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Upload results/results_unet_step_standalone_training.txt with huggingface_hub

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  1. results/results_unet_step_standalone_training.txt +138 -0
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+ Device: cuda:0
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+ Mode: standalone | Scheduler: step | Epochs: 120
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+ Save dir: ./runs/standalone_unet_step_2026-06-08-23-38-02
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+ Loading training data...
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+ Loading ./data/dataset_jacobs_July28.mat
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+ Loading ./data/dataset_non_fov_train_jacobs_July28_2.mat
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+ Loading ./data/dataset_fov_train_jacobs_July28_2.mat
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+ Training samples: 17574
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+ Loading testing data...
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+ Loading ./data/dataset_fov_test_jacobs_July28_2.mat
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+ Loading ./data/dataset_non_fov_test_jacobs_July28_2.mat
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+ Testing samples: 4260
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+ U-Net student params: 2,409,217 (2.41M)
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+ Starting standalone training with step scheduler...
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+ Epoch 1/120 | 33s | LR=0.000100 | train_med=20.617m | test_med=21.382m P90=26.027m P99=27.777m <-- NEW BEST
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+ Epoch 2/120 | 25s | LR=0.000100 | train_med=21.247m | test_med=21.355m P90=25.957m P99=27.789m <-- NEW BEST
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+ Epoch 3/120 | 25s | LR=0.000100 | train_med=21.262m | test_med=21.285m P90=25.976m P99=27.767m <-- NEW BEST
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+ Epoch 4/120 | 25s | LR=0.000100 | train_med=21.149m | test_med=21.160m P90=25.962m P99=27.733m <-- NEW BEST
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+ Epoch 5/120 | 25s | LR=0.000100 | train_med=21.045m | test_med=21.089m P90=25.952m P99=27.692m <-- NEW BEST
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+ Epoch 6/120 | 29s | LR=0.000100 | train_med=20.988m | test_med=21.039m P90=25.995m P99=27.674m <-- NEW BEST
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+ Epoch 7/120 | 24s | LR=0.000100 | train_med=20.920m | test_med=20.975m P90=25.852m P99=27.674m <-- NEW BEST
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+ Epoch 8/120 | 25s | LR=0.000100 | train_med=21.288m | test_med=21.291m P90=26.470m P99=27.892m
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+ Epoch 9/120 | 25s | LR=0.000100 | train_med=20.106m | test_med=17.468m P90=24.812m P99=27.821m <-- NEW BEST
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+ Epoch 10/120 | 27s | LR=0.000100 | train_med=15.890m | test_med=13.110m P90=21.947m P99=27.062m <-- NEW BEST
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+ Epoch 11/120 | 23s | LR=0.000100 | train_med=10.132m | test_med=5.250m P90=19.499m P99=25.992m <-- NEW BEST
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+ Epoch 12/120 | 24s | LR=0.000100 | train_med=2.961m | test_med=2.200m P90=15.592m P99=25.093m <-- NEW BEST
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+ Epoch 13/120 | 26s | LR=0.000100 | train_med=1.487m | test_med=1.700m P90=11.259m P99=22.064m <-- NEW BEST
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+ Epoch 14/120 | 23s | LR=0.000100 | train_med=1.030m | test_med=1.304m P90=4.080m P99=15.899m <-- NEW BEST
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+ Epoch 15/120 | 24s | LR=0.000100 | train_med=0.849m | test_med=1.140m P90=3.663m P99=12.316m <-- NEW BEST
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+ Epoch 16/120 | 25s | LR=0.000100 | train_med=0.707m | test_med=1.002m P90=3.063m P99=11.066m <-- NEW BEST
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+ Epoch 17/120 | 24s | LR=0.000100 | train_med=0.632m | test_med=0.860m P90=2.704m P99=10.302m <-- NEW BEST
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+ Epoch 18/120 | 25s | LR=0.000100 | train_med=0.539m | test_med=0.825m P90=2.953m P99=11.046m <-- NEW BEST
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+ Epoch 19/120 | 25s | LR=0.000100 | train_med=0.500m | test_med=0.781m P90=2.280m P99=8.068m <-- NEW BEST
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+ Epoch 20/120 | 23s | LR=0.000100 | train_med=0.424m | test_med=0.849m P90=2.281m P99=10.680m
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+ Epoch 21/120 | 24s | LR=0.000050 | train_med=0.361m | test_med=0.721m P90=2.059m P99=5.041m <-- NEW BEST
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+ Epoch 22/120 | 25s | LR=0.000050 | train_med=0.361m | test_med=0.762m P90=2.012m P99=5.053m
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+ Epoch 23/120 | 25s | LR=0.000050 | train_med=0.316m | test_med=0.781m P90=2.059m P99=4.883m
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+ Epoch 24/120 | 25s | LR=0.000050 | train_med=0.316m | test_med=0.728m P90=1.910m P99=5.373m
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+ Epoch 25/120 | 25s | LR=0.000050 | train_med=0.300m | test_med=0.728m P90=1.942m P99=4.985m
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+ Epoch 26/120 | 25s | LR=0.000050 | train_med=0.300m | test_med=0.721m P90=1.838m P99=5.058m
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+ Epoch 27/120 | 25s | LR=0.000050 | train_med=0.283m | test_med=0.728m P90=1.898m P99=5.112m
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+ Epoch 28/120 | 25s | LR=0.000050 | train_med=0.224m | test_med=0.721m P90=1.803m P99=4.763m
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+ Epoch 29/120 | 25s | LR=0.000050 | train_med=0.224m | test_med=0.721m P90=1.803m P99=4.766m
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+ Epoch 30/120 | 25s | LR=0.000050 | train_med=0.224m | test_med=0.707m P90=1.826m P99=4.718m <-- NEW BEST
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+ Epoch 31/120 | 25s | LR=0.000050 | train_med=0.224m | test_med=0.728m P90=1.903m P99=4.927m
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+ Epoch 32/120 | 24s | LR=0.000050 | train_med=0.224m | test_med=0.707m P90=1.803m P99=4.892m
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+ Epoch 33/120 | 25s | LR=0.000050 | train_med=0.224m | test_med=0.707m P90=1.803m P99=4.457m
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+ Epoch 34/120 | 25s | LR=0.000050 | train_med=0.224m | test_med=0.707m P90=1.713m P99=4.223m
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+ Epoch 35/120 | 25s | LR=0.000050 | train_med=0.224m | test_med=0.707m P90=1.703m P99=4.270m
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+ Epoch 36/120 | 25s | LR=0.000050 | train_med=0.224m | test_med=0.700m P90=1.678m P99=4.301m <-- NEW BEST
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+ Epoch 37/120 | 25s | LR=0.000050 | train_med=0.224m | test_med=0.707m P90=1.697m P99=4.083m
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+ Epoch 38/120 | 25s | LR=0.000050 | train_med=0.200m | test_med=0.700m P90=1.650m P99=4.333m
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+ Epoch 39/120 | 24s | LR=0.000050 | train_med=0.200m | test_med=0.671m P90=1.649m P99=4.034m <-- NEW BEST
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+ Epoch 40/120 | 24s | LR=0.000050 | train_med=0.200m | test_med=0.671m P90=1.612m P99=4.108m
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+ Epoch 41/120 | 24s | LR=0.000025 | train_med=0.200m | test_med=0.671m P90=1.628m P99=3.912m
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+ Epoch 42/120 | 25s | LR=0.000025 | train_med=0.141m | test_med=0.671m P90=1.641m P99=3.920m
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+ Epoch 43/120 | 25s | LR=0.000025 | train_med=0.141m | test_med=0.700m P90=1.640m P99=4.082m
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+ Epoch 44/120 | 25s | LR=0.000025 | train_med=0.141m | test_med=0.671m P90=1.628m P99=3.854m
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+ Epoch 45/120 | 24s | LR=0.000025 | train_med=0.141m | test_med=0.707m P90=1.629m P99=3.939m
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+ Epoch 46/120 | 24s | LR=0.000025 | train_med=0.141m | test_med=0.700m P90=1.649m P99=3.753m
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+ Epoch 47/120 | 25s | LR=0.000025 | train_med=0.141m | test_med=0.671m P90=1.628m P99=3.671m
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+ Epoch 48/120 | 25s | LR=0.000025 | train_med=0.141m | test_med=0.700m P90=1.603m P99=3.671m
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+ Epoch 49/120 | 25s | LR=0.000025 | train_med=0.141m | test_med=0.671m P90=1.603m P99=3.711m
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+ Epoch 50/120 | 25s | LR=0.000025 | train_med=0.141m | test_med=0.671m P90=1.616m P99=3.818m
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+ Epoch 51/120 | 25s | LR=0.000025 | train_med=0.141m | test_med=0.700m P90=1.628m P99=3.507m
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+ Epoch 52/120 | 24s | LR=0.000025 | train_med=0.141m | test_med=0.671m P90=1.612m P99=3.928m
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+ Epoch 53/120 | 24s | LR=0.000025 | train_med=0.141m | test_med=0.671m P90=1.628m P99=3.508m
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+ Epoch 54/120 | 25s | LR=0.000025 | train_med=0.141m | test_med=0.671m P90=1.565m P99=3.361m
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+ Epoch 55/120 | 24s | LR=0.000025 | train_med=0.141m | test_med=0.671m P90=1.628m P99=3.808m
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+ Epoch 56/120 | 24s | LR=0.000025 | train_med=0.141m | test_med=0.671m P90=1.612m P99=3.724m
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+ Epoch 57/120 | 25s | LR=0.000025 | train_med=0.141m | test_med=0.671m P90=1.612m P99=3.528m
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+ Epoch 58/120 | 25s | LR=0.000025 | train_med=0.141m | test_med=0.671m P90=1.562m P99=3.108m
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+ Epoch 59/120 | 24s | LR=0.000025 | train_med=0.141m | test_med=0.671m P90=1.612m P99=3.164m
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+ Epoch 60/120 | 25s | LR=0.000025 | train_med=0.141m | test_med=0.671m P90=1.603m P99=3.084m
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+ Epoch 61/120 | 25s | LR=0.000013 | train_med=0.141m | test_med=0.671m P90=1.612m P99=3.120m
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+ Epoch 62/120 | 25s | LR=0.000013 | train_med=0.141m | test_med=0.700m P90=1.565m P99=3.227m
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+ Epoch 63/120 | 25s | LR=0.000013 | train_med=0.141m | test_med=0.640m P90=1.552m P99=3.018m <-- NEW BEST
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+ Epoch 64/120 | 25s | LR=0.000013 | train_med=0.141m | test_med=0.671m P90=1.600m P99=3.106m
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+ Epoch 65/120 | 25s | LR=0.000013 | train_med=0.141m | test_med=0.671m P90=1.612m P99=3.356m
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+ Epoch 66/120 | 25s | LR=0.000013 | train_med=0.141m | test_med=0.671m P90=1.603m P99=3.235m
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+ Epoch 67/120 | 25s | LR=0.000013 | train_med=0.141m | test_med=0.671m P90=1.612m P99=3.031m
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+ Epoch 68/120 | 25s | LR=0.000013 | train_med=0.141m | test_med=0.671m P90=1.603m P99=3.533m
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+ Epoch 69/120 | 25s | LR=0.000013 | train_med=0.141m | test_med=0.671m P90=1.600m P99=3.060m
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+ Epoch 70/120 | 24s | LR=0.000013 | train_med=0.141m | test_med=0.671m P90=1.603m P99=3.339m
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+ Epoch 71/120 | 25s | LR=0.000013 | train_med=0.141m | test_med=0.671m P90=1.562m P99=3.239m
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+ Epoch 72/120 | 25s | LR=0.000013 | train_med=0.141m | test_med=0.671m P90=1.612m P99=3.399m
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+ Epoch 73/120 | 23s | LR=0.000013 | train_med=0.141m | test_med=0.671m P90=1.603m P99=3.327m
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+ Epoch 74/120 | 24s | LR=0.000013 | train_med=0.141m | test_med=0.671m P90=1.600m P99=3.165m
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+ Epoch 75/120 | 25s | LR=0.000013 | train_med=0.141m | test_med=0.671m P90=1.552m P99=2.927m
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+ Epoch 76/120 | 25s | LR=0.000013 | train_med=0.141m | test_med=0.671m P90=1.603m P99=3.223m
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+ Epoch 77/120 | 25s | LR=0.000013 | train_med=0.141m | test_med=0.671m P90=1.603m P99=3.126m
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+ Epoch 78/120 | 25s | LR=0.000013 | train_med=0.141m | test_med=0.671m P90=1.562m P99=3.093m
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+ Epoch 79/120 | 24s | LR=0.000013 | train_med=0.141m | test_med=0.671m P90=1.581m P99=3.057m
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+ Epoch 80/120 | 25s | LR=0.000013 | train_med=0.141m | test_med=0.671m P90=1.581m P99=3.093m
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+ Epoch 81/120 | 25s | LR=0.000006 | train_med=0.141m | test_med=0.671m P90=1.565m P99=3.361m
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+ Epoch 82/120 | 25s | LR=0.000006 | train_med=0.141m | test_med=0.671m P90=1.581m P99=3.049m
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+ Epoch 83/120 | 25s | LR=0.000006 | train_med=0.141m | test_med=0.671m P90=1.583m P99=3.117m
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+ Epoch 84/120 | 25s | LR=0.000006 | train_med=0.141m | test_med=0.671m P90=1.603m P99=3.330m
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+ Epoch 85/120 | 25s | LR=0.000006 | train_med=0.141m | test_med=0.671m P90=1.581m P99=3.068m
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+ Epoch 86/120 | 24s | LR=0.000006 | train_med=0.141m | test_med=0.671m P90=1.583m P99=2.983m
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+ Epoch 87/120 | 25s | LR=0.000006 | train_med=0.141m | test_med=0.671m P90=1.581m P99=2.895m
102
+ Epoch 88/120 | 25s | LR=0.000006 | train_med=0.141m | test_med=0.671m P90=1.583m P99=2.906m
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+ Epoch 89/120 | 25s | LR=0.000006 | train_med=0.141m | test_med=0.671m P90=1.583m P99=3.018m
104
+ Epoch 90/120 | 25s | LR=0.000006 | train_med=0.141m | test_med=0.671m P90=1.552m P99=3.089m
105
+ Epoch 91/120 | 24s | LR=0.000006 | train_med=0.141m | test_med=0.671m P90=1.600m P99=2.947m
106
+ Epoch 92/120 | 25s | LR=0.000006 | train_med=0.141m | test_med=0.671m P90=1.552m P99=3.007m
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+ Epoch 93/120 | 25s | LR=0.000006 | train_med=0.141m | test_med=0.671m P90=1.562m P99=3.089m
108
+ Epoch 94/120 | 25s | LR=0.000006 | train_med=0.141m | test_med=0.671m P90=1.581m P99=2.862m
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+ Epoch 95/120 | 25s | LR=0.000006 | train_med=0.141m | test_med=0.671m P90=1.581m P99=2.941m
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+ Epoch 96/120 | 25s | LR=0.000006 | train_med=0.141m | test_med=0.671m P90=1.562m P99=3.018m
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+ Epoch 97/120 | 25s | LR=0.000006 | train_med=0.141m | test_med=0.671m P90=1.565m P99=2.958m
112
+ Epoch 98/120 | 25s | LR=0.000006 | train_med=0.141m | test_med=0.671m P90=1.562m P99=3.057m
113
+ Epoch 99/120 | 25s | LR=0.000006 | train_med=0.141m | test_med=0.671m P90=1.565m P99=2.862m
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+ Epoch 100/120 | 25s | LR=0.000006 | train_med=0.141m | test_med=0.671m P90=1.567m P99=3.208m
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+ Epoch 101/120 | 25s | LR=0.000003 | train_med=0.141m | test_med=0.671m P90=1.562m P99=2.860m
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+ Epoch 102/120 | 25s | LR=0.000003 | train_med=0.141m | test_med=0.671m P90=1.562m P99=2.991m
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+ Epoch 103/120 | 25s | LR=0.000003 | train_med=0.141m | test_med=0.671m P90=1.562m P99=2.895m
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+ Epoch 104/120 | 25s | LR=0.000003 | train_med=0.141m | test_med=0.671m P90=1.562m P99=2.882m
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+ Epoch 105/120 | 25s | LR=0.000003 | train_med=0.141m | test_med=0.671m P90=1.581m P99=2.895m
120
+ Epoch 106/120 | 25s | LR=0.000003 | train_med=0.141m | test_med=0.671m P90=1.562m P99=2.879m
121
+ Epoch 107/120 | 25s | LR=0.000003 | train_med=0.141m | test_med=0.671m P90=1.603m P99=3.049m
122
+ Epoch 108/120 | 24s | LR=0.000003 | train_med=0.141m | test_med=0.671m P90=1.553m P99=2.822m
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+ Epoch 109/120 | 24s | LR=0.000003 | train_med=0.141m | test_med=0.671m P90=1.562m P99=2.860m
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+ Epoch 110/120 | 25s | LR=0.000003 | train_med=0.141m | test_med=0.671m P90=1.581m P99=3.046m
125
+ Epoch 111/120 | 25s | LR=0.000003 | train_med=0.141m | test_med=0.671m P90=1.562m P99=2.918m
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+ Epoch 112/120 | 25s | LR=0.000003 | train_med=0.141m | test_med=0.671m P90=1.600m P99=2.946m
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+ Epoch 113/120 | 25s | LR=0.000003 | train_med=0.141m | test_med=0.671m P90=1.552m P99=2.828m
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+ Epoch 114/120 | 25s | LR=0.000003 | train_med=0.141m | test_med=0.671m P90=1.552m P99=2.852m
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+ Epoch 115/120 | 25s | LR=0.000003 | train_med=0.141m | test_med=0.671m P90=1.562m P99=2.971m
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+ Epoch 116/120 | 25s | LR=0.000003 | train_med=0.141m | test_med=0.671m P90=1.581m P99=2.860m
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+ Epoch 117/120 | 24s | LR=0.000003 | train_med=0.141m | test_med=0.671m P90=1.562m P99=2.879m
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+ Epoch 118/120 | 25s | LR=0.000003 | train_med=0.141m | test_med=0.671m P90=1.581m P99=2.991m
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+ Epoch 119/120 | 25s | LR=0.000003 | train_med=0.141m | test_med=0.671m P90=1.562m P99=2.918m
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+ Epoch 120/120 | 25s | LR=0.000003 | train_med=0.141m | test_med=0.671m P90=1.565m P99=2.941m
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+
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+ Done. Best median error: 0.6403m
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+ Scheduler: step | Mode: standalone
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+ Results saved to: ./runs/standalone_unet_step_2026-06-08-23-38-02