Delete unet_epochs30_batch32_lr0.001_freeze_encoder_epochs30_batch32_lr0.001.log
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unet_epochs30_batch32_lr0.001_freeze_encoder_epochs30_batch32_lr0.001.log
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nohup: ignoring input
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wandb: Currently logged in as: kaijun123 (kaijun123-nanyang-technological-university-singapore) to https://api.wandb.ai. Use `wandb login --relogin` to force relogin
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wandb: setting up run 6spl7gwh
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wandb: Tracking run with wandb version 0.22.3
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wandb: Run data is saved locally in /home/kaijun/CE6190---Image-Segmentation/wandb/run-20251111_000302-6spl7gwh
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wandb: Run `wandb offline` to turn off syncing.
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wandb: Syncing run unet_epochs30_batch32_lr0.001_freeze_encoder_epochs30_batch32_lr0.001
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wandb: βοΈ View project at https://wandb.ai/kaijun123-nanyang-technological-university-singapore/ce6190-semantic-segmentation
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wandb: π View run at https://wandb.ai/kaijun123-nanyang-technological-university-singapore/ce6190-semantic-segmentation/runs/6spl7gwh
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wandb: updating run metadata
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wandb: uploading output.log; uploading wandb-summary.json
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wandb: uploading output.log; uploading wandb-summary.json; uploading config.yaml
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wandb: uploading output.log; uploading wandb-summary.json
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wandb: uploading history steps 20-20, summary, console lines 102-105
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wandb:
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wandb: Run history:
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wandb: epochs βββββββββββ
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wandb: train_loss ββββββββ
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wandb: val_loss βββββ
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wandb:
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wandb: Run summary:
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wandb: epochs 21
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wandb: train_loss 0.12465
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wandb: val_loss 0.2755
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wandb:
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wandb: π View run unet_epochs30_batch32_lr0.001_freeze_encoder_epochs30_batch32_lr0.001 at: https://wandb.ai/kaijun123-nanyang-technological-university-singapore/ce6190-semantic-segmentation/runs/6spl7gwh
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wandb: βοΈ View project at: https://wandb.ai/kaijun123-nanyang-technological-university-singapore/ce6190-semantic-segmentation
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wandb: Synced 5 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
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wandb: Find logs at: ./wandb/run-20251111_000302-6spl7gwh/logs
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PyTorch version: 2.7.0+cu128
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CUDA available: True
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CUDA version: 12.8
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GPU: NVIDIA GeForce RTX 4090
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Loading weights from local directory
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freeze encoder
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checkpoint_path: checkpoints/unet_epochs30_batch32_lr0.001_freeze_encoder_epochs30_batch32_lr0.001
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split: train data_split_path: combined_data_split.json
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split: valid data_split_path: combined_data_split.json
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Epoch [1/30]
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Time taken for epoch 1: 0:00:30.485078
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Train Loss: 0.1490 | Val Loss: 0.2743
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β
Validation improved β model saved.
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Epoch [2/30]
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Time taken for epoch 2: 0:00:29.358091
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Train Loss: 0.1479 | Val Loss: 0.2744
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β οΈ No improvement for 1 epochs.
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Epoch [3/30]
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Time taken for epoch 3: 0:00:29.325511
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Train Loss: 0.1464 | Val Loss: 0.2746
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β οΈ No improvement for 2 epochs.
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Epoch [4/30]
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Time taken for epoch 4: 0:00:29.550897
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Train Loss: 0.1444 | Val Loss: 0.2723
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β
Validation improved β model saved.
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Epoch [5/30]
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Time taken for epoch 5: 0:00:30.235633
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Train Loss: 0.1492 | Val Loss: 0.2782
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β οΈ No improvement for 1 epochs.
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Epoch [6/30]
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Time taken for epoch 6: 0:00:30.045303
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Train Loss: 0.1432 | Val Loss: 0.2798
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β οΈ No improvement for 2 epochs.
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Epoch [7/30]
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Time taken for epoch 7: 0:00:30.027648
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Train Loss: 0.1406 | Val Loss: 0.2718
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β
Validation improved β model saved.
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Epoch [8/30]
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Time taken for epoch 8: 0:00:29.842414
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Train Loss: 0.1393 | Val Loss: 0.2716
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β
Validation improved β model saved.
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Epoch [9/30]
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Time taken for epoch 9: 0:00:29.536086
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Train Loss: 0.1389 | Val Loss: 0.2786
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β οΈ No improvement for 1 epochs.
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Epoch [10/30]
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Time taken for epoch 10: 0:00:29.464946
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Train Loss: 0.1386 | Val Loss: 0.2797
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β οΈ No improvement for 2 epochs.
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Epoch [11/30]
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Time taken for epoch 11: 0:00:29.483013
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Train Loss: 0.1370 | Val Loss: 0.2704
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β
Validation improved β model saved.
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Epoch [12/30]
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Time taken for epoch 12: 0:00:29.445689
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Train Loss: 0.1370 | Val Loss: 0.2860
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β οΈ No improvement for 1 epochs.
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Epoch [13/30]
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Time taken for epoch 13: 0:00:29.331030
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Train Loss: 0.1359 | Val Loss: 0.2736
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β οΈ No improvement for 2 epochs.
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Epoch [14/30]
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Time taken for epoch 14: 0:00:29.328438
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Train Loss: 0.1353 | Val Loss: 0.2683
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β
Validation improved β model saved.
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Epoch [15/30]
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Time taken for epoch 15: 0:00:29.422292
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Train Loss: 0.1356 | Val Loss: 0.2698
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β οΈ No improvement for 1 epochs.
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Epoch [16/30]
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Time taken for epoch 16: 0:00:29.363035
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Train Loss: 0.1348 | Val Loss: 0.2771
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β οΈ No improvement for 2 epochs.
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Epoch [17/30]
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Time taken for epoch 17: 0:00:29.363021
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Train Loss: 0.1352 | Val Loss: 0.2749
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β οΈ No improvement for 3 epochs.
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Epoch [18/30]
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Time taken for epoch 18: 0:00:29.335649
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Train Loss: 0.1319 | Val Loss: 0.2716
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β οΈ No improvement for 4 epochs.
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Epoch [19/30]
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Time taken for epoch 19: 0:00:29.312675
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Train Loss: 0.1266 | Val Loss: 0.2734
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β οΈ No improvement for 5 epochs.
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Epoch [20/30]
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Time taken for epoch 20: 0:00:29.372358
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Train Loss: 0.1257 | Val Loss: 0.2737
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β οΈ No improvement for 6 epochs.
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Epoch [21/30]
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Time taken for epoch 21: 0:00:29.343112
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Train Loss: 0.1246 | Val Loss: 0.2755
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β οΈ No improvement for 7 epochs.
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β Early stopping triggered.
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