MRaCL / CGFormer /bash_logs /sanity_node03.log
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/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.
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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
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torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) 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])
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torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) 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])
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torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) 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])
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torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
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torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) torch.Size([4, 512])
torch.Size([4, 512, 30, 30]) 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
[1;34mwandb[0m:
[1;34mwandb[0m: You can sync this run to the cloud by running:
[1;34mwandb[0m: [1mwandb sync /data2/projects/chaeyun/CGFormer/wandb/offline-run-20250302_233839-dvi3osif[0m
[1;34mwandb[0m: Find logs at: [1;35mwandb/offline-run-20250302_233839-dvi3osif/logs[0m
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