: 33370 Epoch: [22] [1300/1319] eta: 0:01:04 lr: 2.3165073436470368e-05 loss: 0.0515 (0.0489) time: 3.4923 data: 0.0081 max mem: 33370 Epoch: [22] [1310/1319] eta: 0:00:30 lr: 2.3155782838596706e-05 loss: 0.0508 (0.0489) time: 3.4616 data: 0.0080 max mem: 33370 Epoch: [22] Total time: 1:15:05 /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( Test: [ 0/2573] eta: 2:08:45 time: 3.0025 data: 2.8008 max mem: 33370 Test: [ 100/2573] eta: 0:04:25 time: 0.0782 data: 0.0016 max mem: 33370 Test: [ 200/2573] eta: 0:03:43 time: 0.0792 data: 0.0015 max mem: 33370 Test: [ 300/2573] eta: 0:03:22 time: 0.0805 data: 0.0014 max mem: 33370 Test: [ 400/2573] eta: 0:03:08 time: 0.0807 data: 0.0014 max mem: 33370 Test: [ 500/2573] eta: 0:02:56 time: 0.0798 data: 0.0015 max mem: 33370 Test: [ 600/2573] eta: 0:02:46 time: 0.0805 data: 0.0015 max mem: 33370 Test: [ 700/2573] eta: 0:02:37 time: 0.0803 data: 0.0015 max mem: 33370 Test: [ 800/2573] eta: 0:02:29 time: 0.0838 data: 0.0015 max mem: 33370 Test: [ 900/2573] eta: 0:02:20 time: 0.0803 data: 0.0015 max mem: 33370 Test: [1000/2573] eta: 0:02:11 time: 0.0807 data: 0.0015 max mem: 33370 Test: [1100/2573] eta: 0:02:02 time: 0.0825 data: 0.0015 max mem: 33370 Test: [1200/2573] eta: 0:01:54 time: 0.0809 data: 0.0014 max mem: 33370 Test: [1300/2573] eta: 0:01:45 time: 0.0810 data: 0.0015 max mem: 33370 Test: [1400/2573] eta: 0:01:37 time: 0.0786 data: 0.0015 max mem: 33370 Test: [1500/2573] eta: 0:01:28 time: 0.0803 data: 0.0015 max mem: 33370 Test: [1600/2573] eta: 0:01:20 time: 0.0835 data: 0.0015 max mem: 33370 Test: [1700/2573] eta: 0:01:12 time: 0.0790 data: 0.0015 max mem: 33370 Test: [1800/2573] eta: 0:01:03 time: 0.0824 data: 0.0015 max mem: 33370 Test: [1900/2573] eta: 0:00:55 time: 0.0788 data: 0.0015 max mem: 33370 Test: [2000/2573] eta: 0:00:47 time: 0.0806 data: 0.0016 max mem: 33370 Test: [2100/2573] eta: 0:00:38 time: 0.0823 data: 0.0016 max mem: 33370 Test: [2200/2573] eta: 0:00:30 time: 0.0824 data: 0.0015 max mem: 33370 Test: [2300/2573] eta: 0:00:22 time: 0.0823 data: 0.0015 max mem: 33370 Test: [2400/2573] eta: 0:00:14 time: 0.0777 data: 0.0016 max mem: 33370 Test: [2500/2573] eta: 0:00:05 time: 0.0805 data: 0.0016 max mem: 33370 Test: Total time: 0:03:31 Final results: Mean IoU is 63.59 precision@0.5 = 71.00 precision@0.6 = 66.03 precision@0.7 = 59.13 precision@0.8 = 47.45 precision@0.9 = 23.65 overall IoU = 61.30 Average object IoU 63.58642892201212 Overall IoU 61.29557418823242 /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( Epoch: [23] [ 0/1319] eta: 3:33:21 lr: 2.3147420946379584e-05 loss: 0.0785 (0.0785) time: 9.7053 data: 2.5404 max mem: 33370 Epoch: [23] [ 10/1319] eta: 1:27:38 lr: 2.313812956136191e-05 loss: 0.0420 (0.0466) time: 4.0170 data: 0.2397 max mem: 33370 Epoch: [23] [ 20/1319] eta: 1:21:23 lr: 2.3128837761763095e-05 loss: 0.0456 (0.0484) time: 3.4619 data: 0.0090 max mem: 33370 Epoch: [23] [ 30/1319] eta: 1:18:19 lr: 2.3119545547379566e-05 loss: 0.0456 (0.0472) time: 3.4419 data: 0.0089 max mem: 33370 Epoch: [23] [ 40/1319] eta: 1:16:53 lr: 2.3110252918007542e-05 loss: 0.0394 (0.0465) time: 3.4481 data: 0.0094 max mem: 33370 Epoch: [23] [ 50/1319] eta: 1:15:52 lr: 2.3100959873443074e-05 loss: 0.0390 (0.0459) time: 3.4969 data: 0.0090 max mem: 33370 Epoch: [23] [ 60/1319] eta: 1:14:45 lr: 2.3091666413482015e-05 loss: 0.0390 (0.0466) time: 3.4720 data: 0.0090 max mem: 33370 Epoch: [23] [ 70/1319] eta: 1:13:54 lr: 2.3082372537920018e-05 loss: 0.0359 (0.0466) time: 3.4568 data: 0.0090 max mem: 33370 Epoch: [23] [ 80/1319] eta: 1:13:12 lr: 2.307307824655256e-05 loss: 0.0379 (0.0466) time: 3.4916 data: 0.0091 max mem: 33370 Epoch: [23] [ 90/1319] eta: 1:12:18 lr: 2.3063783539174907e-05 loss: 0.0447 (0.0460) time: 3.4568 data: 0.0091 max mem: 33370 Epoch: [23] [ 100/1319] eta: 1:11:29 lr: 2.3054488415582145e-05 loss: 0.0387 (0.0460) time: 3.4097 data: 0.0088 max mem: 33370 Epoch: [23] [ 110/1319] eta: 1:10:52 lr: 2.3045192875569164e-05 loss: 0.0398 (0.0461) time: 3.4603 data: 0.0088 max mem: 33370 Epoch: [23] [ 120/1319] eta: 1:10:09 lr: 2.3035896918930662e-05 loss: 0.0460 (0.0469) time: 3.4744 data: 0.0087 max mem: 33370 Epoch: [23] [ 130/1319] eta: 1:09:31 lr: 2.3026600545461138e-05 loss: 0.0485 (0.0478) time: 3.4555 data: 0.0091 max mem: 33370 Epoch: [23] [ 140/1319] eta: 1:08:55 lr: 2.3017303754954915e-05 loss: 0.0447 (0.0479) time: 3.4861 data: 0.0092 max mem: 33370 Epoch: [23] [ 150/1319] eta: 1:08:17 lr: 2.300800654720609e-05 loss: 0.0424 (0.0473) time: 3.4868 data: 0.0092 max mem: 33370 Epoch: [23] [ 160/1319] eta: 1:07:36 lr: 2.2998708922008593e-05 loss: 0.0424 (0.0474) time: 3.4477 data: 0.0098 max mem: 33370 Epoch: [23] [ 170/1319] eta: 1:06:57 lr: 2.2989410879156158e-05 loss: 0.0485 (0.0475) time: 3.4271 data: 0.0100 max mem: 33370 Epoch: [23] [ 180/1319] eta: 1:06:23 lr: 2.298011241844231e-05 loss: 0.0461 (0.0474) time: 3.4711 data: 0.0092 max mem: 33370 Epoch: [23] [ 190/1319] eta: 1:05:43 lr: 2.2970813539660394e-05 loss: 0.0410 (0.0471) time: 3.4678 data: 0.0089 max mem: 33370 Epoch: [23] [ 200/1319] eta: 1:05:07 lr: 2.296151424260354e-05 loss: 0.0416 (0.0471) time: 3.4471 data: 0.0090 max mem: 33370 Epoch: [23] [ 210/1319] eta: 1:04:28 lr: 2.2952214527064705e-05 loss: 0.0420 (0.0470) time: 3.4387 data: 0.0088 max mem: 33370 Epoch: [23] [ 220/1319] eta: 1:03:51 lr: 2.294291439283664e-05 loss: 0.0392 (0.0469) time: 3.4281 data: 0.0086 max mem: 33370 Epoch: [23] [ 230/1319] eta: 1:03:13 lr: 2.2933613839711898e-05 loss: 0.0447 (0.0470) time: 3.4349 data: 0.0086 max mem: 33370 Epoch: [23] [ 240/1319] eta: 1:02:34 lr: 2.292431286748284e-05 loss: 0.0461 (0.0468) time: 3.4055 data: 0.0087 max mem: 33370 Epoch: [23] [ 250/1319] eta: 1:01:57 lr: 2.2915011475941626e-05 loss: 0.0403 (0.0464) time: 3.4136 data: 0.0087 max mem: 33370 Epoch: [23] [ 260/1319] eta: 1:01:18 lr: 2.2905709664880228e-05 loss: 0.0403 (0.0468) time: 3.4052 data: 0.0084 max mem: 33370 Epoch: [23] [ 270/1319] eta: 1:00:41 lr: 2.28964074340904e-05 loss: 0.0341 (0.0467) time: 3.3893 data: 0.0080 max mem: 33370 Epoch: [23] [ 280/1319] eta: 1:00:02 lr: 2.2887104783363728e-05 loss: 0.0386 (0.0465) time: 3.3759 data: 0.0078 max mem: 33370 Epoch: [23] [ 290/1319] eta: 0:59:24 lr: 2.2877801712491578e-05 loss: 0.0393 (0.0465) time: 3.3646 data: 0.0082 max mem: 33370 Epoch: [23] [ 300/1319] eta: 0:58:48 lr: 2.2868498221265136e-05 loss: 0.0426 (0.0465) time: 3.3974 data: 0.0088 max mem: 33370 Epoch: [23] [ 310/1319] eta: 0:58:12 lr: 2.2859194309475363e-05 loss: 0.0420 (0.0464) time: 3.4242 data: 0.0087 max mem: 33370 Epoch: [23] [ 320/1319] eta: 0:57:36 lr: 2.2849889976913045e-05 loss: 0.0435 (0.0465) time: 3.4175 data: 0.0082 max mem: 33370 Epoch: [23] [ 330/1319] eta: 0:57:00 lr: 2.2840585223368763e-05 loss: 0.0426 (0.0464) time: 3.4133 data: 0.0080 max mem: 33370 Epoch: [23] [ 340/1319] eta: 0:56:25 lr: 2.2831280048632893e-05 loss: 0.0402 (0.0464) time: 3.4356 data: 0.0085 max mem: 33370 Epoch: [23] [ 350/1319] eta: 0:55:48 lr: 2.282197445249563e-05 loss: 0.0408 (0.0462) time: 3.4140 data: 0.0085 max mem: 33370 Epoch: [23] [ 360/1319] eta: 0:55:13 lr: 2.2812668434746943e-05 loss: 0.0408 (0.0461) time: 3.4077 data: 0.0087 max mem: 33370 Epoch: [23] [ 370/1319] eta: 0:54:38 lr: 2.2803361995176614e-05 loss: 0.0453 (0.0463) time: 3.4371 data: 0.0089 max mem: 33370 Epoch: [23] [ 380/1319] eta: 0:54:04 lr: 2.279405513357423e-05 loss: 0.0453 (0.0464) time: 3.4576 data: 0.0081 max mem: 33370 Epoch: [23] [ 390/1319] eta: 0:53:28 lr: 2.278474784972917e-05 loss: 0.0449 (0.0465) time: 3.4347 data: 0.0079 max mem: 33370 Epoch: [23] [ 400/1319] eta: 0:52:53 lr: 2.277544014343061e-05 loss: 0.0472 (0.0465) time: 3.4162 data: 0.0082 max mem: 33370 Epoch: [23] [ 410/1319] eta: 0:52:18 lr: 2.2766132014467546e-05 loss: 0.0375 (0.0463) time: 3.4238 data: 0.0090 max mem: 33370 Epoch: [23] [ 420/1319] eta: 0:51:42 lr: 2.2756823462628737e-05 loss: 0.0356 (0.0461) time: 3.3967 data: 0.0089 max mem: 33370 Epoch: [23] [ 430/1319] eta: 0:51:06 lr: 2.2747514487702767e-05 loss: 0.0361 (0.0459) time: 3.3982 data: 0.0089 max mem: 33370 Epoch: [23] [ 440/1319] eta: 0:50:30 lr: 2.2738205089478008e-05 loss: 0.0360 (0.0459) time: 3.3942 data: 0.0086 max mem: 33370 Epoch: [23] [ 450/1319] eta: 0:49:55 lr: 2.272889526774264e-05 loss: 0.0418 (0.0459) time: 3.3965 data: 0.0083 max mem: 33370 Epoch: [23] [ 460/1319] eta: 0:49:20 lr: 2.2719585022284628e-05 loss: 0.0418 (0.0458) time: 3.4207 data: 0.0091 max mem: 33370 Epoch: [23] [ 470/1319] eta: 0:48:46 lr: 2.2710274352891738e-05 loss: 0.0398 (0.0458) time: 3.4318 data: 0.0095 max mem: 33370 Epoch: [23] [ 480/1319] eta: 0:48:11 lr: 2.2700963259351535e-05 loss: 0.0398 (0.0457) time: 3.4297 data: 0.0096 max mem: 33370 Epoch: [23] [ 490/1319] eta: 0:47:36 lr: 2.269165174145138e-05 loss: 0.0367 (0.0456) time: 3.4150 data: 0.0094 max mem: 33370 Epoch: [23] [ 500/1319] eta: 0:47:01 lr: 2.2682339798978432e-05 loss: 0.0427 (0.0456) time: 3.4033 data: 0.0085 max mem: 33370 Epoch: [23] [ 510/1319] eta: 0:46:26 lr: 2.2673027431719644e-05 loss: 0.0433 (0.0457) time: 3.4065 data: 0.0083 max mem: 33370 Epoch: [23] [ 520/1319] eta: 0:45:51 lr: 2.266371463946176e-05 loss: 0.0410 (0.0457) time: 3.4279 data: 0.0086 max mem: 33370 Epoch: [23] [ 530/1319] eta: 0:45:17 lr: 2.2654401421991334e-05 loss: 0.0411 (0.0458) time: 3.4545 data: 0.0086 max mem: 33370 Epoch: [23] [ 540/1319] eta: 0:44:43 lr: 2.2645087779094697e-05 loss: 0.0438 (0.0457) time: 3.4620 data: 0.0089 max mem: 33370 Epoch: [23] [ 550/1319] eta: 0:44:08 lr: 2.263577371055799e-05 loss: 0.0438 (0.0458) time: 3.4372 data: 0.0089 max mem: 33370 Epoch: [23] [ 560/1319] eta: 0:43:33 lr: 2.262645921616714e-05 loss: 0.0397 (0.0457) time: 3.4252 data: 0.0088 max mem: 33370 Epoch: [23] [ 570/1319] eta: 0:42:59 lr: 2.2617144295707877e-05 loss: 0.0422 (0.0457) time: 3.4527 data: 0.0086 max mem: 33370 Epoch: [23] [ 580/1319] eta: 0:42:25 lr: 2.2607828948965706e-05 loss: 0.0412 (0.0457) time: 3.4452 data: 0.0087 max mem: 33370 Epoch: [23] [ 590/1319] eta: 0:41:50 lr: 2.259851317572595e-05 loss: 0.0412 (0.0458) time: 3.4216 data: 0.0090 max mem: 33370 Epoch: [23] [ 600/1319] eta: 0:41:15 lr: 2.2589196975773708e-05 loss: 0.0421 (0.0458) time: 3.4185 data: 0.0083 max mem: 33370 Epoch: [23] [ 610/1319] eta: 0:40:40 lr: 2.257988034889388e-05 loss: 0.0410 (0.0456) time: 3.3947 data: 0.0081 max mem: 33370 Epoch: [23] [ 620/1319] eta: 0:40:05 lr: 2.2570563294871165e-05 loss: 0.0388 (0.0456) time: 3.3851 data: 0.0085 max mem: 33370 Epoch: [23] [ 630/1319] eta: 0:39:31 lr: 2.256124581349004e-05 loss: 0.0438 (0.0455) time: 3.4256 data: 0.0083 max mem: 33370 Epoch: [23] [ 640/1319] eta: 0:38:56 lr: 2.2551927904534776e-05 loss: 0.0442 (0.0457) time: 3.4360 data: 0.0079 max mem: 33370 Epoch: [23] [ 650/1319] eta: 0:38:21 lr: 2.254260956778945e-05 loss: 0.0565 (0.0458) time: 3.4024 data: 0.0081 max mem: 33370 Epoch: [23] [ 660/1319] eta: 0:37:47 lr: 2.253329080303792e-05 loss: 0.0423 (0.0457) time: 3.4192 data: 0.0083 max mem: 33370 Epoch: [23] [ 670/1319] eta: 0:37:12 lr: 2.252397161006384e-05 loss: 0.0399 (0.0457) time: 3.4483 data: 0.0083 max mem: 33370 Epoch: [23] [ 680/1319] eta: 0:36:38 lr: 2.251465198865064e-05 loss: 0.0385 (0.0456) time: 3.4372 data: 0.0083 max mem: 33370 Epoch: [23] [ 690/1319] eta: 0:36:03 lr: 2.250533193858157e-05 loss: 0.0395 (0.0457) time: 3.4122 data: 0.0085 max mem: 33370 Epoch: [23] [ 700/1319] eta: 0:35:29 lr: 2.2496011459639643e-05 loss: 0.0412 (0.0457) time: 3.4138 data: 0.0086 max mem: 33370 Epoch: [23] [ 710/1319] eta: 0:34:54 lr: 2.2486690551607674e-05 loss: 0.0393 (0.0457) time: 3.4393 data: 0.0086 max mem: 33370 Epoch: [23] [ 720/1319] eta: 0:34:19 lr: 2.2477369214268278e-05 loss: 0.0386 (0.0457) time: 3.4167 data: 0.0085 max mem: 33370 Epoch: [23] [ 730/1319] eta: 0:33:45 lr: 2.246804744740384e-05 loss: 0.0431 (0.0457) time: 3.3987 data: 0.0086 max mem: 33370 Epoch: [23] [ 740/1319] eta: 0:33:11 lr: 2.245872525079654e-05 loss: 0.0431 (0.0457) time: 3.4322 data: 0.0089 max mem: 33370 Epoch: [23] [ 750/1319] eta: 0:32:36 lr: 2.244940262422835e-05 loss: 0.0387 (0.0456) time: 3.4260 data: 0.0091 max mem: 33370 Epoch: [23] [ 760/1319] eta: 0:32:01 lr: 2.244007956748104e-05 loss: 0.0432 (0.0457) time: 3.3913 data: 0.0089 max mem: 33370 Epoch: [23] [ 770/1319] eta: 0:31:27 lr: 2.243075608033615e-05 loss: 0.0426 (0.0456) time: 3.3939 data: 0.0082 max mem: 33370 Epoch: [23] [ 780/1319] eta: 0:30:52 lr: 2.242143216257503e-05 loss: 0.0398 (0.0457) time: 3.4005 data: 0.0077 max mem: 33370 Epoch: [23] [ 790/1319] eta: 0:30:17 lr: 2.2412107813978792e-05 loss: 0.0447 (0.0457) time: 3.3882 data: 0.0077 max mem: 33370 Epoch: [23] [ 800/1319] eta: 0:29:42 lr: 2.240278303432835e-05 loss: 0.0459 (0.0457) time: 3.3808 data: 0.0078 max mem: 33370 Epoch: [23] [ 810/1319] eta: 0:29:08 lr: 2.2393457823404408e-05 loss: 0.0459 (0.0458) time: 3.4021 data: 0.0078 max mem: 33370 Epoch: [23] [ 820/1319] eta: 0:28:33 lr: 2.2384132180987457e-05 loss: 0.0429 (0.0458) time: 3.4182 data: 0.0080 max mem: 33370 Epoch: [23] [ 830/1319] eta: 0:27:59 lr: 2.2374806106857758e-05 loss: 0.0423 (0.0458) time: 3.4201 data: 0.0087 max mem: 33370 Epoch: [23] [ 840/1319] eta: 0:27:25 lr: 2.2365479600795384e-05 loss: 0.0484 (0.0460) time: 3.4617 data: 0.0088 max mem: 33370 Epoch: [23] [ 850/1319] eta: 0:26:51 lr: 2.2356152662580173e-05 loss: 0.0458 (0.0459) time: 3.4451 data: 0.0082 max mem: 33370 Epoch: [23] [ 860/1319] eta: 0:26:16 lr: 2.234682529199176e-05 loss: 0.0354 (0.0459) time: 3.3990 data: 0.0086 max mem: 33370 Epoch: [23] [ 870/1319] eta: 0:25:42 lr: 2.2337497488809557e-05 loss: 0.0368 (0.0459) time: 3.4290 data: 0.0089 max mem: 33370 Epoch: [23] [ 880/1319] eta: 0:25:07 lr: 2.232816925281277e-05 loss: 0.0368 (0.0459) time: 3.4278 data: 0.0088 max mem: 33370 Epoch: [23] [ 890/1319] eta: 0:24:33 lr: 2.2318840583780386e-05 loss: 0.0445 (0.0459) time: 3.4005 data: 0.0085 max mem: 33370 Epoch: [23] [ 900/1319] eta: 0:23:58 lr: 2.2309511481491173e-05 loss: 0.0445 (0.0459) time: 3.4083 data: 0.0087 max mem: 33370 Epoch: [23] [ 910/1319] eta: 0:23:24 lr: 2.2300181945723685e-05 loss: 0.0386 (0.0459) time: 3.4181 data: 0.0087 max mem: 33370 Epoch: [23] [ 920/1319] eta: 0:22:49 lr: 2.2290851976256266e-05 loss: 0.0429 (0.0459) time: 3.4202 data: 0.0081 max mem: 33370 Epoch: [23] [ 930/1319] eta: 0:22:15 lr: 2.2281521572867038e-05 loss: 0.0442 (0.0459) time: 3.4228 data: 0.0087 max mem: 33370 Epoch: [23] [ 940/1319] eta: 0:21:41 lr: 2.2272190735333905e-05 loss: 0.0504 (0.0460) time: 3.4340 data: 0.0086 max mem: 33370 Epoch: [23] [ 950/1319] eta: 0:21:07 lr: 2.2262859463434552e-05 loss: 0.0504 (0.0461) time: 3.4394 data: 0.0082 max mem: 33370 Epoch: [23] [ 960/1319] eta: 0:20:32 lr: 2.2253527756946453e-05 loss: 0.0475 (0.0461) time: 3.4228 data: 0.0084 max mem: 33370 Epoch: [23] [ 970/1319] eta: 0:19:58 lr: 2.2244195615646862e-05 loss: 0.0410 (0.0461) time: 3.4165 data: 0.0084 max mem: 33370 Epoch: [23] [ 980/1319] eta: 0:19:23 lr: 2.2234863039312817e-05 loss: 0.0433 (0.0461) time: 3.4251 data: 0.0083 max mem: 33370 Epoch: [23] [ 990/1319] eta: 0:18:49 lr: 2.222553002772113e-05 loss: 0.0433 (0.0461) time: 3.4506 data: 0.0082 max mem: 33370 Epoch: [23] [1000/1319] eta: 0:18:15 lr: 2.2216196580648405e-05 loss: 0.0440 (0.0461) time: 3.4587 data: 0.0082 max mem: 33370 Epoch: [23] [1010/1319] eta: 0:17:41 lr: 2.2206862697871013e-05 loss: 0.0456 (0.0462) time: 3.4473 data: 0.0082 max mem: 33370 Epoch: [23] [1020/1319] eta: 0:17:06 lr: 2.2197528379165116e-05 loss: 0.0467 (0.0462) time: 3.4561 data: 0.0085 max mem: 33370 Epoch: [23] [1030/1319] eta: 0:16:32 lr: 2.218819362430666e-05 loss: 0.0408 (0.0462) time: 3.4253 data: 0.0087 max mem: 33370 Epoch: [23] [1040/1319] eta: 0:15:57 lr: 2.217885843307136e-05 loss: 0.0417 (0.0462) time: 3.4098 data: 0.0089 max mem: 33370 Epoch: [23] [1050/1319] eta: 0:15:23 lr: 2.2169522805234726e-05 loss: 0.0495 (0.0463) time: 3.4028 data: 0.0090 max mem: 33370 Epoch: [23] [1060/1319] eta: 0:14:49 lr: 2.2160186740572026e-05 loss: 0.0402 (0.0463) time: 3.3800 data: 0.0086 max mem: 33370 Epoch: [23] [1070/1319] eta: 0:14:14 lr: 2.215085023885832e-05 loss: 0.0402 (0.0463) time: 3.4103 data: 0.0081 max mem: 33370 Epoch: [23] [1080/1319] eta: 0:13:40 lr: 2.2141513299868444e-05 loss: 0.0520 (0.0463) time: 3.4516 data: 0.0082 max mem: 33370 Epoch: [23] [1090/1319] eta: 0:13:06 lr: 2.2132175923377022e-05 loss: 0.0441 (0.0463) time: 3.4468 data: 0.0084 max mem: 33370 Epoch: [23] [1100/1319] eta: 0:12:31 lr: 2.2122838109158445e-05 loss: 0.0410 (0.0463) time: 3.4281 data: 0.0082 max mem: 33370 Epoch: [23] [1110/1319] eta: 0:11:57 lr: 2.211349985698688e-05 loss: 0.0414 (0.0463) time: 3.3860 data: 0.0080 max mem: 33370 Epoch: [23] [1120/1319] eta: 0:11:22 lr: 2.2104161166636274e-05 loss: 0.0419 (0.0463) time: 3.3720 data: 0.0079 max mem: 33370 Epoch: [23] [1130/1319] eta: 0:10:48 lr: 2.2094822037880365e-05 loss: 0.0404 (0.0463) time: 3.4249 data: 0.0078 max mem: 33370 Epoch: [23] [1140/1319] eta: 0:10:14 lr: 2.2085482470492644e-05 loss: 0.0406 (0.0463) time: 3.4517 data: 0.0084 max mem: 33370 Epoch: [23] [1150/1319] eta: 0:09:40 lr: 2.20761424642464e-05 loss: 0.0373 (0.0463) time: 3.4348 data: 0.0092 max mem: 33370 Epoch: [23] [1160/1319] eta: 0:09:05 lr: 2.2066802018914685e-05 loss: 0.0365 (0.0463) time: 3.4564 data: 0.0090 max mem: 33370 Epoch: [23] [1170/1319] eta: 0:08:31 lr: 2.2057461134270328e-05 loss: 0.0368 (0.0462) time: 3.4772 data: 0.0091 max mem: 33370 Epoch: [23] [1180/1319] eta: 0:07:57 lr: 2.2048119810085938e-05 loss: 0.0446 (0.0463) time: 3.4549 data: 0.0094 max mem: 33370 Epoch: [23] [1190/1319] eta: 0:07:22 lr: 2.2038778046133896e-05 loss: 0.0450 (0.0463) time: 3.4345 data: 0.0087 max mem: 33370 Epoch: [23] [1200/1319] eta: 0:06:48 lr: 2.2029435842186362e-05 loss: 0.0456 (0.0463) time: 3.4376 data: 0.0081 max mem: 33370 Epoch: [23] [1210/1319] eta: 0:06:14 lr: 2.2020093198015273e-05 loss: 0.0432 (0.0462) time: 3.4497 data: 0.0082 max mem: 33370 Epoch: [23] [1220/1319] eta: 0:05:39 lr: 2.2010750113392324e-05 loss: 0.0363 (0.0462) time: 3.4342 data: 0.0081 max mem: 33370 Epoch: [23] [1230/1319] eta: 0:05:05 lr: 2.2001406588088997e-05 loss: 0.0417 (0.0462) time: 3.4067 data: 0.0086 max mem: 33370 Epoch: [23] [1240/1319] eta: 0:04:31 lr: 2.199206262187655e-05 loss: 0.0454 (0.0462) time: 3.4117 data: 0.0087 max mem: 33370 Epoch: [23] [1250/1319] eta: 0:03:56 lr: 2.1982718214526003e-05 loss: 0.0442 (0.0462) time: 3.4121 data: 0.0084 max mem: 33370 Epoch: [23] [1260/1319] eta: 0:03:22 lr: 2.1973373365808168e-05 loss: 0.0401 (0.0462) time: 3.4169 data: 0.0084 max mem: 33370 Epoch: [23] [1270/1319] eta: 0:02:48 lr: 2.1964028075493602e-05 loss: 0.0447 (0.0463) time: 3.4326 data: 0.0082 max mem: 33370 Epoch: [23] [1280/1319] eta: 0:02:13 lr: 2.1954682343352655e-05 loss: 0.0456 (0.0463) time: 3.4209 data: 0.0084 max mem: 33370 Epoch: [23] [1290/1319] eta: 0:01:39 lr: 2.1945336169155447e-05 loss: 0.0456 (0.0464) time: 3.4530 data: 0.0080 max mem: 33370 Epoch: [23] [1300/1319] eta: 0:01:05 lr: 2.1935989552671862e-05 loss: 0.0465 (0.0465) time: 3.4380 data: 0.0077 max mem: 33370 Epoch: [23] [1310/1319] eta: 0:00:30 lr: 2.192664249367156e-05 loss: 0.0476 (0.0464) time: 3.4188 data: 0.0077 max mem: 33370 Epoch: [23] Total time: 1:15:28 /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( Test: [ 0/2573] eta: 2:38:40 time: 3.7001 data: 3.5891 max mem: 33370 Test: [ 100/2573] eta: 0:04:42 time: 0.0784 data: 0.0014 max mem: 33370 Test: [ 200/2573] eta: 0:03:51 time: 0.0801 data: 0.0016 max mem: 33370 Test: [ 300/2573] eta: 0:03:27 time: 0.0815 data: 0.0015 max mem: 33370 Test: [ 400/2573] eta: 0:03:12 time: 0.0809 data: 0.0014 max mem: 33370 Test: [ 500/2573] eta: 0:03:00 time: 0.0819 data: 0.0016 max mem: 33370 Test: [ 600/2573] eta: 0:02:49 time: 0.0807 data: 0.0016 max mem: 33370 Test: [ 700/2573] eta: 0:02:40 time: 0.0806 data: 0.0015 max mem: 33370 Test: [ 800/2573] eta: 0:02:31 time: 0.0835 data: 0.0015 max mem: 33370 Test: [ 900/2573] eta: 0:02:21 time: 0.0807 data: 0.0015 max mem: 33370 Test: [1000/2573] eta: 0:02:12 time: 0.0808 data: 0.0014 max mem: 33370 Test: [1100/2573] eta: 0:02:03 time: 0.0813 data: 0.0015 max mem: 33370 Test: [1200/2573] eta: 0:01:55 time: 0.0816 data: 0.0014 max mem: 33370 Test: [1300/2573] eta: 0:01:46 time: 0.0812 data: 0.0014 max mem: 33370 Test: [1400/2573] eta: 0:01:37 time: 0.0789 data: 0.0014 max mem: 33370 Test: [1500/2573] eta: 0:01:29 time: 0.0801 data: 0.0014 max mem: 33370 Test: [1600/2573] eta: 0:01:20 time: 0.0836 data: 0.0013 max mem: 33370 Test: [1700/2573] eta: 0:01:12 time: 0.0789 data: 0.0014 max mem: 33370 Test: [1800/2573] eta: 0:01:04 time: 0.0825 data: 0.0015 max mem: 33370 Test: [1900/2573] eta: 0:00:55 time: 0.0799 data: 0.0014 max mem: 33370 Test: [2000/2573] eta: 0:00:47 time: 0.0805 data: 0.0014 max mem: 33370 Test: [2100/2573] eta: 0:00:39 time: 0.0831 data: 0.0016 max mem: 33370 Test: [2200/2573] eta: 0:00:30 time: 0.0815 data: 0.0015 max mem: 33370 Test: [2300/2573] eta: 0:00:22 time: 0.0821 data: 0.0015 max mem: 33370 Test: [2400/2573] eta: 0:00:14 time: 0.0788 data: 0.0016 max mem: 33370 Test: [2500/2573] eta: 0:00:06 time: 0.0811 data: 0.0015 max mem: 33370 /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( Test: Total time: 0:03:32 Final results: Mean IoU is 63.48 precision@0.5 = 71.16 precision@0.6 = 65.46 precision@0.7 = 59.27 precision@0.8 = 48.08 precision@0.9 = 23.84 overall IoU = 60.65 Average object IoU 63.47989991993067 Overall IoU 60.646324157714844 /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( Epoch: [24] [ 0/1319] eta: 3:04:32 lr: 2.1918229762028934e-05 loss: 0.0631 (0.0631) time: 8.3943 data: 2.0503 max mem: 33370 Epoch: [24] [ 10/1319] eta: 1:24:23 lr: 2.1908881861611456e-05 loss: 0.0432 (0.0434) time: 3.8685 data: 0.1937 max mem: 33370 Epoch: [24] [ 20/1319] eta: 1:18:55 lr: 2.1899533518007982e-05 loss: 0.0413 (0.0451) time: 3.4077 data: 0.0080 max mem: 33370 Epoch: [24] [ 30/1319] eta: 1:16:39 lr: 2.189018473098726e-05 loss: 0.0386 (0.0436) time: 3.4032 data: 0.0082 max mem: 33370 Epoch: [24] [ 40/1319] eta: 1:15:10 lr: 2.188083550031783e-05 loss: 0.0339 (0.0419) time: 3.4027 data: 0.0086 max mem: 33370 Epoch: [24] [ 50/1319] eta: 1:14:06 lr: 2.1871485825767997e-05 loss: 0.0384 (0.0436) time: 3.4036 data: 0.0083 max mem: 33370 Epoch: [24] [ 60/1319] eta: 1:13:12 lr: 2.1862135707105826e-05 loss: 0.0384 (0.0444) time: 3.4106 data: 0.0085 max mem: 33370 Epoch: [24] [ 70/1319] eta: 1:12:19 lr: 2.1852785144099174e-05 loss: 0.0382 (0.0441) time: 3.4009 data: 0.0085 max mem: 33370 Epoch: [24] [ 80/1319] eta: 1:11:36 lr: 2.184343413651562e-05 loss: 0.0425 (0.0445) time: 3.4037 data: 0.0080 max mem: 33370 Epoch: [24] [ 90/1319] eta: 1:10:56 lr: 2.1834082684122557e-05 loss: 0.0394 (0.0438) time: 3.4236 data: 0.0079 max mem: 33370 Epoch: [24] [ 100/1319] eta: 1:10:16 lr: 2.1824730786687132e-05 loss: 0.0395 (0.0441) time: 3.4249 data: 0.0082 max mem: 33370 Epoch: [24] [ 110/1319] eta: 1:09:38 lr: 2.181537844397624e-05 loss: 0.0441 (0.0439) time: 3.4237 data: 0.0084 max mem: 33370 Epoch: [24] [ 120/1319] eta: 1:09:00 lr: 2.1806025655756576e-05 loss: 0.0399 (0.0438) time: 3.4243 data: 0.0085 max mem: 33370 Epoch: [24] [ 130/1319] eta: 1:08:24 lr: 2.1796672421794575e-05 loss: 0.0399 (0.0437) time: 3.4291 data: 0.0091 max mem: 33370 Epoch: [24] [ 140/1319] eta: 1:07:51 lr: 2.1787318741856443e-05 loss: 0.0364 (0.0438) time: 3.4515 data: 0.0087 max mem: 33370 Epoch: [24] [ 150/1319] eta: 1:07:17 lr: 2.1777964615708157e-05 loss: 0.0343 (0.0433) time: 3.4624 data: 0.0081 max mem: 33370 Epoch: [24] [ 160/1319] eta: 1:06:40 lr: 2.1768610043115462e-05 loss: 0.0415 (0.0439) time: 3.4416 data: 0.0080 max mem: 33370 Epoch: [24] [ 170/1319] eta: 1:06:04 lr: 2.1759255023843863e-05 loss: 0.0451 (0.0440) time: 3.4291 data: 0.0079 max mem: 33370 Epoch: [24] [ 180/1319] eta: 1:05:29 lr: 2.1749899557658636e-05 loss: 0.0439 (0.0443) time: 3.4382 data: 0.0081 max mem: 33370 Epoch: [24] [ 190/1319] eta: 1:04:56 lr: 2.17405436443248e-05 loss: 0.0407 (0.0442) time: 3.4524 data: 0.0081 max mem: 33370 Epoch: [24] [ 200/1319] eta: 1:04:22 lr: 2.1731187283607167e-05 loss: 0.0389 (0.0438) time: 3.4626 data: 0.0081 max mem: 33370 Epoch: [24] [ 210/1319] eta: 1:03:47 lr: 2.17218304752703e-05 loss: 0.0405 (0.0444) time: 3.4536 data: 0.0084 max mem: 33370 Epoch: [24] [ 220/1319] eta: 1:03:11 lr: 2.171247321907852e-05 loss: 0.0498 (0.0445) time: 3.4321 data: 0.0085 max mem: 33370 Epoch: [24] [ 230/1319] eta: 1:02:36 lr: 2.1703115514795925e-05 loss: 0.0467 (0.0446) time: 3.4319 data: 0.0083 max mem: 33370 Epoch: [24] [ 240/1319] eta: 1:02:01 lr: 2.1693757362186356e-05 loss: 0.0476 (0.0451) time: 3.4457 data: 0.0080 max mem: 33370 Epoch: [24] [ 250/1319] eta: 1:01:24 lr: 2.1684398761013434e-05 loss: 0.0403 (0.0451) time: 3.4197 data: 0.0080 max mem: 33370 Epoch: [24] [ 260/1319] eta: 1:00:48 lr: 2.1675039711040532e-05 loss: 0.0399 (0.0450) time: 3.3957 data: 0.0086 max mem: 33370 Epoch: [24] [ 270/1319] eta: 1:00:13 lr: 2.166568021203079e-05 loss: 0.0385 (0.0448) time: 3.4147 data: 0.0087 max mem: 33370 Epoch: [24] [ 280/1319] eta: 0:59:38 lr: 2.1656320263747106e-05 loss: 0.0388 (0.0445) time: 3.4298 data: 0.0083 max mem: 33370 Epoch: [24] [ 290/1319] eta: 0:59:03 lr: 2.164695986595215e-05 loss: 0.0410 (0.0444) time: 3.4260 data: 0.0081 max mem: 33370 Epoch: [24] [ 300/1319] eta: 0:58:27 lr: 2.163759901840832e-05 loss: 0.0396 (0.0442) time: 3.4177 data: 0.0083 max mem: 33370 Epoch: [24] [ 310/1319] eta: 0:57:52 lr: 2.1628237720877814e-05 loss: 0.0396 (0.0444) time: 3.4196 data: 0.0084 max mem: 33370 Epoch: [24] [ 320/1319] eta: 0:57:17 lr: 2.161887597312257e-05 loss: 0.0456 (0.0445) time: 3.4175 data: 0.0083 max mem: 33370 Epoch: [24] [ 330/1319] eta: 0:56:41 lr: 2.160951377490428e-05 loss: 0.0425 (0.0446) time: 3.3979 data: 0.0083 max mem: 33370 Epoch: [24] [ 340/1319] eta: 0:56:05 lr: 2.160015112598442e-05 loss: 0.0378 (0.0445) time: 3.3904 data: 0.0082 max mem: 33370 Epoch: [24] [ 350/1319] eta: 0:55:30 lr: 2.1590788026124187e-05 loss: 0.0398 (0.0444) time: 3.4023 data: 0.0083 max mem: 33370 Epoch: [24] [ 360/1319] eta: 0:54:54 lr: 2.158142447508457e-05 loss: 0.0411 (0.0447) time: 3.3929 data: 0.0088 max mem: 33370 Epoch: [24] [ 370/1319] eta: 0:54:20 lr: 2.1572060472626296e-05 loss: 0.0421 (0.0446) time: 3.4111 data: 0.0086 max mem: 33370 Epoch: [24] [ 380/1319] eta: 0:53:45 lr: 2.156269601850986e-05 loss: 0.0410 (0.0446) time: 3.4308 data: 0.0084 max mem: 33370 Epoch: [24] [ 390/1319] eta: 0:53:11 lr: 2.1553331112495514e-05 loss: 0.0396 (0.0447) time: 3.4354 data: 0.0086 max mem: 33370 Epoch: [24] [ 400/1319] eta: 0:52:36 lr: 2.1543965754343263e-05 loss: 0.0445 (0.0449) time: 3.4222 data: 0.0086 max mem: 33370 Epoch: [24] [ 410/1319] eta: 0:52:02 lr: 2.1534599943812868e-05 loss: 0.0445 (0.0450) time: 3.4172 data: 0.0087 max mem: 33370 Epoch: [24] [ 420/1319] eta: 0:51:28 lr: 2.1525233680663844e-05 loss: 0.0383 (0.0449) time: 3.4459 data: 0.0090 max mem: 33370 Epoch: [24] [ 430/1319] eta: 0:50:53 lr: 2.151586696465547e-05 loss: 0.0378 (0.0451) time: 3.4251 data: 0.0087 max mem: 33370 Epoch: [24] [ 440/1319] eta: 0:50:19 lr: 2.1506499795546773e-05 loss: 0.0394 (0.0451) time: 3.4256 data: 0.0087 max mem: 33370 Epoch: [24] [ 450/1319] eta: 0:49:44 lr: 2.1497132173096545e-05 loss: 0.0362 (0.0449) time: 3.4461 data: 0.0092 max mem: 33370 Epoch: [24] [ 460/1319] eta: 0:49:10 lr: 2.1487764097063317e-05 loss: 0.0388 (0.0449) time: 3.4436 data: 0.0091 max mem: 33370 Epoch: [24] [ 470/1319] eta: 0:48:36 lr: 2.1478395567205385e-05 loss: 0.0401 (0.0448) time: 3.4419 data: 0.0088 max mem: 33370 Epoch: [24] [ 480/1319] eta: 0:48:02 lr: 2.14690265832808e-05 loss: 0.0417 (0.0449) time: 3.4444 data: 0.0086 max mem: 33370 Epoch: [24] [ 490/1319] eta: 0:47:27 lr: 2.1459657145047365e-05 loss: 0.0418 (0.0448) time: 3.4293 data: 0.0084 max mem: 33370 Epoch: [24] [ 500/1319] eta: 0:46:53 lr: 2.1450287252262635e-05 loss: 0.0349 (0.0445) time: 3.4245 data: 0.0083 max mem: 33370 Epoch: [24] [ 510/1319] eta: 0:46:18 lr: 2.144091690468391e-05 loss: 0.0357 (0.0445) time: 3.4104 data: 0.0085 max mem: 33370 Epoch: [24] [ 520/1319] eta: 0:45:43 lr: 2.1431546102068255e-05 loss: 0.0385 (0.0444) time: 3.3865 data: 0.0088 max mem: 33370 Epoch: [24] [ 530/1319] eta: 0:45:08 lr: 2.142217484417249e-05 loss: 0.0382 (0.0444) time: 3.4031 data: 0.0087 max mem: 33370 Epoch: [24] [ 540/1319] eta: 0:44:34 lr: 2.1412803130753163e-05 loss: 0.0351 (0.0443) time: 3.4319 data: 0.0087 max mem: 33370 Epoch: [24] [ 550/1319] eta: 0:43:59 lr: 2.1403430961566606e-05 loss: 0.0358 (0.0443) time: 3.4310 data: 0.0086 max mem: 33370 Epoch: [24] [ 560/1319] eta: 0:43:25 lr: 2.1394058336368883e-05 loss: 0.0387 (0.0442) time: 3.4152 data: 0.0087 max mem: 33370 Epoch: [24] [ 570/1319] eta: 0:42:50 lr: 2.13846852549158e-05 loss: 0.0415 (0.0443) time: 3.3992 data: 0.0086 max mem: 33370 Epoch: [24] [ 580/1319] eta: 0:42:16 lr: 2.1375311716962932e-05 loss: 0.0459 (0.0444) time: 3.4235 data: 0.0085 max mem: 33370 Epoch: [24] [ 590/1319] eta: 0:41:41 lr: 2.1365937722265597e-05 loss: 0.0450 (0.0444) time: 3.4384 data: 0.0086 max mem: 33370 Epoch: [24] [ 600/1319] eta: 0:41:07 lr: 2.135656327057886e-05 loss: 0.0498 (0.0446) time: 3.4288 data: 0.0086 max mem: 33370 Epoch: [24] [ 610/1319] eta: 0:40:32 lr: 2.1347188361657547e-05 loss: 0.0501 (0.0447) time: 3.4249 data: 0.0084 max mem: 33370 Epoch: [24] [ 620/1319] eta: 0:39:58 lr: 2.1337812995256205e-05 loss: 0.0453 (0.0448) time: 3.4160 data: 0.0083 max mem: 33370 Epoch: [24] [ 630/1319] eta: 0:39:23 lr: 2.1328437171129155e-05 loss: 0.0380 (0.0447) time: 3.3990 data: 0.0082 max mem: 33370 Epoch: [24] [ 640/1319] eta: 0:38:49 lr: 2.1319060889030465e-05 loss: 0.0380 (0.0446) time: 3.3888 data: 0.0081 max mem: 33370 Epoch: [24] [ 650/1319] eta: 0:38:14 lr: 2.1309684148713934e-05 loss: 0.0405 (0.0447) time: 3.3930 data: 0.0083 max mem: 33370 Epoch: [24] [ 660/1319] eta: 0:37:39 lr: 2.130030694993313e-05 loss: 0.0406 (0.0447) time: 3.4040 data: 0.0084 max mem: 33370 Epoch: [24] [ 670/1319] eta: 0:37:06 lr: 2.129092929244134e-05 loss: 0.0406 (0.0447) time: 3.4480 data: 0.0085 max mem: 33370 Epoch: [24] [ 680/1319] eta: 0:36:31 lr: 2.1281551175991622e-05 loss: 0.0385 (0.0447) time: 3.4532 data: 0.0085 max mem: 33370 Epoch: [24] [ 690/1319] eta: 0:35:57 lr: 2.127217260033677e-05 loss: 0.0397 (0.0447) time: 3.4572 data: 0.0089 max mem: 33370 Epoch: [24] [ 700/1319] eta: 0:35:24 lr: 2.126279356522932e-05 loss: 0.0412 (0.0447) time: 3.4827 data: 0.0091 max mem: 33370 Epoch: [24] [ 710/1319] eta: 0:34:50 lr: 2.1253414070421574e-05 loss: 0.0437 (0.0448) time: 3.5007 data: 0.0092 max mem: 33370 Epoch: [24] [ 720/1319] eta: 0:34:16 lr: 2.1244034115665552e-05 loss: 0.0429 (0.0451) time: 3.4936 data: 0.0091 max mem: 33370 Epoch: [24] [ 730/1319] eta: 0:33:42 lr: 2.1234653700713027e-05 loss: 0.0429 (0.0451) time: 3.4681 data: 0.0085 max mem: 33370 Epoch: [24] [ 740/1319] eta: 0:33:08 lr: 2.122527282531552e-05 loss: 0.0371 (0.0451) time: 3.4533 data: 0.0088 max mem: 33370 Epoch: [24] [ 750/1319] eta: 0:32:33 lr: 2.12158914892243e-05 loss: 0.0429 (0.0451) time: 3.4312 data: 0.0088 max mem: 33370 Epoch: [24] [ 760/1319] eta: 0:31:59 lr: 2.120650969219037e-05 loss: 0.0373 (0.0450) time: 3.4539 data: 0.0084 max mem: 33370 Epoch: [24] [ 770/1319] eta: 0:31:25 lr: 2.1197127433964487e-05 loss: 0.0377 (0.0450) time: 3.4956 data: 0.0084 max mem: 33370 Epoch: [24] [ 780/1319] eta: 0:30:51 lr: 2.1187744714297132e-05 loss: 0.0377 (0.0449) time: 3.4707 data: 0.0085 max mem: 33370 Epoch: [24] [ 790/1319] eta: 0:30:17 lr: 2.117836153293854e-05 loss: 0.0363 (0.0449) time: 3.4477 data: 0.0086 max mem: 33370 Epoch: [24] [ 800/1319] eta: 0:29:43 lr: 2.1168977889638698e-05 loss: 0.0370 (0.0448) time: 3.4631 data: 0.0087 max mem: 33370 Epoch: [24] [ 810/1319] eta: 0:29:09 lr: 2.1159593784147318e-05 loss: 0.0370 (0.0447) time: 3.4756 data: 0.0087 max mem: 33370 Epoch: [24] [ 820/1319] eta: 0:28:35 lr: 2.115020921621386e-05 loss: 0.0388 (0.0446) time: 3.4838 data: 0.0086 max mem: 33370 Epoch: [24] [ 830/1319] eta: 0:28:01 lr: 2.1140824185587522e-05 loss: 0.0412 (0.0447) time: 3.4940 data: 0.0086 max mem: 33370 Epoch: [24] [ 840/1319] eta: 0:27:27 lr: 2.113143869201724e-05 loss: 0.0423 (0.0446) time: 3.4968 data: 0.0088 max mem: 33370 Epoch: [24] [ 850/1319] eta: 0:26:52 lr: 2.11220527352517e-05 loss: 0.0455 (0.0447) time: 3.4760 data: 0.0087 max mem: 33370 Epoch: [24] [ 860/1319] eta: 0:26:18 lr: 2.111266631503932e-05 loss: 0.0463 (0.0447) time: 3.4623 data: 0.0086 max mem: 33370 Epoch: [24] [ 870/1319] eta: 0:25:44 lr: 2.1103279431128255e-05 loss: 0.0371 (0.0448) time: 3.4570 data: 0.0086 max mem: 33370 Epoch: [24] [ 880/1319] eta: 0:25:10 lr: 2.1093892083266405e-05 loss: 0.0400 (0.0448) time: 3.4682 data: 0.0089 max mem: 33370 Epoch: [24] [ 890/1319] eta: 0:24:35 lr: 2.10845042712014e-05 loss: 0.0400 (0.0447) time: 3.4893 data: 0.0088 max mem: 33370 Epoch: [24] [ 900/1319] eta: 0:24:01 lr: 2.1075115994680607e-05 loss: 0.0384 (0.0447) time: 3.4698 data: 0.0088 max mem: 33370 Epoch: [24] [ 910/1319] eta: 0:23:27 lr: 2.106572725345115e-05 loss: 0.0384 (0.0447) time: 3.4462 data: 0.0088 max mem: 33370 Epoch: [24] [ 920/1319] eta: 0:22:52 lr: 2.105633804725987e-05 loss: 0.0397 (0.0447) time: 3.4400 data: 0.0089 max mem: 33370 Epoch: [24] [ 930/1319] eta: 0:22:18 lr: 2.104694837585335e-05 loss: 0.0378 (0.0446) time: 3.4494 data: 0.0089 max mem: 33370 Epoch: [24] [ 940/1319] eta: 0:21:44 lr: 2.1037558238977907e-05 loss: 0.0311 (0.0445) time: 3.4681 data: 0.0091 max mem: 33370 Epoch: [24] [ 950/1319] eta: 0:21:09 lr: 2.1028167636379597e-05 loss: 0.0423 (0.0446) time: 3.4626 data: 0.0093 max mem: 33370 Epoch: [24] [ 960/1319] eta: 0:20:35 lr: 2.1018776567804213e-05 loss: 0.0499 (0.0446) time: 3.4517 data: 0.0090 max mem: 33370 Epoch: [24] [ 970/1319] eta: 0:20:01 lr: 2.1009385032997278e-05 loss: 0.0393 (0.0445) time: 3.4585 data: 0.0090 max mem: 33370 Epoch: [24] [ 980/1319] eta: 0:19:26 lr: 2.0999993031704057e-05 loss: 0.0373 (0.0445) time: 3.4529 data: 0.0092 max mem: 33370 Epoch: [24] [ 990/1319] eta: 0:18:52 lr: 2.0990600563669546e-05 loss: 0.0373 (0.0445) time: 3.4479 data: 0.0091 max mem: 33370 Epoch: [24] [1000/1319] eta: 0:18:17 lr: 2.0981207628638462e-05 loss: 0.0429 (0.0445) time: 3.4649 data: 0.0093 max mem: 33370 Epoch: [24] [1010/1319] eta: 0:17:43 lr: 2.0971814226355274e-05 loss: 0.0415 (0.0445) time: 3.4536 data: 0.0089 max mem: 33370 Epoch: [24] [1020/1319] eta: 0:17:09 lr: 2.0962420356564173e-05 loss: 0.0380 (0.0446) time: 3.4630 data: 0.0087 max mem: 33370 Epoch: [24] [1030/1319] eta: 0:16:34 lr: 2.0953026019009095e-05 loss: 0.0432 (0.0447) time: 3.4867 data: 0.0094 max mem: 33370 Epoch: [24] [1040/1319] eta: 0:16:00 lr: 2.0943631213433694e-05 loss: 0.0439 (0.0447) time: 3.4475 data: 0.0092 max mem: 33370 Epoch: [24] [1050/1319] eta: 0:15:26 lr: 2.0934235939581352e-05 loss: 0.0408 (0.0448) time: 3.4366 data: 0.0089 max mem: 33370 Epoch: [24] [1060/1319] eta: 0:14:51 lr: 2.0924840197195202e-05 loss: 0.0390 (0.0448) time: 3.4368 data: 0.0091 max mem: 33370 Epoch: [24] [1070/1319] eta: 0:14:17 lr: 2.0915443986018095e-05 loss: 0.0363 (0.0449) time: 3.4292 data: 0.0089 max mem: 33370 Epoch: [24] [1080/1319] eta: 0:13:42 lr: 2.0906047305792607e-05 loss: 0.0337 (0.0449) time: 3.4156 data: 0.0088 max mem: 33370 Epoch: [24] [1090/1319] eta: 0:13:08 lr: 2.0896650156261064e-05 loss: 0.0477 (0.0451) time: 3.4192 data: 0.0086 max mem: 33370 Epoch: [24] [1100/1319] eta: 0:12:33 lr: 2.0887252537165494e-05 loss: 0.0477 (0.0451) time: 3.4548 data: 0.0086 max mem: 33370 Epoch: [24] [1110/1319] eta: 0:11:59 lr: 2.087785444824768e-05 loss: 0.0447 (0.0452) time: 3.4673 data: 0.0087 max mem: 33370 Epoch: [24] [1120/1319] eta: 0:11:25 lr: 2.086845588924912e-05 loss: 0.0462 (0.0452) time: 3.4640 data: 0.0088 max mem: 33370 Epoch: [24] [1130/1319] eta: 0:10:50 lr: 2.0859056859911038e-05 loss: 0.0493 (0.0453) time: 3.4549 data: 0.0087 max mem: 33370 Epoch: [24] [1140/1319] eta: 0:10:16 lr: 2.0849657359974397e-05 loss: 0.0597 (0.0455) time: 3.4579 data: 0.0087 max mem: 33370 Epoch: [24] [1150/1319] eta: 0:09:41 lr: 2.084025738917989e-05 loss: 0.0479 (0.0454) time: 3.4444 data: 0.0089 max mem: 33370 Epoch: [24] [1160/1319] eta: 0:09:07 lr: 2.083085694726791e-05 loss: 0.0400 (0.0454) time: 3.4315 data: 0.0088 max mem: 33370 Epoch: [24] [1170/1319] eta: 0:08:32 lr: 2.0821456033978605e-05 loss: 0.0375 (0.0453) time: 3.4342 data: 0.0087 max mem: 33370 Epoch: [24] [1180/1319] eta: 0:07:58 lr: 2.0812054649051834e-05 loss: 0.0383 (0.0454) time: 3.4308 data: 0.0086 max mem: 33370 Epoch: [24] [1190/1319] eta: 0:07:24 lr: 2.0802652792227197e-05 loss: 0.0405 (0.0454) time: 3.4484 data: 0.0081 max mem: 33370 Epoch: [24] [1200/1319] eta: 0:06:49 lr: 2.0793250463244006e-05 loss: 0.0405 (0.0454) time: 3.4385 data: 0.0084 max mem: 33370 Epoch: [24] [1210/1319] eta: 0:06:15 lr: 2.07838476618413e-05 loss: 0.0437 (0.0454) time: 3.4282 data: 0.0091 max mem: 33370 Epoch: [24] [1220/1319] eta: 0:05:40 lr: 2.077444438775784e-05 loss: 0.0470 (0.0455) time: 3.4265 data: 0.0093 max mem: 33370 Epoch: [24] [1230/1319] eta: 0:05:06 lr: 2.0765040640732118e-05 loss: 0.0417 (0.0455) time: 3.4189 data: 0.0093 max mem: 33370 Epoch: [24] [1240/1319] eta: 0:04:31 lr: 2.0755636420502354e-05 loss: 0.0423 (0.0456) time: 3.4371 data: 0.0090 max mem: 33370 Epoch: [24] [1250/1319] eta: 0:03:57 lr: 2.074623172680648e-05 loss: 0.0498 (0.0457) time: 3.4310 data: 0.0088 max mem: 33370 Epoch: [24] [1260/1319] eta: 0:03:23 lr: 2.0736826559382146e-05 loss: 0.0473 (0.0457) time: 3.4172 data: 0.0087 max mem: 33370 Epoch: [24] [1270/1319] eta: 0:02:48 lr: 2.072742091796674e-05 loss: 0.0458 (0.0457) time: 3.4495 data: 0.0084 max mem: 33370 Epoch: [24] [1280/1319] eta: 0:02:14 lr: 2.071801480229737e-05 loss: 0.0444 (0.0457) time: 3.4584 data: 0.0089 max mem: 33370 Epoch: [24] [1290/1319] eta: 0:01:39 lr: 2.0708608212110852e-05 loss: 0.0405 (0.0457) time: 3.4282 data: 0.0091 max mem: 33370 Epoch: [24] [1300/1319] eta: 0:01:05 lr: 2.0699201147143737e-05 loss: 0.0410 (0.0457) time: 3.4374 data: 0.0087 max mem: 33370 Epoch: [24] [1310/1319] eta: 0:00:30 lr: 2.0689793607132295e-05 loss: 0.0343 (0.0457) time: 3.4544 data: 0.0083 max mem: 33370 Epoch: [24] Total time: 1:15:40 /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( Test: [ 0/2573] eta: 2:30:49 time: 3.5171 data: 3.3975 max mem: 33370 Test: [ 100/2573] eta: 0:04:36 time: 0.0775 data: 0.0015 max mem: 33370 Test: [ 200/2573] eta: 0:03:48 time: 0.0798 data: 0.0016 max mem: 33370 Test: [ 300/2573] eta: 0:03:25 time: 0.0814 data: 0.0015 max mem: 33370 Test: [ 400/2573] eta: 0:03:11 time: 0.0823 data: 0.0016 max mem: 33370 Test: [ 500/2573] eta: 0:02:59 time: 0.0811 data: 0.0015 max mem: 33370 Test: [ 600/2573] eta: 0:02:49 time: 0.0814 data: 0.0017 max mem: 33370 Test: [ 700/2573] eta: 0:02:39 time: 0.0810 data: 0.0014 max mem: 33370 Test: [ 800/2573] eta: 0:02:30 time: 0.0840 data: 0.0014 max mem: 33370 Test: [ 900/2573] eta: 0:02:21 time: 0.0813 data: 0.0014 max mem: 33370 Test: [1000/2573] eta: 0:02:12 time: 0.0818 data: 0.0016 max mem: 33370 Test: [1100/2573] eta: 0:02:03 time: 0.0813 data: 0.0016 max mem: 33370 Test: [1200/2573] eta: 0:01:55 time: 0.0805 data: 0.0014 max mem: 33370 Test: [1300/2573] eta: 0:01:46 time: 0.0808 data: 0.0014 max mem: 33370 Test: [1400/2573] eta: 0:01:37 time: 0.0801 data: 0.0014 max mem: 33370 Test: [1500/2573] eta: 0:01:29 time: 0.0805 data: 0.0014 max mem: 33370 Test: [1600/2573] eta: 0:01:20 time: 0.0833 data: 0.0014 max mem: 33370 Test: [1700/2573] eta: 0:01:12 time: 0.0791 data: 0.0014 max mem: 33370 Test: [1800/2573] eta: 0:01:04 time: 0.0827 data: 0.0016 max mem: 33370 Test: [1900/2573] eta: 0:00:55 time: 0.0789 data: 0.0015 max mem: 33370 Test: [2000/2573] eta: 0:00:47 time: 0.0804 data: 0.0014 max mem: 33370 Test: [2100/2573] eta: 0:00:38 time: 0.0823 data: 0.0014 max mem: 33370 Test: [2200/2573] eta: 0:00:30 time: 0.0818 data: 0.0014 max mem: 33370 Test: [2300/2573] eta: 0:00:22 time: 0.0825 data: 0.0015 max mem: 33370 Test: [2400/2573] eta: 0:00:14 time: 0.0776 data: 0.0014 max mem: 33370 Test: [2500/2573] eta: 0:00:05 time: 0.0798 data: 0.0014 max mem: 33370 Test: Total time: 0:03:31 Final results: Mean IoU is 63.58 precision@0.5 = 71.47 precision@0.6 = 65.91 precision@0.7 = 59.35 precision@0.8 = 47.88 precision@0.9 = 24.00 overall IoU = 61.26 Average object IoU 63.57809162401311 Overall IoU 61.25690841674805 /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( Epoch: [25] [ 0/1319] eta: 3:11:09 lr: 2.0681326414740886e-05 loss: 0.0407 (0.0407) time: 8.6957 data: 1.9014 max mem: 33370 Epoch: [25] [ 10/1319] eta: 1:24:56 lr: 2.0671917971417626e-05 loss: 0.0386 (0.0433) time: 3.8932 data: 0.1812 max mem: 33370 Epoch: [25] [ 20/1319] eta: 1:19:41 lr: 2.0662509052283616e-05 loss: 0.0389 (0.0437) time: 3.4302 data: 0.0087 max mem: 33370 Epoch: [25] [ 30/1319] eta: 1:17:38 lr: 2.0653099657074033e-05 loss: 0.0368 (0.0420) time: 3.4607 data: 0.0089 max mem: 33370 Epoch: [25] [ 40/1319] eta: 1:15:46 lr: 2.064368978552377e-05 loss: 0.0331 (0.0450) time: 3.4217 data: 0.0087 max mem: 33370 Epoch: [25] [ 50/1319] eta: 1:14:38 lr: 2.0634279437367437e-05 loss: 0.0373 (0.0436) time: 3.3964 data: 0.0081 max mem: 33370 Epoch: [25] [ 60/1319] eta: 1:13:40 lr: 2.0624868612339364e-05 loss: 0.0371 (0.0427) time: 3.4217 data: 0.0084 max mem: 33370 Epoch: [25] [ 70/1319] eta: 1:12:45 lr: 2.0615457310173584e-05 loss: 0.0381 (0.0423) time: 3.4102 data: 0.0082 max mem: 33370 Epoch: [25] [ 80/1319] eta: 1:11:56 lr: 2.0606045530603866e-05 loss: 0.0381 (0.0426) time: 3.4010 data: 0.0081 max mem: 33370 Epoch: [25] [ 90/1319] eta: 1:11:12 lr: 2.059663327336368e-05 loss: 0.0372 (0.0425) time: 3.4088 data: 0.0084 max mem: 33370 Epoch: [25] [ 100/1319] eta: 1:10:30 lr: 2.058722053818622e-05 loss: 0.0331 (0.0418) time: 3.4149 data: 0.0086 max mem: 33370 Epoch: [25] [ 110/1319] eta: 1:09:53 lr: 2.0577807324804403e-05 loss: 0.0363 (0.0428) time: 3.4324 data: 0.0084 max mem: 33370 Epoch: [25] [ 120/1319] eta: 1:09:14 lr: 2.0568393632950847e-05 loss: 0.0462 (0.0431) time: 3.4391 data: 0.0082 max mem: 33370 Epoch: [25] [ 130/1319] eta: 1:08:37 lr: 2.055897946235788e-05 loss: 0.0466 (0.0430) time: 3.4351 data: 0.0082 max mem: 33370 Epoch: [25] [ 140/1319] eta: 1:08:01 lr: 2.054956481275756e-05 loss: 0.0413 (0.0431) time: 3.4411 data: 0.0087 max mem: 33370 Epoch: [25] [ 150/1319] eta: 1:07:25 lr: 2.0540149683881653e-05 loss: 0.0370 (0.0433) time: 3.4436 data: 0.0088 max mem: 33370 Epoch: [25] [ 160/1319] eta: 1:06:52 lr: 2.0530734075461633e-05 loss: 0.0366 (0.0429) time: 3.4673 data: 0.0084 max mem: 33370 Epoch: [25] [ 170/1319] eta: 1:06:16 lr: 2.05213179872287e-05 loss: 0.0366 (0.0433) time: 3.4608 data: 0.0080 max mem: 33370 Epoch: [25] [ 180/1319] eta: 1:05:43 lr: 2.051190141891374e-05 loss: 0.0442 (0.0433) time: 3.4653 data: 0.0080 max mem: 33370 Epoch: [25] [ 190/1319] eta: 1:05:08 lr: 2.050248437024738e-05 loss: 0.0389 (0.0430) time: 3.4724 data: 0.0082 max mem: 33370 Epoch: [25] [ 200/1319] eta: 1:04:32 lr: 2.049306684095994e-05 loss: 0.0360 (0.0427) time: 3.4422 data: 0.0084 max mem: 33370 Epoch: [25] [ 210/1319] eta: 1:03:53 lr: 2.048364883078146e-05 loss: 0.0365 (0.0428) time: 3.4063 data: 0.0085 max mem: 33370 Epoch: [25] [ 220/1319] eta: 1:03:18 lr: 2.0474230339441687e-05 loss: 0.0370 (0.0432) time: 3.4089 data: 0.0083 max mem: 33370 Epoch: [25] [ 230/1319] eta: 1:02:42 lr: 2.0464811366670074e-05 loss: 0.0376 (0.0431) time: 3.4350 data: 0.0083 max mem: 33370 Epoch: [25] [ 240/1319] eta: 1:02:05 lr: 2.0455391912195788e-05 loss: 0.0411 (0.0432) time: 3.4176 data: 0.0085 max mem: 33370 Epoch: [25] [ 250/1319] eta: 1:01:30 lr: 2.0445971975747706e-05 loss: 0.0417 (0.0432) time: 3.4261 data: 0.0084 max mem: 33370 Epoch: [25] [ 260/1319] eta: 1:00:54 lr: 2.0436551557054405e-05 loss: 0.0417 (0.0431) time: 3.4249 data: 0.0082 max mem: 33370 Epoch: [25] [ 270/1319] eta: 1:00:19 lr: 2.0427130655844186e-05 loss: 0.0396 (0.0430) time: 3.4207 data: 0.0080 max mem: 33370 Epoch: [25] [ 280/1319] eta: 0:59:43 lr: 2.041770927184505e-05 loss: 0.0377 (0.0432) time: 3.4257 data: 0.0080 max mem: 33370 Epoch: [25] [ 290/1319] eta: 0:59:07 lr: 2.0408287404784693e-05 loss: 0.0377 (0.0430) time: 3.4095 data: 0.0083 max mem: 33370 Epoch: [25] [ 300/1319] eta: 0:58:31 lr: 2.0398865054390533e-05 loss: 0.0367 (0.0430) time: 3.4003 data: 0.0083 max mem: 33370 Epoch: [25] [ 310/1319] eta: 0:57:55 lr: 2.038944222038969e-05 loss: 0.0373 (0.0430) time: 3.3976 data: 0.0082 max mem: 33370 Epoch: [25] [ 320/1319] eta: 0:57:19 lr: 2.0380018902508984e-05 loss: 0.0342 (0.0429) time: 3.4015 data: 0.0083 max mem: 33370 Epoch: [25] [ 330/1319] eta: 0:56:43 lr: 2.0370595100474957e-05 loss: 0.0342 (0.0429) time: 3.4021 data: 0.0084 max mem: 33370 Epoch: [25] [ 340/1319] eta: 0:56:08 lr: 2.036117081401383e-05 loss: 0.0401 (0.0428) time: 3.4008 data: 0.0086 max mem: 33370 Epoch: [25] [ 350/1319] eta: 0:55:32 lr: 2.035174604285155e-05 loss: 0.0414 (0.0430) time: 3.4030 data: 0.0086 max mem: 33370 Epoch: [25] [ 360/1319] eta: 0:54:59 lr: 2.0342320786713757e-05 loss: 0.0404 (0.0427) time: 3.4369 data: 0.0088 max mem: 33370 Epoch: [25] [ 370/1319] eta: 0:54:24 lr: 2.03328950453258e-05 loss: 0.0329 (0.0427) time: 3.4496 data: 0.0091 max mem: 33370 Epoch: [25] [ 380/1319] eta: 0:53:49 lr: 2.0323468818412736e-05 loss: 0.0377 (0.0426) time: 3.4131 data: 0.0090 max mem: 33370 Epoch: [25] [ 390/1319] eta: 0:53:13 lr: 2.03140421056993e-05 loss: 0.0386 (0.0426) time: 3.3944 data: 0.0087 max mem: 33370 Epoch: [25] [ 400/1319] eta: 0:52:39 lr: 2.0304614906909954e-05 loss: 0.0362 (0.0426) time: 3.4130 data: 0.0082 max mem: 33370 Epoch: [25] [ 410/1319] eta: 0:52:04 lr: 2.0295187221768858e-05 loss: 0.0424 (0.0428) time: 3.4394 data: 0.0084 max mem: 33370 Epoch: [25] [ 420/1319] eta: 0:51:30 lr: 2.028575904999986e-05 loss: 0.0464 (0.0429) time: 3.4505 data: 0.0087 max mem: 33370 Epoch: [25] [ 430/1319] eta: 0:50:56 lr: 2.0276330391326524e-05 loss: 0.0420 (0.0429) time: 3.4458 data: 0.0084 max mem: 33370 Epoch: [25] [ 440/1319] eta: 0:50:23 lr: 2.026690124547211e-05 loss: 0.0400 (0.0430) time: 3.4611 data: 0.0080 max mem: 33370 Epoch: [25] [ 450/1319] eta: 0:49:47 lr: 2.025747161215956e-05 loss: 0.0388 (0.0429) time: 3.4321 data: 0.0081 max mem: 33370 Epoch: [25] [ 460/1319] eta: 0:49:12 lr: 2.0248041491111535e-05 loss: 0.0407 (0.0431) time: 3.4015 data: 0.0086 max mem: 33370 Epoch: [25] [ 470/1319] eta: 0:48:38 lr: 2.0238610882050398e-05 loss: 0.0448 (0.0431) time: 3.4237 data: 0.0084 max mem: 33370 Epoch: [25] [ 480/1319] eta: 0:48:03 lr: 2.0229179784698192e-05 loss: 0.0363 (0.0430) time: 3.4127 data: 0.0081 max mem: 33370 Epoch: [25] [ 490/1319] eta: 0:47:28 lr: 2.0219748198776674e-05 loss: 0.0359 (0.0428) time: 3.3990 data: 0.0084 max mem: 33370 Epoch: [25] [ 500/1319] eta: 0:46:53 lr: 2.0210316124007283e-05 loss: 0.0359 (0.0428) time: 3.4075 data: 0.0082 max mem: 33370 Epoch: [25] [ 510/1319] eta: 0:46:18 lr: 2.020088356011117e-05 loss: 0.0414 (0.0428) time: 3.4209 data: 0.0080 max mem: 33370 Epoch: [25] [ 520/1319] eta: 0:45:44 lr: 2.019145050680917e-05 loss: 0.0413 (0.0428) time: 3.4267 data: 0.0085 max mem: 33370 Epoch: [25] [ 530/1319] eta: 0:45:10 lr: 2.0182016963821814e-05 loss: 0.0365 (0.0427) time: 3.4301 data: 0.0089 max mem: 33370 Epoch: [25] [ 540/1319] eta: 0:44:35 lr: 2.0172582930869342e-05 loss: 0.0365 (0.0427) time: 3.4103 data: 0.0083 max mem: 33370 Epoch: [25] [ 550/1319] eta: 0:44:00 lr: 2.016314840767168e-05 loss: 0.0333 (0.0426) time: 3.4122 data: 0.0078 max mem: 33370 Epoch: [25] [ 560/1319] eta: 0:43:26 lr: 2.0153713393948443e-05 loss: 0.0314 (0.0425) time: 3.4384 data: 0.0086 max mem: 33370 Epoch: [25] [ 570/1319] eta: 0:42:51 lr: 2.014427788941894e-05 loss: 0.0362 (0.0425) time: 3.4219 data: 0.0090 max mem: 33370 Epoch: [25] [ 580/1319] eta: 0:42:17 lr: 2.013484189380218e-05 loss: 0.0371 (0.0425) time: 3.4246 data: 0.0087 max mem: 33370 Epoch: [25] [ 590/1319] eta: 0:41:43 lr: 2.012540540681687e-05 loss: 0.0369 (0.0425) time: 3.4464 data: 0.0082 max mem: 33370 Epoch: [25] [ 600/1319] eta: 0:41:08 lr: 2.0115968428181397e-05 loss: 0.0312 (0.0424) time: 3.4323 data: 0.0078 max mem: 33370 Epoch: [25] [ 610/1319] eta: 0:40:34 lr: 2.0106530957613837e-05 loss: 0.0351 (0.0424) time: 3.4390 data: 0.0081 max mem: 33370 Epoch: [25] [ 620/1319] eta: 0:40:00 lr: 2.009709299483197e-05 loss: 0.0406 (0.0425) time: 3.4413 data: 0.0084 max mem: 33370 Epoch: [25] [ 630/1319] eta: 0:39:26 lr: 2.0087654539553264e-05 loss: 0.0416 (0.0426) time: 3.4501 data: 0.0087 max mem: 33370 Epoch: [25] [ 640/1319] eta: 0:38:52 lr: 2.007821559149487e-05 loss: 0.0416 (0.0427) time: 3.4496 data: 0.0086 max mem: 33370 Epoch: [25] [ 650/1319] eta: 0:38:17 lr: 2.0068776150373638e-05 loss: 0.0415 (0.0427) time: 3.4257 data: 0.0084 max mem: 33370 Epoch: [25] [ 660/1319] eta: 0:37:43 lr: 2.0059336215906098e-05 loss: 0.0409 (0.0427) time: 3.4172 data: 0.0085 max mem: 33370 Epoch: [25] [ 670/1319] eta: 0:37:08 lr: 2.0049895787808467e-05 loss: 0.0381 (0.0426) time: 3.4247 data: 0.0084 max mem: 33370 Epoch: [25] [ 680/1319] eta: 0:36:33 lr: 2.0040454865796668e-05 loss: 0.0381 (0.0427) time: 3.4139 data: 0.0083 max mem: 33370 Epoch: [25] [ 690/1319] eta: 0:35:59 lr: 2.0031013449586292e-05 loss: 0.0343 (0.0426) time: 3.4026 data: 0.0083 max mem: 33370 Epoch: [25] [ 700/1319] eta: 0:35:24 lr: 2.002157153889263e-05 loss: 0.0308 (0.0425) time: 3.4086 data: 0.0094 max mem: 33370 Epoch: [25] [ 710/1319] eta: 0:34:50 lr: 2.0012129133430658e-05 loss: 0.0355 (0.0425) time: 3.3831 data: 0.0097 max mem: 33370 Epoch: [25] [ 720/1319] eta: 0:34:15 lr: 2.0002686232915022e-05 loss: 0.0411 (0.0426) time: 3.4013 data: 0.0087 max mem: 33370 Epoch: [25] [ 730/1319] eta: 0:33:41 lr: 1.9993242837060075e-05 loss: 0.0377 (0.0425) time: 3.4325 data: 0.0082 max mem: 33370 Epoch: [25] [ 740/1319] eta: 0:33:07 lr: 1.9983798945579848e-05 loss: 0.0377 (0.0425) time: 3.4751 data: 0.0081 max mem: 33370 Epoch: [25] [ 750/1319] eta: 0:32:33 lr: 1.9974354558188052e-05 loss: 0.0424 (0.0426) time: 3.4669 data: 0.0080 max mem: 33370 Epoch: [25] [ 760/1319] eta: 0:31:58 lr: 1.9964909674598094e-05 loss: 0.0477 (0.0427) time: 3.4077 data: 0.0081 max mem: 33370 Epoch: [25] [ 770/1319] eta: 0:31:24 lr: 1.9955464294523043e-05 loss: 0.0433 (0.0427) time: 3.4294 data: 0.0081 max mem: 33370 Epoch: [25] [ 780/1319] eta: 0:30:50 lr: 1.994601841767567e-05 loss: 0.0366 (0.0427) time: 3.4448 data: 0.0081 max mem: 33370 Epoch: [25] [ 790/1319] eta: 0:30:15 lr: 1.9936572043768427e-05 loss: 0.0370 (0.0427) time: 3.4167 data: 0.0083 max mem: 33370 Epoch: [25] [ 800/1319] eta: 0:29:41 lr: 1.9927125172513435e-05 loss: 0.0458 (0.0428) time: 3.4015 data: 0.0079 max mem: 33370 Epoch: [25] [ 810/1319] eta: 0:29:07 lr: 1.991767780362252e-05 loss: 0.0490 (0.0429) time: 3.4309 data: 0.0077 max mem: 33370 Epoch: [25] [ 820/1319] eta: 0:28:32 lr: 1.990822993680716e-05 loss: 0.0382 (0.0428) time: 3.4285 data: 0.0077 max mem: 33370 Epoch: [25] [ 830/1319] eta: 0:27:58 lr: 1.9898781571778537e-05 loss: 0.0402 (0.0429) time: 3.4167 data: 0.0079 max mem: 33370 Epoch: [25] [ 840/1319] eta: 0:27:24 lr: 1.9889332708247497e-05 loss: 0.0458 (0.0431) time: 3.4457 data: 0.0083 max mem: 33370 Epoch: [25] [ 850/1319] eta: 0:26:49 lr: 1.9879883345924575e-05 loss: 0.0487 (0.0431) time: 3.4509 data: 0.0089 max mem: 33370 Epoch: [25] [ 860/1319] eta: 0:26:15 lr: 1.987043348451999e-05 loss: 0.0485 (0.0432) time: 3.4322 data: 0.0090 max mem: 33370 Epoch: [25] [ 870/1319] eta: 0:25:41 lr: 1.9860983123743625e-05 loss: 0.0382 (0.0432) time: 3.4521 data: 0.0087 max mem: 33370 Epoch: [25] [ 880/1319] eta: 0:25:07 lr: 1.9851532263305046e-05 loss: 0.0382 (0.0432) time: 3.4750 data: 0.0085 max mem: 33370 Epoch: [25] [ 890/1319] eta: 0:24:32 lr: 1.98420809029135e-05 loss: 0.0443 (0.0433) time: 3.4620 data: 0.0083 max mem: 33370 Epoch: [25] [ 900/1319] eta: 0:23:58 lr: 1.9832629042277908e-05 loss: 0.0416 (0.0432) time: 3.4722 data: 0.0081 max mem: 33370 Epoch: [25] [ 910/1319] eta: 0:23:24 lr: 1.982317668110687e-05 loss: 0.0386 (0.0432) time: 3.4698 data: 0.0082 max mem: 33370 Epoch: [25] [ 920/1319] eta: 0:22:50 lr: 1.981372381910867e-05 loss: 0.0409 (0.0432) time: 3.4659 data: 0.0086 max mem: 33370 Epoch: [25] [ 930/1319] eta: 0:22:16 lr: 1.980427045599124e-05 loss: 0.0416 (0.0434) time: 3.4813 data: 0.0086 max mem: 33370 Epoch: [25] [ 940/1319] eta: 0:21:42 lr: 1.9794816591462205e-05 loss: 0.0422 (0.0434) time: 3.4849 data: 0.0082 max mem: 33370 Epoch: [25] [ 950/1319] eta: 0:21:07 lr: 1.9785362225228878e-05 loss: 0.0422 (0.0434) time: 3.4744 data: 0.0082 max mem: 33370 Epoch: [25] [ 960/1319] eta: 0:20:33 lr: 1.9775907356998215e-05 loss: 0.0399 (0.0434) time: 3.4791 data: 0.0086 max mem: 33370 Epoch: [25] [ 970/1319] eta: 0:19:59 lr: 1.976645198647688e-05 loss: 0.0387 (0.0433) time: 3.4812 data: 0.0087 max mem: 33370 Epoch: [25] [ 980/1319] eta: 0:19:25 lr: 1.9756996113371165e-05 loss: 0.0379 (0.0433) time: 3.4577 data: 0.0087 max mem: 33370 Epoch: [25] [ 990/1319] eta: 0:18:50 lr: 1.9747539737387077e-05 loss: 0.0423 (0.0434) time: 3.4590 data: 0.0084 max mem: 33370 Epoch: [25] [1000/1319] eta: 0:18:16 lr: 1.973808285823027e-05 loss: 0.0359 (0.0433) time: 3.4938 data: 0.0080 max mem: 33370 Epoch: [25] [1010/1319] eta: 0:17:42 lr: 1.972862547560608e-05 loss: 0.0328 (0.0433) time: 3.4989 data: 0.0081 max mem: 33370 Epoch: [25] [1020/1319] eta: 0:17:08 lr: 1.9719167589219505e-05 loss: 0.0411 (0.0433) time: 3.4885 data: 0.0083 max mem: 33370 Epoch: [25] [1030/1319] eta: 0:16:34 lr: 1.9709709198775227e-05 loss: 0.0395 (0.0434) time: 3.4845 data: 0.0085 max mem: 33370 Epoch: [25] [1040/1319] eta: 0:15:59 lr: 1.9700250303977575e-05 loss: 0.0425 (0.0434) time: 3.4828 data: 0.0088 max mem: 33370 Epoch: [25] [1050/1319] eta: 0:15:25 lr: 1.969079090453056e-05 loss: 0.0396 (0.0433) time: 3.4649 data: 0.0088 max mem: 33370 Epoch: [25] [1060/1319] eta: 0:14:51 lr: 1.968133100013787e-05 loss: 0.0350 (0.0433) time: 3.4523 data: 0.0086 max mem: 33370 Epoch: [25] [1070/1319] eta: 0:14:16 lr: 1.967187059050284e-05 loss: 0.0388 (0.0433) time: 3.4434 data: 0.0086 max mem: 33370 Epoch: [25] [1080/1319] eta: 0:13:42 lr: 1.9662409675328494e-05 loss: 0.0423 (0.0432) time: 3.4364 data: 0.0087 max mem: 33370 Epoch: [25] [1090/1319] eta: 0:13:07 lr: 1.9652948254317503e-05 loss: 0.0423 (0.0433) time: 3.4693 data: 0.0087 max mem: 33370 Epoch: [25] [1100/1319] eta: 0:12:33 lr: 1.9643486327172213e-05 loss: 0.0472 (0.0434) time: 3.4682 data: 0.0085 max mem: 33370 Epoch: [25] [1110/1319] eta: 0:11:59 lr: 1.9634023893594635e-05 loss: 0.0388 (0.0434) time: 3.4417 data: 0.0084 max mem: 33370 Epoch: [25] [1120/1319] eta: 0:11:24 lr: 1.9624560953286446e-05 loss: 0.0315 (0.0433) time: 3.4658 data: 0.0085 max mem: 33370 Epoch: [25] [1130/1319] eta: 0:10:50 lr: 1.961509750594899e-05 loss: 0.0405 (0.0434) time: 3.4785 data: 0.0088 max mem: 33370 Epoch: [25] [1140/1319] eta: 0:10:16 lr: 1.9605633551283273e-05 loss: 0.0405 (0.0433) time: 3.4677 data: 0.0087 max mem: 33370 Epoch: [25] [1150/1319] eta: 0:09:41 lr: 1.9596169088989948e-05 loss: 0.0378 (0.0433) time: 3.4898 data: 0.0087 max mem: 33370 Epoch: [25] [1160/1319] eta: 0:09:07 lr: 1.9586704118769358e-05 loss: 0.0372 (0.0433) time: 3.4744 data: 0.0090 max mem: 33370 Epoch: [25] [1170/1319] eta: 0:08:32 lr: 1.9577238640321492e-05 loss: 0.0375 (0.0433) time: 3.4569 data: 0.0092 max mem: 33370 Epoch: [25] [1180/1319] eta: 0:07:58 lr: 1.9567772653346e-05 loss: 0.0390 (0.0433) time: 3.4512 data: 0.0091 max mem: 33370 Epoch: [25] [1190/1319] eta: 0:07:24 lr: 1.9558306157542204e-05 loss: 0.0394 (0.0433) time: 3.4574 data: 0.0085 max mem: 33370 Epoch: [25] [1200/1319] eta: 0:06:49 lr: 1.9548839152609067e-05 loss: 0.0390 (0.0433) time: 3.4833 data: 0.0086 max mem: 33370 Epoch: [25] [1210/1319] eta: 0:06:15 lr: 1.9539371638245233e-05 loss: 0.0369 (0.0433) time: 3.4884 data: 0.0089 max mem: 33370 Epoch: [25] [1220/1319] eta: 0:05:40 lr: 1.952990361414899e-05 loss: 0.0405 (0.0433) time: 3.4886 data: 0.0086 max mem: 33370 Epoch: [25] [1230/1319] eta: 0:05:06 lr: 1.9520435080018294e-05 loss: 0.0454 (0.0433) time: 3.4522 data: 0.0086 max mem: 33370 Epoch: [25] [1240/1319] eta: 0:04:32 lr: 1.9510966035550763e-05 loss: 0.0418 (0.0433) time: 3.4340 data: 0.0085 max mem: 33370 Epoch: [25] [1250/1319] eta: 0:03:57 lr: 1.9501496480443652e-05 loss: 0.0451 (0.0434) time: 3.4320 data: 0.0087 max mem: 33370 Epoch: [25] [1260/1319] eta: 0:03:23 lr: 1.9492026414393892e-05 loss: 0.0482 (0.0435) time: 3.4448 data: 0.0086 max mem: 33370 Epoch: [25] [1270/1319] eta: 0:02:48 lr: 1.9482555837098063e-05 loss: 0.0466 (0.0435) time: 3.4525 data: 0.0083 max mem: 33370 Epoch: [25] [1280/1319] eta: 0:02:14 lr: 1.9473084748252403e-05 loss: 0.0406 (0.0435) time: 3.4225 data: 0.0082 max mem: 33370 Epoch: [25] [1290/1319] eta: 0:01:39 lr: 1.9463613147552807e-05 loss: 0.0382 (0.0435) time: 3.4020 data: 0.0079 max mem: 33370 Epoch: [25] [1300/1319] eta: 0:01:05 lr: 1.9454141034694828e-05 loss: 0.0407 (0.0436) time: 3.4264 data: 0.0082 max mem: 33370 Epoch: [25] [1310/1319] eta: 0:00:30 lr: 1.9444668409373652e-05 loss: 0.0404 (0.0435) time: 3.4364 data: 0.0083 max mem: 33370 Epoch: [25] Total time: 1:15:41 /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( Test: [ 0/2573] eta: 2:25:21 time: 3.3898 data: 3.2533 max mem: 33370 Test: [ 100/2573] eta: 0:04:33 time: 0.0777 data: 0.0014 max mem: 33370 Test: [ 200/2573] eta: 0:03:46 time: 0.0798 data: 0.0015 max mem: 33370 Test: [ 300/2573] eta: 0:03:23 time: 0.0806 data: 0.0014 max mem: 33370 Test: [ 400/2573] eta: 0:03:08 time: 0.0810 data: 0.0014 max mem: 33370 Test: [ 500/2573] eta: 0:02:57 time: 0.0802 data: 0.0015 max mem: 33370 Test: [ 600/2573] eta: 0:02:47 time: 0.0798 data: 0.0014 max mem: 33370 Test: [ 700/2573] eta: 0:02:38 time: 0.0800 data: 0.0015 max mem: 33370 Test: [ 800/2573] eta: 0:02:28 time: 0.0838 data: 0.0015 max mem: 33370 Test: [ 900/2573] eta: 0:02:20 time: 0.0811 data: 0.0015 max mem: 33370 Test: [1000/2573] eta: 0:02:11 time: 0.0810 data: 0.0015 max mem: 33370 Test: [1100/2573] eta: 0:02:02 time: 0.0814 data: 0.0016 max mem: 33370 Test: [1200/2573] eta: 0:01:54 time: 0.0825 data: 0.0017 max mem: 33370 Test: [1300/2573] eta: 0:01:45 time: 0.0817 data: 0.0016 max mem: 33370 Test: [1400/2573] eta: 0:01:37 time: 0.0798 data: 0.0015 max mem: 33370 Test: [1500/2573] eta: 0:01:29 time: 0.0826 data: 0.0017 max mem: 33370 Test: [1600/2573] eta: 0:01:20 time: 0.0852 data: 0.0018 max mem: 33370 Test: [1700/2573] eta: 0:01:12 time: 0.0798 data: 0.0014 max mem: 33370 Test: [1800/2573] eta: 0:01:03 time: 0.0821 data: 0.0015 max mem: 33370 Test: [1900/2573] eta: 0:00:55 time: 0.0790 data: 0.0015 max mem: 33370 Test: [2000/2573] eta: 0:00:47 time: 0.0808 data: 0.0015 max mem: 33370 Test: [2100/2573] eta: 0:00:38 time: 0.0824 data: 0.0015 max mem: 33370 Test: [2200/2573] eta: 0:00:30 time: 0.0820 data: 0.0014 max mem: 33370 Test: [2300/2573] eta: 0:00:22 time: 0.0827 data: 0.0016 max mem: 33370 Test: [2400/2573] eta: 0:00:14 time: 0.0782 data: 0.0015 max mem: 33370 Test: [2500/2573] eta: 0:00:05 time: 0.0808 data: 0.0015 max mem: 33370 Test: Total time: 0:03:31 Final results: Mean IoU is 63.55 precision@0.5 = 71.26 precision@0.6 = 66.03 precision@0.7 = 59.80 precision@0.8 = 48.61 precision@0.9 = 23.98 overall IoU = 61.30 Average object IoU 63.546331256217904 Overall IoU 61.29701614379883 /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( Epoch: [26] [ 0/1319] eta: 3:36:56 lr: 1.943614260817638e-05 loss: 0.0366 (0.0366) time: 9.8684 data: 2.7964 max mem: 33370 Epoch: [26] [ 10/1319] eta: 1:28:48 lr: 1.9426669008334188e-05 loss: 0.0366 (0.0407) time: 4.0706 data: 0.2622 max mem: 33370 Epoch: [26] [ 20/1319] eta: 1:21:25 lr: 1.941719489514293e-05 loss: 0.0371 (0.0405) time: 3.4557 data: 0.0084 max mem: 33370 Epoch: [26] [ 30/1319] eta: 1:18:28 lr: 1.9407720268296455e-05 loss: 0.0373 (0.0420) time: 3.4230 data: 0.0081 max mem: 33370 Epoch: [26] [ 40/1319] eta: 1:16:46 lr: 1.9398245127488253e-05 loss: 0.0367 (0.0407) time: 3.4350 data: 0.0082 max mem: 33370 Epoch: [26] [ 50/1319] eta: 1:15:36 lr: 1.9388769472411493e-05 loss: 0.0356 (0.0403) time: 3.4541 data: 0.0087 max mem: 33370 Epoch: [26] [ 60/1319] eta: 1:14:35 lr: 1.9379293302758954e-05 loss: 0.0341 (0.0394) time: 3.4583 data: 0.0091 max mem: 33370 Epoch: [26] [ 70/1319] eta: 1:13:33 lr: 1.936981661822309e-05 loss: 0.0388 (0.0404) time: 3.4280 data: 0.0087 max mem: 33370 Epoch: [26] [ 80/1319] eta: 1:12:47 lr: 1.9360339418495996e-05 loss: 0.0401 (0.0403) time: 3.4330 data: 0.0084 max mem: 33370 Epoch: [26] [ 90/1319] eta: 1:12:06 lr: 1.935086170326942e-05 loss: 0.0376 (0.0400) time: 3.4747 data: 0.0083 max mem: 33370 Epoch: [26] [ 100/1319] eta: 1:11:22 lr: 1.934138347223476e-05 loss: 0.0393 (0.0400) time: 3.4666 data: 0.0080 max mem: 33370 Epoch: [26] [ 110/1319] eta: 1:10:43 lr: 1.9331904725083057e-05 loss: 0.0408 (0.0401) time: 3.4602 data: 0.0080 max mem: 33370 Epoch: [26] [ 120/1319] eta: 1:10:06 lr: 1.9322425461504988e-05 loss: 0.0467 (0.0422) time: 3.4824 data: 0.0082 max mem: 33370 Epoch: [26] [ 130/1319] eta: 1:09:28 lr: 1.931294568119089e-05 loss: 0.0467 (0.0437) time: 3.4868 data: 0.0087 max mem: 33370 Epoch: [26] [ 140/1319] eta: 1:08:47 lr: 1.930346538383074e-05 loss: 0.0379 (0.0434) time: 3.4560 data: 0.0087 max mem: 33370 Epoch: [26] [ 150/1319] eta: 1:08:09 lr: 1.9293984569114164e-05 loss: 0.0372 (0.0434) time: 3.4485 data: 0.0087 max mem: 33370 Epoch: [26] [ 160/1319] eta: 1:07:30 lr: 1.9284503236730435e-05 loss: 0.0412 (0.0437) time: 3.4547 data: 0.0090 max mem: 33370 Epoch: [26] [ 170/1319] eta: 1:06:52 lr: 1.927502138636845e-05 loss: 0.0446 (0.0442) time: 3.4411 data: 0.0087 max mem: 33370 Epoch: [26] [ 180/1319] eta: 1:06:18 lr: 1.9265539017716765e-05 loss: 0.0383 (0.0435) time: 3.4739 data: 0.0082 max mem: 33370 Epoch: [26] [ 190/1319] eta: 1:05:43 lr: 1.9256056130463582e-05 loss: 0.0364 (0.0439) time: 3.4987 data: 0.0083 max mem: 33370 Epoch: [26] [ 200/1319] eta: 1:05:04 lr: 1.9246572724296735e-05 loss: 0.0378 (0.0437) time: 3.4553 data: 0.0086 max mem: 33370 Epoch: [26] [ 210/1319] eta: 1:04:25 lr: 1.9237088798903708e-05 loss: 0.0378 (0.0437) time: 3.4204 data: 0.0088 max mem: 33370 Epoch: [26] [ 220/1319] eta: 1:03:49 lr: 1.922760435397161e-05 loss: 0.0416 (0.0438) time: 3.4393 data: 0.0090 max mem: 33370 Epoch: [26] [ 230/1319] eta: 1:03:15 lr: 1.9218119389187204e-05 loss: 0.0389 (0.0436) time: 3.4769 data: 0.0090 max mem: 33370 Epoch: [26] [ 240/1319] eta: 1:02:36 lr: 1.9208633904236885e-05 loss: 0.0389 (0.0436) time: 3.4508 data: 0.0088 max mem: 33370 Epoch: [26] [ 250/1319] eta: 1:02:00 lr: 1.9199147898806697e-05 loss: 0.0399 (0.0435) time: 3.4318 data: 0.0085 max mem: 33370 Epoch: [26] [ 260/1319] eta: 1:01:23 lr: 1.9189661372582306e-05 loss: 0.0399 (0.0435) time: 3.4408 data: 0.0084 max mem: 33370 Epoch: [26] [ 270/1319] eta: 1:00:47 lr: 1.918017432524904e-05 loss: 0.0350 (0.0433) time: 3.4338 data: 0.0084 max mem: 33370 Epoch: [26] [ 280/1319] eta: 1:00:12 lr: 1.9170686756491828e-05 loss: 0.0345 (0.0432) time: 3.4507 data: 0.0084 max mem: 33370 Epoch: [26] [ 290/1319] eta: 0:59:37 lr: 1.916119866599526e-05 loss: 0.0404 (0.0432) time: 3.4650 data: 0.0084 max mem: 33370 Epoch: [26] [ 300/1319] eta: 0:59:02 lr: 1.9151710053443563e-05 loss: 0.0404 (0.0430) time: 3.4795 data: 0.0084 max mem: 33370 Epoch: [26] [ 310/1319] eta: 0:58:28 lr: 1.9142220918520593e-05 loss: 0.0396 (0.0431) time: 3.4811 data: 0.0084 max mem: 33370 Epoch: [26] [ 320/1319] eta: 0:57:52 lr: 1.9132731260909836e-05 loss: 0.0363 (0.0428) time: 3.4642 data: 0.0089 max mem: 33370 Epoch: [26] [ 330/1319] eta: 0:57:17 lr: 1.9123241080294413e-05 loss: 0.0348 (0.0429) time: 3.4655 data: 0.0093 max mem: 33370 Epoch: [26] [ 340/1319] eta: 0:56:42 lr: 1.9113750376357084e-05 loss: 0.0415 (0.0429) time: 3.4738 data: 0.0084 max mem: 33370 Epoch: [26] [ 350/1319] eta: 0:56:08 lr: 1.9104259148780233e-05 loss: 0.0412 (0.0426) time: 3.4787 data: 0.0080 max mem: 33370 Epoch: [26] [ 360/1319] eta: 0:55:33 lr: 1.909476739724589e-05 loss: 0.0344 (0.0427) time: 3.4717 data: 0.0082 max mem: 33370 Epoch: [26] [ 370/1319] eta: 0:54:58 lr: 1.9085275121435705e-05 loss: 0.0407 (0.0427) time: 3.4605 data: 0.0085 max mem: 33370 Epoch: [26] [ 380/1319] eta: 0:54:21 lr: 1.907578232103095e-05 loss: 0.0403 (0.0425) time: 3.4289 data: 0.0084 max mem: 33370 Epoch: [26] [ 390/1319] eta: 0:53:45 lr: 1.906628899571255e-05 loss: 0.0375 (0.0424) time: 3.4044 data: 0.0081 max mem: 33370 Epoch: [26] [ 400/1319] eta: 0:53:10 lr: 1.9056795145161037e-05 loss: 0.0389 (0.0423) time: 3.4398 data: 0.0083 max mem: 33370 Epoch: [26] [ 410/1319] eta: 0:52:33 lr: 1.9047300769056588e-05 loss: 0.0396 (0.0430) time: 3.4281 data: 0.0086 max mem: 33370 Epoch: [26] [ 420/1319] eta: 0:51:58 lr: 1.9037805867078998e-05 loss: 0.0426 (0.0430) time: 3.4246 data: 0.0086 max mem: 33370 Epoch: [26] [ 430/1319] eta: 0:51:23 lr: 1.9028310438907695e-05 loss: 0.0393 (0.0428) time: 3.4488 data: 0.0084 max mem: 33370 Epoch: [26] [ 440/1319] eta: 0:50:46 lr: 1.901881448422173e-05 loss: 0.0368 (0.0427) time: 3.3990 data: 0.0082 max mem: 33370 Epoch: [26] [ 450/1319] eta: 0:50:11 lr: 1.900931800269978e-05 loss: 0.0368 (0.0428) time: 3.3991 data: 0.0086 max mem: 33370 Epoch: [26] [ 460/1319] eta: 0:49:36 lr: 1.8999820994020145e-05 loss: 0.0359 (0.0427) time: 3.4434 data: 0.0092 max mem: 33370 Epoch: [26] [ 470/1319] eta: 0:49:00 lr: 1.899032345786076e-05 loss: 0.0306 (0.0425) time: 3.4269 data: 0.0091 max mem: 33370 Epoch: [26] [ 480/1319] eta: 0:48:25 lr: 1.8980825393899182e-05 loss: 0.0353 (0.0427) time: 3.4126 data: 0.0088 max mem: 33370 Epoch: [26] [ 490/1319] eta: 0:47:50 lr: 1.897132680181258e-05 loss: 0.0400 (0.0426) time: 3.4355 data: 0.0086 max mem: 33370 Epoch: [26] [ 500/1319] eta: 0:47:15 lr: 1.8961827681277747e-05 loss: 0.0353 (0.0424) time: 3.4452 data: 0.0084 max mem: 33370 Epoch: [26] [ 510/1319] eta: 0:46:40 lr: 1.8952328031971114e-05 loss: 0.0355 (0.0424) time: 3.4294 data: 0.0086 max mem: 33370 Epoch: [26] [ 520/1319] eta: 0:46:04 lr: 1.8942827853568723e-05 loss: 0.0404 (0.0425) time: 3.4056 data: 0.0090 max mem: 33370 Epoch: [26] [ 530/1319] eta: 0:45:29 lr: 1.893332714574624e-05 loss: 0.0404 (0.0425) time: 3.4175 data: 0.0089 max mem: 33370 Epoch: [26] [ 540/1319] eta: 0:44:55 lr: 1.892382590817894e-05 loss: 0.0337 (0.0424) time: 3.4482 data: 0.0087 max mem: 33370 Epoch: [26] [ 550/1319] eta: 0:44:19 lr: 1.8914324140541728e-05 loss: 0.0360 (0.0424) time: 3.4243 data: 0.0089 max mem: 33370 Epoch: [26] [ 560/1319] eta: 0:43:44 lr: 1.8904821842509134e-05 loss: 0.0384 (0.0423) time: 3.4095 data: 0.0086 max mem: 33370 Epoch: [26] [ 570/1319] eta: 0:43:09 lr: 1.889531901375529e-05 loss: 0.0387 (0.0423) time: 3.4241 data: 0.0083 max mem: 33370 Epoch: [26] [ 580/1319] eta: 0:42:35 lr: 1.888581565395396e-05 loss: 0.0425 (0.0424) time: 3.4557 data: 0.0084 max mem: 33370 Epoch: [26] [ 590/1319] eta: 0:42:00 lr: 1.8876311762778523e-05 loss: 0.0387 (0.0424) time: 3.4473 data: 0.0084 max mem: 33370 Epoch: [26] [ 600/1319] eta: 0:41:25 lr: 1.8866807339901958e-05 loss: 0.0412 (0.0425) time: 3.4253 data: 0.0082 max mem: 33370 Epoch: [26] [ 610/1319] eta: 0:40:50 lr: 1.885730238499688e-05 loss: 0.0467 (0.0425) time: 3.4209 data: 0.0081 max mem: 33370 Epoch: [26] [ 620/1319] eta: 0:40:14 lr: 1.8847796897735508e-05 loss: 0.0406 (0.0425) time: 3.3957 data: 0.0081 max mem: 33370 Epoch: [26] [ 630/1319] eta: 0:39:39 lr: 1.8838290877789684e-05 loss: 0.0355 (0.0424) time: 3.3886 data: 0.0080 max mem: 33370 Epoch: [26] [ 640/1319] eta: 0:39:04 lr: 1.882878432483085e-05 loss: 0.0392 (0.0424) time: 3.4013 data: 0.0084 max mem: 33370 Epoch: [26] [ 650/1319] eta: 0:38:30 lr: 1.8819277238530077e-05 loss: 0.0454 (0.0425) time: 3.4331 data: 0.0085 max mem: 33370 Epoch: [26] [ 660/1319] eta: 0:37:54 lr: 1.880976961855803e-05 loss: 0.0494 (0.0427) time: 3.4240 data: 0.0082 max mem: 33370 Epoch: [26] [ 670/1319] eta: 0:37:19 lr: 1.8800261464585002e-05 loss: 0.0426 (0.0426) time: 3.3947 data: 0.0083 max mem: 33370 Epoch: [26] [ 680/1319] eta: 0:36:44 lr: 1.8790752776280883e-05 loss: 0.0369 (0.0426) time: 3.3938 data: 0.0083 max mem: 33370 Epoch: [26] [ 690/1319] eta: 0:36:09 lr: 1.8781243553315193e-05 loss: 0.0399 (0.0426) time: 3.3928 data: 0.0082 max mem: 33370 Epoch: [26] [ 700/1319] eta: 0:35:35 lr: 1.8771733795357048e-05 loss: 0.0414 (0.0426) time: 3.4064 data: 0.0082 max mem: 33370 Epoch: [26] [ 710/1319] eta: 0:35:00 lr: 1.876222350207516e-05 loss: 0.0450 (0.0427) time: 3.4348 data: 0.0083 max mem: 33370 Epoch: [26] [ 720/1319] eta: 0:34:25 lr: 1.875271267313787e-05 loss: 0.0335 (0.0427) time: 3.4257 data: 0.0080 max mem: 33370 Epoch: [26] [ 730/1319] eta: 0:33:51 lr: 1.8743201308213124e-05 loss: 0.0339 (0.0426) time: 3.4351 data: 0.0078 max mem: 33370 Epoch: [26] [ 740/1319] eta: 0:33:16 lr: 1.8733689406968465e-05 loss: 0.0364 (0.0425) time: 3.4577 data: 0.0079 max mem: 33370 Epoch: [26] [ 750/1319] eta: 0:32:42 lr: 1.872417696907106e-05 loss: 0.0374 (0.0425) time: 3.4575 data: 0.0080 max mem: 33370 Epoch: [26] [ 760/1319] eta: 0:32:08 lr: 1.871466399418765e-05 loss: 0.0390 (0.0425) time: 3.4655 data: 0.0079 max mem: 33370 Epoch: [26] [ 770/1319] eta: 0:31:33 lr: 1.870515048198461e-05 loss: 0.0409 (0.0426) time: 3.4458 data: 0.0084 max mem: 33370 Epoch: [26] [ 780/1319] eta: 0:30:58 lr: 1.8695636432127905e-05 loss: 0.0365 (0.0426) time: 3.4284 data: 0.0084 max mem: 33370 Epoch: [26] [ 790/1319] eta: 0:30:24 lr: 1.8686121844283114e-05 loss: 0.0329 (0.0425) time: 3.4458 data: 0.0086 max mem: 33370 Epoch: [26] [ 800/1319] eta: 0:29:49 lr: 1.8676606718115407e-05 loss: 0.0335 (0.0425) time: 3.4441 data: 0.0087 max mem: 33370 Epoch: [26] [ 810/1319] eta: 0:29:15 lr: 1.866709105328956e-05 loss: 0.0349 (0.0426) time: 3.4428 data: 0.0086 max mem: 33370 Epoch: [26] [ 820/1319] eta: 0:28:40 lr: 1.8657574849469954e-05 loss: 0.0339 (0.0426) time: 3.4430 data: 0.0084 max mem: 33370 Epoch: [26] [ 830/1319] eta: 0:28:06 lr: 1.864805810632056e-05 loss: 0.0376 (0.0425) time: 3.4518 data: 0.0085 max mem: 33370 Epoch: [26] [ 840/1319] eta: 0:27:31 lr: 1.8638540823504965e-05 loss: 0.0375 (0.0425) time: 3.4406 data: 0.0086 max mem: 33370 Epoch: [26] [ 850/1319] eta: 0:26:57 lr: 1.8629023000686338e-05 loss: 0.0351 (0.0424) time: 3.4082 data: 0.0086 max mem: 33370 Epoch: [26] [ 860/1319] eta: 0:26:22 lr: 1.8619504637527467e-05 loss: 0.0354 (0.0424) time: 3.4250 data: 0.0089 max mem: 33370 Epoch: [26] [ 870/1319] eta: 0:25:48 lr: 1.8609985733690715e-05 loss: 0.0358 (0.0425) time: 3.4508 data: 0.0090 max mem: 33370 Epoch: [26] [ 880/1319] eta: 0:25:13 lr: 1.860046628883806e-05 loss: 0.0397 (0.0425) time: 3.4199 data: 0.0091 max mem: 33370 Epoch: [26] [ 890/1319] eta: 0:24:38 lr: 1.859094630263106e-05 loss: 0.0393 (0.0425) time: 3.3755 data: 0.0083 max mem: 33370 Epoch: [26] [ 900/1319] eta: 0:24:03 lr: 1.8581425774730882e-05 loss: 0.0365 (0.0425) time: 3.3963 data: 0.0083 max mem: 33370 Epoch: [26] [ 910/1319] eta: 0:23:29 lr: 1.8571904704798292e-05 loss: 0.0388 (0.0425) time: 3.4358 data: 0.0084 max mem: 33370 Epoch: [26] [ 920/1319] eta: 0:22:54 lr: 1.856238309249363e-05 loss: 0.0428 (0.0425) time: 3.4312 data: 0.0085 max mem: 33370 Epoch: [26] [ 930/1319] eta: 0:22:20 lr: 1.855286093747684e-05 loss: 0.0383 (0.0425) time: 3.4157 data: 0.0087 max mem: 33370 Epoch: [26] [ 940/1319] eta: 0:21:45 lr: 1.854333823940747e-05 loss: 0.0383 (0.0425) time: 3.4181 data: 0.0080 max mem: 33370 Epoch: [26] [ 950/1319] eta: 0:21:11 lr: 1.853381499794464e-05 loss: 0.0385 (0.0425) time: 3.4134 data: 0.0083 max mem: 33370 Epoch: [26] [ 960/1319] eta: 0:20:36 lr: 1.8524291212747084e-05 loss: 0.0418 (0.0425) time: 3.4224 data: 0.0089 max mem: 33370 Epoch: [26] [ 970/1319] eta: 0:20:02 lr: 1.85147668834731e-05 loss: 0.0382 (0.0425) time: 3.4209 data: 0.0087 max mem: 33370 Epoch: [26] [ 980/1319] eta: 0:19:27 lr: 1.8505242009780593e-05 loss: 0.0344 (0.0426) time: 3.4096 data: 0.0082 max mem: 33370 Epoch: [26] [ 990/1319] eta: 0:18:52 lr: 1.8495716591327057e-05 loss: 0.0402 (0.0427) time: 3.4110 data: 0.0084 max mem: 33370 Epoch: [26] [1000/1319] eta: 0:18:18 lr: 1.848619062776957e-05 loss: 0.0484 (0.0428) time: 3.3954 data: 0.0088 max mem: 33370 Epoch: [26] [1010/1319] eta: 0:17:43 lr: 1.8476664118764797e-05 loss: 0.0417 (0.0427) time: 3.4130 data: 0.0088 max mem: 33370 Epoch: [26] [1020/1319] eta: 0:17:09 lr: 1.8467137063969e-05 loss: 0.0394 (0.0428) time: 3.4121 data: 0.0089 max mem: 33370 Epoch: [26] [1030/1319] eta: 0:16:34 lr: 1.8457609463038007e-05 loss: 0.0390 (0.0428) time: 3.4078 data: 0.0089 max mem: 33370 Epoch: [26] [1040/1319] eta: 0:16:00 lr: 1.8448081315627246e-05 loss: 0.0364 (0.0428) time: 3.4592 data: 0.0088 max mem: 33370 Epoch: [26] [1050/1319] eta: 0:15:25 lr: 1.843855262139173e-05 loss: 0.0304 (0.0427) time: 3.4400 data: 0.0085 max mem: 33370 Epoch: [26] [1060/1319] eta: 0:14:51 lr: 1.8429023379986053e-05 loss: 0.0366 (0.0427) time: 3.3932 data: 0.0084 max mem: 33370 Epoch: [26] [1070/1319] eta: 0:14:16 lr: 1.8419493591064395e-05 loss: 0.0410 (0.0429) time: 3.4171 data: 0.0088 max mem: 33370 Epoch: [26] [1080/1319] eta: 0:13:42 lr: 1.840996325428051e-05 loss: 0.0412 (0.0429) time: 3.4343 data: 0.0085 max mem: 33370 Epoch: [26] [1090/1319] eta: 0:13:08 lr: 1.840043236928774e-05 loss: 0.0334 (0.0428) time: 3.4257 data: 0.0081 max mem: 33370 Epoch: [26] [1100/1319] eta: 0:12:33 lr: 1.839090093573901e-05 loss: 0.0363 (0.0429) time: 3.4266 data: 0.0086 max mem: 33370 Epoch: [26] [1110/1319] eta: 0:11:59 lr: 1.838136895328682e-05 loss: 0.0470 (0.0429) time: 3.4400 data: 0.0086 max mem: 33370 Epoch: [26] [1120/1319] eta: 0:11:24 lr: 1.8371836421583257e-05 loss: 0.0382 (0.0428) time: 3.4280 data: 0.0086 max mem: 33370 Epoch: [26] [1130/1319] eta: 0:10:50 lr: 1.836230334027998e-05 loss: 0.0345 (0.0428) time: 3.4344 data: 0.0092 max mem: 33370 Epoch: [26] [1140/1319] eta: 0:10:15 lr: 1.8352769709028224e-05 loss: 0.0426 (0.0429) time: 3.4245 data: 0.0088 max mem: 33370 Epoch: [26] [1150/1319] eta: 0:09:41 lr: 1.8343235527478807e-05 loss: 0.0374 (0.0429) time: 3.3947 data: 0.0080 max mem: 33370 Epoch: [26] [1160/1319] eta: 0:09:07 lr: 1.8333700795282125e-05 loss: 0.0374 (0.0429) time: 3.4418 data: 0.0082 max mem: 33370 Epoch: [26] [1170/1319] eta: 0:08:32 lr: 1.832416551208814e-05 loss: 0.0441 (0.0429) time: 3.4587 data: 0.0083 max mem: 33370 Epoch: [26] [1180/1319] eta: 0:07:58 lr: 1.8314629677546413e-05 loss: 0.0391 (0.0429) time: 3.4210 data: 0.0086 max mem: 33370 Epoch: [26] [1190/1319] eta: 0:07:23 lr: 1.8305093291306038e-05 loss: 0.0398 (0.0429) time: 3.4236 data: 0.0091 max mem: 33370 Epoch: [26] [1200/1319] eta: 0:06:49 lr: 1.829555635301572e-05 loss: 0.0404 (0.0429) time: 3.4505 data: 0.0089 max mem: 33370 Epoch: [26] [1210/1319] eta: 0:06:14 lr: 1.8286018862323718e-05 loss: 0.0408 (0.0430) time: 3.4244 data: 0.0089 max mem: 33370 Epoch: [26] [1220/1319] eta: 0:05:40 lr: 1.8276480818877866e-05 loss: 0.0446 (0.0430) time: 3.3909 data: 0.0088 max mem: 33370 Epoch: [26] [1230/1319] eta: 0:05:06 lr: 1.8266942222325584e-05 loss: 0.0386 (0.0430) time: 3.4075 data: 0.0084 max mem: 33370 Epoch: [26] [1240/1319] eta: 0:04:31 lr: 1.8257403072313833e-05 loss: 0.0336 (0.0429) time: 3.4357 data: 0.0083 max mem: 33370 Epoch: [26] [1250/1319] eta: 0:03:57 lr: 1.8247863368489165e-05 loss: 0.0379 (0.0429) time: 3.4418 data: 0.0080 max mem: 33370 Epoch: [26] [1260/1319] eta: 0:03:22 lr: 1.8238323110497695e-05 loss: 0.0411 (0.0429) time: 3.4369 data: 0.0082 max mem: 33370 Epoch: [26] [1270/1319] eta: 0:02:48 lr: 1.822878229798511e-05 loss: 0.0358 (0.0429) time: 3.4372 data: 0.0084 max mem: 33370 Epoch: [26] [1280/1319] eta: 0:02:14 lr: 1.821924093059666e-05 loss: 0.0352 (0.0428) time: 3.4261 data: 0.0084 max mem: 33370 Epoch: [26] [1290/1319] eta: 0:01:39 lr: 1.8209699007977167e-05 loss: 0.0363 (0.0428) time: 3.4115 data: 0.0087 max mem: 33370 Epoch: [26] [1300/1319] eta: 0:01:05 lr: 1.8200156529771002e-05 loss: 0.0353 (0.0428) time: 3.4236 data: 0.0086 max mem: 33370 Epoch: [26] [1310/1319] eta: 0:00:30 lr: 1.819061349562212e-05 loss: 0.0406 (0.0428) time: 3.4316 data: 0.0084 max mem: 33370 Epoch: [26] Total time: 1:15:36 /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( Test: [ 0/2573] eta: 2:24:19 time: 3.3656 data: 3.2741 max mem: 33370 Test: [ 100/2573] eta: 0:04:34 time: 0.0785 data: 0.0016 max mem: 33370 Test: [ 200/2573] eta: 0:03:48 time: 0.0799 data: 0.0016 max mem: 33370 Test: [ 300/2573] eta: 0:03:25 time: 0.0810 data: 0.0014 max mem: 33370 Test: [ 400/2573] eta: 0:03:10 time: 0.0810 data: 0.0015 max mem: 33370 Test: [ 500/2573] eta: 0:02:58 time: 0.0800 data: 0.0015 max mem: 33370 Test: [ 600/2573] eta: 0:02:48 time: 0.0810 data: 0.0016 max mem: 33370 Test: [ 700/2573] eta: 0:02:39 time: 0.0803 data: 0.0015 max mem: 33370 Test: [ 800/2573] eta: 0:02:29 time: 0.0839 data: 0.0014 max mem: 33370 Test: [ 900/2573] eta: 0:02:21 time: 0.0817 data: 0.0015 max mem: 33370 Test: [1000/2573] eta: 0:02:12 time: 0.0808 data: 0.0015 max mem: 33370 Test: [1100/2573] eta: 0:02:03 time: 0.0808 data: 0.0014 max mem: 33370 Test: [1200/2573] eta: 0:01:54 time: 0.0809 data: 0.0015 max mem: 33370 Test: [1300/2573] eta: 0:01:46 time: 0.0810 data: 0.0016 max mem: 33370 Test: [1400/2573] eta: 0:01:37 time: 0.0791 data: 0.0015 max mem: 33370 Test: [1500/2573] eta: 0:01:28 time: 0.0799 data: 0.0014 max mem: 33370 Test: [1600/2573] eta: 0:01:20 time: 0.0833 data: 0.0014 max mem: 33370 Test: [1700/2573] eta: 0:01:12 time: 0.0799 data: 0.0014 max mem: 33370 Test: [1800/2573] eta: 0:01:03 time: 0.0823 data: 0.0015 max mem: 33370 Test: [1900/2573] eta: 0:00:55 time: 0.0796 data: 0.0014 max mem: 33370 Test: [2000/2573] eta: 0:00:47 time: 0.0801 data: 0.0014 max mem: 33370 Test: [2100/2573] eta: 0:00:38 time: 0.0819 data: 0.0014 max mem: 33370 Test: [2200/2573] eta: 0:00:30 time: 0.0822 data: 0.0014 max mem: 33370 Test: [2300/2573] eta: 0:00:22 time: 0.0818 data: 0.0016 max mem: 33370 Test: [2400/2573] eta: 0:00:14 time: 0.0772 data: 0.0016 max mem: 33370 Test: [2500/2573] eta: 0:00:05 time: 0.0798 data: 0.0015 max mem: 33370 Test: Total time: 0:03:31 Final results: Mean IoU is 64.38 precision@0.5 = 72.49 precision@0.6 = 66.87 precision@0.7 = 59.84 precision@0.8 = 48.39 precision@0.9 = 23.90 overall IoU = 61.95 Average object IoU 64.37951717820202 Overall IoU 61.95230484008789 Better epoch: 26 /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( Epoch: [27] [ 0/1319] eta: 1:57:10 lr: 1.818202428926248e-05 loss: 0.0370 (0.0370) time: 5.3302 data: 1.8654 max mem: 33370 Epoch: [27] [ 10/1319] eta: 1:18:46 lr: 1.817248019783995e-05 loss: 0.0370 (0.0402) time: 3.6107 data: 0.1769 max mem: 33370 Epoch: [27] [ 20/1319] eta: 1:16:07 lr: 1.8162935549439682e-05 loss: 0.0363 (0.0405) time: 3.4251 data: 0.0082 max mem: 33370 Epoch: [27] [ 30/1319] eta: 1:14:45 lr: 1.8153390343703928e-05 loss: 0.0368 (0.0409) time: 3.4077 data: 0.0083 max mem: 33370 Epoch: [27] [ 40/1319] eta: 1:13:57 lr: 1.8143844580274487e-05 loss: 0.0369 (0.0400) time: 3.4206 data: 0.0085 max mem: 33370 Epoch: [27] [ 50/1319] eta: 1:13:11 lr: 1.813429825879272e-05 loss: 0.0369 (0.0414) time: 3.4312 data: 0.0089 max mem: 33370 Epoch: [27] [ 60/1319] eta: 1:12:28 lr: 1.8124751378899558e-05 loss: 0.0460 (0.0418) time: 3.4224 data: 0.0088 max mem: 33370 Epoch: [27] [ 70/1319] eta: 1:11:54 lr: 1.811520394023548e-05 loss: 0.0399 (0.0411) time: 3.4395 data: 0.0083 max mem: 33370 Epoch: [27] [ 80/1319] eta: 1:11:11 lr: 1.8105655942440525e-05 loss: 0.0321 (0.0409) time: 3.4293 data: 0.0085 max mem: 33370 Epoch: [27] [ 90/1319] eta: 1:10:36 lr: 1.8096107385154294e-05 loss: 0.0321 (0.0407) time: 3.4216 data: 0.0085 max mem: 33370 Epoch: [27] [ 100/1319] eta: 1:09:56 lr: 1.8086558268015952e-05 loss: 0.0367 (0.0407) time: 3.4223 data: 0.0080 max mem: 33370 Epoch: [27] [ 110/1319] eta: 1:09:27 lr: 1.807700859066419e-05 loss: 0.0375 (0.0405) time: 3.4454 data: 0.0082 max mem: 33370 Epoch: [27] [ 120/1319] eta: 1:08:50 lr: 1.8067458352737284e-05 loss: 0.0357 (0.0403) time: 3.4555 data: 0.0082 max mem: 33370 Epoch: [27] [ 130/1319] eta: 1:08:14 lr: 1.8057907553873043e-05 loss: 0.0364 (0.0403) time: 3.4226 data: 0.0083 max mem: 33370 Epoch: [27] [ 140/1319] eta: 1:07:37 lr: 1.8048356193708847e-05 loss: 0.0344 (0.0398) time: 3.4188 data: 0.0086 max mem: 33370 Epoch: [27] [ 150/1319] eta: 1:06:59 lr: 1.803880427188162e-05 loss: 0.0332 (0.0398) time: 3.4042 data: 0.0088 max mem: 33370 Epoch: [27] [ 160/1319] eta: 1:06:27 lr: 1.802925178802783e-05 loss: 0.0403 (0.0399) time: 3.4361 data: 0.0091 max mem: 33370 Epoch: [27] [ 170/1319] eta: 1:05:52 lr: 1.8019698741783504e-05 loss: 0.0366 (0.0394) time: 3.4540 data: 0.0086 max mem: 33370 Epoch: [27] [ 180/1319] eta: 1:05:16 lr: 1.8010145132784217e-05 loss: 0.0336 (0.0399) time: 3.4204 data: 0.0082 max mem: 33370 Epoch: [27] [ 190/1319] eta: 1:04:42 lr: 1.8000590960665095e-05 loss: 0.0412 (0.0402) time: 3.4328 data: 0.0084 max mem: 33370 Epoch: [27] [ 200/1319] eta: 1:04:09 lr: 1.7991036225060814e-05 loss: 0.0411 (0.0401) time: 3.4563 data: 0.0084 max mem: 33370 Epoch: [27] [ 210/1319] eta: 1:03:32 lr: 1.7981480925605583e-05 loss: 0.0411 (0.0408) time: 3.4221 data: 0.0084 max mem: 33370 Epoch: [27] [ 220/1319] eta: 1:02:56 lr: 1.7971925061933174e-05 loss: 0.0454 (0.0408) time: 3.3976 data: 0.0089 max mem: 33370 Epoch: [27] [ 230/1319] eta: 1:02:21 lr: 1.7962368633676893e-05 loss: 0.0325 (0.0405) time: 3.4185 data: 0.0088 max mem: 33370 Epoch: [27] [ 240/1319] eta: 1:01:48 lr: 1.7952811640469606e-05 loss: 0.0325 (0.0406) time: 3.4419 data: 0.0083 max mem: 33370 Epoch: [27] [ 250/1319] eta: 1:01:13 lr: 1.7943254081943704e-05 loss: 0.0378 (0.0407) time: 3.4469 data: 0.0083 max mem: 33370 Epoch: [27] [ 260/1319] eta: 1:00:38 lr: 1.7933695957731138e-05 loss: 0.0330 (0.0409) time: 3.4244 data: 0.0081 max mem: 33370 Epoch: [27] [ 270/1319] eta: 1:00:03 lr: 1.7924137267463387e-05 loss: 0.0330 (0.0407) time: 3.4145 data: 0.0079 max mem: 33370 Epoch: [27] [ 280/1319] eta: 0:59:27 lr: 1.7914578010771477e-05 loss: 0.0374 (0.0406) time: 3.4093 data: 0.0080 max mem: 33370 Epoch: [27] [ 290/1319] eta: 0:58:53 lr: 1.7905018187285976e-05 loss: 0.0387 (0.0407) time: 3.4150 data: 0.0082 max mem: 33370 Epoch: [27] [ 300/1319] eta: 0:58:19 lr: 1.7895457796636998e-05 loss: 0.0437 (0.0408) time: 3.4319 data: 0.0083 max mem: 33370 Epoch: [27] [ 310/1319] eta: 0:57:45 lr: 1.7885896838454187e-05 loss: 0.0396 (0.0407) time: 3.4389 data: 0.0082 max mem: 33370 Epoch: [27] [ 320/1319] eta: 0:57:10 lr: 1.787633531236672e-05 loss: 0.0368 (0.0406) time: 3.4394 data: 0.0081 max mem: 33370 Epoch: [27] [ 330/1319] eta: 0:56:35 lr: 1.786677321800332e-05 loss: 0.0340 (0.0406) time: 3.4245 data: 0.0083 max mem: 33370 Epoch: [27] [ 340/1319] eta: 0:56:02 lr: 1.7857210554992246e-05 loss: 0.0364 (0.0406) time: 3.4456 data: 0.0083 max mem: 33370 Epoch: [27] [ 350/1319] eta: 0:55:28 lr: 1.7847647322961293e-05 loss: 0.0364 (0.0404) time: 3.4633 data: 0.0083 max mem: 33370 Epoch: [27] [ 360/1319] eta: 0:54:55 lr: 1.783808352153779e-05 loss: 0.0408 (0.0406) time: 3.4574 data: 0.0089 max mem: 33370 Epoch: [27] [ 370/1319] eta: 0:54:21 lr: 1.782851915034859e-05 loss: 0.0429 (0.0406) time: 3.4562 data: 0.0093 max mem: 33370 Epoch: [27] [ 380/1319] eta: 0:53:46 lr: 1.78189542090201e-05 loss: 0.0350 (0.0405) time: 3.4385 data: 0.0090 max mem: 33370 Epoch: [27] [ 390/1319] eta: 0:53:12 lr: 1.780938869717823e-05 loss: 0.0378 (0.0407) time: 3.4330 data: 0.0083 max mem: 33370 Epoch: [27] [ 400/1319] eta: 0:52:37 lr: 1.779982261444845e-05 loss: 0.0385 (0.0406) time: 3.4321 data: 0.0082 max mem: 33370 Epoch: [27] [ 410/1319] eta: 0:52:03 lr: 1.7790255960455746e-05 loss: 0.0350 (0.0408) time: 3.4436 data: 0.0082 max mem: 33370 Epoch: [27] [ 420/1319] eta: 0:51:30 lr: 1.7780688734824637e-05 loss: 0.0407 (0.0408) time: 3.4754 data: 0.0081 max mem: 33370 Epoch: [27] [ 430/1319] eta: 0:50:56 lr: 1.777112093717916e-05 loss: 0.0346 (0.0408) time: 3.4596 data: 0.0083 max mem: 33370 Epoch: [27] [ 440/1319] eta: 0:50:21 lr: 1.7761552567142895e-05 loss: 0.0348 (0.0409) time: 3.4371 data: 0.0088 max mem: 33370 Epoch: [27] [ 450/1319] eta: 0:49:47 lr: 1.7751983624338938e-05 loss: 0.0407 (0.0408) time: 3.4419 data: 0.0088 max mem: 33370 Epoch: [27] [ 460/1319] eta: 0:49:11 lr: 1.7742414108389917e-05 loss: 0.0366 (0.0408) time: 3.4087 data: 0.0085 max mem: 33370 Epoch: [27] [ 470/1319] eta: 0:48:37 lr: 1.7732844018917994e-05 loss: 0.0381 (0.0408) time: 3.4049 data: 0.0083 max mem: 33370 Epoch: [27] [ 480/1319] eta: 0:48:02 lr: 1.7723273355544827e-05 loss: 0.0378 (0.0408) time: 3.4105 data: 0.0081 max mem: 33370 Epoch: [27] [ 490/1319] eta: 0:47:28 lr: 1.771370211789162e-05 loss: 0.0349 (0.0407) time: 3.4238 data: 0.0081 max mem: 33370 Epoch: [27] [ 500/1319] eta: 0:46:53 lr: 1.7704130305579097e-05 loss: 0.0397 (0.0408) time: 3.4310 data: 0.0083 max mem: 33370 Epoch: [27] [ 510/1319] eta: 0:46:18 lr: 1.76945579182275e-05 loss: 0.0400 (0.0408) time: 3.4127 data: 0.0087 max mem: 33370 Epoch: [27] [ 520/1319] eta: 0:45:44 lr: 1.7684984955456597e-05 loss: 0.0347 (0.0407) time: 3.4246 data: 0.0086 max mem: 33370 Epoch: [27] [ 530/1319] eta: 0:45:10 lr: 1.767541141688566e-05 loss: 0.0347 (0.0408) time: 3.4389 data: 0.0086 max mem: 33370 Epoch: [27] [ 540/1319] eta: 0:44:35 lr: 1.76658373021335e-05 loss: 0.0352 (0.0407) time: 3.4370 data: 0.0085 max mem: 33370 Epoch: [27] [ 550/1319] eta: 0:44:01 lr: 1.7656262610818425e-05 loss: 0.0322 (0.0406) time: 3.4234 data: 0.0082 max mem: 33370 Epoch: [27] [ 560/1319] eta: 0:43:26 lr: 1.7646687342558284e-05 loss: 0.0397 (0.0408) time: 3.4107 data: 0.0084 max mem: 33370 Epoch: [27] [ 570/1319] eta: 0:42:51 lr: 1.7637111496970423e-05 loss: 0.0407 (0.0409) time: 3.3990 data: 0.0088 max mem: 33370 Epoch: [27] [ 580/1319] eta: 0:42:17 lr: 1.762753507367172e-05 loss: 0.0370 (0.0408) time: 3.4142 data: 0.0087 max mem: 33370 Epoch: [27] [ 590/1319] eta: 0:41:42 lr: 1.7617958072278543e-05 loss: 0.0365 (0.0408) time: 3.4247 data: 0.0086 max mem: 33370 Epoch: [27] [ 600/1319] eta: 0:41:08 lr: 1.7608380492406792e-05 loss: 0.0343 (0.0406) time: 3.4238 data: 0.0084 max mem: 33370 Epoch: [27] [ 610/1319] eta: 0:40:33 lr: 1.759880233367188e-05 loss: 0.0320 (0.0406) time: 3.4021 data: 0.0082 max mem: 33370 Epoch: [27] [ 620/1319] eta: 0:39:58 lr: 1.758922359568872e-05 loss: 0.0368 (0.0406) time: 3.3898 data: 0.0082 max mem: 33370 Epoch: [27] [ 630/1319] eta: 0:39:24 lr: 1.7579644278071756e-05 loss: 0.0348 (0.0407) time: 3.4103 data: 0.0088 max mem: 33370 Epoch: [27] [ 640/1319] eta: 0:38:49 lr: 1.757006438043491e-05 loss: 0.0396 (0.0408) time: 3.4256 data: 0.0087 max mem: 33370 Epoch: [27] [ 650/1319] eta: 0:38:15 lr: 1.7560483902391635e-05 loss: 0.0383 (0.0407) time: 3.4192 data: 0.0084 max mem: 33370 Epoch: [27] [ 660/1319] eta: 0:37:40 lr: 1.7550902843554898e-05 loss: 0.0364 (0.0408) time: 3.4045 data: 0.0085 max mem: 33370 Epoch: [27] [ 670/1319] eta: 0:37:06 lr: 1.7541321203537154e-05 loss: 0.0419 (0.0408) time: 3.4328 data: 0.0085 max mem: 33370 Epoch: [27] [ 680/1319] eta: 0:36:32 lr: 1.753173898195038e-05 loss: 0.0343 (0.0408) time: 3.4341 data: 0.0086 max mem: 33370 Epoch: [27] [ 690/1319] eta: 0:35:57 lr: 1.752215617840604e-05 loss: 0.0356 (0.0408) time: 3.4136 data: 0.0082 max mem: 33370 Epoch: [27] [ 700/1319] eta: 0:35:23 lr: 1.751257279251512e-05 loss: 0.0358 (0.0407) time: 3.4338 data: 0.0083 max mem: 33370 Epoch: [27] [ 710/1319] eta: 0:34:49 lr: 1.7502988823888103e-05 loss: 0.0367 (0.0408) time: 3.4320 data: 0.0089 max mem: 33370 Epoch: [27] [ 720/1319] eta: 0:34:14 lr: 1.749340427213497e-05 loss: 0.0395 (0.0408) time: 3.4225 data: 0.0089 max mem: 33370 Epoch: [27] [ 730/1319] eta: 0:33:40 lr: 1.7483819136865212e-05 loss: 0.0376 (0.0408) time: 3.4418 data: 0.0091 max mem: 33370 Epoch: [27] [ 740/1319] eta: 0:33:06 lr: 1.7474233417687816e-05 loss: 0.0376 (0.0407) time: 3.4235 data: 0.0090 max mem: 33370 Epoch: [27] [ 750/1319] eta: 0:32:31 lr: 1.7464647114211257e-05 loss: 0.0376 (0.0407) time: 3.3882 data: 0.0087 max mem: 33370 Epoch: [27] [ 760/1319] eta: 0:31:57 lr: 1.7455060226043528e-05 loss: 0.0376 (0.0407) time: 3.4073 data: 0.0089 max mem: 33370 Epoch: [27] [ 770/1319] eta: 0:31:23 lr: 1.744547275279211e-05 loss: 0.0376 (0.0408) time: 3.4392 data: 0.0090 max mem: 33370 Epoch: [27] [ 780/1319] eta: 0:30:48 lr: 1.7435884694063984e-05 loss: 0.0456 (0.0409) time: 3.4344 data: 0.0084 max mem: 33370 Epoch: [27] [ 790/1319] eta: 0:30:14 lr: 1.7426296049465625e-05 loss: 0.0317 (0.0408) time: 3.4160 data: 0.0083 max mem: 33370 Epoch: [27] [ 800/1319] eta: 0:29:39 lr: 1.7416706818602993e-05 loss: 0.0303 (0.0408) time: 3.4184 data: 0.0086 max mem: 33370 Epoch: [27] [ 810/1319] eta: 0:29:05 lr: 1.7407117001081557e-05 loss: 0.0354 (0.0409) time: 3.4180 data: 0.0085 max mem: 33370 Epoch: [27] [ 820/1319] eta: 0:28:31 lr: 1.7397526596506272e-05 loss: 0.0360 (0.0411) time: 3.4186 data: 0.0082 max mem: 33370 Epoch: [27] [ 830/1319] eta: 0:27:57 lr: 1.7387935604481586e-05 loss: 0.0369 (0.0411) time: 3.4320 data: 0.0080 max mem: 33370 Epoch: [27] [ 840/1319] eta: 0:27:22 lr: 1.7378344024611436e-05 loss: 0.0409 (0.0412) time: 3.4331 data: 0.0081 max mem: 33370 Epoch: [27] [ 850/1319] eta: 0:26:48 lr: 1.7368751856499257e-05 loss: 0.0388 (0.0412) time: 3.4137 data: 0.0085 max mem: 33370 Epoch: [27] [ 860/1319] eta: 0:26:13 lr: 1.7359159099747958e-05 loss: 0.0336 (0.0411) time: 3.4136 data: 0.0085 max mem: 33370 Epoch: [27] [ 870/1319] eta: 0:25:39 lr: 1.7349565753959942e-05 loss: 0.0339 (0.0411) time: 3.4197 data: 0.0084 max mem: 33370 Epoch: [27] [ 880/1319] eta: 0:25:05 lr: 1.7339971818737108e-05 loss: 0.0369 (0.0411) time: 3.4091 data: 0.0084 max mem: 33370 Epoch: [27] [ 890/1319] eta: 0:24:31 lr: 1.733037729368083e-05 loss: 0.0371 (0.0412) time: 3.4318 data: 0.0080 max mem: 33370 Epoch: [27] [ 900/1319] eta: 0:23:56 lr: 1.7320782178391982e-05 loss: 0.0378 (0.0412) time: 3.4529 data: 0.0080 max mem: 33370 Epoch: [27] [ 910/1319] eta: 0:23:22 lr: 1.7311186472470895e-05 loss: 0.0315 (0.0411) time: 3.4607 data: 0.0084 max mem: 33370 Epoch: [27] [ 920/1319] eta: 0:22:48 lr: 1.7301590175517403e-05 loss: 0.0308 (0.0411) time: 3.4525 data: 0.0084 max mem: 33370 Epoch: [27] [ 930/1319] eta: 0:22:14 lr: 1.7291993287130824e-05 loss: 0.0315 (0.0410) time: 3.4284 data: 0.0083 max mem: 33370 Epoch: [27] [ 940/1319] eta: 0:21:39 lr: 1.728239580690995e-05 loss: 0.0311 (0.0411) time: 3.4261 data: 0.0083 max mem: 33370 Epoch: [27] [ 950/1319] eta: 0:21:05 lr: 1.727279773445306e-05 loss: 0.0319 (0.0411) time: 3.4147 data: 0.0083 max mem: 33370 Epoch: [27] [ 960/1319] eta: 0:20:30 lr: 1.7263199069357895e-05 loss: 0.0360 (0.0410) time: 3.3838 data: 0.0080 max mem: 33370 Epoch: [27] [ 970/1319] eta: 0:19:56 lr: 1.725359981122169e-05 loss: 0.0348 (0.0410) time: 3.3766 data: 0.0078 max mem: 33370 Epoch: [27] [ 980/1319] eta: 0:19:22 lr: 1.7243999959641156e-05 loss: 0.0372 (0.0410) time: 3.4065 data: 0.0081 max mem: 33370 Epoch: [27] [ 990/1319] eta: 0:18:47 lr: 1.7234399514212475e-05 loss: 0.0287 (0.0409) time: 3.4185 data: 0.0087 max mem: 33370 Epoch: [27] [1000/1319] eta: 0:18:13 lr: 1.7224798474531302e-05 loss: 0.0375 (0.0410) time: 3.4486 data: 0.0089 max mem: 33370 Epoch: [27] [1010/1319] eta: 0:17:39 lr: 1.7215196840192783e-05 loss: 0.0397 (0.0410) time: 3.4281 data: 0.0089 max mem: 33370 Epoch: [27] [1020/1319] eta: 0:17:04 lr: 1.7205594610791508e-05 loss: 0.0358 (0.0410) time: 3.3962 data: 0.0085 max mem: 33370 Epoch: [27] [1030/1319] eta: 0:16:30 lr: 1.7195991785921565e-05 loss: 0.0361 (0.0411) time: 3.4272 data: 0.0086 max mem: 33370 Epoch: [27] [1040/1319] eta: 0:15:56 lr: 1.71863883651765e-05 loss: 0.0401 (0.0411) time: 3.4248 data: 0.0086 max mem: 33370 Epoch: [27] [1050/1319] eta: 0:15:22 lr: 1.7176784348149333e-05 loss: 0.0384 (0.0410) time: 3.4380 data: 0.0081 max mem: 33370 Epoch: [27] [1060/1319] eta: 0:14:47 lr: 1.7167179734432558e-05 loss: 0.0355 (0.0410) time: 3.4440 data: 0.0082 max mem: 33370 Epoch: [27] [1070/1319] eta: 0:14:13 lr: 1.7157574523618118e-05 loss: 0.0425 (0.0410) time: 3.4209 data: 0.0082 max mem: 33370 Epoch: [27] [1080/1319] eta: 0:13:39 lr: 1.7147968715297445e-05 loss: 0.0313 (0.0409) time: 3.4091 data: 0.0078 max mem: 33370 Epoch: [27] [1090/1319] eta: 0:13:04 lr: 1.7138362309061432e-05 loss: 0.0308 (0.0409) time: 3.4119 data: 0.0080 max mem: 33370 Epoch: [27] [1100/1319] eta: 0:12:30 lr: 1.7128755304500424e-05 loss: 0.0358 (0.0409) time: 3.4318 data: 0.0084 max mem: 33370 Epoch: [27] [1110/1319] eta: 0:11:56 lr: 1.7119147701204254e-05 loss: 0.0399 (0.0410) time: 3.4570 data: 0.0087 max mem: 33370 Epoch: [27] [1120/1319] eta: 0:11:22 lr: 1.710953949876218e-05 loss: 0.0384 (0.0409) time: 3.4651 data: 0.0092 max mem: 33370 Epoch: [27] [1130/1319] eta: 0:10:48 lr: 1.709993069676296e-05 loss: 0.0351 (0.0409) time: 3.4518 data: 0.0091 max mem: 33370 Epoch: [27] [1140/1319] eta: 0:10:13 lr: 1.7090321294794796e-05 loss: 0.0400 (0.0409) time: 3.4688 data: 0.0083 max mem: 33370 Epoch: [27] [1150/1319] eta: 0:09:39 lr: 1.7080711292445346e-05 loss: 0.0364 (0.0409) time: 3.4758 data: 0.0081 max mem: 33370 Epoch: [27] [1160/1319] eta: 0:09:05 lr: 1.7071100689301735e-05 loss: 0.0364 (0.0410) time: 3.4429 data: 0.0084 max mem: 33370 Epoch: [27] [1170/1319] eta: 0:08:31 lr: 1.706148948495055e-05 loss: 0.0384 (0.0410) time: 3.4372 data: 0.0086 max mem: 33370 Epoch: [27] [1180/1319] eta: 0:07:56 lr: 1.705187767897781e-05 loss: 0.0374 (0.0410) time: 3.3998 data: 0.0082 max mem: 33370 Epoch: [27] [1190/1319] eta: 0:07:22 lr: 1.704226527096902e-05 loss: 0.0363 (0.0411) time: 3.3940 data: 0.0081 max mem: 33370 Epoch: [27] [1200/1319] eta: 0:06:48 lr: 1.703265226050912e-05 loss: 0.0318 (0.0410) time: 3.4462 data: 0.0084 max mem: 33370 Epoch: [27] [1210/1319] eta: 0:06:13 lr: 1.702303864718251e-05 loss: 0.0341 (0.0410) time: 3.4537 data: 0.0083 max mem: 33370 Epoch: [27] [1220/1319] eta: 0:05:39 lr: 1.7013424430573045e-05 loss: 0.0353 (0.0411) time: 3.4481 data: 0.0080 max mem: 33370 Epoch: [27] [1230/1319] eta: 0:05:05 lr: 1.7003809610264022e-05 loss: 0.0435 (0.0412) time: 3.4624 data: 0.0082 max mem: 33370 Epoch: [27] [1240/1319] eta: 0:04:30 lr: 1.6994194185838196e-05 loss: 0.0435 (0.0412) time: 3.4396 data: 0.0085 max mem: 33370 Epoch: [27] [1250/1319] eta: 0:03:56 lr: 1.698457815687777e-05 loss: 0.0364 (0.0412) time: 3.4232 data: 0.0085 max mem: 33370 Epoch: [27] [1260/1319] eta: 0:03:22 lr: 1.6974961522964392e-05 loss: 0.0349 (0.0412) time: 3.4372 data: 0.0084 max mem: 33370 Epoch: [27] [1270/1319] eta: 0:02:48 lr: 1.6965344283679166e-05 loss: 0.0349 (0.0411) time: 3.4086 data: 0.0083 max mem: 33370 Epoch: [27] [1280/1319] eta: 0:02:13 lr: 1.6955726438602627e-05 loss: 0.0345 (0.0411) time: 3.3908 data: 0.0085 max mem: 33370 Epoch: [27] [1290/1319] eta: 0:01:39 lr: 1.694610798731476e-05 loss: 0.0345 (0.0411) time: 3.4245 data: 0.0088 max mem: 33370 Epoch: [27] [1300/1319] eta: 0:01:05 lr: 1.6936488929395006e-05 loss: 0.0334 (0.0410) time: 3.4461 data: 0.0088 max mem: 33370 Epoch: [27] [1310/1319] eta: 0:00:30 lr: 1.6926869264422233e-05 loss: 0.0358 (0.0411) time: 3.4469 data: 0.0083 max mem: 33370 Epoch: [27] Total time: 1:15:24 /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( Test: [ 0/2573] eta: 2:44:04 time: 3.8262 data: 3.6867 max mem: 33370 Test: [ 100/2573] eta: 0:04:44 time: 0.0776 data: 0.0014 max mem: 33370 Test: [ 200/2573] eta: 0:03:52 time: 0.0799 data: 0.0015 max mem: 33370 Test: [ 300/2573] eta: 0:03:28 time: 0.0816 data: 0.0014 max mem: 33370 Test: [ 400/2573] eta: 0:03:12 time: 0.0816 data: 0.0015 max mem: 33370 Test: [ 500/2573] eta: 0:03:00 time: 0.0809 data: 0.0014 max mem: 33370 Test: [ 600/2573] eta: 0:02:50 time: 0.0809 data: 0.0015 max mem: 33370 Test: [ 700/2573] eta: 0:02:40 time: 0.0805 data: 0.0016 max mem: 33370 Test: [ 800/2573] eta: 0:02:31 time: 0.0837 data: 0.0013 max mem: 33370 Test: [ 900/2573] eta: 0:02:21 time: 0.0804 data: 0.0013 max mem: 33370 Test: [1000/2573] eta: 0:02:12 time: 0.0805 data: 0.0014 max mem: 33370 Test: [1100/2573] eta: 0:02:03 time: 0.0801 data: 0.0013 max mem: 33370 Test: [1200/2573] eta: 0:01:55 time: 0.0805 data: 0.0014 max mem: 33370 Test: [1300/2573] eta: 0:01:46 time: 0.0803 data: 0.0013 max mem: 33370 Test: [1400/2573] eta: 0:01:37 time: 0.0788 data: 0.0014 max mem: 33370 Test: [1500/2573] eta: 0:01:29 time: 0.0802 data: 0.0014 max mem: 33370 Test: [1600/2573] eta: 0:01:20 time: 0.0834 data: 0.0014 max mem: 33370 Test: [1700/2573] eta: 0:01:12 time: 0.0789 data: 0.0014 max mem: 33370 Test: [1800/2573] eta: 0:01:03 time: 0.0830 data: 0.0014 max mem: 33370 Test: [1900/2573] eta: 0:00:55 time: 0.0788 data: 0.0015 max mem: 33370 Test: [2000/2573] eta: 0:00:47 time: 0.0803 data: 0.0014 max mem: 33370 Test: [2100/2573] eta: 0:00:38 time: 0.0822 data: 0.0015 max mem: 33370 Test: [2200/2573] eta: 0:00:30 time: 0.0816 data: 0.0014 max mem: 33370 Test: [2300/2573] eta: 0:00:22 time: 0.0813 data: 0.0014 max mem: 33370 Test: [2400/2573] eta: 0:00:14 time: 0.0768 data: 0.0014 max mem: 33370 Test: [2500/2573] eta: 0:00:05 time: 0.0811 data: 0.0016 max mem: 33370 Test: Total time: 0:03:31 Final results: Mean IoU is 64.13 precision@0.5 = 72.12 precision@0.6 = 66.71 precision@0.7 = 59.62 precision@0.8 = 49.18 precision@0.9 = 24.71 overall IoU = 61.36 Average object IoU 64.12783435309981 Overall IoU 61.361976623535156 /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( Epoch: [28] [ 0/1319] eta: 3:13:48 lr: 1.69182110465679e-05 loss: 0.0320 (0.0320) time: 8.8165 data: 2.0512 max mem: 33370 Epoch: [28] [ 10/1319] eta: 1:25:35 lr: 1.690859022703219e-05 loss: 0.0365 (0.0374) time: 3.9230 data: 0.1940 max mem: 33370 Epoch: [28] [ 20/1319] eta: 1:19:43 lr: 1.6898968799219036e-05 loss: 0.0365 (0.0367) time: 3.4259 data: 0.0080 max mem: 33370 Epoch: [28] [ 30/1319] eta: 1:17:14 lr: 1.6889346762705132e-05 loss: 0.0381 (0.0384) time: 3.4151 data: 0.0079 max mem: 33370 Epoch: [28] [ 40/1319] eta: 1:15:43 lr: 1.6879724117066593e-05 loss: 0.0381 (0.0379) time: 3.4160 data: 0.0082 max mem: 33370 Epoch: [28] [ 50/1319] eta: 1:14:47 lr: 1.6870100861878995e-05 loss: 0.0369 (0.0387) time: 3.4445 data: 0.0081 max mem: 33370 Epoch: [28] [ 60/1319] eta: 1:13:42 lr: 1.6860476996717327e-05 loss: 0.0351 (0.0376) time: 3.4317 data: 0.0084 max mem: 33370 Epoch: [28] [ 70/1319] eta: 1:12:52 lr: 1.6850852521156025e-05 loss: 0.0342 (0.0382) time: 3.4113 data: 0.0087 max mem: 33370 Epoch: [28] [ 80/1319] eta: 1:12:08 lr: 1.684122743476896e-05 loss: 0.0393 (0.0389) time: 3.4348 data: 0.0088 max mem: 33370 Epoch: [28] [ 90/1319] eta: 1:11:24 lr: 1.6831601737129412e-05 loss: 0.0328 (0.0404) time: 3.4316 data: 0.0088 max mem: 33370 Epoch: [28] [ 100/1319] eta: 1:10:45 lr: 1.6821975427810122e-05 loss: 0.0376 (0.0401) time: 3.4370 data: 0.0085 max mem: 33370 Epoch: [28] [ 110/1319] eta: 1:10:02 lr: 1.6812348506383245e-05 loss: 0.0371 (0.0399) time: 3.4297 data: 0.0083 max mem: 33370 Epoch: [28] [ 120/1319] eta: 1:09:23 lr: 1.680272097242036e-05 loss: 0.0368 (0.0395) time: 3.4209 data: 0.0081 max mem: 33370 Epoch: [28] [ 130/1319] eta: 1:08:41 lr: 1.6793092825492484e-05 loss: 0.0403 (0.0395) time: 3.4144 data: 0.0079 max mem: 33370 Epoch: [28] [ 140/1319] eta: 1:08:00 lr: 1.6783464065170062e-05 loss: 0.0378 (0.0392) time: 3.3937 data: 0.0080 max mem: 33370 Epoch: [28] [ 150/1319] eta: 1:07:23 lr: 1.6773834691022944e-05 loss: 0.0331 (0.0393) time: 3.4117 data: 0.0079 max mem: 33370 Epoch: [28] [ 160/1319] eta: 1:06:43 lr: 1.6764204702620422e-05 loss: 0.0361 (0.0393) time: 3.4087 data: 0.0081 max mem: 33370 Epoch: [28] [ 170/1319] eta: 1:06:09 lr: 1.6754574099531206e-05 loss: 0.0357 (0.0392) time: 3.4220 data: 0.0083 max mem: 33370 Epoch: [28] [ 180/1319] eta: 1:05:32 lr: 1.6744942881323427e-05 loss: 0.0351 (0.0392) time: 3.4336 data: 0.0091 max mem: 33370 Epoch: [28] [ 190/1319] eta: 1:04:54 lr: 1.6735311047564646e-05 loss: 0.0351 (0.0396) time: 3.4007 data: 0.0093 max mem: 33370 Epoch: [28] [ 200/1319] eta: 1:04:21 lr: 1.6725678597821815e-05 loss: 0.0346 (0.0395) time: 3.4348 data: 0.0090 max mem: 33370 Epoch: [28] [ 210/1319] eta: 1:03:44 lr: 1.6716045531661334e-05 loss: 0.0346 (0.0394) time: 3.4434 data: 0.0091 max mem: 33370 Epoch: [28] [ 220/1319] eta: 1:03:09 lr: 1.6706411848649008e-05 loss: 0.0359 (0.0398) time: 3.4220 data: 0.0087 max mem: 33370 Epoch: [28] [ 230/1319] eta: 1:02:33 lr: 1.6696777548350058e-05 loss: 0.0355 (0.0396) time: 3.4245 data: 0.0086 max mem: 33370 Epoch: [28] [ 240/1319] eta: 1:01:58 lr: 1.668714263032912e-05 loss: 0.0343 (0.0397) time: 3.4230 data: 0.0086 max mem: 33370 Epoch: [28] [ 250/1319] eta: 1:01:21 lr: 1.6677507094150246e-05 loss: 0.0368 (0.0399) time: 3.4148 data: 0.0082 max mem: 33370 Epoch: [28] [ 260/1319] eta: 1:00:47 lr: 1.6667870939376894e-05 loss: 0.0375 (0.0399) time: 3.4232 data: 0.0083 max mem: 33370 Epoch: [28] [ 270/1319] eta: 1:00:12 lr: 1.6658234165571935e-05 loss: 0.0380 (0.0399) time: 3.4386 data: 0.0086 max mem: 33370 Epoch: [28] [ 280/1319] eta: 0:59:38 lr: 1.6648596772297652e-05 loss: 0.0389 (0.0398) time: 3.4441 data: 0.0090 max mem: 33370 Epoch: [28] [ 290/1319] eta: 0:59:03 lr: 1.6638958759115745e-05 loss: 0.0399 (0.0399) time: 3.4482 data: 0.0087 max mem: 33370 Epoch: [28] [ 300/1319] eta: 0:58:27 lr: 1.6629320125587307e-05 loss: 0.0324 (0.0398) time: 3.4077 data: 0.0087 max mem: 33370 Epoch: [28] [ 310/1319] eta: 0:57:53 lr: 1.6619680871272843e-05 loss: 0.0321 (0.0396) time: 3.4205 data: 0.0086 max mem: 33370 Epoch: [28] [ 320/1319] eta: 0:57:18 lr: 1.6610040995732262e-05 loss: 0.0351 (0.0398) time: 3.4529 data: 0.0084 max mem: 33370 Epoch: [28] [ 330/1319] eta: 0:56:43 lr: 1.6600400498524878e-05 loss: 0.0341 (0.0397) time: 3.4304 data: 0.0088 max mem: 33370 Epoch: [28] [ 340/1319] eta: 0:56:08 lr: 1.659075937920942e-05 loss: 0.0344 (0.0397) time: 3.4205 data: 0.0090 max mem: 33370 Epoch: [28] [ 350/1319] eta: 0:55:33 lr: 1.6581117637343994e-05 loss: 0.0359 (0.0398) time: 3.4209 data: 0.0089 max mem: 33370 Epoch: [28] [ 360/1319] eta: 0:54:59 lr: 1.657147527248612e-05 loss: 0.0324 (0.0397) time: 3.4228 data: 0.0088 max mem: 33370 Epoch: [28] [ 370/1319] eta: 0:54:24 lr: 1.6561832284192722e-05 loss: 0.0345 (0.0398) time: 3.4216 data: 0.0085 max mem: 33370 Epoch: [28] [ 380/1319] eta: 0:53:50 lr: 1.6552188672020112e-05 loss: 0.0352 (0.0397) time: 3.4386 data: 0.0084 max mem: 33370 Epoch: [28] [ 390/1319] eta: 0:53:15 lr: 1.654254443552401e-05 loss: 0.0309 (0.0396) time: 3.4509 data: 0.0083 max mem: 33370 Epoch: [28] [ 400/1319] eta: 0:52:40 lr: 1.6532899574259518e-05 loss: 0.0322 (0.0394) time: 3.4283 data: 0.0083 max mem: 33370 Epoch: [28] [ 410/1319] eta: 0:52:06 lr: 1.6523254087781154e-05 loss: 0.0352 (0.0395) time: 3.4200 data: 0.0085 max mem: 33370 Epoch: [28] [ 420/1319] eta: 0:51:31 lr: 1.651360797564279e-05 loss: 0.0379 (0.0396) time: 3.4148 data: 0.0090 max mem: 33370 Epoch: [28] [ 430/1319] eta: 0:50:56 lr: 1.6503961237397734e-05 loss: 0.0344 (0.0394) time: 3.4310 data: 0.0089 max mem: 33370 Epoch: [28] [ 440/1319] eta: 0:50:23 lr: 1.6494313872598656e-05 loss: 0.0320 (0.0393) time: 3.4643 data: 0.0084 max mem: 33370 Epoch: [28] [ 450/1319] eta: 0:49:49 lr: 1.6484665880797628e-05 loss: 0.0342 (0.0394) time: 3.4650 data: 0.0081 max mem: 33370 Epoch: [28] [ 460/1319] eta: 0:49:14 lr: 1.6475017261546112e-05 loss: 0.0327 (0.0393) time: 3.4371 data: 0.0083 max mem: 33370 Epoch: [28] [ 470/1319] eta: 0:48:39 lr: 1.6465368014394945e-05 loss: 0.0327 (0.0395) time: 3.4232 data: 0.0084 max mem: 33370 Epoch: [28] [ 480/1319] eta: 0:48:04 lr: 1.6455718138894353e-05 loss: 0.0337 (0.0394) time: 3.4199 data: 0.0080 max mem: 33370 Epoch: [28] [ 490/1319] eta: 0:47:29 lr: 1.6446067634593955e-05 loss: 0.0346 (0.0394) time: 3.4077 data: 0.0078 max mem: 33370 Epoch: [28] [ 500/1319] eta: 0:46:54 lr: 1.6436416501042754e-05 loss: 0.0375 (0.0393) time: 3.4006 data: 0.0082 max mem: 33370 Epoch: [28] [ 510/1319] eta: 0:46:19 lr: 1.6426764737789128e-05 loss: 0.0340 (0.0394) time: 3.3979 data: 0.0082 max mem: 33370 Epoch: [28] [ 520/1319] eta: 0:45:45 lr: 1.6417112344380827e-05 loss: 0.0347 (0.0395) time: 3.4099 data: 0.0079 max mem: 33370 Epoch: [28] [ 530/1319] eta: 0:45:10 lr: 1.6407459320365e-05 loss: 0.0401 (0.0395) time: 3.4208 data: 0.0083 max mem: 33370 Epoch: [28] [ 540/1319] eta: 0:44:36 lr: 1.6397805665288162e-05 loss: 0.0374 (0.0394) time: 3.4324 data: 0.0087 max mem: 33370 Epoch: [28] [ 550/1319] eta: 0:44:02 lr: 1.6388151378696212e-05 loss: 0.0334 (0.0393) time: 3.4408 data: 0.0085 max mem: 33370 Epoch: [28] [ 560/1319] eta: 0:43:27 lr: 1.6378496460134414e-05 loss: 0.0335 (0.0392) time: 3.4175 data: 0.0082 max mem: 33370 Epoch: [28] [ 570/1319] eta: 0:42:53 lr: 1.636884090914743e-05 loss: 0.0339 (0.0393) time: 3.4208 data: 0.0082 max mem: 33370 Epoch: [28] [ 580/1319] eta: 0:42:18 lr: 1.635918472527926e-05 loss: 0.0325 (0.0392) time: 3.4383 data: 0.0083 max mem: 33370 Epoch: [28] [ 590/1319] eta: 0:41:44 lr: 1.6349527908073296e-05 loss: 0.0316 (0.0391) time: 3.4252 data: 0.0085 max mem: 33370 Epoch: [28] [ 600/1319] eta: 0:41:09 lr: 1.6339870457072308e-05 loss: 0.0339 (0.0391) time: 3.4343 data: 0.0084 max mem: 33370 Epoch: [28] [ 610/1319] eta: 0:40:35 lr: 1.6330212371818425e-05 loss: 0.0344 (0.0391) time: 3.4224 data: 0.0084 max mem: 33370 Epoch: [28] [ 620/1319] eta: 0:40:00 lr: 1.632055365185315e-05 loss: 0.0350 (0.0392) time: 3.4181 data: 0.0086 max mem: 33370 Epoch: [28] [ 630/1319] eta: 0:39:26 lr: 1.6310894296717336e-05 loss: 0.0378 (0.0393) time: 3.4578 data: 0.0087 max mem: 33370 Epoch: [28] [ 640/1319] eta: 0:38:52 lr: 1.630123430595122e-05 loss: 0.0394 (0.0394) time: 3.4453 data: 0.0087 max mem: 33370 Epoch: [28] [ 650/1319] eta: 0:38:17 lr: 1.6291573679094406e-05 loss: 0.0394 (0.0395) time: 3.4226 data: 0.0082 max mem: 33370 Epoch: [28] [ 660/1319] eta: 0:37:43 lr: 1.6281912415685837e-05 loss: 0.0351 (0.0394) time: 3.4287 data: 0.0082 max mem: 33370 Epoch: [28] [ 670/1319] eta: 0:37:09 lr: 1.6272250515263847e-05 loss: 0.0347 (0.0395) time: 3.4554 data: 0.0084 max mem: 33370 Epoch: [28] [ 680/1319] eta: 0:36:35 lr: 1.626258797736611e-05 loss: 0.0366 (0.0395) time: 3.4706 data: 0.0085 max mem: 33370 Epoch: [28] [ 690/1319] eta: 0:36:00 lr: 1.6252924801529664e-05 loss: 0.0361 (0.0395) time: 3.4160 data: 0.0091 max mem: 33370 Epoch: [28] [ 700/1319] eta: 0:35:26 lr: 1.6243260987290905e-05 loss: 0.0354 (0.0395) time: 3.4071 data: 0.0090 max mem: 33370 Epoch: [28] [ 710/1319] eta: 0:34:51 lr: 1.6233596534185593e-05 loss: 0.0341 (0.0395) time: 3.4320 data: 0.0082 max mem: 33370 Epoch: [28] [ 720/1319] eta: 0:34:17 lr: 1.6223931441748828e-05 loss: 0.0341 (0.0395) time: 3.4102 data: 0.0082 max mem: 33370 Epoch: [28] [ 730/1319] eta: 0:33:42 lr: 1.6214265709515084e-05 loss: 0.0342 (0.0395) time: 3.4112 data: 0.0090 max mem: 33370 Epoch: [28] [ 740/1319] eta: 0:33:08 lr: 1.620459933701816e-05 loss: 0.0399 (0.0395) time: 3.4286 data: 0.0088 max mem: 33370 Epoch: [28] [ 750/1319] eta: 0:32:34 lr: 1.6194932323791233e-05 loss: 0.0399 (0.0395) time: 3.4570 data: 0.0080 max mem: 33370 Epoch: [28] [ 760/1319] eta: 0:31:59 lr: 1.6185264669366818e-05 loss: 0.0404 (0.0396) time: 3.4512 data: 0.0084 max mem: 33370 Epoch: [28] [ 770/1319] eta: 0:31:25 lr: 1.617559637327677e-05 loss: 0.0386 (0.0396) time: 3.4218 data: 0.0087 max mem: 33370 Epoch: [28] [ 780/1319] eta: 0:30:51 lr: 1.6165927435052318e-05 loss: 0.0367 (0.0395) time: 3.4321 data: 0.0085 max mem: 33370 Epoch: [28] [ 790/1319] eta: 0:30:16 lr: 1.6156257854223998e-05 loss: 0.0370 (0.0396) time: 3.4411 data: 0.0083 max mem: 33370 Epoch: [28] [ 800/1319] eta: 0:29:42 lr: 1.614658763032172e-05 loss: 0.0375 (0.0397) time: 3.4452 data: 0.0083 max mem: 33370 Epoch: [28] [ 810/1319] eta: 0:29:08 lr: 1.6136916762874727e-05 loss: 0.0376 (0.0397) time: 3.4281 data: 0.0087 max mem: 33370 Epoch: [28] [ 820/1319] eta: 0:28:33 lr: 1.6127245251411607e-05 loss: 0.0389 (0.0397) time: 3.4124 data: 0.0087 max mem: 33370 Epoch: [28] [ 830/1319] eta: 0:27:59 lr: 1.6117573095460284e-05 loss: 0.0435 (0.0398) time: 3.4421 data: 0.0085 max mem: 33370 Epoch: [28] [ 840/1319] eta: 0:27:25 lr: 1.610790029454803e-05 loss: 0.0409 (0.0398) time: 3.4401 data: 0.0082 max mem: 33370 Epoch: [28] [ 850/1319] eta: 0:26:50 lr: 1.609822684820143e-05 loss: 0.0404 (0.0399) time: 3.4191 data: 0.0083 max mem: 33370 Epoch: [28] [ 860/1319] eta: 0:26:16 lr: 1.608855275594644e-05 loss: 0.0384 (0.0400) time: 3.4269 data: 0.0087 max mem: 33370 Epoch: [28] [ 870/1319] eta: 0:25:41 lr: 1.6078878017308325e-05 loss: 0.0413 (0.0401) time: 3.4260 data: 0.0090 max mem: 33370 Epoch: [28] [ 880/1319] eta: 0:25:07 lr: 1.6069202631811695e-05 loss: 0.0413 (0.0401) time: 3.4311 data: 0.0088 max mem: 33370 Epoch: [28] [ 890/1319] eta: 0:24:33 lr: 1.6059526598980493e-05 loss: 0.0373 (0.0401) time: 3.4262 data: 0.0082 max mem: 33370 Epoch: [28] [ 900/1319] eta: 0:23:58 lr: 1.6049849918337977e-05 loss: 0.0383 (0.0401) time: 3.4169 data: 0.0082 max mem: 33370 Epoch: [28] [ 910/1319] eta: 0:23:24 lr: 1.6040172589406754e-05 loss: 0.0372 (0.0401) time: 3.4110 data: 0.0085 max mem: 33370 Epoch: [28] [ 920/1319] eta: 0:22:49 lr: 1.603049461170875e-05 loss: 0.0346 (0.0400) time: 3.4140 data: 0.0081 max mem: 33370 Epoch: [28] [ 930/1319] eta: 0:22:15 lr: 1.602081598476522e-05 loss: 0.0332 (0.0400) time: 3.4239 data: 0.0077 max mem: 33370 Epoch: [28] [ 940/1319] eta: 0:21:41 lr: 1.6011136708096744e-05 loss: 0.0371 (0.0401) time: 3.4195 data: 0.0083 max mem: 33370 Epoch: [28] [ 950/1319] eta: 0:21:06 lr: 1.6001456781223216e-05 loss: 0.0371 (0.0400) time: 3.4238 data: 0.0088 max mem: 33370 Epoch: [28] [ 960/1319] eta: 0:20:32 lr: 1.599177620366387e-05 loss: 0.0323 (0.0400) time: 3.4287 data: 0.0091 max mem: 33370 Epoch: [28] [ 970/1319] eta: 0:19:58 lr: 1.598209497493724e-05 loss: 0.0350 (0.0400) time: 3.4180 data: 0.0089 max mem: 33370 Epoch: [28] [ 980/1319] eta: 0:19:23 lr: 1.5972413094561205e-05 loss: 0.0366 (0.0400) time: 3.4170 data: 0.0082 max mem: 33370 Epoch: [28] [ 990/1319] eta: 0:18:49 lr: 1.5962730562052938e-05 loss: 0.0365 (0.0400) time: 3.4260 data: 0.0080 max mem: 33370 Epoch: [28] [1000/1319] eta: 0:18:14 lr: 1.5953047376928946e-05 loss: 0.0376 (0.0400) time: 3.4107 data: 0.0079 max mem: 33370 Epoch: [28] [1010/1319] eta: 0:17:40 lr: 1.5943363538705032e-05 loss: 0.0400 (0.0400) time: 3.4070 data: 0.0080 max mem: 33370 Epoch: [28] [1020/1319] eta: 0:17:06 lr: 1.5933679046896337e-05 loss: 0.0418 (0.0402) time: 3.4294 data: 0.0085 max mem: 33370 Epoch: [28] [1030/1319] eta: 0:16:31 lr: 1.592399390101729e-05 loss: 0.0340 (0.0402) time: 3.4461 data: 0.0085 max mem: 33370 Epoch: [28] [1040/1319] eta: 0:15:57 lr: 1.5914308100581652e-05 loss: 0.0336 (0.0402) time: 3.4518 data: 0.0080 max mem: 33370 Epoch: [28] [1050/1319] eta: 0:15:23 lr: 1.5904621645102482e-05 loss: 0.0369 (0.0403) time: 3.4503 data: 0.0085 max mem: 33370 Epoch: [28] [1060/1319] eta: 0:14:48 lr: 1.5894934534092145e-05 loss: 0.0368 (0.0402) time: 3.4246 data: 0.0085 max mem: 33370 Epoch: [28] [1070/1319] eta: 0:14:14 lr: 1.588524676706232e-05 loss: 0.0329 (0.0402) time: 3.4156 data: 0.0081 max mem: 33370 Epoch: [28] [1080/1319] eta: 0:13:40 lr: 1.5875558343523986e-05 loss: 0.0373 (0.0402) time: 3.4406 data: 0.0085 max mem: 33370 Epoch: [28] [1090/1319] eta: 0:13:06 lr: 1.5865869262987425e-05 loss: 0.0391 (0.0402) time: 3.4438 data: 0.0082 max mem: 33370 Epoch: [28] [1100/1319] eta: 0:12:31 lr: 1.5856179524962237e-05 loss: 0.0399 (0.0402) time: 3.4315 data: 0.0079 max mem: 33370 Epoch: [28] [1110/1319] eta: 0:11:57 lr: 1.5846489128957288e-05 loss: 0.0390 (0.0402) time: 3.4230 data: 0.0084 max mem: 33370 Epoch: [28] [1120/1319] eta: 0:11:23 lr: 1.5836798074480774e-05 loss: 0.0373 (0.0402) time: 3.4368 data: 0.0090 max mem: 33370 Epoch: [28] [1130/1319] eta: 0:10:48 lr: 1.582710636104018e-05 loss: 0.0376 (0.0403) time: 3.4329 data: 0.0092 max mem: 33370 Epoch: [28] [1140/1319] eta: 0:10:14 lr: 1.5817413988142284e-05 loss: 0.0376 (0.0403) time: 3.4008 data: 0.0090 max mem: 33370 Epoch: [28] [1150/1319] eta: 0:09:39 lr: 1.5807720955293166e-05 loss: 0.0412 (0.0403) time: 3.3950 data: 0.0087 max mem: 33370 Epoch: [28] [1160/1319] eta: 0:09:05 lr: 1.579802726199819e-05 loss: 0.0345 (0.0403) time: 3.4347 data: 0.0089 max mem: 33370 Epoch: [28] [1170/1319] eta: 0:08:31 lr: 1.5788332907762015e-05 loss: 0.0338 (0.0402) time: 3.4633 data: 0.0087 max mem: 33370 Epoch: [28] [1180/1319] eta: 0:07:57 lr: 1.577863789208859e-05 loss: 0.0368 (0.0403) time: 3.4461 data: 0.0092 max mem: 33370 Epoch: [28] [1190/1319] eta: 0:07:22 lr: 1.576894221448116e-05 loss: 0.0361 (0.0403) time: 3.4396 data: 0.0094 max mem: 33370 Epoch: [28] [1200/1319] eta: 0:06:48 lr: 1.5759245874442245e-05 loss: 0.0308 (0.0402) time: 3.4180 data: 0.0090 max mem: 33370 Epoch: [28] [1210/1319] eta: 0:06:14 lr: 1.5749548871473663e-05 loss: 0.0334 (0.0403) time: 3.3968 data: 0.0093 max mem: 33370 Epoch: [28] [1220/1319] eta: 0:05:39 lr: 1.57398512050765e-05 loss: 0.0410 (0.0403) time: 3.4116 data: 0.0090 max mem: 33370 Epoch: [28] [1230/1319] eta: 0:05:05 lr: 1.5730152874751144e-05 loss: 0.0396 (0.0402) time: 3.4460 data: 0.0086 max mem: 33370 Epoch: [28] [1240/1319] eta: 0:04:31 lr: 1.572045387999725e-05 loss: 0.0385 (0.0402) time: 3.4471 data: 0.0091 max mem: 33370 Epoch: [28] [1250/1319] eta: 0:03:56 lr: 1.5710754220313764e-05 loss: 0.0373 (0.0402) time: 3.4351 data: 0.0092 max mem: 33370 Epoch: [28] [1260/1319] eta: 0:03:22 lr: 1.5701053895198906e-05 loss: 0.0371 (0.0402) time: 3.4521 data: 0.0089 max mem: 33370 Epoch: [28] [1270/1319] eta: 0:02:48 lr: 1.5691352904150157e-05 loss: 0.0360 (0.0402) time: 3.4560 data: 0.0091 max mem: 33370 Epoch: [28] [1280/1319] eta: 0:02:13 lr: 1.5681651246664294e-05 loss: 0.0334 (0.0401) time: 3.4357 data: 0.0090 max mem: 33370 Epoch: [28] [1290/1319] eta: 0:01:39 lr: 1.5671948922237363e-05 loss: 0.0352 (0.0401) time: 3.4349 data: 0.0083 max mem: 33370 Epoch: [28] [1300/1319] eta: 0:01:05 lr: 1.5662245930364672e-05 loss: 0.0377 (0.0401) time: 3.4383 data: 0.0083 max mem: 33370 Epoch: [28] [1310/1319] eta: 0:00:30 lr: 1.5652542270540813e-05 loss: 0.0345 (0.0401) time: 3.4066 data: 0.0081 max mem: 33370 Epoch: [28] Total time: 1:15:27 /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( Test: [ 0/2573] eta: 2:14:43 time: 3.1418 data: 3.0522 max mem: 33370 Test: [ 100/2573] eta: 0:04:28 time: 0.0777 data: 0.0015 max mem: 33370 Test: [ 200/2573] eta: 0:03:44 time: 0.0793 data: 0.0014 max mem: 33370 Test: [ 300/2573] eta: 0:03:22 time: 0.0809 data: 0.0014 max mem: 33370 Test: [ 400/2573] eta: 0:03:08 time: 0.0817 data: 0.0015 max mem: 33370 Test: [ 500/2573] eta: 0:02:57 time: 0.0799 data: 0.0014 max mem: 33370 Test: [ 600/2573] eta: 0:02:47 time: 0.0800 data: 0.0015 max mem: 33370 Test: [ 700/2573] eta: 0:02:38 time: 0.0813 data: 0.0017 max mem: 33370 Test: [ 800/2573] eta: 0:02:29 time: 0.0834 data: 0.0014 max mem: 33370 Test: [ 900/2573] eta: 0:02:20 time: 0.0808 data: 0.0015 max mem: 33370 Test: [1000/2573] eta: 0:02:11 time: 0.0815 data: 0.0015 max mem: 33370 Test: [1100/2573] eta: 0:02:02 time: 0.0815 data: 0.0016 max mem: 33370 Test: [1200/2573] eta: 0:01:54 time: 0.0811 data: 0.0014 max mem: 33370 Test: [1300/2573] eta: 0:01:45 time: 0.0811 data: 0.0014 max mem: 33370 Test: [1400/2573] eta: 0:01:37 time: 0.0794 data: 0.0015 max mem: 33370 Test: [1500/2573] eta: 0:01:28 time: 0.0815 data: 0.0015 max mem: 33370 Test: [1600/2573] eta: 0:01:20 time: 0.0844 data: 0.0014 max mem: 33370 Test: [1700/2573] eta: 0:01:12 time: 0.0816 data: 0.0015 max mem: 33370 Test: [1800/2573] eta: 0:01:03 time: 0.0831 data: 0.0014 max mem: 33370 Test: [1900/2573] eta: 0:00:55 time: 0.0803 data: 0.0014 max mem: 33370 Test: [2000/2573] eta: 0:00:47 time: 0.0810 data: 0.0015 max mem: 33370 Test: [2100/2573] eta: 0:00:38 time: 0.0838 data: 0.0015 max mem: 33370 Test: [2200/2573] eta: 0:00:30 time: 0.0822 data: 0.0014 max mem: 33370 Test: [2300/2573] eta: 0:00:22 time: 0.0833 data: 0.0015 max mem: 33370 Test: [2400/2573] eta: 0:00:14 time: 0.0785 data: 0.0015 max mem: 33370 Test: [2500/2573] eta: 0:00:05 time: 0.0813 data: 0.0015 max mem: 33370 /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( Test: Total time: 0:03:32 Final results: Mean IoU is 64.28 precision@0.5 = 72.04 precision@0.6 = 66.81 precision@0.7 = 60.25 precision@0.8 = 49.37 precision@0.9 = 24.69 overall IoU = 61.47 Average object IoU 64.28420505337176 Overall IoU 61.47380065917969 /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( Epoch: [29] [ 0/1319] eta: 2:53:51 lr: 1.5643808405182777e-05 loss: 0.0188 (0.0188) time: 7.9089 data: 2.3591 max mem: 33370 Epoch: [29] [ 10/1319] eta: 1:23:26 lr: 1.563410347485666e-05 loss: 0.0379 (0.0411) time: 3.8247 data: 0.2224 max mem: 33370 Epoch: [29] [ 20/1319] eta: 1:18:47 lr: 1.5624397875109532e-05 loss: 0.0425 (0.0417) time: 3.4259 data: 0.0083 max mem: 33370 Epoch: [29] [ 30/1319] eta: 1:16:57 lr: 1.5614691605433113e-05 loss: 0.0384 (0.0413) time: 3.4490 data: 0.0082 max mem: 33370 Epoch: [29] [ 40/1319] eta: 1:15:26 lr: 1.5604984665318397e-05 loss: 0.0356 (0.0395) time: 3.4334 data: 0.0083 max mem: 33370 Epoch: [29] [ 50/1319] eta: 1:14:19 lr: 1.5595277054255625e-05 loss: 0.0356 (0.0403) time: 3.4080 data: 0.0084 max mem: 33370 Epoch: [29] [ 60/1319] eta: 1:13:16 lr: 1.558556877173431e-05 loss: 0.0354 (0.0396) time: 3.3971 data: 0.0085 max mem: 33370 Epoch: [29] [ 70/1319] eta: 1:12:21 lr: 1.557585981724323e-05 loss: 0.0352 (0.0397) time: 3.3783 data: 0.0084 max mem: 33370 Epoch: [29] [ 80/1319] eta: 1:11:40 lr: 1.5566150190270393e-05 loss: 0.0352 (0.0392) time: 3.4041 data: 0.0084 max mem: 33370 Epoch: [29] [ 90/1319] eta: 1:10:59 lr: 1.5556439890303075e-05 loss: 0.0332 (0.0394) time: 3.4322 data: 0.0086 max mem: 33370 Epoch: [29] [ 100/1319] eta: 1:10:16 lr: 1.554672891682782e-05 loss: 0.0341 (0.0389) time: 3.4137 data: 0.0084 max mem: 33370 Epoch: [29] [ 110/1319] eta: 1:09:41 lr: 1.55370172693304e-05 loss: 0.0342 (0.0387) time: 3.4263 data: 0.0084 max mem: 33370 Epoch: [29] [ 120/1319] eta: 1:09:03 lr: 1.552730494729585e-05 loss: 0.0343 (0.0390) time: 3.4401 data: 0.0086 max mem: 33370 Epoch: [29] [ 130/1319] eta: 1:08:25 lr: 1.551759195020846e-05 loss: 0.0354 (0.0391) time: 3.4201 data: 0.0093 max mem: 33370 Epoch: [29] [ 140/1319] eta: 1:07:48 lr: 1.5507878277551742e-05 loss: 0.0379 (0.0397) time: 3.4197 data: 0.0096 max mem: 33370 Epoch: [29] [ 150/1319] eta: 1:07:07 lr: 1.5498163928808475e-05 loss: 0.0347 (0.0396) time: 3.3964 data: 0.0084 max mem: 33370 Epoch: [29] [ 160/1319] eta: 1:06:32 lr: 1.548844890346068e-05 loss: 0.0305 (0.0394) time: 3.4002 data: 0.0080 max mem: 33370 Epoch: [29] [ 170/1319] eta: 1:05:58 lr: 1.547873320098961e-05 loss: 0.0330 (0.0390) time: 3.4405 data: 0.0082 max mem: 33370 Epoch: [29] [ 180/1319] eta: 1:05:23 lr: 1.546901682087577e-05 loss: 0.0350 (0.0393) time: 3.4443 data: 0.0084 max mem: 33370 Epoch: [29] [ 190/1319] eta: 1:04:47 lr: 1.5459299762598884e-05 loss: 0.0376 (0.0390) time: 3.4271 data: 0.0083 max mem: 33370 Epoch: [29] [ 200/1319] eta: 1:04:12 lr: 1.5449582025637935e-05 loss: 0.0328 (0.0397) time: 3.4295 data: 0.0085 max mem: 33370 Epoch: [29] [ 210/1319] eta: 1:03:38 lr: 1.543986360947113e-05 loss: 0.0335 (0.0396) time: 3.4473 data: 0.0087 max mem: 33370 Epoch: [29] [ 220/1319] eta: 1:03:06 lr: 1.543014451357591e-05 loss: 0.0366 (0.0397) time: 3.4698 data: 0.0083 max mem: 33370 Epoch: [29] [ 230/1319] eta: 1:02:31 lr: 1.5420424737428955e-05 loss: 0.0365 (0.0397) time: 3.4610 data: 0.0078 max mem: 33370 Epoch: [29] [ 240/1319] eta: 1:01:56 lr: 1.541070428050616e-05 loss: 0.0370 (0.0398) time: 3.4355 data: 0.0078 max mem: 33370 Epoch: [29] [ 250/1319] eta: 1:01:22 lr: 1.5400983142282667e-05 loss: 0.0382 (0.0398) time: 3.4419 data: 0.0082 max mem: 33370 Epoch: [29] [ 260/1319] eta: 1:00:44 lr: 1.539126132223283e-05 loss: 0.0391 (0.0399) time: 3.4028 data: 0.0085 max mem: 33370 Epoch: [29] [ 270/1319] eta: 1:00:08 lr: 1.538153881983024e-05 loss: 0.0411 (0.0399) time: 3.3832 data: 0.0085 max mem: 33370 Epoch: [29] [ 280/1319] eta: 0:59:34 lr: 1.53718156345477e-05 loss: 0.0390 (0.0400) time: 3.4223 data: 0.0087 max mem: 33370 Epoch: [29] [ 290/1319] eta: 0:58:59 lr: 1.5362091765857252e-05 loss: 0.0310 (0.0400) time: 3.4309 data: 0.0084 max mem: 33370 Epoch: [29] [ 300/1319] eta: 0:58:26 lr: 1.5352367213230138e-05 loss: 0.0379 (0.0403) time: 3.4493 data: 0.0082 max mem: 33370 Epoch: [29] [ 310/1319] eta: 0:57:51 lr: 1.5342641976136825e-05 loss: 0.0347 (0.0401) time: 3.4514 data: 0.0082 max mem: 33370 Epoch: [29] [ 320/1319] eta: 0:57:15 lr: 1.5332916054047e-05 loss: 0.0333 (0.0407) time: 3.4163 data: 0.0082 max mem: 33370 Epoch: [29] [ 330/1319] eta: 0:56:41 lr: 1.532318944642957e-05 loss: 0.0338 (0.0404) time: 3.4195 data: 0.0086 max mem: 33370 Epoch: [29] [ 340/1319] eta: 0:56:08 lr: 1.5313462152752656e-05 loss: 0.0327 (0.0403) time: 3.4569 data: 0.0087 max mem: 33370 Epoch: [29] [ 350/1319] eta: 0:55:34 lr: 1.5303734172483566e-05 loss: 0.0360 (0.0403) time: 3.4712 data: 0.0085 max mem: 33370 Epoch: [29] [ 360/1319] eta: 0:54:58 lr: 1.529400550508885e-05 loss: 0.0354 (0.0401) time: 3.4350 data: 0.0084 max mem: 33370 Epoch: [29] [ 370/1319] eta: 0:54:23 lr: 1.528427615003424e-05 loss: 0.0336 (0.0401) time: 3.4079 data: 0.0089 max mem: 33370 Epoch: [29] [ 380/1319] eta: 0:53:48 lr: 1.5274546106784702e-05 loss: 0.0333 (0.0402) time: 3.4064 data: 0.0090 max mem: 33370 Epoch: [29] [ 390/1319] eta: 0:53:14 lr: 1.526481537480438e-05 loss: 0.0323 (0.0400) time: 3.4216 data: 0.0086 max mem: 33370 Epoch: [29] [ 400/1319] eta: 0:52:39 lr: 1.525508395355664e-05 loss: 0.0338 (0.0400) time: 3.4245 data: 0.0084 max mem: 33370 Epoch: [29] [ 410/1319] eta: 0:52:04 lr: 1.5245351842504036e-05 loss: 0.0345 (0.0399) time: 3.4110 data: 0.0084 max mem: 33370 Epoch: [29] [ 420/1319] eta: 0:51:30 lr: 1.5235619041108326e-05 loss: 0.0333 (0.0399) time: 3.4465 data: 0.0091 max mem: 33370 Epoch: [29] [ 430/1319] eta: 0:50:54 lr: 1.5225885548830468e-05 loss: 0.0333 (0.0401) time: 3.4161 data: 0.0090 max mem: 33370 Epoch: [29] [ 440/1319] eta: 0:50:20 lr: 1.5216151365130616e-05 loss: 0.0313 (0.0399) time: 3.3895 data: 0.0085 max mem: 33370 Epoch: [29] [ 450/1319] eta: 0:49:44 lr: 1.520641648946812e-05 loss: 0.0348 (0.0400) time: 3.4089 data: 0.0084 max mem: 33370 Epoch: [29] [ 460/1319] eta: 0:49:09 lr: 1.519668092130151e-05 loss: 0.0391 (0.0399) time: 3.3860 data: 0.0086 max mem: 33370 Epoch: [29] [ 470/1319] eta: 0:48:34 lr: 1.5186944660088521e-05 loss: 0.0363 (0.0399) time: 3.3919 data: 0.0091 max mem: 33370 Epoch: [29] [ 480/1319] eta: 0:48:00 lr: 1.5177207705286068e-05 loss: 0.0354 (0.0398) time: 3.4149 data: 0.0088 max mem: 33370 Epoch: [29] [ 490/1319] eta: 0:47:25 lr: 1.5167470056350257e-05 loss: 0.0315 (0.0397) time: 3.4220 data: 0.0085 max mem: 33370 Epoch: [29] [ 500/1319] eta: 0:46:51 lr: 1.5157731712736389e-05 loss: 0.0383 (0.0397) time: 3.4319 data: 0.0087 max mem: 33370 Epoch: [29] [ 510/1319] eta: 0:46:18 lr: 1.514799267389892e-05 loss: 0.0383 (0.0397) time: 3.4684 data: 0.0085 max mem: 33370 Epoch: [29] [ 520/1319] eta: 0:45:43 lr: 1.5138252939291514e-05 loss: 0.0312 (0.0396) time: 3.4484 data: 0.0085 max mem: 33370 Epoch: [29] [ 530/1319] eta: 0:45:08 lr: 1.5128512508367005e-05 loss: 0.0298 (0.0395) time: 3.4040 data: 0.0085 max mem: 33370 Epoch: [29] [ 540/1319] eta: 0:44:34 lr: 1.5118771380577405e-05 loss: 0.0308 (0.0394) time: 3.4129 data: 0.0084 max mem: 33370 Epoch: [29] [ 550/1319] eta: 0:43:59 lr: 1.5109029555373904e-05 loss: 0.0354 (0.0394) time: 3.4167 data: 0.0084 max mem: 33370 Epoch: [29] [ 560/1319] eta: 0:43:25 lr: 1.5099287032206873e-05 loss: 0.0354 (0.0393) time: 3.4287 data: 0.0085 max mem: 33370 Epoch: [29] [ 570/1319] eta: 0:42:50 lr: 1.5089543810525833e-05 loss: 0.0345 (0.0393) time: 3.4390 data: 0.0088 max mem: 33370 Epoch: [29] [ 580/1319] eta: 0:42:16 lr: 1.50797998897795e-05 loss: 0.0341 (0.0394) time: 3.4113 data: 0.0093 max mem: 33370 Epoch: [29] [ 590/1319] eta: 0:41:41 lr: 1.5070055269415744e-05 loss: 0.0383 (0.0396) time: 3.4049 data: 0.0091 max mem: 33370 Epoch: [29] [ 600/1319] eta: 0:41:07 lr: 1.5060309948881612e-05 loss: 0.0354 (0.0396) time: 3.4207 data: 0.0085 max mem: 33370 Epoch: [29] [ 610/1319] eta: 0:40:32 lr: 1.5050563927623313e-05 loss: 0.0354 (0.0396) time: 3.4262 data: 0.0083 max mem: 33370 Epoch: [29] [ 620/1319] eta: 0:39:58 lr: 1.5040817205086207e-05 loss: 0.0367 (0.0395) time: 3.4476 data: 0.0091 max mem: 33370 Epoch: [29] [ 630/1319] eta: 0:39:25 lr: 1.5031069780714832e-05 loss: 0.0367 (0.0395) time: 3.5042 data: 0.0098 max mem: 33370 Epoch: [29] [ 640/1319] eta: 0:38:51 lr: 1.502132165395288e-05 loss: 0.0382 (0.0396) time: 3.5002 data: 0.0094 max mem: 33370 Epoch: [29] [ 650/1319] eta: 0:38:17 lr: 1.5011572824243194e-05 loss: 0.0382 (0.0395) time: 3.4492 data: 0.0094 max mem: 33370 Epoch: [29] [ 660/1319] eta: 0:37:42 lr: 1.5001823291027792e-05 loss: 0.0353 (0.0395) time: 3.4220 data: 0.0092 max mem: 33370 Epoch: [29] [ 670/1319] eta: 0:37:08 lr: 1.4992073053747816e-05 loss: 0.0356 (0.0395) time: 3.4257 data: 0.0084 max mem: 33370 Epoch: [29] [ 680/1319] eta: 0:36:34 lr: 1.498232211184358e-05 loss: 0.0359 (0.0395) time: 3.4405 data: 0.0084 max mem: 33370 Epoch: [29] [ 690/1319] eta: 0:35:59 lr: 1.4972570464754548e-05 loss: 0.0385 (0.0395) time: 3.4379 data: 0.0083 max mem: 33370 Epoch: [29] [ 700/1319] eta: 0:35:25 lr: 1.4962818111919327e-05 loss: 0.0363 (0.0396) time: 3.4368 data: 0.0084 max mem: 33370 Epoch: [29] [ 710/1319] eta: 0:34:51 lr: 1.4953065052775669e-05 loss: 0.0339 (0.0395) time: 3.4214 data: 0.0085 max mem: 33370 Epoch: [29] [ 720/1319] eta: 0:34:16 lr: 1.494331128676048e-05 loss: 0.0343 (0.0395) time: 3.3935 data: 0.0085 max mem: 33370 Epoch: [29] [ 730/1319] eta: 0:33:42 lr: 1.4933556813309787e-05 loss: 0.0353 (0.0395) time: 3.4134 data: 0.0084 max mem: 33370 Epoch: [29] [ 740/1319] eta: 0:33:07 lr: 1.4923801631858781e-05 loss: 0.0372 (0.0396) time: 3.4377 data: 0.0088 max mem: 33370 Epoch: [29] [ 750/1319] eta: 0:32:33 lr: 1.4914045741841778e-05 loss: 0.0419 (0.0396) time: 3.4190 data: 0.0089 max mem: 33370 Epoch: [29] [ 760/1319] eta: 0:31:58 lr: 1.4904289142692235e-05 loss: 0.0413 (0.0396) time: 3.3994 data: 0.0082 max mem: 33370 Epoch: [29] [ 770/1319] eta: 0:31:24 lr: 1.4894531833842748e-05 loss: 0.0378 (0.0396) time: 3.4262 data: 0.0082 max mem: 33370 Epoch: [29] [ 780/1319] eta: 0:30:50 lr: 1.4884773814725032e-05 loss: 0.0318 (0.0395) time: 3.4643 data: 0.0086 max mem: 33370 Epoch: [29] [ 790/1319] eta: 0:30:16 lr: 1.4875015084769944e-05 loss: 0.0319 (0.0396) time: 3.4596 data: 0.0086 max mem: 33370 Epoch: [29] [ 800/1319] eta: 0:29:41 lr: 1.4865255643407467e-05 loss: 0.0362 (0.0396) time: 3.4326 data: 0.0086 max mem: 33370 Epoch: [29] [ 810/1319] eta: 0:29:07 lr: 1.4855495490066707e-05 loss: 0.0354 (0.0396) time: 3.4401 data: 0.0091 max mem: 33370 Epoch: [29] [ 820/1319] eta: 0:28:33 lr: 1.4845734624175911e-05 loss: 0.0322 (0.0395) time: 3.4611 data: 0.0087 max mem: 33370 Epoch: [29] [ 830/1319] eta: 0:27:59 lr: 1.4835973045162419e-05 loss: 0.0372 (0.0396) time: 3.4435 data: 0.0080 max mem: 33370 Epoch: [29] [ 840/1319] eta: 0:27:24 lr: 1.4826210752452718e-05 loss: 0.0381 (0.0396) time: 3.4389 data: 0.0081 max mem: 33370 Epoch: [29] [ 850/1319] eta: 0:26:50 lr: 1.48164477454724e-05 loss: 0.0359 (0.0396) time: 3.4376 data: 0.0080 max mem: 33370 Epoch: [29] [ 860/1319] eta: 0:26:16 lr: 1.4806684023646183e-05 loss: 0.0369 (0.0396) time: 3.4412 data: 0.0082 max mem: 33370 Epoch: [29] [ 870/1319] eta: 0:25:41 lr: 1.4796919586397895e-05 loss: 0.0378 (0.0396) time: 3.4395 data: 0.0083 max mem: 33370 Epoch: [29] [ 880/1319] eta: 0:25:07 lr: 1.4787154433150476e-05 loss: 0.0359 (0.0396) time: 3.4347 data: 0.0080 max mem: 33370 Epoch: [29] [ 890/1319] eta: 0:24:33 lr: 1.4777388563325976e-05 loss: 0.0322 (0.0396) time: 3.4338 data: 0.0081 max mem: 33370 Epoch: [29] [ 900/1319] eta: 0:23:58 lr: 1.4767621976345552e-05 loss: 0.0342 (0.0395) time: 3.4229 data: 0.0081 max mem: 33370 Epoch: [29] [ 910/1319] eta: 0:23:24 lr: 1.4757854671629475e-05 loss: 0.0355 (0.0395) time: 3.4199 data: 0.0081 max mem: 33370 Epoch: [29] [ 920/1319] eta: 0:22:49 lr: 1.4748086648597121e-05 loss: 0.0355 (0.0395) time: 3.4020 data: 0.0087 max mem: 33370 Epoch: [29] [ 930/1319] eta: 0:22:15 lr: 1.4738317906666963e-05 loss: 0.0354 (0.0395) time: 3.3674 data: 0.0090 max mem: 33370 Epoch: [29] [ 940/1319] eta: 0:21:40 lr: 1.4728548445256565e-05 loss: 0.0354 (0.0395) time: 3.3558 data: 0.0085 max mem: 33370 Epoch: [29] [ 950/1319] eta: 0:21:06 lr: 1.471877826378261e-05 loss: 0.0341 (0.0395) time: 3.3946 data: 0.0082 max mem: 33370 Epoch: [29] [ 960/1319] eta: 0:20:31 lr: 1.4709007361660864e-05 loss: 0.0341 (0.0396) time: 3.4288 data: 0.0082 max mem: 33370 Epoch: [29] [ 970/1319] eta: 0:19:57 lr: 1.4699235738306196e-05 loss: 0.0369 (0.0395) time: 3.4270 data: 0.0082 max mem: 33370 Epoch: [29] [ 980/1319] eta: 0:19:23 lr: 1.4689463393132561e-05 loss: 0.0308 (0.0395) time: 3.4497 data: 0.0081 max mem: 33370 Epoch: [29] [ 990/1319] eta: 0:18:49 lr: 1.4679690325553006e-05 loss: 0.0281 (0.0395) time: 3.4639 data: 0.0081 max mem: 33370 Epoch: [29] [1000/1319] eta: 0:18:14 lr: 1.466991653497966e-05 loss: 0.0338 (0.0395) time: 3.4370 data: 0.0080 max mem: 33370 Epoch: [29] [1010/1319] eta: 0:17:40 lr: 1.466014202082375e-05 loss: 0.0328 (0.0395) time: 3.4252 data: 0.0081 max mem: 33370 Epoch: [29] [1020/1319] eta: 0:17:06 lr: 1.4650366782495577e-05 loss: 0.0308 (0.0395) time: 3.4237 data: 0.0084 max mem: 33370 Epoch: [29] [1030/1319] eta: 0:16:31 lr: 1.4640590819404531e-05 loss: 0.0326 (0.0394) time: 3.4287 data: 0.0083 max mem: 33370 Epoch: [29] [1040/1319] eta: 0:15:57 lr: 1.4630814130959084e-05 loss: 0.0354 (0.0394) time: 3.4288 data: 0.0081 max mem: 33370 Epoch: [29] [1050/1319] eta: 0:15:23 lr: 1.4621036716566766e-05 loss: 0.0364 (0.0394) time: 3.4189 data: 0.0080 max mem: 33370 Epoch: [29] [1060/1319] eta: 0:14:48 lr: 1.4611258575634206e-05 loss: 0.0387 (0.0395) time: 3.4210 data: 0.0081 max mem: 33370 Epoch: [29] [1070/1319] eta: 0:14:14 lr: 1.4601479707567092e-05 loss: 0.0377 (0.0395) time: 3.4410 data: 0.0080 max mem: 33370 Epoch: [29] [1080/1319] eta: 0:13:40 lr: 1.4591700111770195e-05 loss: 0.0346 (0.0395) time: 3.4472 data: 0.0080 max mem: 33370 Epoch: [29] [1090/1319] eta: 0:13:05 lr: 1.4581919787647347e-05 loss: 0.0362 (0.0395) time: 3.4267 data: 0.0084 max mem: 33370 Epoch: [29] [1100/1319] eta: 0:12:31 lr: 1.4572138734601442e-05 loss: 0.0324 (0.0394) time: 3.4420 data: 0.0084 max mem: 33370 Epoch: [29] [1110/1319] eta: 0:11:57 lr: 1.4562356952034447e-05 loss: 0.0336 (0.0395) time: 3.4114 data: 0.0083 max mem: 33370 Epoch: [29] [1120/1319] eta: 0:11:22 lr: 1.4552574439347391e-05 loss: 0.0356 (0.0394) time: 3.3911 data: 0.0081 max mem: 33370 Epoch: [29] [1130/1319] eta: 0:10:48 lr: 1.4542791195940364e-05 loss: 0.0356 (0.0395) time: 3.4264 data: 0.0081 max mem: 33370 Epoch: [29] [1140/1319] eta: 0:10:14 lr: 1.453300722121251e-05 loss: 0.0369 (0.0395) time: 3.4525 data: 0.0084 max mem: 33370 Epoch: [29] [1150/1319] eta: 0:09:39 lr: 1.4523222514562035e-05 loss: 0.0320 (0.0394) time: 3.4608 data: 0.0081 max mem: 33370 Epoch: [29] [1160/1319] eta: 0:09:05 lr: 1.4513437075386188e-05 loss: 0.0273 (0.0394) time: 3.4689 data: 0.0081 max mem: 33370 Epoch: [29] [1170/1319] eta: 0:08:31 lr: 1.4503650903081281e-05 loss: 0.0345 (0.0394) time: 3.4393 data: 0.0083 max mem: 33370 Epoch: [29] [1180/1319] eta: 0:07:57 lr: 1.449386399704267e-05 loss: 0.0348 (0.0394) time: 3.4409 data: 0.0083 max mem: 33370 Epoch: [29] [1190/1319] eta: 0:07:22 lr: 1.4484076356664761e-05 loss: 0.0324 (0.0394) time: 3.4332 data: 0.0081 max mem: 33370 Epoch: [29] [1200/1319] eta: 0:06:48 lr: 1.447428798134101e-05 loss: 0.0348 (0.0393) time: 3.3813 data: 0.0081 max mem: 33370 Epoch: [29] [1210/1319] eta: 0:06:14 lr: 1.4464498870463896e-05 loss: 0.0342 (0.0393) time: 3.4263 data: 0.0085 max mem: 33370 Epoch: [29] [1220/1319] eta: 0:05:39 lr: 1.4454709023424959e-05 loss: 0.0309 (0.0393) time: 3.4291 data: 0.0086 max mem: 33370 Epoch: [29] [1230/1319] eta: 0:05:05 lr: 1.444491843961477e-05 loss: 0.0369 (0.0393) time: 3.4133 data: 0.0082 max mem: 33370 Epoch: [29] [1240/1319] eta: 0:04:31 lr: 1.4435127118422938e-05 loss: 0.0381 (0.0393) time: 3.4092 data: 0.0087 max mem: 33370 Epoch: [29] [1250/1319] eta: 0:03:56 lr: 1.442533505923811e-05 loss: 0.0399 (0.0393) time: 3.3998 data: 0.0096 max mem: 33370 Epoch: [29] [1260/1319] eta: 0:03:22 lr: 1.4415542261447945e-05 loss: 0.0398 (0.0393) time: 3.4174 data: 0.0092 max mem: 33370 Epoch: [29] [1270/1319] eta: 0:02:48 lr: 1.4405748724439155e-05 loss: 0.0355 (0.0394) time: 3.4239 data: 0.0086 max mem: 33370 Epoch: [29] [1280/1319] eta: 0:02:13 lr: 1.4395954447597464e-05 loss: 0.0346 (0.0394) time: 3.4145 data: 0.0087 max mem: 33370 Epoch: [29] [1290/1319] eta: 0:01:39 lr: 1.4386159430307632e-05 loss: 0.0348 (0.0395) time: 3.3734 data: 0.0086 max mem: 33370 Epoch: [29] [1300/1319] eta: 0:01:05 lr: 1.4376363671953435e-05 loss: 0.0354 (0.0395) time: 3.3770 data: 0.0087 max mem: 33370 Epoch: [29] [1310/1319] eta: 0:00:30 lr: 1.4366567171917672e-05 loss: 0.0337 (0.0395) time: 3.4148 data: 0.0088 max mem: 33370 Epoch: [29] Total time: 1:15:24 /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( Test: [ 0/2573] eta: 2:22:25 time: 3.3213 data: 3.2254 max mem: 33370 Test: [ 100/2573] eta: 0:04:32 time: 0.0782 data: 0.0015 max mem: 33370 Test: [ 200/2573] eta: 0:03:46 time: 0.0807 data: 0.0014 max mem: 33370 Test: [ 300/2573] eta: 0:03:24 time: 0.0826 data: 0.0014 max mem: 33370 Test: [ 400/2573] eta: 0:03:10 time: 0.0829 data: 0.0015 max mem: 33370 Test: [ 500/2573] eta: 0:02:59 time: 0.0807 data: 0.0014 max mem: 33370 Test: [ 600/2573] eta: 0:02:48 time: 0.0803 data: 0.0014 max mem: 33370 Test: [ 700/2573] eta: 0:02:39 time: 0.0817 data: 0.0015 max mem: 33370 Test: [ 800/2573] eta: 0:02:30 time: 0.0836 data: 0.0014 max mem: 33370 Test: [ 900/2573] eta: 0:02:21 time: 0.0813 data: 0.0016 max mem: 33370 Test: [1000/2573] eta: 0:02:12 time: 0.0800 data: 0.0014 max mem: 33370 Test: [1100/2573] eta: 0:02:03 time: 0.0800 data: 0.0014 max mem: 33370 Test: [1200/2573] eta: 0:01:54 time: 0.0818 data: 0.0015 max mem: 33370 Test: [1300/2573] eta: 0:01:46 time: 0.0800 data: 0.0014 max mem: 33370 Test: [1400/2573] eta: 0:01:37 time: 0.0796 data: 0.0015 max mem: 33370 Test: [1500/2573] eta: 0:01:29 time: 0.0816 data: 0.0015 max mem: 33370 Test: [1600/2573] eta: 0:01:20 time: 0.0843 data: 0.0014 max mem: 33370 Test: [1700/2573] eta: 0:01:12 time: 0.0793 data: 0.0015 max mem: 33370 Test: [1800/2573] eta: 0:01:03 time: 0.0817 data: 0.0014 max mem: 33370 Test: [1900/2573] eta: 0:00:55 time: 0.0798 data: 0.0014 max mem: 33370 Test: [2000/2573] eta: 0:00:47 time: 0.0800 data: 0.0014 max mem: 33370 Test: [2100/2573] eta: 0:00:38 time: 0.0820 data: 0.0013 max mem: 33370 Test: [2200/2573] eta: 0:00:30 time: 0.0815 data: 0.0014 max mem: 33370 Test: [2300/2573] eta: 0:00:22 time: 0.0825 data: 0.0015 max mem: 33370 Test: [2400/2573] eta: 0:00:14 time: 0.0776 data: 0.0015 max mem: 33370 Test: [2500/2573] eta: 0:00:05 time: 0.0801 data: 0.0014 max mem: 33370 Test: Total time: 0:03:31 Final results: Mean IoU is 64.03 precision@0.5 = 71.77 precision@0.6 = 66.85 precision@0.7 = 60.62 precision@0.8 = 49.49 precision@0.9 = 25.08 overall IoU = 61.59 Average object IoU 64.03479416614914 Overall IoU 61.58808517456055 /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( Epoch: [30] [ 0/1319] eta: 3:14:18 lr: 1.4357749687236825e-05 loss: 0.0381 (0.0381) time: 8.8390 data: 2.1063 max mem: 33370 Epoch: [30] [ 10/1319] eta: 1:25:04 lr: 1.4347951776302166e-05 loss: 0.0373 (0.0376) time: 3.8994 data: 0.1991 max mem: 33370 Epoch: [30] [ 20/1319] eta: 1:19:34 lr: 1.433815312189048e-05 loss: 0.0368 (0.0392) time: 3.4170 data: 0.0082 max mem: 33370 Epoch: [30] [ 30/1319] eta: 1:17:14 lr: 1.4328353723380728e-05 loss: 0.0362 (0.0384) time: 3.4280 data: 0.0080 max mem: 33370 Epoch: [30] [ 40/1319] eta: 1:15:41 lr: 1.431855358015087e-05 loss: 0.0346 (0.0379) time: 3.4208 data: 0.0081 max mem: 33370 Epoch: [30] [ 50/1319] eta: 1:14:34 lr: 1.4308752691577878e-05 loss: 0.0284 (0.0374) time: 3.4184 data: 0.0086 max mem: 33370 Epoch: [30] [ 60/1319] eta: 1:13:41 lr: 1.4298951057037729e-05 loss: 0.0321 (0.0378) time: 3.4327 data: 0.0086 max mem: 33370 Epoch: [30] [ 70/1319] eta: 1:12:54 lr: 1.4289148675905387e-05 loss: 0.0403 (0.0381) time: 3.4430 data: 0.0082 max mem: 33370 Epoch: [30] [ 80/1319] eta: 1:12:09 lr: 1.4279345547554832e-05 loss: 0.0403 (0.0384) time: 3.4401 data: 0.0086 max mem: 33370 Epoch: [30] [ 90/1319] eta: 1:11:20 lr: 1.4269541671359036e-05 loss: 0.0346 (0.0386) time: 3.4131 data: 0.0088 max mem: 33370 Epoch: [30] [ 100/1319] eta: 1:10:39 lr: 1.4259737046689963e-05 loss: 0.0382 (0.0403) time: 3.4089 data: 0.0084 max mem: 33370 Epoch: [30] [ 110/1319] eta: 1:10:02 lr: 1.424993167291858e-05 loss: 0.0382 (0.0400) time: 3.4431 data: 0.0084 max mem: 33370 Epoch: [30] [ 120/1319] eta: 1:09:19 lr: 1.4240125549414829e-05 loss: 0.0349 (0.0397) time: 3.4287 data: 0.0086 max mem: 33370 Epoch: [30] [ 130/1319] eta: 1:08:42 lr: 1.4230318675547643e-05 loss: 0.0378 (0.0402) time: 3.4215 data: 0.0087 max mem: 33370 Epoch: [30] [ 140/1319] eta: 1:08:08 lr: 1.4220511050684946e-05 loss: 0.0373 (0.0398) time: 3.4598 data: 0.0091 max mem: 33370 Epoch: [30] [ 150/1319] eta: 1:07:34 lr: 1.4210702674193643e-05 loss: 0.0373 (0.0398) time: 3.4720 data: 0.0089 max mem: 33370 Epoch: [30] [ 160/1319] eta: 1:06:53 lr: 1.420089354543962e-05 loss: 0.0325 (0.0392) time: 3.4275 data: 0.0085 max mem: 33370 Epoch: [30] [ 170/1319] eta: 1:06:16 lr: 1.419108366378774e-05 loss: 0.0306 (0.0390) time: 3.4045 data: 0.0085 max mem: 33370 Epoch: [30] [ 180/1319] eta: 1:05:40 lr: 1.4181273028601838e-05 loss: 0.0328 (0.0387) time: 3.4304 data: 0.0082 max mem: 33370 Epoch: [30] [ 190/1319] eta: 1:05:02 lr: 1.4171461639244721e-05 loss: 0.0335 (0.0387) time: 3.4199 data: 0.0080 max mem: 33370 Epoch: [30] [ 200/1319] eta: 1:04:28 lr: 1.4161649495078178e-05 loss: 0.0352 (0.0387) time: 3.4371 data: 0.0081 max mem: 33370 Epoch: [30] [ 210/1319] eta: 1:03:52 lr: 1.415183659546295e-05 loss: 0.0356 (0.0387) time: 3.4524 data: 0.0082 max mem: 33370 Epoch: [30] [ 220/1319] eta: 1:03:15 lr: 1.4142022939758767e-05 loss: 0.0349 (0.0385) time: 3.4218 data: 0.0084 max mem: 33370 Epoch: [30] [ 230/1319] eta: 1:02:39 lr: 1.413220852732429e-05 loss: 0.0361 (0.0385) time: 3.4128 data: 0.0084 max mem: 33370 Epoch: [30] [ 240/1319] eta: 1:02:02 lr: 1.4122393357517167e-05 loss: 0.0340 (0.0383) time: 3.4097 data: 0.0080 max mem: 33370 Epoch: [30] [ 250/1319] eta: 1:01:29 lr: 1.4112577429693993e-05 loss: 0.0304 (0.0381) time: 3.4415 data: 0.0081 max mem: 33370 Epoch: [30] [ 260/1319] eta: 1:00:54 lr: 1.4102760743210322e-05 loss: 0.0293 (0.0382) time: 3.4532 data: 0.0087 max mem: 33370 Epoch: [30] [ 270/1319] eta: 1:00:18 lr: 1.4092943297420657e-05 loss: 0.0302 (0.0381) time: 3.4239 data: 0.0088 max mem: 33370 Epoch: [30] [ 280/1319] eta: 0:59:43 lr: 1.4083125091678468e-05 loss: 0.0347 (0.0380) time: 3.4347 data: 0.0084 max mem: 33370 Epoch: [30] [ 290/1319] eta: 0:59:07 lr: 1.4073306125336142e-05 loss: 0.0379 (0.0380) time: 3.4284 data: 0.0081 max mem: 33370 Epoch: [30] [ 300/1319] eta: 0:58:32 lr: 1.4063486397745037e-05 loss: 0.0327 (0.0377) time: 3.4144 data: 0.0082 max mem: 33370 Epoch: [30] [ 310/1319] eta: 0:57:57 lr: 1.4053665908255448e-05 loss: 0.0320 (0.0377) time: 3.4222 data: 0.0081 max mem: 33370 Epoch: [30] [ 320/1319] eta: 0:57:21 lr: 1.4043844656216607e-05 loss: 0.0383 (0.0379) time: 3.4090 data: 0.0081 max mem: 33370 Epoch: [30] [ 330/1319] eta: 0:56:46 lr: 1.4034022640976696e-05 loss: 0.0363 (0.0378) time: 3.4157 data: 0.0088 max mem: 33370 Epoch: [30] [ 340/1319] eta: 0:56:12 lr: 1.4024199861882808e-05 loss: 0.0354 (0.0377) time: 3.4388 data: 0.0086 max mem: 33370 Epoch: [30] [ 350/1319] eta: 0:55:38 lr: 1.4014376318280992e-05 loss: 0.0322 (0.0377) time: 3.4534 data: 0.0083 max mem: 33370 Epoch: [30] [ 360/1319] eta: 0:55:02 lr: 1.4004552009516214e-05 loss: 0.0259 (0.0375) time: 3.4359 data: 0.0087 max mem: 33370 Epoch: [30] [ 370/1319] eta: 0:54:27 lr: 1.3994726934932381e-05 loss: 0.0295 (0.0375) time: 3.4124 data: 0.0088 max mem: 33370 Epoch: [30] [ 380/1319] eta: 0:53:52 lr: 1.3984901093872316e-05 loss: 0.0366 (0.0375) time: 3.4232 data: 0.0083 max mem: 33370 Epoch: [30] [ 390/1319] eta: 0:53:17 lr: 1.3975074485677755e-05 loss: 0.0373 (0.0375) time: 3.4261 data: 0.0083 max mem: 33370 Epoch: [30] [ 400/1319] eta: 0:52:43 lr: 1.3965247109689372e-05 loss: 0.0353 (0.0375) time: 3.4238 data: 0.0084 max mem: 33370 Epoch: [30] [ 410/1319] eta: 0:52:09 lr: 1.3955418965246752e-05 loss: 0.0334 (0.0373) time: 3.4452 data: 0.0083 max mem: 33370 Epoch: [30] [ 420/1319] eta: 0:51:34 lr: 1.394559005168839e-05 loss: 0.0331 (0.0373) time: 3.4398 data: 0.0085 max mem: 33370 Epoch: [30] [ 430/1319] eta: 0:50:59 lr: 1.39357603683517e-05 loss: 0.0346 (0.0373) time: 3.4197 data: 0.0088 max mem: 33370 Epoch: [30] [ 440/1319] eta: 0:50:24 lr: 1.3925929914573002e-05 loss: 0.0352 (0.0374) time: 3.4329 data: 0.0092 max mem: 33370 Epoch: [30] [ 450/1319] eta: 0:49:50 lr: 1.3916098689687517e-05 loss: 0.0358 (0.0374) time: 3.4316 data: 0.0089 max mem: 33370 Epoch: [30] [ 460/1319] eta: 0:49:15 lr: 1.3906266693029377e-05 loss: 0.0362 (0.0373) time: 3.4123 data: 0.0083 max mem: 33370 Epoch: [30] [ 470/1319] eta: 0:48:39 lr: 1.3896433923931618e-05 loss: 0.0372 (0.0373) time: 3.3969 data: 0.0085 max mem: 33370 Epoch: [30] [ 480/1319] eta: 0:48:05 lr: 1.3886600381726167e-05 loss: 0.0324 (0.0372) time: 3.4196 data: 0.0094 max mem: 33370 Epoch: [30] [ 490/1319] eta: 0:47:31 lr: 1.3876766065743859e-05 loss: 0.0322 (0.0371) time: 3.4399 data: 0.0097 max mem: 33370 Epoch: [30] [ 500/1319] eta: 0:46:55 lr: 1.3866930975314405e-05 loss: 0.0327 (0.0370) time: 3.4109 data: 0.0089 max mem: 33370 Epoch: [30] [ 510/1319] eta: 0:46:21 lr: 1.3857095109766416e-05 loss: 0.0343 (0.0371) time: 3.4303 data: 0.0088 max mem: 33370 Epoch: [30] [ 520/1319] eta: 0:45:48 lr: 1.3847258468427396e-05 loss: 0.0354 (0.0370) time: 3.4765 data: 0.0086 max mem: 33370 Epoch: [30] [ 530/1319] eta: 0:45:13 lr: 1.3837421050623725e-05 loss: 0.0343 (0.0370) time: 3.4447 data: 0.0082 max mem: 33370 Epoch: [30] [ 540/1319] eta: 0:44:38 lr: 1.3827582855680673e-05 loss: 0.0341 (0.0369) time: 3.4040 data: 0.0084 max mem: 33370 Epoch: [30] [ 550/1319] eta: 0:44:03 lr: 1.381774388292239e-05 loss: 0.0292 (0.0368) time: 3.4143 data: 0.0085 max mem: 33370 Epoch: [30] [ 560/1319] eta: 0:43:30 lr: 1.3807904131671886e-05 loss: 0.0334 (0.0369) time: 3.4516 data: 0.0083 max mem: 33370 Epoch: [30] [ 570/1319] eta: 0:42:54 lr: 1.379806360125107e-05 loss: 0.0354 (0.0368) time: 3.4079 data: 0.0084 max mem: 33370 Epoch: [30] [ 580/1319] eta: 0:42:19 lr: 1.3788222290980706e-05 loss: 0.0342 (0.0368) time: 3.3684 data: 0.0082 max mem: 33370 Epoch: [30] [ 590/1319] eta: 0:41:44 lr: 1.3778380200180439e-05 loss: 0.0344 (0.0368) time: 3.4014 data: 0.0081 max mem: 33370 Epoch: [30] [ 600/1319] eta: 0:41:10 lr: 1.3768537328168768e-05 loss: 0.0346 (0.0368) time: 3.4115 data: 0.0080 max mem: 33370 Epoch: [30] [ 610/1319] eta: 0:40:35 lr: 1.3758693674263054e-05 loss: 0.0322 (0.0368) time: 3.4113 data: 0.0081 max mem: 33370 Epoch: [30] [ 620/1319] eta: 0:40:01 lr: 1.374884923777953e-05 loss: 0.0314 (0.0368) time: 3.4306 data: 0.0090 max mem: 33370 Epoch: [30] [ 630/1319] eta: 0:39:27 lr: 1.373900401803328e-05 loss: 0.0316 (0.0367) time: 3.4481 data: 0.0087 max mem: 33370 Epoch: [30] [ 640/1319] eta: 0:38:51 lr: 1.3729158014338244e-05 loss: 0.0298 (0.0366) time: 3.3973 data: 0.0081 max mem: 33370 Epoch: [30] [ 650/1319] eta: 0:38:17 lr: 1.371931122600722e-05 loss: 0.0284 (0.0365) time: 3.3967 data: 0.0081 max mem: 33370 Epoch: [30] [ 660/1319] eta: 0:37:42 lr: 1.3709463652351833e-05 loss: 0.0310 (0.0367) time: 3.4207 data: 0.0087 max mem: 33370 Epoch: [30] [ 670/1319] eta: 0:37:08 lr: 1.369961529268258e-05 loss: 0.0310 (0.0366) time: 3.4243 data: 0.0094 max mem: 33370 Epoch: [30] [ 680/1319] eta: 0:36:34 lr: 1.3689766146308788e-05 loss: 0.0333 (0.0366) time: 3.4456 data: 0.0088 max mem: 33370 Epoch: [30] [ 690/1319] eta: 0:36:00 lr: 1.3679916212538627e-05 loss: 0.0354 (0.0366) time: 3.4573 data: 0.0087 max mem: 33370 Epoch: [30] [ 700/1319] eta: 0:35:26 lr: 1.3670065490679108e-05 loss: 0.0322 (0.0365) time: 3.4534 data: 0.0090 max mem: 33370 Epoch: [30] [ 710/1319] eta: 0:34:51 lr: 1.3660213980036074e-05 loss: 0.0317 (0.0366) time: 3.4504 data: 0.0088 max mem: 33370 Epoch: [30] [ 720/1319] eta: 0:34:17 lr: 1.3650361679914193e-05 loss: 0.0390 (0.0366) time: 3.4571 data: 0.0087 max mem: 33370 Epoch: [30] [ 730/1319] eta: 0:33:43 lr: 1.3640508589616971e-05 loss: 0.0369 (0.0366) time: 3.4295 data: 0.0082 max mem: 33370 Epoch: [30] [ 740/1319] eta: 0:33:08 lr: 1.3630654708446738e-05 loss: 0.0327 (0.0366) time: 3.4065 data: 0.0082 max mem: 33370 Epoch: [30] [ 750/1319] eta: 0:32:33 lr: 1.3620800035704648e-05 loss: 0.0356 (0.0366) time: 3.3929 data: 0.0084 max mem: 33370 Epoch: [30] [ 760/1319] eta: 0:31:59 lr: 1.3610944570690678e-05 loss: 0.0394 (0.0367) time: 3.4105 data: 0.0080 max mem: 33370 Epoch: [30] [ 770/1319] eta: 0:31:25 lr: 1.3601088312703605e-05 loss: 0.0342 (0.0366) time: 3.4302 data: 0.0080 max mem: 33370 Epoch: [30] [ 780/1319] eta: 0:30:50 lr: 1.3591231261041042e-05 loss: 0.0343 (0.0367) time: 3.4381 data: 0.0080 max mem: 33370 Epoch: [30] [ 790/1319] eta: 0:30:16 lr: 1.3581373414999401e-05 loss: 0.0387 (0.0368) time: 3.4670 data: 0.0079 max mem: 33370 Epoch: [30] [ 800/1319] eta: 0:29:42 lr: 1.3571514773873906e-05 loss: 0.0396 (0.0368) time: 3.4567 data: 0.0079 max mem: 33370 Epoch: [30] [ 810/1319] eta: 0:29:08 lr: 1.3561655336958593e-05 loss: 0.0327 (0.0368) time: 3.4300 data: 0.0082 max mem: 33370 Epoch: [30] [ 820/1319] eta: 0:28:33 lr: 1.3551795103546277e-05 loss: 0.0339 (0.0369) time: 3.4446 data: 0.0086 max mem: 33370 Epoch: [30] [ 830/1319] eta: 0:27:59 lr: 1.3541934072928603e-05 loss: 0.0355 (0.0369) time: 3.4357 data: 0.0092 max mem: 33370 Epoch: [30] [ 840/1319] eta: 0:27:24 lr: 1.3532072244395987e-05 loss: 0.0346 (0.0369) time: 3.4088 data: 0.0092 max mem: 33370 Epoch: [30] [ 850/1319] eta: 0:26:50 lr: 1.3522209617237661e-05 loss: 0.0384 (0.0369) time: 3.4069 data: 0.0088 max mem: 33370 Epoch: [30] [ 860/1319] eta: 0:26:16 lr: 1.3512346190741623e-05 loss: 0.0386 (0.0370) time: 3.4289 data: 0.0087 max mem: 33370 Epoch: [30] [ 870/1319] eta: 0:25:41 lr: 1.3502481964194685e-05 loss: 0.0422 (0.0371) time: 3.4347 data: 0.0086 max mem: 33370 Epoch: [30] [ 880/1319] eta: 0:25:07 lr: 1.3492616936882415e-05 loss: 0.0397 (0.0370) time: 3.4375 data: 0.0084 max mem: 33370 Epoch: [30] [ 890/1319] eta: 0:24:33 lr: 1.3482751108089178e-05 loss: 0.0328 (0.0370) time: 3.4646 data: 0.0086 max mem: 33370 Epoch: [30] [ 900/1319] eta: 0:23:59 lr: 1.3472884477098122e-05 loss: 0.0334 (0.0370) time: 3.4474 data: 0.0084 max mem: 33370 Epoch: [30] [ 910/1319] eta: 0:23:24 lr: 1.3463017043191156e-05 loss: 0.0340 (0.0370) time: 3.4263 data: 0.0078 max mem: 33370 Epoch: [30] [ 920/1319] eta: 0:22:50 lr: 1.3453148805648974e-05 loss: 0.0319 (0.0370) time: 3.4494 data: 0.0081 max mem: 33370 Epoch: [30] [ 930/1319] eta: 0:22:16 lr: 1.3443279763751026e-05 loss: 0.0334 (0.0371) time: 3.4518 data: 0.0083 max mem: 33370 Epoch: [30] [ 940/1319] eta: 0:21:41 lr: 1.3433409916775535e-05 loss: 0.0337 (0.0371) time: 3.4533 data: 0.0086 max mem: 33370 Epoch: [30] [ 950/1319] eta: 0:21:07 lr: 1.3423539263999488e-05 loss: 0.0324 (0.0370) time: 3.4488 data: 0.0085 max mem: 33370 Epoch: [30] [ 960/1319] eta: 0:20:33 lr: 1.341366780469863e-05 loss: 0.0365 (0.0372) time: 3.4294 data: 0.0082 max mem: 33370 Epoch: [30] [ 970/1319] eta: 0:19:58 lr: 1.340379553814746e-05 loss: 0.0365 (0.0371) time: 3.4272 data: 0.0084 max mem: 33370 Epoch: [30] [ 980/1319] eta: 0:19:24 lr: 1.3393922463619227e-05 loss: 0.0322 (0.0371) time: 3.4195 data: 0.0088 max mem: 33370 Epoch: [30] [ 990/1319] eta: 0:18:50 lr: 1.3384048580385938e-05 loss: 0.0350 (0.0371) time: 3.4252 data: 0.0088 max mem: 33370 Epoch: [30] [1000/1319] eta: 0:18:15 lr: 1.3374173887718341e-05 loss: 0.0343 (0.0371) time: 3.4390 data: 0.0087 max mem: 33370 Epoch: [30] [1010/1319] eta: 0:17:41 lr: 1.3364298384885935e-05 loss: 0.0320 (0.0371) time: 3.4548 data: 0.0086 max mem: 33370 Epoch: [30] [1020/1319] eta: 0:17:07 lr: 1.3354422071156945e-05 loss: 0.0324 (0.0371) time: 3.4389 data: 0.0082 max mem: 33370 Epoch: [30] [1030/1319] eta: 0:16:32 lr: 1.3344544945798354e-05 loss: 0.0381 (0.0371) time: 3.4271 data: 0.0081 max mem: 33370 Epoch: [30] [1040/1319] eta: 0:15:58 lr: 1.3334667008075852e-05 loss: 0.0366 (0.0371) time: 3.4378 data: 0.0085 max mem: 33370 Epoch: [30] [1050/1319] eta: 0:15:23 lr: 1.3324788257253885e-05 loss: 0.0329 (0.0371) time: 3.4102 data: 0.0084 max mem: 33370 Epoch: [30] [1060/1319] eta: 0:14:49 lr: 1.3314908692595609e-05 loss: 0.0328 (0.0370) time: 3.4237 data: 0.0086 max mem: 33370 Epoch: [30] [1070/1319] eta: 0:14:15 lr: 1.3305028313362919e-05 loss: 0.0362 (0.0371) time: 3.4421 data: 0.0085 max mem: 33370 Epoch: [30] [1080/1319] eta: 0:13:40 lr: 1.3295147118816423e-05 loss: 0.0380 (0.0371) time: 3.4252 data: 0.0083 max mem: 33370 Epoch: [30] [1090/1319] eta: 0:13:06 lr: 1.328526510821544e-05 loss: 0.0333 (0.0371) time: 3.4362 data: 0.0086 max mem: 33370 Epoch: [30] [1100/1319] eta: 0:12:32 lr: 1.3275382280818008e-05 loss: 0.0296 (0.0371) time: 3.4546 data: 0.0082 max mem: 33370 Epoch: [30] [1110/1319] eta: 0:11:57 lr: 1.3265498635880886e-05 loss: 0.0318 (0.0371) time: 3.4731 data: 0.0080 max mem: 33370 Epoch: [30] [1120/1319] eta: 0:11:23 lr: 1.325561417265953e-05 loss: 0.0307 (0.0371) time: 3.4656 data: 0.0081 max mem: 33370 Epoch: [30] [1130/1319] eta: 0:10:49 lr: 1.3245728890408104e-05 loss: 0.0377 (0.0371) time: 3.4398 data: 0.0081 max mem: 33370 Epoch: [30] [1140/1319] eta: 0:10:14 lr: 1.3235842788379476e-05 loss: 0.0394 (0.0371) time: 3.4105 data: 0.0082 max mem: 33370 Epoch: [30] [1150/1319] eta: 0:09:40 lr: 1.3225955865825202e-05 loss: 0.0360 (0.0371) time: 3.4127 data: 0.0080 max mem: 33370 Epoch: [30] [1160/1319] eta: 0:09:06 lr: 1.321606812199554e-05 loss: 0.0371 (0.0371) time: 3.4116 data: 0.0083 max mem: 33370 Epoch: [30] [1170/1319] eta: 0:08:31 lr: 1.320617955613944e-05 loss: 0.0371 (0.0371) time: 3.4071 data: 0.0090 max mem: 33370 Epoch: [30] [1180/1319] eta: 0:07:57 lr: 1.3196290167504535e-05 loss: 0.0370 (0.0371) time: 3.4319 data: 0.0086 max mem: 33370 Epoch: [30] [1190/1319] eta: 0:07:23 lr: 1.3186399955337153e-05 loss: 0.0386 (0.0372) time: 3.4194 data: 0.0080 max mem: 33370 Epoch: [30] [1200/1319] eta: 0:06:48 lr: 1.3176508918882283e-05 loss: 0.0326 (0.0371) time: 3.4427 data: 0.0081 max mem: 33370 Epoch: [30] [1210/1319] eta: 0:06:14 lr: 1.3166617057383607e-05 loss: 0.0300 (0.0371) time: 3.4508 data: 0.0082 max mem: 33370 Epoch: [30] [1220/1319] eta: 0:05:40 lr: 1.3156724370083478e-05 loss: 0.0315 (0.0371) time: 3.4248 data: 0.0081 max mem: 33370 Epoch: [30] [1230/1319] eta: 0:05:05 lr: 1.3146830856222919e-05 loss: 0.0315 (0.0371) time: 3.4409 data: 0.0079 max mem: 33370 Epoch: [30] [1240/1319] eta: 0:04:31 lr: 1.3136936515041629e-05 loss: 0.0311 (0.0370) time: 3.4322 data: 0.0080 max mem: 33370 Epoch: [30] [1250/1319] eta: 0:03:56 lr: 1.3127041345777947e-05 loss: 0.0319 (0.0371) time: 3.4217 data: 0.0082 max mem: 33370 Epoch: [30] [1260/1319] eta: 0:03:22 lr: 1.3117145347668891e-05 loss: 0.0319 (0.0371) time: 3.4285 data: 0.0084 max mem: 33370 Epoch: [30] [1270/1319] eta: 0:02:48 lr: 1.3107248519950133e-05 loss: 0.0330 (0.0371) time: 3.4176 data: 0.0082 max mem: 33370 Epoch: [30] [1280/1319] eta: 0:02:13 lr: 1.3097350861856001e-05 loss: 0.0409 (0.0371) time: 3.4232 data: 0.0083 max mem: 33370 Epoch: [30] [1290/1319] eta: 0:01:39 lr: 1.3087452372619463e-05 loss: 0.0337 (0.0371) time: 3.4024 data: 0.0082 max mem: 33370 Epoch: [30] [1300/1319] eta: 0:01:05 lr: 1.3077553051472149e-05 loss: 0.0332 (0.0371) time: 3.4082 data: 0.0081 max mem: 33370 Epoch: [30] [1310/1319] eta: 0:00:30 lr: 1.3067652897644308e-05 loss: 0.0360 (0.0372) time: 3.4323 data: 0.0080 max mem: 33370 Epoch: [30] Total time: 1:15:29 /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( Test: [ 0/2573] eta: 2:34:29 time: 3.6025 data: 3.5101 max mem: 33370 Test: [ 100/2573] eta: 0:04:40 time: 0.0782 data: 0.0016 max mem: 33370 Test: [ 200/2573] eta: 0:03:51 time: 0.0816 data: 0.0015 max mem: 33370 Test: [ 300/2573] eta: 0:03:27 time: 0.0817 data: 0.0014 max mem: 33370 Test: [ 400/2573] eta: 0:03:12 time: 0.0813 data: 0.0014 max mem: 33370 Test: [ 500/2573] eta: 0:03:00 time: 0.0806 data: 0.0014 max mem: 33370 Test: [ 600/2573] eta: 0:02:49 time: 0.0809 data: 0.0015 max mem: 33370 Test: [ 700/2573] eta: 0:02:40 time: 0.0808 data: 0.0015 max mem: 33370 Test: [ 800/2573] eta: 0:02:30 time: 0.0834 data: 0.0014 max mem: 33370 Test: [ 900/2573] eta: 0:02:21 time: 0.0818 data: 0.0015 max mem: 33370 Test: [1000/2573] eta: 0:02:12 time: 0.0802 data: 0.0015 max mem: 33370 Test: [1100/2573] eta: 0:02:03 time: 0.0804 data: 0.0014 max mem: 33370 Test: [1200/2573] eta: 0:01:55 time: 0.0813 data: 0.0014 max mem: 33370 Test: [1300/2573] eta: 0:01:46 time: 0.0811 data: 0.0014 max mem: 33370 Test: [1400/2573] eta: 0:01:37 time: 0.0797 data: 0.0014 max mem: 33370 Test: [1500/2573] eta: 0:01:29 time: 0.0812 data: 0.0014 max mem: 33370 Test: [1600/2573] eta: 0:01:20 time: 0.0838 data: 0.0015 max mem: 33370 Test: [1700/2573] eta: 0:01:12 time: 0.0796 data: 0.0014 max mem: 33370 Test: [1800/2573] eta: 0:01:04 time: 0.0823 data: 0.0015 max mem: 33370 Test: [1900/2573] eta: 0:00:55 time: 0.0788 data: 0.0014 max mem: 33370 Test: [2000/2573] eta: 0:00:47 time: 0.0800 data: 0.0015 max mem: 33370 Test: [2100/2573] eta: 0:00:39 time: 0.0818 data: 0.0013 max mem: 33370 Test: [2200/2573] eta: 0:00:30 time: 0.0826 data: 0.0015 max mem: 33370 Test: [2300/2573] eta: 0:00:22 time: 0.0824 data: 0.0014 max mem: 33370 Test: [2400/2573] eta: 0:00:14 time: 0.0778 data: 0.0014 max mem: 33370 Test: [2500/2573] eta: 0:00:06 time: 0.0820 data: 0.0017 max mem: 33370 Test: Total time: 0:03:31 Final results: Mean IoU is 64.42 precision@0.5 = 72.32 precision@0.6 = 67.36 precision@0.7 = 60.72 precision@0.8 = 49.51 precision@0.9 = 25.59 overall IoU = 61.89 Average object IoU 64.4246318502274 Overall IoU 61.88731384277344 /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( Epoch: [31] [ 0/1319] eta: 2:56:34 lr: 1.3058742046620123e-05 loss: 0.0509 (0.0509) time: 8.0326 data: 2.9854 max mem: 33370 Epoch: [31] [ 10/1319] eta: 1:24:19 lr: 1.3048840308573793e-05 loss: 0.0359 (0.0449) time: 3.8652 data: 0.2790 max mem: 33370 Epoch: [31] [ 20/1319] eta: 1:19:19 lr: 1.3038937735606992e-05 loss: 0.0325 (0.0388) time: 3.4454 data: 0.0078 max mem: 33370 Epoch: [31] [ 30/1319] eta: 1:16:58 lr: 1.3029034326944665e-05 loss: 0.0308 (0.0376) time: 3.4278 data: 0.0083 max mem: 33370 Epoch: [31] [ 40/1319] eta: 1:15:28 lr: 1.3019130081810363e-05 loss: 0.0324 (0.0375) time: 3.4109 data: 0.0093 max mem: 33370 Epoch: [31] [ 50/1319] eta: 1:14:18 lr: 1.3009224999426282e-05 loss: 0.0324 (0.0379) time: 3.4054 data: 0.0091 max mem: 33370 Epoch: [31] [ 60/1319] eta: 1:13:35 lr: 1.2999319079013207e-05 loss: 0.0343 (0.0381) time: 3.4394 data: 0.0086 max mem: 33370 Epoch: [31] [ 70/1319] eta: 1:12:38 lr: 1.298941231979056e-05 loss: 0.0362 (0.0379) time: 3.4289 data: 0.0086 max mem: 33370 Epoch: [31] [ 80/1319] eta: 1:11:51 lr: 1.2979504720976363e-05 loss: 0.0345 (0.0377) time: 3.3960 data: 0.0086 max mem: 33370 Epoch: [31] [ 90/1319] eta: 1:11:09 lr: 1.2969596281787253e-05 loss: 0.0345 (0.0376) time: 3.4201 data: 0.0086 max mem: 33370 Epoch: [31] [ 100/1319] eta: 1:10:28 lr: 1.2959687001438464e-05 loss: 0.0330 (0.0376) time: 3.4224 data: 0.0086 max mem: 33370 Epoch: [31] [ 110/1319] eta: 1:09:47 lr: 1.2949776879143838e-05 loss: 0.0346 (0.0382) time: 3.4172 data: 0.0080 max mem: 33370 Epoch: [31] [ 120/1319] eta: 1:09:08 lr: 1.2939865914115796e-05 loss: 0.0369 (0.0383) time: 3.4148 data: 0.0081 max mem: 33370 Epoch: [31] [ 130/1319] eta: 1:08:31 lr: 1.2929954105565368e-05 loss: 0.0338 (0.0386) time: 3.4239 data: 0.0083 max mem: 33370 Epoch: [31] [ 140/1319] eta: 1:07:53 lr: 1.2920041452702167e-05 loss: 0.0351 (0.0384) time: 3.4251 data: 0.0085 max mem: 33370 Epoch: [31] [ 150/1319] eta: 1:07:18 lr: 1.2910127954734388e-05 loss: 0.0336 (0.0381) time: 3.4328 data: 0.0087 max mem: 33370 Epoch: [31] [ 160/1319] eta: 1:06:41 lr: 1.2900213610868823e-05 loss: 0.0336 (0.0380) time: 3.4381 data: 0.0085 max mem: 33370 Epoch: [31] [ 170/1319] eta: 1:05:59 lr: 1.2890298420310808e-05 loss: 0.0324 (0.0376) time: 3.3823 data: 0.0085 max mem: 33370 Epoch: [31] [ 180/1319] eta: 1:05:25 lr: 1.2880382382264284e-05 loss: 0.0308 (0.0377) time: 3.3957 data: 0.0087 max mem: 33370 Epoch: [31] [ 190/1319] eta: 1:04:47 lr: 1.2870465495931752e-05 loss: 0.0279 (0.0372) time: 3.4206 data: 0.0084 max mem: 33370 Epoch: [31] [ 200/1319] eta: 1:04:12 lr: 1.2860547760514275e-05 loss: 0.0273 (0.0370) time: 3.4092 data: 0.0080 max mem: 33370 Epoch: [31] [ 210/1319] eta: 1:03:36 lr: 1.285062917521149e-05 loss: 0.0305 (0.0368) time: 3.4263 data: 0.0082 max mem: 33370 Epoch: [31] [ 220/1319] eta: 1:03:02 lr: 1.2840709739221567e-05 loss: 0.0311 (0.0368) time: 3.4375 data: 0.0083 max mem: 33370 Epoch: [31] [ 230/1319] eta: 1:02:28 lr: 1.2830789451741262e-05 loss: 0.0346 (0.0371) time: 3.4470 data: 0.0085 max mem: 33370 Epoch: [31] [ 240/1319] eta: 1:01:53 lr: 1.2820868311965862e-05 loss: 0.0325 (0.0369) time: 3.4352 data: 0.0083 max mem: 33370 Epoch: [31] [ 250/1319] eta: 1:01:18 lr: 1.2810946319089204e-05 loss: 0.0317 (0.0368) time: 3.4218 data: 0.0084 max mem: 33370 Epoch: [31] [ 260/1319] eta: 1:00:43 lr: 1.2801023472303672e-05 loss: 0.0350 (0.0367) time: 3.4312 data: 0.0086 max mem: 33370 Epoch: [31] [ 270/1319] eta: 1:00:09 lr: 1.2791099770800195e-05 loss: 0.0337 (0.0366) time: 3.4484 data: 0.0081 max mem: 33370 Epoch: [31] [ 280/1319] eta: 0:59:32 lr: 1.2781175213768214e-05 loss: 0.0331 (0.0368) time: 3.4071 data: 0.0086 max mem: 33370 Epoch: [31] [ 290/1319] eta: 0:58:58 lr: 1.277124980039573e-05 loss: 0.0347 (0.0368) time: 3.4096 data: 0.0090 max mem: 33370 Epoch: [31] [ 300/1319] eta: 0:58:24 lr: 1.2761323529869248e-05 loss: 0.0352 (0.0371) time: 3.4556 data: 0.0088 max mem: 33370 Epoch: [31] [ 310/1319] eta: 0:57:50 lr: 1.2751396401373813e-05 loss: 0.0383 (0.0372) time: 3.4445 data: 0.0089 max mem: 33370 Epoch: [31] [ 320/1319] eta: 0:57:17 lr: 1.2741468414092989e-05 loss: 0.0372 (0.0373) time: 3.4569 data: 0.0088 max mem: 33370 Epoch: [31] [ 330/1319] eta: 0:56:42 lr: 1.2731539567208833e-05 loss: 0.0352 (0.0373) time: 3.4472 data: 0.0082 max mem: 33370 Epoch: [31] [ 340/1319] eta: 0:56:06 lr: 1.2721609859901942e-05 loss: 0.0329 (0.0374) time: 3.4070 data: 0.0080 max mem: 33370 Epoch: [31] [ 350/1319] eta: 0:55:31 lr: 1.2711679291351405e-05 loss: 0.0331 (0.0375) time: 3.4020 data: 0.0081 max mem: 33370 Epoch: [31] [ 360/1319] eta: 0:54:55 lr: 1.2701747860734819e-05 loss: 0.0406 (0.0375) time: 3.4060 data: 0.0086 max mem: 33370 Epoch: [31] [ 370/1319] eta: 0:54:19 lr: 1.2691815567228285e-05 loss: 0.0371 (0.0375) time: 3.3882 data: 0.0089 max mem: 33370 Epoch: [31] [ 380/1319] eta: 0:53:45 lr: 1.2681882410006382e-05 loss: 0.0346 (0.0379) time: 3.4019 data: 0.0085 max mem: 33370 Epoch: [31] [ 390/1319] eta: 0:53:10 lr: 1.26719483882422e-05 loss: 0.0371 (0.0380) time: 3.4241 data: 0.0084 max mem: 33370 Epoch: [31] [ 400/1319] eta: 0:52:36 lr: 1.2662013501107303e-05 loss: 0.0323 (0.0378) time: 3.4312 data: 0.0084 max mem: 33370 Epoch: [31] [ 410/1319] eta: 0:52:02 lr: 1.265207774777175e-05 loss: 0.0295 (0.0379) time: 3.4536 data: 0.0083 max mem: 33370 Epoch: [31] [ 420/1319] eta: 0:51:27 lr: 1.2642141127404073e-05 loss: 0.0365 (0.0378) time: 3.4230 data: 0.0084 max mem: 33370 Epoch: [31] [ 430/1319] eta: 0:50:52 lr: 1.2632203639171281e-05 loss: 0.0328 (0.0377) time: 3.3959 data: 0.0084 max mem: 33370 Epoch: [31] [ 440/1319] eta: 0:50:18 lr: 1.2622265282238837e-05 loss: 0.0355 (0.0378) time: 3.4356 data: 0.0082 max mem: 33370 Epoch: [31] [ 450/1319] eta: 0:49:44 lr: 1.2612326055770701e-05 loss: 0.0364 (0.0377) time: 3.4560 data: 0.0082 max mem: 33370 Epoch: [31] [ 460/1319] eta: 0:49:09 lr: 1.2602385958929271e-05 loss: 0.0336 (0.0377) time: 3.4307 data: 0.0085 max mem: 33370 Epoch: [31] [ 470/1319] eta: 0:48:35 lr: 1.2592444990875415e-05 loss: 0.0389 (0.0378) time: 3.4278 data: 0.0087 max mem: 33370 Epoch: [31] [ 480/1319] eta: 0:48:00 lr: 1.258250315076846e-05 loss: 0.0377 (0.0378) time: 3.4139 data: 0.0084 max mem: 33370 Epoch: [31] [ 490/1319] eta: 0:47:26 lr: 1.2572560437766163e-05 loss: 0.0319 (0.0376) time: 3.4209 data: 0.0082 max mem: 33370 Epoch: [31] [ 500/1319] eta: 0:46:52 lr: 1.2562616851024742e-05 loss: 0.0323 (0.0377) time: 3.4548 data: 0.0084 max mem: 33370 Epoch: [31] [ 510/1319] eta: 0:46:18 lr: 1.2552672389698855e-05 loss: 0.0344 (0.0376) time: 3.4554 data: 0.0087 max mem: 33370 Epoch: [31] [ 520/1319] eta: 0:45:43 lr: 1.2542727052941597e-05 loss: 0.0329 (0.0377) time: 3.4313 data: 0.0083 max mem: 33370 Epoch: [31] [ 530/1319] eta: 0:45:08 lr: 1.2532780839904498e-05 loss: 0.0374 (0.0377) time: 3.3844 data: 0.0079 max mem: 33370 Epoch: [31] [ 540/1319] eta: 0:44:34 lr: 1.2522833749737507e-05 loss: 0.0374 (0.0378) time: 3.3961 data: 0.0079 max mem: 33370 Epoch: [31] [ 550/1319] eta: 0:43:59 lr: 1.2512885781589004e-05 loss: 0.0317 (0.0377) time: 3.4338 data: 0.0082 max mem: 33370 Epoch: [31] [ 560/1319] eta: 0:43:25 lr: 1.2502936934605792e-05 loss: 0.0299 (0.0376) time: 3.4336 data: 0.0087 max mem: 33370 Epoch: [31] [ 570/1319] eta: 0:42:51 lr: 1.2492987207933083e-05 loss: 0.0311 (0.0375) time: 3.4394 data: 0.0088 max mem: 33370 Epoch: [31] [ 580/1319] eta: 0:42:17 lr: 1.2483036600714508e-05 loss: 0.0282 (0.0373) time: 3.4434 data: 0.0086 max mem: 33370 Epoch: [31] [ 590/1319] eta: 0:41:43 lr: 1.2473085112092107e-05 loss: 0.0285 (0.0374) time: 3.4594 data: 0.0084 max mem: 33370 Epoch: [31] [ 600/1319] eta: 0:41:08 lr: 1.24631327412063e-05 loss: 0.0330 (0.0373) time: 3.4550 data: 0.0083 max mem: 33370 Epoch: [31] [ 610/1319] eta: 0:40:34 lr: 1.2453179487195933e-05 loss: 0.0342 (0.0373) time: 3.4239 data: 0.0085 max mem: 33370 Epoch: [31] [ 620/1319] eta: 0:39:59 lr: 1.2443225349198233e-05 loss: 0.0348 (0.0373) time: 3.4134 data: 0.0087 max mem: 33370 Epoch: [31] [ 630/1319] eta: 0:39:25 lr: 1.2433270326348818e-05 loss: 0.0306 (0.0372) time: 3.4232 data: 0.0086 max mem: 33370 Epoch: [31] [ 640/1319] eta: 0:38:51 lr: 1.2423314417781696e-05 loss: 0.0305 (0.0372) time: 3.4385 data: 0.0084 max mem: 33370 Epoch: [31] [ 650/1319] eta: 0:38:17 lr: 1.2413357622629242e-05 loss: 0.0339 (0.0372) time: 3.4438 data: 0.0081 max mem: 33370 Epoch: [31] [ 660/1319] eta: 0:37:42 lr: 1.240339994002222e-05 loss: 0.0317 (0.0372) time: 3.4509 data: 0.0084 max mem: 33370 Epoch: [31] [ 670/1319] eta: 0:37:08 lr: 1.2393441369089758e-05 loss: 0.0332 (0.0372) time: 3.4348 data: 0.0087 max mem: 33370 Epoch: [31] [ 680/1319] eta: 0:36:34 lr: 1.2383481908959357e-05 loss: 0.0401 (0.0374) time: 3.4319 data: 0.0081 max mem: 33370 Epoch: [31] [ 690/1319] eta: 0:35:59 lr: 1.237352155875688e-05 loss: 0.0341 (0.0374) time: 3.4131 data: 0.0080 max mem: 33370 Epoch: [31] [ 700/1319] eta: 0:35:24 lr: 1.236356031760655e-05 loss: 0.0326 (0.0375) time: 3.3849 data: 0.0085 max mem: 33370 Epoch: [31] [ 710/1319] eta: 0:34:50 lr: 1.2353598184630927e-05 loss: 0.0360 (0.0375) time: 3.4138 data: 0.0084 max mem: 33370 Epoch: [31] [ 720/1319] eta: 0:34:15 lr: 1.2343635158950937e-05 loss: 0.0386 (0.0375) time: 3.4279 data: 0.0085 max mem: 33370 Epoch: [31] [ 730/1319] eta: 0:33:41 lr: 1.2333671239685849e-05 loss: 0.0323 (0.0374) time: 3.4385 data: 0.0085 max mem: 33370 Epoch: [31] [ 740/1319] eta: 0:33:08 lr: 1.2323706425953264e-05 loss: 0.0289 (0.0374) time: 3.4791 data: 0.0080 max mem: 33370 Epoch: [31] [ 750/1319] eta: 0:32:33 lr: 1.2313740716869131e-05 loss: 0.0308 (0.0373) time: 3.4660 data: 0.0083 max mem: 33370 Epoch: [31] [ 760/1319] eta: 0:31:59 lr: 1.2303774111547706e-05 loss: 0.0293 (0.0372) time: 3.4557 data: 0.0084 max mem: 33370 Epoch: [31] [ 770/1319] eta: 0:31:25 lr: 1.2293806609101593e-05 loss: 0.0347 (0.0373) time: 3.4512 data: 0.0088 max mem: 33370 Epoch: [31] [ 780/1319] eta: 0:30:51 lr: 1.2283838208641708e-05 loss: 0.0394 (0.0373) time: 3.4458 data: 0.0088 max mem: 33370 Epoch: [31] [ 790/1319] eta: 0:30:16 lr: 1.2273868909277286e-05 loss: 0.0436 (0.0374) time: 3.4396 data: 0.0081 max mem: 33370 Epoch: [31] [ 800/1319] eta: 0:29:42 lr: 1.2263898710115878e-05 loss: 0.0388 (0.0373) time: 3.4141 data: 0.0079 max mem: 33370 Epoch: [31] [ 810/1319] eta: 0:29:07 lr: 1.2253927610263324e-05 loss: 0.0319 (0.0373) time: 3.4171 data: 0.0081 max mem: 33370 Epoch: [31] [ 820/1319] eta: 0:28:33 lr: 1.2243955608823781e-05 loss: 0.0319 (0.0373) time: 3.4284 data: 0.0085 max mem: 33370 Epoch: [31] [ 830/1319] eta: 0:27:58 lr: 1.2233982704899707e-05 loss: 0.0356 (0.0374) time: 3.4140 data: 0.0089 max mem: 33370 Epoch: [31] [ 840/1319] eta: 0:27:24 lr: 1.2224008897591841e-05 loss: 0.0345 (0.0374) time: 3.4186 data: 0.0090 max mem: 33370 Epoch: [31] [ 850/1319] eta: 0:26:50 lr: 1.2214034185999218e-05 loss: 0.0340 (0.0373) time: 3.4263 data: 0.0086 max mem: 33370 Epoch: [31] [ 860/1319] eta: 0:26:15 lr: 1.2204058569219158e-05 loss: 0.0335 (0.0375) time: 3.4143 data: 0.0081 max mem: 33370 Epoch: [31] [ 870/1319] eta: 0:25:41 lr: 1.2194082046347242e-05 loss: 0.0361 (0.0376) time: 3.4285 data: 0.0084 max mem: 33370 Epoch: [31] [ 880/1319] eta: 0:25:07 lr: 1.2184104616477345e-05 loss: 0.0402 (0.0376) time: 3.4337 data: 0.0084 max mem: 33370 Epoch: [31] [ 890/1319] eta: 0:24:32 lr: 1.2174126278701602e-05 loss: 0.0354 (0.0376) time: 3.4416 data: 0.0082 max mem: 33370 Epoch: [31] [ 900/1319] eta: 0:23:58 lr: 1.2164147032110409e-05 loss: 0.0354 (0.0377) time: 3.4411 data: 0.0084 max mem: 33370 Epoch: [31] [ 910/1319] eta: 0:23:24 lr: 1.215416687579243e-05 loss: 0.0346 (0.0377) time: 3.4562 data: 0.0082 max mem: 33370 Epoch: [31] [ 920/1319] eta: 0:22:49 lr: 1.2144185808834565e-05 loss: 0.0344 (0.0377) time: 3.4407 data: 0.0085 max mem: 33370 Epoch: [31] [ 930/1319] eta: 0:22:15 lr: 1.213420383032198e-05 loss: 0.0377 (0.0377) time: 3.4064 data: 0.0089 max mem: 33370 Epoch: [31] [ 940/1319] eta: 0:21:41 lr: 1.212422093933808e-05 loss: 0.0366 (0.0377) time: 3.4324 data: 0.0088 max mem: 33370 Epoch: [31] [ 950/1319] eta: 0:21:06 lr: 1.2114237134964505e-05 loss: 0.0316 (0.0376) time: 3.4258 data: 0.0087 max mem: 33370 Epoch: [31] [ 960/1319] eta: 0:20:32 lr: 1.210425241628114e-05 loss: 0.0338 (0.0377) time: 3.3900 data: 0.0086 max mem: 33370 Epoch: [31] [ 970/1319] eta: 0:19:57 lr: 1.2094266782366075e-05 loss: 0.0383 (0.0377) time: 3.3809 data: 0.0085 max mem: 33370 Epoch: [31] [ 980/1319] eta: 0:19:23 lr: 1.208428023229565e-05 loss: 0.0335 (0.0376) time: 3.4078 data: 0.0085 max mem: 33370 Epoch: [31] [ 990/1319] eta: 0:18:49 lr: 1.2074292765144408e-05 loss: 0.0303 (0.0376) time: 3.4372 data: 0.0088 max mem: 33370 Epoch: [31] [1000/1319] eta: 0:18:14 lr: 1.2064304379985111e-05 loss: 0.0333 (0.0376) time: 3.4259 data: 0.0091 max mem: 33370 Epoch: [31] [1010/1319] eta: 0:17:40 lr: 1.2054315075888731e-05 loss: 0.0346 (0.0376) time: 3.4300 data: 0.0088 max mem: 33370 Epoch: [31] [1020/1319] eta: 0:17:06 lr: 1.2044324851924447e-05 loss: 0.0319 (0.0376) time: 3.4560 data: 0.0079 max mem: 33370 Epoch: [31] [1030/1319] eta: 0:16:31 lr: 1.2034333707159618e-05 loss: 0.0329 (0.0376) time: 3.4527 data: 0.0081 max mem: 33370 Epoch: [31] [1040/1319] eta: 0:15:57 lr: 1.2024341640659817e-05 loss: 0.0370 (0.0377) time: 3.4200 data: 0.0087 max mem: 33370 Epoch: [31] [1050/1319] eta: 0:15:23 lr: 1.2014348651488794e-05 loss: 0.0324 (0.0377) time: 3.4310 data: 0.0091 max mem: 33370 Epoch: [31] [1060/1319] eta: 0:14:48 lr: 1.2004354738708488e-05 loss: 0.0316 (0.0377) time: 3.4482 data: 0.0090 max mem: 33370 Epoch: [31] [1070/1319] eta: 0:14:14 lr: 1.1994359901379014e-05 loss: 0.0389 (0.0377) time: 3.4356 data: 0.0084 max mem: 33370 Epoch: [31] [1080/1319] eta: 0:13:40 lr: 1.1984364138558649e-05 loss: 0.0346 (0.0377) time: 3.4366 data: 0.0086 max mem: 33370 Epoch: [31] [1090/1319] eta: 0:13:06 lr: 1.1974367449303851e-05 loss: 0.0346 (0.0377) time: 3.4340 data: 0.0089 max mem: 33370 Epoch: [31] [1100/1319] eta: 0:12:31 lr: 1.1964369832669236e-05 loss: 0.0380 (0.0378) time: 3.4317 data: 0.0089 max mem: 33370 Epoch: [31] [1110/1319] eta: 0:11:57 lr: 1.195437128770757e-05 loss: 0.0320 (0.0377) time: 3.4467 data: 0.0089 max mem: 33370 Epoch: [31] [1120/1319] eta: 0:11:23 lr: 1.194437181346979e-05 loss: 0.0305 (0.0377) time: 3.4482 data: 0.0086 max mem: 33370 Epoch: [31] [1130/1319] eta: 0:10:48 lr: 1.1934371409004944e-05 loss: 0.0342 (0.0377) time: 3.4526 data: 0.0084 max mem: 33370 Epoch: [31] [1140/1319] eta: 0:10:14 lr: 1.192437007336025e-05 loss: 0.0346 (0.0377) time: 3.4445 data: 0.0085 max mem: 33370 Epoch: [31] [1150/1319] eta: 0:09:40 lr: 1.1914367805581053e-05 loss: 0.0346 (0.0377) time: 3.4103 data: 0.0088 max mem: 33370 Epoch: [31] [1160/1319] eta: 0:09:05 lr: 1.1904364604710826e-05 loss: 0.0366 (0.0377) time: 3.4113 data: 0.0092 max mem: 33370 Epoch: [31] [1170/1319] eta: 0:08:31 lr: 1.1894360469791169e-05 loss: 0.0364 (0.0377) time: 3.4378 data: 0.0089 max mem: 33370 Epoch: [31] [1180/1319] eta: 0:07:57 lr: 1.1884355399861802e-05 loss: 0.0312 (0.0376) time: 3.4427 data: 0.0083 max mem: 33370 Epoch: [31] [1190/1319] eta: 0:07:22 lr: 1.1874349393960545e-05 loss: 0.0385 (0.0377) time: 3.4017 data: 0.0081 max mem: 33370 Epoch: [31] [1200/1319] eta: 0:06:48 lr: 1.1864342451123342e-05 loss: 0.0371 (0.0377) time: 3.4246 data: 0.0079 max mem: 33370 Epoch: [31] [1210/1319] eta: 0:06:14 lr: 1.1854334570384235e-05 loss: 0.0288 (0.0377) time: 3.4639 data: 0.0082 max mem: 33370 Epoch: [31] [1220/1319] eta: 0:05:39 lr: 1.1844325750775364e-05 loss: 0.0283 (0.0376) time: 3.4342 data: 0.0086 max mem: 33370 Epoch: [31] [1230/1319] eta: 0:05:05 lr: 1.183431599132696e-05 loss: 0.0387 (0.0377) time: 3.4270 data: 0.0090 max mem: 33370 Epoch: [31] [1240/1319] eta: 0:04:31 lr: 1.1824305291067328e-05 loss: 0.0381 (0.0378) time: 3.4228 data: 0.0087 max mem: 33370 Epoch: [31] [1250/1319] eta: 0:03:56 lr: 1.1814293649022872e-05 loss: 0.0307 (0.0378) time: 3.4142 data: 0.0080 max mem: 33370 Epoch: [31] [1260/1319] eta: 0:03:22 lr: 1.180428106421806e-05 loss: 0.0309 (0.0377) time: 3.4397 data: 0.0081 max mem: 33370 Epoch: [31] [1270/1319] eta: 0:02:48 lr: 1.1794267535675433e-05 loss: 0.0358 (0.0378) time: 3.4532 data: 0.0080 max mem: 33370 Epoch: [31] [1280/1319] eta: 0:02:13 lr: 1.1784253062415594e-05 loss: 0.0374 (0.0378) time: 3.4539 data: 0.0079 max mem: 33370 Epoch: [31] [1290/1319] eta: 0:01:39 lr: 1.1774237643457209e-05 loss: 0.0346 (0.0378) time: 3.4241 data: 0.0079 max mem: 33370 Epoch: [31] [1300/1319] eta: 0:01:05 lr: 1.1764221277816978e-05 loss: 0.0346 (0.0378) time: 3.4017 data: 0.0080 max mem: 33370 Epoch: [31] [1310/1319] eta: 0:00:30 lr: 1.1754203964509668e-05 loss: 0.0346 (0.0378) time: 3.4253 data: 0.0078 max mem: 33370 Epoch: [31] Total time: 1:15:27 /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( Test: [ 0/2573] eta: 2:22:25 time: 3.3211 data: 3.2352 max mem: 33370 Test: [ 100/2573] eta: 0:04:33 time: 0.0791 data: 0.0015 max mem: 33370 Test: [ 200/2573] eta: 0:03:46 time: 0.0798 data: 0.0014 max mem: 33370 Test: [ 300/2573] eta: 0:03:24 time: 0.0822 data: 0.0015 max mem: 33370 Test: [ 400/2573] eta: 0:03:10 time: 0.0810 data: 0.0014 max mem: 33370 Test: [ 500/2573] eta: 0:02:58 time: 0.0804 data: 0.0015 max mem: 33370 Test: [ 600/2573] eta: 0:02:48 time: 0.0806 data: 0.0014 max mem: 33370 Test: [ 700/2573] eta: 0:02:38 time: 0.0813 data: 0.0015 max mem: 33370 Test: [ 800/2573] eta: 0:02:29 time: 0.0842 data: 0.0014 max mem: 33370 Test: [ 900/2573] eta: 0:02:20 time: 0.0814 data: 0.0014 max mem: 33370 Test: [1000/2573] eta: 0:02:12 time: 0.0822 data: 0.0015 max mem: 33370 Test: [1100/2573] eta: 0:02:03 time: 0.0824 data: 0.0015 max mem: 33370 Test: [1200/2573] eta: 0:01:54 time: 0.0808 data: 0.0013 max mem: 33370 Test: [1300/2573] eta: 0:01:46 time: 0.0806 data: 0.0013 max mem: 33370 Test: [1400/2573] eta: 0:01:37 time: 0.0799 data: 0.0014 max mem: 33370 Test: [1500/2573] eta: 0:01:29 time: 0.0821 data: 0.0015 max mem: 33370 Test: [1600/2573] eta: 0:01:20 time: 0.0846 data: 0.0014 max mem: 33370 Test: [1700/2573] eta: 0:01:12 time: 0.0805 data: 0.0014 max mem: 33370 Test: [1800/2573] eta: 0:01:04 time: 0.0821 data: 0.0015 max mem: 33370 Test: [1900/2573] eta: 0:00:55 time: 0.0797 data: 0.0015 max mem: 33370 Test: [2000/2573] eta: 0:00:47 time: 0.0815 data: 0.0014 max mem: 33370 Test: [2100/2573] eta: 0:00:39 time: 0.0828 data: 0.0014 max mem: 33370 Test: [2200/2573] eta: 0:00:30 time: 0.0818 data: 0.0014 max mem: 33370 Test: [2300/2573] eta: 0:00:22 time: 0.0818 data: 0.0015 max mem: 33370 Test: [2400/2573] eta: 0:00:14 time: 0.0771 data: 0.0015 max mem: 33370 Test: [2500/2573] eta: 0:00:05 time: 0.0814 data: 0.0014 max mem: 33370 /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( Test: Total time: 0:03:31 Final results: Mean IoU is 64.31 precision@0.5 = 72.04 precision@0.6 = 67.36 precision@0.7 = 60.93 precision@0.8 = 49.86 precision@0.9 = 26.12 overall IoU = 61.72 Average object IoU 64.31371906517724 Overall IoU 61.71873092651367 /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( Epoch: [32] [ 0/1319] eta: 2:49:58 lr: 1.1745187571461855e-05 loss: 0.0253 (0.0253) time: 7.7317 data: 1.9996 max mem: 33370 Epoch: [32] [ 10/1319] eta: 1:23:50 lr: 1.1735168454865734e-05 loss: 0.0310 (0.0315) time: 3.8431 data: 0.1892 max mem: 33370 Epoch: [32] [ 20/1319] eta: 1:18:50 lr: 1.1725148387734231e-05 loss: 0.0310 (0.0351) time: 3.4373 data: 0.0082 max mem: 33370 Epoch: [32] [ 30/1319] eta: 1:16:44 lr: 1.1715127369074435e-05 loss: 0.0304 (0.0338) time: 3.4231 data: 0.0083 max mem: 33370 Epoch: [32] [ 40/1319] eta: 1:15:25 lr: 1.1705105397891451e-05 loss: 0.0290 (0.0327) time: 3.4301 data: 0.0088 max mem: 33370 Epoch: [32] [ 50/1319] eta: 1:14:12 lr: 1.1695082473188386e-05 loss: 0.0318 (0.0342) time: 3.4103 data: 0.0089 max mem: 33370 Epoch: [32] [ 60/1319] eta: 1:13:12 lr: 1.1685058593966367e-05 loss: 0.0311 (0.0337) time: 3.3881 data: 0.0091 max mem: 33370 Epoch: [32] [ 70/1319] eta: 1:12:24 lr: 1.1675033759224512e-05 loss: 0.0268 (0.0339) time: 3.4001 data: 0.0088 max mem: 33370 Epoch: [32] [ 80/1319] eta: 1:11:39 lr: 1.1665007967959945e-05 loss: 0.0282 (0.0338) time: 3.4106 data: 0.0083 max mem: 33370 Epoch: [32] [ 90/1319] eta: 1:11:03 lr: 1.1654981219167763e-05 loss: 0.0382 (0.0353) time: 3.4381 data: 0.0089 max mem: 33370 Epoch: [32] [ 100/1319] eta: 1:10:23 lr: 1.1644953511841062e-05 loss: 0.0382 (0.0350) time: 3.4428 data: 0.0088 max mem: 33370 Epoch: [32] [ 110/1319] eta: 1:09:40 lr: 1.1634924844970898e-05 loss: 0.0319 (0.0348) time: 3.4055 data: 0.0088 max mem: 33370 Epoch: [32] [ 120/1319] eta: 1:09:04 lr: 1.1624895217546308e-05 loss: 0.0319 (0.0346) time: 3.4193 data: 0.0089 max mem: 33370 Epoch: [32] [ 130/1319] eta: 1:08:26 lr: 1.1614864628554293e-05 loss: 0.0330 (0.0348) time: 3.4301 data: 0.0085 max mem: 33370 Epoch: [32] [ 140/1319] eta: 1:07:49 lr: 1.160483307697981e-05 loss: 0.0320 (0.0350) time: 3.4202 data: 0.0084 max mem: 33370 Epoch: [32] [ 150/1319] eta: 1:07:13 lr: 1.159480056180578e-05 loss: 0.0304 (0.0350) time: 3.4272 data: 0.0086 max mem: 33370 Epoch: [32] [ 160/1319] eta: 1:06:37 lr: 1.1584767082013038e-05 loss: 0.0307 (0.0349) time: 3.4268 data: 0.0086 max mem: 33370 Epoch: [32] [ 170/1319] eta: 1:06:01 lr: 1.1574732636580395e-05 loss: 0.0302 (0.0348) time: 3.4275 data: 0.0081 max mem: 33370 Epoch: [32] [ 180/1319] eta: 1:05:23 lr: 1.1564697224484583e-05 loss: 0.0297 (0.0346) time: 3.4163 data: 0.0078 max mem: 33370 Epoch: [32] [ 190/1319] eta: 1:04:48 lr: 1.1554660844700256e-05 loss: 0.0285 (0.0349) time: 3.4190 data: 0.0080 max mem: 33370 Epoch: [32] [ 200/1319] eta: 1:04:12 lr: 1.1544623496200004e-05 loss: 0.0326 (0.0350) time: 3.4188 data: 0.0082 max mem: 33370 Epoch: [32] [ 210/1319] eta: 1:03:37 lr: 1.153458517795431e-05 loss: 0.0371 (0.0353) time: 3.4219 data: 0.0085 max mem: 33370 Epoch: [32] [ 220/1319] eta: 1:03:04 lr: 1.1524545888931584e-05 loss: 0.0359 (0.0352) time: 3.4597 data: 0.0087 max mem: 33370 Epoch: [32] [ 230/1319] eta: 1:02:29 lr: 1.1514505628098139e-05 loss: 0.0334 (0.0355) time: 3.4537 data: 0.0084 max mem: 33370 Epoch: [32] [ 240/1319] eta: 1:01:54 lr: 1.1504464394418176e-05 loss: 0.0320 (0.0356) time: 3.4298 data: 0.0084 max mem: 33370 Epoch: [32] [ 250/1319] eta: 1:01:20 lr: 1.149442218685379e-05 loss: 0.0306 (0.0352) time: 3.4341 data: 0.0084 max mem: 33370 Epoch: [32] [ 260/1319] eta: 1:00:45 lr: 1.1484379004364971e-05 loss: 0.0268 (0.0350) time: 3.4402 data: 0.0083 max mem: 33370 Epoch: [32] [ 270/1319] eta: 1:00:10 lr: 1.147433484590956e-05 loss: 0.0273 (0.0350) time: 3.4362 data: 0.0084 max mem: 33370 Epoch: [32] [ 280/1319] eta: 0:59:37 lr: 1.1464289710443295e-05 loss: 0.0274 (0.0349) time: 3.4543 data: 0.0082 max mem: 33370 Epoch: [32] [ 290/1319] eta: 0:59:02 lr: 1.1454243596919765e-05 loss: 0.0306 (0.0350) time: 3.4499 data: 0.0080 max mem: 33370 Epoch: [32] [ 300/1319] eta: 0:58:28 lr: 1.144419650429042e-05 loss: 0.0330 (0.0349) time: 3.4346 data: 0.0085 max mem: 33370 Epoch: [32] [ 310/1319] eta: 0:57:53 lr: 1.1434148431504575e-05 loss: 0.0301 (0.0348) time: 3.4429 data: 0.0085 max mem: 33370 Epoch: [32] [ 320/1319] eta: 0:57:18 lr: 1.1424099377509363e-05 loss: 0.0300 (0.0348) time: 3.4301 data: 0.0083 max mem: 33370 Epoch: [32] [ 330/1319] eta: 0:56:43 lr: 1.141404934124978e-05 loss: 0.0316 (0.0347) time: 3.4133 data: 0.0085 max mem: 33370 Epoch: [32] [ 340/1319] eta: 0:56:07 lr: 1.140399832166864e-05 loss: 0.0286 (0.0346) time: 3.4040 data: 0.0082 max mem: 33370 Epoch: [32] [ 350/1319] eta: 0:55:33 lr: 1.1393946317706594e-05 loss: 0.0295 (0.0346) time: 3.4272 data: 0.0087 max mem: 33370 Epoch: [32] [ 360/1319] eta: 0:54:58 lr: 1.138389332830211e-05 loss: 0.0343 (0.0346) time: 3.4286 data: 0.0091 max mem: 33370 Epoch: [32] [ 370/1319] eta: 0:54:24 lr: 1.1373839352391454e-05 loss: 0.0325 (0.0346) time: 3.4281 data: 0.0092 max mem: 33370 Epoch: [32] [ 380/1319] eta: 0:53:50 lr: 1.1363784388908714e-05 loss: 0.0327 (0.0347) time: 3.4568 data: 0.0091 max mem: 33370 Epoch: [32] [ 390/1319] eta: 0:53:16 lr: 1.1353728436785773e-05 loss: 0.0331 (0.0348) time: 3.4673 data: 0.0082 max mem: 33370 Epoch: [32] [ 400/1319] eta: 0:52:43 lr: 1.1343671494952302e-05 loss: 0.0361 (0.0350) time: 3.4793 data: 0.0082 max mem: 33370 Epoch: [32] [ 410/1319] eta: 0:52:07 lr: 1.1333613562335765e-05 loss: 0.0345 (0.0351) time: 3.4362 data: 0.0084 max mem: 33370 Epoch: [32] [ 420/1319] eta: 0:51:32 lr: 1.1323554637861402e-05 loss: 0.0341 (0.0352) time: 3.3966 data: 0.0082 max mem: 33370 Epoch: [32] [ 430/1319] eta: 0:50:57 lr: 1.1313494720452216e-05 loss: 0.0339 (0.0351) time: 3.4100 data: 0.0082 max mem: 33370 Epoch: [32] [ 440/1319] eta: 0:50:22 lr: 1.1303433809028986e-05 loss: 0.0319 (0.0351) time: 3.4086 data: 0.0082 max mem: 33370 Epoch: [32] [ 450/1319] eta: 0:49:46 lr: 1.1293371902510248e-05 loss: 0.0334 (0.0352) time: 3.3916 data: 0.0083 max mem: 33370 Epoch: [32] [ 460/1319] eta: 0:49:11 lr: 1.1283308999812288e-05 loss: 0.0363 (0.0352) time: 3.3886 data: 0.0088 max mem: 33370 Epoch: [32] [ 470/1319] eta: 0:48:36 lr: 1.1273245099849142e-05 loss: 0.0327 (0.0352) time: 3.3887 data: 0.0091 max mem: 33370 Epoch: [32] [ 480/1319] eta: 0:48:01 lr: 1.1263180201532567e-05 loss: 0.0327 (0.0352) time: 3.3866 data: 0.0089 max mem: 33370 Epoch: [32] [ 490/1319] eta: 0:47:26 lr: 1.1253114303772065e-05 loss: 0.0320 (0.0351) time: 3.4062 data: 0.0086 max mem: 33370 Epoch: [32] [ 500/1319] eta: 0:46:52 lr: 1.1243047405474862e-05 loss: 0.0286 (0.0351) time: 3.4303 data: 0.0086 max mem: 33370 Epoch: [32] [ 510/1319] eta: 0:46:18 lr: 1.1232979505545897e-05 loss: 0.0291 (0.0350) time: 3.4509 data: 0.0083 max mem: 33370 Epoch: [32] [ 520/1319] eta: 0:45:43 lr: 1.1222910602887823e-05 loss: 0.0299 (0.0350) time: 3.4248 data: 0.0081 max mem: 33370 Epoch: [32] [ 530/1319] eta: 0:45:09 lr: 1.121284069640098e-05 loss: 0.0299 (0.0349) time: 3.4141 data: 0.0081 max mem: 33370 Epoch: [32] [ 540/1319] eta: 0:44:34 lr: 1.1202769784983422e-05 loss: 0.0324 (0.0349) time: 3.4301 data: 0.0086 max mem: 33370 Epoch: [32] [ 550/1319] eta: 0:44:00 lr: 1.1192697867530886e-05 loss: 0.0359 (0.0349) time: 3.4211 data: 0.0087 max mem: 33370 Epoch: [32] [ 560/1319] eta: 0:43:25 lr: 1.1182624942936785e-05 loss: 0.0342 (0.0351) time: 3.4224 data: 0.0082 max mem: 33370 Epoch: [32] [ 570/1319] eta: 0:42:50 lr: 1.1172551010092211e-05 loss: 0.0342 (0.0352) time: 3.4114 data: 0.0091 max mem: 33370 Epoch: [32] [ 580/1319] eta: 0:42:16 lr: 1.1162476067885926e-05 loss: 0.0359 (0.0352) time: 3.3995 data: 0.0091 max mem: 33370 Epoch: [32] [ 590/1319] eta: 0:41:41 lr: 1.1152400115204338e-05 loss: 0.0312 (0.0352) time: 3.4097 data: 0.0086 max mem: 33370 Epoch: [32] [ 600/1319] eta: 0:41:07 lr: 1.1142323150931518e-05 loss: 0.0290 (0.0353) time: 3.4228 data: 0.0085 max mem: 33370 Epoch: [32] [ 610/1319] eta: 0:40:33 lr: 1.1132245173949183e-05 loss: 0.0337 (0.0353) time: 3.4439 data: 0.0081 max mem: 33370 Epoch: [32] [ 620/1319] eta: 0:39:59 lr: 1.112216618313668e-05 loss: 0.0312 (0.0352) time: 3.4477 data: 0.0084 max mem: 33370 Epoch: [32] [ 630/1319] eta: 0:39:24 lr: 1.1112086177371001e-05 loss: 0.0330 (0.0352) time: 3.4373 data: 0.0083 max mem: 33370 Epoch: [32] [ 640/1319] eta: 0:38:49 lr: 1.1102005155526735e-05 loss: 0.0330 (0.0353) time: 3.4041 data: 0.0080 max mem: 33370 Epoch: [32] [ 650/1319] eta: 0:38:15 lr: 1.109192311647611e-05 loss: 0.0321 (0.0354) time: 3.4049 data: 0.0080 max mem: 33370 Epoch: [32] [ 660/1319] eta: 0:37:41 lr: 1.1081840059088951e-05 loss: 0.0317 (0.0354) time: 3.4431 data: 0.0083 max mem: 33370 Epoch: [32] [ 670/1319] eta: 0:37:07 lr: 1.1071755982232689e-05 loss: 0.0352 (0.0355) time: 3.4623 data: 0.0085 max mem: 33370 Epoch: [32] [ 680/1319] eta: 0:36:33 lr: 1.1061670884772347e-05 loss: 0.0370 (0.0355) time: 3.4523 data: 0.0082 max mem: 33370 Epoch: [32] [ 690/1319] eta: 0:35:58 lr: 1.1051584765570521e-05 loss: 0.0323 (0.0355) time: 3.4277 data: 0.0082 max mem: 33370 Epoch: [32] [ 700/1319] eta: 0:35:24 lr: 1.1041497623487401e-05 loss: 0.0318 (0.0355) time: 3.4435 data: 0.0083 max mem: 33370 Epoch: [32] [ 710/1319] eta: 0:34:50 lr: 1.103140945738074e-05 loss: 0.0318 (0.0355) time: 3.4529 data: 0.0081 max mem: 33370 Epoch: [32] [ 720/1319] eta: 0:34:16 lr: 1.1021320266105851e-05 loss: 0.0339 (0.0355) time: 3.4404 data: 0.0086 max mem: 33370 Epoch: [32] [ 730/1319] eta: 0:33:42 lr: 1.101123004851561e-05 loss: 0.0356 (0.0355) time: 3.4366 data: 0.0091 max mem: 33370 Epoch: [32] [ 740/1319] eta: 0:33:07 lr: 1.1001138803460437e-05 loss: 0.0343 (0.0356) time: 3.4286 data: 0.0085 max mem: 33370 Epoch: [32] [ 750/1319] eta: 0:32:33 lr: 1.099104652978828e-05 loss: 0.0292 (0.0355) time: 3.4243 data: 0.0082 max mem: 33370 Epoch: [32] [ 760/1319] eta: 0:31:58 lr: 1.0980953226344629e-05 loss: 0.0326 (0.0355) time: 3.4208 data: 0.0084 max mem: 33370 Epoch: [32] [ 770/1319] eta: 0:31:24 lr: 1.09708588919725e-05 loss: 0.0328 (0.0355) time: 3.4337 data: 0.0081 max mem: 33370 Epoch: [32] [ 780/1319] eta: 0:30:50 lr: 1.096076352551242e-05 loss: 0.0312 (0.0355) time: 3.4516 data: 0.0079 max mem: 33370 Epoch: [32] [ 790/1319] eta: 0:30:16 lr: 1.0950667125802427e-05 loss: 0.0287 (0.0355) time: 3.4430 data: 0.0079 max mem: 33370 Epoch: [32] [ 800/1319] eta: 0:29:41 lr: 1.0940569691678052e-05 loss: 0.0317 (0.0355) time: 3.4310 data: 0.0083 max mem: 33370 Epoch: [32] [ 810/1319] eta: 0:29:07 lr: 1.0930471221972321e-05 loss: 0.0305 (0.0355) time: 3.4231 data: 0.0083 max mem: 33370 Epoch: [32] [ 820/1319] eta: 0:28:33 lr: 1.0920371715515753e-05 loss: 0.0305 (0.0355) time: 3.4362 data: 0.0082 max mem: 33370 Epoch: [32] [ 830/1319] eta: 0:27:58 lr: 1.0910271171136331e-05 loss: 0.0374 (0.0355) time: 3.4550 data: 0.0087 max mem: 33370 Epoch: [32] [ 840/1319] eta: 0:27:24 lr: 1.0900169587659515e-05 loss: 0.0368 (0.0356) time: 3.4473 data: 0.0091 max mem: 33370 Epoch: [32] [ 850/1319] eta: 0:26:50 lr: 1.0890066963908222e-05 loss: 0.0305 (0.0355) time: 3.4374 data: 0.0085 max mem: 33370 Epoch: [32] [ 860/1319] eta: 0:26:15 lr: 1.087996329870281e-05 loss: 0.0300 (0.0355) time: 3.4393 data: 0.0080 max mem: 33370 Epoch: [32] [ 870/1319] eta: 0:25:41 lr: 1.0869858590861098e-05 loss: 0.0313 (0.0355) time: 3.4349 data: 0.0080 max mem: 33370 Epoch: [32] [ 880/1319] eta: 0:25:07 lr: 1.085975283919833e-05 loss: 0.0282 (0.0354) time: 3.4292 data: 0.0080 max mem: 33370 Epoch: [32] [ 890/1319] eta: 0:24:32 lr: 1.0849646042527184e-05 loss: 0.0295 (0.0354) time: 3.4351 data: 0.0084 max mem: 33370 Epoch: [32] [ 900/1319] eta: 0:23:58 lr: 1.0839538199657755e-05 loss: 0.0297 (0.0353) time: 3.4226 data: 0.0090 max mem: 33370 Epoch: [32] [ 910/1319] eta: 0:23:24 lr: 1.0829429309397535e-05 loss: 0.0307 (0.0353) time: 3.4179 data: 0.0091 max mem: 33370 Epoch: [32] [ 920/1319] eta: 0:22:49 lr: 1.0819319370551438e-05 loss: 0.0326 (0.0353) time: 3.4254 data: 0.0084 max mem: 33370 Epoch: [32] [ 930/1319] eta: 0:22:15 lr: 1.0809208381921764e-05 loss: 0.0303 (0.0353) time: 3.4275 data: 0.0080 max mem: 33370 Epoch: [32] [ 940/1319] eta: 0:21:41 lr: 1.0799096342308196e-05 loss: 0.0326 (0.0353) time: 3.4375 data: 0.0080 max mem: 33370 Epoch: [32] [ 950/1319] eta: 0:21:06 lr: 1.0788983250507807e-05 loss: 0.0333 (0.0352) time: 3.4287 data: 0.0079 max mem: 33370 Epoch: [32] [ 960/1319] eta: 0:20:32 lr: 1.0778869105315014e-05 loss: 0.0337 (0.0353) time: 3.4172 data: 0.0079 max mem: 33370 Epoch: [32] [ 970/1319] eta: 0:19:57 lr: 1.0768753905521617e-05 loss: 0.0357 (0.0354) time: 3.4154 data: 0.0082 max mem: 33370 Epoch: [32] [ 980/1319] eta: 0:19:23 lr: 1.0758637649916756e-05 loss: 0.0357 (0.0354) time: 3.4458 data: 0.0083 max mem: 33370 Epoch: [32] [ 990/1319] eta: 0:18:49 lr: 1.074852033728692e-05 loss: 0.0329 (0.0354) time: 3.4666 data: 0.0082 max mem: 33370 Epoch: [32] [1000/1319] eta: 0:18:15 lr: 1.073840196641593e-05 loss: 0.0329 (0.0354) time: 3.4538 data: 0.0085 max mem: 33370 Epoch: [32] [1010/1319] eta: 0:17:41 lr: 1.0728282536084938e-05 loss: 0.0348 (0.0354) time: 3.4590 data: 0.0086 max mem: 33370 Epoch: [32] [1020/1319] eta: 0:17:06 lr: 1.0718162045072395e-05 loss: 0.0346 (0.0354) time: 3.4273 data: 0.0081 max mem: 33370 Epoch: [32] [1030/1319] eta: 0:16:32 lr: 1.0708040492154082e-05 loss: 0.0280 (0.0353) time: 3.4130 data: 0.0082 max mem: 33370 Epoch: [32] [1040/1319] eta: 0:15:57 lr: 1.069791787610307e-05 loss: 0.0290 (0.0353) time: 3.4176 data: 0.0086 max mem: 33370 Epoch: [32] [1050/1319] eta: 0:15:23 lr: 1.0687794195689722e-05 loss: 0.0290 (0.0353) time: 3.4080 data: 0.0083 max mem: 33370 Epoch: [32] [1060/1319] eta: 0:14:49 lr: 1.0677669449681687e-05 loss: 0.0298 (0.0353) time: 3.4137 data: 0.0085 max mem: 33370 Epoch: [32] [1070/1319] eta: 0:14:14 lr: 1.0667543636843873e-05 loss: 0.0317 (0.0353) time: 3.4058 data: 0.0090 max mem: 33370 Epoch: [32] [1080/1319] eta: 0:13:40 lr: 1.0657416755938468e-05 loss: 0.0339 (0.0353) time: 3.4123 data: 0.0086 max mem: 33370 Epoch: [32] [1090/1319] eta: 0:13:06 lr: 1.0647288805724908e-05 loss: 0.0329 (0.0353) time: 3.4363 data: 0.0082 max mem: 33370 Epoch: [32] [1100/1319] eta: 0:12:31 lr: 1.0637159784959879e-05 loss: 0.0313 (0.0353) time: 3.4346 data: 0.0081 max mem: 33370 Epoch: [32] [1110/1319] eta: 0:11:57 lr: 1.0627029692397306e-05 loss: 0.0338 (0.0354) time: 3.4408 data: 0.0081 max mem: 33370 Epoch: [32] [1120/1319] eta: 0:11:23 lr: 1.0616898526788328e-05 loss: 0.0315 (0.0354) time: 3.4450 data: 0.0084 max mem: 33370 Epoch: [32] [1130/1319] eta: 0:10:48 lr: 1.0606766286881316e-05 loss: 0.0315 (0.0355) time: 3.4165 data: 0.0085 max mem: 33370 Epoch: [32] [1140/1319] eta: 0:10:14 lr: 1.059663297142185e-05 loss: 0.0320 (0.0354) time: 3.3981 data: 0.0082 max mem: 33370 Epoch: [32] [1150/1319] eta: 0:09:39 lr: 1.058649857915271e-05 loss: 0.0330 (0.0355) time: 3.3982 data: 0.0087 max mem: 33370 Epoch: [32] [1160/1319] eta: 0:09:05 lr: 1.0576363108813862e-05 loss: 0.0385 (0.0355) time: 3.4224 data: 0.0089 max mem: 33370 Epoch: [32] [1170/1319] eta: 0:08:31 lr: 1.0566226559142468e-05 loss: 0.0380 (0.0355) time: 3.4211 data: 0.0086 max mem: 33370 Epoch: [32] [1180/1319] eta: 0:07:57 lr: 1.0556088928872841e-05 loss: 0.0334 (0.0355) time: 3.4417 data: 0.0085 max mem: 33370 Epoch: [32] [1190/1319] eta: 0:07:22 lr: 1.0545950216736473e-05 loss: 0.0327 (0.0355) time: 3.4442 data: 0.0085 max mem: 33370 Epoch: [32] [1200/1319] eta: 0:06:48 lr: 1.0535810421462011e-05 loss: 0.0357 (0.0356) time: 3.4290 data: 0.0081 max mem: 33370 Epoch: [32] [1210/1319] eta: 0:06:14 lr: 1.0525669541775238e-05 loss: 0.0336 (0.0355) time: 3.4304 data: 0.0077 max mem: 33370 Epoch: [32] [1220/1319] eta: 0:05:39 lr: 1.0515527576399085e-05 loss: 0.0282 (0.0355) time: 3.4312 data: 0.0081 max mem: 33370 Epoch: [32] [1230/1319] eta: 0:05:05 lr: 1.050538452405359e-05 loss: 0.0354 (0.0355) time: 3.4688 data: 0.0086 max mem: 33370 Epoch: [32] [1240/1319] eta: 0:04:31 lr: 1.049524038345592e-05 loss: 0.0326 (0.0355) time: 3.4455 data: 0.0087 max mem: 33370 Epoch: [32] [1250/1319] eta: 0:03:56 lr: 1.048509515332035e-05 loss: 0.0310 (0.0355) time: 3.4120 data: 0.0084 max mem: 33370 Epoch: [32] [1260/1319] eta: 0:03:22 lr: 1.0474948832358245e-05 loss: 0.0332 (0.0355) time: 3.4229 data: 0.0086 max mem: 33370 Epoch: [32] [1270/1319] eta: 0:02:48 lr: 1.0464801419278068e-05 loss: 0.0362 (0.0355) time: 3.4290 data: 0.0084 max mem: 33370 Epoch: [32] [1280/1319] eta: 0:02:13 lr: 1.0454652912785337e-05 loss: 0.0385 (0.0356) time: 3.4394 data: 0.0079 max mem: 33370 Epoch: [32] [1290/1319] eta: 0:01:39 lr: 1.0444503311582662e-05 loss: 0.0348 (0.0356) time: 3.4704 data: 0.0079 max mem: 33370 Epoch: [32] [1300/1319] eta: 0:01:05 lr: 1.0434352614369702e-05 loss: 0.0319 (0.0356) time: 3.4453 data: 0.0079 max mem: 33370 Epoch: [32] [1310/1319] eta: 0:00:30 lr: 1.0424200819843158e-05 loss: 0.0298 (0.0356) time: 3.4156 data: 0.0079 max mem: 33370 Epoch: [32] Total time: 1:15:27 /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( Test: [ 0/2573] eta: 2:29:25 time: 3.4846 data: 3.3424 max mem: 33370 Test: [ 100/2573] eta: 0:04:37 time: 0.0783 data: 0.0017 max mem: 33370 Test: [ 200/2573] eta: 0:03:48 time: 0.0792 data: 0.0014 max mem: 33370 Test: [ 300/2573] eta: 0:03:25 time: 0.0812 data: 0.0014 max mem: 33370 Test: [ 400/2573] eta: 0:03:10 time: 0.0815 data: 0.0016 max mem: 33370 Test: [ 500/2573] eta: 0:02:58 time: 0.0795 data: 0.0014 max mem: 33370 Test: [ 600/2573] eta: 0:02:47 time: 0.0797 data: 0.0014 max mem: 33370 Test: [ 700/2573] eta: 0:02:38 time: 0.0800 data: 0.0014 max mem: 33370 Test: [ 800/2573] eta: 0:02:29 time: 0.0831 data: 0.0014 max mem: 33370 Test: [ 900/2573] eta: 0:02:20 time: 0.0804 data: 0.0014 max mem: 33370 Test: [1000/2573] eta: 0:02:11 time: 0.0806 data: 0.0014 max mem: 33370 Test: [1100/2573] eta: 0:02:02 time: 0.0815 data: 0.0014 max mem: 33370 Test: [1200/2573] eta: 0:01:54 time: 0.0806 data: 0.0013 max mem: 33370 Test: [1300/2573] eta: 0:01:45 time: 0.0808 data: 0.0014 max mem: 33370 Test: [1400/2573] eta: 0:01:37 time: 0.0790 data: 0.0014 max mem: 33370 Test: [1500/2573] eta: 0:01:28 time: 0.0808 data: 0.0014 max mem: 33370 Test: [1600/2573] eta: 0:01:20 time: 0.0841 data: 0.0014 max mem: 33370 Test: [1700/2573] eta: 0:01:12 time: 0.0793 data: 0.0013 max mem: 33370 Test: [1800/2573] eta: 0:01:03 time: 0.0819 data: 0.0014 max mem: 33370 Test: [1900/2573] eta: 0:00:55 time: 0.0788 data: 0.0014 max mem: 33370 Test: [2000/2573] eta: 0:00:47 time: 0.0808 data: 0.0015 max mem: 33370 Test: [2100/2573] eta: 0:00:38 time: 0.0818 data: 0.0014 max mem: 33370 Test: [2200/2573] eta: 0:00:30 time: 0.0843 data: 0.0015 max mem: 33370 Test: [2300/2573] eta: 0:00:22 time: 0.0830 data: 0.0014 max mem: 33370 Test: [2400/2573] eta: 0:00:14 time: 0.0794 data: 0.0016 max mem: 33370 Test: [2500/2573] eta: 0:00:05 time: 0.0811 data: 0.0016 max mem: 33370 /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( Test: Total time: 0:03:31 Final results: Mean IoU is 64.68 precision@0.5 = 72.43 precision@0.6 = 67.71 precision@0.7 = 61.05 precision@0.8 = 50.20 precision@0.9 = 25.67 overall IoU = 61.72 Average object IoU 64.68223751075244 Overall IoU 61.72307205200195 /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( Epoch: [33] [ 0/1319] eta: 3:12:51 lr: 1.04150632654866e-05 loss: 0.0293 (0.0293) time: 8.7730 data: 1.7354 max mem: 33370 Epoch: [33] [ 10/1319] eta: 1:25:01 lr: 1.0404909382463066e-05 loss: 0.0293 (0.0290) time: 3.8976 data: 0.1662 max mem: 33370 Epoch: [33] [ 20/1319] eta: 1:19:30 lr: 1.0394754398329612e-05 loss: 0.0311 (0.0344) time: 3.4170 data: 0.0089 max mem: 33370 Epoch: [33] [ 30/1319] eta: 1:17:09 lr: 1.0384598311771345e-05 loss: 0.0311 (0.0332) time: 3.4231 data: 0.0085 max mem: 33370 Epoch: [33] [ 40/1319] eta: 1:15:47 lr: 1.0374441121470351e-05 loss: 0.0320 (0.0342) time: 3.4326 data: 0.0085 max mem: 33370 Epoch: [33] [ 50/1319] eta: 1:14:49 lr: 1.0364282826105723e-05 loss: 0.0348 (0.0348) time: 3.4542 data: 0.0087 max mem: 33370 Epoch: [33] [ 60/1319] eta: 1:13:48 lr: 1.0354123424353528e-05 loss: 0.0330 (0.0351) time: 3.4390 data: 0.0088 max mem: 33370 Epoch: [33] [ 70/1319] eta: 1:12:55 lr: 1.0343962914886797e-05 loss: 0.0330 (0.0349) time: 3.4147 data: 0.0087 max mem: 33370 Epoch: [33] [ 80/1319] eta: 1:12:05 lr: 1.033380129637553e-05 loss: 0.0316 (0.0347) time: 3.4122 data: 0.0087 max mem: 33370 Epoch: [33] [ 90/1319] eta: 1:11:15 lr: 1.0323638567486653e-05 loss: 0.0297 (0.0341) time: 3.3912 data: 0.0084 max mem: 33370 Epoch: [33] [ 100/1319] eta: 1:10:35 lr: 1.0313474726884054e-05 loss: 0.0320 (0.0348) time: 3.4083 data: 0.0084 max mem: 33370 Epoch: [33] [ 110/1319] eta: 1:09:53 lr: 1.0303309773228537e-05 loss: 0.0313 (0.0344) time: 3.4239 data: 0.0085 max mem: 33370 Epoch: [33] [ 120/1319] eta: 1:09:13 lr: 1.0293143705177821e-05 loss: 0.0305 (0.0340) time: 3.4093 data: 0.0082 max mem: 33370 Epoch: [33] [ 130/1319] eta: 1:08:30 lr: 1.0282976521386539e-05 loss: 0.0307 (0.0341) time: 3.3960 data: 0.0083 max mem: 33370 Epoch: [33] [ 140/1319] eta: 1:07:52 lr: 1.0272808220506222e-05 loss: 0.0335 (0.0340) time: 3.3957 data: 0.0093 max mem: 33370 Epoch: [33] [ 150/1319] eta: 1:07:14 lr: 1.026263880118526e-05 loss: 0.0291 (0.0339) time: 3.4097 data: 0.0094 max mem: 33370 Epoch: [33] [ 160/1319] eta: 1:06:39 lr: 1.0252468262068951e-05 loss: 0.0286 (0.0336) time: 3.4286 data: 0.0088 max mem: 33370 Epoch: [33] [ 170/1319] eta: 1:06:07 lr: 1.024229660179944e-05 loss: 0.0308 (0.0338) time: 3.4645 data: 0.0087 max mem: 33370 Epoch: [33] [ 180/1319] eta: 1:05:30 lr: 1.023212381901573e-05 loss: 0.0334 (0.0337) time: 3.4486 data: 0.0088 max mem: 33370 Epoch: [33] [ 190/1319] eta: 1:04:55 lr: 1.0221949912353669e-05 loss: 0.0334 (0.0339) time: 3.4323 data: 0.0091 max mem: 33370 Epoch: [33] [ 200/1319] eta: 1:04:20 lr: 1.0211774880445919e-05 loss: 0.0331 (0.0342) time: 3.4458 data: 0.0090 max mem: 33370 Epoch: [33] [ 210/1319] eta: 1:03:44 lr: 1.0201598721921983e-05 loss: 0.0317 (0.0341) time: 3.4248 data: 0.0089 max mem: 33370 Epoch: [33] [ 220/1319] eta: 1:03:09 lr: 1.0191421435408169e-05 loss: 0.0371 (0.0345) time: 3.4214 data: 0.0087 max mem: 33370 Epoch: [33] [ 230/1319] eta: 1:02:32 lr: 1.0181243019527578e-05 loss: 0.0371 (0.0343) time: 3.4250 data: 0.0086 max mem: 33370 Epoch: [33] [ 240/1319] eta: 1:01:57 lr: 1.0171063472900106e-05 loss: 0.0275 (0.0344) time: 3.4177 data: 0.0089 max mem: 33370 Epoch: [33] [ 250/1319] eta: 1:01:22 lr: 1.0160882794142423e-05 loss: 0.0295 (0.0344) time: 3.4285 data: 0.0091 max mem: 33370 Epoch: [33] [ 260/1319] eta: 1:00:46 lr: 1.0150700981867957e-05 loss: 0.0286 (0.0348) time: 3.4174 data: 0.0085 max mem: 33370 Epoch: [33] [ 270/1319] eta: 1:00:11 lr: 1.01405180346869e-05 loss: 0.0285 (0.0346) time: 3.4128 data: 0.0081 max mem: 33370 Epoch: [33] [ 280/1319] eta: 0:59:36 lr: 1.0130333951206182e-05 loss: 0.0323 (0.0345) time: 3.4287 data: 0.0088 max mem: 33370 Epoch: [33] [ 290/1319] eta: 0:59:00 lr: 1.0120148730029472e-05 loss: 0.0310 (0.0345) time: 3.4240 data: 0.0088 max mem: 33370 Epoch: [33] [ 300/1319] eta: 0:58:25 lr: 1.0109962369757157e-05 loss: 0.0303 (0.0344) time: 3.4085 data: 0.0081 max mem: 33370 Epoch: [33] [ 310/1319] eta: 0:57:50 lr: 1.0099774868986322e-05 loss: 0.0297 (0.0342) time: 3.4229 data: 0.0079 max mem: 33370 Epoch: [33] [ 320/1319] eta: 0:57:16 lr: 1.008958622631076e-05 loss: 0.0295 (0.0344) time: 3.4364 data: 0.0080 max mem: 33370 Epoch: [33] [ 330/1319] eta: 0:56:40 lr: 1.0079396440320953e-05 loss: 0.0342 (0.0345) time: 3.4108 data: 0.0081 max mem: 33370 Epoch: [33] [ 340/1319] eta: 0:56:06 lr: 1.0069205509604051e-05 loss: 0.0305 (0.0343) time: 3.4210 data: 0.0085 max mem: 33370 Epoch: [33] [ 350/1319] eta: 0:55:31 lr: 1.0059013432743876e-05 loss: 0.0288 (0.0345) time: 3.4289 data: 0.0084 max mem: 33370 Epoch: [33] [ 360/1319] eta: 0:54:56 lr: 1.0048820208320883e-05 loss: 0.0323 (0.0345) time: 3.4142 data: 0.0088 max mem: 33370 Epoch: [33] [ 370/1319] eta: 0:54:21 lr: 1.0038625834912186e-05 loss: 0.0312 (0.0345) time: 3.4306 data: 0.0089 max mem: 33370 Epoch: [33] [ 380/1319] eta: 0:53:47 lr: 1.0028430311091521e-05 loss: 0.0335 (0.0347) time: 3.4374 data: 0.0082 max mem: 33370 Epoch: [33] [ 390/1319] eta: 0:53:12 lr: 1.0018233635429235e-05 loss: 0.0336 (0.0347) time: 3.4138 data: 0.0085 max mem: 33370 Epoch: [33] [ 400/1319] eta: 0:52:37 lr: 1.0008035806492287e-05 loss: 0.0305 (0.0346) time: 3.4081 data: 0.0085 max mem: 33370 Epoch: [33] [ 410/1319] eta: 0:52:03 lr: 9.99783682284423e-06 loss: 0.0305 (0.0349) time: 3.4292 data: 0.0086 max mem: 33370 Epoch: [33] [ 420/1319] eta: 0:51:27 lr: 9.987636683045179e-06 loss: 0.0327 (0.0348) time: 3.4032 data: 0.0088 max mem: 33370 Epoch: [33] [ 430/1319] eta: 0:50:52 lr: 9.977435385651839e-06 loss: 0.0279 (0.0347) time: 3.3855 data: 0.0083 max mem: 33370 Epoch: [33] [ 440/1319] eta: 0:50:17 lr: 9.967232929217462e-06 loss: 0.0279 (0.0347) time: 3.3953 data: 0.0086 max mem: 33370 Epoch: [33] [ 450/1319] eta: 0:49:42 lr: 9.957029312291845e-06 loss: 0.0351 (0.0348) time: 3.4015 data: 0.0088 max mem: 33370 Epoch: [33] [ 460/1319] eta: 0:49:08 lr: 9.946824533421325e-06 loss: 0.0351 (0.0348) time: 3.4241 data: 0.0083 max mem: 33370 Epoch: [33] [ 470/1319] eta: 0:48:33 lr: 9.936618591148734e-06 loss: 0.0346 (0.0348) time: 3.4278 data: 0.0082 max mem: 33370 Epoch: [33] [ 480/1319] eta: 0:47:59 lr: 9.92641148401344e-06 loss: 0.0352 (0.0348) time: 3.4259 data: 0.0085 max mem: 33370 Epoch: [33] [ 490/1319] eta: 0:47:24 lr: 9.916203210551294e-06 loss: 0.0322 (0.0348) time: 3.4305 data: 0.0084 max mem: 33370 Epoch: [33] [ 500/1319] eta: 0:46:51 lr: 9.905993769294629e-06 loss: 0.0308 (0.0347) time: 3.4517 data: 0.0082 max mem: 33370 Epoch: [33] [ 510/1319] eta: 0:46:16 lr: 9.895783158772255e-06 loss: 0.0357 (0.0349) time: 3.4420 data: 0.0083 max mem: 33370 Epoch: [33] [ 520/1319] eta: 0:45:42 lr: 9.885571377509421e-06 loss: 0.0383 (0.0349) time: 3.4171 data: 0.0082 max mem: 33370 Epoch: [33] [ 530/1319] eta: 0:45:07 lr: 9.875358424027841e-06 loss: 0.0317 (0.0349) time: 3.4179 data: 0.0082 max mem: 33370 Epoch: [33] [ 540/1319] eta: 0:44:33 lr: 9.865144296845656e-06 loss: 0.0320 (0.0350) time: 3.4157 data: 0.0088 max mem: 33370 Epoch: [33] [ 550/1319] eta: 0:43:58 lr: 9.85492899447742e-06 loss: 0.0341 (0.0350) time: 3.4151 data: 0.0088 max mem: 33370 Epoch: [33] [ 560/1319] eta: 0:43:23 lr: 9.844712515434104e-06 loss: 0.0292 (0.0349) time: 3.4006 data: 0.0086 max mem: 33370 Epoch: [33] [ 570/1319] eta: 0:42:49 lr: 9.83449485822307e-06 loss: 0.0319 (0.0350) time: 3.4131 data: 0.0082 max mem: 33370 Epoch: [33] [ 580/1319] eta: 0:42:15 lr: 9.824276021348049e-06 loss: 0.0323 (0.0349) time: 3.4633 data: 0.0080 max mem: 33370 Epoch: [33] [ 590/1319] eta: 0:41:40 lr: 9.814056003309152e-06 loss: 0.0300 (0.0349) time: 3.4395 data: 0.0082 max mem: 33370 Epoch: [33] [ 600/1319] eta: 0:41:07 lr: 9.803834802602848e-06 loss: 0.0324 (0.0349) time: 3.4422 data: 0.0079 max mem: 33370 Epoch: [33] [ 610/1319] eta: 0:40:33 lr: 9.793612417721937e-06 loss: 0.0350 (0.0349) time: 3.4595 data: 0.0078 max mem: 33370 Epoch: [33] [ 620/1319] eta: 0:39:58 lr: 9.783388847155563e-06 loss: 0.0320 (0.0348) time: 3.4209 data: 0.0083 max mem: 33370 Epoch: [33] [ 630/1319] eta: 0:39:24 lr: 9.773164089389164e-06 loss: 0.0303 (0.0349) time: 3.4318 data: 0.0085 max mem: 33370 Epoch: [33] [ 640/1319] eta: 0:38:50 lr: 9.762938142904499e-06 loss: 0.0303 (0.0348) time: 3.4492 data: 0.0084 max mem: 33370 Epoch: [33] [ 650/1319] eta: 0:38:15 lr: 9.752711006179608e-06 loss: 0.0290 (0.0348) time: 3.4301 data: 0.0087 max mem: 33370 Epoch: [33] [ 660/1319] eta: 0:37:41 lr: 9.742482677688807e-06 loss: 0.0299 (0.0347) time: 3.4342 data: 0.0088 max mem: 33370 Epoch: [33] [ 670/1319] eta: 0:37:07 lr: 9.732253155902685e-06 loss: 0.0290 (0.0346) time: 3.4413 data: 0.0086 max mem: 33370 Epoch: [33] [ 680/1319] eta: 0:36:33 lr: 9.722022439288054e-06 loss: 0.0247 (0.0346) time: 3.4399 data: 0.0082 max mem: 33370 Epoch: [33] [ 690/1319] eta: 0:35:58 lr: 9.711790526307984e-06 loss: 0.0310 (0.0347) time: 3.4216 data: 0.0080 max mem: 33370 Epoch: [33] [ 700/1319] eta: 0:35:24 lr: 9.701557415421759e-06 loss: 0.0347 (0.0347) time: 3.4009 data: 0.0082 max mem: 33370 Epoch: [33] [ 710/1319] eta: 0:34:50 lr: 9.69132310508487e-06 loss: 0.0308 (0.0347) time: 3.4452 data: 0.0085 max mem: 33370 Epoch: [33] [ 720/1319] eta: 0:34:16 lr: 9.681087593749006e-06 loss: 0.0306 (0.0346) time: 3.4797 data: 0.0084 max mem: 33370 Epoch: [33] [ 730/1319] eta: 0:33:42 lr: 9.670850879862032e-06 loss: 0.0310 (0.0347) time: 3.4876 data: 0.0084 max mem: 33370 Epoch: [33] [ 740/1319] eta: 0:33:08 lr: 9.660612961867972e-06 loss: 0.0314 (0.0347) time: 3.4715 data: 0.0085 max mem: 33370 Epoch: [33] [ 750/1319] eta: 0:32:33 lr: 9.650373838207014e-06 loss: 0.0321 (0.0347) time: 3.4383 data: 0.0082 max mem: 33370 Epoch: [33] [ 760/1319] eta: 0:31:58 lr: 9.640133507315477e-06 loss: 0.0310 (0.0346) time: 3.3865 data: 0.0080 max mem: 33370 Epoch: [33] [ 770/1319] eta: 0:31:25 lr: 9.62989196762581e-06 loss: 0.0299 (0.0346) time: 3.4301 data: 0.0078 max mem: 33370 Epoch: [33] [ 780/1319] eta: 0:30:50 lr: 9.61964921756657e-06 loss: 0.0329 (0.0346) time: 3.4753 data: 0.0077 max mem: 33370 Epoch: [33] [ 790/1319] eta: 0:30:16 lr: 9.609405255562397e-06 loss: 0.0358 (0.0347) time: 3.4696 data: 0.0084 max mem: 33370 Epoch: [33] [ 800/1319] eta: 0:29:42 lr: 9.599160080034027e-06 loss: 0.0331 (0.0346) time: 3.4596 data: 0.0086 max mem: 33370 Epoch: [33] [ 810/1319] eta: 0:29:08 lr: 9.588913689398257e-06 loss: 0.0299 (0.0346) time: 3.4335 data: 0.0085 max mem: 33370 Epoch: [33] [ 820/1319] eta: 0:28:33 lr: 9.578666082067937e-06 loss: 0.0279 (0.0345) time: 3.4347 data: 0.0087 max mem: 33370 Epoch: [33] [ 830/1319] eta: 0:27:59 lr: 9.568417256451955e-06 loss: 0.0279 (0.0345) time: 3.4261 data: 0.0089 max mem: 33370 Epoch: [33] [ 840/1319] eta: 0:27:25 lr: 9.558167210955227e-06 loss: 0.0359 (0.0346) time: 3.4398 data: 0.0092 max mem: 33370 Epoch: [33] [ 850/1319] eta: 0:26:50 lr: 9.547915943978656e-06 loss: 0.0317 (0.0346) time: 3.4454 data: 0.0093 max mem: 33370 Epoch: [33] [ 860/1319] eta: 0:26:16 lr: 9.537663453919165e-06 loss: 0.0350 (0.0346) time: 3.4507 data: 0.0093 max mem: 33370 Epoch: [33] [ 870/1319] eta: 0:25:42 lr: 9.52740973916964e-06 loss: 0.0346 (0.0346) time: 3.4704 data: 0.0100 max mem: 33370 Epoch: [33] [ 880/1319] eta: 0:25:08 lr: 9.517154798118936e-06 loss: 0.0298 (0.0346) time: 3.4868 data: 0.0104 max mem: 33370 Epoch: [33] [ 890/1319] eta: 0:24:33 lr: 9.506898629151863e-06 loss: 0.0311 (0.0348) time: 3.4542 data: 0.0092 max mem: 33370 Epoch: [33] [ 900/1319] eta: 0:23:59 lr: 9.496641230649144e-06 loss: 0.0358 (0.0349) time: 3.4281 data: 0.0083 max mem: 33370 Epoch: [33] [ 910/1319] eta: 0:23:25 lr: 9.48638260098744e-06 loss: 0.0284 (0.0349) time: 3.4237 data: 0.0082 max mem: 33370 Epoch: [33] [ 920/1319] eta: 0:22:50 lr: 9.476122738539313e-06 loss: 0.0266 (0.0348) time: 3.4043 data: 0.0084 max mem: 33370 Epoch: [33] [ 930/1319] eta: 0:22:16 lr: 9.465861641673206e-06 loss: 0.0291 (0.0348) time: 3.4040 data: 0.0083 max mem: 33370 Epoch: [33] [ 940/1319] eta: 0:21:41 lr: 9.455599308753445e-06 loss: 0.0300 (0.0347) time: 3.4194 data: 0.0081 max mem: 33370 Epoch: [33] [ 950/1319] eta: 0:21:07 lr: 9.445335738140192e-06 loss: 0.0322 (0.0348) time: 3.4250 data: 0.0084 max mem: 33370 Epoch: [33] [ 960/1319] eta: 0:20:32 lr: 9.435070928189476e-06 loss: 0.0334 (0.0348) time: 3.4149 data: 0.0086 max mem: 33370 Epoch: [33] [ 970/1319] eta: 0:19:58 lr: 9.424804877253139e-06 loss: 0.0317 (0.0347) time: 3.4374 data: 0.0084 max mem: 33370 Epoch: [33] [ 980/1319] eta: 0:19:24 lr: 9.414537583678836e-06 loss: 0.0313 (0.0347) time: 3.4231 data: 0.0084 max mem: 33370 Epoch: [33] [ 990/1319] eta: 0:18:49 lr: 9.404269045810016e-06 loss: 0.0312 (0.0347) time: 3.4150 data: 0.0087 max mem: 33370 Epoch: [33] [1000/1319] eta: 0:18:15 lr: 9.393999261985916e-06 loss: 0.0361 (0.0347) time: 3.4355 data: 0.0091 max mem: 33370 Epoch: [33] [1010/1319] eta: 0:17:41 lr: 9.383728230541512e-06 loss: 0.0315 (0.0347) time: 3.4146 data: 0.0088 max mem: 33370 Epoch: [33] [1020/1319] eta: 0:17:06 lr: 9.373455949807552e-06 loss: 0.0293 (0.0346) time: 3.4354 data: 0.0085 max mem: 33370 Epoch: [33] [1030/1319] eta: 0:16:32 lr: 9.363182418110507e-06 loss: 0.0297 (0.0346) time: 3.4504 data: 0.0085 max mem: 33370 Epoch: [33] [1040/1319] eta: 0:15:58 lr: 9.352907633772557e-06 loss: 0.0294 (0.0346) time: 3.4110 data: 0.0085 max mem: 33370 Epoch: [33] [1050/1319] eta: 0:15:23 lr: 9.342631595111597e-06 loss: 0.0323 (0.0346) time: 3.4016 data: 0.0083 max mem: 33370 Epoch: [33] [1060/1319] eta: 0:14:49 lr: 9.332354300441178e-06 loss: 0.0323 (0.0346) time: 3.3936 data: 0.0084 max mem: 33370 Epoch: [33] [1070/1319] eta: 0:14:14 lr: 9.322075748070539e-06 loss: 0.0288 (0.0345) time: 3.3773 data: 0.0088 max mem: 33370 Epoch: [33] [1080/1319] eta: 0:13:40 lr: 9.311795936304561e-06 loss: 0.0308 (0.0345) time: 3.3936 data: 0.0086 max mem: 33370 Epoch: [33] [1090/1319] eta: 0:13:05 lr: 9.301514863443759e-06 loss: 0.0330 (0.0345) time: 3.3817 data: 0.0081 max mem: 33370 Epoch: [33] [1100/1319] eta: 0:12:31 lr: 9.291232527784269e-06 loss: 0.0332 (0.0345) time: 3.4107 data: 0.0081 max mem: 33370 Epoch: [33] [1110/1319] eta: 0:11:57 lr: 9.280948927617811e-06 loss: 0.0332 (0.0345) time: 3.4290 data: 0.0083 max mem: 33370 Epoch: [33] [1120/1319] eta: 0:11:22 lr: 9.270664061231702e-06 loss: 0.0328 (0.0346) time: 3.4304 data: 0.0082 max mem: 33370 Epoch: [33] [1130/1319] eta: 0:10:48 lr: 9.260377926908826e-06 loss: 0.0332 (0.0346) time: 3.4538 data: 0.0081 max mem: 33370 Epoch: [33] [1140/1319] eta: 0:10:14 lr: 9.250090522927605e-06 loss: 0.0302 (0.0346) time: 3.4238 data: 0.0081 max mem: 33370 Epoch: [33] [1150/1319] eta: 0:09:39 lr: 9.239801847562006e-06 loss: 0.0310 (0.0346) time: 3.4169 data: 0.0082 max mem: 33370 Epoch: [33] [1160/1319] eta: 0:09:05 lr: 9.229511899081506e-06 loss: 0.0295 (0.0346) time: 3.4274 data: 0.0084 max mem: 33370 Epoch: [33] [1170/1319] eta: 0:08:31 lr: 9.219220675751069e-06 loss: 0.0295 (0.0346) time: 3.4415 data: 0.0081 max mem: 33370 Epoch: [33] [1180/1319] eta: 0:07:57 lr: 9.20892817583115e-06 loss: 0.0311 (0.0346) time: 3.4560 data: 0.0087 max mem: 33370 Epoch: [33] [1190/1319] eta: 0:07:22 lr: 9.19863439757767e-06 loss: 0.0304 (0.0346) time: 3.4618 data: 0.0089 max mem: 33370 Epoch: [33] [1200/1319] eta: 0:06:48 lr: 9.188339339241987e-06 loss: 0.0300 (0.0346) time: 3.4605 data: 0.0083 max mem: 33370 Epoch: [33] [1210/1319] eta: 0:06:14 lr: 9.178042999070898e-06 loss: 0.0292 (0.0346) time: 3.4654 data: 0.0082 max mem: 33370 Epoch: [33] [1220/1319] eta: 0:05:39 lr: 9.16774537530659e-06 loss: 0.0367 (0.0347) time: 3.4364 data: 0.0086 max mem: 33370 Epoch: [33] [1230/1319] eta: 0:05:05 lr: 9.157446466186662e-06 loss: 0.0375 (0.0347) time: 3.4017 data: 0.0087 max mem: 33370 Epoch: [33] [1240/1319] eta: 0:04:31 lr: 9.147146269944078e-06 loss: 0.0315 (0.0347) time: 3.4195 data: 0.0085 max mem: 33370 Epoch: [33] [1250/1319] eta: 0:03:56 lr: 9.136844784807162e-06 loss: 0.0320 (0.0347) time: 3.4142 data: 0.0086 max mem: 33370 Epoch: [33] [1260/1319] eta: 0:03:22 lr: 9.126542008999582e-06 loss: 0.0337 (0.0347) time: 3.4007 data: 0.0083 max mem: 33370 Epoch: [33] [1270/1319] eta: 0:02:48 lr: 9.11623794074031e-06 loss: 0.0337 (0.0347) time: 3.4334 data: 0.0083 max mem: 33370 Epoch: [33] [1280/1319] eta: 0:02:13 lr: 9.105932578243631e-06 loss: 0.0333 (0.0347) time: 3.4578 data: 0.0085 max mem: 33370 Epoch: [33] [1290/1319] eta: 0:01:39 lr: 9.095625919719118e-06 loss: 0.0338 (0.0348) time: 3.4456 data: 0.0086 max mem: 33370 Epoch: [33] [1300/1319] eta: 0:01:05 lr: 9.085317963371604e-06 loss: 0.0342 (0.0348) time: 3.4396 data: 0.0089 max mem: 33370 Epoch: [33] [1310/1319] eta: 0:00:30 lr: 9.075008707401167e-06 loss: 0.0293 (0.0348) time: 3.4597 data: 0.0083 max mem: 33370 Epoch: [33] Total time: 1:15:28 /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( Test: [ 0/2573] eta: 2:14:17 time: 3.1314 data: 3.0350 max mem: 33370 Test: [ 100/2573] eta: 0:04:27 time: 0.0775 data: 0.0014 max mem: 33370 Test: [ 200/2573] eta: 0:03:44 time: 0.0799 data: 0.0014 max mem: 33370 Test: [ 300/2573] eta: 0:03:22 time: 0.0814 data: 0.0014 max mem: 33370 Test: [ 400/2573] eta: 0:03:08 time: 0.0813 data: 0.0014 max mem: 33370 Test: [ 500/2573] eta: 0:02:57 time: 0.0808 data: 0.0014 max mem: 33370 Test: [ 600/2573] eta: 0:02:47 time: 0.0802 data: 0.0015 max mem: 33370 Test: [ 700/2573] eta: 0:02:38 time: 0.0806 data: 0.0014 max mem: 33370 Test: [ 800/2573] eta: 0:02:29 time: 0.0836 data: 0.0014 max mem: 33370 Test: [ 900/2573] eta: 0:02:20 time: 0.0811 data: 0.0015 max mem: 33370 Test: [1000/2573] eta: 0:02:11 time: 0.0803 data: 0.0014 max mem: 33370 Test: [1100/2573] eta: 0:02:02 time: 0.0806 data: 0.0015 max mem: 33370 Test: [1200/2573] eta: 0:01:54 time: 0.0811 data: 0.0015 max mem: 33370 Test: [1300/2573] eta: 0:01:45 time: 0.0804 data: 0.0013 max mem: 33370 Test: [1400/2573] eta: 0:01:37 time: 0.0801 data: 0.0014 max mem: 33370 Test: [1500/2573] eta: 0:01:28 time: 0.0819 data: 0.0015 max mem: 33370 Test: [1600/2573] eta: 0:01:20 time: 0.0845 data: 0.0016 max mem: 33370 Test: [1700/2573] eta: 0:01:12 time: 0.0790 data: 0.0014 max mem: 33370 Test: [1800/2573] eta: 0:01:03 time: 0.0821 data: 0.0015 max mem: 33370 Test: [1900/2573] eta: 0:00:55 time: 0.0785 data: 0.0014 max mem: 33370 Test: [2000/2573] eta: 0:00:47 time: 0.0801 data: 0.0014 max mem: 33370 Test: [2100/2573] eta: 0:00:38 time: 0.0819 data: 0.0014 max mem: 33370 Test: [2200/2573] eta: 0:00:30 time: 0.0829 data: 0.0015 max mem: 33370 Test: [2300/2573] eta: 0:00:22 time: 0.0820 data: 0.0015 max mem: 33370 Test: [2400/2573] eta: 0:00:14 time: 0.0774 data: 0.0015 max mem: 33370 Test: [2500/2573] eta: 0:00:05 time: 0.0808 data: 0.0015 max mem: 33370 Test: Total time: 0:03:31 Final results: Mean IoU is 64.36 precision@0.5 = 72.16 precision@0.6 = 67.40 precision@0.7 = 61.21 precision@0.8 = 50.27 precision@0.9 = 25.37 overall IoU = 61.73 Average object IoU 64.35705950669805 Overall IoU 61.73014831542969 /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( Epoch: [34] [ 0/1319] eta: 3:23:39 lr: 9.065729264358701e-06 loss: 0.0234 (0.0234) time: 9.2643 data: 1.8936 max mem: 33370 Epoch: [34] [ 10/1319] eta: 1:26:24 lr: 9.05541753412883e-06 loss: 0.0361 (0.0327) time: 3.9604 data: 0.1795 max mem: 33370 Epoch: [34] [ 20/1319] eta: 1:19:55 lr: 9.045104499029229e-06 loss: 0.0366 (0.0405) time: 3.4133 data: 0.0084 max mem: 33370 Epoch: [34] [ 30/1319] eta: 1:17:32 lr: 9.03479015724125e-06 loss: 0.0302 (0.0375) time: 3.4160 data: 0.0086 max mem: 33370 Epoch: [34] [ 40/1319] eta: 1:15:48 lr: 9.024474506941415e-06 loss: 0.0282 (0.0360) time: 3.4147 data: 0.0086 max mem: 33370 Epoch: [34] [ 50/1319] eta: 1:14:34 lr: 9.014157546301385e-06 loss: 0.0316 (0.0354) time: 3.3969 data: 0.0086 max mem: 33370 Epoch: [34] [ 60/1319] eta: 1:13:38 lr: 9.003839273487931e-06 loss: 0.0325 (0.0361) time: 3.4120 data: 0.0083 max mem: 33370 Epoch: [34] [ 70/1319] eta: 1:12:49 lr: 8.99351968666293e-06 loss: 0.0313 (0.0350) time: 3.4274 data: 0.0081 max mem: 33370 Epoch: [34] [ 80/1319] eta: 1:12:02 lr: 8.983198783983315e-06 loss: 0.0323 (0.0347) time: 3.4264 data: 0.0080 max mem: 33370 Epoch: [34] [ 90/1319] eta: 1:11:20 lr: 8.972876563601101e-06 loss: 0.0302 (0.0340) time: 3.4306 data: 0.0085 max mem: 33370 Epoch: [34] [ 100/1319] eta: 1:10:36 lr: 8.962553023663333e-06 loss: 0.0295 (0.0344) time: 3.4216 data: 0.0087 max mem: 33370 Epoch: [34] [ 110/1319] eta: 1:09:57 lr: 8.952228162312077e-06 loss: 0.0305 (0.0343) time: 3.4185 data: 0.0082 max mem: 33370 Epoch: [34] [ 120/1319] eta: 1:09:19 lr: 8.941901977684397e-06 loss: 0.0354 (0.0347) time: 3.4360 data: 0.0086 max mem: 33370 Epoch: [34] [ 130/1319] eta: 1:08:40 lr: 8.93157446791234e-06 loss: 0.0368 (0.0348) time: 3.4315 data: 0.0083 max mem: 33370 Epoch: [34] [ 140/1319] eta: 1:08:03 lr: 8.9212456311229e-06 loss: 0.0329 (0.0345) time: 3.4278 data: 0.0077 max mem: 33370 Epoch: [34] [ 150/1319] eta: 1:07:26 lr: 8.910915465438025e-06 loss: 0.0335 (0.0349) time: 3.4380 data: 0.0081 max mem: 33370 Epoch: [34] [ 160/1319] eta: 1:06:52 lr: 8.900583968974578e-06 loss: 0.0330 (0.0345) time: 3.4522 data: 0.0084 max mem: 33370 Epoch: [34] [ 170/1319] eta: 1:06:15 lr: 8.89025113984432e-06 loss: 0.0302 (0.0345) time: 3.4432 data: 0.0082 max mem: 33370 Epoch: [34] [ 180/1319] eta: 1:05:40 lr: 8.879916976153894e-06 loss: 0.0302 (0.0342) time: 3.4417 data: 0.0084 max mem: 33370 Epoch: [34] [ 190/1319] eta: 1:05:04 lr: 8.869581476004788e-06 loss: 0.0326 (0.0344) time: 3.4504 data: 0.0084 max mem: 33370 Epoch: [34] [ 200/1319] eta: 1:04:29 lr: 8.859244637493344e-06 loss: 0.0321 (0.0343) time: 3.4415 data: 0.0081 max mem: 33370 Epoch: [34] [ 210/1319] eta: 1:03:52 lr: 8.84890645871071e-06 loss: 0.0308 (0.0342) time: 3.4273 data: 0.0082 max mem: 33370 Epoch: [34] [ 220/1319] eta: 1:03:16 lr: 8.838566937742836e-06 loss: 0.0333 (0.0341) time: 3.4221 data: 0.0081 max mem: 33370 Epoch: [34] [ 230/1319] eta: 1:02:41 lr: 8.828226072670449e-06 loss: 0.0332 (0.0348) time: 3.4333 data: 0.0080 max mem: 33370 Epoch: [34] [ 240/1319] eta: 1:02:04 lr: 8.817883861569014e-06 loss: 0.0335 (0.0350) time: 3.4274 data: 0.0084 max mem: 33370 Epoch: [34] [ 250/1319] eta: 1:01:30 lr: 8.807540302508743e-06 loss: 0.0331 (0.0350) time: 3.4317 data: 0.0086 max mem: 33370 Epoch: [34] [ 260/1319] eta: 1:00:55 lr: 8.797195393554557e-06 loss: 0.0318 (0.0350) time: 3.4515 data: 0.0085 max mem: 33370 Epoch: [34] [ 270/1319] eta: 1:00:21 lr: 8.786849132766063e-06 loss: 0.0295 (0.0359) time: 3.4531 data: 0.0089 max mem: 33370 Epoch: [34] [ 280/1319] eta: 0:59:46 lr: 8.776501518197541e-06 loss: 0.0295 (0.0358) time: 3.4420 data: 0.0087 max mem: 33370 Epoch: [34] [ 290/1319] eta: 0:59:11 lr: 8.76615254789792e-06 loss: 0.0322 (0.0357) time: 3.4429 data: 0.0082 max mem: 33370 Epoch: [34] [ 300/1319] eta: 0:58:35 lr: 8.755802219910735e-06 loss: 0.0322 (0.0358) time: 3.4352 data: 0.0084 max mem: 33370 Epoch: [34] [ 310/1319] eta: 0:58:01 lr: 8.745450532274145e-06 loss: 0.0310 (0.0357) time: 3.4281 data: 0.0085 max mem: 33370 Epoch: [34] [ 320/1319] eta: 0:57:25 lr: 8.735097483020883e-06 loss: 0.0309 (0.0356) time: 3.4232 data: 0.0087 max mem: 33370 Epoch: [34] [ 330/1319] eta: 0:56:50 lr: 8.724743070178239e-06 loss: 0.0312 (0.0357) time: 3.4233 data: 0.0088 max mem: 33370 Epoch: [34] [ 340/1319] eta: 0:56:15 lr: 8.714387291768046e-06 loss: 0.0301 (0.0355) time: 3.4295 data: 0.0085 max mem: 33370 Epoch: [34] [ 350/1319] eta: 0:55:39 lr: 8.704030145806636e-06 loss: 0.0266 (0.0354) time: 3.4042 data: 0.0086 max mem: 33370 Epoch: [34] [ 360/1319] eta: 0:55:04 lr: 8.693671630304845e-06 loss: 0.0319 (0.0353) time: 3.4108 data: 0.0093 max mem: 33370 Epoch: [34] [ 370/1319] eta: 0:54:29 lr: 8.683311743267978e-06 loss: 0.0319 (0.0354) time: 3.4315 data: 0.0091 max mem: 33370 Epoch: [34] [ 380/1319] eta: 0:53:53 lr: 8.672950482695785e-06 loss: 0.0311 (0.0353) time: 3.4102 data: 0.0087 max mem: 33370 Epoch: [34] [ 390/1319] eta: 0:53:18 lr: 8.662587846582436e-06 loss: 0.0314 (0.0352) time: 3.4058 data: 0.0083 max mem: 33370 Epoch: [34] [ 400/1319] eta: 0:52:43 lr: 8.65222383291651e-06 loss: 0.0332 (0.0352) time: 3.4255 data: 0.0082 max mem: 33370 Epoch: [34] [ 410/1319] eta: 0:52:09 lr: 8.641858439680947e-06 loss: 0.0313 (0.0352) time: 3.4377 data: 0.0089 max mem: 33370 Epoch: [34] [ 420/1319] eta: 0:51:34 lr: 8.631491664853054e-06 loss: 0.0316 (0.0352) time: 3.4317 data: 0.0090 max mem: 33370 Epoch: [34] [ 430/1319] eta: 0:50:59 lr: 8.621123506404469e-06 loss: 0.0340 (0.0351) time: 3.4183 data: 0.0085 max mem: 33370 Epoch: [34] [ 440/1319] eta: 0:50:25 lr: 8.610753962301133e-06 loss: 0.0294 (0.0350) time: 3.4362 data: 0.0085 max mem: 33370 Epoch: [34] [ 450/1319] eta: 0:49:50 lr: 8.600383030503278e-06 loss: 0.0338 (0.0365) time: 3.4457 data: 0.0086 max mem: 33370 Epoch: [34] [ 460/1319] eta: 0:49:15 lr: 8.590010708965377e-06 loss: 0.0423 (0.0365) time: 3.4152 data: 0.0083 max mem: 33370 Epoch: [34] [ 470/1319] eta: 0:48:41 lr: 8.579636995636159e-06 loss: 0.0351 (0.0367) time: 3.4126 data: 0.0081 max mem: 33370 Epoch: [34] [ 480/1319] eta: 0:48:07 lr: 8.569261888458558e-06 loss: 0.0297 (0.0365) time: 3.4478 data: 0.0085 max mem: 33370 Epoch: [34] [ 490/1319] eta: 0:47:32 lr: 8.558885385369697e-06 loss: 0.0295 (0.0364) time: 3.4358 data: 0.0088 max mem: 33370 Epoch: [34] [ 500/1319] eta: 0:46:57 lr: 8.548507484300866e-06 loss: 0.0323 (0.0364) time: 3.4178 data: 0.0085 max mem: 33370 Epoch: [34] [ 510/1319] eta: 0:46:22 lr: 8.538128183177479e-06 loss: 0.0327 (0.0363) time: 3.4292 data: 0.0083 max mem: 33370 Epoch: [34] [ 520/1319] eta: 0:45:48 lr: 8.527747479919078e-06 loss: 0.0324 (0.0363) time: 3.4360 data: 0.0083 max mem: 33370 Epoch: [34] [ 530/1319] eta: 0:45:13 lr: 8.517365372439296e-06 loss: 0.0315 (0.0362) time: 3.4353 data: 0.0083 max mem: 33370 Epoch: [34] [ 540/1319] eta: 0:44:38 lr: 8.506981858645828e-06 loss: 0.0304 (0.0363) time: 3.4009 data: 0.0082 max mem: 33370 Epoch: [34] [ 550/1319] eta: 0:44:03 lr: 8.496596936440405e-06 loss: 0.0335 (0.0362) time: 3.3922 data: 0.0080 max mem: 33370 Epoch: [34] [ 560/1319] eta: 0:43:28 lr: 8.486210603718787e-06 loss: 0.0315 (0.0362) time: 3.4018 data: 0.0085 max mem: 33370 Epoch: [34] [ 570/1319] eta: 0:42:53 lr: 8.475822858370701e-06 loss: 0.0314 (0.0361) time: 3.3945 data: 0.0090 max mem: 33370 Epoch: [34] [ 580/1319] eta: 0:42:19 lr: 8.465433698279856e-06 loss: 0.0314 (0.0360) time: 3.4115 data: 0.0090 max mem: 33370 Epoch: [34] [ 590/1319] eta: 0:41:45 lr: 8.455043121323896e-06 loss: 0.0341 (0.0361) time: 3.4316 data: 0.0089 max mem: 33370 Epoch: [34] [ 600/1319] eta: 0:41:10 lr: 8.444651125374376e-06 loss: 0.0305 (0.0360) time: 3.4214 data: 0.0090 max mem: 33370 Epoch: [34] [ 610/1319] eta: 0:40:36 lr: 8.43425770829675e-06 loss: 0.0298 (0.0359) time: 3.4248 data: 0.0088 max mem: 33370 Epoch: [34] [ 620/1319] eta: 0:40:01 lr: 8.423862867950307e-06 loss: 0.0317 (0.0359) time: 3.4344 data: 0.0084 max mem: 33370 Epoch: [34] [ 630/1319] eta: 0:39:27 lr: 8.413466602188201e-06 loss: 0.0321 (0.0360) time: 3.4436 data: 0.0085 max mem: 33370 Epoch: [34] [ 640/1319] eta: 0:38:53 lr: 8.403068908857377e-06 loss: 0.0402 (0.0360) time: 3.4558 data: 0.0084 max mem: 33370 Epoch: [34] [ 650/1319] eta: 0:38:18 lr: 8.39266978579857e-06 loss: 0.0372 (0.0360) time: 3.4222 data: 0.0081 max mem: 33370 Epoch: [34] [ 660/1319] eta: 0:37:44 lr: 8.382269230846276e-06 loss: 0.0332 (0.0360) time: 3.4250 data: 0.0082 max mem: 33370 Epoch: [34] [ 670/1319] eta: 0:37:09 lr: 8.371867241828703e-06 loss: 0.0332 (0.0360) time: 3.4436 data: 0.0086 max mem: 33370 Epoch: [34] [ 680/1319] eta: 0:36:35 lr: 8.361463816567778e-06 loss: 0.0306 (0.0359) time: 3.4246 data: 0.0085 max mem: 33370 Epoch: [34] [ 690/1319] eta: 0:36:00 lr: 8.3510589528791e-06 loss: 0.0292 (0.0359) time: 3.4129 data: 0.0084 max mem: 33370 Epoch: [34] [ 700/1319] eta: 0:35:26 lr: 8.340652648571916e-06 loss: 0.0295 (0.0358) time: 3.4264 data: 0.0084 max mem: 33370 Epoch: [34] [ 710/1319] eta: 0:34:51 lr: 8.330244901449094e-06 loss: 0.0302 (0.0359) time: 3.4135 data: 0.0083 max mem: 33370 Epoch: [34] [ 720/1319] eta: 0:34:17 lr: 8.319835709307101e-06 loss: 0.0328 (0.0359) time: 3.3908 data: 0.0082 max mem: 33370 Epoch: [34] [ 730/1319] eta: 0:33:42 lr: 8.309425069935955e-06 loss: 0.0326 (0.0358) time: 3.4243 data: 0.0081 max mem: 33370 Epoch: [34] [ 740/1319] eta: 0:33:08 lr: 8.299012981119228e-06 loss: 0.0284 (0.0357) time: 3.4572 data: 0.0083 max mem: 33370 Epoch: [34] [ 750/1319] eta: 0:32:34 lr: 8.288599440633996e-06 loss: 0.0282 (0.0357) time: 3.4600 data: 0.0082 max mem: 33370 Epoch: [34] [ 760/1319] eta: 0:32:00 lr: 8.278184446250822e-06 loss: 0.0277 (0.0356) time: 3.4420 data: 0.0083 max mem: 33370 Epoch: [34] [ 770/1319] eta: 0:31:26 lr: 8.267767995733725e-06 loss: 0.0328 (0.0357) time: 3.4482 data: 0.0089 max mem: 33370 Epoch: [34] [ 780/1319] eta: 0:30:51 lr: 8.25735008684013e-06 loss: 0.0327 (0.0356) time: 3.4384 data: 0.0092 max mem: 33370 Epoch: [34] [ 790/1319] eta: 0:30:17 lr: 8.246930717320888e-06 loss: 0.0275 (0.0355) time: 3.4337 data: 0.0094 max mem: 33370 Epoch: [34] [ 800/1319] eta: 0:29:43 lr: 8.236509884920197e-06 loss: 0.0301 (0.0355) time: 3.4480 data: 0.0091 max mem: 33370 Epoch: [34] [ 810/1319] eta: 0:29:08 lr: 8.226087587375607e-06 loss: 0.0334 (0.0355) time: 3.4397 data: 0.0090 max mem: 33370 Epoch: [34] [ 820/1319] eta: 0:28:34 lr: 8.215663822417979e-06 loss: 0.0389 (0.0356) time: 3.4199 data: 0.0089 max mem: 33370 Epoch: [34] [ 830/1319] eta: 0:27:59 lr: 8.20523858777144e-06 loss: 0.0320 (0.0355) time: 3.4099 data: 0.0083 max mem: 33370 Epoch: [34] [ 840/1319] eta: 0:27:25 lr: 8.194811881153384e-06 loss: 0.0320 (0.0356) time: 3.4459 data: 0.0086 max mem: 33370 Epoch: [34] [ 850/1319] eta: 0:26:51 lr: 8.184383700274422e-06 loss: 0.0313 (0.0355) time: 3.4639 data: 0.0096 max mem: 33370 Epoch: [34] [ 860/1319] eta: 0:26:16 lr: 8.173954042838362e-06 loss: 0.0302 (0.0355) time: 3.4312 data: 0.0093 max mem: 33370 Epoch: [34] [ 870/1319] eta: 0:25:42 lr: 8.163522906542168e-06 loss: 0.0318 (0.0354) time: 3.3907 data: 0.0084 max mem: 33370 Epoch: [34] [ 880/1319] eta: 0:25:07 lr: 8.153090289075947e-06 loss: 0.0341 (0.0355) time: 3.3918 data: 0.0084 max mem: 33370 Epoch: [34] [ 890/1319] eta: 0:24:33 lr: 8.142656188122887e-06 loss: 0.0341 (0.0354) time: 3.4281 data: 0.0083 max mem: 33370 Epoch: [34] [ 900/1319] eta: 0:23:59 lr: 8.132220601359272e-06 loss: 0.0306 (0.0354) time: 3.4456 data: 0.0082 max mem: 33370 Epoch: [34] [ 910/1319] eta: 0:23:24 lr: 8.121783526454415e-06 loss: 0.0275 (0.0353) time: 3.4372 data: 0.0091 max mem: 33370 Epoch: [34] [ 920/1319] eta: 0:22:50 lr: 8.111344961070641e-06 loss: 0.0282 (0.0354) time: 3.4346 data: 0.0090 max mem: 33370 Epoch: [34] [ 930/1319] eta: 0:22:16 lr: 8.100904902863262e-06 loss: 0.0301 (0.0354) time: 3.4493 data: 0.0090 max mem: 33370 Epoch: [34] [ 940/1319] eta: 0:21:41 lr: 8.090463349480519e-06 loss: 0.0298 (0.0354) time: 3.4322 data: 0.0097 max mem: 33370 Epoch: [34] [ 950/1319] eta: 0:21:07 lr: 8.080020298563588e-06 loss: 0.0321 (0.0354) time: 3.4177 data: 0.0091 max mem: 33370 Epoch: [34] [ 960/1319] eta: 0:20:32 lr: 8.069575747746527e-06 loss: 0.0306 (0.0353) time: 3.4202 data: 0.0083 max mem: 33370 Epoch: [34] [ 970/1319] eta: 0:19:58 lr: 8.059129694656241e-06 loss: 0.0287 (0.0354) time: 3.4282 data: 0.0083 max mem: 33370 Epoch: [34] [ 980/1319] eta: 0:19:24 lr: 8.048682136912463e-06 loss: 0.0371 (0.0354) time: 3.4535 data: 0.0086 max mem: 33370 Epoch: [34] [ 990/1319] eta: 0:18:50 lr: 8.038233072127722e-06 loss: 0.0371 (0.0354) time: 3.4522 data: 0.0093 max mem: 33370 Epoch: [34] [1000/1319] eta: 0:18:15 lr: 8.027782497907283e-06 loss: 0.0309 (0.0354) time: 3.4254 data: 0.0090 max mem: 33370 Epoch: [34] [1010/1319] eta: 0:17:41 lr: 8.017330411849153e-06 loss: 0.0296 (0.0354) time: 3.4167 data: 0.0084 max mem: 33370 Epoch: [34] [1020/1319] eta: 0:17:06 lr: 8.006876811544029e-06 loss: 0.0286 (0.0354) time: 3.4539 data: 0.0089 max mem: 33370 Epoch: [34] [1030/1319] eta: 0:16:32 lr: 7.996421694575264e-06 loss: 0.0260 (0.0354) time: 3.4637 data: 0.0088 max mem: 33370 Epoch: [34] [1040/1319] eta: 0:15:58 lr: 7.985965058518847e-06 loss: 0.0297 (0.0354) time: 3.4365 data: 0.0080 max mem: 33370 Epoch: [34] [1050/1319] eta: 0:15:23 lr: 7.97550690094334e-06 loss: 0.0310 (0.0353) time: 3.4032 data: 0.0080 max mem: 33370 Epoch: [34] [1060/1319] eta: 0:14:49 lr: 7.965047219409881e-06 loss: 0.0309 (0.0353) time: 3.3940 data: 0.0084 max mem: 33370 Epoch: [34] [1070/1319] eta: 0:14:15 lr: 7.95458601147213e-06 loss: 0.0315 (0.0353) time: 3.4347 data: 0.0085 max mem: 33370 Epoch: [34] [1080/1319] eta: 0:13:40 lr: 7.944123274676236e-06 loss: 0.0314 (0.0353) time: 3.4625 data: 0.0086 max mem: 33370 Epoch: [34] [1090/1319] eta: 0:13:06 lr: 7.933659006560817e-06 loss: 0.0329 (0.0353) time: 3.4367 data: 0.0086 max mem: 33370 Epoch: [34] [1100/1319] eta: 0:12:32 lr: 7.923193204656895e-06 loss: 0.0285 (0.0353) time: 3.4140 data: 0.0083 max mem: 33370 Epoch: [34] [1110/1319] eta: 0:11:57 lr: 7.912725866487896e-06 loss: 0.0281 (0.0353) time: 3.4256 data: 0.0082 max mem: 33370 Epoch: [34] [1120/1319] eta: 0:11:23 lr: 7.902256989569599e-06 loss: 0.0310 (0.0353) time: 3.4282 data: 0.0085 max mem: 33370 Epoch: [34] [1130/1319] eta: 0:10:49 lr: 7.891786571410098e-06 loss: 0.0327 (0.0353) time: 3.4240 data: 0.0088 max mem: 33370 Epoch: [34] [1140/1319] eta: 0:10:14 lr: 7.881314609509776e-06 loss: 0.0316 (0.0352) time: 3.4409 data: 0.0088 max mem: 33370 Epoch: [34] [1150/1319] eta: 0:09:40 lr: 7.870841101361268e-06 loss: 0.0283 (0.0352) time: 3.4521 data: 0.0086 max mem: 33370 Epoch: [34] [1160/1319] eta: 0:09:06 lr: 7.860366044449406e-06 loss: 0.0287 (0.0352) time: 3.4349 data: 0.0082 max mem: 33370 Epoch: [34] [1170/1319] eta: 0:08:31 lr: 7.849889436251218e-06 loss: 0.0287 (0.0352) time: 3.4275 data: 0.0081 max mem: 33370 Epoch: [34] [1180/1319] eta: 0:07:57 lr: 7.839411274235871e-06 loss: 0.0286 (0.0352) time: 3.4420 data: 0.0085 max mem: 33370 Epoch: [34] [1190/1319] eta: 0:07:23 lr: 7.82893155586463e-06 loss: 0.0356 (0.0353) time: 3.4396 data: 0.0085 max mem: 33370 Epoch: [34] [1200/1319] eta: 0:06:48 lr: 7.818450278590844e-06 loss: 0.0356 (0.0352) time: 3.4113 data: 0.0082 max mem: 33370 Epoch: [34] [1210/1319] eta: 0:06:14 lr: 7.80796743985987e-06 loss: 0.0302 (0.0353) time: 3.4418 data: 0.0082 max mem: 33370 Epoch: [34] [1220/1319] eta: 0:05:39 lr: 7.797483037109084e-06 loss: 0.0299 (0.0352) time: 3.4375 data: 0.0085 max mem: 33370 Epoch: [34] [1230/1319] eta: 0:05:05 lr: 7.786997067767811e-06 loss: 0.0273 (0.0353) time: 3.4183 data: 0.0085 max mem: 33370 Epoch: [34] [1240/1319] eta: 0:04:31 lr: 7.776509529257303e-06 loss: 0.0324 (0.0353) time: 3.4357 data: 0.0081 max mem: 33370 Epoch: [34] [1250/1319] eta: 0:03:56 lr: 7.766020418990693e-06 loss: 0.0324 (0.0352) time: 3.3998 data: 0.0081 max mem: 33370 Epoch: [34] [1260/1319] eta: 0:03:22 lr: 7.755529734372952e-06 loss: 0.0295 (0.0352) time: 3.4152 data: 0.0083 max mem: 33370 Epoch: [34] [1270/1319] eta: 0:02:48 lr: 7.74503747280087e-06 loss: 0.0293 (0.0352) time: 3.4316 data: 0.0082 max mem: 33370 Epoch: [34] [1280/1319] eta: 0:02:13 lr: 7.734543631663006e-06 loss: 0.0285 (0.0352) time: 3.4308 data: 0.0082 max mem: 33370 Epoch: [34] [1290/1319] eta: 0:01:39 lr: 7.724048208339646e-06 loss: 0.0320 (0.0352) time: 3.4395 data: 0.0084 max mem: 33370 Epoch: [34] [1300/1319] eta: 0:01:05 lr: 7.713551200202774e-06 loss: 0.0322 (0.0352) time: 3.4265 data: 0.0086 max mem: 33370 Epoch: [34] [1310/1319] eta: 0:00:30 lr: 7.703052604616029e-06 loss: 0.0322 (0.0352) time: 3.4398 data: 0.0082 max mem: 33370 Epoch: [34] Total time: 1:15:29 /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( Test: [ 0/2573] eta: 2:11:43 time: 3.0717 data: 2.9513 max mem: 33370 Test: [ 100/2573] eta: 0:04:27 time: 0.0788 data: 0.0016 max mem: 33370 Test: [ 200/2573] eta: 0:03:44 time: 0.0798 data: 0.0015 max mem: 33370 Test: [ 300/2573] eta: 0:03:23 time: 0.0824 data: 0.0015 max mem: 33370 Test: [ 400/2573] eta: 0:03:10 time: 0.0832 data: 0.0014 max mem: 33370 Test: [ 500/2573] eta: 0:02:58 time: 0.0803 data: 0.0015 max mem: 33370 Test: [ 600/2573] eta: 0:02:48 time: 0.0811 data: 0.0015 max mem: 33370 Test: [ 700/2573] eta: 0:02:39 time: 0.0816 data: 0.0015 max mem: 33370 Test: [ 800/2573] eta: 0:02:30 time: 0.0848 data: 0.0015 max mem: 33370 Test: [ 900/2573] eta: 0:02:21 time: 0.0810 data: 0.0016 max mem: 33370 Test: [1000/2573] eta: 0:02:12 time: 0.0813 data: 0.0015 max mem: 33370 Test: [1100/2573] eta: 0:02:03 time: 0.0818 data: 0.0014 max mem: 33370 Test: [1200/2573] eta: 0:01:55 time: 0.0808 data: 0.0015 max mem: 33370 Test: [1300/2573] eta: 0:01:46 time: 0.0818 data: 0.0015 max mem: 33370 Test: [1400/2573] eta: 0:01:37 time: 0.0804 data: 0.0015 max mem: 33370 Test: [1500/2573] eta: 0:01:29 time: 0.0811 data: 0.0014 max mem: 33370 Test: [1600/2573] eta: 0:01:20 time: 0.0848 data: 0.0015 max mem: 33370 Test: [1700/2573] eta: 0:01:12 time: 0.0797 data: 0.0015 max mem: 33370 Test: [1800/2573] eta: 0:01:04 time: 0.0837 data: 0.0016 max mem: 33370 Test: [1900/2573] eta: 0:00:55 time: 0.0792 data: 0.0015 max mem: 33370 Test: [2000/2573] eta: 0:00:47 time: 0.0805 data: 0.0015 max mem: 33370 Test: [2100/2573] eta: 0:00:39 time: 0.0829 data: 0.0015 max mem: 33370 Test: [2200/2573] eta: 0:00:30 time: 0.0827 data: 0.0016 max mem: 33370 Test: [2300/2573] eta: 0:00:22 time: 0.0824 data: 0.0015 max mem: 33370 Test: [2400/2573] eta: 0:00:14 time: 0.0772 data: 0.0014 max mem: 33370 Test: [2500/2573] eta: 0:00:06 time: 0.0792 data: 0.0014 max mem: 33370 /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( Test: Total time: 0:03:32 Final results: Mean IoU is 65.01 precision@0.5 = 72.81 precision@0.6 = 67.83 precision@0.7 = 61.15 precision@0.8 = 50.25 precision@0.9 = 25.71 overall IoU = 62.05 Average object IoU 65.0061709883624 Overall IoU 62.046409606933594 Better epoch: 34 /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( Epoch: [35] [ 0/1319] eta: 1:57:41 lr: 7.693602509132593e-06 loss: 0.0434 (0.0434) time: 5.3537 data: 1.6110 max mem: 33370 Epoch: [35] [ 10/1319] eta: 1:19:29 lr: 7.683100890097833e-06 loss: 0.0331 (0.0383) time: 3.6435 data: 0.1552 max mem: 33370 Epoch: [35] [ 20/1319] eta: 1:17:24 lr: 7.67259767592017e-06 loss: 0.0331 (0.0361) time: 3.4862 data: 0.0093 max mem: 33370 Epoch: [35] [ 30/1319] eta: 1:15:38 lr: 7.66209286393032e-06 loss: 0.0331 (0.0347) time: 3.4541 data: 0.0091 max mem: 33370 Epoch: [35] [ 40/1319] eta: 1:14:38 lr: 7.651586451450453e-06 loss: 0.0321 (0.0351) time: 3.4241 data: 0.0088 max mem: 33370 Epoch: [35] [ 50/1319] eta: 1:13:41 lr: 7.641078435794154e-06 loss: 0.0307 (0.0346) time: 3.4273 data: 0.0084 max mem: 33370 Epoch: [35] [ 60/1319] eta: 1:12:58 lr: 7.630568814266394e-06 loss: 0.0311 (0.0356) time: 3.4287 data: 0.0088 max mem: 33370 Epoch: [35] [ 70/1319] eta: 1:12:07 lr: 7.62005758416347e-06 loss: 0.0362 (0.0355) time: 3.4148 data: 0.0091 max mem: 33370 Epoch: [35] [ 80/1319] eta: 1:11:24 lr: 7.609544742772985e-06 loss: 0.0321 (0.0350) time: 3.3982 data: 0.0085 max mem: 33370 Epoch: [35] [ 90/1319] eta: 1:10:41 lr: 7.599030287373793e-06 loss: 0.0343 (0.0355) time: 3.4028 data: 0.0084 max mem: 33370 Epoch: [35] [ 100/1319] eta: 1:10:03 lr: 7.588514215235963e-06 loss: 0.0310 (0.0347) time: 3.4106 data: 0.0085 max mem: 33370 Epoch: [35] [ 110/1319] eta: 1:09:25 lr: 7.5779965236207366e-06 loss: 0.0264 (0.0345) time: 3.4184 data: 0.0088 max mem: 33370 Epoch: [35] [ 120/1319] eta: 1:08:48 lr: 7.5674772097804864e-06 loss: 0.0304 (0.0348) time: 3.4186 data: 0.0092 max mem: 33370 Epoch: [35] [ 130/1319] eta: 1:08:11 lr: 7.556956270958658e-06 loss: 0.0300 (0.0342) time: 3.4190 data: 0.0089 max mem: 33370 Epoch: [35] [ 140/1319] eta: 1:07:34 lr: 7.546433704389756e-06 loss: 0.0270 (0.0340) time: 3.4085 data: 0.0084 max mem: 33370 Epoch: [35] [ 150/1319] eta: 1:06:56 lr: 7.535909507299282e-06 loss: 0.0270 (0.0335) time: 3.4035 data: 0.0081 max mem: 33370 Epoch: [35] [ 160/1319] eta: 1:06:19 lr: 7.525383676903694e-06 loss: 0.0286 (0.0333) time: 3.3984 data: 0.0083 max mem: 33370 Epoch: [35] [ 170/1319] eta: 1:05:42 lr: 7.514856210410369e-06 loss: 0.0325 (0.0334) time: 3.3900 data: 0.0085 max mem: 33370 Epoch: [35] [ 180/1319] eta: 1:05:06 lr: 7.504327105017539e-06 loss: 0.0362 (0.0337) time: 3.4000 data: 0.0083 max mem: 33370 Epoch: [35] [ 190/1319] eta: 1:04:31 lr: 7.493796357914276e-06 loss: 0.0304 (0.0333) time: 3.4149 data: 0.0085 max mem: 33370 Epoch: [35] [ 200/1319] eta: 1:03:56 lr: 7.483263966280434e-06 loss: 0.0270 (0.0332) time: 3.4177 data: 0.0085 max mem: 33370 Epoch: [35] [ 210/1319] eta: 1:03:20 lr: 7.4727299272865964e-06 loss: 0.0310 (0.0334) time: 3.4017 data: 0.0084 max mem: 33370 Epoch: [35] [ 220/1319] eta: 1:02:45 lr: 7.462194238094052e-06 loss: 0.0338 (0.0332) time: 3.3992 data: 0.0088 max mem: 33370 Epoch: [35] [ 230/1319] eta: 1:02:10 lr: 7.4516568958547115e-06 loss: 0.0309 (0.0332) time: 3.4176 data: 0.0085 max mem: 33370 Epoch: [35] [ 240/1319] eta: 1:01:35 lr: 7.4411178977111085e-06 loss: 0.0306 (0.0330) time: 3.4142 data: 0.0082 max mem: 33370 Epoch: [35] [ 250/1319] eta: 1:01:01 lr: 7.430577240796325e-06 loss: 0.0261 (0.0328) time: 3.4132 data: 0.0082 max mem: 33370 Epoch: [35] [ 260/1319] eta: 1:00:29 lr: 7.420034922233955e-06 loss: 0.0280 (0.0327) time: 3.4523 data: 0.0082 max mem: 33370 Epoch: [35] [ 270/1319] eta: 0:59:54 lr: 7.4094909391380505e-06 loss: 0.0298 (0.0328) time: 3.4522 data: 0.0083 max mem: 33370 Epoch: [35] [ 280/1319] eta: 0:59:19 lr: 7.398945288613088e-06 loss: 0.0342 (0.0329) time: 3.4083 data: 0.0081 max mem: 33370 Epoch: [35] [ 290/1319] eta: 0:58:44 lr: 7.388397967753893e-06 loss: 0.0339 (0.0333) time: 3.3978 data: 0.0081 max mem: 33370 Epoch: [35] [ 300/1319] eta: 0:58:10 lr: 7.3778489736456335e-06 loss: 0.0327 (0.0333) time: 3.4259 data: 0.0085 max mem: 33370 Epoch: [35] [ 310/1319] eta: 0:57:37 lr: 7.367298303363743e-06 loss: 0.0338 (0.0334) time: 3.4490 data: 0.0087 max mem: 33370 Epoch: [35] [ 320/1319] eta: 0:57:03 lr: 7.35674595397388e-06 loss: 0.0325 (0.0333) time: 3.4368 data: 0.0088 max mem: 33370 Epoch: [35] [ 330/1319] eta: 0:56:28 lr: 7.34619192253189e-06 loss: 0.0265 (0.0332) time: 3.4242 data: 0.0084 max mem: 33370 Epoch: [35] [ 340/1319] eta: 0:55:55 lr: 7.335636206083729e-06 loss: 0.0331 (0.0333) time: 3.4349 data: 0.0079 max mem: 33370 Epoch: [35] [ 350/1319] eta: 0:55:21 lr: 7.325078801665445e-06 loss: 0.0331 (0.0333) time: 3.4539 data: 0.0079 max mem: 33370 Epoch: [35] [ 360/1319] eta: 0:54:47 lr: 7.31451970630312e-06 loss: 0.0298 (0.0333) time: 3.4395 data: 0.0087 max mem: 33370 Epoch: [35] [ 370/1319] eta: 0:54:13 lr: 7.303958917012809e-06 loss: 0.0327 (0.0334) time: 3.4359 data: 0.0093 max mem: 33370 Epoch: [35] [ 380/1319] eta: 0:53:39 lr: 7.293396430800509e-06 loss: 0.0296 (0.0335) time: 3.4518 data: 0.0089 max mem: 33370 Epoch: [35] [ 390/1319] eta: 0:53:06 lr: 7.282832244662077e-06 loss: 0.0315 (0.0335) time: 3.4663 data: 0.0085 max mem: 33370 Epoch: [35] [ 400/1319] eta: 0:52:31 lr: 7.272266355583221e-06 loss: 0.0319 (0.0335) time: 3.4292 data: 0.0080 max mem: 33370 Epoch: [35] [ 410/1319] eta: 0:51:57 lr: 7.261698760539424e-06 loss: 0.0302 (0.0335) time: 3.4075 data: 0.0079 max mem: 33370 Epoch: [35] [ 420/1319] eta: 0:51:23 lr: 7.2511294564958895e-06 loss: 0.0315 (0.0336) time: 3.4463 data: 0.0080 max mem: 33370 Epoch: [35] [ 430/1319] eta: 0:50:49 lr: 7.240558440407508e-06 loss: 0.0321 (0.0336) time: 3.4634 data: 0.0081 max mem: 33370 Epoch: [35] [ 440/1319] eta: 0:50:16 lr: 7.229985709218795e-06 loss: 0.0290 (0.0335) time: 3.4673 data: 0.0083 max mem: 33370 Epoch: [35] [ 450/1319] eta: 0:49:42 lr: 7.219411259863819e-06 loss: 0.0325 (0.0335) time: 3.4659 data: 0.0083 max mem: 33370 Epoch: [35] [ 460/1319] eta: 0:49:08 lr: 7.208835089266191e-06 loss: 0.0326 (0.0335) time: 3.4429 data: 0.0085 max mem: 33370 Epoch: [35] [ 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[35] [ 550/1319] eta: 0:43:59 lr: 7.1135715851062684e-06 loss: 0.0304 (0.0335) time: 3.4541 data: 0.0088 max mem: 33370 Epoch: [35] [ 560/1319] eta: 0:43:25 lr: 7.102978030536328e-06 loss: 0.0344 (0.0335) time: 3.4418 data: 0.0091 max mem: 33370 Epoch: [35] [ 570/1319] eta: 0:42:51 lr: 7.092382720176277e-06 loss: 0.0344 (0.0336) time: 3.4344 data: 0.0087 max mem: 33370 Epoch: [35] [ 580/1319] eta: 0:42:16 lr: 7.081785650819721e-06 loss: 0.0318 (0.0335) time: 3.4072 data: 0.0081 max mem: 33370 Epoch: [35] [ 590/1319] eta: 0:41:42 lr: 7.071186819249069e-06 loss: 0.0309 (0.0335) time: 3.4349 data: 0.0081 max mem: 33370 Epoch: [35] [ 600/1319] eta: 0:41:07 lr: 7.060586222235484e-06 loss: 0.0318 (0.0335) time: 3.4373 data: 0.0079 max mem: 33370 Epoch: [35] [ 610/1319] eta: 0:40:33 lr: 7.049983856538794e-06 loss: 0.0318 (0.0335) time: 3.4033 data: 0.0081 max mem: 33370 Epoch: [35] [ 620/1319] eta: 0:39:58 lr: 7.039379718907476e-06 loss: 0.0263 (0.0334) time: 3.4231 data: 0.0085 max mem: 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max mem: 33370 Epoch: [35] [ 710/1319] eta: 0:34:49 lr: 6.9438622009590656e-06 loss: 0.0311 (0.0337) time: 3.4431 data: 0.0086 max mem: 33370 Epoch: [35] [ 720/1319] eta: 0:34:15 lr: 6.933240162602753e-06 loss: 0.0276 (0.0336) time: 3.4228 data: 0.0083 max mem: 33370 Epoch: [35] [ 730/1319] eta: 0:33:40 lr: 6.922616315777261e-06 loss: 0.0273 (0.0335) time: 3.4187 data: 0.0080 max mem: 33370 Epoch: [35] [ 740/1319] eta: 0:33:06 lr: 6.911990657089877e-06 loss: 0.0290 (0.0335) time: 3.4336 data: 0.0081 max mem: 33370 Epoch: [35] [ 750/1319] eta: 0:32:32 lr: 6.901363183135715e-06 loss: 0.0317 (0.0336) time: 3.4513 data: 0.0084 max mem: 33370 Epoch: [35] [ 760/1319] eta: 0:31:58 lr: 6.890733890497658e-06 loss: 0.0317 (0.0335) time: 3.4528 data: 0.0086 max mem: 33370 Epoch: [35] [ 770/1319] eta: 0:31:23 lr: 6.880102775746271e-06 loss: 0.0309 (0.0335) time: 3.4320 data: 0.0086 max mem: 33370 Epoch: [35] [ 780/1319] eta: 0:30:49 lr: 6.869469835439768e-06 loss: 0.0308 (0.0336) time: 3.3993 data: 0.0086 max mem: 33370 Epoch: [35] [ 790/1319] eta: 0:30:14 lr: 6.858835066123928e-06 loss: 0.0300 (0.0335) time: 3.4178 data: 0.0082 max mem: 33370 Epoch: [35] [ 800/1319] eta: 0:29:40 lr: 6.848198464332027e-06 loss: 0.0290 (0.0336) time: 3.4415 data: 0.0081 max mem: 33370 Epoch: [35] [ 810/1319] eta: 0:29:06 lr: 6.837560026584784e-06 loss: 0.0279 (0.0336) time: 3.4340 data: 0.0088 max mem: 33370 Epoch: [35] [ 820/1319] eta: 0:28:31 lr: 6.826919749390266e-06 loss: 0.0289 (0.0336) time: 3.4226 data: 0.0091 max mem: 33370 Epoch: [35] [ 830/1319] eta: 0:27:57 lr: 6.816277629243854e-06 loss: 0.0289 (0.0335) time: 3.4108 data: 0.0086 max mem: 33370 Epoch: [35] [ 840/1319] eta: 0:27:23 lr: 6.805633662628158e-06 loss: 0.0295 (0.0335) time: 3.4160 data: 0.0079 max mem: 33370 Epoch: [35] [ 850/1319] eta: 0:26:48 lr: 6.794987846012945e-06 loss: 0.0298 (0.0335) time: 3.4266 data: 0.0079 max mem: 33370 Epoch: [35] [ 860/1319] eta: 0:26:14 lr: 6.784340175855078e-06 loss: 0.0296 (0.0335) time: 3.4387 data: 0.0084 max mem: 33370 Epoch: [35] [ 870/1319] eta: 0:25:40 lr: 6.7736906485984466e-06 loss: 0.0254 (0.0334) time: 3.4518 data: 0.0087 max mem: 33370 Epoch: [35] [ 880/1319] eta: 0:25:06 lr: 6.763039260673876e-06 loss: 0.0254 (0.0334) time: 3.4337 data: 0.0085 max mem: 33370 Epoch: [35] [ 890/1319] eta: 0:24:31 lr: 6.752386008499089e-06 loss: 0.0263 (0.0334) time: 3.4130 data: 0.0086 max mem: 33370 Epoch: [35] [ 900/1319] eta: 0:23:57 lr: 6.741730888478615e-06 loss: 0.0314 (0.0334) time: 3.4128 data: 0.0086 max mem: 33370 Epoch: [35] [ 910/1319] eta: 0:23:22 lr: 6.7310738970037205e-06 loss: 0.0318 (0.0334) time: 3.4099 data: 0.0086 max mem: 33370 Epoch: [35] [ 920/1319] eta: 0:22:48 lr: 6.7204150304523424e-06 loss: 0.0304 (0.0335) time: 3.4245 data: 0.0088 max mem: 33370 Epoch: [35] [ 930/1319] eta: 0:22:14 lr: 6.709754285188997e-06 loss: 0.0343 (0.0336) time: 3.4616 data: 0.0086 max mem: 33370 Epoch: [35] [ 940/1319] eta: 0:21:40 lr: 6.699091657564736e-06 loss: 0.0354 (0.0337) time: 3.4542 data: 0.0089 max mem: 33370 Epoch: [35] [ 950/1319] eta: 0:21:05 lr: 6.688427143917049e-06 loss: 0.0333 (0.0337) time: 3.4209 data: 0.0093 max mem: 33370 Epoch: [35] [ 960/1319] eta: 0:20:31 lr: 6.677760740569799e-06 loss: 0.0273 (0.0336) time: 3.4149 data: 0.0086 max mem: 33370 Epoch: [35] [ 970/1319] eta: 0:19:57 lr: 6.667092443833153e-06 loss: 0.0287 (0.0336) time: 3.4469 data: 0.0082 max mem: 33370 Epoch: [35] [ 980/1319] eta: 0:19:22 lr: 6.656422250003478e-06 loss: 0.0310 (0.0336) time: 3.4507 data: 0.0081 max mem: 33370 Epoch: [35] [ 990/1319] eta: 0:18:48 lr: 6.645750155363307e-06 loss: 0.0272 (0.0336) time: 3.4125 data: 0.0082 max mem: 33370 Epoch: [35] [1000/1319] eta: 0:18:14 lr: 6.635076156181232e-06 loss: 0.0275 (0.0336) time: 3.3786 data: 0.0087 max mem: 33370 Epoch: [35] [1010/1319] eta: 0:17:39 lr: 6.624400248711836e-06 loss: 0.0311 (0.0336) time: 3.4024 data: 0.0085 max mem: 33370 Epoch: [35] [1020/1319] eta: 0:17:05 lr: 6.613722429195618e-06 loss: 0.0303 (0.0336) time: 3.4226 data: 0.0083 max mem: 33370 Epoch: [35] [1030/1319] eta: 0:16:31 lr: 6.603042693858916e-06 loss: 0.0317 (0.0336) time: 3.4154 data: 0.0083 max mem: 33370 Epoch: [35] [1040/1319] eta: 0:15:56 lr: 6.5923610389138055e-06 loss: 0.0323 (0.0336) time: 3.4278 data: 0.0087 max mem: 33370 Epoch: [35] [1050/1319] eta: 0:15:22 lr: 6.581677460558057e-06 loss: 0.0276 (0.0335) time: 3.4410 data: 0.0088 max mem: 33370 Epoch: [35] [1060/1319] eta: 0:14:48 lr: 6.570991954975031e-06 loss: 0.0299 (0.0335) time: 3.4601 data: 0.0085 max mem: 33370 Epoch: [35] [1070/1319] eta: 0:14:14 lr: 6.560304518333606e-06 loss: 0.0302 (0.0335) time: 3.4441 data: 0.0085 max mem: 33370 Epoch: [35] [1080/1319] eta: 0:13:39 lr: 6.549615146788095e-06 loss: 0.0349 (0.0336) time: 3.4379 data: 0.0081 max mem: 33370 Epoch: [35] [1090/1319] eta: 0:13:05 lr: 6.538923836478152e-06 loss: 0.0295 (0.0335) time: 3.4328 data: 0.0083 max mem: 33370 Epoch: [35] [1100/1319] eta: 0:12:31 lr: 6.528230583528713e-06 loss: 0.0283 (0.0335) time: 3.4252 data: 0.0088 max mem: 33370 Epoch: [35] [1110/1319] eta: 0:11:56 lr: 6.5175353840499016e-06 loss: 0.0300 (0.0335) time: 3.4418 data: 0.0087 max mem: 33370 Epoch: [35] [1120/1319] eta: 0:11:22 lr: 6.506838234136938e-06 loss: 0.0322 (0.0335) time: 3.4386 data: 0.0085 max mem: 33370 Epoch: [35] [1130/1319] eta: 0:10:48 lr: 6.4961391298700616e-06 loss: 0.0308 (0.0335) time: 3.4330 data: 0.0082 max mem: 33370 Epoch: [35] [1140/1319] eta: 0:10:13 lr: 6.485438067314456e-06 loss: 0.0308 (0.0335) time: 3.4146 data: 0.0078 max mem: 33370 Epoch: [35] [1150/1319] eta: 0:09:39 lr: 6.4747350425201315e-06 loss: 0.0307 (0.0335) time: 3.3720 data: 0.0078 max mem: 33370 Epoch: [35] [1160/1319] eta: 0:09:05 lr: 6.464030051521878e-06 loss: 0.0309 (0.0335) time: 3.3924 data: 0.0080 max mem: 33370 Epoch: [35] [1170/1319] eta: 0:08:30 lr: 6.453323090339156e-06 loss: 0.0276 (0.0335) time: 3.4190 data: 0.0084 max mem: 33370 Epoch: [35] [1180/1319] eta: 0:07:56 lr: 6.442614154976011e-06 loss: 0.0274 (0.0335) time: 3.4154 data: 0.0086 max mem: 33370 Epoch: [35] [1190/1319] eta: 0:07:22 lr: 6.431903241420996e-06 loss: 0.0296 (0.0335) time: 3.4201 data: 0.0083 max mem: 33370 Epoch: [35] [1200/1319] eta: 0:06:48 lr: 6.4211903456470515e-06 loss: 0.0275 (0.0334) time: 3.4251 data: 0.0085 max mem: 33370 Epoch: [35] [1210/1319] eta: 0:06:13 lr: 6.410475463611462e-06 loss: 0.0268 (0.0334) time: 3.4259 data: 0.0088 max mem: 33370 Epoch: [35] [1220/1319] eta: 0:05:39 lr: 6.399758591255733e-06 loss: 0.0331 (0.0335) time: 3.4317 data: 0.0089 max mem: 33370 Epoch: [35] [1230/1319] eta: 0:05:05 lr: 6.389039724505507e-06 loss: 0.0321 (0.0334) time: 3.4275 data: 0.0088 max mem: 33370 Epoch: [35] [1240/1319] eta: 0:04:30 lr: 6.378318859270487e-06 loss: 0.0329 (0.0335) time: 3.4177 data: 0.0083 max mem: 33370 Epoch: [35] [1250/1319] eta: 0:03:56 lr: 6.3675959914443046e-06 loss: 0.0351 (0.0335) time: 3.3979 data: 0.0082 max mem: 33370 Epoch: [35] [1260/1319] eta: 0:03:22 lr: 6.356871116904475e-06 loss: 0.0346 (0.0335) time: 3.4124 data: 0.0083 max mem: 33370 Epoch: [35] [1270/1319] eta: 0:02:48 lr: 6.34614423151228e-06 loss: 0.0312 (0.0335) time: 3.4411 data: 0.0086 max mem: 33370 Epoch: [35] [1280/1319] eta: 0:02:13 lr: 6.335415331112665e-06 loss: 0.0279 (0.0335) time: 3.4336 data: 0.0085 max mem: 33370 Epoch: [35] [1290/1319] eta: 0:01:39 lr: 6.324684411534165e-06 loss: 0.0284 (0.0335) time: 3.4355 data: 0.0083 max mem: 33370 Epoch: [35] [1300/1319] eta: 0:01:05 lr: 6.313951468588795e-06 loss: 0.0322 (0.0335) time: 3.4548 data: 0.0086 max mem: 33370 Epoch: [35] [1310/1319] eta: 0:00:30 lr: 6.3032164980719415e-06 loss: 0.0295 (0.0335) time: 3.4340 data: 0.0084 max mem: 33370 Epoch: [35] Total time: 1:15:23 /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( Test: [ 0/2573] eta: 2:27:54 time: 3.4491 data: 3.3453 max mem: 33370 Test: [ 100/2573] eta: 0:04:35 time: 0.0778 data: 0.0014 max mem: 33370 Test: [ 200/2573] eta: 0:03:48 time: 0.0798 data: 0.0015 max mem: 33370 Test: [ 300/2573] eta: 0:03:25 time: 0.0816 data: 0.0015 max mem: 33370 Test: [ 400/2573] eta: 0:03:11 time: 0.0827 data: 0.0016 max mem: 33370 Test: [ 500/2573] eta: 0:02:59 time: 0.0803 data: 0.0014 max mem: 33370 Test: [ 600/2573] eta: 0:02:48 time: 0.0797 data: 0.0014 max mem: 33370 Test: [ 700/2573] eta: 0:02:39 time: 0.0807 data: 0.0014 max mem: 33370 Test: [ 800/2573] eta: 0:02:30 time: 0.0837 data: 0.0014 max mem: 33370 Test: [ 900/2573] eta: 0:02:21 time: 0.0808 data: 0.0015 max mem: 33370 Test: [1000/2573] eta: 0:02:12 time: 0.0817 data: 0.0017 max mem: 33370 Test: [1100/2573] eta: 0:02:03 time: 0.0805 data: 0.0015 max mem: 33370 Test: [1200/2573] eta: 0:01:54 time: 0.0806 data: 0.0015 max mem: 33370 Test: [1300/2573] eta: 0:01:46 time: 0.0804 data: 0.0014 max mem: 33370 Test: [1400/2573] eta: 0:01:37 time: 0.0786 data: 0.0015 max mem: 33370 Test: [1500/2573] eta: 0:01:29 time: 0.0807 data: 0.0015 max mem: 33370 Test: [1600/2573] eta: 0:01:20 time: 0.0845 data: 0.0014 max mem: 33370 Test: [1700/2573] eta: 0:01:12 time: 0.0790 data: 0.0014 max mem: 33370 Test: [1800/2573] eta: 0:01:03 time: 0.0823 data: 0.0014 max mem: 33370 Test: [1900/2573] eta: 0:00:55 time: 0.0791 data: 0.0015 max mem: 33370 Test: [2000/2573] eta: 0:00:47 time: 0.0811 data: 0.0014 max mem: 33370 Test: [2100/2573] eta: 0:00:38 time: 0.0813 data: 0.0014 max mem: 33370 Test: [2200/2573] eta: 0:00:30 time: 0.0817 data: 0.0014 max mem: 33370 Test: [2300/2573] eta: 0:00:22 time: 0.0818 data: 0.0015 max mem: 33370 Test: [2400/2573] eta: 0:00:14 time: 0.0767 data: 0.0014 max mem: 33370 Test: [2500/2573] eta: 0:00:05 time: 0.0803 data: 0.0014 max mem: 33370 Test: Total time: 0:03:31 Final results: Mean IoU is 64.59 precision@0.5 = 72.45 precision@0.6 = 67.83 precision@0.7 = 61.44 precision@0.8 = 50.47 precision@0.9 = 25.63 overall IoU = 62.01 Average object IoU 64.59398439243101 Overall IoU 62.01184844970703 /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( Epoch: [36] [ 0/1319] eta: 3:12:20 lr: 6.293553287544593e-06 loss: 0.0300 (0.0300) time: 8.7495 data: 1.9061 max mem: 33370 Epoch: [36] [ 10/1319] eta: 1:24:39 lr: 6.282814452998321e-06 loss: 0.0300 (0.0353) time: 3.8805 data: 0.1809 max mem: 33370 Epoch: [36] [ 20/1319] eta: 1:19:22 lr: 6.2720735785923675e-06 loss: 0.0327 (0.0365) time: 3.4125 data: 0.0080 max mem: 33370 Epoch: [36] [ 30/1319] eta: 1:17:17 lr: 6.261330660056396e-06 loss: 0.0321 (0.0349) time: 3.4422 data: 0.0080 max mem: 33370 Epoch: [36] [ 40/1319] eta: 1:15:44 lr: 6.250585693102968e-06 loss: 0.0332 (0.0360) time: 3.4336 data: 0.0087 max mem: 33370 Epoch: [36] [ 50/1319] eta: 1:14:28 lr: 6.2398386734274585e-06 loss: 0.0358 (0.0359) time: 3.4026 data: 0.0087 max mem: 33370 Epoch: [36] [ 60/1319] eta: 1:13:26 lr: 6.229089596707912e-06 loss: 0.0285 (0.0348) time: 3.3920 data: 0.0082 max mem: 33370 Epoch: [36] [ 70/1319] eta: 1:12:36 lr: 6.218338458604991e-06 loss: 0.0274 (0.0348) time: 3.4046 data: 0.0083 max mem: 33370 Epoch: [36] [ 80/1319] eta: 1:11:49 lr: 6.207585254761843e-06 loss: 0.0296 (0.0342) time: 3.4097 data: 0.0083 max mem: 33370 Epoch: [36] [ 90/1319] eta: 1:11:04 lr: 6.196829980804001e-06 loss: 0.0296 (0.0340) time: 3.4058 data: 0.0084 max mem: 33370 Epoch: [36] [ 100/1319] eta: 1:10:26 lr: 6.1860726323392754e-06 loss: 0.0314 (0.0343) time: 3.4256 data: 0.0086 max mem: 33370 Epoch: [36] [ 110/1319] eta: 1:09:48 lr: 6.175313204957665e-06 loss: 0.0307 (0.0351) time: 3.4364 data: 0.0084 max mem: 33370 Epoch: [36] [ 120/1319] eta: 1:09:08 lr: 6.164551694231212e-06 loss: 0.0340 (0.0348) time: 3.4207 data: 0.0079 max mem: 33370 Epoch: [36] [ 130/1319] eta: 1:08:29 lr: 6.153788095713938e-06 loss: 0.0336 (0.0381) time: 3.4113 data: 0.0078 max mem: 33370 Epoch: [36] [ 140/1319] eta: 1:07:48 lr: 6.143022404941713e-06 loss: 0.0329 (0.0377) time: 3.3974 data: 0.0085 max mem: 33370 Epoch: [36] [ 150/1319] eta: 1:07:15 lr: 6.132254617432146e-06 loss: 0.0299 (0.0373) time: 3.4247 data: 0.0086 max mem: 33370 Epoch: [36] [ 160/1319] eta: 1:06:37 lr: 6.121484728684484e-06 loss: 0.0327 (0.0372) time: 3.4353 data: 0.0085 max mem: 33370 Epoch: [36] [ 170/1319] eta: 1:05:59 lr: 6.110712734179475e-06 loss: 0.0294 (0.0367) time: 3.4032 data: 0.0087 max mem: 33370 Epoch: [36] [ 180/1319] eta: 1:05:26 lr: 6.099938629379293e-06 loss: 0.0274 (0.0364) time: 3.4314 data: 0.0085 max mem: 33370 Epoch: [36] [ 190/1319] eta: 1:04:50 lr: 6.0891624097274035e-06 loss: 0.0279 (0.0361) time: 3.4479 data: 0.0089 max mem: 33370 Epoch: [36] [ 200/1319] eta: 1:04:19 lr: 6.07838407064845e-06 loss: 0.0303 (0.0360) time: 3.4719 data: 0.0090 max mem: 33370 Epoch: [36] [ 210/1319] eta: 1:03:46 lr: 6.067603607548146e-06 loss: 0.0316 (0.0356) time: 3.4913 data: 0.0087 max mem: 33370 Epoch: [36] [ 220/1319] eta: 1:03:08 lr: 6.05682101581314e-06 loss: 0.0300 (0.0355) time: 3.4226 data: 0.0084 max mem: 33370 Epoch: [36] [ 230/1319] eta: 1:02:33 lr: 6.0460362908109285e-06 loss: 0.0348 (0.0354) time: 3.4095 data: 0.0082 max mem: 33370 Epoch: [36] [ 240/1319] eta: 1:01:57 lr: 6.035249427889721e-06 loss: 0.0308 (0.0352) time: 3.4263 data: 0.0081 max mem: 33370 Epoch: [36] [ 250/1319] eta: 1:01:24 lr: 6.024460422378318e-06 loss: 0.0270 (0.0349) time: 3.4409 data: 0.0086 max mem: 33370 Epoch: [36] [ 260/1319] eta: 1:00:49 lr: 6.013669269586002e-06 loss: 0.0298 (0.0349) time: 3.4565 data: 0.0089 max mem: 33370 Epoch: [36] [ 270/1319] eta: 1:00:15 lr: 6.002875964802412e-06 loss: 0.0320 (0.0348) time: 3.4458 data: 0.0083 max mem: 33370 Epoch: [36] [ 280/1319] eta: 0:59:41 lr: 5.992080503297408e-06 loss: 0.0330 (0.0348) time: 3.4551 data: 0.0080 max mem: 33370 Epoch: [36] [ 290/1319] eta: 0:59:04 lr: 5.981282880320978e-06 loss: 0.0317 (0.0348) time: 3.4134 data: 0.0084 max mem: 33370 Epoch: [36] [ 300/1319] eta: 0:58:29 lr: 5.97048309110309e-06 loss: 0.0317 (0.0348) time: 3.4081 data: 0.0085 max mem: 33370 Epoch: [36] [ 310/1319] eta: 0:57:54 lr: 5.959681130853577e-06 loss: 0.0291 (0.0346) time: 3.4260 data: 0.0080 max mem: 33370 Epoch: [36] [ 320/1319] eta: 0:57:20 lr: 5.948876994762015e-06 loss: 0.0248 (0.0346) time: 3.4472 data: 0.0078 max mem: 33370 Epoch: [36] [ 330/1319] eta: 0:56:46 lr: 5.938070677997572e-06 loss: 0.0303 (0.0346) time: 3.4613 data: 0.0080 max mem: 33370 Epoch: [36] [ 340/1319] eta: 0:56:10 lr: 5.927262175708919e-06 loss: 0.0354 (0.0347) time: 3.4208 data: 0.0090 max mem: 33370 Epoch: [36] [ 350/1319] eta: 0:55:36 lr: 5.916451483024071e-06 loss: 0.0335 (0.0348) time: 3.4332 data: 0.0090 max mem: 33370 Epoch: [36] [ 360/1319] eta: 0:55:01 lr: 5.905638595050271e-06 loss: 0.0319 (0.0348) time: 3.4427 data: 0.0082 max mem: 33370 Epoch: [36] [ 370/1319] eta: 0:54:26 lr: 5.894823506873858e-06 loss: 0.0317 (0.0347) time: 3.4159 data: 0.0083 max mem: 33370 Epoch: [36] [ 380/1319] eta: 0:53:52 lr: 5.884006213560114e-06 loss: 0.0339 (0.0348) time: 3.4352 data: 0.0081 max mem: 33370 Epoch: [36] [ 390/1319] eta: 0:53:17 lr: 5.873186710153169e-06 loss: 0.0349 (0.0348) time: 3.4326 data: 0.0080 max mem: 33370 Epoch: [36] [ 400/1319] eta: 0:52:41 lr: 5.862364991675836e-06 loss: 0.0320 (0.0347) time: 3.4005 data: 0.0085 max mem: 33370 Epoch: [36] [ 410/1319] eta: 0:52:08 lr: 5.85154105312949e-06 loss: 0.0307 (0.0348) time: 3.4345 data: 0.0084 max mem: 33370 Epoch: [36] [ 420/1319] eta: 0:51:33 lr: 5.840714889493923e-06 loss: 0.0262 (0.0346) time: 3.4592 data: 0.0087 max mem: 33370 Epoch: [36] [ 430/1319] eta: 0:50:59 lr: 5.829886495727219e-06 loss: 0.0262 (0.0346) time: 3.4520 data: 0.0089 max mem: 33370 Epoch: [36] [ 440/1319] eta: 0:50:24 lr: 5.819055866765587e-06 loss: 0.0296 (0.0345) time: 3.4349 data: 0.0085 max mem: 33370 Epoch: [36] [ 450/1319] eta: 0:49:49 lr: 5.808222997523256e-06 loss: 0.0278 (0.0344) time: 3.4167 data: 0.0086 max mem: 33370 Epoch: [36] [ 460/1319] eta: 0:49:13 lr: 5.797387882892317e-06 loss: 0.0285 (0.0344) time: 3.3896 data: 0.0086 max mem: 33370 Epoch: [36] [ 470/1319] eta: 0:48:38 lr: 5.786550517742576e-06 loss: 0.0292 (0.0343) time: 3.3707 data: 0.0083 max mem: 33370 Epoch: [36] [ 480/1319] eta: 0:48:03 lr: 5.775710896921423e-06 loss: 0.0292 (0.0343) time: 3.4015 data: 0.0083 max mem: 33370 Epoch: [36] [ 490/1319] eta: 0:47:29 lr: 5.764869015253661e-06 loss: 0.0311 (0.0343) time: 3.4257 data: 0.0086 max mem: 33370 Epoch: [36] [ 500/1319] eta: 0:46:55 lr: 5.7540248675414e-06 loss: 0.0315 (0.0343) time: 3.4421 data: 0.0084 max mem: 33370 Epoch: [36] [ 510/1319] eta: 0:46:19 lr: 5.743178448563874e-06 loss: 0.0302 (0.0342) time: 3.4099 data: 0.0085 max mem: 33370 Epoch: [36] [ 520/1319] eta: 0:45:45 lr: 5.732329753077314e-06 loss: 0.0275 (0.0342) time: 3.4019 data: 0.0086 max mem: 33370 Epoch: [36] [ 530/1319] eta: 0:45:11 lr: 5.7214787758147914e-06 loss: 0.0297 (0.0342) time: 3.4470 data: 0.0079 max mem: 33370 Epoch: [36] [ 540/1319] eta: 0:44:36 lr: 5.710625511486047e-06 loss: 0.0335 (0.0341) time: 3.4428 data: 0.0082 max mem: 33370 Epoch: [36] [ 550/1319] eta: 0:44:02 lr: 5.6997699547773765e-06 loss: 0.0306 (0.0340) time: 3.4283 data: 0.0086 max mem: 33370 Epoch: [36] [ 560/1319] eta: 0:43:27 lr: 5.68891210035145e-06 loss: 0.0301 (0.0341) time: 3.4159 data: 0.0086 max mem: 33370 Epoch: [36] [ 570/1319] eta: 0:42:53 lr: 5.678051942847162e-06 loss: 0.0338 (0.0340) time: 3.4164 data: 0.0091 max mem: 33370 Epoch: [36] [ 580/1319] eta: 0:42:19 lr: 5.667189476879478e-06 loss: 0.0345 (0.0341) time: 3.4515 data: 0.0089 max mem: 33370 Epoch: [36] [ 590/1319] eta: 0:41:44 lr: 5.656324697039277e-06 loss: 0.0342 (0.0340) time: 3.4512 data: 0.0080 max mem: 33370 Epoch: [36] [ 600/1319] eta: 0:41:10 lr: 5.645457597893177e-06 loss: 0.0279 (0.0340) time: 3.4209 data: 0.0085 max mem: 33370 Epoch: [36] [ 610/1319] eta: 0:40:35 lr: 5.634588173983401e-06 loss: 0.0270 (0.0340) time: 3.4097 data: 0.0088 max mem: 33370 Epoch: [36] [ 620/1319] eta: 0:40:01 lr: 5.623716419827592e-06 loss: 0.0261 (0.0339) time: 3.4276 data: 0.0085 max mem: 33370 Epoch: [36] [ 630/1319] eta: 0:39:26 lr: 5.612842329918665e-06 loss: 0.0245 (0.0338) time: 3.4356 data: 0.0086 max mem: 33370 Epoch: [36] [ 640/1319] eta: 0:38:52 lr: 5.6019658987246355e-06 loss: 0.0303 (0.0338) time: 3.4261 data: 0.0091 max mem: 33370 Epoch: [36] [ 650/1319] eta: 0:38:17 lr: 5.591087120688435e-06 loss: 0.0304 (0.0338) time: 3.4018 data: 0.0090 max mem: 33370 Epoch: [36] [ 660/1319] eta: 0:37:43 lr: 5.5802059902277785e-06 loss: 0.0312 (0.0338) time: 3.4052 data: 0.0084 max mem: 33370 Epoch: [36] [ 670/1319] eta: 0:37:08 lr: 5.569322501734972e-06 loss: 0.0309 (0.0338) time: 3.4287 data: 0.0086 max mem: 33370 Epoch: [36] [ 680/1319] eta: 0:36:34 lr: 5.5584366495767425e-06 loss: 0.0306 (0.0338) time: 3.4440 data: 0.0087 max mem: 33370 Epoch: [36] [ 690/1319] eta: 0:35:59 lr: 5.547548428094075e-06 loss: 0.0319 (0.0339) time: 3.4328 data: 0.0084 max mem: 33370 Epoch: [36] [ 700/1319] eta: 0:35:25 lr: 5.536657831602032e-06 loss: 0.0319 (0.0338) time: 3.4195 data: 0.0082 max mem: 33370 Epoch: [36] [ 710/1319] eta: 0:34:51 lr: 5.525764854389564e-06 loss: 0.0306 (0.0338) time: 3.4591 data: 0.0080 max mem: 33370 Epoch: [36] [ 720/1319] eta: 0:34:17 lr: 5.514869490719365e-06 loss: 0.0306 (0.0338) time: 3.4569 data: 0.0081 max mem: 33370 Epoch: [36] [ 730/1319] eta: 0:33:42 lr: 5.503971734827667e-06 loss: 0.0288 (0.0337) time: 3.4331 data: 0.0082 max mem: 33370 Epoch: [36] [ 740/1319] eta: 0:33:08 lr: 5.493071580924068e-06 loss: 0.0288 (0.0337) time: 3.4168 data: 0.0085 max mem: 33370 Epoch: [36] [ 750/1319] eta: 0:32:34 lr: 5.482169023191358e-06 loss: 0.0297 (0.0337) time: 3.4180 data: 0.0089 max mem: 33370 Epoch: [36] [ 760/1319] eta: 0:31:59 lr: 5.471264055785306e-06 loss: 0.0298 (0.0336) time: 3.4393 data: 0.0090 max mem: 33370 Epoch: [36] [ 770/1319] eta: 0:31:25 lr: 5.4603566728345144e-06 loss: 0.0295 (0.0336) time: 3.4481 data: 0.0088 max mem: 33370 Epoch: [36] [ 780/1319] eta: 0:30:51 lr: 5.449446868440208e-06 loss: 0.0284 (0.0336) time: 3.4374 data: 0.0089 max mem: 33370 Epoch: [36] [ 790/1319] eta: 0:30:16 lr: 5.43853463667605e-06 loss: 0.0302 (0.0336) time: 3.3870 data: 0.0088 max mem: 33370 Epoch: [36] [ 800/1319] eta: 0:29:41 lr: 5.427619971587958e-06 loss: 0.0302 (0.0336) time: 3.3950 data: 0.0084 max mem: 33370 Epoch: [36] [ 810/1319] eta: 0:29:07 lr: 5.416702867193884e-06 loss: 0.0272 (0.0336) time: 3.4350 data: 0.0085 max mem: 33370 Epoch: [36] [ 820/1319] eta: 0:28:33 lr: 5.4057833174836655e-06 loss: 0.0296 (0.0336) time: 3.4316 data: 0.0087 max mem: 33370 Epoch: [36] [ 830/1319] eta: 0:27:58 lr: 5.394861316418795e-06 loss: 0.0296 (0.0336) time: 3.4318 data: 0.0086 max mem: 33370 Epoch: [36] [ 840/1319] eta: 0:27:24 lr: 5.383936857932236e-06 loss: 0.0305 (0.0336) time: 3.3974 data: 0.0084 max mem: 33370 Epoch: [36] [ 850/1319] eta: 0:26:49 lr: 5.373009935928221e-06 loss: 0.0339 (0.0337) time: 3.4051 data: 0.0088 max mem: 33370 Epoch: [36] [ 860/1319] eta: 0:26:15 lr: 5.362080544282056e-06 loss: 0.0340 (0.0336) time: 3.4347 data: 0.0089 max mem: 33370 Epoch: [36] [ 870/1319] eta: 0:25:41 lr: 5.351148676839889e-06 loss: 0.0331 (0.0337) time: 3.4187 data: 0.0085 max mem: 33370 Epoch: [36] [ 880/1319] eta: 0:25:06 lr: 5.340214327418554e-06 loss: 0.0278 (0.0337) time: 3.4196 data: 0.0088 max mem: 33370 Epoch: [36] [ 890/1319] eta: 0:24:32 lr: 5.3292774898053224e-06 loss: 0.0278 (0.0337) time: 3.4336 data: 0.0097 max mem: 33370 Epoch: [36] [ 900/1319] eta: 0:23:58 lr: 5.3183381577577165e-06 loss: 0.0299 (0.0337) time: 3.4303 data: 0.0098 max mem: 33370 Epoch: [36] [ 910/1319] eta: 0:23:24 lr: 5.307396325003292e-06 loss: 0.0303 (0.0337) time: 3.4496 data: 0.0091 max mem: 33370 Epoch: [36] [ 920/1319] eta: 0:22:49 lr: 5.296451985239408e-06 loss: 0.0303 (0.0337) time: 3.4650 data: 0.0086 max mem: 33370 Epoch: [36] [ 930/1319] eta: 0:22:15 lr: 5.285505132133047e-06 loss: 0.0308 (0.0337) time: 3.4636 data: 0.0088 max mem: 33370 Epoch: [36] [ 940/1319] eta: 0:21:41 lr: 5.274555759320574e-06 loss: 0.0289 (0.0336) time: 3.4690 data: 0.0089 max mem: 33370 Epoch: [36] [ 950/1319] eta: 0:21:06 lr: 5.263603860407521e-06 loss: 0.0296 (0.0336) time: 3.4158 data: 0.0084 max mem: 33370 Epoch: [36] [ 960/1319] eta: 0:20:32 lr: 5.252649428968377e-06 loss: 0.0338 (0.0336) time: 3.3975 data: 0.0080 max mem: 33370 Epoch: [36] [ 970/1319] eta: 0:19:58 lr: 5.241692458546333e-06 loss: 0.0297 (0.0335) time: 3.4365 data: 0.0078 max mem: 33370 Epoch: [36] [ 980/1319] eta: 0:19:23 lr: 5.230732942653104e-06 loss: 0.0259 (0.0335) time: 3.4218 data: 0.0082 max mem: 33370 Epoch: [36] [ 990/1319] eta: 0:18:49 lr: 5.2197708747686676e-06 loss: 0.0301 (0.0335) time: 3.4262 data: 0.0084 max mem: 33370 Epoch: [36] [1000/1319] eta: 0:18:15 lr: 5.208806248341044e-06 loss: 0.0278 (0.0334) time: 3.4395 data: 0.0085 max mem: 33370 Epoch: [36] [1010/1319] eta: 0:17:40 lr: 5.197839056786066e-06 loss: 0.0278 (0.0334) time: 3.4371 data: 0.0085 max mem: 33370 Epoch: [36] [1020/1319] eta: 0:17:06 lr: 5.186869293487148e-06 loss: 0.0302 (0.0334) time: 3.4259 data: 0.0081 max mem: 33370 Epoch: [36] [1030/1319] eta: 0:16:32 lr: 5.175896951795028e-06 loss: 0.0318 (0.0334) time: 3.4363 data: 0.0081 max mem: 33370 Epoch: [36] [1040/1319] eta: 0:15:57 lr: 5.164922025027563e-06 loss: 0.0293 (0.0334) time: 3.4561 data: 0.0082 max mem: 33370 Epoch: [36] [1050/1319] eta: 0:15:23 lr: 5.153944506469468e-06 loss: 0.0315 (0.0334) time: 3.4404 data: 0.0085 max mem: 33370 Epoch: [36] [1060/1319] eta: 0:14:49 lr: 5.142964389372074e-06 loss: 0.0328 (0.0334) time: 3.4283 data: 0.0088 max mem: 33370 Epoch: [36] [1070/1319] eta: 0:14:14 lr: 5.13198166695309e-06 loss: 0.0310 (0.0334) time: 3.4098 data: 0.0088 max mem: 33370 Epoch: [36] [1080/1319] eta: 0:13:40 lr: 5.120996332396334e-06 loss: 0.0292 (0.0334) time: 3.4210 data: 0.0086 max mem: 33370 Epoch: [36] [1090/1319] eta: 0:13:06 lr: 5.1100083788515145e-06 loss: 0.0337 (0.0335) time: 3.4336 data: 0.0085 max mem: 33370 Epoch: [36] [1100/1319] eta: 0:12:31 lr: 5.0990177994339575e-06 loss: 0.0332 (0.0334) time: 3.4123 data: 0.0086 max mem: 33370 Epoch: [36] [1110/1319] eta: 0:11:57 lr: 5.088024587224353e-06 loss: 0.0321 (0.0335) time: 3.3998 data: 0.0086 max mem: 33370 Epoch: [36] [1120/1319] eta: 0:11:22 lr: 5.077028735268508e-06 loss: 0.0325 (0.0335) time: 3.4000 data: 0.0082 max mem: 33370 Epoch: [36] [1130/1319] eta: 0:10:48 lr: 5.066030236577056e-06 loss: 0.0321 (0.0335) time: 3.3985 data: 0.0081 max mem: 33370 Epoch: [36] [1140/1319] eta: 0:10:14 lr: 5.055029084125236e-06 loss: 0.0294 (0.0334) time: 3.4156 data: 0.0083 max mem: 33370 Epoch: [36] [1150/1319] eta: 0:09:39 lr: 5.044025270852602e-06 loss: 0.0277 (0.0334) time: 3.4380 data: 0.0085 max mem: 33370 Epoch: [36] [1160/1319] eta: 0:09:05 lr: 5.033018789662757e-06 loss: 0.0276 (0.0334) time: 3.4440 data: 0.0083 max mem: 33370 Epoch: [36] [1170/1319] eta: 0:08:31 lr: 5.022009633423085e-06 loss: 0.0276 (0.0333) time: 3.4482 data: 0.0080 max mem: 33370 Epoch: [36] [1180/1319] eta: 0:07:57 lr: 5.0109977949644845e-06 loss: 0.0290 (0.0333) time: 3.4238 data: 0.0080 max mem: 33370 Epoch: [36] [1190/1319] eta: 0:07:22 lr: 4.999983267081064e-06 loss: 0.0306 (0.0333) time: 3.4204 data: 0.0081 max mem: 33370 Epoch: [36] [1200/1319] eta: 0:06:48 lr: 4.988966042529905e-06 loss: 0.0296 (0.0333) time: 3.4408 data: 0.0083 max mem: 33370 Epoch: [36] [1210/1319] eta: 0:06:14 lr: 4.977946114030749e-06 loss: 0.0283 (0.0333) time: 3.4336 data: 0.0081 max mem: 33370 Epoch: [36] [1220/1319] eta: 0:05:39 lr: 4.966923474265728e-06 loss: 0.0305 (0.0332) time: 3.4198 data: 0.0081 max mem: 33370 Epoch: [36] [1230/1319] eta: 0:05:05 lr: 4.9558981158790714e-06 loss: 0.0306 (0.0332) time: 3.4186 data: 0.0084 max mem: 33370 Epoch: [36] [1240/1319] eta: 0:04:31 lr: 4.944870031476802e-06 loss: 0.0296 (0.0332) time: 3.4495 data: 0.0084 max mem: 33370 Epoch: [36] [1250/1319] eta: 0:03:56 lr: 4.9338392136264714e-06 loss: 0.0296 (0.0332) time: 3.4488 data: 0.0083 max mem: 33370 Epoch: [36] [1260/1319] eta: 0:03:22 lr: 4.922805654856843e-06 loss: 0.0305 (0.0332) time: 3.4290 data: 0.0085 max mem: 33370 Epoch: [36] [1270/1319] eta: 0:02:48 lr: 4.9117693476576e-06 loss: 0.0305 (0.0332) time: 3.4497 data: 0.0087 max mem: 33370 Epoch: [36] [1280/1319] eta: 0:02:13 lr: 4.9007302844790375e-06 loss: 0.0283 (0.0332) time: 3.4640 data: 0.0088 max mem: 33370 Epoch: [36] [1290/1319] eta: 0:01:39 lr: 4.889688457731768e-06 loss: 0.0283 (0.0331) time: 3.4171 data: 0.0087 max mem: 33370 Epoch: [36] [1300/1319] eta: 0:01:05 lr: 4.878643859786385e-06 loss: 0.0301 (0.0331) time: 3.3996 data: 0.0083 max mem: 33370 Epoch: [36] [1310/1319] eta: 0:00:30 lr: 4.867596482973188e-06 loss: 0.0286 (0.0331) time: 3.4559 data: 0.0078 max mem: 33370 Epoch: [36] Total time: 1:15:27 /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( Test: [ 0/2573] eta: 2:13:49 time: 3.1205 data: 2.9401 max mem: 33370 Test: [ 100/2573] eta: 0:04:28 time: 0.0784 data: 0.0014 max mem: 33370 Test: [ 200/2573] eta: 0:03:44 time: 0.0803 data: 0.0014 max mem: 33370 Test: [ 300/2573] eta: 0:03:22 time: 0.0819 data: 0.0014 max mem: 33370 Test: [ 400/2573] eta: 0:03:08 time: 0.0822 data: 0.0014 max mem: 33370 Test: [ 500/2573] eta: 0:02:57 time: 0.0795 data: 0.0014 max mem: 33370 Test: [ 600/2573] eta: 0:02:46 time: 0.0798 data: 0.0014 max mem: 33370 Test: [ 700/2573] eta: 0:02:37 time: 0.0801 data: 0.0015 max mem: 33370 Test: [ 800/2573] eta: 0:02:28 time: 0.0831 data: 0.0014 max mem: 33370 Test: [ 900/2573] eta: 0:02:19 time: 0.0801 data: 0.0015 max mem: 33370 Test: [1000/2573] eta: 0:02:10 time: 0.0808 data: 0.0015 max mem: 33370 Test: [1100/2573] eta: 0:02:02 time: 0.0805 data: 0.0016 max mem: 33370 Test: [1200/2573] eta: 0:01:53 time: 0.0817 data: 0.0014 max mem: 33370 Test: [1300/2573] eta: 0:01:45 time: 0.0813 data: 0.0015 max mem: 33370 Test: [1400/2573] eta: 0:01:36 time: 0.0788 data: 0.0015 max mem: 33370 Test: [1500/2573] eta: 0:01:28 time: 0.0802 data: 0.0015 max mem: 33370 Test: [1600/2573] eta: 0:01:20 time: 0.0837 data: 0.0015 max mem: 33370 Test: [1700/2573] eta: 0:01:11 time: 0.0783 data: 0.0015 max mem: 33370 Test: [1800/2573] eta: 0:01:03 time: 0.0816 data: 0.0014 max mem: 33370 Test: [1900/2573] eta: 0:00:55 time: 0.0791 data: 0.0014 max mem: 33370 Test: [2000/2573] eta: 0:00:46 time: 0.0807 data: 0.0014 max mem: 33370 Test: [2100/2573] eta: 0:00:38 time: 0.0829 data: 0.0015 max mem: 33370 Test: [2200/2573] eta: 0:00:30 time: 0.0831 data: 0.0013 max mem: 33370 Test: [2300/2573] eta: 0:00:22 time: 0.0818 data: 0.0014 max mem: 33370 Test: [2400/2573] eta: 0:00:14 time: 0.0773 data: 0.0014 max mem: 33370 Test: [2500/2573] eta: 0:00:05 time: 0.0800 data: 0.0014 max mem: 33370 Test: Total time: 0:03:30 Final results: Mean IoU is 64.92 precision@0.5 = 72.90 precision@0.6 = 67.99 precision@0.7 = 61.34 precision@0.8 = 50.59 precision@0.9 = 25.65 overall IoU = 62.19 Average object IoU 64.92024647715073 Overall IoU 62.19342041015625 Better epoch: 36 /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( Epoch: [37] [ 0/1319] eta: 1:58:28 lr: 4.85765146153759e-06 loss: 0.0224 (0.0224) time: 5.3892 data: 1.8789 max mem: 33370 Epoch: [37] [ 10/1319] eta: 1:18:46 lr: 4.846598783599751e-06 loss: 0.0274 (0.0283) time: 3.6105 data: 0.1786 max mem: 33370 Epoch: [37] [ 20/1319] eta: 1:16:15 lr: 4.835543304321068e-06 loss: 0.0283 (0.0297) time: 3.4289 data: 0.0082 max mem: 33370 Epoch: [37] [ 30/1319] eta: 1:15:29 lr: 4.824485015871577e-06 loss: 0.0283 (0.0302) time: 3.4605 data: 0.0079 max mem: 33370 Epoch: [37] [ 40/1319] eta: 1:14:16 lr: 4.813423910379438e-06 loss: 0.0303 (0.0311) time: 3.4445 data: 0.0081 max mem: 33370 Epoch: [37] [ 50/1319] eta: 1:13:16 lr: 4.802359979930566e-06 loss: 0.0317 (0.0310) time: 3.3883 data: 0.0084 max mem: 33370 Epoch: [37] [ 60/1319] eta: 1:12:43 lr: 4.791293216568347e-06 loss: 0.0247 (0.0303) time: 3.4283 data: 0.0083 max mem: 33370 Epoch: [37] [ 70/1319] eta: 1:11:59 lr: 4.780223612293264e-06 loss: 0.0279 (0.0308) time: 3.4419 data: 0.0081 max mem: 33370 Epoch: [37] [ 80/1319] eta: 1:11:20 lr: 4.7691511590625665e-06 loss: 0.0329 (0.0315) time: 3.4222 data: 0.0079 max mem: 33370 Epoch: [37] [ 90/1319] eta: 1:10:43 lr: 4.75807584878992e-06 loss: 0.0349 (0.0321) time: 3.4334 data: 0.0083 max mem: 33370 Epoch: [37] [ 100/1319] eta: 1:10:03 lr: 4.7469976733450685e-06 loss: 0.0284 (0.0320) time: 3.4188 data: 0.0087 max mem: 33370 Epoch: [37] [ 110/1319] eta: 1:09:26 lr: 4.735916624553454e-06 loss: 0.0284 (0.0327) time: 3.4160 data: 0.0086 max mem: 33370 Epoch: [37] [ 120/1319] eta: 1:08:53 lr: 4.724832694195895e-06 loss: 0.0297 (0.0325) time: 3.4454 data: 0.0085 max mem: 33370 Epoch: [37] [ 130/1319] eta: 1:08:13 lr: 4.713745874008202e-06 loss: 0.0281 (0.0321) time: 3.4262 data: 0.0082 max mem: 33370 Epoch: [37] [ 140/1319] eta: 1:07:35 lr: 4.702656155680819e-06 loss: 0.0260 (0.0317) time: 3.3931 data: 0.0082 max mem: 33370 Epoch: [37] [ 150/1319] eta: 1:07:02 lr: 4.691563530858464e-06 loss: 0.0269 (0.0320) time: 3.4240 data: 0.0081 max mem: 33370 Epoch: [37] [ 160/1319] eta: 1:06:26 lr: 4.6804679911397265e-06 loss: 0.0289 (0.0319) time: 3.4412 data: 0.0079 max mem: 33370 Epoch: [37] [ 170/1319] eta: 1:05:50 lr: 4.66936952807673e-06 loss: 0.0286 (0.0319) time: 3.4207 data: 0.0082 max mem: 33370 Epoch: [37] [ 180/1319] eta: 1:05:15 lr: 4.65826813317473e-06 loss: 0.0277 (0.0317) time: 3.4169 data: 0.0086 max mem: 33370 Epoch: [37] [ 190/1319] eta: 1:04:38 lr: 4.64716379789173e-06 loss: 0.0282 (0.0317) time: 3.4116 data: 0.0086 max mem: 33370 Epoch: [37] [ 200/1319] eta: 1:04:05 lr: 4.636056513638103e-06 loss: 0.0307 (0.0315) time: 3.4244 data: 0.0082 max mem: 33370 Epoch: [37] [ 210/1319] eta: 1:03:32 lr: 4.6249462717761695e-06 loss: 0.0326 (0.0318) time: 3.4618 data: 0.0085 max mem: 33370 Epoch: [37] [ 220/1319] eta: 1:02:57 lr: 4.6138330636198426e-06 loss: 0.0306 (0.0317) time: 3.4452 data: 0.0091 max mem: 33370 Epoch: [37] [ 230/1319] eta: 1:02:24 lr: 4.602716880434195e-06 loss: 0.0296 (0.0317) time: 3.4434 data: 0.0087 max mem: 33370 Epoch: [37] [ 240/1319] eta: 1:01:50 lr: 4.591597713435064e-06 loss: 0.0329 (0.0318) time: 3.4568 data: 0.0082 max mem: 33370 Epoch: [37] [ 250/1319] eta: 1:01:16 lr: 4.580475553788638e-06 loss: 0.0309 (0.0317) time: 3.4447 data: 0.0079 max mem: 33370 Epoch: [37] [ 260/1319] eta: 1:00:42 lr: 4.569350392611047e-06 loss: 0.0273 (0.0316) time: 3.4528 data: 0.0081 max mem: 33370 Epoch: [37] [ 270/1319] eta: 1:00:06 lr: 4.558222220967921e-06 loss: 0.0276 (0.0316) time: 3.4298 data: 0.0084 max mem: 33370 Epoch: [37] [ 280/1319] eta: 0:59:31 lr: 4.547091029873999e-06 loss: 0.0287 (0.0315) time: 3.4139 data: 0.0084 max mem: 33370 Epoch: [37] [ 290/1319] eta: 0:58:57 lr: 4.5359568102926745e-06 loss: 0.0310 (0.0319) time: 3.4349 data: 0.0087 max mem: 33370 Epoch: [37] [ 300/1319] eta: 0:58:24 lr: 4.524819553135574e-06 loss: 0.0310 (0.0318) time: 3.4501 data: 0.0088 max mem: 33370 Epoch: [37] [ 310/1319] eta: 0:57:48 lr: 4.5136792492621144e-06 loss: 0.0287 (0.0317) time: 3.4312 data: 0.0084 max mem: 33370 Epoch: [37] [ 320/1319] eta: 0:57:14 lr: 4.502535889479041e-06 loss: 0.0287 (0.0318) time: 3.4236 data: 0.0081 max mem: 33370 Epoch: [37] [ 330/1319] eta: 0:56:40 lr: 4.491389464540016e-06 loss: 0.0292 (0.0318) time: 3.4511 data: 0.0081 max mem: 33370 Epoch: [37] [ 340/1319] eta: 0:56:06 lr: 4.480239965145135e-06 loss: 0.0325 (0.0321) time: 3.4540 data: 0.0084 max mem: 33370 Epoch: [37] [ 350/1319] eta: 0:55:31 lr: 4.469087381940477e-06 loss: 0.0315 (0.0322) time: 3.4387 data: 0.0082 max mem: 33370 Epoch: [37] [ 360/1319] eta: 0:54:57 lr: 4.457931705517646e-06 loss: 0.0285 (0.0320) time: 3.4436 data: 0.0085 max mem: 33370 Epoch: [37] [ 370/1319] eta: 0:54:23 lr: 4.446772926413276e-06 loss: 0.0285 (0.0320) time: 3.4505 data: 0.0089 max mem: 33370 Epoch: [37] [ 380/1319] eta: 0:53:49 lr: 4.435611035108594e-06 loss: 0.0310 (0.0320) time: 3.4424 data: 0.0091 max mem: 33370 Epoch: [37] [ 390/1319] eta: 0:53:14 lr: 4.424446022028913e-06 loss: 0.0310 (0.0320) time: 3.4311 data: 0.0089 max mem: 33370 Epoch: [37] [ 400/1319] eta: 0:52:39 lr: 4.413277877543152e-06 loss: 0.0312 (0.0319) time: 3.4213 data: 0.0086 max mem: 33370 Epoch: [37] [ 410/1319] eta: 0:52:04 lr: 4.40210659196335e-06 loss: 0.0314 (0.0321) time: 3.4103 data: 0.0085 max mem: 33370 Epoch: [37] [ 420/1319] eta: 0:51:30 lr: 4.390932155544163e-06 loss: 0.0353 (0.0322) time: 3.4247 data: 0.0083 max mem: 33370 Epoch: [37] [ 430/1319] eta: 0:50:56 lr: 4.379754558482349e-06 loss: 0.0327 (0.0321) time: 3.4466 data: 0.0082 max mem: 33370 Epoch: [37] [ 440/1319] eta: 0:50:22 lr: 4.368573790916289e-06 loss: 0.0301 (0.0322) time: 3.4633 data: 0.0083 max mem: 33370 Epoch: [37] [ 450/1319] eta: 0:49:48 lr: 4.357389842925446e-06 loss: 0.0308 (0.0322) time: 3.4572 data: 0.0083 max mem: 33370 Epoch: [37] [ 460/1319] eta: 0:49:12 lr: 4.346202704529857e-06 loss: 0.0280 (0.0321) time: 3.4129 data: 0.0081 max mem: 33370 Epoch: [37] [ 470/1319] eta: 0:48:37 lr: 4.335012365689605e-06 loss: 0.0288 (0.0322) time: 3.3991 data: 0.0081 max mem: 33370 Epoch: [37] [ 480/1319] eta: 0:48:03 lr: 4.323818816304266e-06 loss: 0.0304 (0.0321) time: 3.4146 data: 0.0085 max mem: 33370 Epoch: [37] [ 490/1319] eta: 0:47:28 lr: 4.3126220462124026e-06 loss: 0.0277 (0.0320) time: 3.4198 data: 0.0086 max mem: 33370 Epoch: [37] [ 500/1319] eta: 0:46:53 lr: 4.3014220451909986e-06 loss: 0.0259 (0.0319) time: 3.4160 data: 0.0082 max mem: 33370 Epoch: [37] [ 510/1319] eta: 0:46:19 lr: 4.2902188029549045e-06 loss: 0.0259 (0.0319) time: 3.4126 data: 0.0081 max mem: 33370 Epoch: [37] [ 520/1319] eta: 0:45:44 lr: 4.279012309156296e-06 loss: 0.0290 (0.0318) time: 3.4044 data: 0.0083 max mem: 33370 Epoch: [37] [ 530/1319] eta: 0:45:09 lr: 4.267802553384072e-06 loss: 0.0300 (0.0318) time: 3.4150 data: 0.0088 max mem: 33370 Epoch: [37] [ 540/1319] eta: 0:44:34 lr: 4.256589525163327e-06 loss: 0.0333 (0.0319) time: 3.4080 data: 0.0087 max mem: 33370 Epoch: [37] [ 550/1319] eta: 0:44:00 lr: 4.2453732139547435e-06 loss: 0.0315 (0.0318) time: 3.3947 data: 0.0084 max mem: 33370 Epoch: [37] [ 560/1319] eta: 0:43:25 lr: 4.234153609154016e-06 loss: 0.0305 (0.0319) time: 3.4160 data: 0.0085 max mem: 33370 Epoch: [37] [ 570/1319] eta: 0:42:52 lr: 4.222930700091251e-06 loss: 0.0334 (0.0320) time: 3.4679 data: 0.0086 max mem: 33370 Epoch: [37] [ 580/1319] eta: 0:42:17 lr: 4.211704476030378e-06 loss: 0.0334 (0.0320) time: 3.4522 data: 0.0087 max mem: 33370 Epoch: [37] [ 590/1319] eta: 0:41:43 lr: 4.200474926168517e-06 loss: 0.0330 (0.0320) time: 3.4103 data: 0.0085 max mem: 33370 Epoch: [37] [ 600/1319] eta: 0:41:08 lr: 4.189242039635394e-06 loss: 0.0279 (0.0320) time: 3.4205 data: 0.0084 max mem: 33370 Epoch: [37] [ 610/1319] eta: 0:40:34 lr: 4.178005805492704e-06 loss: 0.0244 (0.0320) time: 3.4293 data: 0.0086 max mem: 33370 Epoch: [37] [ 620/1319] eta: 0:40:00 lr: 4.166766212733477e-06 loss: 0.0270 (0.0320) time: 3.4441 data: 0.0081 max mem: 33370 Epoch: [37] [ 630/1319] eta: 0:39:25 lr: 4.15552325028145e-06 loss: 0.0276 (0.0319) time: 3.4354 data: 0.0082 max mem: 33370 Epoch: [37] [ 640/1319] eta: 0:38:51 lr: 4.1442769069903985e-06 loss: 0.0307 (0.0320) time: 3.4178 data: 0.0084 max mem: 33370 Epoch: [37] [ 650/1319] eta: 0:38:16 lr: 4.133027171643516e-06 loss: 0.0282 (0.0319) time: 3.4185 data: 0.0080 max mem: 33370 Epoch: [37] [ 660/1319] eta: 0:37:42 lr: 4.121774032952729e-06 loss: 0.0278 (0.0319) time: 3.4191 data: 0.0081 max mem: 33370 Epoch: [37] [ 670/1319] eta: 0:37:07 lr: 4.110517479558032e-06 loss: 0.0291 (0.0319) time: 3.4189 data: 0.0080 max mem: 33370 Epoch: [37] [ 680/1319] eta: 0:36:33 lr: 4.099257500026817e-06 loss: 0.0284 (0.0319) time: 3.4387 data: 0.0082 max mem: 33370 Epoch: [37] [ 690/1319] eta: 0:35:58 lr: 4.087994082853156e-06 loss: 0.0284 (0.0318) time: 3.4259 data: 0.0085 max mem: 33370 Epoch: [37] [ 700/1319] eta: 0:35:24 lr: 4.076727216457151e-06 loss: 0.0288 (0.0318) time: 3.4156 data: 0.0084 max mem: 33370 Epoch: [37] [ 710/1319] eta: 0:34:50 lr: 4.065456889184196e-06 loss: 0.0309 (0.0318) time: 3.4165 data: 0.0083 max mem: 33370 Epoch: [37] [ 720/1319] eta: 0:34:15 lr: 4.054183089304276e-06 loss: 0.0316 (0.0318) time: 3.4161 data: 0.0083 max mem: 33370 Epoch: [37] [ 730/1319] eta: 0:33:41 lr: 4.0429058050112415e-06 loss: 0.0317 (0.0318) time: 3.4357 data: 0.0081 max mem: 33370 Epoch: [37] [ 740/1319] eta: 0:33:06 lr: 4.031625024422082e-06 loss: 0.0296 (0.0318) time: 3.4216 data: 0.0083 max mem: 33370 Epoch: [37] [ 750/1319] eta: 0:32:32 lr: 4.020340735576163e-06 loss: 0.0280 (0.0318) time: 3.3956 data: 0.0083 max mem: 33370 Epoch: [37] [ 760/1319] eta: 0:31:58 lr: 4.0090529264345135e-06 loss: 0.0296 (0.0318) time: 3.4151 data: 0.0086 max mem: 33370 Epoch: [37] [ 770/1319] eta: 0:31:24 lr: 3.997761584879033e-06 loss: 0.0299 (0.0318) time: 3.4588 data: 0.0086 max mem: 33370 Epoch: [37] [ 780/1319] eta: 0:30:49 lr: 3.986466698711739e-06 loss: 0.0298 (0.0318) time: 3.4307 data: 0.0082 max mem: 33370 Epoch: [37] [ 790/1319] eta: 0:30:15 lr: 3.975168255653987e-06 loss: 0.0329 (0.0318) time: 3.4034 data: 0.0093 max mem: 33370 Epoch: [37] [ 800/1319] eta: 0:29:40 lr: 3.963866243345654e-06 loss: 0.0329 (0.0319) time: 3.4354 data: 0.0096 max mem: 33370 Epoch: [37] [ 810/1319] eta: 0:29:06 lr: 3.952560649344379e-06 loss: 0.0314 (0.0319) time: 3.4348 data: 0.0086 max mem: 33370 Epoch: [37] [ 820/1319] eta: 0:28:31 lr: 3.94125146112473e-06 loss: 0.0310 (0.0319) time: 3.4069 data: 0.0086 max mem: 33370 Epoch: [37] [ 830/1319] eta: 0:27:57 lr: 3.929938666077381e-06 loss: 0.0276 (0.0318) time: 3.4143 data: 0.0089 max mem: 33370 Epoch: [37] [ 840/1319] eta: 0:27:23 lr: 3.918622251508287e-06 loss: 0.0288 (0.0319) time: 3.4208 data: 0.0088 max mem: 33370 Epoch: [37] [ 850/1319] eta: 0:26:48 lr: 3.907302204637846e-06 loss: 0.0331 (0.0319) time: 3.4215 data: 0.0088 max mem: 33370 Epoch: [37] [ 860/1319] eta: 0:26:14 lr: 3.895978512600013e-06 loss: 0.0366 (0.0321) time: 3.4085 data: 0.0084 max mem: 33370 Epoch: [37] [ 870/1319] eta: 0:25:40 lr: 3.8846511624414845e-06 loss: 0.0329 (0.0320) time: 3.4176 data: 0.0082 max mem: 33370 Epoch: [37] [ 880/1319] eta: 0:25:05 lr: 3.873320141120784e-06 loss: 0.0266 (0.0321) time: 3.4246 data: 0.0082 max mem: 33370 Epoch: [37] [ 890/1319] eta: 0:24:31 lr: 3.86198543550739e-06 loss: 0.0276 (0.0321) time: 3.4192 data: 0.0082 max mem: 33370 Epoch: [37] [ 900/1319] eta: 0:23:57 lr: 3.850647032380834e-06 loss: 0.0276 (0.0321) time: 3.4507 data: 0.0086 max mem: 33370 Epoch: [37] [ 910/1319] eta: 0:23:22 lr: 3.839304918429766e-06 loss: 0.0265 (0.0321) time: 3.4315 data: 0.0087 max mem: 33370 Epoch: [37] [ 920/1319] eta: 0:22:48 lr: 3.8279590802510684e-06 loss: 0.0304 (0.0321) time: 3.3969 data: 0.0086 max mem: 33370 Epoch: [37] [ 930/1319] eta: 0:22:14 lr: 3.816609504348892e-06 loss: 0.0296 (0.0321) time: 3.4057 data: 0.0086 max mem: 33370 Epoch: [37] [ 940/1319] eta: 0:21:39 lr: 3.805256177133712e-06 loss: 0.0268 (0.0321) time: 3.4440 data: 0.0084 max mem: 33370 Epoch: [37] [ 950/1319] eta: 0:21:05 lr: 3.7938990849213705e-06 loss: 0.0300 (0.0321) time: 3.4319 data: 0.0084 max mem: 33370 Epoch: [37] [ 960/1319] eta: 0:20:31 lr: 3.782538213932079e-06 loss: 0.0301 (0.0320) time: 3.4197 data: 0.0084 max mem: 33370 Epoch: [37] [ 970/1319] eta: 0:19:56 lr: 3.771173550289461e-06 loss: 0.0282 (0.0320) time: 3.4297 data: 0.0083 max mem: 33370 Epoch: [37] [ 980/1319] eta: 0:19:22 lr: 3.7598050800195294e-06 loss: 0.0250 (0.0320) time: 3.4166 data: 0.0086 max mem: 33370 Epoch: [37] [ 990/1319] eta: 0:18:48 lr: 3.748432789049672e-06 loss: 0.0262 (0.0320) time: 3.4212 data: 0.0084 max mem: 33370 Epoch: [37] [1000/1319] eta: 0:18:13 lr: 3.7370566632076215e-06 loss: 0.0299 (0.0320) time: 3.3889 data: 0.0081 max mem: 33370 Epoch: [37] [1010/1319] eta: 0:17:39 lr: 3.725676688220417e-06 loss: 0.0295 (0.0320) time: 3.4011 data: 0.0090 max mem: 33370 Epoch: [37] [1020/1319] eta: 0:17:05 lr: 3.714292849713318e-06 loss: 0.0295 (0.0320) time: 3.4424 data: 0.0091 max mem: 33370 Epoch: [37] [1030/1319] eta: 0:16:30 lr: 3.7029051332087708e-06 loss: 0.0348 (0.0321) time: 3.4283 data: 0.0084 max mem: 33370 Epoch: [37] [1040/1319] eta: 0:15:56 lr: 3.691513524125288e-06 loss: 0.0337 (0.0321) time: 3.4239 data: 0.0087 max mem: 33370 Epoch: [37] [1050/1319] eta: 0:15:22 lr: 3.680118007776355e-06 loss: 0.0299 (0.0321) time: 3.4278 data: 0.0085 max mem: 33370 Epoch: [37] [1060/1319] eta: 0:14:48 lr: 3.6687185693693123e-06 loss: 0.0322 (0.0321) time: 3.4370 data: 0.0081 max mem: 33370 Epoch: [37] [1070/1319] eta: 0:14:13 lr: 3.657315194004196e-06 loss: 0.0322 (0.0322) time: 3.4275 data: 0.0083 max mem: 33370 Epoch: [37] [1080/1319] eta: 0:13:39 lr: 3.6459078666726217e-06 loss: 0.0294 (0.0321) time: 3.3792 data: 0.0083 max mem: 33370 Epoch: [37] [1090/1319] eta: 0:13:05 lr: 3.6344965722565904e-06 loss: 0.0280 (0.0321) time: 3.4080 data: 0.0080 max mem: 33370 Epoch: [37] [1100/1319] eta: 0:12:30 lr: 3.6230812955273095e-06 loss: 0.0303 (0.0322) time: 3.4475 data: 0.0082 max mem: 33370 Epoch: [37] [1110/1319] eta: 0:11:56 lr: 3.6116620211439967e-06 loss: 0.0303 (0.0322) time: 3.4516 data: 0.0085 max mem: 33370 Epoch: [37] [1120/1319] eta: 0:11:22 lr: 3.6002387336526318e-06 loss: 0.0285 (0.0322) time: 3.4429 data: 0.0085 max mem: 33370 Epoch: [37] [1130/1319] eta: 0:10:47 lr: 3.588811417484761e-06 loss: 0.0300 (0.0323) time: 3.4161 data: 0.0091 max mem: 33370 Epoch: [37] [1140/1319] eta: 0:10:13 lr: 3.577380056956213e-06 loss: 0.0311 (0.0323) time: 3.4371 data: 0.0095 max mem: 33370 Epoch: [37] [1150/1319] eta: 0:09:39 lr: 3.5659446362658317e-06 loss: 0.0291 (0.0323) time: 3.4309 data: 0.0090 max mem: 33370 Epoch: [37] [1160/1319] eta: 0:09:05 lr: 3.5545051394941854e-06 loss: 0.0291 (0.0323) time: 3.4182 data: 0.0091 max mem: 33370 Epoch: [37] [1170/1319] eta: 0:08:30 lr: 3.5430615506022587e-06 loss: 0.0311 (0.0323) time: 3.4298 data: 0.0090 max mem: 33370 Epoch: [37] [1180/1319] eta: 0:07:56 lr: 3.531613853430098e-06 loss: 0.0303 (0.0322) time: 3.4383 data: 0.0087 max mem: 33370 Epoch: [37] [1190/1319] eta: 0:07:22 lr: 3.5201620316954973e-06 loss: 0.0275 (0.0322) time: 3.4440 data: 0.0085 max mem: 33370 Epoch: [37] [1200/1319] eta: 0:06:48 lr: 3.5087060689926057e-06 loss: 0.0285 (0.0322) time: 3.4460 data: 0.0081 max mem: 33370 Epoch: [37] [1210/1319] eta: 0:06:13 lr: 3.4972459487905388e-06 loss: 0.0293 (0.0322) time: 3.4565 data: 0.0084 max mem: 33370 Epoch: [37] [1220/1319] eta: 0:05:39 lr: 3.485781654431977e-06 loss: 0.0305 (0.0322) time: 3.4466 data: 0.0088 max mem: 33370 Epoch: [37] [1230/1319] eta: 0:05:05 lr: 3.4743131691317023e-06 loss: 0.0315 (0.0322) time: 3.4050 data: 0.0083 max mem: 33370 Epoch: [37] [1240/1319] eta: 0:04:30 lr: 3.462840475975186e-06 loss: 0.0298 (0.0322) time: 3.3922 data: 0.0080 max mem: 33370 Epoch: [37] [1250/1319] eta: 0:03:56 lr: 3.451363557917087e-06 loss: 0.0281 (0.0322) time: 3.3992 data: 0.0084 max mem: 33370 Epoch: [37] [1260/1319] eta: 0:03:22 lr: 3.439882397779757e-06 loss: 0.0305 (0.0322) time: 3.4221 data: 0.0084 max mem: 33370 Epoch: [37] [1270/1319] eta: 0:02:48 lr: 3.4283969782517246e-06 loss: 0.0301 (0.0322) time: 3.4543 data: 0.0083 max mem: 33370 Epoch: [37] [1280/1319] eta: 0:02:13 lr: 3.416907281886128e-06 loss: 0.0295 (0.0321) time: 3.4396 data: 0.0087 max mem: 33370 Epoch: [37] [1290/1319] eta: 0:01:39 lr: 3.405413291099184e-06 loss: 0.0256 (0.0321) time: 3.4227 data: 0.0088 max mem: 33370 Epoch: [37] [1300/1319] eta: 0:01:05 lr: 3.393914988168568e-06 loss: 0.0266 (0.0321) time: 3.4242 data: 0.0085 max mem: 33370 Epoch: [37] [1310/1319] eta: 0:00:30 lr: 3.3824123552318046e-06 loss: 0.0332 (0.0323) time: 3.4211 data: 0.0081 max mem: 33370 Epoch: [37] Total time: 1:15:23 /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( Test: [ 0/2573] eta: 2:14:51 time: 3.1449 data: 3.0500 max mem: 33370 Test: [ 100/2573] eta: 0:04:29 time: 0.0789 data: 0.0016 max mem: 33370 Test: [ 200/2573] eta: 0:03:44 time: 0.0790 data: 0.0015 max mem: 33370 Test: [ 300/2573] eta: 0:03:22 time: 0.0806 data: 0.0015 max mem: 33370 Test: [ 400/2573] eta: 0:03:08 time: 0.0809 data: 0.0014 max mem: 33370 Test: [ 500/2573] eta: 0:02:56 time: 0.0794 data: 0.0015 max mem: 33370 Test: [ 600/2573] eta: 0:02:46 time: 0.0794 data: 0.0015 max mem: 33370 Test: [ 700/2573] eta: 0:02:37 time: 0.0795 data: 0.0014 max mem: 33370 Test: [ 800/2573] eta: 0:02:28 time: 0.0836 data: 0.0014 max mem: 33370 Test: [ 900/2573] eta: 0:02:19 time: 0.0809 data: 0.0015 max mem: 33370 Test: [1000/2573] eta: 0:02:10 time: 0.0804 data: 0.0014 max mem: 33370 Test: [1100/2573] eta: 0:02:02 time: 0.0800 data: 0.0015 max mem: 33370 Test: [1200/2573] eta: 0:01:53 time: 0.0809 data: 0.0014 max mem: 33370 Test: [1300/2573] eta: 0:01:45 time: 0.0809 data: 0.0014 max mem: 33370 Test: [1400/2573] eta: 0:01:36 time: 0.0799 data: 0.0015 max mem: 33370 Test: [1500/2573] eta: 0:01:28 time: 0.0817 data: 0.0015 max mem: 33370 Test: [1600/2573] eta: 0:01:20 time: 0.0837 data: 0.0015 max mem: 33370 Test: [1700/2573] eta: 0:01:11 time: 0.0790 data: 0.0013 max mem: 33370 Test: [1800/2573] eta: 0:01:03 time: 0.0843 data: 0.0014 max mem: 33370 Test: [1900/2573] eta: 0:00:55 time: 0.0786 data: 0.0014 max mem: 33370 Test: [2000/2573] eta: 0:00:46 time: 0.0814 data: 0.0014 max mem: 33370 Test: [2100/2573] eta: 0:00:38 time: 0.0829 data: 0.0015 max mem: 33370 Test: [2200/2573] eta: 0:00:30 time: 0.0821 data: 0.0015 max mem: 33370 Test: [2300/2573] eta: 0:00:22 time: 0.0824 data: 0.0015 max mem: 33370 Test: [2400/2573] eta: 0:00:14 time: 0.0787 data: 0.0014 max mem: 33370 Test: [2500/2573] eta: 0:00:05 time: 0.0797 data: 0.0014 max mem: 33370 Test: Total time: 0:03:30 Final results: Mean IoU is 64.77 precision@0.5 = 72.67 precision@0.6 = 67.38 precision@0.7 = 61.07 precision@0.8 = 50.29 precision@0.9 = 25.67 overall IoU = 62.00 Average object IoU 64.77142306107676 Overall IoU 62.00176239013672 /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( Epoch: [38] [ 0/1319] eta: 3:32:00 lr: 3.3720562685558925e-06 loss: 0.0261 (0.0261) time: 9.6438 data: 2.5323 max mem: 33370 Epoch: [38] [ 10/1319] eta: 1:27:35 lr: 3.3605453588871517e-06 loss: 0.0268 (0.0319) time: 4.0149 data: 0.2378 max mem: 33370 Epoch: [38] [ 20/1319] eta: 1:21:16 lr: 3.349030066603249e-06 loss: 0.0327 (0.0340) time: 3.4599 data: 0.0082 max mem: 33370 Epoch: [38] [ 30/1319] eta: 1:18:05 lr: 3.3375103732791936e-06 loss: 0.0293 (0.0337) time: 3.4256 data: 0.0085 max mem: 33370 Epoch: [38] [ 40/1319] eta: 1:16:07 lr: 3.3259862603415314e-06 loss: 0.0287 (0.0327) time: 3.3790 data: 0.0085 max mem: 33370 Epoch: [38] [ 50/1319] eta: 1:15:07 lr: 3.314457709066606e-06 loss: 0.0311 (0.0332) time: 3.4239 data: 0.0086 max mem: 33370 Epoch: [38] [ 60/1319] eta: 1:14:12 lr: 3.302924700578736e-06 loss: 0.0329 (0.0333) time: 3.4657 data: 0.0092 max mem: 33370 Epoch: [38] [ 70/1319] eta: 1:13:11 lr: 3.2913872158483893e-06 loss: 0.0290 (0.0330) time: 3.4249 data: 0.0094 max mem: 33370 Epoch: [38] [ 80/1319] eta: 1:12:21 lr: 3.279845235690334e-06 loss: 0.0276 (0.0323) time: 3.4042 data: 0.0091 max mem: 33370 Epoch: [38] [ 90/1319] eta: 1:11:39 lr: 3.268298740761722e-06 loss: 0.0282 (0.0327) time: 3.4360 data: 0.0085 max mem: 33370 Epoch: [38] [ 100/1319] eta: 1:11:00 lr: 3.2567477115602124e-06 loss: 0.0320 (0.0326) time: 3.4584 data: 0.0081 max mem: 33370 Epoch: [38] [ 110/1319] eta: 1:10:16 lr: 3.2451921284219928e-06 loss: 0.0301 (0.0327) time: 3.4380 data: 0.0085 max mem: 33370 Epoch: [38] [ 120/1319] eta: 1:09:33 lr: 3.233631971519807e-06 loss: 0.0278 (0.0324) time: 3.4091 data: 0.0091 max mem: 33370 Epoch: [38] [ 130/1319] eta: 1:08:52 lr: 3.2220672208609392e-06 loss: 0.0240 (0.0321) time: 3.4091 data: 0.0089 max mem: 33370 Epoch: [38] [ 140/1319] eta: 1:08:14 lr: 3.2104978562851772e-06 loss: 0.0253 (0.0318) time: 3.4225 data: 0.0089 max mem: 33370 Epoch: [38] [ 150/1319] eta: 1:07:34 lr: 3.1989238574627024e-06 loss: 0.0287 (0.0317) time: 3.4222 data: 0.0092 max mem: 33370 Epoch: [38] [ 160/1319] eta: 1:06:54 lr: 3.18734520389202e-06 loss: 0.0312 (0.0316) time: 3.3995 data: 0.0090 max mem: 33370 Epoch: [38] [ 170/1319] eta: 1:06:17 lr: 3.175761874897778e-06 loss: 0.0279 (0.0315) time: 3.4074 data: 0.0084 max mem: 33370 Epoch: [38] [ 180/1319] eta: 1:05:41 lr: 3.1641738496285912e-06 loss: 0.0286 (0.0315) time: 3.4392 data: 0.0082 max mem: 33370 Epoch: [38] [ 190/1319] eta: 1:05:04 lr: 3.1525811070548283e-06 loss: 0.0324 (0.0316) time: 3.4289 data: 0.0081 max mem: 33370 Epoch: [38] [ 200/1319] eta: 1:04:26 lr: 3.1409836259663234e-06 loss: 0.0324 (0.0318) time: 3.4056 data: 0.0079 max mem: 33370 Epoch: [38] [ 210/1319] eta: 1:03:49 lr: 3.1293813849701203e-06 loss: 0.0302 (0.0319) time: 3.4107 data: 0.0082 max mem: 33370 Epoch: [38] [ 220/1319] eta: 1:03:14 lr: 3.1177743624881108e-06 loss: 0.0288 (0.0316) time: 3.4260 data: 0.0084 max mem: 33370 Epoch: [38] [ 230/1319] eta: 1:02:37 lr: 3.1061625367546658e-06 loss: 0.0246 (0.0315) time: 3.4177 data: 0.0086 max mem: 33370 Epoch: [38] [ 240/1319] eta: 1:02:03 lr: 3.0945458858142194e-06 loss: 0.0295 (0.0316) time: 3.4270 data: 0.0086 max mem: 33370 Epoch: [38] [ 250/1319] eta: 1:01:27 lr: 3.08292438751882e-06 loss: 0.0316 (0.0315) time: 3.4381 data: 0.0082 max mem: 33370 Epoch: [38] [ 260/1319] eta: 1:00:52 lr: 3.071298019525602e-06 loss: 0.0303 (0.0316) time: 3.4267 data: 0.0083 max mem: 33370 Epoch: [38] [ 270/1319] eta: 1:00:15 lr: 3.0596667592942867e-06 loss: 0.0303 (0.0317) time: 3.4071 data: 0.0086 max mem: 33370 Epoch: [38] [ 280/1319] eta: 0:59:40 lr: 3.048030584084566e-06 loss: 0.0316 (0.0320) time: 3.4163 data: 0.0085 max mem: 33370 Epoch: [38] [ 290/1319] eta: 0:59:07 lr: 3.036389470953479e-06 loss: 0.0340 (0.0320) time: 3.4624 data: 0.0085 max mem: 33370 Epoch: [38] [ 300/1319] eta: 0:58:33 lr: 3.024743396752744e-06 loss: 0.0296 (0.0321) time: 3.4664 data: 0.0086 max mem: 33370 Epoch: [38] [ 310/1319] eta: 0:57:58 lr: 3.013092338126003e-06 loss: 0.0302 (0.0321) time: 3.4436 data: 0.0085 max mem: 33370 Epoch: [38] [ 320/1319] eta: 0:57:23 lr: 3.0014362715060913e-06 loss: 0.0341 (0.0322) time: 3.4387 data: 0.0084 max mem: 33370 Epoch: [38] [ 330/1319] eta: 0:56:47 lr: 2.9897751731121923e-06 loss: 0.0290 (0.0322) time: 3.4214 data: 0.0082 max mem: 33370 Epoch: [38] [ 340/1319] eta: 0:56:14 lr: 2.978109018946967e-06 loss: 0.0278 (0.0321) time: 3.4347 data: 0.0082 max mem: 33370 Epoch: [38] [ 350/1319] eta: 0:55:39 lr: 2.9664377847936435e-06 loss: 0.0259 (0.0319) time: 3.4573 data: 0.0082 max mem: 33370 Epoch: [38] [ 360/1319] eta: 0:55:04 lr: 2.954761446213011e-06 loss: 0.0265 (0.0319) time: 3.4300 data: 0.0085 max mem: 33370 Epoch: [38] [ 370/1319] eta: 0:54:29 lr: 2.943079978540434e-06 loss: 0.0270 (0.0318) time: 3.4229 data: 0.0086 max mem: 33370 Epoch: [38] [ 380/1319] eta: 0:53:54 lr: 2.931393356882739e-06 loss: 0.0292 (0.0319) time: 3.4315 data: 0.0084 max mem: 33370 Epoch: [38] [ 390/1319] eta: 0:53:20 lr: 2.919701556115084e-06 loss: 0.0331 (0.0319) time: 3.4406 data: 0.0085 max mem: 33370 Epoch: [38] [ 400/1319] eta: 0:52:45 lr: 2.908004550877762e-06 loss: 0.0311 (0.0319) time: 3.4395 data: 0.0084 max mem: 33370 Epoch: [38] [ 410/1319] eta: 0:52:10 lr: 2.8963023155729493e-06 loss: 0.0270 (0.0318) time: 3.4208 data: 0.0087 max mem: 33370 Epoch: [38] [ 420/1319] eta: 0:51:35 lr: 2.884594824361366e-06 loss: 0.0283 (0.0318) time: 3.4292 data: 0.0090 max mem: 33370 Epoch: [38] [ 430/1319] eta: 0:51:01 lr: 2.8728820511589384e-06 loss: 0.0283 (0.0317) time: 3.4450 data: 0.0086 max mem: 33370 Epoch: [38] [ 440/1319] eta: 0:50:26 lr: 2.861163969633332e-06 loss: 0.0279 (0.0317) time: 3.4334 data: 0.0084 max mem: 33370 Epoch: [38] [ 450/1319] eta: 0:49:52 lr: 2.849440553200456e-06 loss: 0.0280 (0.0317) time: 3.4311 data: 0.0082 max mem: 33370 Epoch: [38] [ 460/1319] eta: 0:49:17 lr: 2.837711775020899e-06 loss: 0.0313 (0.0318) time: 3.4341 data: 0.0078 max mem: 33370 Epoch: [38] [ 470/1319] eta: 0:48:42 lr: 2.8259776079962665e-06 loss: 0.0296 (0.0318) time: 3.4290 data: 0.0079 max mem: 33370 Epoch: [38] [ 480/1319] eta: 0:48:07 lr: 2.814238024765515e-06 loss: 0.0303 (0.0319) time: 3.4110 data: 0.0079 max mem: 33370 Epoch: [38] [ 490/1319] eta: 0:47:32 lr: 2.8024929977011503e-06 loss: 0.0307 (0.0319) time: 3.4114 data: 0.0081 max mem: 33370 Epoch: [38] [ 500/1319] eta: 0:46:58 lr: 2.790742498905385e-06 loss: 0.0251 (0.0318) time: 3.4491 data: 0.0081 max mem: 33370 Epoch: [38] [ 510/1319] eta: 0:46:24 lr: 2.7789865002062234e-06 loss: 0.0253 (0.0318) time: 3.4687 data: 0.0088 max mem: 33370 Epoch: [38] [ 520/1319] eta: 0:45:50 lr: 2.7672249731534377e-06 loss: 0.0295 (0.0318) time: 3.4529 data: 0.0088 max mem: 33370 Epoch: [38] [ 530/1319] eta: 0:45:15 lr: 2.7554578890145323e-06 loss: 0.0273 (0.0318) time: 3.4301 data: 0.0082 max mem: 33370 Epoch: [38] [ 540/1319] eta: 0:44:40 lr: 2.7436852187705646e-06 loss: 0.0264 (0.0318) time: 3.4061 data: 0.0087 max mem: 33370 Epoch: [38] [ 550/1319] eta: 0:44:05 lr: 2.7319069331119135e-06 loss: 0.0267 (0.0318) time: 3.3923 data: 0.0093 max mem: 33370 Epoch: [38] [ 560/1319] eta: 0:43:30 lr: 2.7201230024339627e-06 loss: 0.0314 (0.0318) time: 3.3994 data: 0.0087 max mem: 33370 Epoch: [38] [ 570/1319] eta: 0:42:55 lr: 2.7083333968327037e-06 loss: 0.0278 (0.0317) time: 3.4151 data: 0.0086 max mem: 33370 Epoch: [38] [ 580/1319] eta: 0:42:21 lr: 2.696538086100214e-06 loss: 0.0276 (0.0318) time: 3.4273 data: 0.0087 max mem: 33370 Epoch: [38] [ 590/1319] eta: 0:41:46 lr: 2.6847370397201204e-06 loss: 0.0284 (0.0317) time: 3.4163 data: 0.0082 max mem: 33370 Epoch: [38] [ 600/1319] eta: 0:41:12 lr: 2.6729302268628987e-06 loss: 0.0336 (0.0319) time: 3.4199 data: 0.0081 max mem: 33370 Epoch: [38] [ 610/1319] eta: 0:40:37 lr: 2.6611176163811112e-06 loss: 0.0372 (0.0319) time: 3.4383 data: 0.0087 max mem: 33370 Epoch: [38] [ 620/1319] eta: 0:40:03 lr: 2.6492991768045523e-06 loss: 0.0304 (0.0319) time: 3.4247 data: 0.0087 max mem: 33370 Epoch: [38] [ 630/1319] eta: 0:39:28 lr: 2.637474876335259e-06 loss: 0.0298 (0.0319) time: 3.4247 data: 0.0084 max mem: 33370 Epoch: [38] [ 640/1319] eta: 0:38:54 lr: 2.6256446828424878e-06 loss: 0.0306 (0.0319) time: 3.4277 data: 0.0084 max mem: 33370 Epoch: [38] [ 650/1319] eta: 0:38:19 lr: 2.613808563857519e-06 loss: 0.0309 (0.0320) time: 3.4344 data: 0.0087 max mem: 33370 Epoch: [38] [ 660/1319] eta: 0:37:45 lr: 2.6019664865683917e-06 loss: 0.0312 (0.0321) time: 3.4658 data: 0.0088 max mem: 33370 Epoch: [38] [ 670/1319] eta: 0:37:11 lr: 2.590118417814524e-06 loss: 0.0305 (0.0320) time: 3.4600 data: 0.0090 max mem: 33370 Epoch: [38] [ 680/1319] eta: 0:36:37 lr: 2.5782643240811925e-06 loss: 0.0292 (0.0320) time: 3.4564 data: 0.0088 max mem: 33370 Epoch: [38] [ 690/1319] eta: 0:36:03 lr: 2.566404171493961e-06 loss: 0.0304 (0.0320) time: 3.4618 data: 0.0085 max mem: 33370 Epoch: [38] [ 700/1319] eta: 0:35:28 lr: 2.5545379258129243e-06 loss: 0.0283 (0.0319) time: 3.4243 data: 0.0082 max mem: 33370 Epoch: [38] [ 710/1319] eta: 0:34:54 lr: 2.5426655524268633e-06 loss: 0.0241 (0.0319) time: 3.4266 data: 0.0085 max mem: 33370 Epoch: [38] [ 720/1319] eta: 0:34:19 lr: 2.5307870163472715e-06 loss: 0.0271 (0.0318) time: 3.4333 data: 0.0093 max mem: 33370 Epoch: [38] [ 730/1319] eta: 0:33:45 lr: 2.5189022822022593e-06 loss: 0.0266 (0.0318) time: 3.4277 data: 0.0093 max mem: 33370 Epoch: [38] [ 740/1319] eta: 0:33:10 lr: 2.5070113142302914e-06 loss: 0.0278 (0.0318) time: 3.4355 data: 0.0087 max mem: 33370 Epoch: [38] [ 750/1319] eta: 0:32:36 lr: 2.495114076273858e-06 loss: 0.0308 (0.0318) time: 3.4335 data: 0.0083 max mem: 33370 Epoch: [38] [ 760/1319] eta: 0:32:01 lr: 2.483210531772943e-06 loss: 0.0317 (0.0318) time: 3.4107 data: 0.0083 max mem: 33370 Epoch: [38] [ 770/1319] eta: 0:31:27 lr: 2.4713006437583777e-06 loss: 0.0251 (0.0318) time: 3.4162 data: 0.0083 max mem: 33370 Epoch: [38] [ 780/1319] eta: 0:30:52 lr: 2.4593843748450576e-06 loss: 0.0301 (0.0318) time: 3.4344 data: 0.0081 max mem: 33370 Epoch: [38] [ 790/1319] eta: 0:30:18 lr: 2.447461687224963e-06 loss: 0.0292 (0.0317) time: 3.4233 data: 0.0081 max mem: 33370 Epoch: [38] [ 800/1319] eta: 0:29:43 lr: 2.4355325426601037e-06 loss: 0.0292 (0.0318) time: 3.4143 data: 0.0082 max mem: 33370 Epoch: [38] [ 810/1319] eta: 0:29:09 lr: 2.423596902475233e-06 loss: 0.0335 (0.0319) time: 3.4155 data: 0.0082 max mem: 33370 Epoch: [38] [ 820/1319] eta: 0:28:34 lr: 2.4116547275504333e-06 loss: 0.0317 (0.0319) time: 3.4310 data: 0.0083 max mem: 33370 Epoch: [38] [ 830/1319] eta: 0:28:00 lr: 2.3997059783135262e-06 loss: 0.0293 (0.0318) time: 3.4498 data: 0.0084 max mem: 33370 Epoch: [38] [ 840/1319] eta: 0:27:26 lr: 2.38775061473232e-06 loss: 0.0285 (0.0318) time: 3.4307 data: 0.0085 max mem: 33370 Epoch: [38] [ 850/1319] eta: 0:26:51 lr: 2.3757885963066428e-06 loss: 0.0329 (0.0319) time: 3.4136 data: 0.0085 max mem: 33370 Epoch: [38] [ 860/1319] eta: 0:26:17 lr: 2.3638198820602614e-06 loss: 0.0285 (0.0318) time: 3.4203 data: 0.0083 max mem: 33370 Epoch: [38] [ 870/1319] eta: 0:25:42 lr: 2.351844430532552e-06 loss: 0.0278 (0.0319) time: 3.3857 data: 0.0081 max mem: 33370 Epoch: [38] [ 880/1319] eta: 0:25:07 lr: 2.339862199770001e-06 loss: 0.0319 (0.0320) time: 3.3808 data: 0.0083 max mem: 33370 Epoch: [38] [ 890/1319] eta: 0:24:33 lr: 2.327873147317513e-06 loss: 0.0302 (0.0320) time: 3.4051 data: 0.0086 max mem: 33370 Epoch: [38] [ 900/1319] eta: 0:23:59 lr: 2.315877230209485e-06 loss: 0.0301 (0.0320) time: 3.4393 data: 0.0083 max mem: 33370 Epoch: [38] [ 910/1319] eta: 0:23:24 lr: 2.303874404960728e-06 loss: 0.0298 (0.0320) time: 3.4054 data: 0.0081 max mem: 33370 Epoch: [38] [ 920/1319] eta: 0:22:50 lr: 2.291864627557113e-06 loss: 0.0305 (0.0320) time: 3.3979 data: 0.0084 max mem: 33370 Epoch: [38] [ 930/1319] eta: 0:22:15 lr: 2.2798478534460264e-06 loss: 0.0305 (0.0320) time: 3.4397 data: 0.0084 max mem: 33370 Epoch: [38] [ 940/1319] eta: 0:21:41 lr: 2.2678240375265906e-06 loss: 0.0271 (0.0319) time: 3.4193 data: 0.0086 max mem: 33370 Epoch: [38] [ 950/1319] eta: 0:21:07 lr: 2.25579313413962e-06 loss: 0.0281 (0.0319) time: 3.4342 data: 0.0089 max mem: 33370 Epoch: [38] [ 960/1319] eta: 0:20:32 lr: 2.243755097057401e-06 loss: 0.0288 (0.0319) time: 3.4561 data: 0.0089 max mem: 33370 Epoch: [38] [ 970/1319] eta: 0:19:58 lr: 2.2317098794731506e-06 loss: 0.0261 (0.0319) time: 3.4231 data: 0.0086 max mem: 33370 Epoch: [38] [ 980/1319] eta: 0:19:23 lr: 2.2196574339902486e-06 loss: 0.0299 (0.0319) time: 3.3827 data: 0.0087 max mem: 33370 Epoch: [38] [ 990/1319] eta: 0:18:49 lr: 2.2075977126112046e-06 loss: 0.0320 (0.0319) time: 3.4018 data: 0.0087 max mem: 33370 Epoch: [38] [1000/1319] eta: 0:18:15 lr: 2.195530666726346e-06 loss: 0.0287 (0.0319) time: 3.4344 data: 0.0085 max mem: 33370 Epoch: [38] [1010/1319] eta: 0:17:41 lr: 2.183456247102197e-06 loss: 0.0273 (0.0318) time: 3.4553 data: 0.0089 max mem: 33370 Epoch: [38] [1020/1319] eta: 0:17:06 lr: 2.1713744038696293e-06 loss: 0.0283 (0.0318) time: 3.4659 data: 0.0087 max mem: 33370 Epoch: [38] [1030/1319] eta: 0:16:32 lr: 2.1592850865116445e-06 loss: 0.0308 (0.0319) time: 3.4164 data: 0.0082 max mem: 33370 Epoch: [38] [1040/1319] eta: 0:15:57 lr: 2.1471882438508782e-06 loss: 0.0313 (0.0319) time: 3.3789 data: 0.0082 max mem: 33370 Epoch: [38] [1050/1319] eta: 0:15:23 lr: 2.135083824036786e-06 loss: 0.0313 (0.0319) time: 3.4186 data: 0.0083 max mem: 33370 Epoch: [38] [1060/1319] eta: 0:14:49 lr: 2.1229717745324578e-06 loss: 0.0282 (0.0319) time: 3.4396 data: 0.0085 max mem: 33370 Epoch: [38] [1070/1319] eta: 0:14:14 lr: 2.110852042101167e-06 loss: 0.0288 (0.0319) time: 3.4141 data: 0.0092 max mem: 33370 Epoch: [38] [1080/1319] eta: 0:13:40 lr: 2.0987245727924905e-06 loss: 0.0288 (0.0319) time: 3.4355 data: 0.0092 max mem: 33370 Epoch: [38] [1090/1319] eta: 0:13:06 lr: 2.086589311928101e-06 loss: 0.0285 (0.0318) time: 3.4803 data: 0.0085 max mem: 33370 Epoch: [38] [1100/1319] eta: 0:12:31 lr: 2.074446204087186e-06 loss: 0.0307 (0.0318) time: 3.4546 data: 0.0082 max mem: 33370 Epoch: [38] [1110/1319] eta: 0:11:57 lr: 2.062295193091432e-06 loss: 0.0302 (0.0318) time: 3.4030 data: 0.0084 max mem: 33370 Epoch: [38] [1120/1319] eta: 0:11:23 lr: 2.050136221989693e-06 loss: 0.0291 (0.0319) time: 3.3941 data: 0.0085 max mem: 33370 Epoch: [38] [1130/1319] eta: 0:10:48 lr: 2.0379692330421533e-06 loss: 0.0293 (0.0318) time: 3.4177 data: 0.0084 max mem: 33370 Epoch: [38] [1140/1319] eta: 0:10:14 lr: 2.0257941677041134e-06 loss: 0.0283 (0.0318) time: 3.4236 data: 0.0086 max mem: 33370 Epoch: [38] [1150/1319] eta: 0:09:40 lr: 2.013610966609312e-06 loss: 0.0289 (0.0318) time: 3.4438 data: 0.0088 max mem: 33370 Epoch: [38] [1160/1319] eta: 0:09:05 lr: 2.0014195695528014e-06 loss: 0.0324 (0.0318) time: 3.4545 data: 0.0085 max mem: 33370 Epoch: [38] [1170/1319] eta: 0:08:31 lr: 1.9892199154733075e-06 loss: 0.0310 (0.0318) time: 3.4403 data: 0.0084 max mem: 33370 Epoch: [38] [1180/1319] eta: 0:07:57 lr: 1.977011942435173e-06 loss: 0.0275 (0.0318) time: 3.4342 data: 0.0090 max mem: 33370 Epoch: [38] [1190/1319] eta: 0:07:22 lr: 1.964795587609718e-06 loss: 0.0286 (0.0318) time: 3.4443 data: 0.0090 max mem: 33370 Epoch: [38] [1200/1319] eta: 0:06:48 lr: 1.9525707872561044e-06 loss: 0.0302 (0.0318) time: 3.4460 data: 0.0088 max mem: 33370 Epoch: [38] [1210/1319] eta: 0:06:14 lr: 1.9403374767016633e-06 loss: 0.0300 (0.0318) time: 3.4140 data: 0.0084 max mem: 33370 Epoch: [38] [1220/1319] eta: 0:05:39 lr: 1.928095590321611e-06 loss: 0.0306 (0.0318) time: 3.4503 data: 0.0081 max mem: 33370 Epoch: [38] [1230/1319] eta: 0:05:05 lr: 1.915845061518256e-06 loss: 0.0296 (0.0318) time: 3.4405 data: 0.0084 max mem: 33370 Epoch: [38] [1240/1319] eta: 0:04:31 lr: 1.9035858226995284e-06 loss: 0.0311 (0.0319) time: 3.4107 data: 0.0086 max mem: 33370 Epoch: [38] [1250/1319] eta: 0:03:56 lr: 1.8913178052569088e-06 loss: 0.0316 (0.0319) time: 3.4210 data: 0.0085 max mem: 33370 Epoch: [38] [1260/1319] eta: 0:03:22 lr: 1.8790409395427117e-06 loss: 0.0303 (0.0319) time: 3.4261 data: 0.0084 max mem: 33370 Epoch: [38] [1270/1319] eta: 0:02:48 lr: 1.8667551548466507e-06 loss: 0.0270 (0.0319) time: 3.4454 data: 0.0085 max mem: 33370 Epoch: [38] [1280/1319] eta: 0:02:13 lr: 1.8544603793717773e-06 loss: 0.0310 (0.0319) time: 3.4398 data: 0.0087 max mem: 33370 Epoch: [38] [1290/1319] eta: 0:01:39 lr: 1.8421565402096163e-06 loss: 0.0310 (0.0319) time: 3.4199 data: 0.0089 max mem: 33370 Epoch: [38] [1300/1319] eta: 0:01:05 lr: 1.8298435633145817e-06 loss: 0.0276 (0.0319) time: 3.4106 data: 0.0086 max mem: 33370 Epoch: [38] [1310/1319] eta: 0:00:30 lr: 1.8175213734776007e-06 loss: 0.0266 (0.0318) time: 3.4200 data: 0.0081 max mem: 33370 Epoch: [38] Total time: 1:15:28 /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( Test: [ 0/2573] eta: 2:18:38 time: 3.2329 data: 3.1171 max mem: 33370 Test: [ 100/2573] eta: 0:04:30 time: 0.0782 data: 0.0015 max mem: 33370 Test: [ 200/2573] eta: 0:03:45 time: 0.0798 data: 0.0014 max mem: 33370 Test: [ 300/2573] eta: 0:03:23 time: 0.0815 data: 0.0014 max mem: 33370 Test: [ 400/2573] eta: 0:03:09 time: 0.0837 data: 0.0014 max mem: 33370 Test: [ 500/2573] eta: 0:02:57 time: 0.0798 data: 0.0015 max mem: 33370 Test: [ 600/2573] eta: 0:02:47 time: 0.0801 data: 0.0015 max mem: 33370 Test: [ 700/2573] eta: 0:02:38 time: 0.0808 data: 0.0015 max mem: 33370 Test: [ 800/2573] eta: 0:02:29 time: 0.0838 data: 0.0014 max mem: 33370 Test: [ 900/2573] eta: 0:02:20 time: 0.0807 data: 0.0014 max mem: 33370 Test: [1000/2573] eta: 0:02:11 time: 0.0818 data: 0.0014 max mem: 33370 Test: [1100/2573] eta: 0:02:03 time: 0.0821 data: 0.0015 max mem: 33370 Test: [1200/2573] eta: 0:01:54 time: 0.0814 data: 0.0015 max mem: 33370 Test: [1300/2573] eta: 0:01:46 time: 0.0808 data: 0.0014 max mem: 33370 Test: [1400/2573] eta: 0:01:37 time: 0.0798 data: 0.0015 max mem: 33370 Test: [1500/2573] eta: 0:01:29 time: 0.0803 data: 0.0014 max mem: 33370 Test: [1600/2573] eta: 0:01:20 time: 0.0835 data: 0.0014 max mem: 33370 Test: [1700/2573] eta: 0:01:12 time: 0.0784 data: 0.0014 max mem: 33370 Test: [1800/2573] eta: 0:01:03 time: 0.0825 data: 0.0015 max mem: 33370 Test: [1900/2573] eta: 0:00:55 time: 0.0792 data: 0.0014 max mem: 33370 Test: [2000/2573] eta: 0:00:47 time: 0.0808 data: 0.0014 max mem: 33370 Test: [2100/2573] eta: 0:00:38 time: 0.0826 data: 0.0014 max mem: 33370 Test: [2200/2573] eta: 0:00:30 time: 0.0820 data: 0.0014 max mem: 33370 Test: [2300/2573] eta: 0:00:22 time: 0.0837 data: 0.0015 max mem: 33370 Test: [2400/2573] eta: 0:00:14 time: 0.0775 data: 0.0014 max mem: 33370 Test: [2500/2573] eta: 0:00:05 time: 0.0804 data: 0.0014 max mem: 33370 /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( Test: Total time: 0:03:31 Final results: Mean IoU is 64.99 precision@0.5 = 73.02 precision@0.6 = 67.69 precision@0.7 = 61.27 precision@0.8 = 50.57 precision@0.9 = 25.71 overall IoU = 62.22 Average object IoU 64.98541664783306 Overall IoU 62.2197265625 Better epoch: 38 /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( Epoch: [39] [ 0/1319] eta: 1:51:54 lr: 1.8064234624396156e-06 loss: 0.0315 (0.0315) time: 5.0904 data: 1.5211 max mem: 33370 Epoch: [39] [ 10/1319] eta: 1:18:42 lr: 1.7940835565249508e-06 loss: 0.0249 (0.0280) time: 3.6081 data: 0.1464 max mem: 33370 Epoch: [39] [ 20/1319] eta: 1:16:32 lr: 1.7817342127276263e-06 loss: 0.0249 (0.0300) time: 3.4575 data: 0.0086 max mem: 33370 Epoch: [39] [ 30/1319] eta: 1:15:17 lr: 1.7693753510331764e-06 loss: 0.0266 (0.0297) time: 3.4482 data: 0.0085 max mem: 33370 Epoch: [39] [ 40/1319] eta: 1:14:30 lr: 1.757006890122028e-06 loss: 0.0312 (0.0302) time: 3.4537 data: 0.0086 max mem: 33370 Epoch: [39] [ 50/1319] eta: 1:13:52 lr: 1.7446287473378005e-06 loss: 0.0313 (0.0303) time: 3.4743 data: 0.0087 max mem: 33370 Epoch: [39] [ 60/1319] eta: 1:12:59 lr: 1.7322408386546176e-06 loss: 0.0311 (0.0307) time: 3.4428 data: 0.0082 max mem: 33370 Epoch: [39] [ 70/1319] eta: 1:12:14 lr: 1.7198430786433514e-06 loss: 0.0315 (0.0312) time: 3.4120 data: 0.0077 max mem: 33370 Epoch: [39] [ 80/1319] eta: 1:11:29 lr: 1.7074353804367206e-06 loss: 0.0327 (0.0311) time: 3.4127 data: 0.0080 max mem: 33370 Epoch: [39] [ 90/1319] eta: 1:10:51 lr: 1.6950176556933094e-06 loss: 0.0277 (0.0309) time: 3.4227 data: 0.0082 max mem: 33370 Epoch: [39] [ 100/1319] eta: 1:10:10 lr: 1.682589814560305e-06 loss: 0.0312 (0.0313) time: 3.4205 data: 0.0086 max mem: 33370 Epoch: [39] [ 110/1319] eta: 1:09:30 lr: 1.6701517656350208e-06 loss: 0.0312 (0.0312) time: 3.4042 data: 0.0087 max mem: 33370 Epoch: [39] [ 120/1319] eta: 1:08:51 lr: 1.6577034159251048e-06 loss: 0.0279 (0.0308) time: 3.4033 data: 0.0086 max mem: 33370 Epoch: [39] [ 130/1319] eta: 1:08:13 lr: 1.6452446708073954e-06 loss: 0.0276 (0.0306) time: 3.4058 data: 0.0086 max mem: 33370 Epoch: [39] [ 140/1319] eta: 1:07:40 lr: 1.632775433985313e-06 loss: 0.0268 (0.0304) time: 3.4351 data: 0.0084 max mem: 33370 Epoch: [39] [ 150/1319] eta: 1:07:00 lr: 1.62029560744485e-06 loss: 0.0249 (0.0302) time: 3.4137 data: 0.0081 max mem: 33370 Epoch: [39] [ 160/1319] eta: 1:06:22 lr: 1.6078050914089353e-06 loss: 0.0296 (0.0305) time: 3.3802 data: 0.0084 max mem: 33370 Epoch: [39] [ 170/1319] eta: 1:05:48 lr: 1.5953037842902214e-06 loss: 0.0329 (0.0308) time: 3.4163 data: 0.0091 max mem: 33370 Epoch: [39] [ 180/1319] eta: 1:05:14 lr: 1.5827915826421849e-06 loss: 0.0341 (0.0310) time: 3.4397 data: 0.0087 max mem: 33370 Epoch: [39] [ 190/1319] eta: 1:04:40 lr: 1.5702683811084266e-06 loss: 0.0301 (0.0310) time: 3.4452 data: 0.0085 max mem: 33370 Epoch: [39] [ 200/1319] eta: 1:04:06 lr: 1.5577340723702017e-06 loss: 0.0280 (0.0309) time: 3.4423 data: 0.0087 max mem: 33370 Epoch: [39] [ 210/1319] eta: 1:03:31 lr: 1.5451885470919527e-06 loss: 0.0260 (0.0308) time: 3.4303 data: 0.0085 max mem: 33370 Epoch: [39] [ 220/1319] eta: 1:02:57 lr: 1.5326316938648584e-06 loss: 0.0265 (0.0310) time: 3.4417 data: 0.0087 max mem: 33370 Epoch: [39] [ 230/1319] eta: 1:02:23 lr: 1.5200633991482792e-06 loss: 0.0296 (0.0309) time: 3.4464 data: 0.0085 max mem: 33370 Epoch: [39] [ 240/1319] eta: 1:01:50 lr: 1.5074835472089545e-06 loss: 0.0253 (0.0308) time: 3.4535 data: 0.0080 max mem: 33370 Epoch: [39] [ 250/1319] eta: 1:01:15 lr: 1.4948920200579605e-06 loss: 0.0247 (0.0307) time: 3.4462 data: 0.0081 max mem: 33370 Epoch: [39] [ 260/1319] eta: 1:00:40 lr: 1.4822886973851744e-06 loss: 0.0279 (0.0306) time: 3.4252 data: 0.0087 max mem: 33370 Epoch: [39] [ 270/1319] eta: 1:00:05 lr: 1.4696734564912314e-06 loss: 0.0279 (0.0308) time: 3.4270 data: 0.0090 max mem: 33370 Epoch: [39] [ 280/1319] eta: 0:59:31 lr: 1.457046172216814e-06 loss: 0.0298 (0.0308) time: 3.4274 data: 0.0086 max mem: 33370 Epoch: [39] [ 290/1319] eta: 0:58:58 lr: 1.444406716869153e-06 loss: 0.0336 (0.0309) time: 3.4543 data: 0.0087 max mem: 33370 Epoch: [39] [ 300/1319] eta: 0:58:24 lr: 1.4317549601455566e-06 loss: 0.0353 (0.0311) time: 3.4742 data: 0.0089 max mem: 33370 Epoch: [39] [ 310/1319] eta: 0:57:49 lr: 1.419090769053936e-06 loss: 0.0365 (0.0313) time: 3.4362 data: 0.0087 max mem: 33370 Epoch: [39] [ 320/1319] eta: 0:57:13 lr: 1.4064140078300187e-06 loss: 0.0329 (0.0314) time: 3.4059 data: 0.0088 max mem: 33370 Epoch: [39] [ 330/1319] eta: 0:56:38 lr: 1.3937245378511972e-06 loss: 0.0306 (0.0314) time: 3.4101 data: 0.0093 max mem: 33370 Epoch: [39] [ 340/1319] eta: 0:56:04 lr: 1.3810222175468009e-06 loss: 0.0279 (0.0313) time: 3.4213 data: 0.0089 max mem: 33370 Epoch: [39] [ 350/1319] eta: 0:55:28 lr: 1.3683069023045655e-06 loss: 0.0284 (0.0314) time: 3.4035 data: 0.0082 max mem: 33370 Epoch: [39] [ 360/1319] eta: 0:54:53 lr: 1.355578444373217e-06 loss: 0.0284 (0.0313) time: 3.4035 data: 0.0083 max mem: 33370 Epoch: [39] [ 370/1319] eta: 0:54:19 lr: 1.3428366927608033e-06 loss: 0.0292 (0.0313) time: 3.4292 data: 0.0083 max mem: 33370 Epoch: [39] [ 380/1319] eta: 0:53:46 lr: 1.330081493128668e-06 loss: 0.0305 (0.0313) time: 3.4530 data: 0.0081 max mem: 33370 Epoch: [39] [ 390/1319] eta: 0:53:11 lr: 1.3173126876807778e-06 loss: 0.0294 (0.0313) time: 3.4567 data: 0.0084 max mem: 33370 Epoch: [39] [ 400/1319] eta: 0:52:37 lr: 1.304530115048165e-06 loss: 0.0267 (0.0313) time: 3.4470 data: 0.0088 max mem: 33370 Epoch: [39] [ 410/1319] eta: 0:52:02 lr: 1.2917336101681678e-06 loss: 0.0304 (0.0314) time: 3.4305 data: 0.0085 max mem: 33370 Epoch: [39] [ 420/1319] eta: 0:51:28 lr: 1.2789230041582899e-06 loss: 0.0307 (0.0313) time: 3.4309 data: 0.0080 max mem: 33370 Epoch: [39] [ 430/1319] eta: 0:50:55 lr: 1.2660981241842216e-06 loss: 0.0282 (0.0312) time: 3.4618 data: 0.0081 max mem: 33370 Epoch: [39] [ 440/1319] eta: 0:50:20 lr: 1.2532587933218004e-06 loss: 0.0261 (0.0311) time: 3.4381 data: 0.0080 max mem: 33370 Epoch: [39] [ 450/1319] eta: 0:49:45 lr: 1.2404048304125217e-06 loss: 0.0273 (0.0311) time: 3.4058 data: 0.0082 max mem: 33370 Epoch: [39] [ 460/1319] eta: 0:49:11 lr: 1.2275360499121832e-06 loss: 0.0300 (0.0311) time: 3.4452 data: 0.0086 max mem: 33370 Epoch: [39] [ 470/1319] eta: 0:48:37 lr: 1.2146522617323656e-06 loss: 0.0312 (0.0311) time: 3.4582 data: 0.0084 max mem: 33370 Epoch: [39] [ 480/1319] eta: 0:48:03 lr: 1.2017532710741682e-06 loss: 0.0312 (0.0313) time: 3.4349 data: 0.0084 max mem: 33370 Epoch: [39] [ 490/1319] eta: 0:47:27 lr: 1.1888388782538434e-06 loss: 0.0260 (0.0312) time: 3.4081 data: 0.0084 max mem: 33370 Epoch: [39] [ 500/1319] eta: 0:46:53 lr: 1.175908878519789e-06 loss: 0.0262 (0.0312) time: 3.4160 data: 0.0081 max mem: 33370 Epoch: [39] [ 510/1319] eta: 0:46:19 lr: 1.1629630618603247e-06 loss: 0.0287 (0.0313) time: 3.4560 data: 0.0086 max mem: 33370 Epoch: [39] [ 520/1319] eta: 0:45:44 lr: 1.150001212801783e-06 loss: 0.0283 (0.0312) time: 3.4340 data: 0.0089 max mem: 33370 Epoch: [39] [ 530/1319] eta: 0:45:10 lr: 1.1370231101961411e-06 loss: 0.0283 (0.0312) time: 3.4224 data: 0.0084 max mem: 33370 Epoch: [39] [ 540/1319] eta: 0:44:35 lr: 1.1240285269976361e-06 loss: 0.0293 (0.0313) time: 3.4200 data: 0.0082 max mem: 33370 Epoch: [39] [ 550/1319] eta: 0:44:01 lr: 1.1110172300275867e-06 loss: 0.0321 (0.0313) time: 3.4281 data: 0.0081 max mem: 33370 Epoch: [39] [ 560/1319] eta: 0:43:27 lr: 1.097988979726662e-06 loss: 0.0321 (0.0314) time: 3.4425 data: 0.0083 max mem: 33370 Epoch: [39] [ 570/1319] eta: 0:42:53 lr: 1.084943529893699e-06 loss: 0.0324 (0.0314) time: 3.4414 data: 0.0085 max mem: 33370 Epoch: [39] [ 580/1319] eta: 0:42:19 lr: 1.0718806274102695e-06 loss: 0.0279 (0.0313) time: 3.4634 data: 0.0085 max mem: 33370 Epoch: [39] [ 590/1319] eta: 0:41:44 lr: 1.0588000119498569e-06 loss: 0.0266 (0.0313) time: 3.4600 data: 0.0094 max mem: 33370 Epoch: [39] [ 600/1319] eta: 0:41:10 lr: 1.0457014156706775e-06 loss: 0.0273 (0.0313) time: 3.4275 data: 0.0094 max mem: 33370 Epoch: [39] [ 610/1319] eta: 0:40:35 lr: 1.032584562890946e-06 loss: 0.0273 (0.0313) time: 3.4136 data: 0.0084 max mem: 33370 Epoch: [39] [ 620/1319] eta: 0:40:01 lr: 1.0194491697452832e-06 loss: 0.0296 (0.0314) time: 3.4421 data: 0.0081 max mem: 33370 Epoch: [39] [ 630/1319] eta: 0:39:27 lr: 1.0062949438209979e-06 loss: 0.0312 (0.0314) time: 3.4532 data: 0.0084 max mem: 33370 Epoch: [39] [ 640/1319] eta: 0:38:53 lr: 9.931215837725994e-07 loss: 0.0279 (0.0313) time: 3.4325 data: 0.0088 max mem: 33370 Epoch: [39] [ 650/1319] eta: 0:38:18 lr: 9.799287789130144e-07 loss: 0.0270 (0.0313) time: 3.4152 data: 0.0087 max mem: 33370 Epoch: [39] [ 660/1319] eta: 0:37:43 lr: 9.667162087796925e-07 loss: 0.0301 (0.0313) time: 3.3959 data: 0.0083 max mem: 33370 Epoch: [39] [ 670/1319] eta: 0:37:09 lr: 9.534835426736097e-07 loss: 0.0301 (0.0313) time: 3.4168 data: 0.0084 max mem: 33370 Epoch: [39] [ 680/1319] eta: 0:36:35 lr: 9.402304391691554e-07 loss: 0.0306 (0.0313) time: 3.4467 data: 0.0085 max mem: 33370 Epoch: [39] [ 690/1319] eta: 0:36:00 lr: 9.269565455924141e-07 loss: 0.0309 (0.0313) time: 3.4519 data: 0.0083 max mem: 33370 Epoch: [39] [ 700/1319] eta: 0:35:26 lr: 9.136614974653884e-07 loss: 0.0302 (0.0313) time: 3.4367 data: 0.0080 max mem: 33370 Epoch: [39] [ 710/1319] eta: 0:34:52 lr: 9.003449179133091e-07 loss: 0.0288 (0.0312) time: 3.4345 data: 0.0085 max mem: 33370 Epoch: [39] [ 720/1319] eta: 0:34:17 lr: 8.870064170319405e-07 loss: 0.0283 (0.0312) time: 3.4220 data: 0.0087 max mem: 33370 Epoch: [39] [ 730/1319] eta: 0:33:43 lr: 8.736455912114245e-07 loss: 0.0287 (0.0312) time: 3.4187 data: 0.0085 max mem: 33370 Epoch: [39] [ 740/1319] eta: 0:33:08 lr: 8.602620224130043e-07 loss: 0.0312 (0.0313) time: 3.4199 data: 0.0091 max mem: 33370 Epoch: [39] [ 750/1319] eta: 0:32:34 lr: 8.468552773943076e-07 loss: 0.0294 (0.0313) time: 3.4203 data: 0.0090 max mem: 33370 Epoch: [39] [ 760/1319] eta: 0:31:59 lr: 8.334249068786857e-07 loss: 0.0276 (0.0313) time: 3.4368 data: 0.0086 max mem: 33370 Epoch: [39] [ 770/1319] eta: 0:31:25 lr: 8.199704446634483e-07 loss: 0.0276 (0.0312) time: 3.4155 data: 0.0087 max mem: 33370 Epoch: [39] [ 780/1319] eta: 0:30:50 lr: 8.064914066612595e-07 loss: 0.0292 (0.0312) time: 3.3849 data: 0.0086 max mem: 33370 Epoch: [39] [ 790/1319] eta: 0:30:16 lr: 7.92987289868475e-07 loss: 0.0302 (0.0313) time: 3.3970 data: 0.0084 max mem: 33370 Epoch: [39] [ 800/1319] eta: 0:29:41 lr: 7.79457571253187e-07 loss: 0.0321 (0.0314) time: 3.3935 data: 0.0083 max mem: 33370 Epoch: [39] [ 810/1319] eta: 0:29:07 lr: 7.659017065551902e-07 loss: 0.0344 (0.0314) time: 3.4241 data: 0.0084 max mem: 33370 Epoch: [39] [ 820/1319] eta: 0:28:32 lr: 7.523191289889679e-07 loss: 0.0327 (0.0314) time: 3.4447 data: 0.0087 max mem: 33370 Epoch: [39] [ 830/1319] eta: 0:27:58 lr: 7.387092478397154e-07 loss: 0.0322 (0.0314) time: 3.4271 data: 0.0084 max mem: 33370 Epoch: [39] [ 840/1319] eta: 0:27:23 lr: 7.250714469413284e-07 loss: 0.0295 (0.0314) time: 3.4131 data: 0.0081 max mem: 33370 Epoch: [39] [ 850/1319] eta: 0:26:49 lr: 7.114050830235778e-07 loss: 0.0283 (0.0314) time: 3.4108 data: 0.0087 max mem: 33370 Epoch: [39] [ 860/1319] eta: 0:26:15 lr: 6.977094839143229e-07 loss: 0.0290 (0.0314) time: 3.4342 data: 0.0086 max mem: 33370 Epoch: [39] [ 870/1319] eta: 0:25:41 lr: 6.839839465805414e-07 loss: 0.0315 (0.0314) time: 3.4310 data: 0.0085 max mem: 33370 Epoch: [39] [ 880/1319] eta: 0:25:06 lr: 6.702277349898191e-07 loss: 0.0284 (0.0314) time: 3.4479 data: 0.0084 max mem: 33370 Epoch: [39] [ 890/1319] eta: 0:24:32 lr: 6.564400777713066e-07 loss: 0.0311 (0.0314) time: 3.4293 data: 0.0083 max mem: 33370 Epoch: [39] [ 900/1319] eta: 0:23:58 lr: 6.426201656523381e-07 loss: 0.0335 (0.0315) time: 3.4231 data: 0.0088 max mem: 33370 Epoch: [39] [ 910/1319] eta: 0:23:23 lr: 6.287671486431178e-07 loss: 0.0294 (0.0315) time: 3.4187 data: 0.0089 max mem: 33370 Epoch: [39] [ 920/1319] eta: 0:22:49 lr: 6.148801329380617e-07 loss: 0.0311 (0.0315) time: 3.4086 data: 0.0088 max mem: 33370 Epoch: [39] [ 930/1319] eta: 0:22:14 lr: 6.009581774973726e-07 loss: 0.0287 (0.0315) time: 3.4283 data: 0.0087 max mem: 33370 Epoch: [39] [ 940/1319] eta: 0:21:40 lr: 5.870002902666957e-07 loss: 0.0287 (0.0315) time: 3.4327 data: 0.0087 max mem: 33370 Epoch: [39] [ 950/1319] eta: 0:21:06 lr: 5.7300542398606e-07 loss: 0.0290 (0.0315) time: 3.4215 data: 0.0086 max mem: 33370 Epoch: [39] [ 960/1319] eta: 0:20:32 lr: 5.589724715308914e-07 loss: 0.0289 (0.0315) time: 3.4371 data: 0.0086 max mem: 33370 Epoch: [39] [ 970/1319] eta: 0:19:57 lr: 5.449002607184345e-07 loss: 0.0289 (0.0315) time: 3.4537 data: 0.0086 max mem: 33370 Epoch: [39] [ 980/1319] eta: 0:19:23 lr: 5.307875485010082e-07 loss: 0.0312 (0.0315) time: 3.4279 data: 0.0084 max mem: 33370 Epoch: [39] [ 990/1319] eta: 0:18:48 lr: 5.166330144533874e-07 loss: 0.0328 (0.0315) time: 3.3960 data: 0.0083 max mem: 33370 Epoch: [39] [1000/1319] eta: 0:18:14 lr: 5.024352534442401e-07 loss: 0.0301 (0.0315) time: 3.3916 data: 0.0083 max mem: 33370 Epoch: [39] [1010/1319] eta: 0:17:40 lr: 4.881927673605746e-07 loss: 0.0286 (0.0315) time: 3.4208 data: 0.0090 max mem: 33370 Epoch: [39] [1020/1319] eta: 0:17:05 lr: 4.7390395572780197e-07 loss: 0.0269 (0.0315) time: 3.4356 data: 0.0090 max mem: 33370 Epoch: [39] [1030/1319] eta: 0:16:31 lr: 4.595671050360423e-07 loss: 0.0297 (0.0315) time: 3.4556 data: 0.0087 max mem: 33370 Epoch: [39] [1040/1319] eta: 0:15:57 lr: 4.4518037654287396e-07 loss: 0.0298 (0.0314) time: 3.4630 data: 0.0087 max mem: 33370 Epoch: [39] [1050/1319] eta: 0:15:23 lr: 4.3074179227215756e-07 loss: 0.0291 (0.0314) time: 3.4526 data: 0.0085 max mem: 33370 Epoch: [39] [1060/1319] eta: 0:14:48 lr: 4.162492188647174e-07 loss: 0.0293 (0.0314) time: 3.4571 data: 0.0082 max mem: 33370 Epoch: [39] [1070/1319] eta: 0:14:14 lr: 4.01700348854669e-07 loss: 0.0286 (0.0314) time: 3.4331 data: 0.0079 max mem: 33370 Epoch: [39] [1080/1319] eta: 0:13:40 lr: 3.8709267884030336e-07 loss: 0.0268 (0.0314) time: 3.4027 data: 0.0081 max mem: 33370 Epoch: [39] [1090/1319] eta: 0:13:05 lr: 3.724234838815835e-07 loss: 0.0289 (0.0314) time: 3.4190 data: 0.0082 max mem: 33370 Epoch: [39] [1100/1319] eta: 0:12:31 lr: 3.5768978727688177e-07 loss: 0.0312 (0.0314) time: 3.4482 data: 0.0079 max mem: 33370 Epoch: [39] [1110/1319] eta: 0:11:57 lr: 3.428883246336122e-07 loss: 0.0316 (0.0314) time: 3.4298 data: 0.0079 max mem: 33370 Epoch: [39] [1120/1319] eta: 0:11:22 lr: 3.280155008272766e-07 loss: 0.0279 (0.0314) time: 3.4390 data: 0.0081 max mem: 33370 Epoch: [39] [1130/1319] eta: 0:10:48 lr: 3.1306733800860497e-07 loss: 0.0279 (0.0314) time: 3.4452 data: 0.0085 max mem: 33370 Epoch: [39] [1140/1319] eta: 0:10:14 lr: 2.9803941221786203e-07 loss: 0.0286 (0.0314) time: 3.4207 data: 0.0083 max mem: 33370 Epoch: [39] [1150/1319] eta: 0:09:39 lr: 2.829267753240405e-07 loss: 0.0294 (0.0314) time: 3.4261 data: 0.0080 max mem: 33370 Epoch: [39] [1160/1319] eta: 0:09:05 lr: 2.677238578071334e-07 loss: 0.0265 (0.0314) time: 3.4236 data: 0.0081 max mem: 33370 Epoch: [39] [1170/1319] eta: 0:08:31 lr: 2.524243461593822e-07 loss: 0.0255 (0.0314) time: 3.4276 data: 0.0080 max mem: 33370 Epoch: [39] [1180/1319] eta: 0:07:57 lr: 2.370210260957732e-07 loss: 0.0267 (0.0314) time: 3.4304 data: 0.0081 max mem: 33370 Epoch: [39] [1190/1319] eta: 0:07:22 lr: 2.2150557883672493e-07 loss: 0.0286 (0.0313) time: 3.4131 data: 0.0080 max mem: 33370 Epoch: [39] [1200/1319] eta: 0:06:48 lr: 2.058683115970694e-07 loss: 0.0259 (0.0313) time: 3.4369 data: 0.0082 max mem: 33370 Epoch: [39] [1210/1319] eta: 0:06:14 lr: 1.9009779355624344e-07 loss: 0.0278 (0.0313) time: 3.4589 data: 0.0085 max mem: 33370 Epoch: [39] [1220/1319] eta: 0:05:39 lr: 1.7418035215766808e-07 loss: 0.0281 (0.0313) time: 3.4099 data: 0.0087 max mem: 33370 Epoch: [39] [1230/1319] eta: 0:05:05 lr: 1.5809935607220197e-07 loss: 0.0275 (0.0312) time: 3.3924 data: 0.0086 max mem: 33370 Epoch: [39] [1240/1319] eta: 0:04:31 lr: 1.4183415922236583e-07 loss: 0.0299 (0.0312) time: 3.3853 data: 0.0081 max mem: 33370 Epoch: [39] [1250/1319] eta: 0:03:56 lr: 1.2535848000328487e-07 loss: 0.0316 (0.0312) time: 3.4243 data: 0.0080 max mem: 33370 Epoch: [39] [1260/1319] eta: 0:03:22 lr: 1.0863778202227116e-07 loss: 0.0299 (0.0312) time: 3.4527 data: 0.0083 max mem: 33370 Epoch: [39] [1270/1319] eta: 0:02:48 lr: 9.162475150165058e-08 loss: 0.0299 (0.0312) time: 3.4404 data: 0.0086 max mem: 33370 Epoch: [39] [1280/1319] eta: 0:02:13 lr: 7.425076510067331e-08 loss: 0.0289 (0.0312) time: 3.4443 data: 0.0090 max mem: 33370 Epoch: [39] [1290/1319] eta: 0:01:39 lr: 5.640763927216541e-08 loss: 0.0297 (0.0312) time: 3.4446 data: 0.0085 max mem: 33370 Epoch: [39] [1300/1319] eta: 0:01:05 lr: 3.790015191412361e-08 loss: 0.0298 (0.0312) time: 3.4480 data: 0.0079 max mem: 33370 Epoch: [39] [1310/1319] eta: 0:00:30 lr: 1.8267397722216235e-08 loss: 0.0286 (0.0312) time: 3.4412 data: 0.0079 max mem: 33370 Epoch: [39] Total time: 1:15:27 /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( /home/chaeyun/.conda/envs/cris/lib/python3.9/site-packages/torchvision/transforms/functional.py:417: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum. warnings.warn( Test: [ 0/2573] eta: 2:33:08 time: 3.5710 data: 3.4777 max mem: 33370 Test: [ 100/2573] eta: 0:04:36 time: 0.0769 data: 0.0015 max mem: 33370 Test: [ 200/2573] eta: 0:03:47 time: 0.0790 data: 0.0014 max mem: 33370 Test: [ 300/2573] eta: 0:03:24 time: 0.0814 data: 0.0014 max mem: 33370 Test: [ 400/2573] eta: 0:03:09 time: 0.0821 data: 0.0016 max mem: 33370 Test: [ 500/2573] eta: 0:02:58 time: 0.0804 data: 0.0015 max mem: 33370 Test: [ 600/2573] eta: 0:02:48 time: 0.0810 data: 0.0016 max mem: 33370 Test: [ 700/2573] eta: 0:02:38 time: 0.0803 data: 0.0015 max mem: 33370 Test: [ 800/2573] eta: 0:02:29 time: 0.0832 data: 0.0014 max mem: 33370 Test: [ 900/2573] eta: 0:02:20 time: 0.0810 data: 0.0016 max mem: 33370 Test: [1000/2573] eta: 0:02:11 time: 0.0808 data: 0.0015 max mem: 33370 Test: [1100/2573] eta: 0:02:02 time: 0.0799 data: 0.0015 max mem: 33370 Test: [1200/2573] eta: 0:01:54 time: 0.0799 data: 0.0014 max mem: 33370 Test: [1300/2573] eta: 0:01:45 time: 0.0808 data: 0.0014 max mem: 33370 Test: [1400/2573] eta: 0:01:37 time: 0.0790 data: 0.0014 max mem: 33370 Test: [1500/2573] eta: 0:01:28 time: 0.0807 data: 0.0015 max mem: 33370 Test: [1600/2573] eta: 0:01:20 time: 0.0844 data: 0.0014 max mem: 33370 Test: [1700/2573] eta: 0:01:12 time: 0.0784 data: 0.0014 max mem: 33370 Test: [1800/2573] eta: 0:01:03 time: 0.0820 data: 0.0014 max mem: 33370 Test: [1900/2573] eta: 0:00:55 time: 0.0788 data: 0.0014 max mem: 33370 Test: [2000/2573] eta: 0:00:47 time: 0.0807 data: 0.0014 max mem: 33370 Test: [2100/2573] eta: 0:00:38 time: 0.0828 data: 0.0014 max mem: 33370 Test: [2200/2573] eta: 0:00:30 time: 0.0824 data: 0.0013 max mem: 33370 Test: [2300/2573] eta: 0:00:22 time: 0.0818 data: 0.0015 max mem: 33370 Test: [2400/2573] eta: 0:00:14 time: 0.0773 data: 0.0015 max mem: 33370 Test: [2500/2573] eta: 0:00:05 time: 0.0801 data: 0.0014 max mem: 33370 Test: Total time: 0:03:30 Final results: Mean IoU is 64.96 precision@0.5 = 72.90 precision@0.6 = 67.73 precision@0.7 = 61.09 precision@0.8 = 50.71 precision@0.9 = 25.82 overall IoU = 62.17 Average object IoU 64.95859999740912 Overall IoU 62.17071533203125 Training time 2 days, 4:18:11