Delete unet_epochs30_batch32_lr0.0015.log

unet_epochs30_batch32_lr0.0015.log

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-nohup: ignoring input
-PyTorch version: 2.7.0+cu128
-CUDA available: True
-CUDA version: 12.8
-GPU: NVIDIA GeForce RTX 4090
-sigmoid disabled
-checkpoint_path: checkpoints/unet_epochs30_batch32_lr0.0015
-
-Epoch [1/30]
-Time taken for epoch 1: 0:00:43.035586
-Train Loss: 0.7250 | Val Loss: 0.6574
-✅ Validation improved — model saved.
-
-Epoch [2/30]
-Time taken for epoch 2: 0:00:42.009461
-Train Loss: 0.5883 | Val Loss: 0.5594
-✅ Validation improved — model saved.
-
-Epoch [3/30]
-Time taken for epoch 3: 0:00:42.119111
-Train Loss: 0.5322 | Val Loss: 0.5302
-✅ Validation improved — model saved.
-
-Epoch [4/30]
-Time taken for epoch 4: 0:00:42.316585
-Train Loss: 0.4971 | Val Loss: 0.4711
-✅ Validation improved — model saved.
-
-Epoch [5/30]
-Time taken for epoch 5: 0:00:42.369174
-Train Loss: 0.4637 | Val Loss: 0.4686
-✅ Validation improved — model saved.
-
-Epoch [6/30]
-Time taken for epoch 6: 0:00:42.353129
-Train Loss: 0.4400 | Val Loss: 0.5063
-⚠️ No improvement for 1 epochs.
-
-Epoch [7/30]
-Time taken for epoch 7: 0:00:42.380148
-Train Loss: 0.4252 | Val Loss: 0.4904
-⚠️ No improvement for 2 epochs.
-
-Epoch [8/30]
-Time taken for epoch 8: 0:00:42.385585
-Train Loss: 0.4041 | Val Loss: 0.4677
-✅ Validation improved — model saved.
-
-Epoch [9/30]
-Time taken for epoch 9: 0:00:42.416812
-Train Loss: 0.3862 | Val Loss: 0.4866
-⚠️ No improvement for 1 epochs.
-
-Epoch [10/30]
-Time taken for epoch 10: 0:00:42.357441
-Train Loss: 0.3748 | Val Loss: 0.3769
-✅ Validation improved — model saved.
-
-Epoch [11/30]
-Time taken for epoch 11: 0:00:42.363413
-Train Loss: 0.3546 | Val Loss: 0.4630
-⚠️ No improvement for 1 epochs.
-
-Epoch [12/30]
-Time taken for epoch 12: 0:00:42.337634
-Train Loss: 0.3410 | Val Loss: 0.3513
-✅ Validation improved — model saved.
-
-Epoch [13/30]
-Time taken for epoch 13: 0:00:42.320807
-Train Loss: 0.3152 | Val Loss: 0.3608
-⚠️ No improvement for 1 epochs.
-
-Epoch [14/30]
-Time taken for epoch 14: 0:00:42.343854
-Train Loss: 0.3013 | Val Loss: 0.3336
-✅ Validation improved — model saved.
-
-Epoch [15/30]
-Time taken for epoch 15: 0:00:42.408566
-Train Loss: 0.2867 | Val Loss: 0.3303
-✅ Validation improved — model saved.
-
-Epoch [16/30]
-Time taken for epoch 16: 0:00:42.411924
-Train Loss: 0.2719 | Val Loss: 0.3228
-✅ Validation improved — model saved.
-
-Epoch [17/30]
-Time taken for epoch 17: 0:00:42.414386
-Train Loss: 0.2559 | Val Loss: 0.3491
-⚠️ No improvement for 1 epochs.
-
-Epoch [18/30]
-Time taken for epoch 18: 0:00:42.367486
-Train Loss: 0.2507 | Val Loss: 0.3233
-⚠️ No improvement for 2 epochs.
-
-Epoch [19/30]
-Time taken for epoch 19: 0:00:42.376158
-Train Loss: 0.2317 | Val Loss: 0.3347
-⚠️ No improvement for 3 epochs.
-
-Epoch [20/30]
-Time taken for epoch 20: 0:00:42.338532
-Train Loss: 0.2170 | Val Loss: 0.3206
-✅ Validation improved — model saved.
-
-Epoch [21/30]
-Time taken for epoch 21: 0:00:42.381323
-Train Loss: 0.2116 | Val Loss: 0.3306
-⚠️ No improvement for 1 epochs.
-
-Epoch [22/30]
-Time taken for epoch 22: 0:00:42.368303
-Train Loss: 0.2051 | Val Loss: 0.3599
-⚠️ No improvement for 2 epochs.
-
-Epoch [23/30]
-Time taken for epoch 23: 0:00:42.343645
-Train Loss: 0.1903 | Val Loss: 0.3126
-✅ Validation improved — model saved.
-
-Epoch [24/30]
-Time taken for epoch 24: 0:00:42.375118
-Train Loss: 0.1816 | Val Loss: 0.3191
-⚠️ No improvement for 1 epochs.
-
-Epoch [25/30]
-Time taken for epoch 25: 0:00:42.332007
-Train Loss: 0.1795 | Val Loss: 0.3459
-⚠️ No improvement for 2 epochs.
-
-Epoch [26/30]
-Time taken for epoch 26: 0:00:42.389358
-Train Loss: 0.1655 | Val Loss: 0.3522
-⚠️ No improvement for 3 epochs.
-
-Epoch [27/30]
-Time taken for epoch 27: 0:00:42.353115
-Train Loss: 0.1620 | Val Loss: 0.3340
-⚠️ No improvement for 4 epochs.
-
-Epoch [28/30]
-Time taken for epoch 28: 0:00:42.356037
-Train Loss: 0.1431 | Val Loss: 0.3156
-⚠️ No improvement for 5 epochs.
-
-Epoch [29/30]
-Time taken for epoch 29: 0:00:42.376427
-Train Loss: 0.1313 | Val Loss: 0.3157
-⚠️ No improvement for 6 epochs.
-
-Epoch [30/30]
-Time taken for epoch 30: 0:00:42.336141
-Train Loss: 0.1226 | Val Loss: 0.3164
-⚠️ No improvement for 7 epochs.
-⛔ Early stopping triggered.