diff --git "a/CGFormer/bash_logs/sanity_node03.log" "b/CGFormer/bash_logs/sanity_node03.log"
new file mode 100644--- /dev/null
+++ "b/CGFormer/bash_logs/sanity_node03.log"
@@ -0,0 +1,3957 @@
+/home/seunghoon/.conda/envs/ris_all/lib/python3.9/site-packages/torch/distributed/launch.py:181: 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(
+[2025-03-02 23:38:29,431] torch.distributed.run: [WARNING] 
+[2025-03-02 23:38:29,431] torch.distributed.run: [WARNING] *****************************************
+[2025-03-02 23:38:29,431] torch.distributed.run: [WARNING] 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. 
+[2025-03-02 23:38:29,431] torch.distributed.run: [WARNING] *****************************************
+/home/seunghoon/.conda/envs/ris_all/lib/python3.9/site-packages/albumentations/__init__.py:24: UserWarning: A new version of Albumentations is available: 2.0.5 (you have 1.4.24). Upgrade using: pip install -U albumentations. To disable automatic update checks, set the environment variable NO_ALBUMENTATIONS_UPDATE to 1.
+  check_for_updates()
+/home/seunghoon/.conda/envs/ris_all/lib/python3.9/site-packages/albumentations/__init__.py:24: UserWarning: A new version of Albumentations is available: 2.0.5 (you have 1.4.24). Upgrade using: pip install -U albumentations. To disable automatic update checks, set the environment variable NO_ALBUMENTATIONS_UPDATE to 1.
+  check_for_updates()
+/home/seunghoon/.conda/envs/ris_all/lib/python3.9/site-packages/albumentations/__init__.py:24: UserWarning: A new version of Albumentations is available: 2.0.5 (you have 1.4.24). Upgrade using: pip install -U albumentations. To disable automatic update checks, set the environment variable NO_ALBUMENTATIONS_UPDATE to 1.
+  check_for_updates()
+/home/seunghoon/.conda/envs/ris_all/lib/python3.9/site-packages/albumentations/__init__.py:24: UserWarning: A new version of Albumentations is available: 2.0.5 (you have 1.4.24). Upgrade using: pip install -U albumentations. To disable automatic update checks, set the environment variable NO_ALBUMENTATIONS_UPDATE to 1.
+  check_for_updates()
+/home/seunghoon/.conda/envs/ris_all/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/seunghoon/.conda/envs/ris_all/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/seunghoon/.conda/envs/ris_all/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/seunghoon/.conda/envs/ris_all/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)
+2025-03-02 23:38:37.755 | INFO     | __main__:main:66 - LOCAL_RANK from env: 0
+2025-03-02 23:38:37.755 | INFO     | __main__:main:66 - LOCAL_RANK from env: 2
+2025-03-02 23:38:37.755 | INFO     | __main__:main:66 - LOCAL_RANK from env: 1
+2025-03-02 23:38:37.755 | INFO     | __main__:main:66 - LOCAL_RANK from env: 3
+2025-03-02 23:38:39 | INFO     | __main__:90 - Starting with GPU: 0, Rank: 0, World Size: 4
+git root error: Cmd('git') failed due to: exit code(128)
+  cmdline: git rev-parse --show-toplevel
+  stderr: 'fatal: detected dubious ownership in repository at '/data2/projects/chaeyun/CGFormer'
+To add an exception for this directory, call:
+
+	git config --global --add safe.directory /data2/projects/chaeyun/CGFormer'
+wandb: Using wandb-core as the SDK backend.  Please refer to https://wandb.me/wandb-core for more information.
+wandb: - Waiting for wandb.init()...
wandb: \ Waiting for wandb.init()...
wandb: Tracking run with wandb version 0.19.1
+wandb: W&B syncing is set to `offline` in this directory.  
+wandb: Run `wandb online` or set WANDB_MODE=online to enable cloud syncing.
+node03:1977006:1977006 [0] NCCL INFO Bootstrap : Using eth2:10.1.10.3<0>
+node03:1977006:1977006 [0] NCCL INFO NET/Plugin : Plugin load (libnccl-net.so) returned 2 : libnccl-net.so: cannot open shared object file: No such file or directory
+node03:1977006:1977006 [0] NCCL INFO NET/Plugin : No plugin found, using internal implementation
+node03:1977006:1977006 [0] NCCL INFO cudaDriverVersion 12070
+NCCL version 2.18.5+cuda11.8
+node03:1977008:1977008 [2] NCCL INFO cudaDriverVersion 12070
+node03:1977007:1977007 [1] NCCL INFO cudaDriverVersion 12070
+node03:1977009:1977009 [3] NCCL INFO cudaDriverVersion 12070
+node03:1977008:1977008 [2] NCCL INFO Bootstrap : Using eth2:10.1.10.3<0>
+node03:1977009:1977009 [3] NCCL INFO Bootstrap : Using eth2:10.1.10.3<0>
+node03:1977007:1977007 [1] NCCL INFO Bootstrap : Using eth2:10.1.10.3<0>
+node03:1977007:1977007 [1] NCCL INFO NET/Plugin : Plugin load (libnccl-net.so) returned 2 : libnccl-net.so: cannot open shared object file: No such file or directory
+node03:1977008:1977008 [2] NCCL INFO NET/Plugin : Plugin load (libnccl-net.so) returned 2 : libnccl-net.so: cannot open shared object file: No such file or directory
+node03:1977007:1977007 [1] NCCL INFO NET/Plugin : No plugin found, using internal implementation
+node03:1977008:1977008 [2] NCCL INFO NET/Plugin : No plugin found, using internal implementation
+node03:1977009:1977009 [3] NCCL INFO NET/Plugin : Plugin load (libnccl-net.so) returned 2 : libnccl-net.so: cannot open shared object file: No such file or directory
+node03:1977009:1977009 [3] NCCL INFO NET/Plugin : No plugin found, using internal implementation
+node03:1977006:1977203 [0] NCCL INFO NET/IB : No device found.
+node03:1977007:1977206 [1] NCCL INFO NET/IB : No device found.
+node03:1977007:1977206 [1] NCCL INFO NET/Socket : Using [0]eth2:10.1.10.3<0>
+node03:1977006:1977203 [0] NCCL INFO NET/Socket : Using [0]eth2:10.1.10.3<0>
+node03:1977007:1977206 [1] NCCL INFO Using network Socket
+node03:1977006:1977203 [0] NCCL INFO Using network Socket
+node03:1977009:1977205 [3] NCCL INFO NET/IB : No device found.
+node03:1977008:1977204 [2] NCCL INFO NET/IB : No device found.
+node03:1977009:1977205 [3] NCCL INFO NET/Socket : Using [0]eth2:10.1.10.3<0>
+node03:1977008:1977204 [2] NCCL INFO NET/Socket : Using [0]eth2:10.1.10.3<0>
+node03:1977009:1977205 [3] NCCL INFO Using network Socket
+node03:1977008:1977204 [2] NCCL INFO Using network Socket
+node03:1977008:1977204 [2] NCCL INFO comm 0xaccfe20 rank 2 nranks 4 cudaDev 2 nvmlDev 2 busId 14000 commId 0xe29144db1a25ec0c - Init START
+node03:1977009:1977205 [3] NCCL INFO comm 0xa315210 rank 3 nranks 4 cudaDev 3 nvmlDev 3 busId 48000 commId 0xe29144db1a25ec0c - Init START
+node03:1977007:1977206 [1] NCCL INFO comm 0x9a12ab0 rank 1 nranks 4 cudaDev 1 nvmlDev 1 busId 13000 commId 0xe29144db1a25ec0c - Init START
+node03:1977006:1977203 [0] NCCL INFO comm 0xac0d390 rank 0 nranks 4 cudaDev 0 nvmlDev 0 busId 12000 commId 0xe29144db1a25ec0c - Init START
+node03:1977007:1977206 [1] NCCL INFO Setting affinity for GPU 1 to 5500,00000055
+node03:1977008:1977204 [2] NCCL INFO Setting affinity for GPU 2 to 5500,00000055
+node03:1977009:1977205 [3] NCCL INFO Setting affinity for GPU 3 to 5500,00000055
+node03:1977006:1977203 [0] NCCL INFO Setting affinity for GPU 0 to 5500,00000055
+node03:1977006:1977203 [0] NCCL INFO Channel 00/02 :    0   1   2   3
+node03:1977008:1977204 [2] NCCL INFO Trees [0] 3/-1/-1->2->1 [1] 3/-1/-1->2->1
+node03:1977009:1977205 [3] NCCL INFO Trees [0] -1/-1/-1->3->2 [1] -1/-1/-1->3->2
+node03:1977007:1977206 [1] NCCL INFO Trees [0] 2/-1/-1->1->0 [1] 2/-1/-1->1->0
+node03:1977006:1977203 [0] NCCL INFO Channel 01/02 :    0   1   2   3
+node03:1977008:1977204 [2] NCCL INFO P2P Chunksize set to 131072
+node03:1977009:1977205 [3] NCCL INFO P2P Chunksize set to 131072
+node03:1977007:1977206 [1] NCCL INFO P2P Chunksize set to 131072
+node03:1977006:1977203 [0] NCCL INFO Trees [0] 1/-1/-1->0->-1 [1] 1/-1/-1->0->-1
+node03:1977006:1977203 [0] NCCL INFO P2P Chunksize set to 131072
+node03:1977007:1977206 [1] NCCL INFO Channel 00/0 : 1[1] -> 2[2] via P2P/IPC
+node03:1977007:1977206 [1] NCCL INFO Channel 01/0 : 1[1] -> 2[2] via P2P/IPC
+node03:1977008:1977204 [2] NCCL INFO Channel 00 : 2[2] -> 3[3] via SHM/direct/direct
+node03:1977008:1977204 [2] NCCL INFO Channel 01 : 2[2] -> 3[3] via SHM/direct/direct
+node03:1977006:1977203 [0] NCCL INFO Channel 00/0 : 0[0] -> 1[1] via P2P/IPC
+node03:1977009:1977205 [3] NCCL INFO Channel 00 : 3[3] -> 0[0] via SHM/direct/direct
+node03:1977006:1977203 [0] NCCL INFO Channel 01/0 : 0[0] -> 1[1] via P2P/IPC
+node03:1977009:1977205 [3] NCCL INFO Channel 01 : 3[3] -> 0[0] via SHM/direct/direct
+node03:1977008:1977204 [2] NCCL INFO Connected all rings
+node03:1977007:1977206 [1] NCCL INFO Connected all rings
+node03:1977009:1977205 [3] NCCL INFO Connected all rings
+node03:1977006:1977203 [0] NCCL INFO Connected all rings
+node03:1977009:1977205 [3] NCCL INFO Channel 00 : 3[3] -> 2[2] via SHM/direct/direct
+node03:1977009:1977205 [3] NCCL INFO Channel 01 : 3[3] -> 2[2] via SHM/direct/direct
+node03:1977007:1977206 [1] NCCL INFO Channel 00/0 : 1[1] -> 0[0] via P2P/IPC
+node03:1977007:1977206 [1] NCCL INFO Channel 01/0 : 1[1] -> 0[0] via P2P/IPC
+node03:1977006:1977203 [0] NCCL INFO Connected all trees
+node03:1977006:1977203 [0] NCCL INFO threadThresholds 8/8/64 | 32/8/64 | 512 | 512
+node03:1977006:1977203 [0] NCCL INFO 2 coll channels, 0 nvls channels, 2 p2p channels, 2 p2p channels per peer
+node03:1977008:1977204 [2] NCCL INFO Channel 00/0 : 2[2] -> 1[1] via P2P/IPC
+node03:1977008:1977204 [2] NCCL INFO Channel 01/0 : 2[2] -> 1[1] via P2P/IPC
+node03:1977007:1977206 [1] NCCL INFO Connected all trees
+node03:1977007:1977206 [1] NCCL INFO threadThresholds 8/8/64 | 32/8/64 | 512 | 512
+node03:1977007:1977206 [1] NCCL INFO 2 coll channels, 0 nvls channels, 2 p2p channels, 2 p2p channels per peer
+node03:1977008:1977204 [2] NCCL INFO Connected all trees
+node03:1977008:1977204 [2] NCCL INFO threadThresholds 8/8/64 | 32/8/64 | 512 | 512
+node03:1977008:1977204 [2] NCCL INFO 2 coll channels, 0 nvls channels, 2 p2p channels, 2 p2p channels per peer
+node03:1977009:1977205 [3] NCCL INFO Connected all trees
+node03:1977009:1977205 [3] NCCL INFO threadThresholds 8/8/64 | 32/8/64 | 512 | 512
+node03:1977009:1977205 [3] NCCL INFO 2 coll channels, 0 nvls channels, 2 p2p channels, 2 p2p channels per peer
+node03:1977006:1977203 [0] NCCL INFO comm 0xac0d390 rank 0 nranks 4 cudaDev 0 nvmlDev 0 busId 12000 commId 0xe29144db1a25ec0c - Init COMPLETE
+node03:1977007:1977206 [1] NCCL INFO comm 0x9a12ab0 rank 1 nranks 4 cudaDev 1 nvmlDev 1 busId 13000 commId 0xe29144db1a25ec0c - Init COMPLETE
+node03:1977008:1977204 [2] NCCL INFO comm 0xaccfe20 rank 2 nranks 4 cudaDev 2 nvmlDev 2 busId 14000 commId 0xe29144db1a25ec0c - Init COMPLETE
+node03:1977009:1977205 [3] NCCL INFO comm 0xa315210 rank 3 nranks 4 cudaDev 3 nvmlDev 3 busId 48000 commId 0xe29144db1a25ec0c - Init COMPLETE
+2025-03-02 23:38:45 | INFO     | model:31 - Window size 12!
+2025-03-02 23:38:46 | INFO     | model:51 - Initializing Multi-modal Swin Transformer weights from ckpts/swin_base_patch4_window12_384_22k.pth
+2025-03-02 23:38:47 | INFO     | model.backbone:459 - loading swin success !!!
+2025-03-02 23:38:51 | INFO     | __main__:144 - Model moved to GPU: 0
+2025-03-02 23:38:51 | INFO     | __main__:145 - amsgrad: True
+batch_size: 10
+batch_size_val: 16
+bert: bert-base-uncased
+dataset: refcocog_u
+dist_backend: nccl
+dropout: 0.0
+epochs: 50
+evaluate: True
+exclude_multiobj: True
+exp_name: sanity_node03
+filter_threshold: 0.5
+fusion_drop: 0.0
+gpu: 0
+hp_selection: strict
+input_size: 480
+local_rank: 0
+loss_option: ACE_verbonly
+lr: 0.0001
+lr_backbone: 5e-05
+lr_text_encoder: 5e-05
+manual_seed: 313201447
+margin_value: 24
+mask_root: data/masks/refcocog_u
+metric_learning: True
+metric_loss_weight: 0.1
+metric_mode: hardpos_only_sbertsim_refined
+mha: 8-8-8-8
+mixup_lasttwo: True
+num_token: 2
+output_dir: exp_sanity/sanity_node03
+output_folder: exp_sanity
+print_freq: 100
+rank: 0
+resume: None
+save_freq: 1
+start_epoch: 0
+swin_pretrain: ckpts/swin_base_patch4_window12_384_22k.pth
+swin_type: base
+sync_bn: True
+temperature: 0.07
+test_lmdb: data/lmdb/refcocog_u/test.lmdb
+test_split: test
+token_dim: 512
+train_lmdb: data/lmdb/refcocog_u/train.lmdb
+train_split: train
+val_lmdb: data/lmdb/refcocog_u/val.lmdb
+val_split: val
+vis_dim: 512
+visualize: False
+weight: None
+weight_decay: 0.0001
+window12: True
+word_dim: 768
+word_len: 20
+workers: 32
+workers_val: 8
+world_size: 4
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30])torch.Size([4, 512, 30, 30])  torch.Size([4, 512])
+torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30])torch.Size([4, 512, 30, 30])torch.Size([4, 512, 30, 30])  torch.Size([4, 512])torch.Size([4, 512])
+
+ torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30])torch.Size([4, 512, 30, 30])  torch.Size([4, 512])torch.Size([4, 512])
+
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+2025-03-02 23:39:31 | INFO     | engine.engine_gref:159 - Evaluation: Epoch=[1/50]  mIoU=10.53  oIoU=10.80  Pr@50: 1.13  Pr@60: 0.54  Pr@70: 0.35  Pr@80: 0.19  Pr@90: 0.16  
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30])torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+ torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+2025-03-02 23:40:12 | INFO     | engine.engine_gref:159 - Evaluation: Epoch=[2/50]  mIoU=10.53  oIoU=10.79  Pr@50: 1.13  Pr@60: 0.54  Pr@70: 0.35  Pr@80: 0.19  Pr@90: 0.16  
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30])torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+ torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512, 30, 30])torch.Size([4, 512])
+ torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30])torch.Size([4, 512, 30, 30])  torch.Size([4, 512])
+torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+2025-03-02 23:40:49 | INFO     | engine.engine_gref:159 - Evaluation: Epoch=[3/50]  mIoU=10.52  oIoU=10.80  Pr@50: 1.13  Pr@60: 0.54  Pr@70: 0.35  Pr@80: 0.19  Pr@90: 0.16  
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+2025-03-02 23:41:26 | INFO     | engine.engine_gref:159 - Evaluation: Epoch=[4/50]  mIoU=10.52  oIoU=10.80  Pr@50: 1.13  Pr@60: 0.54  Pr@70: 0.35  Pr@80: 0.19  Pr@90: 0.16  
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30])torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+ torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30])torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+ torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+2025-03-02 23:42:08 | INFO     | engine.engine_gref:159 - Evaluation: Epoch=[5/50]  mIoU=10.53  oIoU=10.81  Pr@50: 1.13  Pr@60: 0.54  Pr@70: 0.35  Pr@80: 0.19  Pr@90: 0.16  
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
+[2025-03-02 23:42:22,775] torch.distributed.elastic.agent.server.api: [WARNING] Received Signals.SIGINT death signal, shutting down workers
+[2025-03-02 23:42:22,776] torch.distributed.elastic.multiprocessing.api: [WARNING] Sending process 1977006 closing signal SIGINT
+[2025-03-02 23:42:22,776] torch.distributed.elastic.multiprocessing.api: [WARNING] Sending process 1977007 closing signal SIGINT
+[2025-03-02 23:42:22,776] torch.distributed.elastic.multiprocessing.api: [WARNING] Sending process 1977008 closing signal SIGINT
+[2025-03-02 23:42:22,776] torch.distributed.elastic.multiprocessing.api: [WARNING] Sending process 1977009 closing signal SIGINT
+Exception ignored in: <function _MultiProcessingDataLoaderIter.__del__ at 0x7f92fd1d98b0>
+Traceback (most recent call last):
+  File "/home/seunghoon/.conda/envs/ris_all/lib/python3.9/site-packages/torch/utils/data/dataloader.py", line 1478, in __del__
+Exception ignored in: <function _MultiProcessingDataLoaderIter.__del__ at 0x7f5e8f5358b0>
+Traceback (most recent call last):
+  File "/home/seunghoon/.conda/envs/ris_all/lib/python3.9/site-packages/torch/utils/data/dataloader.py", line 1478, in __del__
+    self._shutdown_workers()
+  File "/home/seunghoon/.conda/envs/ris_all/lib/python3.9/site-packages/torch/utils/data/dataloader.py", line 1424, in _shutdown_workers
+    self._pin_memory_thread.join()
+  File "/home/seunghoon/.conda/envs/ris_all/lib/python3.9/threading.py", line 1060, in join
+    self._wait_for_tstate_lock()
+  File "/home/seunghoon/.conda/envs/ris_all/lib/python3.9/threading.py", line 1080, in _wait_for_tstate_lock
+    if lock.acquire(block, timeout):
+KeyboardInterrupt: 
+    self._shutdown_workers()
+  File "/home/seunghoon/.conda/envs/ris_all/lib/python3.9/site-packages/torch/utils/data/dataloader.py", line 1423, in _shutdown_workers
+    self._worker_result_queue.put((None, None))
+  File "/home/seunghoon/.conda/envs/ris_all/lib/python3.9/multiprocessing/queues.py", line 94, in put
+    self._start_thread()
+  File "/home/seunghoon/.conda/envs/ris_all/lib/python3.9/multiprocessing/queues.py", line 177, in _start_thread
+    self._thread.start()
+  File "/home/seunghoon/.conda/envs/ris_all/lib/python3.9/threading.py", line 904, in start
+    self._started.wait()
+  File "/home/seunghoon/.conda/envs/ris_all/lib/python3.9/threading.py", line 581, in wait
+    signaled = self._cond.wait(timeout)
+  File "/home/seunghoon/.conda/envs/ris_all/lib/python3.9/threading.py", line 312, in wait
+    waiter.acquire()
+KeyboardInterrupt: 
+Traceback (most recent call last):
+  File "/data2/projects/chaeyun/CGFormer/train_gref.py", line 284, in <module>
+    main()
+  File "/home/seunghoon/.conda/envs/ris_all/lib/python3.9/site-packages/loguru/_logger.py", line 1297, in catch_wrapper
+    return function(*args, **kwargs)
+  File "/data2/projects/chaeyun/CGFormer/train_gref.py", line 69, in main
+    main_worker_ddp(args)
+  File "/data2/projects/chaeyun/CGFormer/train_gref.py", line 98, in main_worker_ddp
+    run_training(args)
+  File "/data2/projects/chaeyun/CGFormer/train_gref.py", line 248, in run_training
+    iou, prec_dict = validate(val_loader, model, epoch_log, args)
+  File "/home/seunghoon/.conda/envs/ris_all/lib/python3.9/site-packages/torch/utils/_contextlib.py", line 115, in decorate_context
+    return func(*args, **kwargs)
+  File "/data2/projects/chaeyun/CGFormer/engine/engine_gref.py", line 120, in validate
+    preds, maps = model(imgs, text, l_mask)
+  File "/home/seunghoon/.conda/envs/ris_all/lib/python3.9/site-packages/torch/nn/modules/module.py", line 1518, in _wrapped_call_impl
+    return self._call_impl(*args, **kwargs)
+  File "/home/seunghoon/.conda/envs/ris_all/lib/python3.9/site-packages/torch/nn/modules/module.py", line 1527, in _call_impl
+    return forward_call(*args, **kwargs)
+  File "/home/seunghoon/.conda/envs/ris_all/lib/python3.9/site-packages/torch/nn/parallel/distributed.py", line 1519, in forward
+    else self._run_ddp_forward(*inputs, **kwargs)
+  File "/home/seunghoon/.conda/envs/ris_all/lib/python3.9/site-packages/torch/nn/parallel/distributed.py", line 1355, in _run_ddp_forward
+    return self.module(*inputs, **kwargs)  # type: ignore[index]
+  File "/home/seunghoon/.conda/envs/ris_all/lib/python3.9/site-packages/torch/nn/modules/module.py", line 1518, in _wrapped_call_impl
+    return self._call_impl(*args, **kwargs)
+  File "/home/seunghoon/.conda/envs/ris_all/lib/python3.9/site-packages/torch/nn/modules/module.py", line 1527, in _call_impl
+    return forward_call(*args, **kwargs)
+  File "/data2/projects/chaeyun/CGFormer/model/segmenter_sbert.py", line 110, in forward
+    l_feats = self.text_encoder(text, attention_mask=l_mask)[0]  # (6, 10, 768)
+  File "/home/seunghoon/.conda/envs/ris_all/lib/python3.9/site-packages/torch/nn/modules/module.py", line 1518, in _wrapped_call_impl
+    return self._call_impl(*args, **kwargs)
+  File "/home/seunghoon/.conda/envs/ris_all/lib/python3.9/site-packages/torch/nn/modules/module.py", line 1527, in _call_impl
+    return forward_call(*args, **kwargs)
+  File "/data2/projects/chaeyun/CGFormer/bert/modeling_bert.py", line 755, in forward
+    encoder_outputs = self.encoder(
+  File "/home/seunghoon/.conda/envs/ris_all/lib/python3.9/site-packages/torch/nn/modules/module.py", line 1518, in _wrapped_call_impl
+    return self._call_impl(*args, **kwargs)
+  File "/home/seunghoon/.conda/envs/ris_all/lib/python3.9/site-packages/torch/nn/modules/module.py", line 1527, in _call_impl
+    return forward_call(*args, **kwargs)
+  File "/data2/projects/chaeyun/CGFormer/bert/modeling_bert.py", line 433, in forward
+    layer_outputs = layer_module(
+  File "/home/seunghoon/.conda/envs/ris_all/lib/python3.9/site-packages/torch/nn/modules/module.py", line 1518, in _wrapped_call_impl
+    return self._call_impl(*args, **kwargs)
+  File "/home/seunghoon/.conda/envs/ris_all/lib/python3.9/site-packages/torch/nn/modules/module.py", line 1527, in _call_impl
+    return forward_call(*args, **kwargs)
+  File "/data2/projects/chaeyun/CGFormer/bert/modeling_bert.py", line 370, in forward
+    self_attention_outputs = self.attention(
+  File "/home/seunghoon/.conda/envs/ris_all/lib/python3.9/site-packages/torch/nn/modules/module.py", line 1518, in _wrapped_call_impl
+    return self._call_impl(*args, **kwargs)
+  File "/home/seunghoon/.conda/envs/ris_all/lib/python3.9/site-packages/torch/nn/modules/module.py", line 1527, in _call_impl
+    return forward_call(*args, **kwargs)
+  File "/data2/projects/chaeyun/CGFormer/bert/modeling_bert.py", line 314, in forward
+    self_outputs = self.self(
+  File "/home/seunghoon/.conda/envs/ris_all/lib/python3.9/site-packages/torch/nn/modules/module.py", line 1518, in _wrapped_call_impl
+    return self._call_impl(*args, **kwargs)
+  File "/home/seunghoon/.conda/envs/ris_all/lib/python3.9/site-packages/torch/nn/modules/module.py", line 1527, in _call_impl
+    return forward_call(*args, **kwargs)
+  File "/data2/projects/chaeyun/CGFormer/bert/modeling_bert.py", line 231, in forward
+    mixed_key_layer = self.key(hidden_states)
+  File "/home/seunghoon/.conda/envs/ris_all/lib/python3.9/site-packages/torch/nn/modules/module.py", line 1518, in _wrapped_call_impl
+    return self._call_impl(*args, **kwargs)
+  File "/home/seunghoon/.conda/envs/ris_all/lib/python3.9/site-packages/torch/nn/modules/module.py", line 1527, in _call_impl
+    return forward_call(*args, **kwargs)
+  File "/home/seunghoon/.conda/envs/ris_all/lib/python3.9/site-packages/torch/nn/modules/linear.py", line 114, in forward
+    return F.linear(input, self.weight, self.bias)
+KeyboardInterrupt
+Traceback (most recent call last):
+  File "/data2/projects/chaeyun/CGFormer/train_gref.py", line 284, in <module>
+    main()
+  File "/home/seunghoon/.conda/envs/ris_all/lib/python3.9/site-packages/loguru/_logger.py", line 1297, in catch_wrapper
+    return function(*args, **kwargs)
+  File "/data2/projects/chaeyun/CGFormer/train_gref.py", line 69, in main
+    main_worker_ddp(args)
+  File "/data2/projects/chaeyun/CGFormer/train_gref.py", line 98, in main_worker_ddp
+    run_training(args)
+  File "/data2/projects/chaeyun/CGFormer/train_gref.py", line 248, in run_training
+    iou, prec_dict = validate(val_loader, model, epoch_log, args)
+  File "/home/seunghoon/.conda/envs/ris_all/lib/python3.9/site-packages/torch/utils/_contextlib.py", line 115, in decorate_context
+    return func(*args, **kwargs)
+  File "/data2/projects/chaeyun/CGFormer/engine/engine_gref.py", line 120, in validate
+    preds, maps = model(imgs, text, l_mask)
+  File "/home/seunghoon/.conda/envs/ris_all/lib/python3.9/site-packages/torch/nn/modules/module.py", line 1518, in _wrapped_call_impl
+    return self._call_impl(*args, **kwargs)
+  File "/home/seunghoon/.conda/envs/ris_all/lib/python3.9/site-packages/torch/nn/modules/module.py", line 1527, in _call_impl
+    return forward_call(*args, **kwargs)
+  File "/home/seunghoon/.conda/envs/ris_all/lib/python3.9/site-packages/torch/nn/parallel/distributed.py", line 1519, in forward
+    else self._run_ddp_forward(*inputs, **kwargs)
+  File "/home/seunghoon/.conda/envs/ris_all/lib/python3.9/site-packages/torch/nn/parallel/distributed.py", line 1355, in _run_ddp_forward
+    return self.module(*inputs, **kwargs)  # type: ignore[index]
+  File "/home/seunghoon/.conda/envs/ris_all/lib/python3.9/site-packages/torch/nn/modules/module.py", line 1518, in _wrapped_call_impl
+    return self._call_impl(*args, **kwargs)
+  File "/home/seunghoon/.conda/envs/ris_all/lib/python3.9/site-packages/torch/nn/modules/module.py", line 1527, in _call_impl
+    return forward_call(*args, **kwargs)
+  File "/data2/projects/chaeyun/CGFormer/model/segmenter_sbert.py", line 110, in forward
+    l_feats = self.text_encoder(text, attention_mask=l_mask)[0]  # (6, 10, 768)
+  File "/home/seunghoon/.conda/envs/ris_all/lib/python3.9/site-packages/torch/nn/modules/module.py", line 1518, in _wrapped_call_impl
+    return self._call_impl(*args, **kwargs)
+  File "/home/seunghoon/.conda/envs/ris_all/lib/python3.9/site-packages/torch/nn/modules/module.py", line 1527, in _call_impl
+    return forward_call(*args, **kwargs)
+  File "/data2/projects/chaeyun/CGFormer/bert/modeling_bert.py", line 755, in forward
+    encoder_outputs = self.encoder(
+  File "/home/seunghoon/.conda/envs/ris_all/lib/python3.9/site-packages/torch/nn/modules/module.py", line 1518, in _wrapped_call_impl
+    return self._call_impl(*args, **kwargs)
+  File "/home/seunghoon/.conda/envs/ris_all/lib/python3.9/site-packages/torch/nn/modules/module.py", line 1527, in _call_impl
+    return forward_call(*args, **kwargs)
+  File "/data2/projects/chaeyun/CGFormer/bert/modeling_bert.py", line 433, in forward
+    layer_outputs = layer_module(
+  File "/home/seunghoon/.conda/envs/ris_all/lib/python3.9/site-packages/torch/nn/modules/module.py", line 1518, in _wrapped_call_impl
+    return self._call_impl(*args, **kwargs)
+  File "/home/seunghoon/.conda/envs/ris_all/lib/python3.9/site-packages/torch/nn/modules/module.py", line 1527, in _call_impl
+    return forward_call(*args, **kwargs)
+  File "/data2/projects/chaeyun/CGFormer/bert/modeling_bert.py", line 370, in forward
+    self_attention_outputs = self.attention(
+  File "/home/seunghoon/.conda/envs/ris_all/lib/python3.9/site-packages/torch/nn/modules/module.py", line 1518, in _wrapped_call_impl
+    return self._call_impl(*args, **kwargs)
+  File "/home/seunghoon/.conda/envs/ris_all/lib/python3.9/site-packages/torch/nn/modules/module.py", line 1527, in _call_impl
+    return forward_call(*args, **kwargs)
+  File "/data2/projects/chaeyun/CGFormer/bert/modeling_bert.py", line 314, in forward
+    self_outputs = self.self(
+  File "/home/seunghoon/.conda/envs/ris_all/lib/python3.9/site-packages/torch/nn/modules/module.py", line 1518, in _wrapped_call_impl
+    return self._call_impl(*args, **kwargs)
+  File "/home/seunghoon/.conda/envs/ris_all/lib/python3.9/site-packages/torch/nn/modules/module.py", line 1527, in _call_impl
+    return forward_call(*args, **kwargs)
+  File "/data2/projects/chaeyun/CGFormer/bert/modeling_bert.py", line 231, in forward
+    mixed_key_layer = self.key(hidden_states)
+  File "/home/seunghoon/.conda/envs/ris_all/lib/python3.9/site-packages/torch/nn/modules/module.py", line 1518, in _wrapped_call_impl
+    return self._call_impl(*args, **kwargs)
+  File "/home/seunghoon/.conda/envs/ris_all/lib/python3.9/site-packages/torch/nn/modules/module.py", line 1527, in _call_impl
+    return forward_call(*args, **kwargs)
+  File "/home/seunghoon/.conda/envs/ris_all/lib/python3.9/site-packages/torch/nn/modules/linear.py", line 114, in forward
+    return F.linear(input, self.weight, self.bias)
+KeyboardInterrupt
+Traceback (most recent call last):
+  File "/data2/projects/chaeyun/CGFormer/train_gref.py", line 284, in <module>
+    main()
+  File "/home/seunghoon/.conda/envs/ris_all/lib/python3.9/site-packages/loguru/_logger.py", line 1297, in catch_wrapper
+    return function(*args, **kwargs)
+  File "/data2/projects/chaeyun/CGFormer/train_gref.py", line 69, in main
+    main_worker_ddp(args)
+  File "/data2/projects/chaeyun/CGFormer/train_gref.py", line 98, in main_worker_ddp
+    run_training(args)
+  File "/data2/projects/chaeyun/CGFormer/train_gref.py", line 248, in run_training
+    iou, prec_dict = validate(val_loader, model, epoch_log, args)
+  File "/home/seunghoon/.conda/envs/ris_all/lib/python3.9/site-packages/torch/utils/_contextlib.py", line 115, in decorate_context
+    return func(*args, **kwargs)
+  File "/data2/projects/chaeyun/CGFormer/engine/engine_gref.py", line 120, in validate
+    preds, maps = model(imgs, text, l_mask)
+  File "/home/seunghoon/.conda/envs/ris_all/lib/python3.9/site-packages/torch/nn/modules/module.py", line 1518, in _wrapped_call_impl
+    return self._call_impl(*args, **kwargs)
+  File "/home/seunghoon/.conda/envs/ris_all/lib/python3.9/site-packages/torch/nn/modules/module.py", line 1527, in _call_impl
+    return forward_call(*args, **kwargs)
+  File "/home/seunghoon/.conda/envs/ris_all/lib/python3.9/site-packages/torch/nn/parallel/distributed.py", line 1519, in forward
+    else self._run_ddp_forward(*inputs, **kwargs)
+  File "/home/seunghoon/.conda/envs/ris_all/lib/python3.9/site-packages/torch/nn/parallel/distributed.py", line 1355, in _run_ddp_forward
+    return self.module(*inputs, **kwargs)  # type: ignore[index]
+  File "/home/seunghoon/.conda/envs/ris_all/lib/python3.9/site-packages/torch/nn/modules/module.py", line 1518, in _wrapped_call_impl
+    return self._call_impl(*args, **kwargs)
+  File "/home/seunghoon/.conda/envs/ris_all/lib/python3.9/site-packages/torch/nn/modules/module.py", line 1527, in _call_impl
+    return forward_call(*args, **kwargs)
+  File "/data2/projects/chaeyun/CGFormer/model/segmenter_sbert.py", line 118, in forward
+    pred, maps, fq_fuse = self.decoder([x_c4, x_c3, x_c2, x_c1], l_feats, l_mask)
+  File "/home/seunghoon/.conda/envs/ris_all/lib/python3.9/site-packages/torch/nn/modules/module.py", line 1518, in _wrapped_call_impl
+    return self._call_impl(*args, **kwargs)
+  File "/home/seunghoon/.conda/envs/ris_all/lib/python3.9/site-packages/torch/nn/modules/module.py", line 1527, in _call_impl
+    return forward_call(*args, **kwargs)
+  File "/data2/projects/chaeyun/CGFormer/model/layers_v2.py", line 339, in forward
+    v = fuse(v, v_)
+  File "/home/seunghoon/.conda/envs/ris_all/lib/python3.9/site-packages/torch/nn/modules/module.py", line 1518, in _wrapped_call_impl
+    return self._call_impl(*args, **kwargs)
+  File "/home/seunghoon/.conda/envs/ris_all/lib/python3.9/site-packages/torch/nn/modules/module.py", line 1527, in _call_impl
+    return forward_call(*args, **kwargs)
+  File "/data2/projects/chaeyun/CGFormer/model/layers_v2.py", line 83, in forward
+    x = self.fusion(x)
+  File "/home/seunghoon/.conda/envs/ris_all/lib/python3.9/site-packages/torch/nn/modules/module.py", line 1518, in _wrapped_call_impl
+    return self._call_impl(*args, **kwargs)
+  File "/home/seunghoon/.conda/envs/ris_all/lib/python3.9/site-packages/torch/nn/modules/module.py", line 1527, in _call_impl
+    return forward_call(*args, **kwargs)
+  File "/home/seunghoon/.conda/envs/ris_all/lib/python3.9/site-packages/torch/nn/modules/container.py", line 215, in forward
+    input = module(input)
+  File "/home/seunghoon/.conda/envs/ris_all/lib/python3.9/site-packages/torch/nn/modules/module.py", line 1518, in _wrapped_call_impl
+    return self._call_impl(*args, **kwargs)
+  File "/home/seunghoon/.conda/envs/ris_all/lib/python3.9/site-packages/torch/nn/modules/module.py", line 1527, in _call_impl
+    return forward_call(*args, **kwargs)
+  File "/home/seunghoon/.conda/envs/ris_all/lib/python3.9/site-packages/torch/nn/modules/conv.py", line 460, in forward
+    return self._conv_forward(input, self.weight, self.bias)
+  File "/home/seunghoon/.conda/envs/ris_all/lib/python3.9/site-packages/torch/nn/modules/conv.py", line 456, in _conv_forward
+    return F.conv2d(input, weight, bias, self.stride,
+KeyboardInterrupt
+wandb:
+wandb: You can sync this run to the cloud by running:
+wandb: wandb sync /data2/projects/chaeyun/CGFormer/wandb/offline-run-20250302_233839-dvi3osif
+wandb: Find logs at: wandb/offline-run-20250302_233839-dvi3osif/logs
+Traceback (most recent call last):
+  File "/data2/projects/chaeyun/CGFormer/train_gref.py", line 284, in <module>
+    main()
+  File "/home/seunghoon/.conda/envs/ris_all/lib/python3.9/site-packages/loguru/_logger.py", line 1297, in catch_wrapper
+    return function(*args, **kwargs)
+  File "/data2/projects/chaeyun/CGFormer/train_gref.py", line 69, in main
+    main_worker_ddp(args)
+  File "/data2/projects/chaeyun/CGFormer/train_gref.py", line 98, in main_worker_ddp
+    run_training(args)
+  File "/data2/projects/chaeyun/CGFormer/train_gref.py", line 248, in run_training
+    iou, prec_dict = validate(val_loader, model, epoch_log, args)
+  File "/home/seunghoon/.conda/envs/ris_all/lib/python3.9/site-packages/torch/utils/_contextlib.py", line 115, in decorate_context
+    return func(*args, **kwargs)
+  File "/data2/projects/chaeyun/CGFormer/engine/engine_gref.py", line 120, in validate
+    preds, maps = model(imgs, text, l_mask)
+  File "/home/seunghoon/.conda/envs/ris_all/lib/python3.9/site-packages/torch/nn/modules/module.py", line 1518, in _wrapped_call_impl
+    return self._call_impl(*args, **kwargs)
+  File "/home/seunghoon/.conda/envs/ris_all/lib/python3.9/site-packages/torch/nn/modules/module.py", line 1527, in _call_impl
+    return forward_call(*args, **kwargs)
+  File "/home/seunghoon/.conda/envs/ris_all/lib/python3.9/site-packages/torch/nn/parallel/distributed.py", line 1519, in forward
+    else self._run_ddp_forward(*inputs, **kwargs)
+  File "/home/seunghoon/.conda/envs/ris_all/lib/python3.9/site-packages/torch/nn/parallel/distributed.py", line 1355, in _run_ddp_forward
+    return self.module(*inputs, **kwargs)  # type: ignore[index]
+  File "/home/seunghoon/.conda/envs/ris_all/lib/python3.9/site-packages/torch/nn/modules/module.py", line 1518, in _wrapped_call_impl
+    return self._call_impl(*args, **kwargs)
+  File "/home/seunghoon/.conda/envs/ris_all/lib/python3.9/site-packages/torch/nn/modules/module.py", line 1527, in _call_impl
+    return forward_call(*args, **kwargs)
+  File "/data2/projects/chaeyun/CGFormer/model/segmenter_sbert.py", line 115, in forward
+    features = self.backbone(x, l_feats, l_mask)
+  File "/home/seunghoon/.conda/envs/ris_all/lib/python3.9/site-packages/torch/nn/modules/module.py", line 1518, in _wrapped_call_impl
+    return self._call_impl(*args, **kwargs)
+  File "/home/seunghoon/.conda/envs/ris_all/lib/python3.9/site-packages/torch/nn/modules/module.py", line 1527, in _call_impl
+    return forward_call(*args, **kwargs)
+  File "/data2/projects/chaeyun/CGFormer/model/backbone.py", line 481, in forward
+    x_out, H, W, x, Wh, Ww = layer(x, Wh, Ww, l, l_mask)
+  File "/home/seunghoon/.conda/envs/ris_all/lib/python3.9/site-packages/torch/nn/modules/module.py", line 1518, in _wrapped_call_impl
+    return self._call_impl(*args, **kwargs)
+  File "/home/seunghoon/.conda/envs/ris_all/lib/python3.9/site-packages/torch/nn/modules/module.py", line 1527, in _call_impl
+    return forward_call(*args, **kwargs)
+  File "/data2/projects/chaeyun/CGFormer/model/backbone.py", line 599, in forward
+    x = blk(x, attn_mask)  # output of a Block has shape (B, H*W, dim)
+  File "/home/seunghoon/.conda/envs/ris_all/lib/python3.9/site-packages/torch/nn/modules/module.py", line 1518, in _wrapped_call_impl
+    return self._call_impl(*args, **kwargs)
+  File "/home/seunghoon/.conda/envs/ris_all/lib/python3.9/site-packages/torch/nn/modules/module.py", line 1527, in _call_impl
+    return forward_call(*args, **kwargs)
+  File "/data2/projects/chaeyun/CGFormer/model/backbone.py", line 244, in forward
+    x = x + self.drop_path(self.mlp(self.norm2(x)))
+  File "/home/seunghoon/.conda/envs/ris_all/lib/python3.9/site-packages/torch/nn/modules/module.py", line 1518, in _wrapped_call_impl
+    return self._call_impl(*args, **kwargs)
+  File "/home/seunghoon/.conda/envs/ris_all/lib/python3.9/site-packages/torch/nn/modules/module.py", line 1527, in _call_impl
+    return forward_call(*args, **kwargs)
+  File "/data2/projects/chaeyun/CGFormer/model/backbone.py", line 29, in forward
+    x = self.fc2(x)
+  File "/home/seunghoon/.conda/envs/ris_all/lib/python3.9/site-packages/torch/nn/modules/module.py", line 1518, in _wrapped_call_impl
+    return self._call_impl(*args, **kwargs)
+  File "/home/seunghoon/.conda/envs/ris_all/lib/python3.9/site-packages/torch/nn/modules/module.py", line 1527, in _call_impl
+    return forward_call(*args, **kwargs)
+  File "/home/seunghoon/.conda/envs/ris_all/lib/python3.9/site-packages/torch/nn/modules/linear.py", line 114, in forward
+    return F.linear(input, self.weight, self.bias)
+KeyboardInterrupt
+Error in atexit._run_exitfuncs:
+Error in atexit._run_exitfuncs:
+Traceback (most recent call last):
+Exception ignored in: <function _MultiProcessingDataLoaderIter.__del__ at 0x7fcdd02438b0>
+Traceback (most recent call last):
+  File "/home/seunghoon/.conda/envs/ris_all/lib/python3.9/site-packages/torch/utils/data/dataloader.py", line 1478, in __del__
+  File "/home/seunghoon/.conda/envs/ris_all/lib/python3.9/multiprocessing/popen_fork.py", line 27, in poll
+    self._shutdown_workers()
+  File "/home/seunghoon/.conda/envs/ris_all/lib/python3.9/site-packages/torch/utils/data/dataloader.py", line 1442, in _shutdown_workers
+    [2025-03-02 23:42:23,105] torch.distributed.elastic.multiprocessing.api: [WARNING] Sending process 1977006 closing signal SIGTERM
+w.join(timeout=_utils.MP_STATUS_CHECK_INTERVAL)
+  File "/home/seunghoon/.conda/envs/ris_all/lib/python3.9/multiprocessing/process.py", line 149, in join
+[2025-03-02 23:42:23,105] torch.distributed.elastic.multiprocessing.api: [WARNING] Sending process 1977007 closing signal SIGTERM
+[2025-03-02 23:42:23,105] torch.distributed.elastic.multiprocessing.api: [WARNING] Sending process 1977008 closing signal SIGTERM
+[2025-03-02 23:42:23,105] torch.distributed.elastic.multiprocessing.api: [WARNING] Sending process 1977009 closing signal SIGTERM
+Traceback (most recent call last):
+  File "/home/seunghoon/.conda/envs/ris_all/lib/python3.9/site-packages/torch/distributed/elastic/agent/server/api.py", line 736, in run
+    result = self._invoke_run(role)
+  File "/home/seunghoon/.conda/envs/ris_all/lib/python3.9/site-packages/torch/distributed/elastic/agent/server/api.py", line 877, in _invoke_run
+    time.sleep(monitor_interval)
+  File "/home/seunghoon/.conda/envs/ris_all/lib/python3.9/site-packages/torch/distributed/elastic/multiprocessing/api.py", line 62, in _terminate_process_handler
+    raise SignalException(f"Process {os.getpid()} got signal: {sigval}", sigval=sigval)
+torch.distributed.elastic.multiprocessing.api.SignalException: Process 1976991 got signal: 2
+
+During handling of the above exception, another exception occurred:
+
+Traceback (most recent call last):
+  File "/home/seunghoon/.conda/envs/ris_all/lib/python3.9/site-packages/torch/distributed/elastic/agent/server/api.py", line 743, in run
+    self._shutdown(e.sigval)
+  File "/home/seunghoon/.conda/envs/ris_all/lib/python3.9/site-packages/torch/distributed/elastic/agent/server/local_elastic_agent.py", line 289, in _shutdown
+    self._pcontext.close(death_sig)
+  File "/home/seunghoon/.conda/envs/ris_all/lib/python3.9/site-packages/torch/distributed/elastic/multiprocessing/api.py", line 331, in close
+    self._close(death_sig=death_sig, timeout=timeout)
+  File "/home/seunghoon/.conda/envs/ris_all/lib/python3.9/site-packages/torch/distributed/elastic/multiprocessing/api.py", line 713, in _close
+    handler.proc.wait(time_to_wait)
+  File "/home/seunghoon/.conda/envs/ris_all/lib/python3.9/subprocess.py", line 1189, in wait
+    return self._wait(timeout=timeout)
+  File "/home/seunghoon/.conda/envs/ris_all/lib/python3.9/subprocess.py", line 1927, in _wait
+    time.sleep(delay)
+  File "/home/seunghoon/.conda/envs/ris_all/lib/python3.9/site-packages/torch/distributed/elastic/multiprocessing/api.py", line 62, in _terminate_process_handler
+    raise SignalException(f"Process {os.getpid()} got signal: {sigval}", sigval=sigval)
+torch.distributed.elastic.multiprocessing.api.SignalException: Process 1976991 got signal: 2
+
+During handling of the above exception, another exception occurred:
+
+Traceback (most recent call last):
+  File "/home/seunghoon/.conda/envs/ris_all/lib/python3.9/runpy.py", line 197, in _run_module_as_main
+    return _run_code(code, main_globals, None,
+  File "/home/seunghoon/.conda/envs/ris_all/lib/python3.9/runpy.py", line 87, in _run_code
+    exec(code, run_globals)
+  File "/home/seunghoon/.conda/envs/ris_all/lib/python3.9/site-packages/torch/distributed/launch.py", line 196, in <module>
+    main()
+  File "/home/seunghoon/.conda/envs/ris_all/lib/python3.9/site-packages/torch/distributed/launch.py", line 192, in main
+    launch(args)
+  File "/home/seunghoon/.conda/envs/ris_all/lib/python3.9/site-packages/torch/distributed/launch.py", line 177, in launch
+    run(args)
+  File "/home/seunghoon/.conda/envs/ris_all/lib/python3.9/site-packages/torch/distributed/run.py", line 797, in run
+    elastic_launch(
+  File "/home/seunghoon/.conda/envs/ris_all/lib/python3.9/site-packages/torch/distributed/launcher/api.py", line 134, in __call__
+    return launch_agent(self._config, self._entrypoint, list(args))
+  File "/home/seunghoon/.conda/envs/ris_all/lib/python3.9/site-packages/torch/distributed/launcher/api.py", line 255, in launch_agent
+    result = agent.run()
+  File "/home/seunghoon/.conda/envs/ris_all/lib/python3.9/site-packages/torch/distributed/elastic/metrics/api.py", line 124, in wrapper
+    result = f(*args, **kwargs)
+  File "/home/seunghoon/.conda/envs/ris_all/lib/python3.9/site-packages/torch/distributed/elastic/agent/server/api.py", line 748, in run
+    self._shutdown()
+  File "/home/seunghoon/.conda/envs/ris_all/lib/python3.9/site-packages/torch/distributed/elastic/agent/server/local_elastic_agent.py", line 289, in _shutdown
+    self._pcontext.close(death_sig)
+  File "/home/seunghoon/.conda/envs/ris_all/lib/python3.9/site-packages/torch/distributed/elastic/multiprocessing/api.py", line 331, in close
+    self._close(death_sig=death_sig, timeout=timeout)
+  File "/home/seunghoon/.conda/envs/ris_all/lib/python3.9/site-packages/torch/distributed/elastic/multiprocessing/api.py", line 713, in _close
+    handler.proc.wait(time_to_wait)
+  File "/home/seunghoon/.conda/envs/ris_all/lib/python3.9/subprocess.py", line 1189, in wait
+    return self._wait(timeout=timeout)
+  File "/home/seunghoon/.conda/envs/ris_all/lib/python3.9/subprocess.py", line 1927, in _wait
+    time.sleep(delay)
+  File "/home/seunghoon/.conda/envs/ris_all/lib/python3.9/site-packages/torch/distributed/elastic/multiprocessing/api.py", line 62, in _terminate_process_handler
+    raise SignalException(f"Process {os.getpid()} got signal: {sigval}", sigval=sigval)
+torch.distributed.elastic.multiprocessing.api.SignalException: Process 1976991 got signal: 2