================================================================================
RUNNER FOLDS | FIXED STRATIFIED 10-PHASE 8/1/1
================================================================================
Experiment name       : stratified_holdout_v1
Resume folds          : False
Experiment root       : /workspace/runs/TransUNet_Simplified_Phase1/repeated_holdout/stratified_holdout_v1
Experiment DB         : /workspace/runs/TransUNet_Simplified_Phase1/repeated_holdout/stratified_holdout_v1/experiment_state.sqlite3
Dataset name          : BUSI_with_classes
Split type            : 80_10_10
Split generation mode : fixed_stratified_phases_8_1_1
Generation display    : fixed stratified 10-phase 8/1/1
Phase count           : 10
Phase val offset      : 1
Phase execution mode  : manual
Train percent mode    : 100% of phase-train only
Selected phases       : [1]
Sampling mode         : incremental
Repeat execution mode : auto
Percent execution mode: manual
Selected percents     : [100]
Strategies            : [2, 3]
Percent repeats       : 100% x1
Execution mode        : train_eval
Run smoke test        : True
Test iter control     : False
Test iter target t    : 1
Run overfit test      : False
Run Optuna            : False
Load existing studies : False
Repo backup enabled   : False
Phase timing summary  : /workspace/runs/TransUNet_Simplified_Phase1/repeated_holdout/stratified_holdout_v1/phase_timing_summary.json
Backbone              : SMP R50-ViT-B_16
[Pipeline Check] Validated BUSI_with_classes metadata from /workspace/BUSI_with_classes/pipeline_check.json

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Loaded Class Distribution | 80_10_10 | 100%
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Base train classes    : benign=349, malignant=168, total=517
Train subset classes  : benign=349, malignant=168, total=517
Validation classes    : benign=44, malignant=21, total=65
Test classes          : benign=44, malignant=21, total=65

Computing BUSI train mean/std:   0%|          | 0/517 [00:00<?, ?it/s]
Computing BUSI train mean/std:   1%|          | 6/517 [00:00<00:08, 57.32it/s]
Computing BUSI train mean/std:   2%|▏         | 12/517 [00:00<00:09, 52.96it/s]
Computing BUSI train mean/std:   3%|▎         | 18/517 [00:00<00:10, 47.57it/s]
Computing BUSI train mean/std:   5%|▍         | 25/517 [00:00<00:09, 53.31it/s]
Computing BUSI train mean/std:   6%|▌         | 32/517 [00:00<00:08, 57.55it/s]
Computing BUSI train mean/std:   8%|▊         | 39/517 [00:00<00:08, 57.94it/s]
Computing BUSI train mean/std:   9%|▉         | 46/517 [00:00<00:07, 60.67it/s]
Computing BUSI train mean/std:  10%|█         | 53/517 [00:00<00:07, 61.23it/s]
Computing BUSI train mean/std:  12%|█▏        | 60/517 [00:01<00:07, 62.39it/s]
Computing BUSI train mean/std:  13%|█▎        | 68/517 [00:01<00:06, 66.08it/s]
Computing BUSI train mean/std:  15%|█▍        | 75/517 [00:01<00:06, 63.83it/s]
Computing BUSI train mean/std:  16%|█▌        | 82/517 [00:01<00:07, 57.76it/s]
Computing BUSI train mean/std:  17%|█▋        | 88/517 [00:01<00:07, 56.43it/s]
Computing BUSI train mean/std:  18%|█▊        | 95/517 [00:01<00:07, 57.43it/s]
Computing BUSI train mean/std:  20%|█▉        | 103/517 [00:01<00:06, 62.23it/s]
Computing BUSI train mean/std:  21%|██▏       | 110/517 [00:01<00:06, 62.72it/s]
Computing BUSI train mean/std:  23%|██▎       | 117/517 [00:01<00:06, 63.94it/s]
Computing BUSI train mean/std:  24%|██▍       | 124/517 [00:02<00:06, 61.66it/s]
Computing BUSI train mean/std:  26%|██▌       | 132/517 [00:02<00:05, 64.92it/s]
Computing BUSI train mean/std:  27%|██▋       | 139/517 [00:02<00:05, 64.39it/s]
Computing BUSI train mean/std:  28%|██▊       | 147/517 [00:02<00:05, 65.61it/s]
Computing BUSI train mean/std:  30%|██▉       | 154/517 [00:02<00:05, 66.73it/s]
Computing BUSI train mean/std:  31%|███       | 161/517 [00:02<00:05, 65.29it/s]
Computing BUSI train mean/std:  32%|███▏      | 168/517 [00:02<00:05, 66.26it/s]
Computing BUSI train mean/std:  34%|███▍      | 175/517 [00:02<00:05, 64.86it/s]
Computing BUSI train mean/std:  35%|███▌      | 182/517 [00:02<00:05, 63.76it/s]
Computing BUSI train mean/std:  37%|███▋      | 190/517 [00:03<00:04, 66.94it/s]
Computing BUSI train mean/std:  38%|███▊      | 198/517 [00:03<00:04, 70.49it/s]
Computing BUSI train mean/std:  40%|███▉      | 206/517 [00:03<00:04, 69.68it/s]
Computing BUSI train mean/std:  41%|████      | 213/517 [00:03<00:04, 67.85it/s]
Computing BUSI train mean/std:  43%|████▎     | 220/517 [00:03<00:04, 64.80it/s]
Computing BUSI train mean/std:  44%|████▍     | 227/517 [00:03<00:04, 60.45it/s]
Computing BUSI train mean/std:  45%|████▌     | 235/517 [00:03<00:04, 64.92it/s]
Computing BUSI train mean/std:  47%|████▋     | 242/517 [00:03<00:04, 64.36it/s]
Computing BUSI train mean/std:  48%|████▊     | 250/517 [00:03<00:04, 65.32it/s]
Computing BUSI train mean/std:  50%|████▉     | 257/517 [00:04<00:04, 62.85it/s]
Computing BUSI train mean/std:  51%|█████     | 264/517 [00:04<00:04, 62.72it/s]
Computing BUSI train mean/std:  52%|█████▏    | 271/517 [00:04<00:04, 59.47it/s]
Computing BUSI train mean/std:  54%|█████▍    | 278/517 [00:04<00:03, 60.90it/s]
Computing BUSI train mean/std:  55%|█████▌    | 286/517 [00:04<00:03, 64.48it/s]
Computing BUSI train mean/std:  57%|█████▋    | 293/517 [00:04<00:03, 63.10it/s]
Computing BUSI train mean/std:  58%|█████▊    | 301/517 [00:04<00:03, 65.87it/s]
Computing BUSI train mean/std:  60%|█████▉    | 309/517 [00:04<00:03, 67.60it/s]
Computing BUSI train mean/std:  61%|██████▏   | 317/517 [00:05<00:02, 70.01it/s]
Computing BUSI train mean/std:  63%|██████▎   | 325/517 [00:05<00:02, 68.52it/s]
Computing BUSI train mean/std:  65%|██████▍   | 334/517 [00:05<00:02, 72.21it/s]
Computing BUSI train mean/std:  66%|██████▌   | 342/517 [00:05<00:02, 73.43it/s]
Computing BUSI train mean/std:  68%|██████▊   | 350/517 [00:05<00:02, 71.91it/s]
Computing BUSI train mean/std:  69%|██████▉   | 358/517 [00:05<00:02, 70.91it/s]
Computing BUSI train mean/std:  71%|███████   | 366/517 [00:05<00:02, 71.85it/s]
Computing BUSI train mean/std:  72%|███████▏  | 374/517 [00:05<00:01, 72.66it/s]
Computing BUSI train mean/std:  74%|███████▍  | 382/517 [00:05<00:01, 72.68it/s]
Computing BUSI train mean/std:  75%|███████▌  | 390/517 [00:06<00:01, 67.42it/s]
Computing BUSI train mean/std:  77%|███████▋  | 397/517 [00:06<00:01, 67.13it/s]
Computing BUSI train mean/std:  78%|███████▊  | 404/517 [00:06<00:01, 66.74it/s]
Computing BUSI train mean/std:  79%|███████▉  | 411/517 [00:06<00:01, 66.53it/s]
Computing BUSI train mean/std:  81%|████████  | 418/517 [00:06<00:01, 62.03it/s]
Computing BUSI train mean/std:  82%|████████▏ | 425/517 [00:06<00:01, 64.03it/s]
Computing BUSI train mean/std:  84%|████████▍ | 434/517 [00:06<00:01, 69.61it/s]
Computing BUSI train mean/std:  85%|████████▌ | 442/517 [00:06<00:01, 69.35it/s]
Computing BUSI train mean/std:  87%|████████▋ | 450/517 [00:06<00:00, 68.33it/s]
Computing BUSI train mean/std:  89%|████████▊ | 458/517 [00:07<00:00, 69.78it/s]
Computing BUSI train mean/std:  90%|█████████ | 466/517 [00:07<00:00, 65.64it/s]
Computing BUSI train mean/std:  91%|█████████▏| 473/517 [00:07<00:00, 66.03it/s]
Computing BUSI train mean/std:  93%|█████████▎| 480/517 [00:07<00:00, 65.08it/s]
Computing BUSI train mean/std:  94%|█████████▍| 487/517 [00:07<00:00, 63.83it/s]
Computing BUSI train mean/std:  96%|█████████▌| 496/517 [00:07<00:00, 69.46it/s]
Computing BUSI train mean/std:  98%|█████████▊| 505/517 [00:07<00:00, 73.19it/s]
Computing BUSI train mean/std:  99%|█████████▉| 514/517 [00:07<00:00, 74.93it/s]
                                                                                
[Normalization] Computed and saved normalization stats to /workspace/runs/TransUNet_Simplified_Phase1/repeated_holdout/stratified_holdout_v1/phase_001/pct_100/repeat_01/norm_stats_BUSI_with_classes_stratified_80_10_10_100pct_phase001_repeat01.json

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Phase Summary | 80_10_10 | 100%
--------------------------------------------------------------------------------
Dataset name           : BUSI_with_classes
Dataset split policy   : stratified
Dataset splits JSON    : /workspace/runs/TransUNet_Simplified_Phase1/repeated_holdout/stratified_holdout_v1/manifests/splits/phase_001.json
Split source           : fixed_phase_manifest
Split type used        : 80_10_10
Split generation mode  : fixed_stratified_phases_8_1_1
Phase index            : 1
Phase val/test folds   : val=2, test=1
Percent sampling mode  : incremental
Train fraction         : 100% of frozen base train
Train subset variant   : 1
Train subset source    : incremental_chain
Sampling chain percents: [100]
Base train samples     : 517
Train subset samples   : 517
Validation samples     : 65
Test samples           : 65
Base train classes     : benign=349, malignant=168, total=517
Train subset classes   : benign=349, malignant=168, total=517
Validation classes     : benign=44, malignant=21, total=65
Test classes           : benign=44, malignant=21, total=65
Validation/Test frozen : True
Leakage check          : passed
Dataset name           : BUSI_with_classes
Normalization mode     : ImageNet mean/std
Stats cache path       : /workspace/runs/TransUNet_Simplified_Phase1/repeated_holdout/stratified_holdout_v1/phase_001/pct_100/repeat_01/norm_stats_BUSI_with_classes_stratified_80_10_10_100pct_phase001_repeat01.json
Stats source           : computed_fresh
Split type used        : 80_10_10
Stats computed from    : 517 train samples (100%_variant01)

Preloading train 80_10_10 100% phase001 (517 samples) to RAM:   0%|          | 0/517 [00:00<?, ?it/s]
Preloading train 80_10_10 100% phase001 (517 samples) to RAM:   1%|▏         | 7/517 [00:00<00:08, 57.41it/s]
Preloading train 80_10_10 100% phase001 (517 samples) to RAM:   3%|▎         | 13/517 [00:00<00:09, 54.80it/s]
Preloading train 80_10_10 100% phase001 (517 samples) to RAM:   4%|▎         | 19/517 [00:00<00:09, 52.85it/s]
Preloading train 80_10_10 100% phase001 (517 samples) to RAM:   5%|▍         | 25/517 [00:00<00:08, 55.09it/s]
Preloading train 80_10_10 100% phase001 (517 samples) to RAM:   6%|▌         | 31/517 [00:00<00:08, 54.85it/s]
Preloading train 80_10_10 100% phase001 (517 samples) to RAM:   7%|▋         | 37/517 [00:00<00:09, 51.85it/s]
Preloading train 80_10_10 100% phase001 (517 samples) to RAM:   8%|▊         | 43/517 [00:00<00:08, 53.37it/s]
Preloading train 80_10_10 100% phase001 (517 samples) to RAM:   9%|▉         | 49/517 [00:00<00:09, 50.58it/s]
Preloading train 80_10_10 100% phase001 (517 samples) to RAM:  11%|█         | 55/517 [00:01<00:08, 52.27it/s]
Preloading train 80_10_10 100% phase001 (517 samples) to RAM:  12%|█▏        | 61/517 [00:01<00:08, 52.33it/s]
Preloading train 80_10_10 100% phase001 (517 samples) to RAM:  13%|█▎        | 68/517 [00:01<00:08, 54.51it/s]
Preloading train 80_10_10 100% phase001 (517 samples) to RAM:  14%|█▍        | 74/517 [00:01<00:08, 55.14it/s]
Preloading train 80_10_10 100% phase001 (517 samples) to RAM:  15%|█▌        | 80/517 [00:01<00:07, 56.07it/s]
Preloading train 80_10_10 100% phase001 (517 samples) to RAM:  17%|█▋        | 86/517 [00:01<00:08, 53.87it/s]
Preloading train 80_10_10 100% phase001 (517 samples) to RAM:  18%|█▊        | 92/517 [00:01<00:07, 55.41it/s]
Preloading train 80_10_10 100% phase001 (517 samples) to RAM:  19%|█▉        | 99/517 [00:01<00:07, 56.16it/s]
Preloading train 80_10_10 100% phase001 (517 samples) to RAM:  20%|██        | 105/517 [00:01<00:07, 54.75it/s]
Preloading train 80_10_10 100% phase001 (517 samples) to RAM:  21%|██▏       | 111/517 [00:02<00:07, 55.96it/s]
Preloading train 80_10_10 100% phase001 (517 samples) to RAM:  23%|██▎       | 117/517 [00:02<00:07, 55.30it/s]
Preloading train 80_10_10 100% phase001 (517 samples) to RAM:  24%|██▍       | 123/517 [00:02<00:07, 52.65it/s]
Preloading train 80_10_10 100% phase001 (517 samples) to RAM:  25%|██▍       | 129/517 [00:02<00:07, 52.09it/s]
Preloading train 80_10_10 100% phase001 (517 samples) to RAM:  26%|██▋       | 136/517 [00:02<00:06, 55.28it/s]
Preloading train 80_10_10 100% phase001 (517 samples) to RAM:  27%|██▋       | 142/517 [00:02<00:07, 53.31it/s]
Preloading train 80_10_10 100% phase001 (517 samples) to RAM:  29%|██▊       | 148/517 [00:02<00:06, 53.62it/s]
Preloading train 80_10_10 100% phase001 (517 samples) to RAM:  30%|██▉       | 155/517 [00:02<00:06, 55.05it/s]
Preloading train 80_10_10 100% phase001 (517 samples) to RAM:  31%|███       | 161/517 [00:02<00:06, 55.50it/s]
Preloading train 80_10_10 100% phase001 (517 samples) to RAM:  32%|███▏      | 167/517 [00:03<00:06, 55.54it/s]
Preloading train 80_10_10 100% phase001 (517 samples) to RAM:  33%|███▎      | 173/517 [00:03<00:06, 56.20it/s]
Preloading train 80_10_10 100% phase001 (517 samples) to RAM:  35%|███▍      | 180/517 [00:03<00:05, 57.87it/s]
Preloading train 80_10_10 100% phase001 (517 samples) to RAM:  36%|███▌      | 186/517 [00:03<00:06, 54.13it/s]
Preloading train 80_10_10 100% phase001 (517 samples) to RAM:  37%|███▋      | 192/517 [00:03<00:05, 54.99it/s]
Preloading train 80_10_10 100% phase001 (517 samples) to RAM:  38%|███▊      | 198/517 [00:03<00:05, 54.85it/s]
Preloading train 80_10_10 100% phase001 (517 samples) to RAM:  39%|███▉      | 204/517 [00:03<00:05, 55.73it/s]
Preloading train 80_10_10 100% phase001 (517 samples) to RAM:  41%|████      | 210/517 [00:03<00:05, 53.78it/s]
Preloading train 80_10_10 100% phase001 (517 samples) to RAM:  42%|████▏     | 217/517 [00:03<00:05, 56.12it/s]
Preloading train 80_10_10 100% phase001 (517 samples) to RAM:  43%|████▎     | 223/517 [00:04<00:05, 55.28it/s]
Preloading train 80_10_10 100% phase001 (517 samples) to RAM:  44%|████▍     | 229/517 [00:04<00:05, 55.50it/s]
Preloading train 80_10_10 100% phase001 (517 samples) to RAM:  46%|████▌     | 236/517 [00:04<00:04, 59.31it/s]
Preloading train 80_10_10 100% phase001 (517 samples) to RAM:  47%|████▋     | 242/517 [00:04<00:04, 58.64it/s]
Preloading train 80_10_10 100% phase001 (517 samples) to RAM:  48%|████▊     | 249/517 [00:04<00:04, 57.72it/s]
Preloading train 80_10_10 100% phase001 (517 samples) to RAM:  50%|████▉     | 256/517 [00:04<00:04, 59.10it/s]
Preloading train 80_10_10 100% phase001 (517 samples) to RAM:  51%|█████     | 262/517 [00:04<00:04, 58.97it/s]
Preloading train 80_10_10 100% phase001 (517 samples) to RAM:  52%|█████▏    | 268/517 [00:04<00:04, 57.84it/s]
Preloading train 80_10_10 100% phase001 (517 samples) to RAM:  53%|█████▎    | 275/517 [00:04<00:04, 59.36it/s]
Preloading train 80_10_10 100% phase001 (517 samples) to RAM:  54%|█████▍    | 281/517 [00:05<00:03, 59.34it/s]
Preloading train 80_10_10 100% phase001 (517 samples) to RAM:  56%|█████▌    | 287/517 [00:05<00:03, 59.28it/s]
Preloading train 80_10_10 100% phase001 (517 samples) to RAM:  57%|█████▋    | 293/517 [00:05<00:03, 57.52it/s]
Preloading train 80_10_10 100% phase001 (517 samples) to RAM:  58%|█████▊    | 299/517 [00:05<00:04, 50.58it/s]
Preloading train 80_10_10 100% phase001 (517 samples) to RAM:  59%|█████▉    | 305/517 [00:05<00:04, 50.32it/s]
Preloading train 80_10_10 100% phase001 (517 samples) to RAM:  60%|██████    | 312/517 [00:05<00:03, 53.82it/s]
Preloading train 80_10_10 100% phase001 (517 samples) to RAM:  62%|██████▏   | 318/517 [00:05<00:03, 52.89it/s]
Preloading train 80_10_10 100% phase001 (517 samples) to RAM:  63%|██████▎   | 325/517 [00:05<00:03, 54.98it/s]
Preloading train 80_10_10 100% phase001 (517 samples) to RAM:  64%|██████▍   | 332/517 [00:06<00:03, 56.18it/s]
Preloading train 80_10_10 100% phase001 (517 samples) to RAM:  65%|██████▌   | 338/517 [00:06<00:03, 56.31it/s]
Preloading train 80_10_10 100% phase001 (517 samples) to RAM:  67%|██████▋   | 344/517 [00:06<00:03, 54.92it/s]
Preloading train 80_10_10 100% phase001 (517 samples) to RAM:  68%|██████▊   | 350/517 [00:06<00:02, 56.14it/s]
Preloading train 80_10_10 100% phase001 (517 samples) to RAM:  69%|██████▉   | 357/517 [00:06<00:02, 55.75it/s]
Preloading train 80_10_10 100% phase001 (517 samples) to RAM:  70%|███████   | 363/517 [00:06<00:02, 54.90it/s]
Preloading train 80_10_10 100% phase001 (517 samples) to RAM:  71%|███████▏  | 369/517 [00:06<00:02, 55.25it/s]
Preloading train 80_10_10 100% phase001 (517 samples) to RAM:  73%|███████▎  | 376/517 [00:06<00:02, 57.41it/s]
Preloading train 80_10_10 100% phase001 (517 samples) to RAM:  74%|███████▍  | 383/517 [00:06<00:02, 59.29it/s]
Preloading train 80_10_10 100% phase001 (517 samples) to RAM:  75%|███████▌  | 389/517 [00:07<00:02, 53.32it/s]
Preloading train 80_10_10 100% phase001 (517 samples) to RAM:  76%|███████▋  | 395/517 [00:07<00:02, 53.80it/s]
Preloading train 80_10_10 100% phase001 (517 samples) to RAM:  78%|███████▊  | 402/517 [00:07<00:02, 56.32it/s]
Preloading train 80_10_10 100% phase001 (517 samples) to RAM:  79%|███████▉  | 408/517 [00:07<00:01, 56.99it/s]
Preloading train 80_10_10 100% phase001 (517 samples) to RAM:  80%|████████  | 414/517 [00:07<00:01, 54.03it/s]
Preloading train 80_10_10 100% phase001 (517 samples) to RAM:  81%|████████  | 420/517 [00:07<00:01, 51.20it/s]
Preloading train 80_10_10 100% phase001 (517 samples) to RAM:  82%|████████▏ | 426/517 [00:07<00:01, 52.23it/s]
Preloading train 80_10_10 100% phase001 (517 samples) to RAM:  84%|████████▎ | 432/517 [00:07<00:01, 53.50it/s]
Preloading train 80_10_10 100% phase001 (517 samples) to RAM:  85%|████████▍ | 438/517 [00:07<00:01, 54.86it/s]
Preloading train 80_10_10 100% phase001 (517 samples) to RAM:  86%|████████▌ | 444/517 [00:08<00:01, 52.38it/s]
Preloading train 80_10_10 100% phase001 (517 samples) to RAM:  87%|████████▋ | 450/517 [00:08<00:01, 52.48it/s]
Preloading train 80_10_10 100% phase001 (517 samples) to RAM:  88%|████████▊ | 456/517 [00:08<00:01, 54.03it/s]
Preloading train 80_10_10 100% phase001 (517 samples) to RAM:  89%|████████▉ | 462/517 [00:08<00:01, 50.44it/s]
Preloading train 80_10_10 100% phase001 (517 samples) to RAM:  91%|█████████ | 469/517 [00:08<00:00, 52.80it/s]
Preloading train 80_10_10 100% phase001 (517 samples) to RAM:  92%|█████████▏| 475/517 [00:08<00:00, 54.67it/s]
Preloading train 80_10_10 100% phase001 (517 samples) to RAM:  93%|█████████▎| 481/517 [00:08<00:00, 52.09it/s]
Preloading train 80_10_10 100% phase001 (517 samples) to RAM:  94%|█████████▍| 487/517 [00:08<00:00, 52.60it/s]
Preloading train 80_10_10 100% phase001 (517 samples) to RAM:  96%|█████████▌| 494/517 [00:08<00:00, 55.65it/s]
Preloading train 80_10_10 100% phase001 (517 samples) to RAM:  97%|█████████▋| 500/517 [00:09<00:00, 54.88it/s]
Preloading train 80_10_10 100% phase001 (517 samples) to RAM:  98%|█████████▊| 506/517 [00:09<00:00, 53.83it/s]
Preloading train 80_10_10 100% phase001 (517 samples) to RAM:  99%|█████████▉| 512/517 [00:09<00:00, 55.29it/s]
                                                                                                               

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Preloading val 80_10_10 phase001 (65 samples) to RAM:  92%|█████████▏| 60/65 [00:01<00:00, 51.39it/s]
                                                                                                     

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Preloading test 80_10_10 phase001 (65 samples) to RAM:  98%|█████████▊| 64/65 [00:01<00:00, 48.72it/s]
                                                                                                      
--------------------------------------------------------------------------------
RAM Preload Summary | 80_10_10 | 100%
--------------------------------------------------------------------------------
Train samples         : 517
Val samples           : 65
Test samples          : 65
Train batches         : 17
Val batches           : 3
Test batches          : 3
Global mean           : 84.011910
Global std            : 56.886251
Sample image shape    : (3, 128, 128)
Sample mask shape     : (1, 128, 128)
Sample image dtype    : torch.float32
Sample mask dtype     : torch.float32
Estimated RAM preload : 0.158 GB

================================================================================
PHASE RUN | phase=001 | repeat=01 | strategy=2 | pct=100%
================================================================================

================================================================================
PRE-TRAINING SMOKE TEST | phase=001 | repeat=01 | strategy=2 | pct=100%
================================================================================
[Optuna Off] Using manual hyperparameters for strategy=2, percent=100% from /workspace/TransUNet_Setup/best_params_strat2.json.
  head_lr             : 3.921e-04
  encoder_lr          : 2.158e-04
  weight_decay        : 2.50812e-05
  dropout_p           : 0.15427
  tmax                : 5
  entropy_lr          : 3.000e-04
load_pretrained: grid-size from 14 to 8

--------------------------------------------------------------------------------
TransUNet Checkpoint Verification
--------------------------------------------------------------------------------
[TransUNet] OK Loaded R50+ViT-B/16 ImageNet checkpoint
[TransUNet]   File                   : /workspace/model/vit_checkpoint/imagenet21k/R50+ViT-B_16.npz (439.9 MB)
[TransUNet]   NPZ arrays             : 358
[TransUNet]   PosEmbed shape         : src (1, 197, 768) -> tgt (1, 64, 768) (interpolated)
[TransUNet]   PosEmbed updated      : True
[TransUNet]   ResNet root conv updated: True
[TransUNet]   ViT block-0 query updated: True
[TransUNet]   img_size=128, patches.grid=(8, 8), n_skip=3, n_classes=1

--------------------------------------------------------------------------------
Model Parameter Summary | Strategy 2: SMP TransUNet (R50-ViT-B_16) supervised | Smoke Test
--------------------------------------------------------------------------------
Strategy              : 2
Model                 : Strategy 2: SMP TransUNet (R50-ViT-B_16) supervised | Smoke Test
Dropout p             : 0.2000
Total params          : 105,174,545
Trainable params      : 105,174,545
Frozen params         : 0
BN layers             : 9
GN layers             : 52
channels_last         : True
AMP dtype             : torch.bfloat16
torch.compile         : True
Backbone family       : smp
encoder               : 97,787,200
decoder               : 7,387,200
segmentation_head     : 145
dropout               : 0
[CUDA Cleanup] smoke phase=001 | repeat=01 | strategy=2 | pct=100%: allocated=0.01 GB, reserved=0.02 GB, peak=0.67 GB
[Smoke Test] phase=001 | repeat=01 | strategy=2 | pct=100% passed. Saved panel to smoke_panel.png and mask to smoke_prediction.png.
[Optuna Off] Using manual hyperparameters for strategy=2, percent=100% from /workspace/TransUNet_Setup/best_params_strat2.json.
  head_lr             : 3.921e-04
  encoder_lr          : 2.158e-04
  weight_decay        : 2.50812e-05
  dropout_p           : 0.15427
  tmax                : 5
  entropy_lr          : 3.000e-04
load_pretrained: grid-size from 14 to 8

--------------------------------------------------------------------------------
TransUNet Checkpoint Verification
--------------------------------------------------------------------------------
[TransUNet] OK Loaded R50+ViT-B/16 ImageNet checkpoint
[TransUNet]   File                   : /workspace/model/vit_checkpoint/imagenet21k/R50+ViT-B_16.npz (439.9 MB)
[TransUNet]   NPZ arrays             : 358
[TransUNet]   PosEmbed shape         : src (1, 197, 768) -> tgt (1, 64, 768) (interpolated)
[TransUNet]   PosEmbed updated      : True
[TransUNet]   ResNet root conv updated: True
[TransUNet]   ViT block-0 query updated: True
[TransUNet]   img_size=128, patches.grid=(8, 8), n_skip=3, n_classes=1

--------------------------------------------------------------------------------
Model Parameter Summary | Strategy 2: SMP TransUNet (R50-ViT-B_16) supervised
--------------------------------------------------------------------------------
Strategy              : 2
Model                 : Strategy 2: SMP TransUNet (R50-ViT-B_16) supervised
Dropout p             : 0.1543
Total params          : 105,174,545
Trainable params      : 105,174,545
Frozen params         : 0
BN layers             : 9
GN layers             : 52
channels_last         : True
AMP dtype             : torch.bfloat16
torch.compile         : True
Backbone family       : smp
encoder               : 97,787,200
decoder               : 7,387,200
segmentation_head     : 145
dropout               : 0

Epoch 1/100:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 1/100:   0%|          | 0/17 [03:12<?, ?it/s, iou=0.0732, loss=0.8226, lr=3.92e-05]
Epoch 1/100:   6%|▌         | 1/17 [03:12<51:19, 192.48s/it, iou=0.0732, loss=0.8226, lr=3.92e-05]
Epoch 1/100:   6%|▌         | 1/17 [03:12<51:19, 192.48s/it, iou=0.0912, loss=0.7957, lr=3.92e-05]
Epoch 1/100:   6%|▌         | 1/17 [03:12<51:19, 192.48s/it, iou=0.0908, loss=0.8107, lr=3.92e-05]
Epoch 1/100:  18%|█▊        | 3/17 [03:12<11:39, 49.96s/it, iou=0.0908, loss=0.8107, lr=3.92e-05] 
Epoch 1/100:  18%|█▊        | 3/17 [03:12<11:39, 49.96s/it, iou=0.0888, loss=0.8094, lr=3.92e-05]
Epoch 1/100:  18%|█▊        | 3/17 [03:12<11:39, 49.96s/it, iou=0.0916, loss=0.8017, lr=3.92e-05]
Epoch 1/100:  29%|██▉       | 5/17 [03:12<04:51, 24.31s/it, iou=0.0916, loss=0.8017, lr=3.92e-05]
Epoch 1/100:  29%|██▉       | 5/17 [03:12<04:51, 24.31s/it, iou=0.0933, loss=0.7965, lr=3.92e-05]
Epoch 1/100:  29%|██▉       | 5/17 [03:12<04:51, 24.31s/it, iou=0.1033, loss=0.7444, lr=3.92e-05]
Epoch 1/100:  41%|████      | 7/17 [03:12<02:20, 14.04s/it, iou=0.1033, loss=0.7444, lr=3.92e-05]
Epoch 1/100:  41%|████      | 7/17 [03:12<02:20, 14.04s/it, iou=0.1027, loss=0.7869, lr=3.92e-05]
Epoch 1/100:  41%|████      | 7/17 [03:13<02:20, 14.04s/it, iou=0.1078, loss=0.7522, lr=3.92e-05]
Epoch 1/100:  53%|█████▎    | 9/17 [03:13<01:10,  8.77s/it, iou=0.1078, loss=0.7522, lr=3.92e-05]
Epoch 1/100:  53%|█████▎    | 9/17 [03:13<01:10,  8.77s/it, iou=0.1152, loss=0.7238, lr=3.92e-05]
Epoch 1/100:  53%|█████▎    | 9/17 [03:13<01:10,  8.77s/it, iou=0.1200, loss=0.7298, lr=3.92e-05]
Epoch 1/100:  65%|██████▍   | 11/17 [03:13<00:34,  5.73s/it, iou=0.1200, loss=0.7298, lr=3.92e-05]
Epoch 1/100:  65%|██████▍   | 11/17 [03:13<00:34,  5.73s/it, iou=0.1240, loss=0.7332, lr=3.92e-05]
Epoch 1/100:  65%|██████▍   | 11/17 [03:13<00:34,  5.73s/it, iou=0.1281, loss=0.7303, lr=3.92e-05]
Epoch 1/100:  76%|███████▋  | 13/17 [03:13<00:15,  3.84s/it, iou=0.1281, loss=0.7303, lr=3.92e-05]
Epoch 1/100:  76%|███████▋  | 13/17 [03:13<00:15,  3.84s/it, iou=0.1355, loss=0.7037, lr=3.92e-05]
Epoch 1/100:  76%|███████▋  | 13/17 [03:13<00:15,  3.84s/it, iou=0.1416, loss=0.6986, lr=3.92e-05]
Epoch 1/100:  88%|████████▊ | 15/17 [03:13<00:05,  2.62s/it, iou=0.1416, loss=0.6986, lr=3.92e-05]
Epoch 1/100:  88%|████████▊ | 15/17 [03:13<00:05,  2.62s/it, iou=0.1515, loss=0.6577, lr=3.92e-05]
Epoch 1/100:  88%|████████▊ | 15/17 [03:32<00:05,  2.62s/it, iou=0.1515, loss=0.6577, lr=3.92e-05]
Epoch 1/100:  88%|████████▊ | 15/17 [03:39<00:05,  2.62s/it, iou=0.1519, loss=0.7024, lr=3.92e-05]
Epoch 1/100: 100%|██████████| 17/17 [03:39<00:00,  5.93s/it, iou=0.1519, loss=0.7024, lr=3.92e-05]
                                                                                                  
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 1/100: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating:  33%|███▎      | 1/3 [00:23<00:47, 23.84s/it]
Validating: 100%|██████████| 3/3 [00:35<00:00, 10.52s/it]
                                                         
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 1/100: train_loss=0.7529, train_iou=0.1519, train_entropy=0.0000, val_loss=0.7863, val_iou=0.1210, val_dice=0.1970, head_lr=3.919731e-05, encoder_lr=2.157167e-04, val_iou=0.1210, es_monitor=val_iou, es_value=0.1210, es_wait=0/0, es_active=False

Epoch 2/100:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 2/100:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.2198, loss=0.7068, lr=3.92e-05]
Epoch 2/100:   6%|▌         | 1/17 [00:00<00:03,  5.24it/s, iou=0.2198, loss=0.7068, lr=3.92e-05]
Epoch 2/100:   6%|▌         | 1/17 [00:00<00:03,  5.24it/s, iou=0.2551, loss=0.6654, lr=3.92e-05]
Epoch 2/100:   6%|▌         | 1/17 [00:00<00:03,  5.24it/s, iou=0.2342, loss=0.7272, lr=3.92e-05]
Epoch 2/100:  18%|█▊        | 3/17 [00:00<00:01, 10.21it/s, iou=0.2342, loss=0.7272, lr=3.92e-05]
Epoch 2/100:  18%|█▊        | 3/17 [00:00<00:01, 10.21it/s, iou=0.2291, loss=0.7201, lr=3.92e-05]
Epoch 2/100:  18%|█▊        | 3/17 [00:00<00:01, 10.21it/s, iou=0.2352, loss=0.6893, lr=3.92e-05]
Epoch 2/100:  29%|██▉       | 5/17 [00:00<00:00, 12.34it/s, iou=0.2352, loss=0.6893, lr=3.92e-05]
Epoch 2/100:  29%|██▉       | 5/17 [00:00<00:00, 12.34it/s, iou=0.2477, loss=0.6550, lr=3.92e-05]
Epoch 2/100:  29%|██▉       | 5/17 [00:00<00:00, 12.34it/s, iou=0.2604, loss=0.6396, lr=3.92e-05]
Epoch 2/100:  41%|████      | 7/17 [00:00<00:00, 12.91it/s, iou=0.2604, loss=0.6396, lr=3.92e-05]
Epoch 2/100:  41%|████      | 7/17 [00:00<00:00, 12.91it/s, iou=0.2532, loss=0.7049, lr=3.92e-05]
Epoch 2/100:  41%|████      | 7/17 [00:00<00:00, 12.91it/s, iou=0.2624, loss=0.6453, lr=3.92e-05]
Epoch 2/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.07it/s, iou=0.2624, loss=0.6453, lr=3.92e-05]
Epoch 2/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.07it/s, iou=0.2608, loss=0.6780, lr=3.92e-05]
Epoch 2/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.07it/s, iou=0.2593, loss=0.6930, lr=3.92e-05]
Epoch 2/100:  65%|██████▍   | 11/17 [00:00<00:00, 13.21it/s, iou=0.2593, loss=0.6930, lr=3.92e-05]
Epoch 2/100:  65%|██████▍   | 11/17 [00:00<00:00, 13.21it/s, iou=0.2629, loss=0.6561, lr=3.92e-05]
Epoch 2/100:  65%|██████▍   | 11/17 [00:01<00:00, 13.21it/s, iou=0.2677, loss=0.6568, lr=3.92e-05]
Epoch 2/100:  76%|███████▋  | 13/17 [00:01<00:00, 13.73it/s, iou=0.2677, loss=0.6568, lr=3.92e-05]
Epoch 2/100:  76%|███████▋  | 13/17 [00:01<00:00, 13.73it/s, iou=0.2689, loss=0.6639, lr=3.92e-05]
Epoch 2/100:  76%|███████▋  | 13/17 [00:01<00:00, 13.73it/s, iou=0.2719, loss=0.6559, lr=3.92e-05]
Epoch 2/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.09it/s, iou=0.2719, loss=0.6559, lr=3.92e-05]
Epoch 2/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.09it/s, iou=0.2727, loss=0.6562, lr=3.92e-05]
Epoch 2/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.09it/s, iou=0.2761, loss=0.5455, lr=3.92e-05]
Epoch 2/100: 100%|██████████| 17/17 [00:01<00:00, 12.03it/s, iou=0.2761, loss=0.5455, lr=3.92e-05]
                                                                                                  
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 2/100: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating: 100%|██████████| 3/3 [00:00<00:00, 28.37it/s]
                                                         
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 2/100: train_loss=0.6682, train_iou=0.2761, train_entropy=0.0000, val_loss=0.6974, val_iou=0.3496, val_dice=0.4701, head_lr=3.916904e-05, encoder_lr=2.155578e-04, val_iou=0.3496, es_monitor=val_iou, es_value=0.3496, es_wait=0/0, es_active=False

Epoch 3/100:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 3/100:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.3192, loss=0.6500, lr=3.92e-05]
Epoch 3/100:   6%|▌         | 1/17 [00:00<00:01,  8.44it/s, iou=0.3192, loss=0.6500, lr=3.92e-05]
Epoch 3/100:   6%|▌         | 1/17 [00:00<00:01,  8.44it/s, iou=0.3585, loss=0.6450, lr=3.92e-05]
Epoch 3/100:   6%|▌         | 1/17 [00:00<00:01,  8.44it/s, iou=0.3740, loss=0.6002, lr=3.92e-05]
Epoch 3/100:  18%|█▊        | 3/17 [00:00<00:01, 11.66it/s, iou=0.3740, loss=0.6002, lr=3.92e-05]
Epoch 3/100:  18%|█▊        | 3/17 [00:00<00:01, 11.66it/s, iou=0.3504, loss=0.6574, lr=3.92e-05]
Epoch 3/100:  18%|█▊        | 3/17 [00:00<00:01, 11.66it/s, iou=0.3442, loss=0.6643, lr=3.92e-05]
Epoch 3/100:  29%|██▉       | 5/17 [00:00<00:01, 11.86it/s, iou=0.3442, loss=0.6643, lr=3.92e-05]
Epoch 3/100:  29%|██▉       | 5/17 [00:00<00:01, 11.86it/s, iou=0.3480, loss=0.6184, lr=3.92e-05]
Epoch 3/100:  29%|██▉       | 5/17 [00:00<00:01, 11.86it/s, iou=0.3429, loss=0.6200, lr=3.92e-05]
Epoch 3/100:  41%|████      | 7/17 [00:00<00:00, 12.08it/s, iou=0.3429, loss=0.6200, lr=3.92e-05]
Epoch 3/100:  41%|████      | 7/17 [00:00<00:00, 12.08it/s, iou=0.3509, loss=0.6057, lr=3.92e-05]
Epoch 3/100:  41%|████      | 7/17 [00:00<00:00, 12.08it/s, iou=0.3582, loss=0.6048, lr=3.92e-05]
Epoch 3/100:  53%|█████▎    | 9/17 [00:00<00:00, 12.74it/s, iou=0.3582, loss=0.6048, lr=3.92e-05]
Epoch 3/100:  53%|█████▎    | 9/17 [00:00<00:00, 12.74it/s, iou=0.3678, loss=0.5952, lr=3.92e-05]
Epoch 3/100:  53%|█████▎    | 9/17 [00:00<00:00, 12.74it/s, iou=0.3585, loss=0.7136, lr=3.92e-05]
Epoch 3/100:  65%|██████▍   | 11/17 [00:00<00:00, 13.26it/s, iou=0.3585, loss=0.7136, lr=3.92e-05]
Epoch 3/100:  65%|██████▍   | 11/17 [00:00<00:00, 13.26it/s, iou=0.3571, loss=0.6353, lr=3.92e-05]
Epoch 3/100:  65%|██████▍   | 11/17 [00:00<00:00, 13.26it/s, iou=0.3601, loss=0.6293, lr=3.92e-05]
Epoch 3/100:  76%|███████▋  | 13/17 [00:00<00:00, 14.16it/s, iou=0.3601, loss=0.6293, lr=3.92e-05]
Epoch 3/100:  76%|███████▋  | 13/17 [00:01<00:00, 14.16it/s, iou=0.3588, loss=0.6384, lr=3.92e-05]
Epoch 3/100:  76%|███████▋  | 13/17 [00:01<00:00, 14.16it/s, iou=0.3595, loss=0.6415, lr=3.92e-05]
Epoch 3/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.85it/s, iou=0.3595, loss=0.6415, lr=3.92e-05]
Epoch 3/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.85it/s, iou=0.3640, loss=0.6402, lr=3.92e-05]
Epoch 3/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.85it/s, iou=0.3651, loss=0.6204, lr=3.92e-05]
Epoch 3/100: 100%|██████████| 17/17 [00:01<00:00, 15.52it/s, iou=0.3651, loss=0.6204, lr=3.92e-05]
                                                                                                  
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 3/100: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating: 100%|██████████| 3/3 [00:00<00:00, 29.87it/s]
                                                         
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 3/100: train_loss=0.6341, train_iou=0.3651, train_entropy=0.0000, val_loss=0.6529, val_iou=0.4617, val_dice=0.5930, head_lr=3.912196e-05, encoder_lr=2.152931e-04, val_iou=0.4617, es_monitor=val_iou, es_value=0.4617, es_wait=0/0, es_active=False

Epoch 4/100:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 4/100:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.4614, loss=0.6143, lr=3.91e-05]
Epoch 4/100:   6%|▌         | 1/17 [00:00<00:02,  6.08it/s, iou=0.4614, loss=0.6143, lr=3.91e-05]
Epoch 4/100:   6%|▌         | 1/17 [00:00<00:02,  6.08it/s, iou=0.4474, loss=0.6236, lr=3.91e-05]
Epoch 4/100:   6%|▌         | 1/17 [00:00<00:02,  6.08it/s, iou=0.4624, loss=0.6023, lr=3.91e-05]
Epoch 4/100:  18%|█▊        | 3/17 [00:00<00:01, 10.39it/s, iou=0.4624, loss=0.6023, lr=3.91e-05]
Epoch 4/100:  18%|█▊        | 3/17 [00:00<00:01, 10.39it/s, iou=0.4493, loss=0.6435, lr=3.91e-05]
Epoch 4/100:  18%|█▊        | 3/17 [00:00<00:01, 10.39it/s, iou=0.4324, loss=0.6556, lr=3.91e-05]
Epoch 4/100:  29%|██▉       | 5/17 [00:00<00:01, 11.89it/s, iou=0.4324, loss=0.6556, lr=3.91e-05]
Epoch 4/100:  29%|██▉       | 5/17 [00:00<00:01, 11.89it/s, iou=0.4315, loss=0.6293, lr=3.91e-05]
Epoch 4/100:  29%|██▉       | 5/17 [00:00<00:01, 11.89it/s, iou=0.4226, loss=0.6479, lr=3.91e-05]
Epoch 4/100:  41%|████      | 7/17 [00:00<00:00, 12.50it/s, iou=0.4226, loss=0.6479, lr=3.91e-05]
Epoch 4/100:  41%|████      | 7/17 [00:00<00:00, 12.50it/s, iou=0.4195, loss=0.6087, lr=3.91e-05]
Epoch 4/100:  41%|████      | 7/17 [00:00<00:00, 12.50it/s, iou=0.4260, loss=0.5938, lr=3.91e-05]
Epoch 4/100:  53%|█████▎    | 9/17 [00:00<00:00, 12.77it/s, iou=0.4260, loss=0.5938, lr=3.91e-05]
Epoch 4/100:  53%|█████▎    | 9/17 [00:00<00:00, 12.77it/s, iou=0.4217, loss=0.6480, lr=3.91e-05]
Epoch 4/100:  53%|█████▎    | 9/17 [00:00<00:00, 12.77it/s, iou=0.4217, loss=0.6171, lr=3.91e-05]
Epoch 4/100:  65%|██████▍   | 11/17 [00:00<00:00, 13.35it/s, iou=0.4217, loss=0.6171, lr=3.91e-05]
Epoch 4/100:  65%|██████▍   | 11/17 [00:00<00:00, 13.35it/s, iou=0.4250, loss=0.6078, lr=3.91e-05]
Epoch 4/100:  65%|██████▍   | 11/17 [00:01<00:00, 13.35it/s, iou=0.4241, loss=0.6142, lr=3.91e-05]
Epoch 4/100:  76%|███████▋  | 13/17 [00:01<00:00, 13.86it/s, iou=0.4241, loss=0.6142, lr=3.91e-05]
Epoch 4/100:  76%|███████▋  | 13/17 [00:01<00:00, 13.86it/s, iou=0.4280, loss=0.5907, lr=3.91e-05]
Epoch 4/100:  76%|███████▋  | 13/17 [00:01<00:00, 13.86it/s, iou=0.4313, loss=0.5648, lr=3.91e-05]
Epoch 4/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.17it/s, iou=0.4313, loss=0.5648, lr=3.91e-05]
Epoch 4/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.17it/s, iou=0.4370, loss=0.5816, lr=3.91e-05]
Epoch 4/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.17it/s, iou=0.4366, loss=0.5470, lr=3.91e-05]
Epoch 4/100: 100%|██████████| 17/17 [00:01<00:00, 14.62it/s, iou=0.4366, loss=0.5470, lr=3.91e-05]
                                                                                                  
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 4/100: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating:  67%|██████▋   | 2/3 [00:00<00:00, 15.87it/s]
                                                         
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 4/100: train_loss=0.6112, train_iou=0.4366, train_entropy=0.0000, val_loss=0.6626, val_iou=0.3760, val_dice=0.5119, head_lr=3.905610e-05, encoder_lr=2.149229e-04, val_iou=0.4617, es_monitor=val_iou, es_value=0.3760, es_wait=0/0, es_active=False

Epoch 5/100:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 5/100:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.4655, loss=0.5851, lr=3.91e-05]
Epoch 5/100:   6%|▌         | 1/17 [00:00<00:02,  7.59it/s, iou=0.4655, loss=0.5851, lr=3.91e-05]
Epoch 5/100:   6%|▌         | 1/17 [00:00<00:02,  7.59it/s, iou=0.4761, loss=0.5939, lr=3.91e-05]
Epoch 5/100:   6%|▌         | 1/17 [00:00<00:02,  7.59it/s, iou=0.4361, loss=0.6388, lr=3.91e-05]
Epoch 5/100:  18%|█▊        | 3/17 [00:00<00:01, 11.54it/s, iou=0.4361, loss=0.6388, lr=3.91e-05]
Epoch 5/100:  18%|█▊        | 3/17 [00:00<00:01, 11.54it/s, iou=0.4386, loss=0.6291, lr=3.91e-05]
Epoch 5/100:  18%|█▊        | 3/17 [00:00<00:01, 11.54it/s, iou=0.4311, loss=0.6161, lr=3.91e-05]
Epoch 5/100:  29%|██▉       | 5/17 [00:00<00:00, 13.30it/s, iou=0.4311, loss=0.6161, lr=3.91e-05]
Epoch 5/100:  29%|██▉       | 5/17 [00:00<00:00, 13.30it/s, iou=0.4427, loss=0.5859, lr=3.91e-05]
Epoch 5/100:  29%|██▉       | 5/17 [00:00<00:00, 13.30it/s, iou=0.4490, loss=0.6028, lr=3.91e-05]
Epoch 5/100:  41%|████      | 7/17 [00:00<00:00, 14.14it/s, iou=0.4490, loss=0.6028, lr=3.91e-05]
Epoch 5/100:  41%|████      | 7/17 [00:00<00:00, 14.14it/s, iou=0.4660, loss=0.5561, lr=3.91e-05]
Epoch 5/100:  41%|████      | 7/17 [00:00<00:00, 14.14it/s, iou=0.4653, loss=0.6124, lr=3.91e-05]
Epoch 5/100:  53%|█████▎    | 9/17 [00:00<00:00, 14.45it/s, iou=0.4653, loss=0.6124, lr=3.91e-05]
Epoch 5/100:  53%|█████▎    | 9/17 [00:00<00:00, 14.45it/s, iou=0.4605, loss=0.5885, lr=3.91e-05]
Epoch 5/100:  53%|█████▎    | 9/17 [00:00<00:00, 14.45it/s, iou=0.4646, loss=0.5909, lr=3.91e-05]
Epoch 5/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.47it/s, iou=0.4646, loss=0.5909, lr=3.91e-05]
Epoch 5/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.47it/s, iou=0.4667, loss=0.5616, lr=3.91e-05]
Epoch 5/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.47it/s, iou=0.4693, loss=0.6007, lr=3.91e-05]
Epoch 5/100:  76%|███████▋  | 13/17 [00:00<00:00, 14.97it/s, iou=0.4693, loss=0.6007, lr=3.91e-05]
Epoch 5/100:  76%|███████▋  | 13/17 [00:00<00:00, 14.97it/s, iou=0.4679, loss=0.6011, lr=3.91e-05]
Epoch 5/100:  76%|███████▋  | 13/17 [00:01<00:00, 14.97it/s, iou=0.4683, loss=0.5888, lr=3.91e-05]
Epoch 5/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.59it/s, iou=0.4683, loss=0.5888, lr=3.91e-05]
Epoch 5/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.59it/s, iou=0.4642, loss=0.6358, lr=3.91e-05]
Epoch 5/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.59it/s, iou=0.4649, loss=0.5795, lr=3.91e-05]
Epoch 5/100: 100%|██████████| 17/17 [00:01<00:00, 14.43it/s, iou=0.4649, loss=0.5795, lr=3.91e-05]
                                                                                                  
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 5/100: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating: 100%|██████████| 3/3 [00:00<00:00, 26.64it/s]
                                                         
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 5/100: train_loss=0.5981, train_iou=0.4649, train_entropy=0.0000, val_loss=0.6277, val_iou=0.4530, val_dice=0.5855, head_lr=3.897155e-05, encoder_lr=2.144476e-04, val_iou=0.4617, es_monitor=val_iou, es_value=0.4530, es_wait=0/0, es_active=False

Epoch 6/100:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 6/100:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.5354, loss=0.5580, lr=3.90e-05]
Epoch 6/100:   6%|▌         | 1/17 [00:00<00:02,  6.03it/s, iou=0.5354, loss=0.5580, lr=3.90e-05]
Epoch 6/100:   6%|▌         | 1/17 [00:00<00:02,  6.03it/s, iou=0.5462, loss=0.5794, lr=3.90e-05]
Epoch 6/100:   6%|▌         | 1/17 [00:00<00:02,  6.03it/s, iou=0.5174, loss=0.6133, lr=3.90e-05]
Epoch 6/100:  18%|█▊        | 3/17 [00:00<00:01, 10.85it/s, iou=0.5174, loss=0.6133, lr=3.90e-05]
Epoch 6/100:  18%|█▊        | 3/17 [00:00<00:01, 10.85it/s, iou=0.5191, loss=0.5785, lr=3.90e-05]
Epoch 6/100:  18%|█▊        | 3/17 [00:00<00:01, 10.85it/s, iou=0.5264, loss=0.5578, lr=3.90e-05]
Epoch 6/100:  29%|██▉       | 5/17 [00:00<00:00, 12.70it/s, iou=0.5264, loss=0.5578, lr=3.90e-05]
Epoch 6/100:  29%|██▉       | 5/17 [00:00<00:00, 12.70it/s, iou=0.5137, loss=0.6222, lr=3.90e-05]
Epoch 6/100:  29%|██▉       | 5/17 [00:00<00:00, 12.70it/s, iou=0.5088, loss=0.5836, lr=3.90e-05]
Epoch 6/100:  41%|████      | 7/17 [00:00<00:00, 13.75it/s, iou=0.5088, loss=0.5836, lr=3.90e-05]
Epoch 6/100:  41%|████      | 7/17 [00:00<00:00, 13.75it/s, iou=0.5111, loss=0.5718, lr=3.90e-05]
Epoch 6/100:  41%|████      | 7/17 [00:00<00:00, 13.75it/s, iou=0.4919, loss=0.6611, lr=3.90e-05]
Epoch 6/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.95it/s, iou=0.4919, loss=0.6611, lr=3.90e-05]
Epoch 6/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.95it/s, iou=0.5020, loss=0.5561, lr=3.90e-05]
Epoch 6/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.95it/s, iou=0.5023, loss=0.5970, lr=3.90e-05]
Epoch 6/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.24it/s, iou=0.5023, loss=0.5970, lr=3.90e-05]
Epoch 6/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.24it/s, iou=0.5062, loss=0.5570, lr=3.90e-05]
Epoch 6/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.24it/s, iou=0.5047, loss=0.5900, lr=3.90e-05]
Epoch 6/100:  76%|███████▋  | 13/17 [00:00<00:00, 14.64it/s, iou=0.5047, loss=0.5900, lr=3.90e-05]
Epoch 6/100:  76%|███████▋  | 13/17 [00:01<00:00, 14.64it/s, iou=0.5019, loss=0.5776, lr=3.90e-05]
Epoch 6/100:  76%|███████▋  | 13/17 [00:01<00:00, 14.64it/s, iou=0.4969, loss=0.5945, lr=3.90e-05]
Epoch 6/100:  88%|████████▊ | 15/17 [00:01<00:00, 15.01it/s, iou=0.4969, loss=0.5945, lr=3.90e-05]
Epoch 6/100:  88%|████████▊ | 15/17 [00:01<00:00, 15.01it/s, iou=0.5027, loss=0.5439, lr=3.90e-05]
Epoch 6/100:  88%|████████▊ | 15/17 [00:01<00:00, 15.01it/s, iou=0.5026, loss=0.5498, lr=3.90e-05]
Epoch 6/100: 100%|██████████| 17/17 [00:01<00:00, 15.04it/s, iou=0.5026, loss=0.5498, lr=3.90e-05]
                                                                                                  
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 6/100: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating: 100%|██████████| 3/3 [00:00<00:00, 29.76it/s]
                                                         
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 6/100: train_loss=0.5819, train_iou=0.5026, train_entropy=0.0000, val_loss=0.6040, val_iou=0.5757, val_dice=0.6886, head_lr=3.886837e-05, encoder_lr=2.138676e-04, val_iou=0.5757, es_monitor=val_iou, es_value=0.5757, es_wait=0/0, es_active=False

Epoch 7/100:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 7/100:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.5635, loss=0.5820, lr=3.89e-05]
Epoch 7/100:   6%|▌         | 1/17 [00:00<00:02,  7.23it/s, iou=0.5635, loss=0.5820, lr=3.89e-05]
Epoch 7/100:   6%|▌         | 1/17 [00:00<00:02,  7.23it/s, iou=0.5410, loss=0.5921, lr=3.89e-05]
Epoch 7/100:   6%|▌         | 1/17 [00:00<00:02,  7.23it/s, iou=0.5205, loss=0.5962, lr=3.89e-05]
Epoch 7/100:  18%|█▊        | 3/17 [00:00<00:01, 11.45it/s, iou=0.5205, loss=0.5962, lr=3.89e-05]
Epoch 7/100:  18%|█▊        | 3/17 [00:00<00:01, 11.45it/s, iou=0.5397, loss=0.5443, lr=3.89e-05]
Epoch 7/100:  18%|█▊        | 3/17 [00:00<00:01, 11.45it/s, iou=0.5217, loss=0.6155, lr=3.89e-05]
Epoch 7/100:  29%|██▉       | 5/17 [00:00<00:00, 13.05it/s, iou=0.5217, loss=0.6155, lr=3.89e-05]
Epoch 7/100:  29%|██▉       | 5/17 [00:00<00:00, 13.05it/s, iou=0.5178, loss=0.5525, lr=3.89e-05]
Epoch 7/100:  29%|██▉       | 5/17 [00:00<00:00, 13.05it/s, iou=0.5074, loss=0.5682, lr=3.89e-05]
Epoch 7/100:  41%|████      | 7/17 [00:00<00:00, 13.75it/s, iou=0.5074, loss=0.5682, lr=3.89e-05]
Epoch 7/100:  41%|████      | 7/17 [00:00<00:00, 13.75it/s, iou=0.4963, loss=0.5970, lr=3.89e-05]
Epoch 7/100:  41%|████      | 7/17 [00:00<00:00, 13.75it/s, iou=0.4871, loss=0.5958, lr=3.89e-05]
Epoch 7/100:  53%|█████▎    | 9/17 [00:00<00:00, 14.33it/s, iou=0.4871, loss=0.5958, lr=3.89e-05]
Epoch 7/100:  53%|█████▎    | 9/17 [00:00<00:00, 14.33it/s, iou=0.4909, loss=0.5457, lr=3.89e-05]
Epoch 7/100:  53%|█████▎    | 9/17 [00:00<00:00, 14.33it/s, iou=0.4811, loss=0.6140, lr=3.89e-05]
Epoch 7/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.85it/s, iou=0.4811, loss=0.6140, lr=3.89e-05]
Epoch 7/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.85it/s, iou=0.4813, loss=0.5816, lr=3.89e-05]
Epoch 7/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.85it/s, iou=0.4854, loss=0.5682, lr=3.89e-05]
Epoch 7/100:  76%|███████▋  | 13/17 [00:00<00:00, 14.73it/s, iou=0.4854, loss=0.5682, lr=3.89e-05]
Epoch 7/100:  76%|███████▋  | 13/17 [00:01<00:00, 14.73it/s, iou=0.4924, loss=0.5436, lr=3.89e-05]
Epoch 7/100:  76%|███████▋  | 13/17 [00:01<00:00, 14.73it/s, iou=0.4923, loss=0.5890, lr=3.89e-05]
Epoch 7/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.75it/s, iou=0.4923, loss=0.5890, lr=3.89e-05]
Epoch 7/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.75it/s, iou=0.4901, loss=0.6016, lr=3.89e-05]
Epoch 7/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.75it/s, iou=0.4911, loss=0.5787, lr=3.89e-05]
Epoch 7/100: 100%|██████████| 17/17 [00:01<00:00, 14.70it/s, iou=0.4911, loss=0.5787, lr=3.89e-05]
                                                                                                  
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 7/100: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating: 100%|██████████| 3/3 [00:00<00:00, 28.55it/s]
                                                         
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 7/100: train_loss=0.5804, train_iou=0.4911, train_entropy=0.0000, val_loss=0.6166, val_iou=0.4629, val_dice=0.5870, head_lr=3.874667e-05, encoder_lr=2.131835e-04, val_iou=0.5757, es_monitor=val_iou, es_value=0.4629, es_wait=0/0, es_active=False

Epoch 8/100:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 8/100:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.5751, loss=0.5666, lr=3.87e-05]
Epoch 8/100:   6%|▌         | 1/17 [00:00<00:02,  5.89it/s, iou=0.5751, loss=0.5666, lr=3.87e-05]
Epoch 8/100:   6%|▌         | 1/17 [00:00<00:02,  5.89it/s, iou=0.5217, loss=0.6164, lr=3.87e-05]
Epoch 8/100:   6%|▌         | 1/17 [00:00<00:02,  5.89it/s, iou=0.5256, loss=0.5483, lr=3.87e-05]
Epoch 8/100:  18%|█▊        | 3/17 [00:00<00:01, 10.64it/s, iou=0.5256, loss=0.5483, lr=3.87e-05]
Epoch 8/100:  18%|█▊        | 3/17 [00:00<00:01, 10.64it/s, iou=0.5342, loss=0.5457, lr=3.87e-05]
Epoch 8/100:  18%|█▊        | 3/17 [00:00<00:01, 10.64it/s, iou=0.5391, loss=0.5332, lr=3.87e-05]
Epoch 8/100:  29%|██▉       | 5/17 [00:00<00:00, 12.61it/s, iou=0.5391, loss=0.5332, lr=3.87e-05]
Epoch 8/100:  29%|██▉       | 5/17 [00:00<00:00, 12.61it/s, iou=0.5325, loss=0.5926, lr=3.87e-05]
Epoch 8/100:  29%|██▉       | 5/17 [00:00<00:00, 12.61it/s, iou=0.5118, loss=0.6051, lr=3.87e-05]
Epoch 8/100:  41%|████      | 7/17 [00:00<00:00, 13.58it/s, iou=0.5118, loss=0.6051, lr=3.87e-05]
Epoch 8/100:  41%|████      | 7/17 [00:00<00:00, 13.58it/s, iou=0.5167, loss=0.5377, lr=3.87e-05]
Epoch 8/100:  41%|████      | 7/17 [00:00<00:00, 13.58it/s, iou=0.5176, loss=0.5510, lr=3.87e-05]
Epoch 8/100:  53%|█████▎    | 9/17 [00:00<00:00, 14.34it/s, iou=0.5176, loss=0.5510, lr=3.87e-05]
Epoch 8/100:  53%|█████▎    | 9/17 [00:00<00:00, 14.34it/s, iou=0.5159, loss=0.5691, lr=3.87e-05]
Epoch 8/100:  53%|█████▎    | 9/17 [00:00<00:00, 14.34it/s, iou=0.5221, loss=0.5435, lr=3.87e-05]
Epoch 8/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.57it/s, iou=0.5221, loss=0.5435, lr=3.87e-05]
Epoch 8/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.57it/s, iou=0.5175, loss=0.5759, lr=3.87e-05]
Epoch 8/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.57it/s, iou=0.5249, loss=0.5125, lr=3.87e-05]
Epoch 8/100:  76%|███████▋  | 13/17 [00:00<00:00, 14.92it/s, iou=0.5249, loss=0.5125, lr=3.87e-05]
Epoch 8/100:  76%|███████▋  | 13/17 [00:01<00:00, 14.92it/s, iou=0.5279, loss=0.5341, lr=3.87e-05]
Epoch 8/100:  76%|███████▋  | 13/17 [00:01<00:00, 14.92it/s, iou=0.5280, loss=0.5213, lr=3.87e-05]
Epoch 8/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.64it/s, iou=0.5280, loss=0.5213, lr=3.87e-05]
Epoch 8/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.64it/s, iou=0.5211, loss=0.6060, lr=3.87e-05]
Epoch 8/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.64it/s, iou=0.5192, loss=0.6391, lr=3.87e-05]
Epoch 8/100: 100%|██████████| 17/17 [00:01<00:00, 14.56it/s, iou=0.5192, loss=0.6391, lr=3.87e-05]
                                                                                                  
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 8/100: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating: 100%|██████████| 3/3 [00:00<00:00, 29.24it/s]
                                                         
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 8/100: train_loss=0.5646, train_iou=0.5192, train_entropy=0.0000, val_loss=0.5891, val_iou=0.5491, val_dice=0.6532, head_lr=3.860657e-05, encoder_lr=2.123960e-04, val_iou=0.5757, es_monitor=val_iou, es_value=0.5491, es_wait=0/0, es_active=False

Epoch 9/100:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 9/100:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.5602, loss=0.5633, lr=3.86e-05]
Epoch 9/100:   6%|▌         | 1/17 [00:00<00:02,  6.63it/s, iou=0.5602, loss=0.5633, lr=3.86e-05]
Epoch 9/100:   6%|▌         | 1/17 [00:00<00:02,  6.63it/s, iou=0.5550, loss=0.5665, lr=3.86e-05]
Epoch 9/100:   6%|▌         | 1/17 [00:00<00:02,  6.63it/s, iou=0.5540, loss=0.5275, lr=3.86e-05]
Epoch 9/100:  18%|█▊        | 3/17 [00:00<00:01, 11.18it/s, iou=0.5540, loss=0.5275, lr=3.86e-05]
Epoch 9/100:  18%|█▊        | 3/17 [00:00<00:01, 11.18it/s, iou=0.5371, loss=0.6117, lr=3.86e-05]
Epoch 9/100:  18%|█▊        | 3/17 [00:00<00:01, 11.18it/s, iou=0.5434, loss=0.5432, lr=3.86e-05]
Epoch 9/100:  29%|██▉       | 5/17 [00:00<00:00, 13.06it/s, iou=0.5434, loss=0.5432, lr=3.86e-05]
Epoch 9/100:  29%|██▉       | 5/17 [00:00<00:00, 13.06it/s, iou=0.5298, loss=0.5740, lr=3.86e-05]
Epoch 9/100:  29%|██▉       | 5/17 [00:00<00:00, 13.06it/s, iou=0.5427, loss=0.5350, lr=3.86e-05]
Epoch 9/100:  41%|████      | 7/17 [00:00<00:00, 14.15it/s, iou=0.5427, loss=0.5350, lr=3.86e-05]
Epoch 9/100:  41%|████      | 7/17 [00:00<00:00, 14.15it/s, iou=0.5426, loss=0.5518, lr=3.86e-05]
Epoch 9/100:  41%|████      | 7/17 [00:00<00:00, 14.15it/s, iou=0.5361, loss=0.5635, lr=3.86e-05]
Epoch 9/100:  53%|█████▎    | 9/17 [00:00<00:00, 14.71it/s, iou=0.5361, loss=0.5635, lr=3.86e-05]
Epoch 9/100:  53%|█████▎    | 9/17 [00:00<00:00, 14.71it/s, iou=0.5422, loss=0.5375, lr=3.86e-05]
Epoch 9/100:  53%|█████▎    | 9/17 [00:00<00:00, 14.71it/s, iou=0.5451, loss=0.5220, lr=3.86e-05]
Epoch 9/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.92it/s, iou=0.5451, loss=0.5220, lr=3.86e-05]
Epoch 9/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.92it/s, iou=0.5456, loss=0.5288, lr=3.86e-05]
Epoch 9/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.92it/s, iou=0.5456, loss=0.5978, lr=3.86e-05]
Epoch 9/100:  76%|███████▋  | 13/17 [00:00<00:00, 14.87it/s, iou=0.5456, loss=0.5978, lr=3.86e-05]
Epoch 9/100:  76%|███████▋  | 13/17 [00:01<00:00, 14.87it/s, iou=0.5489, loss=0.5058, lr=3.86e-05]
Epoch 9/100:  76%|███████▋  | 13/17 [00:01<00:00, 14.87it/s, iou=0.5478, loss=0.5526, lr=3.86e-05]
Epoch 9/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.83it/s, iou=0.5478, loss=0.5526, lr=3.86e-05]
Epoch 9/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.83it/s, iou=0.5494, loss=0.5136, lr=3.86e-05]
Epoch 9/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.83it/s, iou=0.5494, loss=0.5565, lr=3.86e-05]
Epoch 9/100: 100%|██████████| 17/17 [00:01<00:00, 14.92it/s, iou=0.5494, loss=0.5565, lr=3.86e-05]
                                                                                                  
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 9/100: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
                                                 
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 9/100: train_loss=0.5501, train_iou=0.5494, train_entropy=0.0000, val_loss=0.5763, val_iou=0.5467, val_dice=0.6681, head_lr=3.844822e-05, encoder_lr=2.115058e-04, val_iou=0.5757, es_monitor=val_iou, es_value=0.5467, es_wait=0/0, es_active=False

Epoch 10/100:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 10/100:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.6146, loss=0.5187, lr=3.84e-05]
Epoch 10/100:   6%|▌         | 1/17 [00:00<00:02,  5.79it/s, iou=0.6146, loss=0.5187, lr=3.84e-05]
Epoch 10/100:   6%|▌         | 1/17 [00:00<00:02,  5.79it/s, iou=0.5131, loss=0.5651, lr=3.84e-05]
Epoch 10/100:   6%|▌         | 1/17 [00:00<00:02,  5.79it/s, iou=0.5200, loss=0.5356, lr=3.84e-05]
Epoch 10/100:  18%|█▊        | 3/17 [00:00<00:01, 10.54it/s, iou=0.5200, loss=0.5356, lr=3.84e-05]
Epoch 10/100:  18%|█▊        | 3/17 [00:00<00:01, 10.54it/s, iou=0.5178, loss=0.5362, lr=3.84e-05]
Epoch 10/100:  18%|█▊        | 3/17 [00:00<00:01, 10.54it/s, iou=0.5379, loss=0.4964, lr=3.84e-05]
Epoch 10/100:  29%|██▉       | 5/17 [00:00<00:00, 12.48it/s, iou=0.5379, loss=0.4964, lr=3.84e-05]
Epoch 10/100:  29%|██▉       | 5/17 [00:00<00:00, 12.48it/s, iou=0.5435, loss=0.5338, lr=3.84e-05]
Epoch 10/100:  29%|██▉       | 5/17 [00:00<00:00, 12.48it/s, iou=0.5419, loss=0.5423, lr=3.84e-05]
Epoch 10/100:  41%|████      | 7/17 [00:00<00:00, 13.44it/s, iou=0.5419, loss=0.5423, lr=3.84e-05]
Epoch 10/100:  41%|████      | 7/17 [00:00<00:00, 13.44it/s, iou=0.5375, loss=0.5582, lr=3.84e-05]
Epoch 10/100:  41%|████      | 7/17 [00:00<00:00, 13.44it/s, iou=0.5290, loss=0.5812, lr=3.84e-05]
Epoch 10/100:  53%|█████▎    | 9/17 [00:00<00:00, 14.25it/s, iou=0.5290, loss=0.5812, lr=3.84e-05]
Epoch 10/100:  53%|█████▎    | 9/17 [00:00<00:00, 14.25it/s, iou=0.5327, loss=0.5574, lr=3.84e-05]
Epoch 10/100:  53%|█████▎    | 9/17 [00:00<00:00, 14.25it/s, iou=0.5439, loss=0.4995, lr=3.84e-05]
Epoch 10/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.61it/s, iou=0.5439, loss=0.4995, lr=3.84e-05]
Epoch 10/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.61it/s, iou=0.5466, loss=0.5188, lr=3.84e-05]
Epoch 10/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.61it/s, iou=0.5568, loss=0.4941, lr=3.84e-05]
Epoch 10/100:  76%|███████▋  | 13/17 [00:00<00:00, 14.49it/s, iou=0.5568, loss=0.4941, lr=3.84e-05]
Epoch 10/100:  76%|███████▋  | 13/17 [00:01<00:00, 14.49it/s, iou=0.5488, loss=0.6049, lr=3.84e-05]
Epoch 10/100:  76%|███████▋  | 13/17 [00:01<00:00, 14.49it/s, iou=0.5490, loss=0.5429, lr=3.84e-05]
Epoch 10/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.66it/s, iou=0.5490, loss=0.5429, lr=3.84e-05]
Epoch 10/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.66it/s, iou=0.5468, loss=0.5499, lr=3.84e-05]
Epoch 10/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.66it/s, iou=0.5463, loss=0.5793, lr=3.84e-05]
Epoch 10/100: 100%|██████████| 17/17 [00:01<00:00, 14.63it/s, iou=0.5463, loss=0.5793, lr=3.84e-05]
                                                                                                   
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 10/100: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating:  67%|██████▋   | 2/3 [00:00<00:00, 18.39it/s]
                                                         
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 10/100: train_loss=0.5420, train_iou=0.5463, train_entropy=0.0000, val_loss=0.5719, val_iou=0.5480, val_dice=0.6658, head_lr=3.827175e-05, encoder_lr=2.105139e-04, val_iou=0.5757, es_monitor=val_iou, es_value=0.5480, es_wait=0/0, es_active=False

Epoch 11/100:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 11/100:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.6560, loss=0.4902, lr=3.83e-05]
Epoch 11/100:   6%|▌         | 1/17 [00:00<00:02,  7.26it/s, iou=0.6560, loss=0.4902, lr=3.83e-05]
Epoch 11/100:   6%|▌         | 1/17 [00:00<00:02,  7.26it/s, iou=0.5829, loss=0.5290, lr=3.83e-05]
Epoch 11/100:   6%|▌         | 1/17 [00:00<00:02,  7.26it/s, iou=0.5679, loss=0.5098, lr=3.83e-05]
Epoch 11/100:  18%|█▊        | 3/17 [00:00<00:01, 10.95it/s, iou=0.5679, loss=0.5098, lr=3.83e-05]
Epoch 11/100:  18%|█▊        | 3/17 [00:00<00:01, 10.95it/s, iou=0.5534, loss=0.5601, lr=3.83e-05]
Epoch 11/100:  18%|█▊        | 3/17 [00:00<00:01, 10.95it/s, iou=0.5550, loss=0.5215, lr=3.83e-05]
Epoch 11/100:  29%|██▉       | 5/17 [00:00<00:00, 12.47it/s, iou=0.5550, loss=0.5215, lr=3.83e-05]
Epoch 11/100:  29%|██▉       | 5/17 [00:00<00:00, 12.47it/s, iou=0.5447, loss=0.5562, lr=3.83e-05]
Epoch 11/100:  29%|██▉       | 5/17 [00:00<00:00, 12.47it/s, iou=0.5358, loss=0.5480, lr=3.83e-05]
Epoch 11/100:  41%|████      | 7/17 [00:00<00:00, 13.17it/s, iou=0.5358, loss=0.5480, lr=3.83e-05]
Epoch 11/100:  41%|████      | 7/17 [00:00<00:00, 13.17it/s, iou=0.5308, loss=0.5545, lr=3.83e-05]
Epoch 11/100:  41%|████      | 7/17 [00:00<00:00, 13.17it/s, iou=0.5357, loss=0.5170, lr=3.83e-05]
Epoch 11/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.59it/s, iou=0.5357, loss=0.5170, lr=3.83e-05]
Epoch 11/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.59it/s, iou=0.5354, loss=0.5583, lr=3.83e-05]
Epoch 11/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.59it/s, iou=0.5430, loss=0.5286, lr=3.83e-05]
Epoch 11/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.35it/s, iou=0.5430, loss=0.5286, lr=3.83e-05]
Epoch 11/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.35it/s, iou=0.5453, loss=0.5412, lr=3.83e-05]
Epoch 11/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.35it/s, iou=0.5442, loss=0.5429, lr=3.83e-05]
Epoch 11/100:  76%|███████▋  | 13/17 [00:00<00:00, 14.80it/s, iou=0.5442, loss=0.5429, lr=3.83e-05]
Epoch 11/100:  76%|███████▋  | 13/17 [00:01<00:00, 14.80it/s, iou=0.5448, loss=0.5140, lr=3.83e-05]
Epoch 11/100:  76%|███████▋  | 13/17 [00:01<00:00, 14.80it/s, iou=0.5472, loss=0.5376, lr=3.83e-05]
Epoch 11/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.59it/s, iou=0.5472, loss=0.5376, lr=3.83e-05]
Epoch 11/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.59it/s, iou=0.5490, loss=0.5095, lr=3.83e-05]
Epoch 11/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.59it/s, iou=0.5476, loss=0.7161, lr=3.83e-05]
Epoch 11/100: 100%|██████████| 17/17 [00:01<00:00, 14.58it/s, iou=0.5476, loss=0.7161, lr=3.83e-05]
                                                                                                   
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 11/100: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating: 100%|██████████| 3/3 [00:00<00:00, 27.09it/s]
                                                         
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 11/100: train_loss=0.5432, train_iou=0.5476, train_entropy=0.0000, val_loss=0.5507, val_iou=0.5690, val_dice=0.6816, head_lr=3.807736e-05, encoder_lr=2.094212e-04, val_iou=0.5757, es_monitor=val_iou, es_value=0.5690, es_wait=0/0, es_active=False

Epoch 12/100:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 12/100:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.4399, loss=0.5796, lr=3.81e-05]
Epoch 12/100:   6%|▌         | 1/17 [00:00<00:02,  6.19it/s, iou=0.4399, loss=0.5796, lr=3.81e-05]
Epoch 12/100:   6%|▌         | 1/17 [00:00<00:02,  6.19it/s, iou=0.5148, loss=0.5129, lr=3.81e-05]
Epoch 12/100:   6%|▌         | 1/17 [00:00<00:02,  6.19it/s, iou=0.5062, loss=0.5306, lr=3.81e-05]
Epoch 12/100:  18%|█▊        | 3/17 [00:00<00:01, 10.90it/s, iou=0.5062, loss=0.5306, lr=3.81e-05]
Epoch 12/100:  18%|█▊        | 3/17 [00:00<00:01, 10.90it/s, iou=0.4992, loss=0.5598, lr=3.81e-05]
Epoch 12/100:  18%|█▊        | 3/17 [00:00<00:01, 10.90it/s, iou=0.5105, loss=0.5398, lr=3.81e-05]
Epoch 12/100:  29%|██▉       | 5/17 [00:00<00:00, 12.77it/s, iou=0.5105, loss=0.5398, lr=3.81e-05]
Epoch 12/100:  29%|██▉       | 5/17 [00:00<00:00, 12.77it/s, iou=0.5149, loss=0.5407, lr=3.81e-05]
Epoch 12/100:  29%|██▉       | 5/17 [00:00<00:00, 12.77it/s, iou=0.5341, loss=0.4936, lr=3.81e-05]
Epoch 12/100:  41%|████      | 7/17 [00:00<00:00, 13.86it/s, iou=0.5341, loss=0.4936, lr=3.81e-05]
Epoch 12/100:  41%|████      | 7/17 [00:00<00:00, 13.86it/s, iou=0.5485, loss=0.4975, lr=3.81e-05]
Epoch 12/100:  41%|████      | 7/17 [00:00<00:00, 13.86it/s, iou=0.5570, loss=0.5043, lr=3.81e-05]
Epoch 12/100:  53%|█████▎    | 9/17 [00:00<00:00, 14.60it/s, iou=0.5570, loss=0.5043, lr=3.81e-05]
Epoch 12/100:  53%|█████▎    | 9/17 [00:00<00:00, 14.60it/s, iou=0.5665, loss=0.4870, lr=3.81e-05]
Epoch 12/100:  53%|█████▎    | 9/17 [00:00<00:00, 14.60it/s, iou=0.5679, loss=0.5225, lr=3.81e-05]
Epoch 12/100:  65%|██████▍   | 11/17 [00:00<00:00, 15.25it/s, iou=0.5679, loss=0.5225, lr=3.81e-05]
Epoch 12/100:  65%|██████▍   | 11/17 [00:00<00:00, 15.25it/s, iou=0.5664, loss=0.5858, lr=3.81e-05]
Epoch 12/100:  65%|██████▍   | 11/17 [00:00<00:00, 15.25it/s, iou=0.5606, loss=0.5773, lr=3.81e-05]
Epoch 12/100:  76%|███████▋  | 13/17 [00:00<00:00, 15.84it/s, iou=0.5606, loss=0.5773, lr=3.81e-05]
Epoch 12/100:  76%|███████▋  | 13/17 [00:00<00:00, 15.84it/s, iou=0.5628, loss=0.5229, lr=3.81e-05]
Epoch 12/100:  76%|███████▋  | 13/17 [00:01<00:00, 15.84it/s, iou=0.5653, loss=0.5144, lr=3.81e-05]
Epoch 12/100:  88%|████████▊ | 15/17 [00:01<00:00, 16.10it/s, iou=0.5653, loss=0.5144, lr=3.81e-05]
Epoch 12/100:  88%|████████▊ | 15/17 [00:01<00:00, 16.10it/s, iou=0.5688, loss=0.5131, lr=3.81e-05]
Epoch 12/100:  88%|████████▊ | 15/17 [00:01<00:00, 16.10it/s, iou=0.5684, loss=0.4557, lr=3.81e-05]
Epoch 12/100: 100%|██████████| 17/17 [00:01<00:00, 15.66it/s, iou=0.5684, loss=0.4557, lr=3.81e-05]
                                                                                                   
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 12/100: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
                                                 
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 12/100: train_loss=0.5257, train_iou=0.5684, train_entropy=0.0000, val_loss=0.5566, val_iou=0.5559, val_dice=0.6762, head_lr=3.786523e-05, encoder_lr=2.082287e-04, val_iou=0.5757, es_monitor=val_iou, es_value=0.5559, es_wait=0/0, es_active=False

Epoch 13/100:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 13/100:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.6191, loss=0.4925, lr=3.79e-05]
Epoch 13/100:   6%|▌         | 1/17 [00:00<00:02,  7.28it/s, iou=0.6191, loss=0.4925, lr=3.79e-05]
Epoch 13/100:   6%|▌         | 1/17 [00:00<00:02,  7.28it/s, iou=0.5639, loss=0.5317, lr=3.79e-05]
Epoch 13/100:   6%|▌         | 1/17 [00:00<00:02,  7.28it/s, iou=0.5453, loss=0.5131, lr=3.79e-05]
Epoch 13/100:  18%|█▊        | 3/17 [00:00<00:01, 11.74it/s, iou=0.5453, loss=0.5131, lr=3.79e-05]
Epoch 13/100:  18%|█▊        | 3/17 [00:00<00:01, 11.74it/s, iou=0.5447, loss=0.5049, lr=3.79e-05]
Epoch 13/100:  18%|█▊        | 3/17 [00:00<00:01, 11.74it/s, iou=0.5194, loss=0.5469, lr=3.79e-05]
Epoch 13/100:  29%|██▉       | 5/17 [00:00<00:00, 13.66it/s, iou=0.5194, loss=0.5469, lr=3.79e-05]
Epoch 13/100:  29%|██▉       | 5/17 [00:00<00:00, 13.66it/s, iou=0.5266, loss=0.4872, lr=3.79e-05]
Epoch 13/100:  29%|██▉       | 5/17 [00:00<00:00, 13.66it/s, iou=0.5207, loss=0.5433, lr=3.79e-05]
Epoch 13/100:  41%|████      | 7/17 [00:00<00:00, 14.46it/s, iou=0.5207, loss=0.5433, lr=3.79e-05]
Epoch 13/100:  41%|████      | 7/17 [00:00<00:00, 14.46it/s, iou=0.5238, loss=0.5232, lr=3.79e-05]
Epoch 13/100:  41%|████      | 7/17 [00:00<00:00, 14.46it/s, iou=0.5275, loss=0.5110, lr=3.79e-05]
Epoch 13/100:  53%|█████▎    | 9/17 [00:00<00:00, 14.87it/s, iou=0.5275, loss=0.5110, lr=3.79e-05]
Epoch 13/100:  53%|█████▎    | 9/17 [00:00<00:00, 14.87it/s, iou=0.5371, loss=0.4927, lr=3.79e-05]
Epoch 13/100:  53%|█████▎    | 9/17 [00:00<00:00, 14.87it/s, iou=0.5319, loss=0.5474, lr=3.79e-05]
Epoch 13/100:  65%|██████▍   | 11/17 [00:00<00:00, 15.11it/s, iou=0.5319, loss=0.5474, lr=3.79e-05]
Epoch 13/100:  65%|██████▍   | 11/17 [00:00<00:00, 15.11it/s, iou=0.5361, loss=0.5217, lr=3.79e-05]
Epoch 13/100:  65%|██████▍   | 11/17 [00:00<00:00, 15.11it/s, iou=0.5398, loss=0.4820, lr=3.79e-05]
Epoch 13/100:  76%|███████▋  | 13/17 [00:00<00:00, 15.08it/s, iou=0.5398, loss=0.4820, lr=3.79e-05]
Epoch 13/100:  76%|███████▋  | 13/17 [00:00<00:00, 15.08it/s, iou=0.5469, loss=0.5033, lr=3.79e-05]
Epoch 13/100:  76%|███████▋  | 13/17 [00:01<00:00, 15.08it/s, iou=0.5503, loss=0.5503, lr=3.79e-05]
Epoch 13/100:  88%|████████▊ | 15/17 [00:01<00:00, 15.22it/s, iou=0.5503, loss=0.5503, lr=3.79e-05]
Epoch 13/100:  88%|████████▊ | 15/17 [00:01<00:00, 15.22it/s, iou=0.5528, loss=0.5193, lr=3.79e-05]
Epoch 13/100:  88%|████████▊ | 15/17 [00:01<00:00, 15.22it/s, iou=0.5519, loss=0.5623, lr=3.79e-05]
Epoch 13/100: 100%|██████████| 17/17 [00:01<00:00, 14.84it/s, iou=0.5519, loss=0.5623, lr=3.79e-05]
                                                                                                   
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 13/100: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating: 100%|██████████| 3/3 [00:00<00:00, 26.15it/s]
                                                         
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 13/100: train_loss=0.5196, train_iou=0.5519, train_entropy=0.0000, val_loss=0.5686, val_iou=0.5609, val_dice=0.6759, head_lr=3.763558e-05, encoder_lr=2.069378e-04, val_iou=0.5757, es_monitor=val_iou, es_value=0.5609, es_wait=0/0, es_active=False

Epoch 14/100:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 14/100:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.6882, loss=0.4678, lr=3.76e-05]
Epoch 14/100:   6%|▌         | 1/17 [00:00<00:02,  6.67it/s, iou=0.6882, loss=0.4678, lr=3.76e-05]
Epoch 14/100:   6%|▌         | 1/17 [00:00<00:02,  6.67it/s, iou=0.6484, loss=0.5213, lr=3.76e-05]
Epoch 14/100:   6%|▌         | 1/17 [00:00<00:02,  6.67it/s, iou=0.6246, loss=0.5323, lr=3.76e-05]
Epoch 14/100:  18%|█▊        | 3/17 [00:00<00:01, 11.43it/s, iou=0.6246, loss=0.5323, lr=3.76e-05]
Epoch 14/100:  18%|█▊        | 3/17 [00:00<00:01, 11.43it/s, iou=0.6088, loss=0.5217, lr=3.76e-05]
Epoch 14/100:  18%|█▊        | 3/17 [00:00<00:01, 11.43it/s, iou=0.5948, loss=0.5128, lr=3.76e-05]
Epoch 14/100:  29%|██▉       | 5/17 [00:00<00:00, 13.27it/s, iou=0.5948, loss=0.5128, lr=3.76e-05]
Epoch 14/100:  29%|██▉       | 5/17 [00:00<00:00, 13.27it/s, iou=0.5865, loss=0.5054, lr=3.76e-05]
Epoch 14/100:  29%|██▉       | 5/17 [00:00<00:00, 13.27it/s, iou=0.5881, loss=0.4894, lr=3.76e-05]
Epoch 14/100:  41%|████      | 7/17 [00:00<00:00, 14.34it/s, iou=0.5881, loss=0.4894, lr=3.76e-05]
Epoch 14/100:  41%|████      | 7/17 [00:00<00:00, 14.34it/s, iou=0.5801, loss=0.5229, lr=3.76e-05]
Epoch 14/100:  41%|████      | 7/17 [00:00<00:00, 14.34it/s, iou=0.5877, loss=0.4992, lr=3.76e-05]
Epoch 14/100:  53%|█████▎    | 9/17 [00:00<00:00, 14.28it/s, iou=0.5877, loss=0.4992, lr=3.76e-05]
Epoch 14/100:  53%|█████▎    | 9/17 [00:00<00:00, 14.28it/s, iou=0.5885, loss=0.5033, lr=3.76e-05]
Epoch 14/100:  53%|█████▎    | 9/17 [00:00<00:00, 14.28it/s, iou=0.5996, loss=0.4566, lr=3.76e-05]
Epoch 14/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.55it/s, iou=0.5996, loss=0.4566, lr=3.76e-05]
Epoch 14/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.55it/s, iou=0.6001, loss=0.4925, lr=3.76e-05]
Epoch 14/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.55it/s, iou=0.5988, loss=0.5194, lr=3.76e-05]
Epoch 14/100:  76%|███████▋  | 13/17 [00:00<00:00, 14.11it/s, iou=0.5988, loss=0.5194, lr=3.76e-05]
Epoch 14/100:  76%|███████▋  | 13/17 [00:01<00:00, 14.11it/s, iou=0.5955, loss=0.5226, lr=3.76e-05]
Epoch 14/100:  76%|███████▋  | 13/17 [00:01<00:00, 14.11it/s, iou=0.5976, loss=0.4956, lr=3.76e-05]
Epoch 14/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.09it/s, iou=0.5976, loss=0.4956, lr=3.76e-05]
Epoch 14/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.09it/s, iou=0.5962, loss=0.4978, lr=3.76e-05]
Epoch 14/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.09it/s, iou=0.5975, loss=0.4636, lr=3.76e-05]
Epoch 14/100: 100%|██████████| 17/17 [00:01<00:00, 13.31it/s, iou=0.5975, loss=0.4636, lr=3.76e-05]
                                                                                                   
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 14/100: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
                                                 
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 14/100: train_loss=0.5014, train_iou=0.5975, train_entropy=0.0000, val_loss=0.5374, val_iou=0.5790, val_dice=0.7017, head_lr=3.738862e-05, encoder_lr=2.055495e-04, val_iou=0.5790, es_monitor=val_iou, es_value=0.5790, es_wait=0/0, es_active=False

Epoch 15/100:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 15/100:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.5123, loss=0.5163, lr=3.74e-05]
Epoch 15/100:   6%|▌         | 1/17 [00:00<00:02,  5.72it/s, iou=0.5123, loss=0.5163, lr=3.74e-05]
Epoch 15/100:   6%|▌         | 1/17 [00:00<00:02,  5.72it/s, iou=0.5383, loss=0.5280, lr=3.74e-05]
Epoch 15/100:   6%|▌         | 1/17 [00:00<00:02,  5.72it/s, iou=0.5561, loss=0.5295, lr=3.74e-05]
Epoch 15/100:  18%|█▊        | 3/17 [00:00<00:01, 10.30it/s, iou=0.5561, loss=0.5295, lr=3.74e-05]
Epoch 15/100:  18%|█▊        | 3/17 [00:00<00:01, 10.30it/s, iou=0.5836, loss=0.4488, lr=3.74e-05]
Epoch 15/100:  18%|█▊        | 3/17 [00:00<00:01, 10.30it/s, iou=0.5911, loss=0.5090, lr=3.74e-05]
Epoch 15/100:  29%|██▉       | 5/17 [00:00<00:00, 12.47it/s, iou=0.5911, loss=0.5090, lr=3.74e-05]
Epoch 15/100:  29%|██▉       | 5/17 [00:02<00:00, 12.47it/s, iou=0.6082, loss=0.4474, lr=3.74e-05]
Epoch 15/100:  29%|██▉       | 5/17 [00:02<00:00, 12.47it/s, iou=0.6030, loss=0.5153, lr=3.74e-05]
Epoch 15/100:  41%|████      | 7/17 [00:02<00:04,  2.16it/s, iou=0.6030, loss=0.5153, lr=3.74e-05]
Epoch 15/100:  41%|████      | 7/17 [00:02<00:04,  2.16it/s, iou=0.5944, loss=0.5201, lr=3.74e-05]
Epoch 15/100:  41%|████      | 7/17 [00:02<00:04,  2.16it/s, iou=0.5943, loss=0.5078, lr=3.74e-05]
Epoch 15/100:  53%|█████▎    | 9/17 [00:02<00:02,  3.20it/s, iou=0.5943, loss=0.5078, lr=3.74e-05]
Epoch 15/100:  53%|█████▎    | 9/17 [00:02<00:02,  3.20it/s, iou=0.5981, loss=0.4822, lr=3.74e-05]
Epoch 15/100:  53%|█████▎    | 9/17 [00:02<00:02,  3.20it/s, iou=0.6003, loss=0.4738, lr=3.74e-05]
Epoch 15/100:  65%|██████▍   | 11/17 [00:02<00:01,  4.45it/s, iou=0.6003, loss=0.4738, lr=3.74e-05]
Epoch 15/100:  65%|██████▍   | 11/17 [00:02<00:01,  4.45it/s, iou=0.5975, loss=0.4933, lr=3.74e-05]
Epoch 15/100:  65%|██████▍   | 11/17 [00:02<00:01,  4.45it/s, iou=0.5955, loss=0.4778, lr=3.74e-05]
Epoch 15/100:  76%|███████▋  | 13/17 [00:02<00:00,  5.88it/s, iou=0.5955, loss=0.4778, lr=3.74e-05]
Epoch 15/100:  76%|███████▋  | 13/17 [00:02<00:00,  5.88it/s, iou=0.5916, loss=0.4964, lr=3.74e-05]
Epoch 15/100:  76%|███████▋  | 13/17 [00:02<00:00,  5.88it/s, iou=0.5926, loss=0.4917, lr=3.74e-05]
Epoch 15/100:  88%|████████▊ | 15/17 [00:02<00:00,  7.42it/s, iou=0.5926, loss=0.4917, lr=3.74e-05]
Epoch 15/100:  88%|████████▊ | 15/17 [00:02<00:00,  7.42it/s, iou=0.5933, loss=0.4794, lr=3.74e-05]
Epoch 15/100:  88%|████████▊ | 15/17 [00:03<00:00,  7.42it/s, iou=0.5934, loss=0.4634, lr=3.74e-05]
Epoch 15/100: 100%|██████████| 17/17 [00:03<00:00,  8.88it/s, iou=0.5934, loss=0.4634, lr=3.74e-05]
                                                                                                   
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 15/100: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating: 100%|██████████| 3/3 [00:00<00:00, 28.17it/s]
                                                         
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 15/100: train_loss=0.4929, train_iou=0.5934, train_entropy=0.0000, val_loss=0.5459, val_iou=0.5600, val_dice=0.6796, head_lr=3.712460e-05, encoder_lr=2.040654e-04, val_iou=0.5790, es_monitor=val_iou, es_value=0.5600, es_wait=0/0, es_active=False

Epoch 16/100:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 16/100:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.5984, loss=0.4953, lr=3.71e-05]
Epoch 16/100:   6%|▌         | 1/17 [00:00<00:02,  7.09it/s, iou=0.5984, loss=0.4953, lr=3.71e-05]
Epoch 16/100:   6%|▌         | 1/17 [00:00<00:02,  7.09it/s, iou=0.6272, loss=0.4520, lr=3.71e-05]
Epoch 16/100:   6%|▌         | 1/17 [00:00<00:02,  7.09it/s, iou=0.6304, loss=0.4614, lr=3.71e-05]
Epoch 16/100:  18%|█▊        | 3/17 [00:00<00:01, 11.27it/s, iou=0.6304, loss=0.4614, lr=3.71e-05]
Epoch 16/100:  18%|█▊        | 3/17 [00:00<00:01, 11.27it/s, iou=0.6153, loss=0.4991, lr=3.71e-05]
Epoch 16/100:  18%|█▊        | 3/17 [00:00<00:01, 11.27it/s, iou=0.6210, loss=0.4668, lr=3.71e-05]
Epoch 16/100:  29%|██▉       | 5/17 [00:00<00:00, 12.93it/s, iou=0.6210, loss=0.4668, lr=3.71e-05]
Epoch 16/100:  29%|██▉       | 5/17 [00:00<00:00, 12.93it/s, iou=0.6083, loss=0.5067, lr=3.71e-05]
Epoch 16/100:  29%|██▉       | 5/17 [00:00<00:00, 12.93it/s, iou=0.6051, loss=0.5036, lr=3.71e-05]
Epoch 16/100:  41%|████      | 7/17 [00:00<00:00, 13.97it/s, iou=0.6051, loss=0.5036, lr=3.71e-05]
Epoch 16/100:  41%|████      | 7/17 [00:00<00:00, 13.97it/s, iou=0.6175, loss=0.4562, lr=3.71e-05]
Epoch 16/100:  41%|████      | 7/17 [00:00<00:00, 13.97it/s, iou=0.6187, loss=0.4844, lr=3.71e-05]
Epoch 16/100:  53%|█████▎    | 9/17 [00:00<00:00, 14.66it/s, iou=0.6187, loss=0.4844, lr=3.71e-05]
Epoch 16/100:  53%|█████▎    | 9/17 [00:00<00:00, 14.66it/s, iou=0.6072, loss=0.5459, lr=3.71e-05]
Epoch 16/100:  53%|█████▎    | 9/17 [00:00<00:00, 14.66it/s, iou=0.6046, loss=0.5331, lr=3.71e-05]
Epoch 16/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.85it/s, iou=0.6046, loss=0.5331, lr=3.71e-05]
Epoch 16/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.85it/s, iou=0.6142, loss=0.4447, lr=3.71e-05]
Epoch 16/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.85it/s, iou=0.6154, loss=0.4715, lr=3.71e-05]
Epoch 16/100:  76%|███████▋  | 13/17 [00:00<00:00, 14.47it/s, iou=0.6154, loss=0.4715, lr=3.71e-05]
Epoch 16/100:  76%|███████▋  | 13/17 [00:01<00:00, 14.47it/s, iou=0.6122, loss=0.5165, lr=3.71e-05]
Epoch 16/100:  76%|███████▋  | 13/17 [00:01<00:00, 14.47it/s, iou=0.6064, loss=0.5273, lr=3.71e-05]
Epoch 16/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.44it/s, iou=0.6064, loss=0.5273, lr=3.71e-05]
Epoch 16/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.44it/s, iou=0.6051, loss=0.4834, lr=3.71e-05]
Epoch 16/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.44it/s, iou=0.6039, loss=0.5044, lr=3.71e-05]
Epoch 16/100: 100%|██████████| 17/17 [00:01<00:00, 14.37it/s, iou=0.6039, loss=0.5044, lr=3.71e-05]
                                                                                                   
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 16/100: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating: 100%|██████████| 3/3 [00:00<00:00, 29.38it/s]
                                                         
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 16/100: train_loss=0.4913, train_iou=0.6039, train_entropy=0.0000, val_loss=0.5438, val_iou=0.5595, val_dice=0.6795, head_lr=3.684378e-05, encoder_lr=2.024869e-04, val_iou=0.5790, es_monitor=val_iou, es_value=0.5595, es_wait=0/0, es_active=False

Epoch 17/100:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 17/100:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.6481, loss=0.4507, lr=3.68e-05]
Epoch 17/100:   6%|▌         | 1/17 [00:00<00:02,  5.82it/s, iou=0.6481, loss=0.4507, lr=3.68e-05]
Epoch 17/100:   6%|▌         | 1/17 [00:00<00:02,  5.82it/s, iou=0.6405, loss=0.4829, lr=3.68e-05]
Epoch 17/100:   6%|▌         | 1/17 [00:00<00:02,  5.82it/s, iou=0.6035, loss=0.5122, lr=3.68e-05]
Epoch 17/100:  18%|█▊        | 3/17 [00:00<00:01,  9.70it/s, iou=0.6035, loss=0.5122, lr=3.68e-05]
Epoch 17/100:  18%|█▊        | 3/17 [00:00<00:01,  9.70it/s, iou=0.6030, loss=0.5183, lr=3.68e-05]
Epoch 17/100:  18%|█▊        | 3/17 [00:00<00:01,  9.70it/s, iou=0.6129, loss=0.4696, lr=3.68e-05]
Epoch 17/100:  29%|██▉       | 5/17 [00:00<00:01, 11.40it/s, iou=0.6129, loss=0.4696, lr=3.68e-05]
Epoch 17/100:  29%|██▉       | 5/17 [00:00<00:01, 11.40it/s, iou=0.6128, loss=0.4866, lr=3.68e-05]
Epoch 17/100:  29%|██▉       | 5/17 [00:00<00:01, 11.40it/s, iou=0.6248, loss=0.4720, lr=3.68e-05]
Epoch 17/100:  41%|████      | 7/17 [00:00<00:00, 12.32it/s, iou=0.6248, loss=0.4720, lr=3.68e-05]
Epoch 17/100:  41%|████      | 7/17 [00:00<00:00, 12.32it/s, iou=0.6288, loss=0.4671, lr=3.68e-05]
Epoch 17/100:  41%|████      | 7/17 [00:00<00:00, 12.32it/s, iou=0.6245, loss=0.4928, lr=3.68e-05]
Epoch 17/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.12it/s, iou=0.6245, loss=0.4928, lr=3.68e-05]
Epoch 17/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.12it/s, iou=0.6321, loss=0.4615, lr=3.68e-05]
Epoch 17/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.12it/s, iou=0.6285, loss=0.4719, lr=3.68e-05]
Epoch 17/100:  65%|██████▍   | 11/17 [00:00<00:00, 13.33it/s, iou=0.6285, loss=0.4719, lr=3.68e-05]
Epoch 17/100:  65%|██████▍   | 11/17 [00:00<00:00, 13.33it/s, iou=0.6292, loss=0.4650, lr=3.68e-05]
Epoch 17/100:  65%|██████▍   | 11/17 [00:01<00:00, 13.33it/s, iou=0.6281, loss=0.4699, lr=3.68e-05]
Epoch 17/100:  76%|███████▋  | 13/17 [00:01<00:00, 13.18it/s, iou=0.6281, loss=0.4699, lr=3.68e-05]
Epoch 17/100:  76%|███████▋  | 13/17 [00:01<00:00, 13.18it/s, iou=0.6254, loss=0.4967, lr=3.68e-05]
Epoch 17/100:  76%|███████▋  | 13/17 [00:01<00:00, 13.18it/s, iou=0.6221, loss=0.4969, lr=3.68e-05]
Epoch 17/100:  88%|████████▊ | 15/17 [00:01<00:00, 13.02it/s, iou=0.6221, loss=0.4969, lr=3.68e-05]
Epoch 17/100:  88%|████████▊ | 15/17 [00:01<00:00, 13.02it/s, iou=0.6175, loss=0.4978, lr=3.68e-05]
Epoch 17/100:  88%|████████▊ | 15/17 [00:01<00:00, 13.02it/s, iou=0.6173, loss=0.4422, lr=3.68e-05]
Epoch 17/100: 100%|██████████| 17/17 [00:01<00:00, 13.39it/s, iou=0.6173, loss=0.4422, lr=3.68e-05]
                                                                                                   
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 17/100: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating: 100%|██████████| 3/3 [00:00<00:00, 28.99it/s]
                                                         
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 17/100: train_loss=0.4796, train_iou=0.6173, train_entropy=0.0000, val_loss=0.5098, val_iou=0.6289, val_dice=0.7345, head_lr=3.654644e-05, encoder_lr=2.008155e-04, val_iou=0.6289, es_monitor=val_iou, es_value=0.6289, es_wait=0/0, es_active=False

Epoch 18/100:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 18/100:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.6000, loss=0.4937, lr=3.65e-05]
Epoch 18/100:   6%|▌         | 1/17 [00:00<00:02,  6.27it/s, iou=0.6000, loss=0.4937, lr=3.65e-05]
Epoch 18/100:   6%|▌         | 1/17 [00:00<00:02,  6.27it/s, iou=0.6013, loss=0.4479, lr=3.65e-05]
Epoch 18/100:   6%|▌         | 1/17 [00:00<00:02,  6.27it/s, iou=0.5941, loss=0.4825, lr=3.65e-05]
Epoch 18/100:  18%|█▊        | 3/17 [00:00<00:01, 10.92it/s, iou=0.5941, loss=0.4825, lr=3.65e-05]
Epoch 18/100:  18%|█▊        | 3/17 [00:00<00:01, 10.92it/s, iou=0.6067, loss=0.4562, lr=3.65e-05]
Epoch 18/100:  18%|█▊        | 3/17 [00:00<00:01, 10.92it/s, iou=0.6063, loss=0.4624, lr=3.65e-05]
Epoch 18/100:  29%|██▉       | 5/17 [00:00<00:00, 12.55it/s, iou=0.6063, loss=0.4624, lr=3.65e-05]
Epoch 18/100:  29%|██▉       | 5/17 [00:00<00:00, 12.55it/s, iou=0.5774, loss=0.5648, lr=3.65e-05]
Epoch 18/100:  29%|██▉       | 5/17 [00:00<00:00, 12.55it/s, iou=0.5832, loss=0.4897, lr=3.65e-05]
Epoch 18/100:  41%|████      | 7/17 [00:00<00:00, 13.43it/s, iou=0.5832, loss=0.4897, lr=3.65e-05]
Epoch 18/100:  41%|████      | 7/17 [00:00<00:00, 13.43it/s, iou=0.5861, loss=0.4513, lr=3.65e-05]
Epoch 18/100:  41%|████      | 7/17 [00:00<00:00, 13.43it/s, iou=0.5877, loss=0.4913, lr=3.65e-05]
Epoch 18/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.97it/s, iou=0.5877, loss=0.4913, lr=3.65e-05]
Epoch 18/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.97it/s, iou=0.5962, loss=0.4445, lr=3.65e-05]
Epoch 18/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.97it/s, iou=0.6015, loss=0.4552, lr=3.65e-05]
Epoch 18/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.39it/s, iou=0.6015, loss=0.4552, lr=3.65e-05]
Epoch 18/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.39it/s, iou=0.5954, loss=0.5187, lr=3.65e-05]
Epoch 18/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.39it/s, iou=0.5930, loss=0.5007, lr=3.65e-05]
Epoch 18/100:  76%|███████▋  | 13/17 [00:00<00:00, 14.90it/s, iou=0.5930, loss=0.5007, lr=3.65e-05]
Epoch 18/100:  76%|███████▋  | 13/17 [00:01<00:00, 14.90it/s, iou=0.5901, loss=0.5171, lr=3.65e-05]
Epoch 18/100:  76%|███████▋  | 13/17 [00:01<00:00, 14.90it/s, iou=0.5890, loss=0.5018, lr=3.65e-05]
Epoch 18/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.99it/s, iou=0.5890, loss=0.5018, lr=3.65e-05]
Epoch 18/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.99it/s, iou=0.5940, loss=0.4614, lr=3.65e-05]
Epoch 18/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.99it/s, iou=0.5941, loss=0.5024, lr=3.65e-05]
Epoch 18/100: 100%|██████████| 17/17 [00:01<00:00, 14.56it/s, iou=0.5941, loss=0.5024, lr=3.65e-05]
                                                                                                   
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 18/100: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
                                                 
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 18/100: train_loss=0.4848, train_iou=0.5941, train_entropy=0.0000, val_loss=0.5224, val_iou=0.5753, val_dice=0.6831, head_lr=3.623288e-05, encoder_lr=1.990529e-04, val_iou=0.6289, es_monitor=val_iou, es_value=0.5753, es_wait=0/0, es_active=False

Epoch 19/100:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 19/100:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.6647, loss=0.4617, lr=3.62e-05]
Epoch 19/100:   6%|▌         | 1/17 [00:00<00:02,  5.48it/s, iou=0.6647, loss=0.4617, lr=3.62e-05]
Epoch 19/100:   6%|▌         | 1/17 [00:00<00:02,  5.48it/s, iou=0.6251, loss=0.4797, lr=3.62e-05]
Epoch 19/100:   6%|▌         | 1/17 [00:00<00:02,  5.48it/s, iou=0.5990, loss=0.5184, lr=3.62e-05]
Epoch 19/100:  18%|█▊        | 3/17 [00:00<00:01,  9.70it/s, iou=0.5990, loss=0.5184, lr=3.62e-05]
Epoch 19/100:  18%|█▊        | 3/17 [00:00<00:01,  9.70it/s, iou=0.6000, loss=0.4712, lr=3.62e-05]
Epoch 19/100:  18%|█▊        | 3/17 [00:00<00:01,  9.70it/s, iou=0.5797, loss=0.5172, lr=3.62e-05]
Epoch 19/100:  29%|██▉       | 5/17 [00:00<00:01, 11.21it/s, iou=0.5797, loss=0.5172, lr=3.62e-05]
Epoch 19/100:  29%|██▉       | 5/17 [00:00<00:01, 11.21it/s, iou=0.5860, loss=0.4610, lr=3.62e-05]
Epoch 19/100:  29%|██▉       | 5/17 [00:00<00:01, 11.21it/s, iou=0.5844, loss=0.5029, lr=3.62e-05]
Epoch 19/100:  41%|████      | 7/17 [00:00<00:00, 12.26it/s, iou=0.5844, loss=0.5029, lr=3.62e-05]
Epoch 19/100:  41%|████      | 7/17 [00:00<00:00, 12.26it/s, iou=0.5799, loss=0.4834, lr=3.62e-05]
Epoch 19/100:  41%|████      | 7/17 [00:00<00:00, 12.26it/s, iou=0.5780, loss=0.5156, lr=3.62e-05]
Epoch 19/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.01it/s, iou=0.5780, loss=0.5156, lr=3.62e-05]
Epoch 19/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.01it/s, iou=0.5703, loss=0.5244, lr=3.62e-05]
Epoch 19/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.01it/s, iou=0.5765, loss=0.4455, lr=3.62e-05]
Epoch 19/100:  65%|██████▍   | 11/17 [00:00<00:00, 13.78it/s, iou=0.5765, loss=0.4455, lr=3.62e-05]
Epoch 19/100:  65%|██████▍   | 11/17 [00:00<00:00, 13.78it/s, iou=0.5814, loss=0.4732, lr=3.62e-05]
Epoch 19/100:  65%|██████▍   | 11/17 [00:01<00:00, 13.78it/s, iou=0.5813, loss=0.5194, lr=3.62e-05]
Epoch 19/100:  76%|███████▋  | 13/17 [00:01<00:00, 14.16it/s, iou=0.5813, loss=0.5194, lr=3.62e-05]
Epoch 19/100:  76%|███████▋  | 13/17 [00:01<00:00, 14.16it/s, iou=0.5873, loss=0.4338, lr=3.62e-05]
Epoch 19/100:  76%|███████▋  | 13/17 [00:01<00:00, 14.16it/s, iou=0.5907, loss=0.4608, lr=3.62e-05]
Epoch 19/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.25it/s, iou=0.5907, loss=0.4608, lr=3.62e-05]
Epoch 19/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.25it/s, iou=0.5986, loss=0.4207, lr=3.62e-05]
Epoch 19/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.25it/s, iou=0.5971, loss=0.4693, lr=3.62e-05]
Epoch 19/100: 100%|██████████| 17/17 [00:01<00:00, 14.46it/s, iou=0.5971, loss=0.4693, lr=3.62e-05]
                                                                                                   
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 19/100: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating: 100%|██████████| 3/3 [00:00<00:00, 29.09it/s]
                                                         
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 19/100: train_loss=0.4799, train_iou=0.5971, train_entropy=0.0000, val_loss=0.5160, val_iou=0.6031, val_dice=0.7180, head_lr=3.590340e-05, encoder_lr=1.972008e-04, val_iou=0.6289, es_monitor=val_iou, es_value=0.6031, es_wait=0/0, es_active=False

Epoch 20/100:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 20/100:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.6030, loss=0.4841, lr=3.59e-05]
Epoch 20/100:   6%|▌         | 1/17 [00:00<00:02,  5.51it/s, iou=0.6030, loss=0.4841, lr=3.59e-05]
Epoch 20/100:   6%|▌         | 1/17 [00:00<00:02,  5.51it/s, iou=0.6623, loss=0.4021, lr=3.59e-05]
Epoch 20/100:   6%|▌         | 1/17 [00:00<00:02,  5.51it/s, iou=0.6562, loss=0.4894, lr=3.59e-05]
Epoch 20/100:  18%|█▊        | 3/17 [00:00<00:01,  9.91it/s, iou=0.6562, loss=0.4894, lr=3.59e-05]
Epoch 20/100:  18%|█▊        | 3/17 [00:00<00:01,  9.91it/s, iou=0.6575, loss=0.4536, lr=3.59e-05]
Epoch 20/100:  18%|█▊        | 3/17 [00:00<00:01,  9.91it/s, iou=0.6463, loss=0.4849, lr=3.59e-05]
Epoch 20/100:  29%|██▉       | 5/17 [00:00<00:00, 12.30it/s, iou=0.6463, loss=0.4849, lr=3.59e-05]
Epoch 20/100:  29%|██▉       | 5/17 [00:00<00:00, 12.30it/s, iou=0.6496, loss=0.4530, lr=3.59e-05]
Epoch 20/100:  29%|██▉       | 5/17 [00:00<00:00, 12.30it/s, iou=0.6421, loss=0.4796, lr=3.59e-05]
Epoch 20/100:  41%|████      | 7/17 [00:00<00:00, 13.51it/s, iou=0.6421, loss=0.4796, lr=3.59e-05]
Epoch 20/100:  41%|████      | 7/17 [00:00<00:00, 13.51it/s, iou=0.6317, loss=0.5135, lr=3.59e-05]
Epoch 20/100:  41%|████      | 7/17 [00:00<00:00, 13.51it/s, iou=0.6209, loss=0.4806, lr=3.59e-05]
Epoch 20/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.99it/s, iou=0.6209, loss=0.4806, lr=3.59e-05]
Epoch 20/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.99it/s, iou=0.6149, loss=0.4923, lr=3.59e-05]
Epoch 20/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.99it/s, iou=0.6067, loss=0.4696, lr=3.59e-05]
Epoch 20/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.32it/s, iou=0.6067, loss=0.4696, lr=3.59e-05]
Epoch 20/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.32it/s, iou=0.6040, loss=0.4866, lr=3.59e-05]
Epoch 20/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.32it/s, iou=0.6115, loss=0.4131, lr=3.59e-05]
Epoch 20/100:  76%|███████▋  | 13/17 [00:00<00:00, 14.41it/s, iou=0.6115, loss=0.4131, lr=3.59e-05]
Epoch 20/100:  76%|███████▋  | 13/17 [00:01<00:00, 14.41it/s, iou=0.6122, loss=0.4377, lr=3.59e-05]
Epoch 20/100:  76%|███████▋  | 13/17 [00:01<00:00, 14.41it/s, iou=0.6079, loss=0.4737, lr=3.59e-05]
Epoch 20/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.27it/s, iou=0.6079, loss=0.4737, lr=3.59e-05]
Epoch 20/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.27it/s, iou=0.6058, loss=0.5038, lr=3.59e-05]
Epoch 20/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.27it/s, iou=0.6069, loss=0.4267, lr=3.59e-05]
Epoch 20/100: 100%|██████████| 17/17 [00:01<00:00, 14.39it/s, iou=0.6069, loss=0.4267, lr=3.59e-05]
                                                                                                   
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 20/100: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating: 100%|██████████| 3/3 [00:00<00:00, 28.82it/s]
                                                         
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 20/100: train_loss=0.4673, train_iou=0.6069, train_entropy=0.0000, val_loss=0.4985, val_iou=0.6347, val_dice=0.7375, head_lr=3.555832e-05, encoder_lr=1.952610e-04, val_iou=0.6347, es_monitor=val_iou, es_value=0.6347, es_wait=0/0, es_active=False

Epoch 21/100:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 21/100:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.6046, loss=0.4818, lr=3.56e-05]
Epoch 21/100:   6%|▌         | 1/17 [00:00<00:02,  5.64it/s, iou=0.6046, loss=0.4818, lr=3.56e-05]
Epoch 21/100:   6%|▌         | 1/17 [00:00<00:02,  5.64it/s, iou=0.6016, loss=0.4641, lr=3.56e-05]
Epoch 21/100:   6%|▌         | 1/17 [00:00<00:02,  5.64it/s, iou=0.6067, loss=0.4694, lr=3.56e-05]
Epoch 21/100:  18%|█▊        | 3/17 [00:00<00:01,  9.83it/s, iou=0.6067, loss=0.4694, lr=3.56e-05]
Epoch 21/100:  18%|█▊        | 3/17 [00:00<00:01,  9.83it/s, iou=0.6005, loss=0.4861, lr=3.56e-05]
Epoch 21/100:  18%|█▊        | 3/17 [00:00<00:01,  9.83it/s, iou=0.6201, loss=0.4159, lr=3.56e-05]
Epoch 21/100:  29%|██▉       | 5/17 [00:00<00:01, 11.29it/s, iou=0.6201, loss=0.4159, lr=3.56e-05]
Epoch 21/100:  29%|██▉       | 5/17 [00:00<00:01, 11.29it/s, iou=0.6216, loss=0.4498, lr=3.56e-05]
Epoch 21/100:  29%|██▉       | 5/17 [00:00<00:01, 11.29it/s, iou=0.6176, loss=0.4625, lr=3.56e-05]
Epoch 21/100:  41%|████      | 7/17 [00:00<00:00, 12.03it/s, iou=0.6176, loss=0.4625, lr=3.56e-05]
Epoch 21/100:  41%|████      | 7/17 [00:00<00:00, 12.03it/s, iou=0.6210, loss=0.4480, lr=3.56e-05]
Epoch 21/100:  41%|████      | 7/17 [00:00<00:00, 12.03it/s, iou=0.6333, loss=0.4126, lr=3.56e-05]
Epoch 21/100:  53%|█████▎    | 9/17 [00:00<00:00, 12.83it/s, iou=0.6333, loss=0.4126, lr=3.56e-05]
Epoch 21/100:  53%|█████▎    | 9/17 [00:00<00:00, 12.83it/s, iou=0.6354, loss=0.4380, lr=3.56e-05]
Epoch 21/100:  53%|█████▎    | 9/17 [00:00<00:00, 12.83it/s, iou=0.6380, loss=0.4426, lr=3.56e-05]
Epoch 21/100:  65%|██████▍   | 11/17 [00:00<00:00, 13.05it/s, iou=0.6380, loss=0.4426, lr=3.56e-05]
Epoch 21/100:  65%|██████▍   | 11/17 [00:00<00:00, 13.05it/s, iou=0.6352, loss=0.4759, lr=3.56e-05]
Epoch 21/100:  65%|██████▍   | 11/17 [00:01<00:00, 13.05it/s, iou=0.6379, loss=0.4417, lr=3.56e-05]
Epoch 21/100:  76%|███████▋  | 13/17 [00:01<00:00, 13.27it/s, iou=0.6379, loss=0.4417, lr=3.56e-05]
Epoch 21/100:  76%|███████▋  | 13/17 [00:01<00:00, 13.27it/s, iou=0.6357, loss=0.4685, lr=3.56e-05]
Epoch 21/100:  76%|███████▋  | 13/17 [00:01<00:00, 13.27it/s, iou=0.6355, loss=0.4527, lr=3.56e-05]
Epoch 21/100:  88%|████████▊ | 15/17 [00:01<00:00, 13.29it/s, iou=0.6355, loss=0.4527, lr=3.56e-05]
Epoch 21/100:  88%|████████▊ | 15/17 [00:01<00:00, 13.29it/s, iou=0.6363, loss=0.4638, lr=3.56e-05]
Epoch 21/100:  88%|████████▊ | 15/17 [00:01<00:00, 13.29it/s, iou=0.6350, loss=0.5068, lr=3.56e-05]
Epoch 21/100: 100%|██████████| 17/17 [00:01<00:00, 13.74it/s, iou=0.6350, loss=0.5068, lr=3.56e-05]
                                                                                                   
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 21/100: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
                                                 
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 21/100: train_loss=0.4577, train_iou=0.6350, train_entropy=0.0000, val_loss=0.4944, val_iou=0.6266, val_dice=0.7325, head_lr=3.519799e-05, encoder_lr=1.932355e-04, val_iou=0.6347, es_monitor=val_iou, es_value=0.6266, es_wait=0/0, es_active=False

Epoch 22/100:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 22/100:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.5442, loss=0.5075, lr=3.52e-05]
Epoch 22/100:   6%|▌         | 1/17 [00:00<00:02,  5.80it/s, iou=0.5442, loss=0.5075, lr=3.52e-05]
Epoch 22/100:   6%|▌         | 1/17 [00:00<00:02,  5.80it/s, iou=0.5862, loss=0.4714, lr=3.52e-05]
Epoch 22/100:   6%|▌         | 1/17 [00:00<00:02,  5.80it/s, iou=0.6206, loss=0.4487, lr=3.52e-05]
Epoch 22/100:  18%|█▊        | 3/17 [00:00<00:01, 10.60it/s, iou=0.6206, loss=0.4487, lr=3.52e-05]
Epoch 22/100:  18%|█▊        | 3/17 [00:00<00:01, 10.60it/s, iou=0.6154, loss=0.5073, lr=3.52e-05]
Epoch 22/100:  18%|█▊        | 3/17 [00:00<00:01, 10.60it/s, iou=0.6307, loss=0.4340, lr=3.52e-05]
Epoch 22/100:  29%|██▉       | 5/17 [00:00<00:00, 12.85it/s, iou=0.6307, loss=0.4340, lr=3.52e-05]
Epoch 22/100:  29%|██▉       | 5/17 [00:00<00:00, 12.85it/s, iou=0.6257, loss=0.4708, lr=3.52e-05]
Epoch 22/100:  29%|██▉       | 5/17 [00:00<00:00, 12.85it/s, iou=0.6303, loss=0.4464, lr=3.52e-05]
Epoch 22/100:  41%|████      | 7/17 [00:00<00:00, 14.03it/s, iou=0.6303, loss=0.4464, lr=3.52e-05]
Epoch 22/100:  41%|████      | 7/17 [00:00<00:00, 14.03it/s, iou=0.6190, loss=0.4892, lr=3.52e-05]
Epoch 22/100:  41%|████      | 7/17 [00:00<00:00, 14.03it/s, iou=0.6171, loss=0.4460, lr=3.52e-05]
Epoch 22/100:  53%|█████▎    | 9/17 [00:00<00:00, 14.48it/s, iou=0.6171, loss=0.4460, lr=3.52e-05]
Epoch 22/100:  53%|█████▎    | 9/17 [00:00<00:00, 14.48it/s, iou=0.6097, loss=0.5264, lr=3.52e-05]
Epoch 22/100:  53%|█████▎    | 9/17 [00:00<00:00, 14.48it/s, iou=0.6205, loss=0.4084, lr=3.52e-05]
Epoch 22/100:  65%|██████▍   | 11/17 [00:00<00:00, 13.29it/s, iou=0.6205, loss=0.4084, lr=3.52e-05]
Epoch 22/100:  65%|██████▍   | 11/17 [00:00<00:00, 13.29it/s, iou=0.6247, loss=0.4263, lr=3.52e-05]
Epoch 22/100:  65%|██████▍   | 11/17 [00:01<00:00, 13.29it/s, iou=0.6184, loss=0.5187, lr=3.52e-05]
Epoch 22/100:  76%|███████▋  | 13/17 [00:01<00:00, 13.21it/s, iou=0.6184, loss=0.5187, lr=3.52e-05]
Epoch 22/100:  76%|███████▋  | 13/17 [00:01<00:00, 13.21it/s, iou=0.6222, loss=0.4141, lr=3.52e-05]
Epoch 22/100:  76%|███████▋  | 13/17 [00:01<00:00, 13.21it/s, iou=0.6225, loss=0.4776, lr=3.52e-05]
Epoch 22/100:  88%|████████▊ | 15/17 [00:01<00:00, 13.20it/s, iou=0.6225, loss=0.4776, lr=3.52e-05]
Epoch 22/100:  88%|████████▊ | 15/17 [00:01<00:00, 13.20it/s, iou=0.6221, loss=0.4710, lr=3.52e-05]
Epoch 22/100:  88%|████████▊ | 15/17 [00:01<00:00, 13.20it/s, iou=0.6227, loss=0.3545, lr=3.52e-05]
Epoch 22/100: 100%|██████████| 17/17 [00:01<00:00, 13.23it/s, iou=0.6227, loss=0.3545, lr=3.52e-05]
                                                                                                   
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 22/100: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating: 100%|██████████| 3/3 [00:00<00:00, 28.23it/s]
                                                         
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 22/100: train_loss=0.4599, train_iou=0.6227, train_entropy=0.0000, val_loss=0.5004, val_iou=0.6089, val_dice=0.7168, head_lr=3.482277e-05, encoder_lr=1.911263e-04, val_iou=0.6347, es_monitor=val_iou, es_value=0.6089, es_wait=0/0, es_active=False

Epoch 23/100:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 23/100:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.6296, loss=0.4662, lr=3.48e-05]
Epoch 23/100:   6%|▌         | 1/17 [00:00<00:02,  5.92it/s, iou=0.6296, loss=0.4662, lr=3.48e-05]
Epoch 23/100:   6%|▌         | 1/17 [00:00<00:02,  5.92it/s, iou=0.5990, loss=0.4846, lr=3.48e-05]
Epoch 23/100:   6%|▌         | 1/17 [00:00<00:02,  5.92it/s, iou=0.6163, loss=0.4317, lr=3.48e-05]
Epoch 23/100:  18%|█▊        | 3/17 [00:00<00:01,  9.95it/s, iou=0.6163, loss=0.4317, lr=3.48e-05]
Epoch 23/100:  18%|█▊        | 3/17 [00:00<00:01,  9.95it/s, iou=0.6037, loss=0.4926, lr=3.48e-05]
Epoch 23/100:  18%|█▊        | 3/17 [00:00<00:01,  9.95it/s, iou=0.6201, loss=0.4238, lr=3.48e-05]
Epoch 23/100:  29%|██▉       | 5/17 [00:00<00:01, 11.17it/s, iou=0.6201, loss=0.4238, lr=3.48e-05]
Epoch 23/100:  29%|██▉       | 5/17 [00:00<00:01, 11.17it/s, iou=0.6319, loss=0.4562, lr=3.48e-05]
Epoch 23/100:  29%|██▉       | 5/17 [00:00<00:01, 11.17it/s, iou=0.6395, loss=0.4083, lr=3.48e-05]
Epoch 23/100:  41%|████      | 7/17 [00:00<00:00, 12.19it/s, iou=0.6395, loss=0.4083, lr=3.48e-05]
Epoch 23/100:  41%|████      | 7/17 [00:00<00:00, 12.19it/s, iou=0.6499, loss=0.3995, lr=3.48e-05]
Epoch 23/100:  41%|████      | 7/17 [00:00<00:00, 12.19it/s, iou=0.6494, loss=0.4896, lr=3.48e-05]
Epoch 23/100:  53%|█████▎    | 9/17 [00:00<00:00, 12.89it/s, iou=0.6494, loss=0.4896, lr=3.48e-05]
Epoch 23/100:  53%|█████▎    | 9/17 [00:00<00:00, 12.89it/s, iou=0.6522, loss=0.4705, lr=3.48e-05]
Epoch 23/100:  53%|█████▎    | 9/17 [00:00<00:00, 12.89it/s, iou=0.6482, loss=0.4636, lr=3.48e-05]
Epoch 23/100:  65%|██████▍   | 11/17 [00:00<00:00, 13.82it/s, iou=0.6482, loss=0.4636, lr=3.48e-05]
Epoch 23/100:  65%|██████▍   | 11/17 [00:00<00:00, 13.82it/s, iou=0.6530, loss=0.3968, lr=3.48e-05]
Epoch 23/100:  65%|██████▍   | 11/17 [00:01<00:00, 13.82it/s, iou=0.6396, loss=0.5401, lr=3.48e-05]
Epoch 23/100:  76%|███████▋  | 13/17 [00:01<00:00, 13.86it/s, iou=0.6396, loss=0.5401, lr=3.48e-05]
Epoch 23/100:  76%|███████▋  | 13/17 [00:01<00:00, 13.86it/s, iou=0.6295, loss=0.5177, lr=3.48e-05]
Epoch 23/100:  76%|███████▋  | 13/17 [00:01<00:00, 13.86it/s, iou=0.6285, loss=0.4545, lr=3.48e-05]
Epoch 23/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.12it/s, iou=0.6285, loss=0.4545, lr=3.48e-05]
Epoch 23/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.12it/s, iou=0.6286, loss=0.4368, lr=3.48e-05]
Epoch 23/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.12it/s, iou=0.6299, loss=0.3530, lr=3.48e-05]
Epoch 23/100: 100%|██████████| 17/17 [00:01<00:00, 14.58it/s, iou=0.6299, loss=0.3530, lr=3.48e-05]
                                                                                                   
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 23/100: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating: 100%|██████████| 3/3 [00:00<00:00, 28.37it/s]
                                                         
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 23/100: train_loss=0.4521, train_iou=0.6299, train_entropy=0.0000, val_loss=0.4908, val_iou=0.5796, val_dice=0.6872, head_lr=3.443302e-05, encoder_lr=1.889354e-04, val_iou=0.6347, es_monitor=val_iou, es_value=0.5796, es_wait=0/0, es_active=False

Epoch 24/100:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 24/100:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.6508, loss=0.4035, lr=3.44e-05]
Epoch 24/100:   6%|▌         | 1/17 [00:00<00:02,  6.62it/s, iou=0.6508, loss=0.4035, lr=3.44e-05]
Epoch 24/100:   6%|▌         | 1/17 [00:00<00:02,  6.62it/s, iou=0.6426, loss=0.4334, lr=3.44e-05]
Epoch 24/100:   6%|▌         | 1/17 [00:00<00:02,  6.62it/s, iou=0.6104, loss=0.4864, lr=3.44e-05]
Epoch 24/100:  18%|█▊        | 3/17 [00:00<00:01, 11.75it/s, iou=0.6104, loss=0.4864, lr=3.44e-05]
Epoch 24/100:  18%|█▊        | 3/17 [00:00<00:01, 11.75it/s, iou=0.6149, loss=0.4164, lr=3.44e-05]
Epoch 24/100:  18%|█▊        | 3/17 [00:00<00:01, 11.75it/s, iou=0.6050, loss=0.4689, lr=3.44e-05]
Epoch 24/100:  29%|██▉       | 5/17 [00:00<00:00, 14.10it/s, iou=0.6050, loss=0.4689, lr=3.44e-05]
Epoch 24/100:  29%|██▉       | 5/17 [00:00<00:00, 14.10it/s, iou=0.6083, loss=0.4287, lr=3.44e-05]
Epoch 24/100:  29%|██▉       | 5/17 [00:00<00:00, 14.10it/s, iou=0.6127, loss=0.4402, lr=3.44e-05]
Epoch 24/100:  41%|████      | 7/17 [00:00<00:00, 14.84it/s, iou=0.6127, loss=0.4402, lr=3.44e-05]
Epoch 24/100:  41%|████      | 7/17 [00:00<00:00, 14.84it/s, iou=0.6095, loss=0.5034, lr=3.44e-05]
Epoch 24/100:  41%|████      | 7/17 [00:00<00:00, 14.84it/s, iou=0.6137, loss=0.4480, lr=3.44e-05]
Epoch 24/100:  53%|█████▎    | 9/17 [00:00<00:00, 15.29it/s, iou=0.6137, loss=0.4480, lr=3.44e-05]
Epoch 24/100:  53%|█████▎    | 9/17 [00:00<00:00, 15.29it/s, iou=0.6204, loss=0.4485, lr=3.44e-05]
Epoch 24/100:  53%|█████▎    | 9/17 [00:00<00:00, 15.29it/s, iou=0.6256, loss=0.4565, lr=3.44e-05]
Epoch 24/100:  65%|██████▍   | 11/17 [00:00<00:00, 15.66it/s, iou=0.6256, loss=0.4565, lr=3.44e-05]
Epoch 24/100:  65%|██████▍   | 11/17 [00:00<00:00, 15.66it/s, iou=0.6265, loss=0.4492, lr=3.44e-05]
Epoch 24/100:  65%|██████▍   | 11/17 [00:00<00:00, 15.66it/s, iou=0.6237, loss=0.4972, lr=3.44e-05]
Epoch 24/100:  76%|███████▋  | 13/17 [00:00<00:00, 15.57it/s, iou=0.6237, loss=0.4972, lr=3.44e-05]
Epoch 24/100:  76%|███████▋  | 13/17 [00:00<00:00, 15.57it/s, iou=0.6196, loss=0.4700, lr=3.44e-05]
Epoch 24/100:  76%|███████▋  | 13/17 [00:01<00:00, 15.57it/s, iou=0.6228, loss=0.4346, lr=3.44e-05]
Epoch 24/100:  88%|████████▊ | 15/17 [00:01<00:00, 15.56it/s, iou=0.6228, loss=0.4346, lr=3.44e-05]
Epoch 24/100:  88%|████████▊ | 15/17 [00:01<00:00, 15.56it/s, iou=0.6216, loss=0.4419, lr=3.44e-05]
Epoch 24/100:  88%|████████▊ | 15/17 [00:01<00:00, 15.56it/s, iou=0.6222, loss=0.3513, lr=3.44e-05]
Epoch 24/100: 100%|██████████| 17/17 [00:01<00:00, 16.03it/s, iou=0.6222, loss=0.3513, lr=3.44e-05]
                                                                                                   
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 24/100: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating: 100%|██████████| 3/3 [00:00<00:00, 28.48it/s]
                                                         
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 24/100: train_loss=0.4458, train_iou=0.6222, train_entropy=0.0000, val_loss=0.5430, val_iou=0.4950, val_dice=0.6178, head_lr=3.402913e-05, encoder_lr=1.866650e-04, val_iou=0.6347, es_monitor=val_iou, es_value=0.4950, es_wait=0/0, es_active=False

Epoch 25/100:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 25/100:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.5813, loss=0.4770, lr=3.40e-05]
Epoch 25/100:   6%|▌         | 1/17 [00:00<00:02,  6.86it/s, iou=0.5813, loss=0.4770, lr=3.40e-05]
Epoch 25/100:   6%|▌         | 1/17 [00:00<00:02,  6.86it/s, iou=0.5947, loss=0.4587, lr=3.40e-05]
Epoch 25/100:   6%|▌         | 1/17 [00:00<00:02,  6.86it/s, iou=0.6127, loss=0.4650, lr=3.40e-05]
Epoch 25/100:  18%|█▊        | 3/17 [00:00<00:01, 11.60it/s, iou=0.6127, loss=0.4650, lr=3.40e-05]
Epoch 25/100:  18%|█▊        | 3/17 [00:00<00:01, 11.60it/s, iou=0.6036, loss=0.4774, lr=3.40e-05]
Epoch 25/100:  18%|█▊        | 3/17 [00:00<00:01, 11.60it/s, iou=0.6185, loss=0.4191, lr=3.40e-05]
Epoch 25/100:  29%|██▉       | 5/17 [00:00<00:00, 13.01it/s, iou=0.6185, loss=0.4191, lr=3.40e-05]
Epoch 25/100:  29%|██▉       | 5/17 [00:00<00:00, 13.01it/s, iou=0.6321, loss=0.3842, lr=3.40e-05]
Epoch 25/100:  29%|██▉       | 5/17 [00:00<00:00, 13.01it/s, iou=0.6482, loss=0.4222, lr=3.40e-05]
Epoch 25/100:  41%|████      | 7/17 [00:00<00:00, 13.90it/s, iou=0.6482, loss=0.4222, lr=3.40e-05]
Epoch 25/100:  41%|████      | 7/17 [00:00<00:00, 13.90it/s, iou=0.6551, loss=0.4528, lr=3.40e-05]
Epoch 25/100:  41%|████      | 7/17 [00:00<00:00, 13.90it/s, iou=0.6616, loss=0.4392, lr=3.40e-05]
Epoch 25/100:  53%|█████▎    | 9/17 [00:00<00:00, 14.67it/s, iou=0.6616, loss=0.4392, lr=3.40e-05]
Epoch 25/100:  53%|█████▎    | 9/17 [00:00<00:00, 14.67it/s, iou=0.6529, loss=0.4688, lr=3.40e-05]
Epoch 25/100:  53%|█████▎    | 9/17 [00:00<00:00, 14.67it/s, iou=0.6490, loss=0.4369, lr=3.40e-05]
Epoch 25/100:  65%|██████▍   | 11/17 [00:00<00:00, 13.78it/s, iou=0.6490, loss=0.4369, lr=3.40e-05]
Epoch 25/100:  65%|██████▍   | 11/17 [00:00<00:00, 13.78it/s, iou=0.6512, loss=0.4353, lr=3.40e-05]
Epoch 25/100:  65%|██████▍   | 11/17 [00:00<00:00, 13.78it/s, iou=0.6456, loss=0.4649, lr=3.40e-05]
Epoch 25/100:  76%|███████▋  | 13/17 [00:00<00:00, 14.17it/s, iou=0.6456, loss=0.4649, lr=3.40e-05]
Epoch 25/100:  76%|███████▋  | 13/17 [00:01<00:00, 14.17it/s, iou=0.6462, loss=0.4352, lr=3.40e-05]
Epoch 25/100:  76%|███████▋  | 13/17 [00:01<00:00, 14.17it/s, iou=0.6391, loss=0.4668, lr=3.40e-05]
Epoch 25/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.36it/s, iou=0.6391, loss=0.4668, lr=3.40e-05]
Epoch 25/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.36it/s, iou=0.6399, loss=0.4165, lr=3.40e-05]
Epoch 25/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.36it/s, iou=0.6395, loss=0.4731, lr=3.40e-05]
Epoch 25/100: 100%|██████████| 17/17 [00:01<00:00, 14.42it/s, iou=0.6395, loss=0.4731, lr=3.40e-05]
                                                                                                   
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 25/100: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
                                                 
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 25/100: train_loss=0.4467, train_iou=0.6395, train_entropy=0.0000, val_loss=0.4777, val_iou=0.6275, val_dice=0.7339, head_lr=3.361149e-05, encoder_lr=1.843174e-04, val_iou=0.6347, es_monitor=val_iou, es_value=0.6275, es_wait=0/0, es_active=False

Epoch 26/100:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 26/100:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.6919, loss=0.4226, lr=3.36e-05]
Epoch 26/100:   6%|▌         | 1/17 [00:00<00:02,  6.45it/s, iou=0.6919, loss=0.4226, lr=3.36e-05]
Epoch 26/100:   6%|▌         | 1/17 [00:00<00:02,  6.45it/s, iou=0.6391, loss=0.4498, lr=3.36e-05]
Epoch 26/100:   6%|▌         | 1/17 [00:00<00:02,  6.45it/s, iou=0.6495, loss=0.4211, lr=3.36e-05]
Epoch 26/100:  18%|█▊        | 3/17 [00:00<00:01, 11.26it/s, iou=0.6495, loss=0.4211, lr=3.36e-05]
Epoch 26/100:  18%|█▊        | 3/17 [00:00<00:01, 11.26it/s, iou=0.6575, loss=0.4453, lr=3.36e-05]
Epoch 26/100:  18%|█▊        | 3/17 [00:00<00:01, 11.26it/s, iou=0.6387, loss=0.4950, lr=3.36e-05]
Epoch 26/100:  29%|██▉       | 5/17 [00:00<00:00, 12.60it/s, iou=0.6387, loss=0.4950, lr=3.36e-05]
Epoch 26/100:  29%|██▉       | 5/17 [00:00<00:00, 12.60it/s, iou=0.6367, loss=0.4510, lr=3.36e-05]
Epoch 26/100:  29%|██▉       | 5/17 [00:00<00:00, 12.60it/s, iou=0.6420, loss=0.4333, lr=3.36e-05]
Epoch 26/100:  41%|████      | 7/17 [00:00<00:00, 13.70it/s, iou=0.6420, loss=0.4333, lr=3.36e-05]
Epoch 26/100:  41%|████      | 7/17 [00:00<00:00, 13.70it/s, iou=0.6515, loss=0.3902, lr=3.36e-05]
Epoch 26/100:  41%|████      | 7/17 [00:00<00:00, 13.70it/s, iou=0.6551, loss=0.4425, lr=3.36e-05]
Epoch 26/100:  53%|█████▎    | 9/17 [00:00<00:00, 14.20it/s, iou=0.6551, loss=0.4425, lr=3.36e-05]
Epoch 26/100:  53%|█████▎    | 9/17 [00:00<00:00, 14.20it/s, iou=0.6535, loss=0.4402, lr=3.36e-05]
Epoch 26/100:  53%|█████▎    | 9/17 [00:00<00:00, 14.20it/s, iou=0.6617, loss=0.3930, lr=3.36e-05]
Epoch 26/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.66it/s, iou=0.6617, loss=0.3930, lr=3.36e-05]
Epoch 26/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.66it/s, iou=0.6592, loss=0.4414, lr=3.36e-05]
Epoch 26/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.66it/s, iou=0.6566, loss=0.4672, lr=3.36e-05]
Epoch 26/100:  76%|███████▋  | 13/17 [00:00<00:00, 14.59it/s, iou=0.6566, loss=0.4672, lr=3.36e-05]
Epoch 26/100:  76%|███████▋  | 13/17 [00:01<00:00, 14.59it/s, iou=0.6585, loss=0.4073, lr=3.36e-05]
Epoch 26/100:  76%|███████▋  | 13/17 [00:01<00:00, 14.59it/s, iou=0.6615, loss=0.3912, lr=3.36e-05]
Epoch 26/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.44it/s, iou=0.6615, loss=0.3912, lr=3.36e-05]
Epoch 26/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.44it/s, iou=0.6616, loss=0.4189, lr=3.36e-05]
Epoch 26/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.44it/s, iou=0.6596, loss=0.5902, lr=3.36e-05]
Epoch 26/100: 100%|██████████| 17/17 [00:01<00:00, 13.23it/s, iou=0.6596, loss=0.5902, lr=3.36e-05]
                                                                                                   
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 26/100: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating: 100%|██████████| 3/3 [00:00<00:00, 26.52it/s]
                                                         
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 26/100: train_loss=0.4412, train_iou=0.6596, train_entropy=0.0000, val_loss=0.4713, val_iou=0.6428, val_dice=0.7483, head_lr=3.318053e-05, encoder_lr=1.818948e-04, val_iou=0.6428, es_monitor=val_iou, es_value=0.6428, es_wait=0/0, es_active=False

Epoch 27/100:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 27/100:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.6414, loss=0.4364, lr=3.32e-05]
Epoch 27/100:   6%|▌         | 1/17 [00:00<00:02,  6.55it/s, iou=0.6414, loss=0.4364, lr=3.32e-05]
Epoch 27/100:   6%|▌         | 1/17 [00:00<00:02,  6.55it/s, iou=0.6728, loss=0.4065, lr=3.32e-05]
Epoch 27/100:   6%|▌         | 1/17 [00:00<00:02,  6.55it/s, iou=0.6870, loss=0.3724, lr=3.32e-05]
Epoch 27/100:  18%|█▊        | 3/17 [00:00<00:01, 10.87it/s, iou=0.6870, loss=0.3724, lr=3.32e-05]
Epoch 27/100:  18%|█▊        | 3/17 [00:00<00:01, 10.87it/s, iou=0.6751, loss=0.4653, lr=3.32e-05]
Epoch 27/100:  18%|█▊        | 3/17 [00:00<00:01, 10.87it/s, iou=0.6707, loss=0.4595, lr=3.32e-05]
Epoch 27/100:  29%|██▉       | 5/17 [00:00<00:00, 12.49it/s, iou=0.6707, loss=0.4595, lr=3.32e-05]
Epoch 27/100:  29%|██▉       | 5/17 [00:00<00:00, 12.49it/s, iou=0.6823, loss=0.4023, lr=3.32e-05]
Epoch 27/100:  29%|██▉       | 5/17 [00:00<00:00, 12.49it/s, iou=0.6839, loss=0.4175, lr=3.32e-05]
Epoch 27/100:  41%|████      | 7/17 [00:00<00:00, 13.57it/s, iou=0.6839, loss=0.4175, lr=3.32e-05]
Epoch 27/100:  41%|████      | 7/17 [00:00<00:00, 13.57it/s, iou=0.6901, loss=0.4314, lr=3.32e-05]
Epoch 27/100:  41%|████      | 7/17 [00:00<00:00, 13.57it/s, iou=0.6805, loss=0.4612, lr=3.32e-05]
Epoch 27/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.98it/s, iou=0.6805, loss=0.4612, lr=3.32e-05]
Epoch 27/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.98it/s, iou=0.6738, loss=0.4479, lr=3.32e-05]
Epoch 27/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.98it/s, iou=0.6711, loss=0.4204, lr=3.32e-05]
Epoch 27/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.34it/s, iou=0.6711, loss=0.4204, lr=3.32e-05]
Epoch 27/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.34it/s, iou=0.6667, loss=0.4257, lr=3.32e-05]
Epoch 27/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.34it/s, iou=0.6622, loss=0.4354, lr=3.32e-05]
Epoch 27/100:  76%|███████▋  | 13/17 [00:00<00:00, 14.58it/s, iou=0.6622, loss=0.4354, lr=3.32e-05]
Epoch 27/100:  76%|███████▋  | 13/17 [00:01<00:00, 14.58it/s, iou=0.6615, loss=0.4039, lr=3.32e-05]
Epoch 27/100:  76%|███████▋  | 13/17 [00:01<00:00, 14.58it/s, iou=0.6554, loss=0.4770, lr=3.32e-05]
Epoch 27/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.89it/s, iou=0.6554, loss=0.4770, lr=3.32e-05]
Epoch 27/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.89it/s, iou=0.6528, loss=0.4395, lr=3.32e-05]
Epoch 27/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.89it/s, iou=0.6512, loss=0.5128, lr=3.32e-05]
Epoch 27/100: 100%|██████████| 17/17 [00:01<00:00, 15.17it/s, iou=0.6512, loss=0.5128, lr=3.32e-05]
                                                                                                   
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 27/100: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating: 100%|██████████| 3/3 [00:00<00:00, 29.78it/s]
                                                         
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 27/100: train_loss=0.4362, train_iou=0.6512, train_entropy=0.0000, val_loss=0.4933, val_iou=0.5548, val_dice=0.6684, head_lr=3.273666e-05, encoder_lr=1.793997e-04, val_iou=0.6428, es_monitor=val_iou, es_value=0.5548, es_wait=0/0, es_active=False

Epoch 28/100:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 28/100:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.6453, loss=0.4411, lr=3.27e-05]
Epoch 28/100:   6%|▌         | 1/17 [00:00<00:02,  7.52it/s, iou=0.6453, loss=0.4411, lr=3.27e-05]
Epoch 28/100:   6%|▌         | 1/17 [00:00<00:02,  7.52it/s, iou=0.6558, loss=0.3989, lr=3.27e-05]
Epoch 28/100:   6%|▌         | 1/17 [00:00<00:02,  7.52it/s, iou=0.6638, loss=0.3981, lr=3.27e-05]
Epoch 28/100:  18%|█▊        | 3/17 [00:00<00:01, 11.51it/s, iou=0.6638, loss=0.3981, lr=3.27e-05]
Epoch 28/100:  18%|█▊        | 3/17 [00:00<00:01, 11.51it/s, iou=0.6654, loss=0.4421, lr=3.27e-05]
Epoch 28/100:  18%|█▊        | 3/17 [00:00<00:01, 11.51it/s, iou=0.6711, loss=0.4130, lr=3.27e-05]
Epoch 28/100:  29%|██▉       | 5/17 [00:00<00:00, 12.99it/s, iou=0.6711, loss=0.4130, lr=3.27e-05]
Epoch 28/100:  29%|██▉       | 5/17 [00:00<00:00, 12.99it/s, iou=0.6472, loss=0.5257, lr=3.27e-05]
Epoch 28/100:  29%|██▉       | 5/17 [00:00<00:00, 12.99it/s, iou=0.6364, loss=0.4291, lr=3.27e-05]
Epoch 28/100:  41%|████      | 7/17 [00:00<00:00, 13.99it/s, iou=0.6364, loss=0.4291, lr=3.27e-05]
Epoch 28/100:  41%|████      | 7/17 [00:00<00:00, 13.99it/s, iou=0.6379, loss=0.4155, lr=3.27e-05]
Epoch 28/100:  41%|████      | 7/17 [00:00<00:00, 13.99it/s, iou=0.6495, loss=0.3863, lr=3.27e-05]
Epoch 28/100:  53%|█████▎    | 9/17 [00:00<00:00, 14.69it/s, iou=0.6495, loss=0.3863, lr=3.27e-05]
Epoch 28/100:  53%|█████▎    | 9/17 [00:00<00:00, 14.69it/s, iou=0.6526, loss=0.3854, lr=3.27e-05]
Epoch 28/100:  53%|█████▎    | 9/17 [00:00<00:00, 14.69it/s, iou=0.6464, loss=0.4533, lr=3.27e-05]
Epoch 28/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.80it/s, iou=0.6464, loss=0.4533, lr=3.27e-05]
Epoch 28/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.80it/s, iou=0.6467, loss=0.4169, lr=3.27e-05]
Epoch 28/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.80it/s, iou=0.6439, loss=0.4275, lr=3.27e-05]
Epoch 28/100:  76%|███████▋  | 13/17 [00:00<00:00, 15.37it/s, iou=0.6439, loss=0.4275, lr=3.27e-05]
Epoch 28/100:  76%|███████▋  | 13/17 [00:00<00:00, 15.37it/s, iou=0.6442, loss=0.4251, lr=3.27e-05]
Epoch 28/100:  76%|███████▋  | 13/17 [00:01<00:00, 15.37it/s, iou=0.6430, loss=0.4316, lr=3.27e-05]
Epoch 28/100:  88%|████████▊ | 15/17 [00:01<00:00, 15.44it/s, iou=0.6430, loss=0.4316, lr=3.27e-05]
Epoch 28/100:  88%|████████▊ | 15/17 [00:01<00:00, 15.44it/s, iou=0.6405, loss=0.4225, lr=3.27e-05]
Epoch 28/100:  88%|████████▊ | 15/17 [00:01<00:00, 15.44it/s, iou=0.6420, loss=0.3214, lr=3.27e-05]
Epoch 28/100: 100%|██████████| 17/17 [00:01<00:00, 15.16it/s, iou=0.6420, loss=0.3214, lr=3.27e-05]
                                                                                                   
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 28/100: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
                                                 
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 28/100: train_loss=0.4196, train_iou=0.6420, train_entropy=0.0000, val_loss=0.4862, val_iou=0.5747, val_dice=0.6901, head_lr=3.228032e-05, encoder_lr=1.768345e-04, val_iou=0.6428, es_monitor=val_iou, es_value=0.5747, es_wait=0/0, es_active=False

Epoch 29/100:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 29/100:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.6466, loss=0.4282, lr=3.23e-05]
Epoch 29/100:   6%|▌         | 1/17 [00:00<00:02,  7.47it/s, iou=0.6466, loss=0.4282, lr=3.23e-05]
Epoch 29/100:   6%|▌         | 1/17 [00:00<00:02,  7.47it/s, iou=0.6214, loss=0.4033, lr=3.23e-05]
Epoch 29/100:   6%|▌         | 1/17 [00:00<00:02,  7.47it/s, iou=0.6357, loss=0.3614, lr=3.23e-05]
Epoch 29/100:  18%|█▊        | 3/17 [00:00<00:01, 11.07it/s, iou=0.6357, loss=0.3614, lr=3.23e-05]
Epoch 29/100:  18%|█▊        | 3/17 [00:00<00:01, 11.07it/s, iou=0.6447, loss=0.4379, lr=3.23e-05]
Epoch 29/100:  18%|█▊        | 3/17 [00:00<00:01, 11.07it/s, iou=0.6336, loss=0.4716, lr=3.23e-05]
Epoch 29/100:  29%|██▉       | 5/17 [00:00<00:00, 12.68it/s, iou=0.6336, loss=0.4716, lr=3.23e-05]
Epoch 29/100:  29%|██▉       | 5/17 [00:00<00:00, 12.68it/s, iou=0.6546, loss=0.4052, lr=3.23e-05]
Epoch 29/100:  29%|██▉       | 5/17 [00:00<00:00, 12.68it/s, iou=0.6636, loss=0.4204, lr=3.23e-05]
Epoch 29/100:  41%|████      | 7/17 [00:00<00:00, 13.74it/s, iou=0.6636, loss=0.4204, lr=3.23e-05]
Epoch 29/100:  41%|████      | 7/17 [00:00<00:00, 13.74it/s, iou=0.6621, loss=0.4217, lr=3.23e-05]
Epoch 29/100:  41%|████      | 7/17 [00:00<00:00, 13.74it/s, iou=0.6638, loss=0.4500, lr=3.23e-05]
Epoch 29/100:  53%|█████▎    | 9/17 [00:00<00:00, 14.23it/s, iou=0.6638, loss=0.4500, lr=3.23e-05]
Epoch 29/100:  53%|█████▎    | 9/17 [00:00<00:00, 14.23it/s, iou=0.6646, loss=0.4204, lr=3.23e-05]
Epoch 29/100:  53%|█████▎    | 9/17 [00:00<00:00, 14.23it/s, iou=0.6618, loss=0.4490, lr=3.23e-05]
Epoch 29/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.72it/s, iou=0.6618, loss=0.4490, lr=3.23e-05]
Epoch 29/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.72it/s, iou=0.6659, loss=0.4017, lr=3.23e-05]
Epoch 29/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.72it/s, iou=0.6637, loss=0.4029, lr=3.23e-05]
Epoch 29/100:  76%|███████▋  | 13/17 [00:00<00:00, 15.15it/s, iou=0.6637, loss=0.4029, lr=3.23e-05]
Epoch 29/100:  76%|███████▋  | 13/17 [00:00<00:00, 15.15it/s, iou=0.6599, loss=0.4679, lr=3.23e-05]
Epoch 29/100:  76%|███████▋  | 13/17 [00:01<00:00, 15.15it/s, iou=0.6542, loss=0.4580, lr=3.23e-05]
Epoch 29/100:  88%|████████▊ | 15/17 [00:01<00:00, 15.31it/s, iou=0.6542, loss=0.4580, lr=3.23e-05]
Epoch 29/100:  88%|████████▊ | 15/17 [00:01<00:00, 15.31it/s, iou=0.6556, loss=0.3946, lr=3.23e-05]
Epoch 29/100:  88%|████████▊ | 15/17 [00:01<00:00, 15.31it/s, iou=0.6540, loss=0.4547, lr=3.23e-05]
Epoch 29/100: 100%|██████████| 17/17 [00:01<00:00, 15.44it/s, iou=0.6540, loss=0.4547, lr=3.23e-05]
                                                                                                   
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 29/100: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating: 100%|██████████| 3/3 [00:00<00:00, 29.78it/s]
                                                         
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 29/100: train_loss=0.4264, train_iou=0.6540, train_entropy=0.0000, val_loss=0.4598, val_iou=0.6219, val_dice=0.7259, head_lr=3.181196e-05, encoder_lr=1.742018e-04, val_iou=0.6428, es_monitor=val_iou, es_value=0.6219, es_wait=0/0, es_active=False

Epoch 30/100:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 30/100:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.6949, loss=0.4093, lr=3.18e-05]
Epoch 30/100:   6%|▌         | 1/17 [00:00<00:02,  6.45it/s, iou=0.6949, loss=0.4093, lr=3.18e-05]
Epoch 30/100:   6%|▌         | 1/17 [00:00<00:02,  6.45it/s, iou=0.6939, loss=0.4082, lr=3.18e-05]
Epoch 30/100:   6%|▌         | 1/17 [00:00<00:02,  6.45it/s, iou=0.7028, loss=0.4099, lr=3.18e-05]
Epoch 30/100:  18%|█▊        | 3/17 [00:00<00:01, 10.57it/s, iou=0.7028, loss=0.4099, lr=3.18e-05]
Epoch 30/100:  18%|█▊        | 3/17 [00:00<00:01, 10.57it/s, iou=0.6939, loss=0.4181, lr=3.18e-05]
Epoch 30/100:  18%|█▊        | 3/17 [00:00<00:01, 10.57it/s, iou=0.6740, loss=0.4690, lr=3.18e-05]
Epoch 30/100:  29%|██▉       | 5/17 [00:00<00:00, 12.29it/s, iou=0.6740, loss=0.4690, lr=3.18e-05]
Epoch 30/100:  29%|██▉       | 5/17 [00:00<00:00, 12.29it/s, iou=0.6713, loss=0.4083, lr=3.18e-05]
Epoch 30/100:  29%|██▉       | 5/17 [00:00<00:00, 12.29it/s, iou=0.6750, loss=0.3967, lr=3.18e-05]
Epoch 30/100:  41%|████      | 7/17 [00:00<00:00, 13.29it/s, iou=0.6750, loss=0.3967, lr=3.18e-05]
Epoch 30/100:  41%|████      | 7/17 [00:00<00:00, 13.29it/s, iou=0.6682, loss=0.4221, lr=3.18e-05]
Epoch 30/100:  41%|████      | 7/17 [00:00<00:00, 13.29it/s, iou=0.6600, loss=0.4322, lr=3.18e-05]
Epoch 30/100:  53%|█████▎    | 9/17 [00:00<00:00, 14.21it/s, iou=0.6600, loss=0.4322, lr=3.18e-05]
Epoch 30/100:  53%|█████▎    | 9/17 [00:00<00:00, 14.21it/s, iou=0.6581, loss=0.4085, lr=3.18e-05]
Epoch 30/100:  53%|█████▎    | 9/17 [00:00<00:00, 14.21it/s, iou=0.6589, loss=0.4115, lr=3.18e-05]
Epoch 30/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.52it/s, iou=0.6589, loss=0.4115, lr=3.18e-05]
Epoch 30/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.52it/s, iou=0.6561, loss=0.4451, lr=3.18e-05]
Epoch 30/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.52it/s, iou=0.6571, loss=0.4148, lr=3.18e-05]
Epoch 30/100:  76%|███████▋  | 13/17 [00:00<00:00, 14.68it/s, iou=0.6571, loss=0.4148, lr=3.18e-05]
Epoch 30/100:  76%|███████▋  | 13/17 [00:01<00:00, 14.68it/s, iou=0.6598, loss=0.4003, lr=3.18e-05]
Epoch 30/100:  76%|███████▋  | 13/17 [00:01<00:00, 14.68it/s, iou=0.6631, loss=0.4153, lr=3.18e-05]
Epoch 30/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.89it/s, iou=0.6631, loss=0.4153, lr=3.18e-05]
Epoch 30/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.89it/s, iou=0.6650, loss=0.3602, lr=3.18e-05]
Epoch 30/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.89it/s, iou=0.6670, loss=0.2952, lr=3.18e-05]
Epoch 30/100: 100%|██████████| 17/17 [00:01<00:00, 15.04it/s, iou=0.6670, loss=0.2952, lr=3.18e-05]
                                                                                                   
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 30/100: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating: 100%|██████████| 3/3 [00:00<00:00, 28.55it/s]
                                                         
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 30/100: train_loss=0.4073, train_iou=0.6670, train_entropy=0.0000, val_loss=0.4782, val_iou=0.5962, val_dice=0.7069, head_lr=3.133205e-05, encoder_lr=1.715041e-04, val_iou=0.6428, es_monitor=val_iou, es_value=0.5962, es_best=0.5962, es_wait=0/0, es_active=True

Epoch 31/100:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 31/100:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.6681, loss=0.3953, lr=3.13e-05]
Epoch 31/100:   6%|▌         | 1/17 [00:00<00:02,  6.08it/s, iou=0.6681, loss=0.3953, lr=3.13e-05]
Epoch 31/100:   6%|▌         | 1/17 [00:00<00:02,  6.08it/s, iou=0.5904, loss=0.4891, lr=3.13e-05]
Epoch 31/100:   6%|▌         | 1/17 [00:00<00:02,  6.08it/s, iou=0.6254, loss=0.3641, lr=3.13e-05]
Epoch 31/100:  18%|█▊        | 3/17 [00:00<00:01, 10.66it/s, iou=0.6254, loss=0.3641, lr=3.13e-05]
Epoch 31/100:  18%|█▊        | 3/17 [00:00<00:01, 10.66it/s, iou=0.6132, loss=0.4434, lr=3.13e-05]
Epoch 31/100:  18%|█▊        | 3/17 [00:00<00:01, 10.66it/s, iou=0.6189, loss=0.4295, lr=3.13e-05]
Epoch 31/100:  29%|██▉       | 5/17 [00:00<00:00, 12.74it/s, iou=0.6189, loss=0.4295, lr=3.13e-05]
Epoch 31/100:  29%|██▉       | 5/17 [00:00<00:00, 12.74it/s, iou=0.6278, loss=0.3789, lr=3.13e-05]
Epoch 31/100:  29%|██▉       | 5/17 [00:00<00:00, 12.74it/s, iou=0.6321, loss=0.4420, lr=3.13e-05]
Epoch 31/100:  41%|████      | 7/17 [00:00<00:00, 13.85it/s, iou=0.6321, loss=0.4420, lr=3.13e-05]
Epoch 31/100:  41%|████      | 7/17 [00:00<00:00, 13.85it/s, iou=0.6394, loss=0.3801, lr=3.13e-05]
Epoch 31/100:  41%|████      | 7/17 [00:00<00:00, 13.85it/s, iou=0.6379, loss=0.4099, lr=3.13e-05]
Epoch 31/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.11it/s, iou=0.6379, loss=0.4099, lr=3.13e-05]
Epoch 31/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.11it/s, iou=0.6448, loss=0.3995, lr=3.13e-05]
Epoch 31/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.11it/s, iou=0.6373, loss=0.4668, lr=3.13e-05]
Epoch 31/100:  65%|██████▍   | 11/17 [00:00<00:00, 13.60it/s, iou=0.6373, loss=0.4668, lr=3.13e-05]
Epoch 31/100:  65%|██████▍   | 11/17 [00:00<00:00, 13.60it/s, iou=0.6411, loss=0.3837, lr=3.13e-05]
Epoch 31/100:  65%|██████▍   | 11/17 [00:00<00:00, 13.60it/s, iou=0.6474, loss=0.4000, lr=3.13e-05]
Epoch 31/100:  76%|███████▋  | 13/17 [00:00<00:00, 14.12it/s, iou=0.6474, loss=0.4000, lr=3.13e-05]
Epoch 31/100:  76%|███████▋  | 13/17 [00:01<00:00, 14.12it/s, iou=0.6490, loss=0.4180, lr=3.13e-05]
Epoch 31/100:  76%|███████▋  | 13/17 [00:01<00:00, 14.12it/s, iou=0.6499, loss=0.4365, lr=3.13e-05]
Epoch 31/100:  88%|████████▊ | 15/17 [00:01<00:00, 13.99it/s, iou=0.6499, loss=0.4365, lr=3.13e-05]
Epoch 31/100:  88%|████████▊ | 15/17 [00:01<00:00, 13.99it/s, iou=0.6479, loss=0.4745, lr=3.13e-05]
Epoch 31/100:  88%|████████▊ | 15/17 [00:01<00:00, 13.99it/s, iou=0.6473, loss=0.4590, lr=3.13e-05]
Epoch 31/100: 100%|██████████| 17/17 [00:01<00:00, 13.87it/s, iou=0.6473, loss=0.4590, lr=3.13e-05]
                                                                                                   
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 31/100: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating: 100%|██████████| 3/3 [00:00<00:00, 29.45it/s]
                                                         
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 31/100: train_loss=0.4218, train_iou=0.6473, train_entropy=0.0000, val_loss=0.4649, val_iou=0.6013, val_dice=0.7085, head_lr=3.084106e-05, encoder_lr=1.687441e-04, val_iou=0.6428, es_monitor=val_iou, es_value=0.6013, es_best=0.6013, es_wait=0/0, es_active=True

Epoch 32/100:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 32/100:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.6836, loss=0.4359, lr=3.08e-05]
Epoch 32/100:   6%|▌         | 1/17 [00:00<00:02,  5.53it/s, iou=0.6836, loss=0.4359, lr=3.08e-05]
Epoch 32/100:   6%|▌         | 1/17 [00:00<00:02,  5.53it/s, iou=0.6713, loss=0.4211, lr=3.08e-05]
Epoch 32/100:   6%|▌         | 1/17 [00:00<00:02,  5.53it/s, iou=0.6949, loss=0.3973, lr=3.08e-05]
Epoch 32/100:  18%|█▊        | 3/17 [00:00<00:01, 10.16it/s, iou=0.6949, loss=0.3973, lr=3.08e-05]
Epoch 32/100:  18%|█▊        | 3/17 [00:00<00:01, 10.16it/s, iou=0.6969, loss=0.4152, lr=3.08e-05]
Epoch 32/100:  18%|█▊        | 3/17 [00:00<00:01, 10.16it/s, iou=0.6917, loss=0.4159, lr=3.08e-05]
Epoch 32/100:  29%|██▉       | 5/17 [00:00<00:01, 11.64it/s, iou=0.6917, loss=0.4159, lr=3.08e-05]
Epoch 32/100:  29%|██▉       | 5/17 [00:00<00:01, 11.64it/s, iou=0.6792, loss=0.4146, lr=3.08e-05]
Epoch 32/100:  29%|██▉       | 5/17 [00:00<00:01, 11.64it/s, iou=0.6814, loss=0.3757, lr=3.08e-05]
Epoch 32/100:  41%|████      | 7/17 [00:00<00:00, 12.25it/s, iou=0.6814, loss=0.3757, lr=3.08e-05]
Epoch 32/100:  41%|████      | 7/17 [00:00<00:00, 12.25it/s, iou=0.6851, loss=0.3990, lr=3.08e-05]
Epoch 32/100:  41%|████      | 7/17 [00:00<00:00, 12.25it/s, iou=0.6888, loss=0.3937, lr=3.08e-05]
Epoch 32/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.06it/s, iou=0.6888, loss=0.3937, lr=3.08e-05]
Epoch 32/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.06it/s, iou=0.6922, loss=0.3716, lr=3.08e-05]
Epoch 32/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.06it/s, iou=0.6845, loss=0.4402, lr=3.08e-05]
Epoch 32/100:  65%|██████▍   | 11/17 [00:00<00:00, 13.85it/s, iou=0.6845, loss=0.4402, lr=3.08e-05]
Epoch 32/100:  65%|██████▍   | 11/17 [00:00<00:00, 13.85it/s, iou=0.6867, loss=0.3924, lr=3.08e-05]
Epoch 32/100:  65%|██████▍   | 11/17 [00:01<00:00, 13.85it/s, iou=0.6896, loss=0.3956, lr=3.08e-05]
Epoch 32/100:  76%|███████▋  | 13/17 [00:01<00:00, 14.60it/s, iou=0.6896, loss=0.3956, lr=3.08e-05]
Epoch 32/100:  76%|███████▋  | 13/17 [00:01<00:00, 14.60it/s, iou=0.6896, loss=0.3941, lr=3.08e-05]
Epoch 32/100:  76%|███████▋  | 13/17 [00:01<00:00, 14.60it/s, iou=0.6887, loss=0.4223, lr=3.08e-05]
Epoch 32/100:  88%|████████▊ | 15/17 [00:01<00:00, 15.10it/s, iou=0.6887, loss=0.4223, lr=3.08e-05]
Epoch 32/100:  88%|████████▊ | 15/17 [00:01<00:00, 15.10it/s, iou=0.6889, loss=0.4222, lr=3.08e-05]
Epoch 32/100:  88%|████████▊ | 15/17 [00:01<00:00, 15.10it/s, iou=0.6886, loss=0.3484, lr=3.08e-05]
Epoch 32/100: 100%|██████████| 17/17 [00:01<00:00, 15.48it/s, iou=0.6886, loss=0.3484, lr=3.08e-05]
                                                                                                   
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 32/100: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating: 100%|██████████| 3/3 [00:00<00:00, 29.55it/s]
                                                         
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 32/100: train_loss=0.4032, train_iou=0.6886, train_entropy=0.0000, val_loss=0.4522, val_iou=0.6130, val_dice=0.7166, head_lr=3.033947e-05, encoder_lr=1.659245e-04, val_iou=0.6428, es_monitor=val_iou, es_value=0.6130, es_best=0.6130, es_wait=0/0, es_active=True

Epoch 33/100:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 33/100:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.6250, loss=0.4415, lr=3.03e-05]
Epoch 33/100:   6%|▌         | 1/17 [00:00<00:02,  6.19it/s, iou=0.6250, loss=0.4415, lr=3.03e-05]
Epoch 33/100:   6%|▌         | 1/17 [00:00<00:02,  6.19it/s, iou=0.6683, loss=0.3894, lr=3.03e-05]
Epoch 33/100:   6%|▌         | 1/17 [00:00<00:02,  6.19it/s, iou=0.6723, loss=0.3921, lr=3.03e-05]
Epoch 33/100:  18%|█▊        | 3/17 [00:00<00:01, 11.59it/s, iou=0.6723, loss=0.3921, lr=3.03e-05]
Epoch 33/100:  18%|█▊        | 3/17 [00:00<00:01, 11.59it/s, iou=0.6734, loss=0.3649, lr=3.03e-05]
Epoch 33/100:  18%|█▊        | 3/17 [00:00<00:01, 11.59it/s, iou=0.6786, loss=0.3543, lr=3.03e-05]
Epoch 33/100:  29%|██▉       | 5/17 [00:00<00:00, 13.97it/s, iou=0.6786, loss=0.3543, lr=3.03e-05]
Epoch 33/100:  29%|██▉       | 5/17 [00:00<00:00, 13.97it/s, iou=0.6694, loss=0.4229, lr=3.03e-05]
Epoch 33/100:  29%|██▉       | 5/17 [00:00<00:00, 13.97it/s, iou=0.6679, loss=0.3938, lr=3.03e-05]
Epoch 33/100:  41%|████      | 7/17 [00:00<00:00, 15.23it/s, iou=0.6679, loss=0.3938, lr=3.03e-05]
Epoch 33/100:  41%|████      | 7/17 [00:00<00:00, 15.23it/s, iou=0.6702, loss=0.4152, lr=3.03e-05]
Epoch 33/100:  41%|████      | 7/17 [00:00<00:00, 15.23it/s, iou=0.6734, loss=0.3933, lr=3.03e-05]
Epoch 33/100:  53%|█████▎    | 9/17 [00:00<00:00, 15.76it/s, iou=0.6734, loss=0.3933, lr=3.03e-05]
Epoch 33/100:  53%|█████▎    | 9/17 [00:00<00:00, 15.76it/s, iou=0.6726, loss=0.3928, lr=3.03e-05]
Epoch 33/100:  53%|█████▎    | 9/17 [00:00<00:00, 15.76it/s, iou=0.6754, loss=0.3915, lr=3.03e-05]
Epoch 33/100:  65%|██████▍   | 11/17 [00:00<00:00, 15.89it/s, iou=0.6754, loss=0.3915, lr=3.03e-05]
Epoch 33/100:  65%|██████▍   | 11/17 [00:00<00:00, 15.89it/s, iou=0.6721, loss=0.4405, lr=3.03e-05]
Epoch 33/100:  65%|██████▍   | 11/17 [00:00<00:00, 15.89it/s, iou=0.6767, loss=0.3869, lr=3.03e-05]
Epoch 33/100:  76%|███████▋  | 13/17 [00:00<00:00, 15.15it/s, iou=0.6767, loss=0.3869, lr=3.03e-05]
Epoch 33/100:  76%|███████▋  | 13/17 [00:00<00:00, 15.15it/s, iou=0.6799, loss=0.3746, lr=3.03e-05]
Epoch 33/100:  76%|███████▋  | 13/17 [00:01<00:00, 15.15it/s, iou=0.6741, loss=0.4207, lr=3.03e-05]
Epoch 33/100:  88%|████████▊ | 15/17 [00:01<00:00, 15.27it/s, iou=0.6741, loss=0.4207, lr=3.03e-05]
Epoch 33/100:  88%|████████▊ | 15/17 [00:01<00:00, 15.27it/s, iou=0.6759, loss=0.3864, lr=3.03e-05]
Epoch 33/100:  88%|████████▊ | 15/17 [00:01<00:00, 15.27it/s, iou=0.6763, loss=0.4159, lr=3.03e-05]
Epoch 33/100: 100%|██████████| 17/17 [00:01<00:00, 15.41it/s, iou=0.6763, loss=0.4159, lr=3.03e-05]
                                                                                                   
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 33/100: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating: 100%|██████████| 3/3 [00:00<00:00, 29.90it/s]
                                                         
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 33/100: train_loss=0.3986, train_iou=0.6763, train_entropy=0.0000, val_loss=0.4418, val_iou=0.6355, val_dice=0.7321, head_lr=2.982778e-05, encoder_lr=1.630482e-04, val_iou=0.6428, es_monitor=val_iou, es_value=0.6355, es_best=0.6355, es_wait=0/0, es_active=True

Epoch 34/100:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 34/100:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.6487, loss=0.4005, lr=2.98e-05]
Epoch 34/100:   6%|▌         | 1/17 [00:00<00:02,  5.61it/s, iou=0.6487, loss=0.4005, lr=2.98e-05]
Epoch 34/100:   6%|▌         | 1/17 [00:00<00:02,  5.61it/s, iou=0.6112, loss=0.4479, lr=2.98e-05]
Epoch 34/100:   6%|▌         | 1/17 [00:00<00:02,  5.61it/s, iou=0.6222, loss=0.4275, lr=2.98e-05]
Epoch 34/100:  18%|█▊        | 3/17 [00:00<00:01, 10.59it/s, iou=0.6222, loss=0.4275, lr=2.98e-05]
Epoch 34/100:  18%|█▊        | 3/17 [00:00<00:01, 10.59it/s, iou=0.6338, loss=0.4045, lr=2.98e-05]
Epoch 34/100:  18%|█▊        | 3/17 [00:00<00:01, 10.59it/s, iou=0.6650, loss=0.3459, lr=2.98e-05]
Epoch 34/100:  29%|██▉       | 5/17 [00:00<00:00, 12.22it/s, iou=0.6650, loss=0.3459, lr=2.98e-05]
Epoch 34/100:  29%|██▉       | 5/17 [00:00<00:00, 12.22it/s, iou=0.6716, loss=0.3892, lr=2.98e-05]
Epoch 34/100:  29%|██▉       | 5/17 [00:00<00:00, 12.22it/s, iou=0.6744, loss=0.4009, lr=2.98e-05]
Epoch 34/100:  41%|████      | 7/17 [00:00<00:00, 12.60it/s, iou=0.6744, loss=0.4009, lr=2.98e-05]
Epoch 34/100:  41%|████      | 7/17 [00:00<00:00, 12.60it/s, iou=0.6780, loss=0.3665, lr=2.98e-05]
Epoch 34/100:  41%|████      | 7/17 [00:00<00:00, 12.60it/s, iou=0.6820, loss=0.3792, lr=2.98e-05]
Epoch 34/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.15it/s, iou=0.6820, loss=0.3792, lr=2.98e-05]
Epoch 34/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.15it/s, iou=0.6888, loss=0.3896, lr=2.98e-05]
Epoch 34/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.15it/s, iou=0.6880, loss=0.3499, lr=2.98e-05]
Epoch 34/100:  65%|██████▍   | 11/17 [00:00<00:00, 13.90it/s, iou=0.6880, loss=0.3499, lr=2.98e-05]
Epoch 34/100:  65%|██████▍   | 11/17 [00:00<00:00, 13.90it/s, iou=0.6839, loss=0.4311, lr=2.98e-05]
Epoch 34/100:  65%|██████▍   | 11/17 [00:00<00:00, 13.90it/s, iou=0.6840, loss=0.3794, lr=2.98e-05]
Epoch 34/100:  76%|███████▋  | 13/17 [00:00<00:00, 14.38it/s, iou=0.6840, loss=0.3794, lr=2.98e-05]
Epoch 34/100:  76%|███████▋  | 13/17 [00:01<00:00, 14.38it/s, iou=0.6846, loss=0.3758, lr=2.98e-05]
Epoch 34/100:  76%|███████▋  | 13/17 [00:01<00:00, 14.38it/s, iou=0.6838, loss=0.3865, lr=2.98e-05]
Epoch 34/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.09it/s, iou=0.6838, loss=0.3865, lr=2.98e-05]
Epoch 34/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.09it/s, iou=0.6866, loss=0.3743, lr=2.98e-05]
Epoch 34/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.09it/s, iou=0.6851, loss=0.5231, lr=2.98e-05]
Epoch 34/100: 100%|██████████| 17/17 [00:01<00:00, 14.03it/s, iou=0.6851, loss=0.5231, lr=2.98e-05]
                                                                                                   
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 34/100: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating: 100%|██████████| 3/3 [00:00<00:00, 28.24it/s]
                                                         
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 34/100: train_loss=0.3983, train_iou=0.6851, train_entropy=0.0000, val_loss=0.4376, val_iou=0.6501, val_dice=0.7473, head_lr=2.930649e-05, encoder_lr=1.601179e-04, val_iou=0.6501, es_monitor=val_iou, es_value=0.6501, es_best=0.6501, es_wait=0/0, es_active=True

Epoch 35/100:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 35/100:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.7526, loss=0.4120, lr=2.93e-05]
Epoch 35/100:   6%|▌         | 1/17 [00:00<00:02,  5.84it/s, iou=0.7526, loss=0.4120, lr=2.93e-05]
Epoch 35/100:   6%|▌         | 1/17 [00:00<00:02,  5.84it/s, iou=0.7344, loss=0.3447, lr=2.93e-05]
Epoch 35/100:   6%|▌         | 1/17 [00:00<00:02,  5.84it/s, iou=0.7365, loss=0.3946, lr=2.93e-05]
Epoch 35/100:  18%|█▊        | 3/17 [00:00<00:01,  9.86it/s, iou=0.7365, loss=0.3946, lr=2.93e-05]
Epoch 35/100:  18%|█▊        | 3/17 [00:00<00:01,  9.86it/s, iou=0.7266, loss=0.4026, lr=2.93e-05]
Epoch 35/100:  18%|█▊        | 3/17 [00:00<00:01,  9.86it/s, iou=0.7204, loss=0.3759, lr=2.93e-05]
Epoch 35/100:  29%|██▉       | 5/17 [00:00<00:01, 11.82it/s, iou=0.7204, loss=0.3759, lr=2.93e-05]
Epoch 35/100:  29%|██▉       | 5/17 [00:00<00:01, 11.82it/s, iou=0.7045, loss=0.4024, lr=2.93e-05]
Epoch 35/100:  29%|██▉       | 5/17 [00:00<00:01, 11.82it/s, iou=0.6925, loss=0.4328, lr=2.93e-05]
Epoch 35/100:  41%|████      | 7/17 [00:00<00:00, 12.73it/s, iou=0.6925, loss=0.4328, lr=2.93e-05]
Epoch 35/100:  41%|████      | 7/17 [00:00<00:00, 12.73it/s, iou=0.6901, loss=0.3879, lr=2.93e-05]
Epoch 35/100:  41%|████      | 7/17 [00:00<00:00, 12.73it/s, iou=0.6935, loss=0.3531, lr=2.93e-05]
Epoch 35/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.82it/s, iou=0.6935, loss=0.3531, lr=2.93e-05]
Epoch 35/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.82it/s, iou=0.6912, loss=0.3976, lr=2.93e-05]
Epoch 35/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.82it/s, iou=0.6887, loss=0.3942, lr=2.93e-05]
Epoch 35/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.44it/s, iou=0.6887, loss=0.3942, lr=2.93e-05]
Epoch 35/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.44it/s, iou=0.6833, loss=0.4129, lr=2.93e-05]
Epoch 35/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.44it/s, iou=0.6860, loss=0.3900, lr=2.93e-05]
Epoch 35/100:  76%|███████▋  | 13/17 [00:00<00:00, 15.08it/s, iou=0.6860, loss=0.3900, lr=2.93e-05]
Epoch 35/100:  76%|███████▋  | 13/17 [00:01<00:00, 15.08it/s, iou=0.6852, loss=0.4061, lr=2.93e-05]
Epoch 35/100:  76%|███████▋  | 13/17 [00:01<00:00, 15.08it/s, iou=0.6862, loss=0.3814, lr=2.93e-05]
Epoch 35/100:  88%|████████▊ | 15/17 [00:01<00:00, 15.15it/s, iou=0.6862, loss=0.3814, lr=2.93e-05]
Epoch 35/100:  88%|████████▊ | 15/17 [00:01<00:00, 15.15it/s, iou=0.6896, loss=0.3485, lr=2.93e-05]
Epoch 35/100:  88%|████████▊ | 15/17 [00:01<00:00, 15.15it/s, iou=0.6904, loss=0.3124, lr=2.93e-05]
Epoch 35/100: 100%|██████████| 17/17 [00:01<00:00, 15.26it/s, iou=0.6904, loss=0.3124, lr=2.93e-05]
                                                                                                   
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 35/100: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating: 100%|██████████| 3/3 [00:00<00:00, 27.21it/s]
                                                         
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 35/100: train_loss=0.3852, train_iou=0.6904, train_entropy=0.0000, val_loss=0.4549, val_iou=0.6190, val_dice=0.7288, head_lr=2.877612e-05, encoder_lr=1.571365e-04, val_iou=0.6501, es_monitor=val_iou, es_value=0.6190, es_best=0.6501, es_wait=1/0, es_active=True

Epoch 36/100:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 36/100:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.7122, loss=0.4064, lr=2.88e-05]
Epoch 36/100:   6%|▌         | 1/17 [00:00<00:02,  5.88it/s, iou=0.7122, loss=0.4064, lr=2.88e-05]
Epoch 36/100:   6%|▌         | 1/17 [00:00<00:02,  5.88it/s, iou=0.7162, loss=0.3934, lr=2.88e-05]
Epoch 36/100:   6%|▌         | 1/17 [00:00<00:02,  5.88it/s, iou=0.6994, loss=0.4191, lr=2.88e-05]
Epoch 36/100:  18%|█▊        | 3/17 [00:00<00:01, 10.49it/s, iou=0.6994, loss=0.4191, lr=2.88e-05]
Epoch 36/100:  18%|█▊        | 3/17 [00:00<00:01, 10.49it/s, iou=0.6982, loss=0.3718, lr=2.88e-05]
Epoch 36/100:  18%|█▊        | 3/17 [00:00<00:01, 10.49it/s, iou=0.7032, loss=0.3565, lr=2.88e-05]
Epoch 36/100:  29%|██▉       | 5/17 [00:00<00:00, 12.66it/s, iou=0.7032, loss=0.3565, lr=2.88e-05]
Epoch 36/100:  29%|██▉       | 5/17 [00:00<00:00, 12.66it/s, iou=0.7054, loss=0.3306, lr=2.88e-05]
Epoch 36/100:  29%|██▉       | 5/17 [00:00<00:00, 12.66it/s, iou=0.7105, loss=0.3667, lr=2.88e-05]
Epoch 36/100:  41%|████      | 7/17 [00:00<00:00, 13.50it/s, iou=0.7105, loss=0.3667, lr=2.88e-05]
Epoch 36/100:  41%|████      | 7/17 [00:00<00:00, 13.50it/s, iou=0.7132, loss=0.3878, lr=2.88e-05]
Epoch 36/100:  41%|████      | 7/17 [00:00<00:00, 13.50it/s, iou=0.7106, loss=0.3806, lr=2.88e-05]
Epoch 36/100:  53%|█████▎    | 9/17 [00:00<00:00, 14.28it/s, iou=0.7106, loss=0.3806, lr=2.88e-05]
Epoch 36/100:  53%|█████▎    | 9/17 [00:00<00:00, 14.28it/s, iou=0.7024, loss=0.4519, lr=2.88e-05]
Epoch 36/100:  53%|█████▎    | 9/17 [00:00<00:00, 14.28it/s, iou=0.6950, loss=0.4077, lr=2.88e-05]
Epoch 36/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.32it/s, iou=0.6950, loss=0.4077, lr=2.88e-05]
Epoch 36/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.32it/s, iou=0.6963, loss=0.3614, lr=2.88e-05]
Epoch 36/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.32it/s, iou=0.6993, loss=0.4041, lr=2.88e-05]
Epoch 36/100:  76%|███████▋  | 13/17 [00:00<00:00, 14.40it/s, iou=0.6993, loss=0.4041, lr=2.88e-05]
Epoch 36/100:  76%|███████▋  | 13/17 [00:01<00:00, 14.40it/s, iou=0.6989, loss=0.3822, lr=2.88e-05]
Epoch 36/100:  76%|███████▋  | 13/17 [00:01<00:00, 14.40it/s, iou=0.6964, loss=0.4018, lr=2.88e-05]
Epoch 36/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.58it/s, iou=0.6964, loss=0.4018, lr=2.88e-05]
Epoch 36/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.58it/s, iou=0.6950, loss=0.3743, lr=2.88e-05]
Epoch 36/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.58it/s, iou=0.6948, loss=0.4728, lr=2.88e-05]
Epoch 36/100: 100%|██████████| 17/17 [00:01<00:00, 14.48it/s, iou=0.6948, loss=0.4728, lr=2.88e-05]
                                                                                                   
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 36/100: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating: 100%|██████████| 3/3 [00:00<00:00, 29.94it/s]
                                                         
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 36/100: train_loss=0.3923, train_iou=0.6948, train_entropy=0.0000, val_loss=0.4311, val_iou=0.6485, val_dice=0.7509, head_lr=2.823719e-05, encoder_lr=1.541071e-04, val_iou=0.6501, es_monitor=val_iou, es_value=0.6485, es_best=0.6501, es_wait=2/0, es_active=True

Epoch 37/100:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 37/100:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.7432, loss=0.3751, lr=2.82e-05]
Epoch 37/100:   6%|▌         | 1/17 [00:00<00:02,  5.50it/s, iou=0.7432, loss=0.3751, lr=2.82e-05]
Epoch 37/100:   6%|▌         | 1/17 [00:00<00:02,  5.50it/s, iou=0.7124, loss=0.3693, lr=2.82e-05]
Epoch 37/100:   6%|▌         | 1/17 [00:00<00:02,  5.50it/s, iou=0.7232, loss=0.3758, lr=2.82e-05]
Epoch 37/100:  18%|█▊        | 3/17 [00:00<00:01, 10.10it/s, iou=0.7232, loss=0.3758, lr=2.82e-05]
Epoch 37/100:  18%|█▊        | 3/17 [00:00<00:01, 10.10it/s, iou=0.7240, loss=0.3656, lr=2.82e-05]
Epoch 37/100:  18%|█▊        | 3/17 [00:00<00:01, 10.10it/s, iou=0.6976, loss=0.4561, lr=2.82e-05]
Epoch 37/100:  29%|██▉       | 5/17 [00:00<00:00, 12.10it/s, iou=0.6976, loss=0.4561, lr=2.82e-05]
Epoch 37/100:  29%|██▉       | 5/17 [00:00<00:00, 12.10it/s, iou=0.6864, loss=0.4279, lr=2.82e-05]
Epoch 37/100:  29%|██▉       | 5/17 [00:00<00:00, 12.10it/s, iou=0.6781, loss=0.4172, lr=2.82e-05]
Epoch 37/100:  41%|████      | 7/17 [00:00<00:00, 12.55it/s, iou=0.6781, loss=0.4172, lr=2.82e-05]
Epoch 37/100:  41%|████      | 7/17 [00:00<00:00, 12.55it/s, iou=0.6848, loss=0.3759, lr=2.82e-05]
Epoch 37/100:  41%|████      | 7/17 [00:00<00:00, 12.55it/s, iou=0.6825, loss=0.4083, lr=2.82e-05]
Epoch 37/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.03it/s, iou=0.6825, loss=0.4083, lr=2.82e-05]
Epoch 37/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.03it/s, iou=0.6914, loss=0.3443, lr=2.82e-05]
Epoch 37/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.03it/s, iou=0.6940, loss=0.3360, lr=2.82e-05]
Epoch 37/100:  65%|██████▍   | 11/17 [00:00<00:00, 13.56it/s, iou=0.6940, loss=0.3360, lr=2.82e-05]
Epoch 37/100:  65%|██████▍   | 11/17 [00:00<00:00, 13.56it/s, iou=0.6884, loss=0.4403, lr=2.82e-05]
Epoch 37/100:  65%|██████▍   | 11/17 [00:01<00:00, 13.56it/s, iou=0.6862, loss=0.4036, lr=2.82e-05]
Epoch 37/100:  76%|███████▋  | 13/17 [00:01<00:00, 13.89it/s, iou=0.6862, loss=0.4036, lr=2.82e-05]
Epoch 37/100:  76%|███████▋  | 13/17 [00:01<00:00, 13.89it/s, iou=0.6906, loss=0.3487, lr=2.82e-05]
Epoch 37/100:  76%|███████▋  | 13/17 [00:01<00:00, 13.89it/s, iou=0.6910, loss=0.3454, lr=2.82e-05]
Epoch 37/100:  88%|████████▊ | 15/17 [00:01<00:00, 13.74it/s, iou=0.6910, loss=0.3454, lr=2.82e-05]
Epoch 37/100:  88%|████████▊ | 15/17 [00:01<00:00, 13.74it/s, iou=0.6904, loss=0.3359, lr=2.82e-05]
Epoch 37/100:  88%|████████▊ | 15/17 [00:01<00:00, 13.74it/s, iou=0.6915, loss=0.3278, lr=2.82e-05]
Epoch 37/100: 100%|██████████| 17/17 [00:01<00:00, 13.84it/s, iou=0.6915, loss=0.3278, lr=2.82e-05]
                                                                                                   
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 37/100: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating: 100%|██████████| 3/3 [00:00<00:00, 29.01it/s]
                                                         
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 37/100: train_loss=0.3796, train_iou=0.6915, train_entropy=0.0000, val_loss=0.4344, val_iou=0.6325, val_dice=0.7372, head_lr=2.769023e-05, encoder_lr=1.510325e-04, val_iou=0.6501, es_monitor=val_iou, es_value=0.6325, es_best=0.6501, es_wait=3/0, es_active=True

Epoch 38/100:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 38/100:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.6560, loss=0.3716, lr=2.77e-05]
Epoch 38/100:   6%|▌         | 1/17 [00:00<00:02,  5.89it/s, iou=0.6560, loss=0.3716, lr=2.77e-05]
Epoch 38/100:   6%|▌         | 1/17 [00:00<00:02,  5.89it/s, iou=0.6508, loss=0.4275, lr=2.77e-05]
Epoch 38/100:   6%|▌         | 1/17 [00:00<00:02,  5.89it/s, iou=0.6603, loss=0.3627, lr=2.77e-05]
Epoch 38/100:  18%|█▊        | 3/17 [00:00<00:01, 10.69it/s, iou=0.6603, loss=0.3627, lr=2.77e-05]
Epoch 38/100:  18%|█▊        | 3/17 [00:00<00:01, 10.69it/s, iou=0.6687, loss=0.3454, lr=2.77e-05]
Epoch 38/100:  18%|█▊        | 3/17 [00:00<00:01, 10.69it/s, iou=0.6531, loss=0.4219, lr=2.77e-05]
Epoch 38/100:  29%|██▉       | 5/17 [00:00<00:00, 12.74it/s, iou=0.6531, loss=0.4219, lr=2.77e-05]
Epoch 38/100:  29%|██▉       | 5/17 [00:00<00:00, 12.74it/s, iou=0.6572, loss=0.4025, lr=2.77e-05]
Epoch 38/100:  29%|██▉       | 5/17 [00:00<00:00, 12.74it/s, iou=0.6688, loss=0.3522, lr=2.77e-05]
Epoch 38/100:  41%|████      | 7/17 [00:00<00:00, 13.66it/s, iou=0.6688, loss=0.3522, lr=2.77e-05]
Epoch 38/100:  41%|████      | 7/17 [00:00<00:00, 13.66it/s, iou=0.6781, loss=0.3562, lr=2.77e-05]
Epoch 38/100:  41%|████      | 7/17 [00:00<00:00, 13.66it/s, iou=0.6889, loss=0.3791, lr=2.77e-05]
Epoch 38/100:  53%|█████▎    | 9/17 [00:00<00:00, 14.07it/s, iou=0.6889, loss=0.3791, lr=2.77e-05]
Epoch 38/100:  53%|█████▎    | 9/17 [00:00<00:00, 14.07it/s, iou=0.6868, loss=0.4419, lr=2.77e-05]
Epoch 38/100:  53%|█████▎    | 9/17 [00:00<00:00, 14.07it/s, iou=0.6916, loss=0.3804, lr=2.77e-05]
Epoch 38/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.71it/s, iou=0.6916, loss=0.3804, lr=2.77e-05]
Epoch 38/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.71it/s, iou=0.6943, loss=0.3368, lr=2.77e-05]
Epoch 38/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.71it/s, iou=0.6978, loss=0.3766, lr=2.77e-05]
Epoch 38/100:  76%|███████▋  | 13/17 [00:00<00:00, 14.40it/s, iou=0.6978, loss=0.3766, lr=2.77e-05]
Epoch 38/100:  76%|███████▋  | 13/17 [00:01<00:00, 14.40it/s, iou=0.6957, loss=0.4173, lr=2.77e-05]
Epoch 38/100:  76%|███████▋  | 13/17 [00:01<00:00, 14.40it/s, iou=0.6914, loss=0.3641, lr=2.77e-05]
Epoch 38/100:  88%|████████▊ | 15/17 [00:01<00:00, 13.53it/s, iou=0.6914, loss=0.3641, lr=2.77e-05]
Epoch 38/100:  88%|████████▊ | 15/17 [00:01<00:00, 13.53it/s, iou=0.6919, loss=0.3498, lr=2.77e-05]
Epoch 38/100:  88%|████████▊ | 15/17 [00:01<00:00, 13.53it/s, iou=0.6877, loss=0.6122, lr=2.77e-05]
Epoch 38/100: 100%|██████████| 17/17 [00:01<00:00, 13.62it/s, iou=0.6877, loss=0.6122, lr=2.77e-05]
                                                                                                   
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 38/100: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating: 100%|██████████| 3/3 [00:00<00:00, 29.51it/s]
                                                         
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 38/100: train_loss=0.3940, train_iou=0.6877, train_entropy=0.0000, val_loss=0.4314, val_iou=0.6225, val_dice=0.7244, head_lr=2.713579e-05, encoder_lr=1.479158e-04, val_iou=0.6501, es_monitor=val_iou, es_value=0.6225, es_best=0.6501, es_wait=4/0, es_active=True

Epoch 39/100:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 39/100:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.6471, loss=0.4233, lr=2.71e-05]
Epoch 39/100:   6%|▌         | 1/17 [00:00<00:02,  6.60it/s, iou=0.6471, loss=0.4233, lr=2.71e-05]
Epoch 39/100:   6%|▌         | 1/17 [00:00<00:02,  6.60it/s, iou=0.6952, loss=0.3120, lr=2.71e-05]
Epoch 39/100:   6%|▌         | 1/17 [00:00<00:02,  6.60it/s, iou=0.7027, loss=0.3935, lr=2.71e-05]
Epoch 39/100:  18%|█▊        | 3/17 [00:00<00:01, 10.99it/s, iou=0.7027, loss=0.3935, lr=2.71e-05]
Epoch 39/100:  18%|█▊        | 3/17 [00:00<00:01, 10.99it/s, iou=0.7113, loss=0.3620, lr=2.71e-05]
Epoch 39/100:  18%|█▊        | 3/17 [00:00<00:01, 10.99it/s, iou=0.7158, loss=0.3793, lr=2.71e-05]
Epoch 39/100:  29%|██▉       | 5/17 [00:00<00:00, 12.75it/s, iou=0.7158, loss=0.3793, lr=2.71e-05]
Epoch 39/100:  29%|██▉       | 5/17 [00:00<00:00, 12.75it/s, iou=0.7209, loss=0.3689, lr=2.71e-05]
Epoch 39/100:  29%|██▉       | 5/17 [00:00<00:00, 12.75it/s, iou=0.7161, loss=0.4167, lr=2.71e-05]
Epoch 39/100:  41%|████      | 7/17 [00:00<00:00, 13.95it/s, iou=0.7161, loss=0.4167, lr=2.71e-05]
Epoch 39/100:  41%|████      | 7/17 [00:00<00:00, 13.95it/s, iou=0.7059, loss=0.4347, lr=2.71e-05]
Epoch 39/100:  41%|████      | 7/17 [00:00<00:00, 13.95it/s, iou=0.7122, loss=0.3108, lr=2.71e-05]
Epoch 39/100:  53%|█████▎    | 9/17 [00:00<00:00, 14.74it/s, iou=0.7122, loss=0.3108, lr=2.71e-05]
Epoch 39/100:  53%|█████▎    | 9/17 [00:00<00:00, 14.74it/s, iou=0.7121, loss=0.3251, lr=2.71e-05]
Epoch 39/100:  53%|█████▎    | 9/17 [00:00<00:00, 14.74it/s, iou=0.7053, loss=0.4190, lr=2.71e-05]
Epoch 39/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.37it/s, iou=0.7053, loss=0.4190, lr=2.71e-05]
Epoch 39/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.37it/s, iou=0.7032, loss=0.3485, lr=2.71e-05]
Epoch 39/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.37it/s, iou=0.7014, loss=0.3533, lr=2.71e-05]
Epoch 39/100:  76%|███████▋  | 13/17 [00:00<00:00, 14.73it/s, iou=0.7014, loss=0.3533, lr=2.71e-05]
Epoch 39/100:  76%|███████▋  | 13/17 [00:01<00:00, 14.73it/s, iou=0.7019, loss=0.3571, lr=2.71e-05]
Epoch 39/100:  76%|███████▋  | 13/17 [00:01<00:00, 14.73it/s, iou=0.7065, loss=0.3382, lr=2.71e-05]
Epoch 39/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.96it/s, iou=0.7065, loss=0.3382, lr=2.71e-05]
Epoch 39/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.96it/s, iou=0.7050, loss=0.4244, lr=2.71e-05]
Epoch 39/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.96it/s, iou=0.7055, loss=0.4812, lr=2.71e-05]
Epoch 39/100: 100%|██████████| 17/17 [00:01<00:00, 14.64it/s, iou=0.7055, loss=0.4812, lr=2.71e-05]
                                                                                                   
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 39/100: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating: 100%|██████████| 3/3 [00:00<00:00, 29.67it/s]
                                                         
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 39/100: train_loss=0.3793, train_iou=0.7055, train_entropy=0.0000, val_loss=0.4274, val_iou=0.6579, val_dice=0.7529, head_lr=2.657441e-05, encoder_lr=1.447602e-04, val_iou=0.6579, es_monitor=val_iou, es_value=0.6579, es_best=0.6579, es_wait=0/0, es_active=True

Epoch 40/100:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 40/100:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.7370, loss=0.3824, lr=2.66e-05]
Epoch 40/100:   6%|▌         | 1/17 [00:00<00:02,  5.41it/s, iou=0.7370, loss=0.3824, lr=2.66e-05]
Epoch 40/100:   6%|▌         | 1/17 [00:00<00:02,  5.41it/s, iou=0.7427, loss=0.3623, lr=2.66e-05]
Epoch 40/100:   6%|▌         | 1/17 [00:00<00:02,  5.41it/s, iou=0.7222, loss=0.3757, lr=2.66e-05]
Epoch 40/100:  18%|█▊        | 3/17 [00:00<00:01, 10.25it/s, iou=0.7222, loss=0.3757, lr=2.66e-05]
Epoch 40/100:  18%|█▊        | 3/17 [00:00<00:01, 10.25it/s, iou=0.7016, loss=0.4153, lr=2.66e-05]
Epoch 40/100:  18%|█▊        | 3/17 [00:00<00:01, 10.25it/s, iou=0.7132, loss=0.3527, lr=2.66e-05]
Epoch 40/100:  29%|██▉       | 5/17 [00:00<00:00, 12.35it/s, iou=0.7132, loss=0.3527, lr=2.66e-05]
Epoch 40/100:  29%|██▉       | 5/17 [00:00<00:00, 12.35it/s, iou=0.7086, loss=0.3563, lr=2.66e-05]
Epoch 40/100:  29%|██▉       | 5/17 [00:00<00:00, 12.35it/s, iou=0.7047, loss=0.3484, lr=2.66e-05]
Epoch 40/100:  41%|████      | 7/17 [00:00<00:00, 13.31it/s, iou=0.7047, loss=0.3484, lr=2.66e-05]
Epoch 40/100:  41%|████      | 7/17 [00:00<00:00, 13.31it/s, iou=0.6977, loss=0.3904, lr=2.66e-05]
Epoch 40/100:  41%|████      | 7/17 [00:00<00:00, 13.31it/s, iou=0.6966, loss=0.3768, lr=2.66e-05]
Epoch 40/100:  53%|█████▎    | 9/17 [00:00<00:00, 14.04it/s, iou=0.6966, loss=0.3768, lr=2.66e-05]
Epoch 40/100:  53%|█████▎    | 9/17 [00:00<00:00, 14.04it/s, iou=0.6949, loss=0.3919, lr=2.66e-05]
Epoch 40/100:  53%|█████▎    | 9/17 [00:00<00:00, 14.04it/s, iou=0.6966, loss=0.3723, lr=2.66e-05]
Epoch 40/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.02it/s, iou=0.6966, loss=0.3723, lr=2.66e-05]
Epoch 40/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.02it/s, iou=0.7057, loss=0.3391, lr=2.66e-05]
Epoch 40/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.02it/s, iou=0.7069, loss=0.3763, lr=2.66e-05]
Epoch 40/100:  76%|███████▋  | 13/17 [00:00<00:00, 14.35it/s, iou=0.7069, loss=0.3763, lr=2.66e-05]
Epoch 40/100:  76%|███████▋  | 13/17 [00:01<00:00, 14.35it/s, iou=0.7074, loss=0.3616, lr=2.66e-05]
Epoch 40/100:  76%|███████▋  | 13/17 [00:01<00:00, 14.35it/s, iou=0.7100, loss=0.3562, lr=2.66e-05]
Epoch 40/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.79it/s, iou=0.7100, loss=0.3562, lr=2.66e-05]
Epoch 40/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.79it/s, iou=0.7162, loss=0.3077, lr=2.66e-05]
Epoch 40/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.79it/s, iou=0.7142, loss=0.5172, lr=2.66e-05]
Epoch 40/100: 100%|██████████| 17/17 [00:01<00:00, 14.94it/s, iou=0.7142, loss=0.5172, lr=2.66e-05]
                                                                                                   
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 40/100: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
                                                 
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 40/100: train_loss=0.3755, train_iou=0.7142, train_entropy=0.0000, val_loss=0.4393, val_iou=0.6214, val_dice=0.7237, head_lr=2.600664e-05, encoder_lr=1.415686e-04, val_iou=0.6579, es_monitor=val_iou, es_value=0.6214, es_best=0.6579, es_wait=1/0, es_active=True

Epoch 41/100:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 41/100:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.6718, loss=0.3843, lr=2.60e-05]
Epoch 41/100:   6%|▌         | 1/17 [00:00<00:02,  6.41it/s, iou=0.6718, loss=0.3843, lr=2.60e-05]
Epoch 41/100:   6%|▌         | 1/17 [00:00<00:02,  6.41it/s, iou=0.7137, loss=0.3524, lr=2.60e-05]
Epoch 41/100:   6%|▌         | 1/17 [00:00<00:02,  6.41it/s, iou=0.7026, loss=0.3795, lr=2.60e-05]
Epoch 41/100:  18%|█▊        | 3/17 [00:00<00:01, 10.93it/s, iou=0.7026, loss=0.3795, lr=2.60e-05]
Epoch 41/100:  18%|█▊        | 3/17 [00:00<00:01, 10.93it/s, iou=0.7070, loss=0.3805, lr=2.60e-05]
Epoch 41/100:  18%|█▊        | 3/17 [00:00<00:01, 10.93it/s, iou=0.7035, loss=0.3351, lr=2.60e-05]
Epoch 41/100:  29%|██▉       | 5/17 [00:00<00:00, 12.61it/s, iou=0.7035, loss=0.3351, lr=2.60e-05]
Epoch 41/100:  29%|██▉       | 5/17 [00:00<00:00, 12.61it/s, iou=0.7085, loss=0.3739, lr=2.60e-05]
Epoch 41/100:  29%|██▉       | 5/17 [00:00<00:00, 12.61it/s, iou=0.7120, loss=0.3786, lr=2.60e-05]
Epoch 41/100:  41%|████      | 7/17 [00:00<00:00, 13.85it/s, iou=0.7120, loss=0.3786, lr=2.60e-05]
Epoch 41/100:  41%|████      | 7/17 [00:00<00:00, 13.85it/s, iou=0.7126, loss=0.3780, lr=2.60e-05]
Epoch 41/100:  41%|████      | 7/17 [00:00<00:00, 13.85it/s, iou=0.7076, loss=0.4050, lr=2.60e-05]
Epoch 41/100:  53%|█████▎    | 9/17 [00:00<00:00, 14.28it/s, iou=0.7076, loss=0.4050, lr=2.60e-05]
Epoch 41/100:  53%|█████▎    | 9/17 [00:00<00:00, 14.28it/s, iou=0.7132, loss=0.3148, lr=2.60e-05]
Epoch 41/100:  53%|█████▎    | 9/17 [00:00<00:00, 14.28it/s, iou=0.7188, loss=0.3243, lr=2.60e-05]
Epoch 41/100:  65%|██████▍   | 11/17 [00:00<00:00, 13.97it/s, iou=0.7188, loss=0.3243, lr=2.60e-05]
Epoch 41/100:  65%|██████▍   | 11/17 [00:00<00:00, 13.97it/s, iou=0.7103, loss=0.4122, lr=2.60e-05]
Epoch 41/100:  65%|██████▍   | 11/17 [00:00<00:00, 13.97it/s, iou=0.7138, loss=0.3402, lr=2.60e-05]
Epoch 41/100:  76%|███████▋  | 13/17 [00:00<00:00, 14.56it/s, iou=0.7138, loss=0.3402, lr=2.60e-05]
Epoch 41/100:  76%|███████▋  | 13/17 [00:01<00:00, 14.56it/s, iou=0.7152, loss=0.3466, lr=2.60e-05]
Epoch 41/100:  76%|███████▋  | 13/17 [00:01<00:00, 14.56it/s, iou=0.7181, loss=0.3444, lr=2.60e-05]
Epoch 41/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.93it/s, iou=0.7181, loss=0.3444, lr=2.60e-05]
Epoch 41/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.93it/s, iou=0.7201, loss=0.3280, lr=2.60e-05]
Epoch 41/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.93it/s, iou=0.7203, loss=0.3413, lr=2.60e-05]
Epoch 41/100: 100%|██████████| 17/17 [00:01<00:00, 15.27it/s, iou=0.7203, loss=0.3413, lr=2.60e-05]
                                                                                                   
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 41/100: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating: 100%|██████████| 3/3 [00:00<00:00, 28.74it/s]
                                                         
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 41/100: train_loss=0.3600, train_iou=0.7203, train_entropy=0.0000, val_loss=0.4263, val_iou=0.6475, val_dice=0.7528, head_lr=2.543304e-05, encoder_lr=1.383443e-04, val_iou=0.6579, es_monitor=val_iou, es_value=0.6475, es_best=0.6579, es_wait=2/0, es_active=True

Epoch 42/100:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 42/100:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.7403, loss=0.3484, lr=2.54e-05]
Epoch 42/100:   6%|▌         | 1/17 [00:00<00:02,  5.81it/s, iou=0.7403, loss=0.3484, lr=2.54e-05]
Epoch 42/100:   6%|▌         | 1/17 [00:00<00:02,  5.81it/s, iou=0.7497, loss=0.3483, lr=2.54e-05]
Epoch 42/100:   6%|▌         | 1/17 [00:00<00:02,  5.81it/s, iou=0.7538, loss=0.3342, lr=2.54e-05]
Epoch 42/100:  18%|█▊        | 3/17 [00:00<00:01, 10.60it/s, iou=0.7538, loss=0.3342, lr=2.54e-05]
Epoch 42/100:  18%|█▊        | 3/17 [00:00<00:01, 10.60it/s, iou=0.7185, loss=0.4074, lr=2.54e-05]
Epoch 42/100:  18%|█▊        | 3/17 [00:00<00:01, 10.60it/s, iou=0.7174, loss=0.3629, lr=2.54e-05]
Epoch 42/100:  29%|██▉       | 5/17 [00:00<00:00, 12.41it/s, iou=0.7174, loss=0.3629, lr=2.54e-05]
Epoch 42/100:  29%|██▉       | 5/17 [00:00<00:00, 12.41it/s, iou=0.7220, loss=0.3655, lr=2.54e-05]
Epoch 42/100:  29%|██▉       | 5/17 [00:00<00:00, 12.41it/s, iou=0.7203, loss=0.3542, lr=2.54e-05]
Epoch 42/100:  41%|████      | 7/17 [00:00<00:00, 13.54it/s, iou=0.7203, loss=0.3542, lr=2.54e-05]
Epoch 42/100:  41%|████      | 7/17 [00:00<00:00, 13.54it/s, iou=0.7220, loss=0.3754, lr=2.54e-05]
Epoch 42/100:  41%|████      | 7/17 [00:00<00:00, 13.54it/s, iou=0.7257, loss=0.3344, lr=2.54e-05]
Epoch 42/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.83it/s, iou=0.7257, loss=0.3344, lr=2.54e-05]
Epoch 42/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.83it/s, iou=0.7311, loss=0.3404, lr=2.54e-05]
Epoch 42/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.83it/s, iou=0.7335, loss=0.3457, lr=2.54e-05]
Epoch 42/100:  65%|██████▍   | 11/17 [00:00<00:00, 13.78it/s, iou=0.7335, loss=0.3457, lr=2.54e-05]
Epoch 42/100:  65%|██████▍   | 11/17 [00:00<00:00, 13.78it/s, iou=0.7319, loss=0.3604, lr=2.54e-05]
Epoch 42/100:  65%|██████▍   | 11/17 [00:01<00:00, 13.78it/s, iou=0.7344, loss=0.3302, lr=2.54e-05]
Epoch 42/100:  76%|███████▋  | 13/17 [00:01<00:00, 13.77it/s, iou=0.7344, loss=0.3302, lr=2.54e-05]
Epoch 42/100:  76%|███████▋  | 13/17 [00:01<00:00, 13.77it/s, iou=0.7285, loss=0.3996, lr=2.54e-05]
Epoch 42/100:  76%|███████▋  | 13/17 [00:01<00:00, 13.77it/s, iou=0.7284, loss=0.3491, lr=2.54e-05]
Epoch 42/100:  88%|████████▊ | 15/17 [00:01<00:00, 13.87it/s, iou=0.7284, loss=0.3491, lr=2.54e-05]
Epoch 42/100:  88%|████████▊ | 15/17 [00:01<00:00, 13.87it/s, iou=0.7231, loss=0.3949, lr=2.54e-05]
Epoch 42/100:  88%|████████▊ | 15/17 [00:01<00:00, 13.87it/s, iou=0.7212, loss=0.4731, lr=2.54e-05]
Epoch 42/100: 100%|██████████| 17/17 [00:01<00:00, 13.88it/s, iou=0.7212, loss=0.4731, lr=2.54e-05]
                                                                                                   
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 42/100: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating: 100%|██████████| 3/3 [00:00<00:00, 28.03it/s]
                                                         
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 42/100: train_loss=0.3661, train_iou=0.7212, train_entropy=0.0000, val_loss=0.4074, val_iou=0.6566, val_dice=0.7573, head_lr=2.485418e-05, encoder_lr=1.350904e-04, val_iou=0.6579, es_monitor=val_iou, es_value=0.6566, es_best=0.6579, es_wait=3/0, es_active=True

Epoch 43/100:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 43/100:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.7283, loss=0.3966, lr=2.49e-05]
Epoch 43/100:   6%|▌         | 1/17 [00:00<00:02,  5.74it/s, iou=0.7283, loss=0.3966, lr=2.49e-05]
Epoch 43/100:   6%|▌         | 1/17 [00:00<00:02,  5.74it/s, iou=0.7191, loss=0.3635, lr=2.49e-05]
Epoch 43/100:   6%|▌         | 1/17 [00:00<00:02,  5.74it/s, iou=0.7258, loss=0.3946, lr=2.49e-05]
Epoch 43/100:  18%|█▊        | 3/17 [00:00<00:01, 10.45it/s, iou=0.7258, loss=0.3946, lr=2.49e-05]
Epoch 43/100:  18%|█▊        | 3/17 [00:00<00:01, 10.45it/s, iou=0.7265, loss=0.3911, lr=2.49e-05]
Epoch 43/100:  18%|█▊        | 3/17 [00:00<00:01, 10.45it/s, iou=0.7329, loss=0.3627, lr=2.49e-05]
Epoch 43/100:  29%|██▉       | 5/17 [00:00<00:01, 11.80it/s, iou=0.7329, loss=0.3627, lr=2.49e-05]
Epoch 43/100:  29%|██▉       | 5/17 [00:00<00:01, 11.80it/s, iou=0.7341, loss=0.3286, lr=2.49e-05]
Epoch 43/100:  29%|██▉       | 5/17 [00:00<00:01, 11.80it/s, iou=0.7300, loss=0.3471, lr=2.49e-05]
Epoch 43/100:  41%|████      | 7/17 [00:00<00:00, 12.56it/s, iou=0.7300, loss=0.3471, lr=2.49e-05]
Epoch 43/100:  41%|████      | 7/17 [00:00<00:00, 12.56it/s, iou=0.7250, loss=0.3984, lr=2.49e-05]
Epoch 43/100:  41%|████      | 7/17 [00:00<00:00, 12.56it/s, iou=0.7276, loss=0.3240, lr=2.49e-05]
Epoch 43/100:  53%|█████▎    | 9/17 [00:00<00:00, 12.58it/s, iou=0.7276, loss=0.3240, lr=2.49e-05]
Epoch 43/100:  53%|█████▎    | 9/17 [00:00<00:00, 12.58it/s, iou=0.7270, loss=0.3468, lr=2.49e-05]
Epoch 43/100:  53%|█████▎    | 9/17 [00:00<00:00, 12.58it/s, iou=0.7231, loss=0.3435, lr=2.49e-05]
Epoch 43/100:  65%|██████▍   | 11/17 [00:00<00:00, 12.73it/s, iou=0.7231, loss=0.3435, lr=2.49e-05]
Epoch 43/100:  65%|██████▍   | 11/17 [00:00<00:00, 12.73it/s, iou=0.7113, loss=0.4087, lr=2.49e-05]
Epoch 43/100:  65%|██████▍   | 11/17 [00:01<00:00, 12.73it/s, iou=0.7125, loss=0.3312, lr=2.49e-05]
Epoch 43/100:  76%|███████▋  | 13/17 [00:01<00:00, 13.16it/s, iou=0.7125, loss=0.3312, lr=2.49e-05]
Epoch 43/100:  76%|███████▋  | 13/17 [00:01<00:00, 13.16it/s, iou=0.7079, loss=0.3971, lr=2.49e-05]
Epoch 43/100:  76%|███████▋  | 13/17 [00:01<00:00, 13.16it/s, iou=0.7076, loss=0.3905, lr=2.49e-05]
Epoch 43/100:  88%|████████▊ | 15/17 [00:01<00:00, 13.55it/s, iou=0.7076, loss=0.3905, lr=2.49e-05]
Epoch 43/100:  88%|████████▊ | 15/17 [00:01<00:00, 13.55it/s, iou=0.7063, loss=0.3357, lr=2.49e-05]
Epoch 43/100:  88%|████████▊ | 15/17 [00:01<00:00, 13.55it/s, iou=0.7045, loss=0.5097, lr=2.49e-05]
Epoch 43/100: 100%|██████████| 17/17 [00:01<00:00, 13.70it/s, iou=0.7045, loss=0.5097, lr=2.49e-05]
                                                                                                   
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 43/100: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating: 100%|██████████| 3/3 [00:00<00:00, 28.47it/s]
                                                         
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 43/100: train_loss=0.3747, train_iou=0.7045, train_entropy=0.0000, val_loss=0.4084, val_iou=0.6718, val_dice=0.7684, head_lr=2.427064e-05, encoder_lr=1.318101e-04, val_iou=0.6718, es_monitor=val_iou, es_value=0.6718, es_best=0.6718, es_wait=0/0, es_active=True

Epoch 44/100:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 44/100:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.7235, loss=0.3801, lr=2.43e-05]
Epoch 44/100:   6%|▌         | 1/17 [00:00<00:03,  5.18it/s, iou=0.7235, loss=0.3801, lr=2.43e-05]
Epoch 44/100:   6%|▌         | 1/17 [00:00<00:03,  5.18it/s, iou=0.7309, loss=0.3476, lr=2.43e-05]
Epoch 44/100:   6%|▌         | 1/17 [00:00<00:03,  5.18it/s, iou=0.7386, loss=0.3476, lr=2.43e-05]
Epoch 44/100:  18%|█▊        | 3/17 [00:00<00:01,  9.95it/s, iou=0.7386, loss=0.3476, lr=2.43e-05]
Epoch 44/100:  18%|█▊        | 3/17 [00:00<00:01,  9.95it/s, iou=0.7517, loss=0.3488, lr=2.43e-05]
Epoch 44/100:  18%|█▊        | 3/17 [00:00<00:01,  9.95it/s, iou=0.7535, loss=0.3355, lr=2.43e-05]
Epoch 44/100:  29%|██▉       | 5/17 [00:00<00:01, 11.84it/s, iou=0.7535, loss=0.3355, lr=2.43e-05]
Epoch 44/100:  29%|██▉       | 5/17 [00:00<00:01, 11.84it/s, iou=0.7456, loss=0.3778, lr=2.43e-05]
Epoch 44/100:  29%|██▉       | 5/17 [00:00<00:01, 11.84it/s, iou=0.7391, loss=0.3795, lr=2.43e-05]
Epoch 44/100:  41%|████      | 7/17 [00:00<00:00, 13.03it/s, iou=0.7391, loss=0.3795, lr=2.43e-05]
Epoch 44/100:  41%|████      | 7/17 [00:00<00:00, 13.03it/s, iou=0.7338, loss=0.3657, lr=2.43e-05]
Epoch 44/100:  41%|████      | 7/17 [00:00<00:00, 13.03it/s, iou=0.7298, loss=0.3401, lr=2.43e-05]
Epoch 44/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.60it/s, iou=0.7298, loss=0.3401, lr=2.43e-05]
Epoch 44/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.60it/s, iou=0.7156, loss=0.4160, lr=2.43e-05]
Epoch 44/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.60it/s, iou=0.7161, loss=0.2944, lr=2.43e-05]
Epoch 44/100:  65%|██████▍   | 11/17 [00:00<00:00, 13.34it/s, iou=0.7161, loss=0.2944, lr=2.43e-05]
Epoch 44/100:  65%|██████▍   | 11/17 [00:00<00:00, 13.34it/s, iou=0.7121, loss=0.3550, lr=2.43e-05]
Epoch 44/100:  65%|██████▍   | 11/17 [00:01<00:00, 13.34it/s, iou=0.7120, loss=0.3654, lr=2.43e-05]
Epoch 44/100:  76%|███████▋  | 13/17 [00:01<00:00, 13.71it/s, iou=0.7120, loss=0.3654, lr=2.43e-05]
Epoch 44/100:  76%|███████▋  | 13/17 [00:01<00:00, 13.71it/s, iou=0.7095, loss=0.3879, lr=2.43e-05]
Epoch 44/100:  76%|███████▋  | 13/17 [00:01<00:00, 13.71it/s, iou=0.7077, loss=0.3646, lr=2.43e-05]
Epoch 44/100:  88%|████████▊ | 15/17 [00:01<00:00, 13.80it/s, iou=0.7077, loss=0.3646, lr=2.43e-05]
Epoch 44/100:  88%|████████▊ | 15/17 [00:01<00:00, 13.80it/s, iou=0.7108, loss=0.3372, lr=2.43e-05]
Epoch 44/100:  88%|████████▊ | 15/17 [00:01<00:00, 13.80it/s, iou=0.7117, loss=0.3048, lr=2.43e-05]
Epoch 44/100: 100%|██████████| 17/17 [00:01<00:00, 13.85it/s, iou=0.7117, loss=0.3048, lr=2.43e-05]
                                                                                                   
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 44/100: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating: 100%|██████████| 3/3 [00:00<00:00, 27.52it/s]
                                                         
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 44/100: train_loss=0.3558, train_iou=0.7117, train_entropy=0.0000, val_loss=0.4041, val_iou=0.6719, val_dice=0.7633, head_lr=2.368298e-05, encoder_lr=1.285067e-04, val_iou=0.6719, es_monitor=val_iou, es_value=0.6719, es_best=0.6719, es_wait=0/0, es_active=True

Epoch 45/100:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 45/100:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.7863, loss=0.3025, lr=2.37e-05]
Epoch 45/100:   6%|▌         | 1/17 [00:00<00:02,  5.62it/s, iou=0.7863, loss=0.3025, lr=2.37e-05]
Epoch 45/100:   6%|▌         | 1/17 [00:00<00:02,  5.62it/s, iou=0.7881, loss=0.3492, lr=2.37e-05]
Epoch 45/100:   6%|▌         | 1/17 [00:00<00:02,  5.62it/s, iou=0.7791, loss=0.3113, lr=2.37e-05]
Epoch 45/100:  18%|█▊        | 3/17 [00:00<00:01, 10.38it/s, iou=0.7791, loss=0.3113, lr=2.37e-05]
Epoch 45/100:  18%|█▊        | 3/17 [00:00<00:01, 10.38it/s, iou=0.7760, loss=0.3560, lr=2.37e-05]
Epoch 45/100:  18%|█▊        | 3/17 [00:00<00:01, 10.38it/s, iou=0.7682, loss=0.3426, lr=2.37e-05]
Epoch 45/100:  29%|██▉       | 5/17 [00:00<00:00, 12.22it/s, iou=0.7682, loss=0.3426, lr=2.37e-05]
Epoch 45/100:  29%|██▉       | 5/17 [00:00<00:00, 12.22it/s, iou=0.7623, loss=0.3356, lr=2.37e-05]
Epoch 45/100:  29%|██▉       | 5/17 [00:00<00:00, 12.22it/s, iou=0.7542, loss=0.3414, lr=2.37e-05]
Epoch 45/100:  41%|████      | 7/17 [00:00<00:00, 12.75it/s, iou=0.7542, loss=0.3414, lr=2.37e-05]
Epoch 45/100:  41%|████      | 7/17 [00:00<00:00, 12.75it/s, iou=0.7493, loss=0.3413, lr=2.37e-05]
Epoch 45/100:  41%|████      | 7/17 [00:00<00:00, 12.75it/s, iou=0.7460, loss=0.3513, lr=2.37e-05]
Epoch 45/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.55it/s, iou=0.7460, loss=0.3513, lr=2.37e-05]
Epoch 45/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.55it/s, iou=0.7444, loss=0.3578, lr=2.37e-05]
Epoch 45/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.55it/s, iou=0.7446, loss=0.3427, lr=2.37e-05]
Epoch 45/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.24it/s, iou=0.7446, loss=0.3427, lr=2.37e-05]
Epoch 45/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.24it/s, iou=0.7454, loss=0.3908, lr=2.37e-05]
Epoch 45/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.24it/s, iou=0.7432, loss=0.3686, lr=2.37e-05]
Epoch 45/100:  76%|███████▋  | 13/17 [00:00<00:00, 14.23it/s, iou=0.7432, loss=0.3686, lr=2.37e-05]
Epoch 45/100:  76%|███████▋  | 13/17 [00:01<00:00, 14.23it/s, iou=0.7394, loss=0.3976, lr=2.37e-05]
Epoch 45/100:  76%|███████▋  | 13/17 [00:01<00:00, 14.23it/s, iou=0.7380, loss=0.3622, lr=2.37e-05]
Epoch 45/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.51it/s, iou=0.7380, loss=0.3622, lr=2.37e-05]
Epoch 45/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.51it/s, iou=0.7358, loss=0.3770, lr=2.37e-05]
Epoch 45/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.51it/s, iou=0.7357, loss=0.2521, lr=2.37e-05]
Epoch 45/100: 100%|██████████| 17/17 [00:01<00:00, 14.39it/s, iou=0.7357, loss=0.2521, lr=2.37e-05]
                                                                                                   
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 45/100: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating: 100%|██████████| 3/3 [00:00<00:00, 29.39it/s]
                                                         
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 45/100: train_loss=0.3459, train_iou=0.7357, train_entropy=0.0000, val_loss=0.4013, val_iou=0.6452, val_dice=0.7454, head_lr=2.309180e-05, encoder_lr=1.251835e-04, val_iou=0.6719, es_monitor=val_iou, es_value=0.6452, es_best=0.6719, es_wait=1/0, es_active=True

Epoch 46/100:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 46/100:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.7418, loss=0.3396, lr=2.31e-05]
Epoch 46/100:   6%|▌         | 1/17 [00:00<00:02,  5.87it/s, iou=0.7418, loss=0.3396, lr=2.31e-05]
Epoch 46/100:   6%|▌         | 1/17 [00:00<00:02,  5.87it/s, iou=0.7423, loss=0.3214, lr=2.31e-05]
Epoch 46/100:   6%|▌         | 1/17 [00:00<00:02,  5.87it/s, iou=0.7324, loss=0.3579, lr=2.31e-05]
Epoch 46/100:  18%|█▊        | 3/17 [00:00<00:01, 10.32it/s, iou=0.7324, loss=0.3579, lr=2.31e-05]
Epoch 46/100:  18%|█▊        | 3/17 [00:00<00:01, 10.32it/s, iou=0.7061, loss=0.3895, lr=2.31e-05]
Epoch 46/100:  18%|█▊        | 3/17 [00:00<00:01, 10.32it/s, iou=0.7152, loss=0.3200, lr=2.31e-05]
Epoch 46/100:  29%|██▉       | 5/17 [00:00<00:00, 12.35it/s, iou=0.7152, loss=0.3200, lr=2.31e-05]
Epoch 46/100:  29%|██▉       | 5/17 [00:00<00:00, 12.35it/s, iou=0.7025, loss=0.3828, lr=2.31e-05]
Epoch 46/100:  29%|██▉       | 5/17 [00:00<00:00, 12.35it/s, iou=0.6970, loss=0.3986, lr=2.31e-05]
Epoch 46/100:  41%|████      | 7/17 [00:00<00:00, 13.58it/s, iou=0.6970, loss=0.3986, lr=2.31e-05]
Epoch 46/100:  41%|████      | 7/17 [00:00<00:00, 13.58it/s, iou=0.7072, loss=0.3097, lr=2.31e-05]
Epoch 46/100:  41%|████      | 7/17 [00:00<00:00, 13.58it/s, iou=0.7112, loss=0.3386, lr=2.31e-05]
Epoch 46/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.82it/s, iou=0.7112, loss=0.3386, lr=2.31e-05]
Epoch 46/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.82it/s, iou=0.7156, loss=0.3433, lr=2.31e-05]
Epoch 46/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.82it/s, iou=0.7145, loss=0.3641, lr=2.31e-05]
Epoch 46/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.22it/s, iou=0.7145, loss=0.3641, lr=2.31e-05]
Epoch 46/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.22it/s, iou=0.7178, loss=0.3506, lr=2.31e-05]
Epoch 46/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.22it/s, iou=0.7169, loss=0.3784, lr=2.31e-05]
Epoch 46/100:  76%|███████▋  | 13/17 [00:00<00:00, 14.13it/s, iou=0.7169, loss=0.3784, lr=2.31e-05]
Epoch 46/100:  76%|███████▋  | 13/17 [00:01<00:00, 14.13it/s, iou=0.7194, loss=0.3295, lr=2.31e-05]
Epoch 46/100:  76%|███████▋  | 13/17 [00:01<00:00, 14.13it/s, iou=0.7196, loss=0.3361, lr=2.31e-05]
Epoch 46/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.47it/s, iou=0.7196, loss=0.3361, lr=2.31e-05]
Epoch 46/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.47it/s, iou=0.7192, loss=0.3628, lr=2.31e-05]
Epoch 46/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.47it/s, iou=0.7195, loss=0.3475, lr=2.31e-05]
Epoch 46/100: 100%|██████████| 17/17 [00:01<00:00, 14.40it/s, iou=0.7195, loss=0.3475, lr=2.31e-05]
                                                                                                   
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 46/100: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating: 100%|██████████| 3/3 [00:00<00:00, 27.98it/s]
                                                         
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 46/100: train_loss=0.3512, train_iou=0.7195, train_entropy=0.0000, val_loss=0.4156, val_iou=0.6047, val_dice=0.7163, head_lr=2.249766e-05, encoder_lr=1.218437e-04, val_iou=0.6719, es_monitor=val_iou, es_value=0.6047, es_best=0.6719, es_wait=2/0, es_active=True

Epoch 47/100:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 47/100:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.5844, loss=0.4074, lr=2.25e-05]
Epoch 47/100:   6%|▌         | 1/17 [00:00<00:02,  6.40it/s, iou=0.5844, loss=0.4074, lr=2.25e-05]
Epoch 47/100:   6%|▌         | 1/17 [00:00<00:02,  6.40it/s, iou=0.6092, loss=0.3805, lr=2.25e-05]
Epoch 47/100:   6%|▌         | 1/17 [00:00<00:02,  6.40it/s, iou=0.6630, loss=0.2745, lr=2.25e-05]
Epoch 47/100:  18%|█▊        | 3/17 [00:00<00:01, 10.61it/s, iou=0.6630, loss=0.2745, lr=2.25e-05]
Epoch 47/100:  18%|█▊        | 3/17 [00:00<00:01, 10.61it/s, iou=0.6654, loss=0.3446, lr=2.25e-05]
Epoch 47/100:  18%|█▊        | 3/17 [00:00<00:01, 10.61it/s, iou=0.6748, loss=0.3195, lr=2.25e-05]
Epoch 47/100:  29%|██▉       | 5/17 [00:00<00:00, 12.01it/s, iou=0.6748, loss=0.3195, lr=2.25e-05]
Epoch 47/100:  29%|██▉       | 5/17 [00:00<00:00, 12.01it/s, iou=0.6886, loss=0.3615, lr=2.25e-05]
Epoch 47/100:  29%|██▉       | 5/17 [00:00<00:00, 12.01it/s, iou=0.6941, loss=0.3185, lr=2.25e-05]
Epoch 47/100:  41%|████      | 7/17 [00:00<00:00, 13.01it/s, iou=0.6941, loss=0.3185, lr=2.25e-05]
Epoch 47/100:  41%|████      | 7/17 [00:00<00:00, 13.01it/s, iou=0.7077, loss=0.3188, lr=2.25e-05]
Epoch 47/100:  41%|████      | 7/17 [00:00<00:00, 13.01it/s, iou=0.7070, loss=0.3983, lr=2.25e-05]
Epoch 47/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.65it/s, iou=0.7070, loss=0.3983, lr=2.25e-05]
Epoch 47/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.65it/s, iou=0.7093, loss=0.3898, lr=2.25e-05]
Epoch 47/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.65it/s, iou=0.7078, loss=0.3769, lr=2.25e-05]
Epoch 47/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.21it/s, iou=0.7078, loss=0.3769, lr=2.25e-05]
Epoch 47/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.21it/s, iou=0.7163, loss=0.2995, lr=2.25e-05]
Epoch 47/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.21it/s, iou=0.7164, loss=0.3415, lr=2.25e-05]
Epoch 47/100:  76%|███████▋  | 13/17 [00:00<00:00, 14.39it/s, iou=0.7164, loss=0.3415, lr=2.25e-05]
Epoch 47/100:  76%|███████▋  | 13/17 [00:01<00:00, 14.39it/s, iou=0.7190, loss=0.3610, lr=2.25e-05]
Epoch 47/100:  76%|███████▋  | 13/17 [00:01<00:00, 14.39it/s, iou=0.7216, loss=0.3252, lr=2.25e-05]
Epoch 47/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.73it/s, iou=0.7216, loss=0.3252, lr=2.25e-05]
Epoch 47/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.73it/s, iou=0.7254, loss=0.3281, lr=2.25e-05]
Epoch 47/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.73it/s, iou=0.7256, loss=0.3009, lr=2.25e-05]
Epoch 47/100: 100%|██████████| 17/17 [00:01<00:00, 13.99it/s, iou=0.7256, loss=0.3009, lr=2.25e-05]
                                                                                                   
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 47/100: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating: 100%|██████████| 3/3 [00:00<00:00, 27.56it/s]
                                                         
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 47/100: train_loss=0.3439, train_iou=0.7256, train_entropy=0.0000, val_loss=0.4129, val_iou=0.6323, val_dice=0.7339, head_lr=2.190116e-05, encoder_lr=1.184906e-04, val_iou=0.6719, es_monitor=val_iou, es_value=0.6323, es_best=0.6719, es_wait=3/0, es_active=True

Epoch 48/100:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 48/100:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.6939, loss=0.3160, lr=2.19e-05]
Epoch 48/100:   6%|▌         | 1/17 [00:00<00:02,  6.93it/s, iou=0.6939, loss=0.3160, lr=2.19e-05]
Epoch 48/100:   6%|▌         | 1/17 [00:00<00:02,  6.93it/s, iou=0.7045, loss=0.3771, lr=2.19e-05]
Epoch 48/100:   6%|▌         | 1/17 [00:00<00:02,  6.93it/s, iou=0.7120, loss=0.3582, lr=2.19e-05]
Epoch 48/100:  18%|█▊        | 3/17 [00:00<00:01, 10.61it/s, iou=0.7120, loss=0.3582, lr=2.19e-05]
Epoch 48/100:  18%|█▊        | 3/17 [00:00<00:01, 10.61it/s, iou=0.7049, loss=0.3407, lr=2.19e-05]
Epoch 48/100:  18%|█▊        | 3/17 [00:00<00:01, 10.61it/s, iou=0.6970, loss=0.3871, lr=2.19e-05]
Epoch 48/100:  29%|██▉       | 5/17 [00:00<00:01, 11.99it/s, iou=0.6970, loss=0.3871, lr=2.19e-05]
Epoch 48/100:  29%|██▉       | 5/17 [00:00<00:01, 11.99it/s, iou=0.6945, loss=0.3721, lr=2.19e-05]
Epoch 48/100:  29%|██▉       | 5/17 [00:00<00:01, 11.99it/s, iou=0.7078, loss=0.3039, lr=2.19e-05]
Epoch 48/100:  41%|████      | 7/17 [00:00<00:00, 13.23it/s, iou=0.7078, loss=0.3039, lr=2.19e-05]
Epoch 48/100:  41%|████      | 7/17 [00:00<00:00, 13.23it/s, iou=0.7151, loss=0.3177, lr=2.19e-05]
Epoch 48/100:  41%|████      | 7/17 [00:00<00:00, 13.23it/s, iou=0.7237, loss=0.2934, lr=2.19e-05]
Epoch 48/100:  53%|█████▎    | 9/17 [00:00<00:00, 14.02it/s, iou=0.7237, loss=0.2934, lr=2.19e-05]
Epoch 48/100:  53%|█████▎    | 9/17 [00:00<00:00, 14.02it/s, iou=0.7314, loss=0.3124, lr=2.19e-05]
Epoch 48/100:  53%|█████▎    | 9/17 [00:00<00:00, 14.02it/s, iou=0.7311, loss=0.3707, lr=2.19e-05]
Epoch 48/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.34it/s, iou=0.7311, loss=0.3707, lr=2.19e-05]
Epoch 48/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.34it/s, iou=0.7330, loss=0.3308, lr=2.19e-05]
Epoch 48/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.34it/s, iou=0.7337, loss=0.3245, lr=2.19e-05]
Epoch 48/100:  76%|███████▋  | 13/17 [00:00<00:00, 14.62it/s, iou=0.7337, loss=0.3245, lr=2.19e-05]
Epoch 48/100:  76%|███████▋  | 13/17 [00:01<00:00, 14.62it/s, iou=0.7338, loss=0.3661, lr=2.19e-05]
Epoch 48/100:  76%|███████▋  | 13/17 [00:01<00:00, 14.62it/s, iou=0.7314, loss=0.3515, lr=2.19e-05]
Epoch 48/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.83it/s, iou=0.7314, loss=0.3515, lr=2.19e-05]
Epoch 48/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.83it/s, iou=0.7319, loss=0.3204, lr=2.19e-05]
Epoch 48/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.83it/s, iou=0.7305, loss=0.4206, lr=2.19e-05]
Epoch 48/100: 100%|██████████| 17/17 [00:01<00:00, 14.90it/s, iou=0.7305, loss=0.4206, lr=2.19e-05]
                                                                                                   
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 48/100: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating: 100%|██████████| 3/3 [00:00<00:00, 27.18it/s]
                                                         
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 48/100: train_loss=0.3449, train_iou=0.7305, train_entropy=0.0000, val_loss=0.4034, val_iou=0.6536, val_dice=0.7441, head_lr=2.130288e-05, encoder_lr=1.151276e-04, val_iou=0.6719, es_monitor=val_iou, es_value=0.6536, es_best=0.6719, es_wait=4/0, es_active=True

Epoch 49/100:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 49/100:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.7276, loss=0.3093, lr=2.13e-05]
Epoch 49/100:   6%|▌         | 1/17 [00:00<00:02,  5.81it/s, iou=0.7276, loss=0.3093, lr=2.13e-05]
Epoch 49/100:   6%|▌         | 1/17 [00:00<00:02,  5.81it/s, iou=0.7129, loss=0.3873, lr=2.13e-05]
Epoch 49/100:   6%|▌         | 1/17 [00:00<00:02,  5.81it/s, iou=0.7017, loss=0.3825, lr=2.13e-05]
Epoch 49/100:  18%|█▊        | 3/17 [00:00<00:01,  9.97it/s, iou=0.7017, loss=0.3825, lr=2.13e-05]
Epoch 49/100:  18%|█▊        | 3/17 [00:00<00:01,  9.97it/s, iou=0.7069, loss=0.3244, lr=2.13e-05]
Epoch 49/100:  18%|█▊        | 3/17 [00:00<00:01,  9.97it/s, iou=0.7175, loss=0.3395, lr=2.13e-05]
Epoch 49/100:  29%|██▉       | 5/17 [00:00<00:01, 11.69it/s, iou=0.7175, loss=0.3395, lr=2.13e-05]
Epoch 49/100:  29%|██▉       | 5/17 [00:00<00:01, 11.69it/s, iou=0.7133, loss=0.3890, lr=2.13e-05]
Epoch 49/100:  29%|██▉       | 5/17 [00:00<00:01, 11.69it/s, iou=0.7095, loss=0.3436, lr=2.13e-05]
Epoch 49/100:  41%|████      | 7/17 [00:00<00:00, 12.55it/s, iou=0.7095, loss=0.3436, lr=2.13e-05]
Epoch 49/100:  41%|████      | 7/17 [00:00<00:00, 12.55it/s, iou=0.7089, loss=0.3544, lr=2.13e-05]
Epoch 49/100:  41%|████      | 7/17 [00:00<00:00, 12.55it/s, iou=0.7173, loss=0.2686, lr=2.13e-05]
Epoch 49/100:  53%|█████▎    | 9/17 [00:00<00:00, 12.75it/s, iou=0.7173, loss=0.2686, lr=2.13e-05]
Epoch 49/100:  53%|█████▎    | 9/17 [00:00<00:00, 12.75it/s, iou=0.7204, loss=0.3329, lr=2.13e-05]
Epoch 49/100:  53%|█████▎    | 9/17 [00:00<00:00, 12.75it/s, iou=0.7195, loss=0.3408, lr=2.13e-05]
Epoch 49/100:  65%|██████▍   | 11/17 [00:00<00:00, 13.39it/s, iou=0.7195, loss=0.3408, lr=2.13e-05]
Epoch 49/100:  65%|██████▍   | 11/17 [00:00<00:00, 13.39it/s, iou=0.7196, loss=0.3296, lr=2.13e-05]
Epoch 49/100:  65%|██████▍   | 11/17 [00:01<00:00, 13.39it/s, iou=0.7207, loss=0.3334, lr=2.13e-05]
Epoch 49/100:  76%|███████▋  | 13/17 [00:01<00:00, 13.84it/s, iou=0.7207, loss=0.3334, lr=2.13e-05]
Epoch 49/100:  76%|███████▋  | 13/17 [00:01<00:00, 13.84it/s, iou=0.7222, loss=0.3412, lr=2.13e-05]
Epoch 49/100:  76%|███████▋  | 13/17 [00:01<00:00, 13.84it/s, iou=0.7229, loss=0.3313, lr=2.13e-05]
Epoch 49/100:  88%|████████▊ | 15/17 [00:01<00:00, 13.54it/s, iou=0.7229, loss=0.3313, lr=2.13e-05]
Epoch 49/100:  88%|████████▊ | 15/17 [00:01<00:00, 13.54it/s, iou=0.7220, loss=0.3781, lr=2.13e-05]
Epoch 49/100:  88%|████████▊ | 15/17 [00:01<00:00, 13.54it/s, iou=0.7192, loss=0.5928, lr=2.13e-05]
Epoch 49/100: 100%|██████████| 17/17 [00:01<00:00, 13.23it/s, iou=0.7192, loss=0.5928, lr=2.13e-05]
                                                                                                   
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 49/100: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating: 100%|██████████| 3/3 [00:00<00:00, 28.83it/s]
                                                         
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 49/100: train_loss=0.3576, train_iou=0.7192, train_entropy=0.0000, val_loss=0.3993, val_iou=0.6593, val_dice=0.7512, head_lr=2.070342e-05, encoder_lr=1.117579e-04, val_iou=0.6719, es_monitor=val_iou, es_value=0.6593, es_best=0.6719, es_wait=5/0, es_active=True

Epoch 50/100:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 50/100:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.7788, loss=0.3050, lr=2.07e-05]
Epoch 50/100:   6%|▌         | 1/17 [00:00<00:02,  5.59it/s, iou=0.7788, loss=0.3050, lr=2.07e-05]
Epoch 50/100:   6%|▌         | 1/17 [00:00<00:02,  5.59it/s, iou=0.7614, loss=0.3833, lr=2.07e-05]
Epoch 50/100:   6%|▌         | 1/17 [00:00<00:02,  5.59it/s, iou=0.7617, loss=0.3423, lr=2.07e-05]
Epoch 50/100:  18%|█▊        | 3/17 [00:00<00:01, 10.41it/s, iou=0.7617, loss=0.3423, lr=2.07e-05]
Epoch 50/100:  18%|█▊        | 3/17 [00:00<00:01, 10.41it/s, iou=0.7694, loss=0.3010, lr=2.07e-05]
Epoch 50/100:  18%|█▊        | 3/17 [00:00<00:01, 10.41it/s, iou=0.7725, loss=0.2859, lr=2.07e-05]
Epoch 50/100:  29%|██▉       | 5/17 [00:00<00:01, 11.81it/s, iou=0.7725, loss=0.2859, lr=2.07e-05]
Epoch 50/100:  29%|██▉       | 5/17 [00:00<00:01, 11.81it/s, iou=0.7596, loss=0.3778, lr=2.07e-05]
Epoch 50/100:  29%|██▉       | 5/17 [00:00<00:01, 11.81it/s, iou=0.7349, loss=0.4322, lr=2.07e-05]
Epoch 50/100:  41%|████      | 7/17 [00:00<00:00, 12.93it/s, iou=0.7349, loss=0.4322, lr=2.07e-05]
Epoch 50/100:  41%|████      | 7/17 [00:00<00:00, 12.93it/s, iou=0.7296, loss=0.3414, lr=2.07e-05]
Epoch 50/100:  41%|████      | 7/17 [00:00<00:00, 12.93it/s, iou=0.7266, loss=0.3230, lr=2.07e-05]
Epoch 50/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.65it/s, iou=0.7266, loss=0.3230, lr=2.07e-05]
Epoch 50/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.65it/s, iou=0.7194, loss=0.3556, lr=2.07e-05]
Epoch 50/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.65it/s, iou=0.7189, loss=0.3713, lr=2.07e-05]
Epoch 50/100:  65%|██████▍   | 11/17 [00:00<00:00, 13.52it/s, iou=0.7189, loss=0.3713, lr=2.07e-05]
Epoch 50/100:  65%|██████▍   | 11/17 [00:00<00:00, 13.52it/s, iou=0.7154, loss=0.3411, lr=2.07e-05]
Epoch 50/100:  65%|██████▍   | 11/17 [00:01<00:00, 13.52it/s, iou=0.7136, loss=0.3247, lr=2.07e-05]
Epoch 50/100:  76%|███████▋  | 13/17 [00:01<00:00, 14.01it/s, iou=0.7136, loss=0.3247, lr=2.07e-05]
Epoch 50/100:  76%|███████▋  | 13/17 [00:01<00:00, 14.01it/s, iou=0.7143, loss=0.3545, lr=2.07e-05]
Epoch 50/100:  76%|███████▋  | 13/17 [00:01<00:00, 14.01it/s, iou=0.7175, loss=0.3260, lr=2.07e-05]
Epoch 50/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.61it/s, iou=0.7175, loss=0.3260, lr=2.07e-05]
Epoch 50/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.61it/s, iou=0.7210, loss=0.3115, lr=2.07e-05]
Epoch 50/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.61it/s, iou=0.7199, loss=0.4163, lr=2.07e-05]
Epoch 50/100: 100%|██████████| 17/17 [00:01<00:00, 14.79it/s, iou=0.7199, loss=0.4163, lr=2.07e-05]
                                                                                                   
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 50/100: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
                                                 
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 50/100: train_loss=0.3466, train_iou=0.7199, train_entropy=0.0000, val_loss=0.4035, val_iou=0.6580, val_dice=0.7527, head_lr=2.010337e-05, encoder_lr=1.083848e-04, val_iou=0.6719, es_monitor=val_iou, es_value=0.6580, es_best=0.6719, es_wait=6/0, es_active=True

Epoch 51/100:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 51/100:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.7687, loss=0.3425, lr=2.01e-05]
Epoch 51/100:   6%|▌         | 1/17 [00:00<00:02,  5.75it/s, iou=0.7687, loss=0.3425, lr=2.01e-05]
Epoch 51/100:   6%|▌         | 1/17 [00:00<00:02,  5.75it/s, iou=0.7422, loss=0.3885, lr=2.01e-05]
Epoch 51/100:   6%|▌         | 1/17 [00:00<00:02,  5.75it/s, iou=0.7508, loss=0.2871, lr=2.01e-05]
Epoch 51/100:  18%|█▊        | 3/17 [00:00<00:01, 10.28it/s, iou=0.7508, loss=0.2871, lr=2.01e-05]
Epoch 51/100:  18%|█▊        | 3/17 [00:00<00:01, 10.28it/s, iou=0.7589, loss=0.2936, lr=2.01e-05]
Epoch 51/100:  18%|█▊        | 3/17 [00:00<00:01, 10.28it/s, iou=0.7359, loss=0.3689, lr=2.01e-05]
Epoch 51/100:  29%|██▉       | 5/17 [00:00<00:01, 11.43it/s, iou=0.7359, loss=0.3689, lr=2.01e-05]
Epoch 51/100:  29%|██▉       | 5/17 [00:00<00:01, 11.43it/s, iou=0.7270, loss=0.4172, lr=2.01e-05]
Epoch 51/100:  29%|██▉       | 5/17 [00:00<00:01, 11.43it/s, iou=0.7258, loss=0.3583, lr=2.01e-05]
Epoch 51/100:  41%|████      | 7/17 [00:00<00:00, 11.99it/s, iou=0.7258, loss=0.3583, lr=2.01e-05]
Epoch 51/100:  41%|████      | 7/17 [00:00<00:00, 11.99it/s, iou=0.7265, loss=0.3350, lr=2.01e-05]
Epoch 51/100:  41%|████      | 7/17 [00:00<00:00, 11.99it/s, iou=0.7264, loss=0.3335, lr=2.01e-05]
Epoch 51/100:  53%|█████▎    | 9/17 [00:00<00:00, 12.40it/s, iou=0.7264, loss=0.3335, lr=2.01e-05]
Epoch 51/100:  53%|█████▎    | 9/17 [00:00<00:00, 12.40it/s, iou=0.7340, loss=0.2832, lr=2.01e-05]
Epoch 51/100:  53%|█████▎    | 9/17 [00:00<00:00, 12.40it/s, iou=0.7347, loss=0.3401, lr=2.01e-05]
Epoch 51/100:  65%|██████▍   | 11/17 [00:00<00:00, 13.02it/s, iou=0.7347, loss=0.3401, lr=2.01e-05]
Epoch 51/100:  65%|██████▍   | 11/17 [00:00<00:00, 13.02it/s, iou=0.7329, loss=0.3614, lr=2.01e-05]
Epoch 51/100:  65%|██████▍   | 11/17 [00:01<00:00, 13.02it/s, iou=0.7336, loss=0.3259, lr=2.01e-05]
Epoch 51/100:  76%|███████▋  | 13/17 [00:01<00:00, 13.62it/s, iou=0.7336, loss=0.3259, lr=2.01e-05]
Epoch 51/100:  76%|███████▋  | 13/17 [00:01<00:00, 13.62it/s, iou=0.7335, loss=0.3332, lr=2.01e-05]
Epoch 51/100:  76%|███████▋  | 13/17 [00:01<00:00, 13.62it/s, iou=0.7323, loss=0.3691, lr=2.01e-05]
Epoch 51/100:  88%|████████▊ | 15/17 [00:01<00:00, 13.60it/s, iou=0.7323, loss=0.3691, lr=2.01e-05]
Epoch 51/100:  88%|████████▊ | 15/17 [00:01<00:00, 13.60it/s, iou=0.7350, loss=0.3084, lr=2.01e-05]
Epoch 51/100:  88%|████████▊ | 15/17 [00:01<00:00, 13.60it/s, iou=0.7349, loss=0.2631, lr=2.01e-05]
Epoch 51/100: 100%|██████████| 17/17 [00:01<00:00, 13.64it/s, iou=0.7349, loss=0.2631, lr=2.01e-05]
                                                                                                   
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 51/100: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
                                                 
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 51/100: train_loss=0.3358, train_iou=0.7349, train_entropy=0.0000, val_loss=0.3931, val_iou=0.6580, val_dice=0.7532, head_lr=1.950332e-05, encoder_lr=1.050118e-04, val_iou=0.6719, es_monitor=val_iou, es_value=0.6580, es_best=0.6719, es_wait=7/0, es_active=True

Epoch 52/100:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 52/100:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.6853, loss=0.3822, lr=1.95e-05]
Epoch 52/100:   6%|▌         | 1/17 [00:00<00:02,  6.00it/s, iou=0.6853, loss=0.3822, lr=1.95e-05]
Epoch 52/100:   6%|▌         | 1/17 [00:00<00:02,  6.00it/s, iou=0.6950, loss=0.3738, lr=1.95e-05]
Epoch 52/100:   6%|▌         | 1/17 [00:00<00:02,  6.00it/s, iou=0.7123, loss=0.3238, lr=1.95e-05]
Epoch 52/100:  18%|█▊        | 3/17 [00:00<00:01, 10.76it/s, iou=0.7123, loss=0.3238, lr=1.95e-05]
Epoch 52/100:  18%|█▊        | 3/17 [00:00<00:01, 10.76it/s, iou=0.7266, loss=0.2996, lr=1.95e-05]
Epoch 52/100:  18%|█▊        | 3/17 [00:00<00:01, 10.76it/s, iou=0.7392, loss=0.3091, lr=1.95e-05]
Epoch 52/100:  29%|██▉       | 5/17 [00:00<00:00, 12.48it/s, iou=0.7392, loss=0.3091, lr=1.95e-05]
Epoch 52/100:  29%|██▉       | 5/17 [00:00<00:00, 12.48it/s, iou=0.7270, loss=0.4179, lr=1.95e-05]
Epoch 52/100:  29%|██▉       | 5/17 [00:00<00:00, 12.48it/s, iou=0.7353, loss=0.3227, lr=1.95e-05]
Epoch 52/100:  41%|████      | 7/17 [00:00<00:00, 13.44it/s, iou=0.7353, loss=0.3227, lr=1.95e-05]
Epoch 52/100:  41%|████      | 7/17 [00:00<00:00, 13.44it/s, iou=0.7443, loss=0.2659, lr=1.95e-05]
Epoch 52/100:  41%|████      | 7/17 [00:00<00:00, 13.44it/s, iou=0.7534, loss=0.2742, lr=1.95e-05]
Epoch 52/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.70it/s, iou=0.7534, loss=0.2742, lr=1.95e-05]
Epoch 52/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.70it/s, iou=0.7580, loss=0.2857, lr=1.95e-05]
Epoch 52/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.70it/s, iou=0.7574, loss=0.3132, lr=1.95e-05]
Epoch 52/100:  65%|██████▍   | 11/17 [00:00<00:00, 13.82it/s, iou=0.7574, loss=0.3132, lr=1.95e-05]
Epoch 52/100:  65%|██████▍   | 11/17 [00:00<00:00, 13.82it/s, iou=0.7530, loss=0.3659, lr=1.95e-05]
Epoch 52/100:  65%|██████▍   | 11/17 [00:01<00:00, 13.82it/s, iou=0.7428, loss=0.4158, lr=1.95e-05]
Epoch 52/100:  76%|███████▋  | 13/17 [00:01<00:00, 13.51it/s, iou=0.7428, loss=0.4158, lr=1.95e-05]
Epoch 52/100:  76%|███████▋  | 13/17 [00:01<00:00, 13.51it/s, iou=0.7392, loss=0.3481, lr=1.95e-05]
Epoch 52/100:  76%|███████▋  | 13/17 [00:01<00:00, 13.51it/s, iou=0.7379, loss=0.3030, lr=1.95e-05]
Epoch 52/100:  88%|████████▊ | 15/17 [00:01<00:00, 13.98it/s, iou=0.7379, loss=0.3030, lr=1.95e-05]
Epoch 52/100:  88%|████████▊ | 15/17 [00:01<00:00, 13.98it/s, iou=0.7426, loss=0.2949, lr=1.95e-05]
Epoch 52/100:  88%|████████▊ | 15/17 [00:01<00:00, 13.98it/s, iou=0.7418, loss=0.3235, lr=1.95e-05]
Epoch 52/100: 100%|██████████| 17/17 [00:01<00:00, 14.39it/s, iou=0.7418, loss=0.3235, lr=1.95e-05]
                                                                                                   
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 52/100: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
                                                 
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 52/100: train_loss=0.3306, train_iou=0.7418, train_entropy=0.0000, val_loss=0.3892, val_iou=0.6638, val_dice=0.7549, head_lr=1.890386e-05, encoder_lr=1.016421e-04, val_iou=0.6719, es_monitor=val_iou, es_value=0.6638, es_best=0.6719, es_wait=8/0, es_active=True

Epoch 53/100:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 53/100:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.7879, loss=0.2987, lr=1.89e-05]
Epoch 53/100:   6%|▌         | 1/17 [00:00<00:02,  5.93it/s, iou=0.7879, loss=0.2987, lr=1.89e-05]
Epoch 53/100:   6%|▌         | 1/17 [00:00<00:02,  5.93it/s, iou=0.7717, loss=0.3514, lr=1.89e-05]
Epoch 53/100:   6%|▌         | 1/17 [00:00<00:02,  5.93it/s, iou=0.7636, loss=0.3533, lr=1.89e-05]
Epoch 53/100:  18%|█▊        | 3/17 [00:00<00:01, 10.90it/s, iou=0.7636, loss=0.3533, lr=1.89e-05]
Epoch 53/100:  18%|█▊        | 3/17 [00:00<00:01, 10.90it/s, iou=0.7456, loss=0.3783, lr=1.89e-05]
Epoch 53/100:  18%|█▊        | 3/17 [00:00<00:01, 10.90it/s, iou=0.7445, loss=0.3084, lr=1.89e-05]
Epoch 53/100:  29%|██▉       | 5/17 [00:00<00:00, 12.42it/s, iou=0.7445, loss=0.3084, lr=1.89e-05]
Epoch 53/100:  29%|██▉       | 5/17 [00:00<00:00, 12.42it/s, iou=0.7428, loss=0.3212, lr=1.89e-05]
Epoch 53/100:  29%|██▉       | 5/17 [00:00<00:00, 12.42it/s, iou=0.7394, loss=0.3428, lr=1.89e-05]
Epoch 53/100:  41%|████      | 7/17 [00:00<00:00, 12.65it/s, iou=0.7394, loss=0.3428, lr=1.89e-05]
Epoch 53/100:  41%|████      | 7/17 [00:00<00:00, 12.65it/s, iou=0.7324, loss=0.3279, lr=1.89e-05]
Epoch 53/100:  41%|████      | 7/17 [00:00<00:00, 12.65it/s, iou=0.7400, loss=0.3068, lr=1.89e-05]
Epoch 53/100:  53%|█████▎    | 9/17 [00:00<00:00, 12.66it/s, iou=0.7400, loss=0.3068, lr=1.89e-05]
Epoch 53/100:  53%|█████▎    | 9/17 [00:00<00:00, 12.66it/s, iou=0.7405, loss=0.3177, lr=1.89e-05]
Epoch 53/100:  53%|█████▎    | 9/17 [00:00<00:00, 12.66it/s, iou=0.7346, loss=0.3495, lr=1.89e-05]
Epoch 53/100:  65%|██████▍   | 11/17 [00:00<00:00, 12.20it/s, iou=0.7346, loss=0.3495, lr=1.89e-05]
Epoch 53/100:  65%|██████▍   | 11/17 [00:01<00:00, 12.20it/s, iou=0.7400, loss=0.3351, lr=1.89e-05]
Epoch 53/100:  65%|██████▍   | 11/17 [00:01<00:00, 12.20it/s, iou=0.7442, loss=0.3170, lr=1.89e-05]
Epoch 53/100:  76%|███████▋  | 13/17 [00:01<00:00, 11.48it/s, iou=0.7442, loss=0.3170, lr=1.89e-05]
Epoch 53/100:  76%|███████▋  | 13/17 [00:01<00:00, 11.48it/s, iou=0.7426, loss=0.3534, lr=1.89e-05]
Epoch 53/100:  76%|███████▋  | 13/17 [00:01<00:00, 11.48it/s, iou=0.7410, loss=0.3522, lr=1.89e-05]
Epoch 53/100:  88%|████████▊ | 15/17 [00:01<00:00, 11.31it/s, iou=0.7410, loss=0.3522, lr=1.89e-05]
Epoch 53/100:  88%|████████▊ | 15/17 [00:01<00:00, 11.31it/s, iou=0.7440, loss=0.2785, lr=1.89e-05]
Epoch 53/100:  88%|████████▊ | 15/17 [00:01<00:00, 11.31it/s, iou=0.7443, loss=0.2908, lr=1.89e-05]
Epoch 53/100: 100%|██████████| 17/17 [00:01<00:00, 11.55it/s, iou=0.7443, loss=0.2908, lr=1.89e-05]
                                                                                                   
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 53/100: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating: 100%|██████████| 3/3 [00:00<00:00, 29.90it/s]
                                                         
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 53/100: train_loss=0.3284, train_iou=0.7443, train_entropy=0.0000, val_loss=0.3921, val_iou=0.6487, val_dice=0.7447, head_lr=1.830558e-05, encoder_lr=9.827903e-05, val_iou=0.6719, es_monitor=val_iou, es_value=0.6487, es_best=0.6719, es_wait=9/0, es_active=True

Epoch 54/100:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 54/100:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.7475, loss=0.3183, lr=1.83e-05]
Epoch 54/100:   6%|▌         | 1/17 [00:00<00:02,  5.94it/s, iou=0.7475, loss=0.3183, lr=1.83e-05]
Epoch 54/100:   6%|▌         | 1/17 [00:00<00:02,  5.94it/s, iou=0.7229, loss=0.3546, lr=1.83e-05]
Epoch 54/100:   6%|▌         | 1/17 [00:00<00:02,  5.94it/s, iou=0.7395, loss=0.3197, lr=1.83e-05]
Epoch 54/100:  18%|█▊        | 3/17 [00:00<00:01, 10.73it/s, iou=0.7395, loss=0.3197, lr=1.83e-05]
Epoch 54/100:  18%|█▊        | 3/17 [00:00<00:01, 10.73it/s, iou=0.7432, loss=0.3438, lr=1.83e-05]
Epoch 54/100:  18%|█▊        | 3/17 [00:00<00:01, 10.73it/s, iou=0.7414, loss=0.3585, lr=1.83e-05]
Epoch 54/100:  29%|██▉       | 5/17 [00:00<00:01, 11.92it/s, iou=0.7414, loss=0.3585, lr=1.83e-05]
Epoch 54/100:  29%|██▉       | 5/17 [00:00<00:01, 11.92it/s, iou=0.7393, loss=0.3610, lr=1.83e-05]
Epoch 54/100:  29%|██▉       | 5/17 [00:00<00:01, 11.92it/s, iou=0.7499, loss=0.2739, lr=1.83e-05]
Epoch 54/100:  41%|████      | 7/17 [00:00<00:00, 12.65it/s, iou=0.7499, loss=0.2739, lr=1.83e-05]
Epoch 54/100:  41%|████      | 7/17 [00:00<00:00, 12.65it/s, iou=0.7561, loss=0.2748, lr=1.83e-05]
Epoch 54/100:  41%|████      | 7/17 [00:00<00:00, 12.65it/s, iou=0.7528, loss=0.3270, lr=1.83e-05]
Epoch 54/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.33it/s, iou=0.7528, loss=0.3270, lr=1.83e-05]
Epoch 54/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.33it/s, iou=0.7501, loss=0.3394, lr=1.83e-05]
Epoch 54/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.33it/s, iou=0.7457, loss=0.3278, lr=1.83e-05]
Epoch 54/100:  65%|██████▍   | 11/17 [00:00<00:00, 13.59it/s, iou=0.7457, loss=0.3278, lr=1.83e-05]
Epoch 54/100:  65%|██████▍   | 11/17 [00:00<00:00, 13.59it/s, iou=0.7501, loss=0.2530, lr=1.83e-05]
Epoch 54/100:  65%|██████▍   | 11/17 [00:01<00:00, 13.59it/s, iou=0.7459, loss=0.3842, lr=1.83e-05]
Epoch 54/100:  76%|███████▋  | 13/17 [00:01<00:00, 13.85it/s, iou=0.7459, loss=0.3842, lr=1.83e-05]
Epoch 54/100:  76%|███████▋  | 13/17 [00:01<00:00, 13.85it/s, iou=0.7472, loss=0.2915, lr=1.83e-05]
Epoch 54/100:  76%|███████▋  | 13/17 [00:01<00:00, 13.85it/s, iou=0.7503, loss=0.3178, lr=1.83e-05]
Epoch 54/100:  88%|████████▊ | 15/17 [00:01<00:00, 13.98it/s, iou=0.7503, loss=0.3178, lr=1.83e-05]
Epoch 54/100:  88%|████████▊ | 15/17 [00:01<00:00, 13.98it/s, iou=0.7506, loss=0.3220, lr=1.83e-05]
Epoch 54/100:  88%|████████▊ | 15/17 [00:01<00:00, 13.98it/s, iou=0.7508, loss=0.3619, lr=1.83e-05]
Epoch 54/100: 100%|██████████| 17/17 [00:01<00:00, 14.04it/s, iou=0.7508, loss=0.3619, lr=1.83e-05]
                                                                                                   
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 54/100: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
                                                 
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 54/100: train_loss=0.3252, train_iou=0.7508, train_entropy=0.0000, val_loss=0.3945, val_iou=0.6626, val_dice=0.7590, head_lr=1.770908e-05, encoder_lr=9.492595e-05, val_iou=0.6719, es_monitor=val_iou, es_value=0.6626, es_best=0.6719, es_wait=10/0, es_active=True

Epoch 55/100:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 55/100:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.7739, loss=0.3365, lr=1.77e-05]
Epoch 55/100:   6%|▌         | 1/17 [00:00<00:02,  6.41it/s, iou=0.7739, loss=0.3365, lr=1.77e-05]
Epoch 55/100:   6%|▌         | 1/17 [00:00<00:02,  6.41it/s, iou=0.7801, loss=0.3244, lr=1.77e-05]
Epoch 55/100:   6%|▌         | 1/17 [00:00<00:02,  6.41it/s, iou=0.7823, loss=0.3071, lr=1.77e-05]
Epoch 55/100:  18%|█▊        | 3/17 [00:00<00:01, 10.68it/s, iou=0.7823, loss=0.3071, lr=1.77e-05]
Epoch 55/100:  18%|█▊        | 3/17 [00:00<00:01, 10.68it/s, iou=0.7938, loss=0.2893, lr=1.77e-05]
Epoch 55/100:  18%|█▊        | 3/17 [00:00<00:01, 10.68it/s, iou=0.7894, loss=0.3341, lr=1.77e-05]
Epoch 55/100:  29%|██▉       | 5/17 [00:00<00:00, 12.15it/s, iou=0.7894, loss=0.3341, lr=1.77e-05]
Epoch 55/100:  29%|██▉       | 5/17 [00:00<00:00, 12.15it/s, iou=0.7752, loss=0.3277, lr=1.77e-05]
Epoch 55/100:  29%|██▉       | 5/17 [00:00<00:00, 12.15it/s, iou=0.7724, loss=0.2992, lr=1.77e-05]
Epoch 55/100:  41%|████      | 7/17 [00:00<00:00, 13.44it/s, iou=0.7724, loss=0.2992, lr=1.77e-05]
Epoch 55/100:  41%|████      | 7/17 [00:00<00:00, 13.44it/s, iou=0.7713, loss=0.3324, lr=1.77e-05]
Epoch 55/100:  41%|████      | 7/17 [00:00<00:00, 13.44it/s, iou=0.7634, loss=0.3467, lr=1.77e-05]
Epoch 55/100:  53%|█████▎    | 9/17 [00:00<00:00, 14.20it/s, iou=0.7634, loss=0.3467, lr=1.77e-05]
Epoch 55/100:  53%|█████▎    | 9/17 [00:00<00:00, 14.20it/s, iou=0.7628, loss=0.3272, lr=1.77e-05]
Epoch 55/100:  53%|█████▎    | 9/17 [00:00<00:00, 14.20it/s, iou=0.7592, loss=0.3376, lr=1.77e-05]
Epoch 55/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.86it/s, iou=0.7592, loss=0.3376, lr=1.77e-05]
Epoch 55/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.86it/s, iou=0.7601, loss=0.2770, lr=1.77e-05]
Epoch 55/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.86it/s, iou=0.7565, loss=0.3433, lr=1.77e-05]
Epoch 55/100:  76%|███████▋  | 13/17 [00:00<00:00, 13.63it/s, iou=0.7565, loss=0.3433, lr=1.77e-05]
Epoch 55/100:  76%|███████▋  | 13/17 [00:01<00:00, 13.63it/s, iou=0.7560, loss=0.3251, lr=1.77e-05]
Epoch 55/100:  76%|███████▋  | 13/17 [00:01<00:00, 13.63it/s, iou=0.7545, loss=0.3168, lr=1.77e-05]
Epoch 55/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.03it/s, iou=0.7545, loss=0.3168, lr=1.77e-05]
Epoch 55/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.03it/s, iou=0.7517, loss=0.3427, lr=1.77e-05]
Epoch 55/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.03it/s, iou=0.7521, loss=0.2748, lr=1.77e-05]
Epoch 55/100: 100%|██████████| 17/17 [00:01<00:00, 14.48it/s, iou=0.7521, loss=0.2748, lr=1.77e-05]
                                                                                                   
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 55/100: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
                                                 
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 55/100: train_loss=0.3201, train_iou=0.7521, train_entropy=0.0000, val_loss=0.3890, val_iou=0.6525, val_dice=0.7487, head_lr=1.711494e-05, encoder_lr=9.158615e-05, val_iou=0.6719, es_monitor=val_iou, es_value=0.6525, es_best=0.6719, es_wait=11/0, es_active=True

Epoch 56/100:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 56/100:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.6528, loss=0.3717, lr=1.71e-05]
Epoch 56/100:   6%|▌         | 1/17 [00:00<00:02,  5.93it/s, iou=0.6528, loss=0.3717, lr=1.71e-05]
Epoch 56/100:   6%|▌         | 1/17 [00:00<00:02,  5.93it/s, iou=0.7088, loss=0.3367, lr=1.71e-05]
Epoch 56/100:   6%|▌         | 1/17 [00:00<00:02,  5.93it/s, iou=0.7416, loss=0.2936, lr=1.71e-05]
Epoch 56/100:  18%|█▊        | 3/17 [00:00<00:01, 10.43it/s, iou=0.7416, loss=0.2936, lr=1.71e-05]
Epoch 56/100:  18%|█▊        | 3/17 [00:00<00:01, 10.43it/s, iou=0.7603, loss=0.3040, lr=1.71e-05]
Epoch 56/100:  18%|█▊        | 3/17 [00:00<00:01, 10.43it/s, iou=0.7659, loss=0.2743, lr=1.71e-05]
Epoch 56/100:  29%|██▉       | 5/17 [00:00<00:01, 11.48it/s, iou=0.7659, loss=0.2743, lr=1.71e-05]
Epoch 56/100:  29%|██▉       | 5/17 [00:00<00:01, 11.48it/s, iou=0.7672, loss=0.2856, lr=1.71e-05]
Epoch 56/100:  29%|██▉       | 5/17 [00:00<00:01, 11.48it/s, iou=0.7688, loss=0.2945, lr=1.71e-05]
Epoch 56/100:  41%|████      | 7/17 [00:00<00:00, 12.24it/s, iou=0.7688, loss=0.2945, lr=1.71e-05]
Epoch 56/100:  41%|████      | 7/17 [00:00<00:00, 12.24it/s, iou=0.7704, loss=0.3070, lr=1.71e-05]
Epoch 56/100:  41%|████      | 7/17 [00:00<00:00, 12.24it/s, iou=0.7684, loss=0.3218, lr=1.71e-05]
Epoch 56/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.24it/s, iou=0.7684, loss=0.3218, lr=1.71e-05]
Epoch 56/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.24it/s, iou=0.7640, loss=0.3383, lr=1.71e-05]
Epoch 56/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.24it/s, iou=0.7604, loss=0.3134, lr=1.71e-05]
Epoch 56/100:  65%|██████▍   | 11/17 [00:00<00:00, 13.87it/s, iou=0.7604, loss=0.3134, lr=1.71e-05]
Epoch 56/100:  65%|██████▍   | 11/17 [00:00<00:00, 13.87it/s, iou=0.7560, loss=0.3440, lr=1.71e-05]
Epoch 56/100:  65%|██████▍   | 11/17 [00:01<00:00, 13.87it/s, iou=0.7550, loss=0.3421, lr=1.71e-05]
Epoch 56/100:  76%|███████▋  | 13/17 [00:01<00:00, 14.56it/s, iou=0.7550, loss=0.3421, lr=1.71e-05]
Epoch 56/100:  76%|███████▋  | 13/17 [00:01<00:00, 14.56it/s, iou=0.7554, loss=0.3153, lr=1.71e-05]
Epoch 56/100:  76%|███████▋  | 13/17 [00:01<00:00, 14.56it/s, iou=0.7580, loss=0.3164, lr=1.71e-05]
Epoch 56/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.30it/s, iou=0.7580, loss=0.3164, lr=1.71e-05]
Epoch 56/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.30it/s, iou=0.7577, loss=0.3427, lr=1.71e-05]
Epoch 56/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.30it/s, iou=0.7570, loss=0.3999, lr=1.71e-05]
Epoch 56/100: 100%|██████████| 17/17 [00:01<00:00, 14.17it/s, iou=0.7570, loss=0.3999, lr=1.71e-05]
                                                                                                   
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 56/100: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating: 100%|██████████| 3/3 [00:00<00:00, 29.42it/s]
                                                         
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 56/100: train_loss=0.3236, train_iou=0.7570, train_entropy=0.0000, val_loss=0.3780, val_iou=0.6537, val_dice=0.7489, head_lr=1.652376e-05, encoder_lr=8.826293e-05, val_iou=0.6719, es_monitor=val_iou, es_value=0.6537, es_best=0.6719, es_wait=12/0, es_active=True

Epoch 57/100:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 57/100:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.7602, loss=0.3135, lr=1.65e-05]
Epoch 57/100:   6%|▌         | 1/17 [00:00<00:02,  6.33it/s, iou=0.7602, loss=0.3135, lr=1.65e-05]
Epoch 57/100:   6%|▌         | 1/17 [00:00<00:02,  6.33it/s, iou=0.7361, loss=0.3262, lr=1.65e-05]
Epoch 57/100:   6%|▌         | 1/17 [00:00<00:02,  6.33it/s, iou=0.7411, loss=0.2861, lr=1.65e-05]
Epoch 57/100:  18%|█▊        | 3/17 [00:00<00:01, 11.15it/s, iou=0.7411, loss=0.2861, lr=1.65e-05]
Epoch 57/100:  18%|█▊        | 3/17 [00:00<00:01, 11.15it/s, iou=0.7368, loss=0.3494, lr=1.65e-05]
Epoch 57/100:  18%|█▊        | 3/17 [00:00<00:01, 11.15it/s, iou=0.7364, loss=0.3087, lr=1.65e-05]
Epoch 57/100:  29%|██▉       | 5/17 [00:00<00:00, 12.78it/s, iou=0.7364, loss=0.3087, lr=1.65e-05]
Epoch 57/100:  29%|██▉       | 5/17 [00:00<00:00, 12.78it/s, iou=0.7418, loss=0.2909, lr=1.65e-05]
Epoch 57/100:  29%|██▉       | 5/17 [00:00<00:00, 12.78it/s, iou=0.7288, loss=0.3878, lr=1.65e-05]
Epoch 57/100:  41%|████      | 7/17 [00:00<00:00, 13.78it/s, iou=0.7288, loss=0.3878, lr=1.65e-05]
Epoch 57/100:  41%|████      | 7/17 [00:00<00:00, 13.78it/s, iou=0.7375, loss=0.2968, lr=1.65e-05]
Epoch 57/100:  41%|████      | 7/17 [00:00<00:00, 13.78it/s, iou=0.7352, loss=0.3430, lr=1.65e-05]
Epoch 57/100:  53%|█████▎    | 9/17 [00:00<00:00, 14.36it/s, iou=0.7352, loss=0.3430, lr=1.65e-05]
Epoch 57/100:  53%|█████▎    | 9/17 [00:00<00:00, 14.36it/s, iou=0.7302, loss=0.3323, lr=1.65e-05]
Epoch 57/100:  53%|█████▎    | 9/17 [00:00<00:00, 14.36it/s, iou=0.7355, loss=0.2920, lr=1.65e-05]
Epoch 57/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.76it/s, iou=0.7355, loss=0.2920, lr=1.65e-05]
Epoch 57/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.76it/s, iou=0.7407, loss=0.3082, lr=1.65e-05]
Epoch 57/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.76it/s, iou=0.7461, loss=0.2667, lr=1.65e-05]
Epoch 57/100:  76%|███████▋  | 13/17 [00:00<00:00, 14.47it/s, iou=0.7461, loss=0.2667, lr=1.65e-05]
Epoch 57/100:  76%|███████▋  | 13/17 [00:01<00:00, 14.47it/s, iou=0.7455, loss=0.3320, lr=1.65e-05]
Epoch 57/100:  76%|███████▋  | 13/17 [00:01<00:00, 14.47it/s, iou=0.7471, loss=0.3567, lr=1.65e-05]
Epoch 57/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.57it/s, iou=0.7471, loss=0.3567, lr=1.65e-05]
Epoch 57/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.57it/s, iou=0.7472, loss=0.3205, lr=1.65e-05]
Epoch 57/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.57it/s, iou=0.7482, loss=0.2461, lr=1.65e-05]
Epoch 57/100: 100%|██████████| 17/17 [00:01<00:00, 14.21it/s, iou=0.7482, loss=0.2461, lr=1.65e-05]
                                                                                                   
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 57/100: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating: 100%|██████████| 3/3 [00:00<00:00, 29.74it/s]
                                                         
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 57/100: train_loss=0.3151, train_iou=0.7482, train_entropy=0.0000, val_loss=0.3822, val_iou=0.6575, val_dice=0.7442, head_lr=1.593610e-05, encoder_lr=8.495956e-05, val_iou=0.6719, es_monitor=val_iou, es_value=0.6575, es_best=0.6719, es_wait=13/0, es_active=True

Epoch 58/100:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 58/100:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.7967, loss=0.2462, lr=1.59e-05]
Epoch 58/100:   6%|▌         | 1/17 [00:00<00:02,  6.19it/s, iou=0.7967, loss=0.2462, lr=1.59e-05]
Epoch 58/100:   6%|▌         | 1/17 [00:00<00:02,  6.19it/s, iou=0.7872, loss=0.3071, lr=1.59e-05]
Epoch 58/100:   6%|▌         | 1/17 [00:00<00:02,  6.19it/s, iou=0.7865, loss=0.3075, lr=1.59e-05]
Epoch 58/100:  18%|█▊        | 3/17 [00:00<00:01, 10.83it/s, iou=0.7865, loss=0.3075, lr=1.59e-05]
Epoch 58/100:  18%|█▊        | 3/17 [00:00<00:01, 10.83it/s, iou=0.7800, loss=0.2926, lr=1.59e-05]
Epoch 58/100:  18%|█▊        | 3/17 [00:00<00:01, 10.83it/s, iou=0.7798, loss=0.2760, lr=1.59e-05]
Epoch 58/100:  29%|██▉       | 5/17 [00:00<00:00, 12.35it/s, iou=0.7798, loss=0.2760, lr=1.59e-05]
Epoch 58/100:  29%|██▉       | 5/17 [00:00<00:00, 12.35it/s, iou=0.7722, loss=0.3351, lr=1.59e-05]
Epoch 58/100:  29%|██▉       | 5/17 [00:00<00:00, 12.35it/s, iou=0.7735, loss=0.2732, lr=1.59e-05]
Epoch 58/100:  41%|████      | 7/17 [00:00<00:00, 13.37it/s, iou=0.7735, loss=0.2732, lr=1.59e-05]
Epoch 58/100:  41%|████      | 7/17 [00:00<00:00, 13.37it/s, iou=0.7698, loss=0.3254, lr=1.59e-05]
Epoch 58/100:  41%|████      | 7/17 [00:00<00:00, 13.37it/s, iou=0.7687, loss=0.3004, lr=1.59e-05]
Epoch 58/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.67it/s, iou=0.7687, loss=0.3004, lr=1.59e-05]
Epoch 58/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.67it/s, iou=0.7681, loss=0.3351, lr=1.59e-05]
Epoch 58/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.67it/s, iou=0.7651, loss=0.3355, lr=1.59e-05]
Epoch 58/100:  65%|██████▍   | 11/17 [00:00<00:00, 13.96it/s, iou=0.7651, loss=0.3355, lr=1.59e-05]
Epoch 58/100:  65%|██████▍   | 11/17 [00:00<00:00, 13.96it/s, iou=0.7691, loss=0.3075, lr=1.59e-05]
Epoch 58/100:  65%|██████▍   | 11/17 [00:00<00:00, 13.96it/s, iou=0.7685, loss=0.3331, lr=1.59e-05]
Epoch 58/100:  76%|███████▋  | 13/17 [00:00<00:00, 14.11it/s, iou=0.7685, loss=0.3331, lr=1.59e-05]
Epoch 58/100:  76%|███████▋  | 13/17 [00:01<00:00, 14.11it/s, iou=0.7651, loss=0.3646, lr=1.59e-05]
Epoch 58/100:  76%|███████▋  | 13/17 [00:01<00:00, 14.11it/s, iou=0.7698, loss=0.2867, lr=1.59e-05]
Epoch 58/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.43it/s, iou=0.7698, loss=0.2867, lr=1.59e-05]
Epoch 58/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.43it/s, iou=0.7673, loss=0.3489, lr=1.59e-05]
Epoch 58/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.43it/s, iou=0.7661, loss=0.3805, lr=1.59e-05]
Epoch 58/100: 100%|██████████| 17/17 [00:01<00:00, 14.54it/s, iou=0.7661, loss=0.3805, lr=1.59e-05]
                                                                                                   
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 58/100: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating: 100%|██████████| 3/3 [00:00<00:00, 29.45it/s]
                                                         
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 58/100: train_loss=0.3150, train_iou=0.7661, train_entropy=0.0000, val_loss=0.3843, val_iou=0.6506, val_dice=0.7453, head_lr=1.535255e-05, encoder_lr=8.167931e-05, val_iou=0.6719, es_monitor=val_iou, es_value=0.6506, es_best=0.6719, es_wait=14/0, es_active=True

Epoch 59/100:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 59/100:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.8154, loss=0.2631, lr=1.54e-05]
Epoch 59/100:   6%|▌         | 1/17 [00:00<00:02,  5.95it/s, iou=0.8154, loss=0.2631, lr=1.54e-05]
Epoch 59/100:   6%|▌         | 1/17 [00:00<00:02,  5.95it/s, iou=0.8208, loss=0.2714, lr=1.54e-05]
Epoch 59/100:   6%|▌         | 1/17 [00:00<00:02,  5.95it/s, iou=0.8028, loss=0.3043, lr=1.54e-05]
Epoch 59/100:  18%|█▊        | 3/17 [00:00<00:01, 10.71it/s, iou=0.8028, loss=0.3043, lr=1.54e-05]
Epoch 59/100:  18%|█▊        | 3/17 [00:00<00:01, 10.71it/s, iou=0.7794, loss=0.2979, lr=1.54e-05]
Epoch 59/100:  18%|█▊        | 3/17 [00:00<00:01, 10.71it/s, iou=0.7721, loss=0.3026, lr=1.54e-05]
Epoch 59/100:  29%|██▉       | 5/17 [00:00<00:00, 12.06it/s, iou=0.7721, loss=0.3026, lr=1.54e-05]
Epoch 59/100:  29%|██▉       | 5/17 [00:00<00:00, 12.06it/s, iou=0.7639, loss=0.3524, lr=1.54e-05]
Epoch 59/100:  29%|██▉       | 5/17 [00:00<00:00, 12.06it/s, iou=0.7660, loss=0.2849, lr=1.54e-05]
Epoch 59/100:  41%|████      | 7/17 [00:00<00:00, 12.84it/s, iou=0.7660, loss=0.2849, lr=1.54e-05]
Epoch 59/100:  41%|████      | 7/17 [00:00<00:00, 12.84it/s, iou=0.7666, loss=0.3185, lr=1.54e-05]
Epoch 59/100:  41%|████      | 7/17 [00:00<00:00, 12.84it/s, iou=0.7708, loss=0.3125, lr=1.54e-05]
Epoch 59/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.37it/s, iou=0.7708, loss=0.3125, lr=1.54e-05]
Epoch 59/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.37it/s, iou=0.7723, loss=0.3383, lr=1.54e-05]
Epoch 59/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.37it/s, iou=0.7684, loss=0.3213, lr=1.54e-05]
Epoch 59/100:  65%|██████▍   | 11/17 [00:00<00:00, 13.67it/s, iou=0.7684, loss=0.3213, lr=1.54e-05]
Epoch 59/100:  65%|██████▍   | 11/17 [00:00<00:00, 13.67it/s, iou=0.7667, loss=0.2938, lr=1.54e-05]
Epoch 59/100:  65%|██████▍   | 11/17 [00:01<00:00, 13.67it/s, iou=0.7688, loss=0.3146, lr=1.54e-05]
Epoch 59/100:  76%|███████▋  | 13/17 [00:01<00:00, 14.12it/s, iou=0.7688, loss=0.3146, lr=1.54e-05]
Epoch 59/100:  76%|███████▋  | 13/17 [00:01<00:00, 14.12it/s, iou=0.7718, loss=0.3282, lr=1.54e-05]
Epoch 59/100:  76%|███████▋  | 13/17 [00:01<00:00, 14.12it/s, iou=0.7745, loss=0.2973, lr=1.54e-05]
Epoch 59/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.30it/s, iou=0.7745, loss=0.2973, lr=1.54e-05]
Epoch 59/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.30it/s, iou=0.7730, loss=0.3795, lr=1.54e-05]
Epoch 59/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.30it/s, iou=0.7733, loss=0.3000, lr=1.54e-05]
Epoch 59/100: 100%|██████████| 17/17 [00:01<00:00, 13.93it/s, iou=0.7733, loss=0.3000, lr=1.54e-05]
                                                                                                   
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 59/100: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating: 100%|██████████| 3/3 [00:00<00:00, 29.77it/s]
                                                         
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 59/100: train_loss=0.3106, train_iou=0.7733, train_entropy=0.0000, val_loss=0.3814, val_iou=0.6640, val_dice=0.7564, head_lr=1.477370e-05, encoder_lr=7.842542e-05, val_iou=0.6719, es_monitor=val_iou, es_value=0.6640, es_best=0.6719, es_wait=15/0, es_active=True

Epoch 60/100:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 60/100:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.8017, loss=0.3222, lr=1.48e-05]
Epoch 60/100:   6%|▌         | 1/17 [00:00<00:02,  5.82it/s, iou=0.8017, loss=0.3222, lr=1.48e-05]
Epoch 60/100:   6%|▌         | 1/17 [00:00<00:02,  5.82it/s, iou=0.8012, loss=0.2792, lr=1.48e-05]
Epoch 60/100:   6%|▌         | 1/17 [00:00<00:02,  5.82it/s, iou=0.7884, loss=0.3375, lr=1.48e-05]
Epoch 60/100:  18%|█▊        | 3/17 [00:00<00:01, 10.55it/s, iou=0.7884, loss=0.3375, lr=1.48e-05]
Epoch 60/100:  18%|█▊        | 3/17 [00:00<00:01, 10.55it/s, iou=0.7890, loss=0.2900, lr=1.48e-05]
Epoch 60/100:  18%|█▊        | 3/17 [00:00<00:01, 10.55it/s, iou=0.7891, loss=0.3005, lr=1.48e-05]
Epoch 60/100:  29%|██▉       | 5/17 [00:00<00:00, 12.31it/s, iou=0.7891, loss=0.3005, lr=1.48e-05]
Epoch 60/100:  29%|██▉       | 5/17 [00:00<00:00, 12.31it/s, iou=0.7894, loss=0.3023, lr=1.48e-05]
Epoch 60/100:  29%|██▉       | 5/17 [00:00<00:00, 12.31it/s, iou=0.7920, loss=0.2630, lr=1.48e-05]
Epoch 60/100:  41%|████      | 7/17 [00:00<00:00, 13.32it/s, iou=0.7920, loss=0.2630, lr=1.48e-05]
Epoch 60/100:  41%|████      | 7/17 [00:00<00:00, 13.32it/s, iou=0.7971, loss=0.2586, lr=1.48e-05]
Epoch 60/100:  41%|████      | 7/17 [00:00<00:00, 13.32it/s, iou=0.7890, loss=0.3194, lr=1.48e-05]
Epoch 60/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.79it/s, iou=0.7890, loss=0.3194, lr=1.48e-05]
Epoch 60/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.79it/s, iou=0.7785, loss=0.3128, lr=1.48e-05]
Epoch 60/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.79it/s, iou=0.7685, loss=0.4157, lr=1.48e-05]
Epoch 60/100:  65%|██████▍   | 11/17 [00:00<00:00, 13.91it/s, iou=0.7685, loss=0.4157, lr=1.48e-05]
Epoch 60/100:  65%|██████▍   | 11/17 [00:00<00:00, 13.91it/s, iou=0.7700, loss=0.3062, lr=1.48e-05]
Epoch 60/100:  65%|██████▍   | 11/17 [00:00<00:00, 13.91it/s, iou=0.7727, loss=0.3094, lr=1.48e-05]
Epoch 60/100:  76%|███████▋  | 13/17 [00:00<00:00, 14.36it/s, iou=0.7727, loss=0.3094, lr=1.48e-05]
Epoch 60/100:  76%|███████▋  | 13/17 [00:01<00:00, 14.36it/s, iou=0.7712, loss=0.2955, lr=1.48e-05]
Epoch 60/100:  76%|███████▋  | 13/17 [00:01<00:00, 14.36it/s, iou=0.7716, loss=0.2860, lr=1.48e-05]
Epoch 60/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.85it/s, iou=0.7716, loss=0.2860, lr=1.48e-05]
Epoch 60/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.85it/s, iou=0.7711, loss=0.3153, lr=1.48e-05]
Epoch 60/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.85it/s, iou=0.7697, loss=0.4013, lr=1.48e-05]
Epoch 60/100: 100%|██████████| 17/17 [00:01<00:00, 14.96it/s, iou=0.7697, loss=0.4013, lr=1.48e-05]
                                                                                                   
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 60/100: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating: 100%|██████████| 3/3 [00:00<00:00, 29.53it/s]
                                                         
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 60/100: train_loss=0.3126, train_iou=0.7697, train_entropy=0.0000, val_loss=0.3730, val_iou=0.6788, val_dice=0.7661, head_lr=1.420010e-05, encoder_lr=7.520110e-05, val_iou=0.6788, es_monitor=val_iou, es_value=0.6788, es_best=0.6788, es_wait=0/0, es_active=True

Epoch 61/100:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 61/100:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.7737, loss=0.3104, lr=1.42e-05]
Epoch 61/100:   6%|▌         | 1/17 [00:00<00:02,  7.03it/s, iou=0.7737, loss=0.3104, lr=1.42e-05]
Epoch 61/100:   6%|▌         | 1/17 [00:00<00:02,  7.03it/s, iou=0.7889, loss=0.2707, lr=1.42e-05]
Epoch 61/100:   6%|▌         | 1/17 [00:00<00:02,  7.03it/s, iou=0.7853, loss=0.3463, lr=1.42e-05]
Epoch 61/100:  18%|█▊        | 3/17 [00:00<00:01, 11.71it/s, iou=0.7853, loss=0.3463, lr=1.42e-05]
Epoch 61/100:  18%|█▊        | 3/17 [00:00<00:01, 11.71it/s, iou=0.7849, loss=0.3220, lr=1.42e-05]
Epoch 61/100:  18%|█▊        | 3/17 [00:00<00:01, 11.71it/s, iou=0.7849, loss=0.3216, lr=1.42e-05]
Epoch 61/100:  29%|██▉       | 5/17 [00:00<00:00, 13.66it/s, iou=0.7849, loss=0.3216, lr=1.42e-05]
Epoch 61/100:  29%|██▉       | 5/17 [00:00<00:00, 13.66it/s, iou=0.7857, loss=0.3052, lr=1.42e-05]
Epoch 61/100:  29%|██▉       | 5/17 [00:00<00:00, 13.66it/s, iou=0.7843, loss=0.3413, lr=1.42e-05]
Epoch 61/100:  41%|████      | 7/17 [00:00<00:00, 12.44it/s, iou=0.7843, loss=0.3413, lr=1.42e-05]
Epoch 61/100:  41%|████      | 7/17 [00:00<00:00, 12.44it/s, iou=0.7827, loss=0.3273, lr=1.42e-05]
Epoch 61/100:  41%|████      | 7/17 [00:00<00:00, 12.44it/s, iou=0.7835, loss=0.2905, lr=1.42e-05]
Epoch 61/100:  53%|█████▎    | 9/17 [00:00<00:00, 12.07it/s, iou=0.7835, loss=0.2905, lr=1.42e-05]
Epoch 61/100:  53%|█████▎    | 9/17 [00:00<00:00, 12.07it/s, iou=0.7768, loss=0.3315, lr=1.42e-05]
Epoch 61/100:  53%|█████▎    | 9/17 [00:00<00:00, 12.07it/s, iou=0.7710, loss=0.3065, lr=1.42e-05]
Epoch 61/100:  65%|██████▍   | 11/17 [00:00<00:00, 12.06it/s, iou=0.7710, loss=0.3065, lr=1.42e-05]
Epoch 61/100:  65%|██████▍   | 11/17 [00:00<00:00, 12.06it/s, iou=0.7751, loss=0.2834, lr=1.42e-05]
Epoch 61/100:  65%|██████▍   | 11/17 [00:01<00:00, 12.06it/s, iou=0.7718, loss=0.3077, lr=1.42e-05]
Epoch 61/100:  76%|███████▋  | 13/17 [00:01<00:00, 12.71it/s, iou=0.7718, loss=0.3077, lr=1.42e-05]
Epoch 61/100:  76%|███████▋  | 13/17 [00:01<00:00, 12.71it/s, iou=0.7713, loss=0.2967, lr=1.42e-05]
Epoch 61/100:  76%|███████▋  | 13/17 [00:01<00:00, 12.71it/s, iou=0.7709, loss=0.2898, lr=1.42e-05]
Epoch 61/100:  88%|████████▊ | 15/17 [00:01<00:00, 13.28it/s, iou=0.7709, loss=0.2898, lr=1.42e-05]
Epoch 61/100:  88%|████████▊ | 15/17 [00:01<00:00, 13.28it/s, iou=0.7737, loss=0.2742, lr=1.42e-05]
Epoch 61/100:  88%|████████▊ | 15/17 [00:01<00:00, 13.28it/s, iou=0.7733, loss=0.3863, lr=1.42e-05]
Epoch 61/100: 100%|██████████| 17/17 [00:01<00:00, 13.49it/s, iou=0.7733, loss=0.3863, lr=1.42e-05]
                                                                                                   
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 61/100: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating: 100%|██████████| 3/3 [00:00<00:00, 28.70it/s]
                                                         
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 61/100: train_loss=0.3124, train_iou=0.7733, train_entropy=0.0000, val_loss=0.3785, val_iou=0.6595, val_dice=0.7543, head_lr=1.363233e-05, encoder_lr=7.200952e-05, val_iou=0.6788, es_monitor=val_iou, es_value=0.6595, es_best=0.6788, es_wait=1/0, es_active=True

Epoch 62/100:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 62/100:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.7855, loss=0.3024, lr=1.36e-05]
Epoch 62/100:   6%|▌         | 1/17 [00:00<00:02,  5.91it/s, iou=0.7855, loss=0.3024, lr=1.36e-05]
Epoch 62/100:   6%|▌         | 1/17 [00:00<00:02,  5.91it/s, iou=0.7656, loss=0.3580, lr=1.36e-05]
Epoch 62/100:   6%|▌         | 1/17 [00:00<00:02,  5.91it/s, iou=0.7646, loss=0.2910, lr=1.36e-05]
Epoch 62/100:  18%|█▊        | 3/17 [00:00<00:01, 10.36it/s, iou=0.7646, loss=0.2910, lr=1.36e-05]
Epoch 62/100:  18%|█▊        | 3/17 [00:00<00:01, 10.36it/s, iou=0.7580, loss=0.3038, lr=1.36e-05]
Epoch 62/100:  18%|█▊        | 3/17 [00:00<00:01, 10.36it/s, iou=0.7489, loss=0.3515, lr=1.36e-05]
Epoch 62/100:  29%|██▉       | 5/17 [00:00<00:00, 12.31it/s, iou=0.7489, loss=0.3515, lr=1.36e-05]
Epoch 62/100:  29%|██▉       | 5/17 [00:00<00:00, 12.31it/s, iou=0.7568, loss=0.2866, lr=1.36e-05]
Epoch 62/100:  29%|██▉       | 5/17 [00:00<00:00, 12.31it/s, iou=0.7613, loss=0.2898, lr=1.36e-05]
Epoch 62/100:  41%|████      | 7/17 [00:00<00:00, 13.18it/s, iou=0.7613, loss=0.2898, lr=1.36e-05]
Epoch 62/100:  41%|████      | 7/17 [00:00<00:00, 13.18it/s, iou=0.7664, loss=0.2987, lr=1.36e-05]
Epoch 62/100:  41%|████      | 7/17 [00:00<00:00, 13.18it/s, iou=0.7678, loss=0.3195, lr=1.36e-05]
Epoch 62/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.72it/s, iou=0.7678, loss=0.3195, lr=1.36e-05]
Epoch 62/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.72it/s, iou=0.7710, loss=0.2891, lr=1.36e-05]
Epoch 62/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.72it/s, iou=0.7724, loss=0.2841, lr=1.36e-05]
Epoch 62/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.15it/s, iou=0.7724, loss=0.2841, lr=1.36e-05]
Epoch 62/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.15it/s, iou=0.7753, loss=0.2568, lr=1.36e-05]
Epoch 62/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.15it/s, iou=0.7740, loss=0.3416, lr=1.36e-05]
Epoch 62/100:  76%|███████▋  | 13/17 [00:00<00:00, 14.30it/s, iou=0.7740, loss=0.3416, lr=1.36e-05]
Epoch 62/100:  76%|███████▋  | 13/17 [00:01<00:00, 14.30it/s, iou=0.7755, loss=0.2836, lr=1.36e-05]
Epoch 62/100:  76%|███████▋  | 13/17 [00:01<00:00, 14.30it/s, iou=0.7723, loss=0.3741, lr=1.36e-05]
Epoch 62/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.34it/s, iou=0.7723, loss=0.3741, lr=1.36e-05]
Epoch 62/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.34it/s, iou=0.7743, loss=0.2621, lr=1.36e-05]
Epoch 62/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.34it/s, iou=0.7734, loss=0.3988, lr=1.36e-05]
Epoch 62/100: 100%|██████████| 17/17 [00:01<00:00, 14.54it/s, iou=0.7734, loss=0.3988, lr=1.36e-05]
                                                                                                   
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 62/100: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating: 100%|██████████| 3/3 [00:00<00:00, 26.35it/s]
                                                         
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 62/100: train_loss=0.3113, train_iou=0.7734, train_entropy=0.0000, val_loss=0.3742, val_iou=0.6631, val_dice=0.7556, head_lr=1.307095e-05, encoder_lr=6.885384e-05, val_iou=0.6788, es_monitor=val_iou, es_value=0.6631, es_best=0.6788, es_wait=2/0, es_active=True

Epoch 63/100:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 63/100:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.7484, loss=0.3044, lr=1.31e-05]
Epoch 63/100:   6%|▌         | 1/17 [00:00<00:02,  7.00it/s, iou=0.7484, loss=0.3044, lr=1.31e-05]
Epoch 63/100:   6%|▌         | 1/17 [00:00<00:02,  7.00it/s, iou=0.7376, loss=0.3303, lr=1.31e-05]
Epoch 63/100:   6%|▌         | 1/17 [00:00<00:02,  7.00it/s, iou=0.7641, loss=0.2959, lr=1.31e-05]
Epoch 63/100:  18%|█▊        | 3/17 [00:00<00:01, 11.28it/s, iou=0.7641, loss=0.2959, lr=1.31e-05]
Epoch 63/100:  18%|█▊        | 3/17 [00:00<00:01, 11.28it/s, iou=0.7591, loss=0.3365, lr=1.31e-05]
Epoch 63/100:  18%|█▊        | 3/17 [00:00<00:01, 11.28it/s, iou=0.7737, loss=0.2952, lr=1.31e-05]
Epoch 63/100:  29%|██▉       | 5/17 [00:00<00:00, 12.91it/s, iou=0.7737, loss=0.2952, lr=1.31e-05]
Epoch 63/100:  29%|██▉       | 5/17 [00:00<00:00, 12.91it/s, iou=0.7709, loss=0.2979, lr=1.31e-05]
Epoch 63/100:  29%|██▉       | 5/17 [00:00<00:00, 12.91it/s, iou=0.7761, loss=0.2948, lr=1.31e-05]
Epoch 63/100:  41%|████      | 7/17 [00:00<00:00, 13.66it/s, iou=0.7761, loss=0.2948, lr=1.31e-05]
Epoch 63/100:  41%|████      | 7/17 [00:00<00:00, 13.66it/s, iou=0.7772, loss=0.2946, lr=1.31e-05]
Epoch 63/100:  41%|████      | 7/17 [00:00<00:00, 13.66it/s, iou=0.7808, loss=0.2779, lr=1.31e-05]
Epoch 63/100:  53%|█████▎    | 9/17 [00:00<00:00, 14.23it/s, iou=0.7808, loss=0.2779, lr=1.31e-05]
Epoch 63/100:  53%|█████▎    | 9/17 [00:00<00:00, 14.23it/s, iou=0.7755, loss=0.3464, lr=1.31e-05]
Epoch 63/100:  53%|█████▎    | 9/17 [00:00<00:00, 14.23it/s, iou=0.7774, loss=0.2799, lr=1.31e-05]
Epoch 63/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.56it/s, iou=0.7774, loss=0.2799, lr=1.31e-05]
Epoch 63/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.56it/s, iou=0.7711, loss=0.3257, lr=1.31e-05]
Epoch 63/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.56it/s, iou=0.7681, loss=0.2912, lr=1.31e-05]
Epoch 63/100:  76%|███████▋  | 13/17 [00:00<00:00, 14.74it/s, iou=0.7681, loss=0.2912, lr=1.31e-05]
Epoch 63/100:  76%|███████▋  | 13/17 [00:01<00:00, 14.74it/s, iou=0.7701, loss=0.2928, lr=1.31e-05]
Epoch 63/100:  76%|███████▋  | 13/17 [00:01<00:00, 14.74it/s, iou=0.7724, loss=0.2747, lr=1.31e-05]
Epoch 63/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.70it/s, iou=0.7724, loss=0.2747, lr=1.31e-05]
Epoch 63/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.70it/s, iou=0.7720, loss=0.3232, lr=1.31e-05]
Epoch 63/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.70it/s, iou=0.7725, loss=0.2940, lr=1.31e-05]
Epoch 63/100: 100%|██████████| 17/17 [00:01<00:00, 14.54it/s, iou=0.7725, loss=0.2940, lr=1.31e-05]
                                                                                                   
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 63/100: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating: 100%|██████████| 3/3 [00:00<00:00, 29.56it/s]
                                                         
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 63/100: train_loss=0.3033, train_iou=0.7725, train_entropy=0.0000, val_loss=0.3664, val_iou=0.6732, val_dice=0.7638, head_lr=1.251651e-05, encoder_lr=6.573718e-05, val_iou=0.6788, es_monitor=val_iou, es_value=0.6732, es_best=0.6788, es_wait=3/0, es_active=True

Epoch 64/100:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 64/100:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.8007, loss=0.3114, lr=1.25e-05]
Epoch 64/100:   6%|▌         | 1/17 [00:00<00:02,  5.70it/s, iou=0.8007, loss=0.3114, lr=1.25e-05]
Epoch 64/100:   6%|▌         | 1/17 [00:00<00:02,  5.70it/s, iou=0.7649, loss=0.3462, lr=1.25e-05]
Epoch 64/100:   6%|▌         | 1/17 [00:00<00:02,  5.70it/s, iou=0.7807, loss=0.2772, lr=1.25e-05]
Epoch 64/100:  18%|█▊        | 3/17 [00:00<00:01, 10.32it/s, iou=0.7807, loss=0.2772, lr=1.25e-05]
Epoch 64/100:  18%|█▊        | 3/17 [00:00<00:01, 10.32it/s, iou=0.7962, loss=0.2530, lr=1.25e-05]
Epoch 64/100:  18%|█▊        | 3/17 [00:00<00:01, 10.32it/s, iou=0.7929, loss=0.2500, lr=1.25e-05]
Epoch 64/100:  29%|██▉       | 5/17 [00:00<00:00, 12.01it/s, iou=0.7929, loss=0.2500, lr=1.25e-05]
Epoch 64/100:  29%|██▉       | 5/17 [00:00<00:00, 12.01it/s, iou=0.7868, loss=0.3260, lr=1.25e-05]
Epoch 64/100:  29%|██▉       | 5/17 [00:00<00:00, 12.01it/s, iou=0.7872, loss=0.2865, lr=1.25e-05]
Epoch 64/100:  41%|████      | 7/17 [00:00<00:00, 12.76it/s, iou=0.7872, loss=0.2865, lr=1.25e-05]
Epoch 64/100:  41%|████      | 7/17 [00:00<00:00, 12.76it/s, iou=0.7826, loss=0.3166, lr=1.25e-05]
Epoch 64/100:  41%|████      | 7/17 [00:00<00:00, 12.76it/s, iou=0.7758, loss=0.3370, lr=1.25e-05]
Epoch 64/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.63it/s, iou=0.7758, loss=0.3370, lr=1.25e-05]
Epoch 64/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.63it/s, iou=0.7784, loss=0.2632, lr=1.25e-05]
Epoch 64/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.63it/s, iou=0.7778, loss=0.2878, lr=1.25e-05]
Epoch 64/100:  65%|██████▍   | 11/17 [00:00<00:00, 13.90it/s, iou=0.7778, loss=0.2878, lr=1.25e-05]
Epoch 64/100:  65%|██████▍   | 11/17 [00:00<00:00, 13.90it/s, iou=0.7823, loss=0.2784, lr=1.25e-05]
Epoch 64/100:  65%|██████▍   | 11/17 [00:01<00:00, 13.90it/s, iou=0.7760, loss=0.3445, lr=1.25e-05]
Epoch 64/100:  76%|███████▋  | 13/17 [00:01<00:00, 13.59it/s, iou=0.7760, loss=0.3445, lr=1.25e-05]
Epoch 64/100:  76%|███████▋  | 13/17 [00:01<00:00, 13.59it/s, iou=0.7815, loss=0.2526, lr=1.25e-05]
Epoch 64/100:  76%|███████▋  | 13/17 [00:01<00:00, 13.59it/s, iou=0.7807, loss=0.3154, lr=1.25e-05]
Epoch 64/100:  88%|████████▊ | 15/17 [00:01<00:00, 12.98it/s, iou=0.7807, loss=0.3154, lr=1.25e-05]
Epoch 64/100:  88%|████████▊ | 15/17 [00:01<00:00, 12.98it/s, iou=0.7781, loss=0.3689, lr=1.25e-05]
Epoch 64/100:  88%|████████▊ | 15/17 [00:01<00:00, 12.98it/s, iou=0.7785, loss=0.2555, lr=1.25e-05]
Epoch 64/100: 100%|██████████| 17/17 [00:01<00:00, 12.91it/s, iou=0.7785, loss=0.2555, lr=1.25e-05]
                                                                                                   
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 64/100: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
                                                 
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 64/100: train_loss=0.2983, train_iou=0.7785, train_entropy=0.0000, val_loss=0.3680, val_iou=0.6788, val_dice=0.7684, head_lr=1.196955e-05, encoder_lr=6.266260e-05, val_iou=0.6788, es_monitor=val_iou, es_value=0.6788, es_best=0.6788, es_wait=4/0, es_active=True

Epoch 65/100:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 65/100:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.8128, loss=0.2932, lr=1.20e-05]
Epoch 65/100:   6%|▌         | 1/17 [00:00<00:02,  5.57it/s, iou=0.8128, loss=0.2932, lr=1.20e-05]
Epoch 65/100:   6%|▌         | 1/17 [00:00<00:02,  5.57it/s, iou=0.7752, loss=0.3343, lr=1.20e-05]
Epoch 65/100:   6%|▌         | 1/17 [00:00<00:02,  5.57it/s, iou=0.7686, loss=0.2794, lr=1.20e-05]
Epoch 65/100:  18%|█▊        | 3/17 [00:00<00:01, 10.46it/s, iou=0.7686, loss=0.2794, lr=1.20e-05]
Epoch 65/100:  18%|█▊        | 3/17 [00:00<00:01, 10.46it/s, iou=0.7791, loss=0.3065, lr=1.20e-05]
Epoch 65/100:  18%|█▊        | 3/17 [00:00<00:01, 10.46it/s, iou=0.7741, loss=0.3141, lr=1.20e-05]
Epoch 65/100:  29%|██▉       | 5/17 [00:00<00:00, 12.46it/s, iou=0.7741, loss=0.3141, lr=1.20e-05]
Epoch 65/100:  29%|██▉       | 5/17 [00:00<00:00, 12.46it/s, iou=0.7768, loss=0.2948, lr=1.20e-05]
Epoch 65/100:  29%|██▉       | 5/17 [00:00<00:00, 12.46it/s, iou=0.7804, loss=0.2750, lr=1.20e-05]
Epoch 65/100:  41%|████      | 7/17 [00:00<00:00, 12.60it/s, iou=0.7804, loss=0.2750, lr=1.20e-05]
Epoch 65/100:  41%|████      | 7/17 [00:00<00:00, 12.60it/s, iou=0.7792, loss=0.2856, lr=1.20e-05]
Epoch 65/100:  41%|████      | 7/17 [00:00<00:00, 12.60it/s, iou=0.7805, loss=0.3040, lr=1.20e-05]
Epoch 65/100:  53%|█████▎    | 9/17 [00:00<00:00, 12.08it/s, iou=0.7805, loss=0.3040, lr=1.20e-05]
Epoch 65/100:  53%|█████▎    | 9/17 [00:00<00:00, 12.08it/s, iou=0.7805, loss=0.2744, lr=1.20e-05]
Epoch 65/100:  53%|█████▎    | 9/17 [00:00<00:00, 12.08it/s, iou=0.7812, loss=0.2874, lr=1.20e-05]
Epoch 65/100:  65%|██████▍   | 11/17 [00:00<00:00, 12.06it/s, iou=0.7812, loss=0.2874, lr=1.20e-05]
Epoch 65/100:  65%|██████▍   | 11/17 [00:01<00:00, 12.06it/s, iou=0.7828, loss=0.2867, lr=1.20e-05]
Epoch 65/100:  65%|██████▍   | 11/17 [00:01<00:00, 12.06it/s, iou=0.7825, loss=0.2967, lr=1.20e-05]
Epoch 65/100:  76%|███████▋  | 13/17 [00:01<00:00, 12.16it/s, iou=0.7825, loss=0.2967, lr=1.20e-05]
Epoch 65/100:  76%|███████▋  | 13/17 [00:01<00:00, 12.16it/s, iou=0.7813, loss=0.3227, lr=1.20e-05]
Epoch 65/100:  76%|███████▋  | 13/17 [00:01<00:00, 12.16it/s, iou=0.7810, loss=0.3000, lr=1.20e-05]
Epoch 65/100:  88%|████████▊ | 15/17 [00:01<00:00, 10.86it/s, iou=0.7810, loss=0.3000, lr=1.20e-05]
Epoch 65/100:  88%|████████▊ | 15/17 [00:01<00:00, 10.86it/s, iou=0.7827, loss=0.3023, lr=1.20e-05]
Epoch 65/100:  88%|████████▊ | 15/17 [00:01<00:00, 10.86it/s, iou=0.7819, loss=0.3144, lr=1.20e-05]
Epoch 65/100: 100%|██████████| 17/17 [00:01<00:00, 10.57it/s, iou=0.7819, loss=0.3144, lr=1.20e-05]
                                                                                                   
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 65/100: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating: 100%|██████████| 3/3 [00:00<00:00, 28.60it/s]
                                                         
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 65/100: train_loss=0.2983, train_iou=0.7819, train_entropy=0.0000, val_loss=0.3660, val_iou=0.6689, val_dice=0.7635, head_lr=1.143062e-05, encoder_lr=5.963314e-05, val_iou=0.6788, es_monitor=val_iou, es_value=0.6689, es_best=0.6788, es_wait=5/0, es_active=True

Epoch 66/100:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 66/100:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.7659, loss=0.2580, lr=1.14e-05]
Epoch 66/100:   6%|▌         | 1/17 [00:00<00:02,  6.20it/s, iou=0.7659, loss=0.2580, lr=1.14e-05]
Epoch 66/100:   6%|▌         | 1/17 [00:00<00:02,  6.20it/s, iou=0.7927, loss=0.2879, lr=1.14e-05]
Epoch 66/100:   6%|▌         | 1/17 [00:00<00:02,  6.20it/s, iou=0.7949, loss=0.2808, lr=1.14e-05]
Epoch 66/100:  18%|█▊        | 3/17 [00:00<00:01,  9.08it/s, iou=0.7949, loss=0.2808, lr=1.14e-05]
Epoch 66/100:  18%|█▊        | 3/17 [00:00<00:01,  9.08it/s, iou=0.7855, loss=0.3153, lr=1.14e-05]
Epoch 66/100:  18%|█▊        | 3/17 [00:00<00:01,  9.08it/s, iou=0.7718, loss=0.3098, lr=1.14e-05]
Epoch 66/100:  29%|██▉       | 5/17 [00:00<00:01, 11.09it/s, iou=0.7718, loss=0.3098, lr=1.14e-05]
Epoch 66/100:  29%|██▉       | 5/17 [00:00<00:01, 11.09it/s, iou=0.7721, loss=0.3157, lr=1.14e-05]
Epoch 66/100:  29%|██▉       | 5/17 [00:00<00:01, 11.09it/s, iou=0.7768, loss=0.2714, lr=1.14e-05]
Epoch 66/100:  41%|████      | 7/17 [00:00<00:00, 12.29it/s, iou=0.7768, loss=0.2714, lr=1.14e-05]
Epoch 66/100:  41%|████      | 7/17 [00:00<00:00, 12.29it/s, iou=0.7785, loss=0.2851, lr=1.14e-05]
Epoch 66/100:  41%|████      | 7/17 [00:00<00:00, 12.29it/s, iou=0.7765, loss=0.3113, lr=1.14e-05]
Epoch 66/100:  53%|█████▎    | 9/17 [00:00<00:00, 12.59it/s, iou=0.7765, loss=0.3113, lr=1.14e-05]
Epoch 66/100:  53%|█████▎    | 9/17 [00:00<00:00, 12.59it/s, iou=0.7778, loss=0.2875, lr=1.14e-05]
Epoch 66/100:  53%|█████▎    | 9/17 [00:00<00:00, 12.59it/s, iou=0.7735, loss=0.3966, lr=1.14e-05]
Epoch 66/100:  65%|██████▍   | 11/17 [00:00<00:00, 12.06it/s, iou=0.7735, loss=0.3966, lr=1.14e-05]
Epoch 66/100:  65%|██████▍   | 11/17 [00:01<00:00, 12.06it/s, iou=0.7779, loss=0.2769, lr=1.14e-05]
Epoch 66/100:  65%|██████▍   | 11/17 [00:01<00:00, 12.06it/s, iou=0.7800, loss=0.3134, lr=1.14e-05]
Epoch 66/100:  76%|███████▋  | 13/17 [00:01<00:00, 12.24it/s, iou=0.7800, loss=0.3134, lr=1.14e-05]
Epoch 66/100:  76%|███████▋  | 13/17 [00:01<00:00, 12.24it/s, iou=0.7814, loss=0.3151, lr=1.14e-05]
Epoch 66/100:  76%|███████▋  | 13/17 [00:01<00:00, 12.24it/s, iou=0.7832, loss=0.2734, lr=1.14e-05]
Epoch 66/100:  88%|████████▊ | 15/17 [00:01<00:00, 12.57it/s, iou=0.7832, loss=0.2734, lr=1.14e-05]
Epoch 66/100:  88%|████████▊ | 15/17 [00:01<00:00, 12.57it/s, iou=0.7841, loss=0.2918, lr=1.14e-05]
Epoch 66/100:  88%|████████▊ | 15/17 [00:01<00:00, 12.57it/s, iou=0.7840, loss=0.2750, lr=1.14e-05]
Epoch 66/100: 100%|██████████| 17/17 [00:01<00:00, 13.24it/s, iou=0.7840, loss=0.2750, lr=1.14e-05]
                                                                                                   
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 66/100: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
                                                 
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 66/100: train_loss=0.2980, train_iou=0.7840, train_entropy=0.0000, val_loss=0.3662, val_iou=0.6758, val_dice=0.7698, head_lr=1.090025e-05, encoder_lr=5.665180e-05, val_iou=0.6788, es_monitor=val_iou, es_value=0.6758, es_best=0.6788, es_wait=6/0, es_active=True

Epoch 67/100:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 67/100:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.7844, loss=0.3053, lr=1.09e-05]
Epoch 67/100:   6%|▌         | 1/17 [00:00<00:02,  5.86it/s, iou=0.7844, loss=0.3053, lr=1.09e-05]
Epoch 67/100:   6%|▌         | 1/17 [00:00<00:02,  5.86it/s, iou=0.7941, loss=0.2638, lr=1.09e-05]
Epoch 67/100:   6%|▌         | 1/17 [00:00<00:02,  5.86it/s, iou=0.7944, loss=0.2509, lr=1.09e-05]
Epoch 67/100:  18%|█▊        | 3/17 [00:00<00:01, 10.11it/s, iou=0.7944, loss=0.2509, lr=1.09e-05]
Epoch 67/100:  18%|█▊        | 3/17 [00:00<00:01, 10.11it/s, iou=0.7874, loss=0.2975, lr=1.09e-05]
Epoch 67/100:  18%|█▊        | 3/17 [00:00<00:01, 10.11it/s, iou=0.7867, loss=0.2856, lr=1.09e-05]
Epoch 67/100:  29%|██▉       | 5/17 [00:00<00:01, 11.63it/s, iou=0.7867, loss=0.2856, lr=1.09e-05]
Epoch 67/100:  29%|██▉       | 5/17 [00:00<00:01, 11.63it/s, iou=0.7854, loss=0.2765, lr=1.09e-05]
Epoch 67/100:  29%|██▉       | 5/17 [00:00<00:01, 11.63it/s, iou=0.7812, loss=0.2675, lr=1.09e-05]
Epoch 67/100:  41%|████      | 7/17 [00:00<00:00, 12.40it/s, iou=0.7812, loss=0.2675, lr=1.09e-05]
Epoch 67/100:  41%|████      | 7/17 [00:00<00:00, 12.40it/s, iou=0.7724, loss=0.3541, lr=1.09e-05]
Epoch 67/100:  41%|████      | 7/17 [00:00<00:00, 12.40it/s, iou=0.7750, loss=0.3076, lr=1.09e-05]
Epoch 67/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.03it/s, iou=0.7750, loss=0.3076, lr=1.09e-05]
Epoch 67/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.03it/s, iou=0.7771, loss=0.2794, lr=1.09e-05]
Epoch 67/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.03it/s, iou=0.7816, loss=0.3056, lr=1.09e-05]
Epoch 67/100:  65%|██████▍   | 11/17 [00:00<00:00, 13.60it/s, iou=0.7816, loss=0.3056, lr=1.09e-05]
Epoch 67/100:  65%|██████▍   | 11/17 [00:00<00:00, 13.60it/s, iou=0.7820, loss=0.3061, lr=1.09e-05]
Epoch 67/100:  65%|██████▍   | 11/17 [00:01<00:00, 13.60it/s, iou=0.7842, loss=0.3104, lr=1.09e-05]
Epoch 67/100:  76%|███████▋  | 13/17 [00:01<00:00, 14.12it/s, iou=0.7842, loss=0.3104, lr=1.09e-05]
Epoch 67/100:  76%|███████▋  | 13/17 [00:01<00:00, 14.12it/s, iou=0.7865, loss=0.2608, lr=1.09e-05]
Epoch 67/100:  76%|███████▋  | 13/17 [00:01<00:00, 14.12it/s, iou=0.7882, loss=0.3074, lr=1.09e-05]
Epoch 67/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.57it/s, iou=0.7882, loss=0.3074, lr=1.09e-05]
Epoch 67/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.57it/s, iou=0.7900, loss=0.2965, lr=1.09e-05]
Epoch 67/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.57it/s, iou=0.7909, loss=0.2028, lr=1.09e-05]
Epoch 67/100: 100%|██████████| 17/17 [00:01<00:00, 14.69it/s, iou=0.7909, loss=0.2028, lr=1.09e-05]
                                                                                                   
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 67/100: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating: 100%|██████████| 3/3 [00:00<00:00, 28.64it/s]
                                                         
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 67/100: train_loss=0.2869, train_iou=0.7909, train_entropy=0.0000, val_loss=0.3668, val_iou=0.6676, val_dice=0.7646, head_lr=1.037896e-05, encoder_lr=5.372151e-05, val_iou=0.6788, es_monitor=val_iou, es_value=0.6676, es_best=0.6788, es_wait=7/0, es_active=True

Epoch 68/100:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 68/100:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.7629, loss=0.2801, lr=1.04e-05]
Epoch 68/100:   6%|▌         | 1/17 [00:00<00:02,  6.36it/s, iou=0.7629, loss=0.2801, lr=1.04e-05]
Epoch 68/100:   6%|▌         | 1/17 [00:00<00:02,  6.36it/s, iou=0.7617, loss=0.3024, lr=1.04e-05]
Epoch 68/100:   6%|▌         | 1/17 [00:00<00:02,  6.36it/s, iou=0.7769, loss=0.3001, lr=1.04e-05]
Epoch 68/100:  18%|█▊        | 3/17 [00:00<00:01, 11.11it/s, iou=0.7769, loss=0.3001, lr=1.04e-05]
Epoch 68/100:  18%|█▊        | 3/17 [00:00<00:01, 11.11it/s, iou=0.7585, loss=0.3242, lr=1.04e-05]
Epoch 68/100:  18%|█▊        | 3/17 [00:00<00:01, 11.11it/s, iou=0.7504, loss=0.3133, lr=1.04e-05]
Epoch 68/100:  29%|██▉       | 5/17 [00:00<00:01, 11.63it/s, iou=0.7504, loss=0.3133, lr=1.04e-05]
Epoch 68/100:  29%|██▉       | 5/17 [00:00<00:01, 11.63it/s, iou=0.7671, loss=0.2581, lr=1.04e-05]
Epoch 68/100:  29%|██▉       | 5/17 [00:00<00:01, 11.63it/s, iou=0.7767, loss=0.2700, lr=1.04e-05]
Epoch 68/100:  41%|████      | 7/17 [00:00<00:00, 12.54it/s, iou=0.7767, loss=0.2700, lr=1.04e-05]
Epoch 68/100:  41%|████      | 7/17 [00:00<00:00, 12.54it/s, iou=0.7760, loss=0.2977, lr=1.04e-05]
Epoch 68/100:  41%|████      | 7/17 [00:00<00:00, 12.54it/s, iou=0.7779, loss=0.2905, lr=1.04e-05]
Epoch 68/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.27it/s, iou=0.7779, loss=0.2905, lr=1.04e-05]
Epoch 68/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.27it/s, iou=0.7757, loss=0.3320, lr=1.04e-05]
Epoch 68/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.27it/s, iou=0.7803, loss=0.2659, lr=1.04e-05]
Epoch 68/100:  65%|██████▍   | 11/17 [00:00<00:00, 13.71it/s, iou=0.7803, loss=0.2659, lr=1.04e-05]
Epoch 68/100:  65%|██████▍   | 11/17 [00:00<00:00, 13.71it/s, iou=0.7806, loss=0.2727, lr=1.04e-05]
Epoch 68/100:  65%|██████▍   | 11/17 [00:01<00:00, 13.71it/s, iou=0.7811, loss=0.2916, lr=1.04e-05]
Epoch 68/100:  76%|███████▋  | 13/17 [00:01<00:00, 13.98it/s, iou=0.7811, loss=0.2916, lr=1.04e-05]
Epoch 68/100:  76%|███████▋  | 13/17 [00:01<00:00, 13.98it/s, iou=0.7783, loss=0.3345, lr=1.04e-05]
Epoch 68/100:  76%|███████▋  | 13/17 [00:01<00:00, 13.98it/s, iou=0.7792, loss=0.2946, lr=1.04e-05]
Epoch 68/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.25it/s, iou=0.7792, loss=0.2946, lr=1.04e-05]
Epoch 68/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.25it/s, iou=0.7776, loss=0.3047, lr=1.04e-05]
Epoch 68/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.25it/s, iou=0.7763, loss=0.3391, lr=1.04e-05]
Epoch 68/100: 100%|██████████| 17/17 [00:01<00:00, 14.36it/s, iou=0.7763, loss=0.3391, lr=1.04e-05]
                                                                                                   
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 68/100: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating: 100%|██████████| 3/3 [00:00<00:00, 29.25it/s]
                                                         
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 68/100: train_loss=0.2983, train_iou=0.7763, train_entropy=0.0000, val_loss=0.3645, val_iou=0.6809, val_dice=0.7711, head_lr=9.867272e-06, encoder_lr=5.084516e-05, val_iou=0.6809, es_monitor=val_iou, es_value=0.6809, es_best=0.6809, es_wait=0/0, es_active=True

Epoch 69/100:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 69/100:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.7515, loss=0.3212, lr=9.87e-06]
Epoch 69/100:   6%|▌         | 1/17 [00:00<00:02,  7.43it/s, iou=0.7515, loss=0.3212, lr=9.87e-06]
Epoch 69/100:   6%|▌         | 1/17 [00:00<00:02,  7.43it/s, iou=0.7686, loss=0.3158, lr=9.87e-06]
Epoch 69/100:   6%|▌         | 1/17 [00:00<00:02,  7.43it/s, iou=0.7797, loss=0.2731, lr=9.87e-06]
Epoch 69/100:  18%|█▊        | 3/17 [00:00<00:01, 11.36it/s, iou=0.7797, loss=0.2731, lr=9.87e-06]
Epoch 69/100:  18%|█▊        | 3/17 [00:00<00:01, 11.36it/s, iou=0.7820, loss=0.3068, lr=9.87e-06]
Epoch 69/100:  18%|█▊        | 3/17 [00:00<00:01, 11.36it/s, iou=0.7892, loss=0.2438, lr=9.87e-06]
Epoch 69/100:  29%|██▉       | 5/17 [00:00<00:00, 13.34it/s, iou=0.7892, loss=0.2438, lr=9.87e-06]
Epoch 69/100:  29%|██▉       | 5/17 [00:00<00:00, 13.34it/s, iou=0.7775, loss=0.3599, lr=9.87e-06]
Epoch 69/100:  29%|██▉       | 5/17 [00:00<00:00, 13.34it/s, iou=0.7818, loss=0.2718, lr=9.87e-06]
Epoch 69/100:  41%|████      | 7/17 [00:00<00:00, 13.97it/s, iou=0.7818, loss=0.2718, lr=9.87e-06]
Epoch 69/100:  41%|████      | 7/17 [00:00<00:00, 13.97it/s, iou=0.7822, loss=0.2765, lr=9.87e-06]
Epoch 69/100:  41%|████      | 7/17 [00:00<00:00, 13.97it/s, iou=0.7859, loss=0.2863, lr=9.87e-06]
Epoch 69/100:  53%|█████▎    | 9/17 [00:00<00:00, 14.38it/s, iou=0.7859, loss=0.2863, lr=9.87e-06]
Epoch 69/100:  53%|█████▎    | 9/17 [00:00<00:00, 14.38it/s, iou=0.7834, loss=0.3080, lr=9.87e-06]
Epoch 69/100:  53%|█████▎    | 9/17 [00:00<00:00, 14.38it/s, iou=0.7783, loss=0.3134, lr=9.87e-06]
Epoch 69/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.57it/s, iou=0.7783, loss=0.3134, lr=9.87e-06]
Epoch 69/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.57it/s, iou=0.7807, loss=0.2634, lr=9.87e-06]
Epoch 69/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.57it/s, iou=0.7844, loss=0.2696, lr=9.87e-06]
Epoch 69/100:  76%|███████▋  | 13/17 [00:00<00:00, 14.68it/s, iou=0.7844, loss=0.2696, lr=9.87e-06]
Epoch 69/100:  76%|███████▋  | 13/17 [00:01<00:00, 14.68it/s, iou=0.7861, loss=0.2685, lr=9.87e-06]
Epoch 69/100:  76%|███████▋  | 13/17 [00:01<00:00, 14.68it/s, iou=0.7885, loss=0.2504, lr=9.87e-06]
Epoch 69/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.44it/s, iou=0.7885, loss=0.2504, lr=9.87e-06]
Epoch 69/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.44it/s, iou=0.7903, loss=0.2727, lr=9.87e-06]
Epoch 69/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.44it/s, iou=0.7901, loss=0.4132, lr=9.87e-06]
Epoch 69/100: 100%|██████████| 17/17 [00:01<00:00, 14.56it/s, iou=0.7901, loss=0.4132, lr=9.87e-06]
                                                                                                   
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 69/100: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating: 100%|██████████| 3/3 [00:00<00:00, 29.84it/s]
                                                         
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 69/100: train_loss=0.2950, train_iou=0.7901, train_entropy=0.0000, val_loss=0.3614, val_iou=0.6817, val_dice=0.7725, head_lr=9.365683e-06, encoder_lr=4.802561e-05, val_iou=0.6817, es_monitor=val_iou, es_value=0.6817, es_best=0.6817, es_wait=0/0, es_active=True

Epoch 70/100:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 70/100:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.8144, loss=0.2576, lr=9.37e-06]
Epoch 70/100:   6%|▌         | 1/17 [00:00<00:02,  5.41it/s, iou=0.8144, loss=0.2576, lr=9.37e-06]
Epoch 70/100:   6%|▌         | 1/17 [00:00<00:02,  5.41it/s, iou=0.8042, loss=0.2731, lr=9.37e-06]
Epoch 70/100:   6%|▌         | 1/17 [00:00<00:02,  5.41it/s, iou=0.7894, loss=0.3043, lr=9.37e-06]
Epoch 70/100:  18%|█▊        | 3/17 [00:00<00:01,  8.82it/s, iou=0.7894, loss=0.3043, lr=9.37e-06]
Epoch 70/100:  18%|█▊        | 3/17 [00:00<00:01,  8.82it/s, iou=0.7782, loss=0.2676, lr=9.37e-06]
Epoch 70/100:  18%|█▊        | 3/17 [00:00<00:01,  8.82it/s, iou=0.7786, loss=0.2741, lr=9.37e-06]
Epoch 70/100:  29%|██▉       | 5/17 [00:00<00:01, 11.05it/s, iou=0.7786, loss=0.2741, lr=9.37e-06]
Epoch 70/100:  29%|██▉       | 5/17 [00:00<00:01, 11.05it/s, iou=0.7745, loss=0.3248, lr=9.37e-06]
Epoch 70/100:  29%|██▉       | 5/17 [00:00<00:01, 11.05it/s, iou=0.7805, loss=0.2711, lr=9.37e-06]
Epoch 70/100:  41%|████      | 7/17 [00:00<00:00, 12.47it/s, iou=0.7805, loss=0.2711, lr=9.37e-06]
Epoch 70/100:  41%|████      | 7/17 [00:00<00:00, 12.47it/s, iou=0.7817, loss=0.2948, lr=9.37e-06]
Epoch 70/100:  41%|████      | 7/17 [00:00<00:00, 12.47it/s, iou=0.7794, loss=0.3582, lr=9.37e-06]
Epoch 70/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.04it/s, iou=0.7794, loss=0.3582, lr=9.37e-06]
Epoch 70/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.04it/s, iou=0.7784, loss=0.3049, lr=9.37e-06]
Epoch 70/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.04it/s, iou=0.7801, loss=0.2756, lr=9.37e-06]
Epoch 70/100:  65%|██████▍   | 11/17 [00:00<00:00, 13.74it/s, iou=0.7801, loss=0.2756, lr=9.37e-06]
Epoch 70/100:  65%|██████▍   | 11/17 [00:00<00:00, 13.74it/s, iou=0.7837, loss=0.2724, lr=9.37e-06]
Epoch 70/100:  65%|██████▍   | 11/17 [00:01<00:00, 13.74it/s, iou=0.7832, loss=0.3476, lr=9.37e-06]
Epoch 70/100:  76%|███████▋  | 13/17 [00:01<00:00, 14.19it/s, iou=0.7832, loss=0.3476, lr=9.37e-06]
Epoch 70/100:  76%|███████▋  | 13/17 [00:01<00:00, 14.19it/s, iou=0.7819, loss=0.3090, lr=9.37e-06]
Epoch 70/100:  76%|███████▋  | 13/17 [00:01<00:00, 14.19it/s, iou=0.7834, loss=0.2897, lr=9.37e-06]
Epoch 70/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.31it/s, iou=0.7834, loss=0.2897, lr=9.37e-06]
Epoch 70/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.31it/s, iou=0.7862, loss=0.2681, lr=9.37e-06]
Epoch 70/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.31it/s, iou=0.7862, loss=0.3490, lr=9.37e-06]
Epoch 70/100: 100%|██████████| 17/17 [00:01<00:00, 14.47it/s, iou=0.7862, loss=0.3490, lr=9.37e-06]
                                                                                                   
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 70/100: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
                                                 
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 70/100: train_loss=0.2966, train_iou=0.7862, train_entropy=0.0000, val_loss=0.3603, val_iou=0.6890, val_dice=0.7776, head_lr=8.874691e-06, encoder_lr=4.526561e-05, val_iou=0.6890, es_monitor=val_iou, es_value=0.6890, es_best=0.6890, es_wait=0/0, es_active=True

Epoch 71/100:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 71/100:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.7600, loss=0.3215, lr=8.87e-06]
Epoch 71/100:   6%|▌         | 1/17 [00:00<00:02,  5.55it/s, iou=0.7600, loss=0.3215, lr=8.87e-06]
Epoch 71/100:   6%|▌         | 1/17 [00:00<00:02,  5.55it/s, iou=0.7891, loss=0.2795, lr=8.87e-06]
Epoch 71/100:   6%|▌         | 1/17 [00:00<00:02,  5.55it/s, iou=0.7893, loss=0.2695, lr=8.87e-06]
Epoch 71/100:  18%|█▊        | 3/17 [00:00<00:01, 10.28it/s, iou=0.7893, loss=0.2695, lr=8.87e-06]
Epoch 71/100:  18%|█▊        | 3/17 [00:00<00:01, 10.28it/s, iou=0.7882, loss=0.2647, lr=8.87e-06]
Epoch 71/100:  18%|█▊        | 3/17 [00:00<00:01, 10.28it/s, iou=0.7874, loss=0.3115, lr=8.87e-06]
Epoch 71/100:  29%|██▉       | 5/17 [00:00<00:00, 12.48it/s, iou=0.7874, loss=0.3115, lr=8.87e-06]
Epoch 71/100:  29%|██▉       | 5/17 [00:00<00:00, 12.48it/s, iou=0.7832, loss=0.3235, lr=8.87e-06]
Epoch 71/100:  29%|██▉       | 5/17 [00:00<00:00, 12.48it/s, iou=0.7851, loss=0.3288, lr=8.87e-06]
Epoch 71/100:  41%|████      | 7/17 [00:00<00:00, 13.36it/s, iou=0.7851, loss=0.3288, lr=8.87e-06]
Epoch 71/100:  41%|████      | 7/17 [00:00<00:00, 13.36it/s, iou=0.7913, loss=0.2651, lr=8.87e-06]
Epoch 71/100:  41%|████      | 7/17 [00:00<00:00, 13.36it/s, iou=0.7900, loss=0.3116, lr=8.87e-06]
Epoch 71/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.90it/s, iou=0.7900, loss=0.3116, lr=8.87e-06]
Epoch 71/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.90it/s, iou=0.7933, loss=0.2660, lr=8.87e-06]
Epoch 71/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.90it/s, iou=0.7968, loss=0.2384, lr=8.87e-06]
Epoch 71/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.22it/s, iou=0.7968, loss=0.2384, lr=8.87e-06]
Epoch 71/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.22it/s, iou=0.7963, loss=0.2446, lr=8.87e-06]
Epoch 71/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.22it/s, iou=0.7956, loss=0.2824, lr=8.87e-06]
Epoch 71/100:  76%|███████▋  | 13/17 [00:00<00:00, 14.50it/s, iou=0.7956, loss=0.2824, lr=8.87e-06]
Epoch 71/100:  76%|███████▋  | 13/17 [00:01<00:00, 14.50it/s, iou=0.7932, loss=0.3194, lr=8.87e-06]
Epoch 71/100:  76%|███████▋  | 13/17 [00:01<00:00, 14.50it/s, iou=0.7922, loss=0.3004, lr=8.87e-06]
Epoch 71/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.48it/s, iou=0.7922, loss=0.3004, lr=8.87e-06]
Epoch 71/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.48it/s, iou=0.7891, loss=0.3033, lr=8.87e-06]
Epoch 71/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.48it/s, iou=0.7884, loss=0.3162, lr=8.87e-06]
Epoch 71/100: 100%|██████████| 17/17 [00:01<00:00, 14.55it/s, iou=0.7884, loss=0.3162, lr=8.87e-06]
                                                                                                   
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 71/100: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating: 100%|██████████| 3/3 [00:00<00:00, 29.09it/s]
                                                         
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 71/100: train_loss=0.2910, train_iou=0.7884, train_entropy=0.0000, val_loss=0.3568, val_iou=0.6822, val_dice=0.7739, head_lr=8.394780e-06, encoder_lr=4.256791e-05, val_iou=0.6890, es_monitor=val_iou, es_value=0.6822, es_best=0.6890, es_wait=1/0, es_active=True

Epoch 72/100:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 72/100:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.7987, loss=0.3173, lr=8.39e-06]
Epoch 72/100:   6%|▌         | 1/17 [00:00<00:02,  5.86it/s, iou=0.7987, loss=0.3173, lr=8.39e-06]
Epoch 72/100:   6%|▌         | 1/17 [00:00<00:02,  5.86it/s, iou=0.7837, loss=0.3026, lr=8.39e-06]
Epoch 72/100:   6%|▌         | 1/17 [00:00<00:02,  5.86it/s, iou=0.7660, loss=0.3416, lr=8.39e-06]
Epoch 72/100:  18%|█▊        | 3/17 [00:00<00:01, 10.33it/s, iou=0.7660, loss=0.3416, lr=8.39e-06]
Epoch 72/100:  18%|█▊        | 3/17 [00:00<00:01, 10.33it/s, iou=0.7786, loss=0.2799, lr=8.39e-06]
Epoch 72/100:  18%|█▊        | 3/17 [00:00<00:01, 10.33it/s, iou=0.7831, loss=0.2949, lr=8.39e-06]
Epoch 72/100:  29%|██▉       | 5/17 [00:00<00:01, 11.75it/s, iou=0.7831, loss=0.2949, lr=8.39e-06]
Epoch 72/100:  29%|██▉       | 5/17 [00:00<00:01, 11.75it/s, iou=0.7785, loss=0.3040, lr=8.39e-06]
Epoch 72/100:  29%|██▉       | 5/17 [00:00<00:01, 11.75it/s, iou=0.7854, loss=0.2752, lr=8.39e-06]
Epoch 72/100:  41%|████      | 7/17 [00:00<00:00, 13.13it/s, iou=0.7854, loss=0.2752, lr=8.39e-06]
Epoch 72/100:  41%|████      | 7/17 [00:00<00:00, 13.13it/s, iou=0.7885, loss=0.2826, lr=8.39e-06]
Epoch 72/100:  41%|████      | 7/17 [00:00<00:00, 13.13it/s, iou=0.7937, loss=0.2381, lr=8.39e-06]
Epoch 72/100:  53%|█████▎    | 9/17 [00:00<00:00, 14.05it/s, iou=0.7937, loss=0.2381, lr=8.39e-06]
Epoch 72/100:  53%|█████▎    | 9/17 [00:00<00:00, 14.05it/s, iou=0.7982, loss=0.2604, lr=8.39e-06]
Epoch 72/100:  53%|█████▎    | 9/17 [00:00<00:00, 14.05it/s, iou=0.8002, loss=0.2876, lr=8.39e-06]
Epoch 72/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.49it/s, iou=0.8002, loss=0.2876, lr=8.39e-06]
Epoch 72/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.49it/s, iou=0.7980, loss=0.2383, lr=8.39e-06]
Epoch 72/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.49it/s, iou=0.7989, loss=0.2546, lr=8.39e-06]
Epoch 72/100:  76%|███████▋  | 13/17 [00:00<00:00, 14.67it/s, iou=0.7989, loss=0.2546, lr=8.39e-06]
Epoch 72/100:  76%|███████▋  | 13/17 [00:01<00:00, 14.67it/s, iou=0.7961, loss=0.3003, lr=8.39e-06]
Epoch 72/100:  76%|███████▋  | 13/17 [00:01<00:00, 14.67it/s, iou=0.7968, loss=0.3255, lr=8.39e-06]
Epoch 72/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.48it/s, iou=0.7968, loss=0.3255, lr=8.39e-06]
Epoch 72/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.48it/s, iou=0.7924, loss=0.3143, lr=8.39e-06]
Epoch 72/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.48it/s, iou=0.7918, loss=0.4463, lr=8.39e-06]
Epoch 72/100: 100%|██████████| 17/17 [00:01<00:00, 14.29it/s, iou=0.7918, loss=0.4463, lr=8.39e-06]
                                                                                                   
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 72/100: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating: 100%|██████████| 3/3 [00:00<00:00, 29.36it/s]
                                                         
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 72/100: train_loss=0.2979, train_iou=0.7918, train_entropy=0.0000, val_loss=0.3610, val_iou=0.6792, val_dice=0.7726, head_lr=7.926424e-06, encoder_lr=3.993517e-05, val_iou=0.6890, es_monitor=val_iou, es_value=0.6792, es_best=0.6890, es_wait=2/0, es_active=True

Epoch 73/100:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 73/100:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.8501, loss=0.2202, lr=7.93e-06]
Epoch 73/100:   6%|▌         | 1/17 [00:00<00:02,  5.84it/s, iou=0.8501, loss=0.2202, lr=7.93e-06]
Epoch 73/100:   6%|▌         | 1/17 [00:00<00:02,  5.84it/s, iou=0.8110, loss=0.3149, lr=7.93e-06]
Epoch 73/100:   6%|▌         | 1/17 [00:00<00:02,  5.84it/s, iou=0.8095, loss=0.2647, lr=7.93e-06]
Epoch 73/100:  18%|█▊        | 3/17 [00:00<00:01, 10.47it/s, iou=0.8095, loss=0.2647, lr=7.93e-06]
Epoch 73/100:  18%|█▊        | 3/17 [00:00<00:01, 10.47it/s, iou=0.8116, loss=0.2792, lr=7.93e-06]
Epoch 73/100:  18%|█▊        | 3/17 [00:00<00:01, 10.47it/s, iou=0.8081, loss=0.2596, lr=7.93e-06]
Epoch 73/100:  29%|██▉       | 5/17 [00:00<00:00, 12.50it/s, iou=0.8081, loss=0.2596, lr=7.93e-06]
Epoch 73/100:  29%|██▉       | 5/17 [00:00<00:00, 12.50it/s, iou=0.8045, loss=0.2917, lr=7.93e-06]
Epoch 73/100:  29%|██▉       | 5/17 [00:00<00:00, 12.50it/s, iou=0.8086, loss=0.2391, lr=7.93e-06]
Epoch 73/100:  41%|████      | 7/17 [00:00<00:00, 13.60it/s, iou=0.8086, loss=0.2391, lr=7.93e-06]
Epoch 73/100:  41%|████      | 7/17 [00:00<00:00, 13.60it/s, iou=0.8048, loss=0.2704, lr=7.93e-06]
Epoch 73/100:  41%|████      | 7/17 [00:00<00:00, 13.60it/s, iou=0.7977, loss=0.3474, lr=7.93e-06]
Epoch 73/100:  53%|█████▎    | 9/17 [00:00<00:00, 14.22it/s, iou=0.7977, loss=0.3474, lr=7.93e-06]
Epoch 73/100:  53%|█████▎    | 9/17 [00:00<00:00, 14.22it/s, iou=0.7942, loss=0.3512, lr=7.93e-06]
Epoch 73/100:  53%|█████▎    | 9/17 [00:00<00:00, 14.22it/s, iou=0.7891, loss=0.3370, lr=7.93e-06]
Epoch 73/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.79it/s, iou=0.7891, loss=0.3370, lr=7.93e-06]
Epoch 73/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.79it/s, iou=0.7889, loss=0.2807, lr=7.93e-06]
Epoch 73/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.79it/s, iou=0.7903, loss=0.3035, lr=7.93e-06]
Epoch 73/100:  76%|███████▋  | 13/17 [00:00<00:00, 15.11it/s, iou=0.7903, loss=0.3035, lr=7.93e-06]
Epoch 73/100:  76%|███████▋  | 13/17 [00:01<00:00, 15.11it/s, iou=0.7896, loss=0.2824, lr=7.93e-06]
Epoch 73/100:  76%|███████▋  | 13/17 [00:01<00:00, 15.11it/s, iou=0.7896, loss=0.2955, lr=7.93e-06]
Epoch 73/100:  88%|████████▊ | 15/17 [00:01<00:00, 15.15it/s, iou=0.7896, loss=0.2955, lr=7.93e-06]
Epoch 73/100:  88%|████████▊ | 15/17 [00:01<00:00, 15.15it/s, iou=0.7912, loss=0.2716, lr=7.93e-06]
Epoch 73/100:  88%|████████▊ | 15/17 [00:01<00:00, 15.15it/s, iou=0.7905, loss=0.3622, lr=7.93e-06]
Epoch 73/100: 100%|██████████| 17/17 [00:01<00:00, 15.30it/s, iou=0.7905, loss=0.3622, lr=7.93e-06]
                                                                                                   
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 73/100: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
                                                 
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 73/100: train_loss=0.2924, train_iou=0.7905, train_entropy=0.0000, val_loss=0.3587, val_iou=0.6866, val_dice=0.7776, head_lr=7.470085e-06, encoder_lr=3.736997e-05, val_iou=0.6890, es_monitor=val_iou, es_value=0.6866, es_best=0.6890, es_wait=3/0, es_active=True

Epoch 74/100:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 74/100:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.7748, loss=0.2604, lr=7.47e-06]
Epoch 74/100:   6%|▌         | 1/17 [00:00<00:02,  5.53it/s, iou=0.7748, loss=0.2604, lr=7.47e-06]
Epoch 74/100:   6%|▌         | 1/17 [00:00<00:02,  5.53it/s, iou=0.7740, loss=0.3006, lr=7.47e-06]
Epoch 74/100:   6%|▌         | 1/17 [00:00<00:02,  5.53it/s, iou=0.7952, loss=0.2465, lr=7.47e-06]
Epoch 74/100:  18%|█▊        | 3/17 [00:00<00:01,  9.94it/s, iou=0.7952, loss=0.2465, lr=7.47e-06]
Epoch 74/100:  18%|█▊        | 3/17 [00:00<00:01,  9.94it/s, iou=0.7947, loss=0.3614, lr=7.47e-06]
Epoch 74/100:  18%|█▊        | 3/17 [00:00<00:01,  9.94it/s, iou=0.7886, loss=0.3099, lr=7.47e-06]
Epoch 74/100:  29%|██▉       | 5/17 [00:00<00:01, 11.74it/s, iou=0.7886, loss=0.3099, lr=7.47e-06]
Epoch 74/100:  29%|██▉       | 5/17 [00:00<00:01, 11.74it/s, iou=0.7950, loss=0.2723, lr=7.47e-06]
Epoch 74/100:  29%|██▉       | 5/17 [00:00<00:01, 11.74it/s, iou=0.7907, loss=0.2757, lr=7.47e-06]
Epoch 74/100:  41%|████      | 7/17 [00:00<00:00, 13.06it/s, iou=0.7907, loss=0.2757, lr=7.47e-06]
Epoch 74/100:  41%|████      | 7/17 [00:00<00:00, 13.06it/s, iou=0.7889, loss=0.2920, lr=7.47e-06]
Epoch 74/100:  41%|████      | 7/17 [00:00<00:00, 13.06it/s, iou=0.7888, loss=0.2924, lr=7.47e-06]
Epoch 74/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.89it/s, iou=0.7888, loss=0.2924, lr=7.47e-06]
Epoch 74/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.89it/s, iou=0.7913, loss=0.2655, lr=7.47e-06]
Epoch 74/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.89it/s, iou=0.7925, loss=0.2706, lr=7.47e-06]
Epoch 74/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.54it/s, iou=0.7925, loss=0.2706, lr=7.47e-06]
Epoch 74/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.54it/s, iou=0.7915, loss=0.2839, lr=7.47e-06]
Epoch 74/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.54it/s, iou=0.7931, loss=0.2743, lr=7.47e-06]
Epoch 74/100:  76%|███████▋  | 13/17 [00:00<00:00, 14.70it/s, iou=0.7931, loss=0.2743, lr=7.47e-06]
Epoch 74/100:  76%|███████▋  | 13/17 [00:01<00:00, 14.70it/s, iou=0.7944, loss=0.2977, lr=7.47e-06]
Epoch 74/100:  76%|███████▋  | 13/17 [00:01<00:00, 14.70it/s, iou=0.7951, loss=0.2756, lr=7.47e-06]
Epoch 74/100:  88%|████████▊ | 15/17 [00:01<00:00, 15.15it/s, iou=0.7951, loss=0.2756, lr=7.47e-06]
Epoch 74/100:  88%|████████▊ | 15/17 [00:01<00:00, 15.15it/s, iou=0.7951, loss=0.2917, lr=7.47e-06]
Epoch 74/100:  88%|████████▊ | 15/17 [00:01<00:00, 15.15it/s, iou=0.7946, loss=0.2881, lr=7.47e-06]
Epoch 74/100: 100%|██████████| 17/17 [00:01<00:00, 15.19it/s, iou=0.7946, loss=0.2881, lr=7.47e-06]
                                                                                                   
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 74/100: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating: 100%|██████████| 3/3 [00:00<00:00, 28.00it/s]
                                                         
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 74/100: train_loss=0.2858, train_iou=0.7946, train_entropy=0.0000, val_loss=0.3556, val_iou=0.6875, val_dice=0.7789, head_lr=7.026213e-06, encoder_lr=3.487486e-05, val_iou=0.6890, es_monitor=val_iou, es_value=0.6875, es_best=0.6890, es_wait=4/0, es_active=True

Epoch 75/100:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 75/100:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.8193, loss=0.2423, lr=7.03e-06]
Epoch 75/100:   6%|▌         | 1/17 [00:00<00:02,  6.24it/s, iou=0.8193, loss=0.2423, lr=7.03e-06]
Epoch 75/100:   6%|▌         | 1/17 [00:00<00:02,  6.24it/s, iou=0.7956, loss=0.3334, lr=7.03e-06]
Epoch 75/100:   6%|▌         | 1/17 [00:00<00:02,  6.24it/s, iou=0.8056, loss=0.2804, lr=7.03e-06]
Epoch 75/100:  18%|█▊        | 3/17 [00:00<00:01, 10.75it/s, iou=0.8056, loss=0.2804, lr=7.03e-06]
Epoch 75/100:  18%|█▊        | 3/17 [00:00<00:01, 10.75it/s, iou=0.8065, loss=0.2861, lr=7.03e-06]
Epoch 75/100:  18%|█▊        | 3/17 [00:00<00:01, 10.75it/s, iou=0.7989, loss=0.3026, lr=7.03e-06]
Epoch 75/100:  29%|██▉       | 5/17 [00:00<00:00, 12.65it/s, iou=0.7989, loss=0.3026, lr=7.03e-06]
Epoch 75/100:  29%|██▉       | 5/17 [00:00<00:00, 12.65it/s, iou=0.7977, loss=0.2667, lr=7.03e-06]
Epoch 75/100:  29%|██▉       | 5/17 [00:00<00:00, 12.65it/s, iou=0.7979, loss=0.2758, lr=7.03e-06]
Epoch 75/100:  41%|████      | 7/17 [00:00<00:00, 13.99it/s, iou=0.7979, loss=0.2758, lr=7.03e-06]
Epoch 75/100:  41%|████      | 7/17 [00:00<00:00, 13.99it/s, iou=0.7963, loss=0.2989, lr=7.03e-06]
Epoch 75/100:  41%|████      | 7/17 [00:00<00:00, 13.99it/s, iou=0.7948, loss=0.2741, lr=7.03e-06]
Epoch 75/100:  53%|█████▎    | 9/17 [00:00<00:00, 14.52it/s, iou=0.7948, loss=0.2741, lr=7.03e-06]
Epoch 75/100:  53%|█████▎    | 9/17 [00:00<00:00, 14.52it/s, iou=0.7963, loss=0.2771, lr=7.03e-06]
Epoch 75/100:  53%|█████▎    | 9/17 [00:00<00:00, 14.52it/s, iou=0.8001, loss=0.2491, lr=7.03e-06]
Epoch 75/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.08it/s, iou=0.8001, loss=0.2491, lr=7.03e-06]
Epoch 75/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.08it/s, iou=0.8009, loss=0.2722, lr=7.03e-06]
Epoch 75/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.08it/s, iou=0.7984, loss=0.2895, lr=7.03e-06]
Epoch 75/100:  76%|███████▋  | 13/17 [00:00<00:00, 14.38it/s, iou=0.7984, loss=0.2895, lr=7.03e-06]
Epoch 75/100:  76%|███████▋  | 13/17 [00:01<00:00, 14.38it/s, iou=0.7998, loss=0.2770, lr=7.03e-06]
Epoch 75/100:  76%|███████▋  | 13/17 [00:01<00:00, 14.38it/s, iou=0.7940, loss=0.3945, lr=7.03e-06]
Epoch 75/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.89it/s, iou=0.7940, loss=0.3945, lr=7.03e-06]
Epoch 75/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.89it/s, iou=0.7970, loss=0.2553, lr=7.03e-06]
Epoch 75/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.89it/s, iou=0.7964, loss=0.2660, lr=7.03e-06]
Epoch 75/100: 100%|██████████| 17/17 [00:01<00:00, 14.92it/s, iou=0.7964, loss=0.2660, lr=7.03e-06]
                                                                                                   
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 75/100: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
                                                 
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 75/100: train_loss=0.2848, train_iou=0.7964, train_entropy=0.0000, val_loss=0.3565, val_iou=0.6872, val_dice=0.7784, head_lr=6.595247e-06, encoder_lr=3.245229e-05, val_iou=0.6890, es_monitor=val_iou, es_value=0.6872, es_best=0.6890, es_wait=5/0, es_active=True

Epoch 76/100:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 76/100:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.8293, loss=0.2478, lr=6.60e-06]
Epoch 76/100:   6%|▌         | 1/17 [00:00<00:02,  6.69it/s, iou=0.8293, loss=0.2478, lr=6.60e-06]
Epoch 76/100:   6%|▌         | 1/17 [00:00<00:02,  6.69it/s, iou=0.8202, loss=0.2357, lr=6.60e-06]
Epoch 76/100:   6%|▌         | 1/17 [00:00<00:02,  6.69it/s, iou=0.8074, loss=0.3307, lr=6.60e-06]
Epoch 76/100:  18%|█▊        | 3/17 [00:00<00:01, 11.38it/s, iou=0.8074, loss=0.3307, lr=6.60e-06]
Epoch 76/100:  18%|█▊        | 3/17 [00:00<00:01, 11.38it/s, iou=0.7911, loss=0.3009, lr=6.60e-06]
Epoch 76/100:  18%|█▊        | 3/17 [00:00<00:01, 11.38it/s, iou=0.7935, loss=0.2926, lr=6.60e-06]
Epoch 76/100:  29%|██▉       | 5/17 [00:00<00:00, 13.14it/s, iou=0.7935, loss=0.2926, lr=6.60e-06]
Epoch 76/100:  29%|██▉       | 5/17 [00:00<00:00, 13.14it/s, iou=0.7946, loss=0.2922, lr=6.60e-06]
Epoch 76/100:  29%|██▉       | 5/17 [00:00<00:00, 13.14it/s, iou=0.7998, loss=0.2787, lr=6.60e-06]
Epoch 76/100:  41%|████      | 7/17 [00:00<00:00, 14.20it/s, iou=0.7998, loss=0.2787, lr=6.60e-06]
Epoch 76/100:  41%|████      | 7/17 [00:00<00:00, 14.20it/s, iou=0.8054, loss=0.2562, lr=6.60e-06]
Epoch 76/100:  41%|████      | 7/17 [00:00<00:00, 14.20it/s, iou=0.8004, loss=0.3226, lr=6.60e-06]
Epoch 76/100:  53%|█████▎    | 9/17 [00:00<00:00, 14.75it/s, iou=0.8004, loss=0.3226, lr=6.60e-06]
Epoch 76/100:  53%|█████▎    | 9/17 [00:00<00:00, 14.75it/s, iou=0.7982, loss=0.3148, lr=6.60e-06]
Epoch 76/100:  53%|█████▎    | 9/17 [00:00<00:00, 14.75it/s, iou=0.7971, loss=0.2919, lr=6.60e-06]
Epoch 76/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.92it/s, iou=0.7971, loss=0.2919, lr=6.60e-06]
Epoch 76/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.92it/s, iou=0.7955, loss=0.3387, lr=6.60e-06]
Epoch 76/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.92it/s, iou=0.7979, loss=0.2665, lr=6.60e-06]
Epoch 76/100:  76%|███████▋  | 13/17 [00:00<00:00, 14.75it/s, iou=0.7979, loss=0.2665, lr=6.60e-06]
Epoch 76/100:  76%|███████▋  | 13/17 [00:01<00:00, 14.75it/s, iou=0.7922, loss=0.3550, lr=6.60e-06]
Epoch 76/100:  76%|███████▋  | 13/17 [00:01<00:00, 14.75it/s, iou=0.7939, loss=0.2800, lr=6.60e-06]
Epoch 76/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.61it/s, iou=0.7939, loss=0.2800, lr=6.60e-06]
Epoch 76/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.61it/s, iou=0.7938, loss=0.2249, lr=6.60e-06]
Epoch 76/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.61it/s, iou=0.7932, loss=0.2569, lr=6.60e-06]
Epoch 76/100: 100%|██████████| 17/17 [00:01<00:00, 14.06it/s, iou=0.7932, loss=0.2569, lr=6.60e-06]
                                                                                                   
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 76/100: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating: 100%|██████████| 3/3 [00:00<00:00, 29.15it/s]
                                                         
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 76/100: train_loss=0.2874, train_iou=0.7932, train_entropy=0.0000, val_loss=0.3544, val_iou=0.6890, val_dice=0.7785, head_lr=6.177613e-06, encoder_lr=3.010466e-05, val_iou=0.6890, es_monitor=val_iou, es_value=0.6890, es_best=0.6890, es_wait=6/0, es_active=True

Epoch 77/100:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 77/100:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.8160, loss=0.2879, lr=6.18e-06]
Epoch 77/100:   6%|▌         | 1/17 [00:00<00:02,  6.50it/s, iou=0.8160, loss=0.2879, lr=6.18e-06]
Epoch 77/100:   6%|▌         | 1/17 [00:00<00:02,  6.50it/s, iou=0.7858, loss=0.3175, lr=6.18e-06]
Epoch 77/100:   6%|▌         | 1/17 [00:00<00:02,  6.50it/s, iou=0.7868, loss=0.2713, lr=6.18e-06]
Epoch 77/100:  18%|█▊        | 3/17 [00:00<00:01, 10.76it/s, iou=0.7868, loss=0.2713, lr=6.18e-06]
Epoch 77/100:  18%|█▊        | 3/17 [00:00<00:01, 10.76it/s, iou=0.7875, loss=0.2781, lr=6.18e-06]
Epoch 77/100:  18%|█▊        | 3/17 [00:00<00:01, 10.76it/s, iou=0.7951, loss=0.2550, lr=6.18e-06]
Epoch 77/100:  29%|██▉       | 5/17 [00:00<00:00, 12.37it/s, iou=0.7951, loss=0.2550, lr=6.18e-06]
Epoch 77/100:  29%|██▉       | 5/17 [00:00<00:00, 12.37it/s, iou=0.7983, loss=0.2963, lr=6.18e-06]
Epoch 77/100:  29%|██▉       | 5/17 [00:00<00:00, 12.37it/s, iou=0.7955, loss=0.3178, lr=6.18e-06]
Epoch 77/100:  41%|████      | 7/17 [00:00<00:00, 12.99it/s, iou=0.7955, loss=0.3178, lr=6.18e-06]
Epoch 77/100:  41%|████      | 7/17 [00:00<00:00, 12.99it/s, iou=0.8005, loss=0.2441, lr=6.18e-06]
Epoch 77/100:  41%|████      | 7/17 [00:00<00:00, 12.99it/s, iou=0.7991, loss=0.3090, lr=6.18e-06]
Epoch 77/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.04it/s, iou=0.7991, loss=0.3090, lr=6.18e-06]
Epoch 77/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.04it/s, iou=0.7965, loss=0.2973, lr=6.18e-06]
Epoch 77/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.04it/s, iou=0.7980, loss=0.2228, lr=6.18e-06]
Epoch 77/100:  65%|██████▍   | 11/17 [00:00<00:00, 13.53it/s, iou=0.7980, loss=0.2228, lr=6.18e-06]
Epoch 77/100:  65%|██████▍   | 11/17 [00:00<00:00, 13.53it/s, iou=0.7962, loss=0.3044, lr=6.18e-06]
Epoch 77/100:  65%|██████▍   | 11/17 [00:00<00:00, 13.53it/s, iou=0.7980, loss=0.2920, lr=6.18e-06]
Epoch 77/100:  76%|███████▋  | 13/17 [00:00<00:00, 14.27it/s, iou=0.7980, loss=0.2920, lr=6.18e-06]
Epoch 77/100:  76%|███████▋  | 13/17 [00:01<00:00, 14.27it/s, iou=0.8003, loss=0.2482, lr=6.18e-06]
Epoch 77/100:  76%|███████▋  | 13/17 [00:01<00:00, 14.27it/s, iou=0.8027, loss=0.2646, lr=6.18e-06]
Epoch 77/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.71it/s, iou=0.8027, loss=0.2646, lr=6.18e-06]
Epoch 77/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.71it/s, iou=0.8005, loss=0.3214, lr=6.18e-06]
Epoch 77/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.71it/s, iou=0.7996, loss=0.2543, lr=6.18e-06]
Epoch 77/100: 100%|██████████| 17/17 [00:01<00:00, 15.02it/s, iou=0.7996, loss=0.2543, lr=6.18e-06]
                                                                                                   
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 77/100: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
                                                 
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 77/100: train_loss=0.2813, train_iou=0.7996, train_entropy=0.0000, val_loss=0.3519, val_iou=0.6921, val_dice=0.7810, head_lr=5.773721e-06, encoder_lr=2.783428e-05, val_iou=0.6921, es_monitor=val_iou, es_value=0.6921, es_best=0.6921, es_wait=0/0, es_active=True

Epoch 78/100:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 78/100:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.8214, loss=0.2555, lr=5.77e-06]
Epoch 78/100:   6%|▌         | 1/17 [00:00<00:02,  5.77it/s, iou=0.8214, loss=0.2555, lr=5.77e-06]
Epoch 78/100:   6%|▌         | 1/17 [00:00<00:02,  5.77it/s, iou=0.8072, loss=0.2934, lr=5.77e-06]
Epoch 78/100:   6%|▌         | 1/17 [00:00<00:02,  5.77it/s, iou=0.8107, loss=0.3006, lr=5.77e-06]
Epoch 78/100:  18%|█▊        | 3/17 [00:00<00:01, 10.61it/s, iou=0.8107, loss=0.3006, lr=5.77e-06]
Epoch 78/100:  18%|█▊        | 3/17 [00:00<00:01, 10.61it/s, iou=0.8205, loss=0.2561, lr=5.77e-06]
Epoch 78/100:  18%|█▊        | 3/17 [00:00<00:01, 10.61it/s, iou=0.8149, loss=0.2735, lr=5.77e-06]
Epoch 78/100:  29%|██▉       | 5/17 [00:00<00:00, 12.44it/s, iou=0.8149, loss=0.2735, lr=5.77e-06]
Epoch 78/100:  29%|██▉       | 5/17 [00:00<00:00, 12.44it/s, iou=0.8141, loss=0.2820, lr=5.77e-06]
Epoch 78/100:  29%|██▉       | 5/17 [00:00<00:00, 12.44it/s, iou=0.8104, loss=0.2795, lr=5.77e-06]
Epoch 78/100:  41%|████      | 7/17 [00:00<00:00, 13.27it/s, iou=0.8104, loss=0.2795, lr=5.77e-06]
Epoch 78/100:  41%|████      | 7/17 [00:00<00:00, 13.27it/s, iou=0.8060, loss=0.3075, lr=5.77e-06]
Epoch 78/100:  41%|████      | 7/17 [00:00<00:00, 13.27it/s, iou=0.8093, loss=0.2579, lr=5.77e-06]
Epoch 78/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.79it/s, iou=0.8093, loss=0.2579, lr=5.77e-06]
Epoch 78/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.79it/s, iou=0.8103, loss=0.2448, lr=5.77e-06]
Epoch 78/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.79it/s, iou=0.8100, loss=0.2808, lr=5.77e-06]
Epoch 78/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.16it/s, iou=0.8100, loss=0.2808, lr=5.77e-06]
Epoch 78/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.16it/s, iou=0.8079, loss=0.2992, lr=5.77e-06]
Epoch 78/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.16it/s, iou=0.8100, loss=0.2820, lr=5.77e-06]
Epoch 78/100:  76%|███████▋  | 13/17 [00:00<00:00, 14.24it/s, iou=0.8100, loss=0.2820, lr=5.77e-06]
Epoch 78/100:  76%|███████▋  | 13/17 [00:01<00:00, 14.24it/s, iou=0.8068, loss=0.2960, lr=5.77e-06]
Epoch 78/100:  76%|███████▋  | 13/17 [00:01<00:00, 14.24it/s, iou=0.8046, loss=0.3062, lr=5.77e-06]
Epoch 78/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.41it/s, iou=0.8046, loss=0.3062, lr=5.77e-06]
Epoch 78/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.41it/s, iou=0.8062, loss=0.2515, lr=5.77e-06]
Epoch 78/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.41it/s, iou=0.8058, loss=0.3371, lr=5.77e-06]
Epoch 78/100: 100%|██████████| 17/17 [00:01<00:00, 14.31it/s, iou=0.8058, loss=0.3371, lr=5.77e-06]
                                                                                                   
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 78/100: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
                                                 
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 78/100: train_loss=0.2826, train_iou=0.8058, train_entropy=0.0000, val_loss=0.3531, val_iou=0.6950, val_dice=0.7837, head_lr=5.383970e-06, encoder_lr=2.564340e-05, val_iou=0.6950, es_monitor=val_iou, es_value=0.6950, es_best=0.6950, es_wait=0/0, es_active=True

Epoch 79/100:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 79/100:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.7959, loss=0.2487, lr=5.38e-06]
Epoch 79/100:   6%|▌         | 1/17 [00:00<00:02,  5.63it/s, iou=0.7959, loss=0.2487, lr=5.38e-06]
Epoch 79/100:   6%|▌         | 1/17 [00:00<00:02,  5.63it/s, iou=0.7958, loss=0.2675, lr=5.38e-06]
Epoch 79/100:   6%|▌         | 1/17 [00:00<00:02,  5.63it/s, iou=0.8120, loss=0.2469, lr=5.38e-06]
Epoch 79/100:  18%|█▊        | 3/17 [00:00<00:01, 10.17it/s, iou=0.8120, loss=0.2469, lr=5.38e-06]
Epoch 79/100:  18%|█▊        | 3/17 [00:00<00:01, 10.17it/s, iou=0.8095, loss=0.2683, lr=5.38e-06]
Epoch 79/100:  18%|█▊        | 3/17 [00:00<00:01, 10.17it/s, iou=0.8020, loss=0.2868, lr=5.38e-06]
Epoch 79/100:  29%|██▉       | 5/17 [00:00<00:00, 12.04it/s, iou=0.8020, loss=0.2868, lr=5.38e-06]
Epoch 79/100:  29%|██▉       | 5/17 [00:00<00:00, 12.04it/s, iou=0.8009, loss=0.3089, lr=5.38e-06]
Epoch 79/100:  29%|██▉       | 5/17 [00:00<00:00, 12.04it/s, iou=0.7946, loss=0.3126, lr=5.38e-06]
Epoch 79/100:  41%|████      | 7/17 [00:00<00:00, 12.82it/s, iou=0.7946, loss=0.3126, lr=5.38e-06]
Epoch 79/100:  41%|████      | 7/17 [00:00<00:00, 12.82it/s, iou=0.7978, loss=0.2796, lr=5.38e-06]
Epoch 79/100:  41%|████      | 7/17 [00:00<00:00, 12.82it/s, iou=0.7994, loss=0.2618, lr=5.38e-06]
Epoch 79/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.33it/s, iou=0.7994, loss=0.2618, lr=5.38e-06]
Epoch 79/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.33it/s, iou=0.7935, loss=0.3397, lr=5.38e-06]
Epoch 79/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.33it/s, iou=0.7946, loss=0.2790, lr=5.38e-06]
Epoch 79/100:  65%|██████▍   | 11/17 [00:00<00:00, 13.68it/s, iou=0.7946, loss=0.2790, lr=5.38e-06]
Epoch 79/100:  65%|██████▍   | 11/17 [00:00<00:00, 13.68it/s, iou=0.7990, loss=0.2440, lr=5.38e-06]
Epoch 79/100:  65%|██████▍   | 11/17 [00:01<00:00, 13.68it/s, iou=0.8002, loss=0.2859, lr=5.38e-06]
Epoch 79/100:  76%|███████▋  | 13/17 [00:01<00:00, 13.84it/s, iou=0.8002, loss=0.2859, lr=5.38e-06]
Epoch 79/100:  76%|███████▋  | 13/17 [00:01<00:00, 13.84it/s, iou=0.8026, loss=0.2689, lr=5.38e-06]
Epoch 79/100:  76%|███████▋  | 13/17 [00:01<00:00, 13.84it/s, iou=0.8034, loss=0.2904, lr=5.38e-06]
Epoch 79/100:  88%|████████▊ | 15/17 [00:01<00:00, 13.84it/s, iou=0.8034, loss=0.2904, lr=5.38e-06]
Epoch 79/100:  88%|████████▊ | 15/17 [00:01<00:00, 13.84it/s, iou=0.8036, loss=0.3046, lr=5.38e-06]
Epoch 79/100:  88%|████████▊ | 15/17 [00:01<00:00, 13.84it/s, iou=0.8040, loss=0.2663, lr=5.38e-06]
Epoch 79/100: 100%|██████████| 17/17 [00:01<00:00, 13.95it/s, iou=0.8040, loss=0.2663, lr=5.38e-06]
                                                                                                   
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 79/100: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating: 100%|██████████| 3/3 [00:00<00:00, 29.23it/s]
                                                         
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 79/100: train_loss=0.2800, train_iou=0.8040, train_entropy=0.0000, val_loss=0.3541, val_iou=0.6887, val_dice=0.7792, head_lr=5.008746e-06, encoder_lr=2.353417e-05, val_iou=0.6950, es_monitor=val_iou, es_value=0.6887, es_best=0.6950, es_wait=1/0, es_active=True

Epoch 80/100:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 80/100:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.7905, loss=0.2776, lr=5.01e-06]
Epoch 80/100:   6%|▌         | 1/17 [00:00<00:02,  5.61it/s, iou=0.7905, loss=0.2776, lr=5.01e-06]
Epoch 80/100:   6%|▌         | 1/17 [00:00<00:02,  5.61it/s, iou=0.7776, loss=0.2690, lr=5.01e-06]
Epoch 80/100:   6%|▌         | 1/17 [00:00<00:02,  5.61it/s, iou=0.7978, loss=0.2891, lr=5.01e-06]
Epoch 80/100:  18%|█▊        | 3/17 [00:00<00:01,  9.94it/s, iou=0.7978, loss=0.2891, lr=5.01e-06]
Epoch 80/100:  18%|█▊        | 3/17 [00:00<00:01,  9.94it/s, iou=0.7963, loss=0.2789, lr=5.01e-06]
Epoch 80/100:  18%|█▊        | 3/17 [00:00<00:01,  9.94it/s, iou=0.8035, loss=0.2806, lr=5.01e-06]
Epoch 80/100:  29%|██▉       | 5/17 [00:00<00:01, 11.41it/s, iou=0.8035, loss=0.2806, lr=5.01e-06]
Epoch 80/100:  29%|██▉       | 5/17 [00:00<00:01, 11.41it/s, iou=0.7993, loss=0.2718, lr=5.01e-06]
Epoch 80/100:  29%|██▉       | 5/17 [00:00<00:01, 11.41it/s, iou=0.8026, loss=0.2713, lr=5.01e-06]
Epoch 80/100:  41%|████      | 7/17 [00:00<00:00, 12.77it/s, iou=0.8026, loss=0.2713, lr=5.01e-06]
Epoch 80/100:  41%|████      | 7/17 [00:00<00:00, 12.77it/s, iou=0.7998, loss=0.2899, lr=5.01e-06]
Epoch 80/100:  41%|████      | 7/17 [00:00<00:00, 12.77it/s, iou=0.7992, loss=0.2796, lr=5.01e-06]
Epoch 80/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.57it/s, iou=0.7992, loss=0.2796, lr=5.01e-06]
Epoch 80/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.57it/s, iou=0.8008, loss=0.2619, lr=5.01e-06]
Epoch 80/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.57it/s, iou=0.8009, loss=0.2816, lr=5.01e-06]
Epoch 80/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.39it/s, iou=0.8009, loss=0.2816, lr=5.01e-06]
Epoch 80/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.39it/s, iou=0.7997, loss=0.3154, lr=5.01e-06]
Epoch 80/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.39it/s, iou=0.8003, loss=0.2738, lr=5.01e-06]
Epoch 80/100:  76%|███████▋  | 13/17 [00:00<00:00, 14.87it/s, iou=0.8003, loss=0.2738, lr=5.01e-06]
Epoch 80/100:  76%|███████▋  | 13/17 [00:01<00:00, 14.87it/s, iou=0.8027, loss=0.2631, lr=5.01e-06]
Epoch 80/100:  76%|███████▋  | 13/17 [00:01<00:00, 14.87it/s, iou=0.8026, loss=0.2969, lr=5.01e-06]
Epoch 80/100:  88%|████████▊ | 15/17 [00:01<00:00, 15.26it/s, iou=0.8026, loss=0.2969, lr=5.01e-06]
Epoch 80/100:  88%|████████▊ | 15/17 [00:01<00:00, 15.26it/s, iou=0.8033, loss=0.2430, lr=5.01e-06]
Epoch 80/100:  88%|████████▊ | 15/17 [00:01<00:00, 15.26it/s, iou=0.8037, loss=0.2479, lr=5.01e-06]
Epoch 80/100: 100%|██████████| 17/17 [00:01<00:00, 15.30it/s, iou=0.8037, loss=0.2479, lr=5.01e-06]
                                                                                                   
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 80/100: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
                                                 
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 80/100: train_loss=0.2760, train_iou=0.8037, train_entropy=0.0000, val_loss=0.3539, val_iou=0.6837, val_dice=0.7753, head_lr=4.648419e-06, encoder_lr=2.150868e-05, val_iou=0.6950, es_monitor=val_iou, es_value=0.6837, es_best=0.6950, es_wait=2/0, es_active=True

Epoch 81/100:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 81/100:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.7663, loss=0.3212, lr=4.65e-06]
Epoch 81/100:   6%|▌         | 1/17 [00:00<00:02,  5.64it/s, iou=0.7663, loss=0.3212, lr=4.65e-06]
Epoch 81/100:   6%|▌         | 1/17 [00:00<00:02,  5.64it/s, iou=0.7987, loss=0.2537, lr=4.65e-06]
Epoch 81/100:   6%|▌         | 1/17 [00:00<00:02,  5.64it/s, iou=0.8098, loss=0.2616, lr=4.65e-06]
Epoch 81/100:  18%|█▊        | 3/17 [00:00<00:01,  9.97it/s, iou=0.8098, loss=0.2616, lr=4.65e-06]
Epoch 81/100:  18%|█▊        | 3/17 [00:00<00:01,  9.97it/s, iou=0.7991, loss=0.2993, lr=4.65e-06]
Epoch 81/100:  18%|█▊        | 3/17 [00:00<00:01,  9.97it/s, iou=0.7923, loss=0.2600, lr=4.65e-06]
Epoch 81/100:  29%|██▉       | 5/17 [00:00<00:01, 11.75it/s, iou=0.7923, loss=0.2600, lr=4.65e-06]
Epoch 81/100:  29%|██▉       | 5/17 [00:00<00:01, 11.75it/s, iou=0.8016, loss=0.2470, lr=4.65e-06]
Epoch 81/100:  29%|██▉       | 5/17 [00:00<00:01, 11.75it/s, iou=0.8057, loss=0.2883, lr=4.65e-06]
Epoch 81/100:  41%|████      | 7/17 [00:00<00:00, 12.85it/s, iou=0.8057, loss=0.2883, lr=4.65e-06]
Epoch 81/100:  41%|████      | 7/17 [00:00<00:00, 12.85it/s, iou=0.8003, loss=0.3002, lr=4.65e-06]
Epoch 81/100:  41%|████      | 7/17 [00:00<00:00, 12.85it/s, iou=0.8001, loss=0.2706, lr=4.65e-06]
Epoch 81/100:  53%|█████▎    | 9/17 [00:00<00:00, 12.59it/s, iou=0.8001, loss=0.2706, lr=4.65e-06]
Epoch 81/100:  53%|█████▎    | 9/17 [00:00<00:00, 12.59it/s, iou=0.8005, loss=0.2898, lr=4.65e-06]
Epoch 81/100:  53%|█████▎    | 9/17 [00:00<00:00, 12.59it/s, iou=0.7987, loss=0.3023, lr=4.65e-06]
Epoch 81/100:  65%|██████▍   | 11/17 [00:00<00:00, 13.07it/s, iou=0.7987, loss=0.3023, lr=4.65e-06]
Epoch 81/100:  65%|██████▍   | 11/17 [00:00<00:00, 13.07it/s, iou=0.7975, loss=0.2911, lr=4.65e-06]
Epoch 81/100:  65%|██████▍   | 11/17 [00:01<00:00, 13.07it/s, iou=0.7999, loss=0.2808, lr=4.65e-06]
Epoch 81/100:  76%|███████▋  | 13/17 [00:01<00:00, 13.48it/s, iou=0.7999, loss=0.2808, lr=4.65e-06]
Epoch 81/100:  76%|███████▋  | 13/17 [00:01<00:00, 13.48it/s, iou=0.8022, loss=0.2910, lr=4.65e-06]
Epoch 81/100:  76%|███████▋  | 13/17 [00:01<00:00, 13.48it/s, iou=0.8013, loss=0.2851, lr=4.65e-06]
Epoch 81/100:  88%|████████▊ | 15/17 [00:01<00:00, 13.77it/s, iou=0.8013, loss=0.2851, lr=4.65e-06]
Epoch 81/100:  88%|████████▊ | 15/17 [00:01<00:00, 13.77it/s, iou=0.8021, loss=0.2720, lr=4.65e-06]
Epoch 81/100:  88%|████████▊ | 15/17 [00:01<00:00, 13.77it/s, iou=0.8024, loss=0.3627, lr=4.65e-06]
Epoch 81/100: 100%|██████████| 17/17 [00:01<00:00, 14.04it/s, iou=0.8024, loss=0.3627, lr=4.65e-06]
                                                                                                   
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 81/100: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating: 100%|██████████| 3/3 [00:00<00:00, 27.65it/s]
                                                         
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 81/100: train_loss=0.2869, train_iou=0.8024, train_entropy=0.0000, val_loss=0.3523, val_iou=0.6940, val_dice=0.7820, head_lr=4.303344e-06, encoder_lr=1.956892e-05, val_iou=0.6950, es_monitor=val_iou, es_value=0.6940, es_best=0.6950, es_wait=3/0, es_active=True

Epoch 82/100:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 82/100:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.8290, loss=0.2741, lr=4.30e-06]
Epoch 82/100:   6%|▌         | 1/17 [00:00<00:02,  5.56it/s, iou=0.8290, loss=0.2741, lr=4.30e-06]
Epoch 82/100:   6%|▌         | 1/17 [00:00<00:02,  5.56it/s, iou=0.8231, loss=0.2613, lr=4.30e-06]
Epoch 82/100:   6%|▌         | 1/17 [00:00<00:02,  5.56it/s, iou=0.8213, loss=0.3340, lr=4.30e-06]
Epoch 82/100:  18%|█▊        | 3/17 [00:00<00:01, 10.23it/s, iou=0.8213, loss=0.3340, lr=4.30e-06]
Epoch 82/100:  18%|█▊        | 3/17 [00:00<00:01, 10.23it/s, iou=0.8206, loss=0.2663, lr=4.30e-06]
Epoch 82/100:  18%|█▊        | 3/17 [00:00<00:01, 10.23it/s, iou=0.8221, loss=0.2538, lr=4.30e-06]
Epoch 82/100:  29%|██▉       | 5/17 [00:00<00:00, 12.41it/s, iou=0.8221, loss=0.2538, lr=4.30e-06]
Epoch 82/100:  29%|██▉       | 5/17 [00:00<00:00, 12.41it/s, iou=0.8225, loss=0.2659, lr=4.30e-06]
Epoch 82/100:  29%|██▉       | 5/17 [00:00<00:00, 12.41it/s, iou=0.8205, loss=0.2607, lr=4.30e-06]
Epoch 82/100:  41%|████      | 7/17 [00:00<00:00, 13.61it/s, iou=0.8205, loss=0.2607, lr=4.30e-06]
Epoch 82/100:  41%|████      | 7/17 [00:00<00:00, 13.61it/s, iou=0.8101, loss=0.3062, lr=4.30e-06]
Epoch 82/100:  41%|████      | 7/17 [00:00<00:00, 13.61it/s, iou=0.8075, loss=0.2883, lr=4.30e-06]
Epoch 82/100:  53%|█████▎    | 9/17 [00:00<00:00, 14.08it/s, iou=0.8075, loss=0.2883, lr=4.30e-06]
Epoch 82/100:  53%|█████▎    | 9/17 [00:00<00:00, 14.08it/s, iou=0.8017, loss=0.2902, lr=4.30e-06]
Epoch 82/100:  53%|█████▎    | 9/17 [00:00<00:00, 14.08it/s, iou=0.8053, loss=0.2436, lr=4.30e-06]
Epoch 82/100:  65%|██████▍   | 11/17 [00:00<00:00, 13.96it/s, iou=0.8053, loss=0.2436, lr=4.30e-06]
Epoch 82/100:  65%|██████▍   | 11/17 [00:00<00:00, 13.96it/s, iou=0.8036, loss=0.2936, lr=4.30e-06]
Epoch 82/100:  65%|██████▍   | 11/17 [00:01<00:00, 13.96it/s, iou=0.8068, loss=0.2069, lr=4.30e-06]
Epoch 82/100:  76%|███████▋  | 13/17 [00:01<00:00, 13.66it/s, iou=0.8068, loss=0.2069, lr=4.30e-06]
Epoch 82/100:  76%|███████▋  | 13/17 [00:01<00:00, 13.66it/s, iou=0.8060, loss=0.3182, lr=4.30e-06]
Epoch 82/100:  76%|███████▋  | 13/17 [00:01<00:00, 13.66it/s, iou=0.8077, loss=0.2621, lr=4.30e-06]
Epoch 82/100:  88%|████████▊ | 15/17 [00:01<00:00, 13.42it/s, iou=0.8077, loss=0.2621, lr=4.30e-06]
Epoch 82/100:  88%|████████▊ | 15/17 [00:01<00:00, 13.42it/s, iou=0.8072, loss=0.2563, lr=4.30e-06]
Epoch 82/100:  88%|████████▊ | 15/17 [00:01<00:00, 13.42it/s, iou=0.8068, loss=0.2779, lr=4.30e-06]
Epoch 82/100: 100%|██████████| 17/17 [00:01<00:00, 13.70it/s, iou=0.8068, loss=0.2779, lr=4.30e-06]
                                                                                                   
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 82/100: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating: 100%|██████████| 3/3 [00:00<00:00, 29.61it/s]
                                                         
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 82/100: train_loss=0.2741, train_iou=0.8068, train_entropy=0.0000, val_loss=0.3523, val_iou=0.6881, val_dice=0.7790, head_lr=3.973861e-06, encoder_lr=1.771682e-05, val_iou=0.6950, es_monitor=val_iou, es_value=0.6881, es_best=0.6950, es_wait=4/0, es_active=True

Epoch 83/100:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 83/100:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.7913, loss=0.2577, lr=3.97e-06]
Epoch 83/100:   6%|▌         | 1/17 [00:00<00:02,  6.39it/s, iou=0.7913, loss=0.2577, lr=3.97e-06]
Epoch 83/100:   6%|▌         | 1/17 [00:00<00:02,  6.39it/s, iou=0.8106, loss=0.2655, lr=3.97e-06]
Epoch 83/100:   6%|▌         | 1/17 [00:00<00:02,  6.39it/s, iou=0.8100, loss=0.2454, lr=3.97e-06]
Epoch 83/100:  18%|█▊        | 3/17 [00:00<00:01, 11.12it/s, iou=0.8100, loss=0.2454, lr=3.97e-06]
Epoch 83/100:  18%|█▊        | 3/17 [00:00<00:01, 11.12it/s, iou=0.8100, loss=0.2654, lr=3.97e-06]
Epoch 83/100:  18%|█▊        | 3/17 [00:00<00:01, 11.12it/s, iou=0.8102, loss=0.3116, lr=3.97e-06]
Epoch 83/100:  29%|██▉       | 5/17 [00:00<00:00, 13.00it/s, iou=0.8102, loss=0.3116, lr=3.97e-06]
Epoch 83/100:  29%|██▉       | 5/17 [00:00<00:00, 13.00it/s, iou=0.8122, loss=0.2610, lr=3.97e-06]
Epoch 83/100:  29%|██▉       | 5/17 [00:00<00:00, 13.00it/s, iou=0.8091, loss=0.2576, lr=3.97e-06]
Epoch 83/100:  41%|████      | 7/17 [00:00<00:00, 13.77it/s, iou=0.8091, loss=0.2576, lr=3.97e-06]
Epoch 83/100:  41%|████      | 7/17 [00:00<00:00, 13.77it/s, iou=0.8068, loss=0.2566, lr=3.97e-06]
Epoch 83/100:  41%|████      | 7/17 [00:00<00:00, 13.77it/s, iou=0.8045, loss=0.2561, lr=3.97e-06]
Epoch 83/100:  53%|█████▎    | 9/17 [00:00<00:00, 14.38it/s, iou=0.8045, loss=0.2561, lr=3.97e-06]
Epoch 83/100:  53%|█████▎    | 9/17 [00:00<00:00, 14.38it/s, iou=0.8020, loss=0.3289, lr=3.97e-06]
Epoch 83/100:  53%|█████▎    | 9/17 [00:00<00:00, 14.38it/s, iou=0.8068, loss=0.2337, lr=3.97e-06]
Epoch 83/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.77it/s, iou=0.8068, loss=0.2337, lr=3.97e-06]
Epoch 83/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.77it/s, iou=0.8058, loss=0.2936, lr=3.97e-06]
Epoch 83/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.77it/s, iou=0.8043, loss=0.2973, lr=3.97e-06]
Epoch 83/100:  76%|███████▋  | 13/17 [00:00<00:00, 14.72it/s, iou=0.8043, loss=0.2973, lr=3.97e-06]
Epoch 83/100:  76%|███████▋  | 13/17 [00:01<00:00, 14.72it/s, iou=0.8025, loss=0.2673, lr=3.97e-06]
Epoch 83/100:  76%|███████▋  | 13/17 [00:01<00:00, 14.72it/s, iou=0.8021, loss=0.3237, lr=3.97e-06]
Epoch 83/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.59it/s, iou=0.8021, loss=0.3237, lr=3.97e-06]
Epoch 83/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.59it/s, iou=0.8008, loss=0.2988, lr=3.97e-06]
Epoch 83/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.59it/s, iou=0.8012, loss=0.3593, lr=3.97e-06]
Epoch 83/100: 100%|██████████| 17/17 [00:01<00:00, 14.57it/s, iou=0.8012, loss=0.3593, lr=3.97e-06]
                                                                                                   
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 83/100: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
                                                 
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 83/100: train_loss=0.2812, train_iou=0.8012, train_entropy=0.0000, val_loss=0.3536, val_iou=0.6896, val_dice=0.7805, head_lr=3.660297e-06, encoder_lr=1.595419e-05, val_iou=0.6950, es_monitor=val_iou, es_value=0.6896, es_best=0.6950, es_wait=5/0, es_active=True

Epoch 84/100:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 84/100:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.7734, loss=0.2954, lr=3.66e-06]
Epoch 84/100:   6%|▌         | 1/17 [00:00<00:02,  6.85it/s, iou=0.7734, loss=0.2954, lr=3.66e-06]
Epoch 84/100:   6%|▌         | 1/17 [00:00<00:02,  6.85it/s, iou=0.8020, loss=0.2681, lr=3.66e-06]
Epoch 84/100:   6%|▌         | 1/17 [00:00<00:02,  6.85it/s, iou=0.7928, loss=0.2778, lr=3.66e-06]
Epoch 84/100:  18%|█▊        | 3/17 [00:00<00:01, 11.62it/s, iou=0.7928, loss=0.2778, lr=3.66e-06]
Epoch 84/100:  18%|█▊        | 3/17 [00:00<00:01, 11.62it/s, iou=0.7989, loss=0.2963, lr=3.66e-06]
Epoch 84/100:  18%|█▊        | 3/17 [00:00<00:01, 11.62it/s, iou=0.7986, loss=0.3287, lr=3.66e-06]
Epoch 84/100:  29%|██▉       | 5/17 [00:00<00:00, 13.32it/s, iou=0.7986, loss=0.3287, lr=3.66e-06]
Epoch 84/100:  29%|██▉       | 5/17 [00:00<00:00, 13.32it/s, iou=0.7990, loss=0.2556, lr=3.66e-06]
Epoch 84/100:  29%|██▉       | 5/17 [00:00<00:00, 13.32it/s, iou=0.8031, loss=0.2545, lr=3.66e-06]
Epoch 84/100:  41%|████      | 7/17 [00:00<00:00, 14.09it/s, iou=0.8031, loss=0.2545, lr=3.66e-06]
Epoch 84/100:  41%|████      | 7/17 [00:00<00:00, 14.09it/s, iou=0.7965, loss=0.2677, lr=3.66e-06]
Epoch 84/100:  41%|████      | 7/17 [00:00<00:00, 14.09it/s, iou=0.8001, loss=0.3059, lr=3.66e-06]
Epoch 84/100:  53%|█████▎    | 9/17 [00:00<00:00, 14.25it/s, iou=0.8001, loss=0.3059, lr=3.66e-06]
Epoch 84/100:  53%|█████▎    | 9/17 [00:00<00:00, 14.25it/s, iou=0.8040, loss=0.2655, lr=3.66e-06]
Epoch 84/100:  53%|█████▎    | 9/17 [00:00<00:00, 14.25it/s, iou=0.8071, loss=0.2678, lr=3.66e-06]
Epoch 84/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.55it/s, iou=0.8071, loss=0.2678, lr=3.66e-06]
Epoch 84/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.55it/s, iou=0.8105, loss=0.2256, lr=3.66e-06]
Epoch 84/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.55it/s, iou=0.8086, loss=0.3061, lr=3.66e-06]
Epoch 84/100:  76%|███████▋  | 13/17 [00:00<00:00, 14.13it/s, iou=0.8086, loss=0.3061, lr=3.66e-06]
Epoch 84/100:  76%|███████▋  | 13/17 [00:01<00:00, 14.13it/s, iou=0.8089, loss=0.2882, lr=3.66e-06]
Epoch 84/100:  76%|███████▋  | 13/17 [00:01<00:00, 14.13it/s, iou=0.8095, loss=0.2507, lr=3.66e-06]
Epoch 84/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.22it/s, iou=0.8095, loss=0.2507, lr=3.66e-06]
Epoch 84/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.22it/s, iou=0.8078, loss=0.2857, lr=3.66e-06]
Epoch 84/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.22it/s, iou=0.8080, loss=0.2195, lr=3.66e-06]
Epoch 84/100: 100%|██████████| 17/17 [00:01<00:00, 13.18it/s, iou=0.8080, loss=0.2195, lr=3.66e-06]
                                                                                                   
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 84/100: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating: 100%|██████████| 3/3 [00:00<00:00, 28.76it/s]
                                                         
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 84/100: train_loss=0.2741, train_iou=0.8080, train_entropy=0.0000, val_loss=0.3514, val_iou=0.6855, val_dice=0.7778, head_lr=3.362959e-06, encoder_lr=1.428279e-05, val_iou=0.6950, es_monitor=val_iou, es_value=0.6855, es_best=0.6950, es_wait=6/0, es_active=True

Epoch 85/100:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 85/100:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.7674, loss=0.2690, lr=3.36e-06]
Epoch 85/100:   6%|▌         | 1/17 [00:00<00:02,  7.88it/s, iou=0.7674, loss=0.2690, lr=3.36e-06]
Epoch 85/100:   6%|▌         | 1/17 [00:00<00:02,  7.88it/s, iou=0.7873, loss=0.2757, lr=3.36e-06]
Epoch 85/100:   6%|▌         | 1/17 [00:00<00:02,  7.88it/s, iou=0.8006, loss=0.2507, lr=3.36e-06]
Epoch 85/100:  18%|█▊        | 3/17 [00:00<00:01, 11.84it/s, iou=0.8006, loss=0.2507, lr=3.36e-06]
Epoch 85/100:  18%|█▊        | 3/17 [00:00<00:01, 11.84it/s, iou=0.7960, loss=0.2735, lr=3.36e-06]
Epoch 85/100:  18%|█▊        | 3/17 [00:00<00:01, 11.84it/s, iou=0.7957, loss=0.2883, lr=3.36e-06]
Epoch 85/100:  29%|██▉       | 5/17 [00:00<00:00, 13.46it/s, iou=0.7957, loss=0.2883, lr=3.36e-06]
Epoch 85/100:  29%|██▉       | 5/17 [00:00<00:00, 13.46it/s, iou=0.7974, loss=0.2753, lr=3.36e-06]
Epoch 85/100:  29%|██▉       | 5/17 [00:00<00:00, 13.46it/s, iou=0.8014, loss=0.2542, lr=3.36e-06]
Epoch 85/100:  41%|████      | 7/17 [00:00<00:00, 13.93it/s, iou=0.8014, loss=0.2542, lr=3.36e-06]
Epoch 85/100:  41%|████      | 7/17 [00:00<00:00, 13.93it/s, iou=0.7999, loss=0.2826, lr=3.36e-06]
Epoch 85/100:  41%|████      | 7/17 [00:00<00:00, 13.93it/s, iou=0.8019, loss=0.2402, lr=3.36e-06]
Epoch 85/100:  53%|█████▎    | 9/17 [00:00<00:00, 14.55it/s, iou=0.8019, loss=0.2402, lr=3.36e-06]
Epoch 85/100:  53%|█████▎    | 9/17 [00:00<00:00, 14.55it/s, iou=0.8033, loss=0.2687, lr=3.36e-06]
Epoch 85/100:  53%|█████▎    | 9/17 [00:00<00:00, 14.55it/s, iou=0.8020, loss=0.3010, lr=3.36e-06]
Epoch 85/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.42it/s, iou=0.8020, loss=0.3010, lr=3.36e-06]
Epoch 85/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.42it/s, iou=0.8032, loss=0.2930, lr=3.36e-06]
Epoch 85/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.42it/s, iou=0.8039, loss=0.2541, lr=3.36e-06]
Epoch 85/100:  76%|███████▋  | 13/17 [00:00<00:00, 14.39it/s, iou=0.8039, loss=0.2541, lr=3.36e-06]
Epoch 85/100:  76%|███████▋  | 13/17 [00:01<00:00, 14.39it/s, iou=0.8038, loss=0.2575, lr=3.36e-06]
Epoch 85/100:  76%|███████▋  | 13/17 [00:01<00:00, 14.39it/s, iou=0.8029, loss=0.3184, lr=3.36e-06]
Epoch 85/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.82it/s, iou=0.8029, loss=0.3184, lr=3.36e-06]
Epoch 85/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.82it/s, iou=0.8046, loss=0.2915, lr=3.36e-06]
Epoch 85/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.82it/s, iou=0.8044, loss=0.3481, lr=3.36e-06]
Epoch 85/100: 100%|██████████| 17/17 [00:01<00:00, 14.39it/s, iou=0.8044, loss=0.3481, lr=3.36e-06]
                                                                                                   
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 85/100: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating: 100%|██████████| 3/3 [00:00<00:00, 27.38it/s]
                                                         
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 85/100: train_loss=0.2789, train_iou=0.8044, train_entropy=0.0000, val_loss=0.3518, val_iou=0.6920, val_dice=0.7817, head_lr=3.082143e-06, encoder_lr=1.270425e-05, val_iou=0.6950, es_monitor=val_iou, es_value=0.6920, es_best=0.6950, es_wait=7/0, es_active=True

Epoch 86/100:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 86/100:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.8176, loss=0.2777, lr=3.08e-06]
Epoch 86/100:   6%|▌         | 1/17 [00:00<00:02,  7.12it/s, iou=0.8176, loss=0.2777, lr=3.08e-06]
Epoch 86/100:   6%|▌         | 1/17 [00:00<00:02,  7.12it/s, iou=0.8061, loss=0.3016, lr=3.08e-06]
Epoch 86/100:   6%|▌         | 1/17 [00:00<00:02,  7.12it/s, iou=0.8065, loss=0.2508, lr=3.08e-06]
Epoch 86/100:  18%|█▊        | 3/17 [00:00<00:01, 11.38it/s, iou=0.8065, loss=0.2508, lr=3.08e-06]
Epoch 86/100:  18%|█▊        | 3/17 [00:00<00:01, 11.38it/s, iou=0.8094, loss=0.2727, lr=3.08e-06]
Epoch 86/100:  18%|█▊        | 3/17 [00:00<00:01, 11.38it/s, iou=0.8127, loss=0.2646, lr=3.08e-06]
Epoch 86/100:  29%|██▉       | 5/17 [00:00<00:00, 13.01it/s, iou=0.8127, loss=0.2646, lr=3.08e-06]
Epoch 86/100:  29%|██▉       | 5/17 [00:00<00:00, 13.01it/s, iou=0.8169, loss=0.2492, lr=3.08e-06]
Epoch 86/100:  29%|██▉       | 5/17 [00:00<00:00, 13.01it/s, iou=0.8145, loss=0.2635, lr=3.08e-06]
Epoch 86/100:  41%|████      | 7/17 [00:00<00:00, 13.71it/s, iou=0.8145, loss=0.2635, lr=3.08e-06]
Epoch 86/100:  41%|████      | 7/17 [00:00<00:00, 13.71it/s, iou=0.8153, loss=0.2829, lr=3.08e-06]
Epoch 86/100:  41%|████      | 7/17 [00:00<00:00, 13.71it/s, iou=0.8148, loss=0.2488, lr=3.08e-06]
Epoch 86/100:  53%|█████▎    | 9/17 [00:00<00:00, 14.30it/s, iou=0.8148, loss=0.2488, lr=3.08e-06]
Epoch 86/100:  53%|█████▎    | 9/17 [00:00<00:00, 14.30it/s, iou=0.8123, loss=0.3370, lr=3.08e-06]
Epoch 86/100:  53%|█████▎    | 9/17 [00:00<00:00, 14.30it/s, iou=0.8138, loss=0.2435, lr=3.08e-06]
Epoch 86/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.57it/s, iou=0.8138, loss=0.2435, lr=3.08e-06]
Epoch 86/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.57it/s, iou=0.8142, loss=0.2373, lr=3.08e-06]
Epoch 86/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.57it/s, iou=0.8156, loss=0.2583, lr=3.08e-06]
Epoch 86/100:  76%|███████▋  | 13/17 [00:00<00:00, 14.82it/s, iou=0.8156, loss=0.2583, lr=3.08e-06]
Epoch 86/100:  76%|███████▋  | 13/17 [00:01<00:00, 14.82it/s, iou=0.8135, loss=0.3355, lr=3.08e-06]
Epoch 86/100:  76%|███████▋  | 13/17 [00:01<00:00, 14.82it/s, iou=0.8113, loss=0.2960, lr=3.08e-06]
Epoch 86/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.93it/s, iou=0.8113, loss=0.2960, lr=3.08e-06]
Epoch 86/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.93it/s, iou=0.8111, loss=0.2611, lr=3.08e-06]
Epoch 86/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.93it/s, iou=0.8116, loss=0.2203, lr=3.08e-06]
Epoch 86/100: 100%|██████████| 17/17 [00:01<00:00, 15.05it/s, iou=0.8116, loss=0.2203, lr=3.08e-06]
                                                                                                   
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 86/100: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
                                                 
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 86/100: train_loss=0.2706, train_iou=0.8116, train_entropy=0.0000, val_loss=0.3503, val_iou=0.6876, val_dice=0.7785, head_lr=2.818124e-06, encoder_lr=1.122013e-05, val_iou=0.6950, es_monitor=val_iou, es_value=0.6876, es_best=0.6950, es_wait=8/0, es_active=True

Epoch 87/100:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 87/100:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.7256, loss=0.3319, lr=2.82e-06]
Epoch 87/100:   6%|▌         | 1/17 [00:00<00:01,  8.10it/s, iou=0.7256, loss=0.3319, lr=2.82e-06]
Epoch 87/100:   6%|▌         | 1/17 [00:00<00:01,  8.10it/s, iou=0.7620, loss=0.2802, lr=2.82e-06]
Epoch 87/100:   6%|▌         | 1/17 [00:00<00:01,  8.10it/s, iou=0.7846, loss=0.2750, lr=2.82e-06]
Epoch 87/100:  18%|█▊        | 3/17 [00:00<00:01, 11.08it/s, iou=0.7846, loss=0.2750, lr=2.82e-06]
Epoch 87/100:  18%|█▊        | 3/17 [00:00<00:01, 11.08it/s, iou=0.7823, loss=0.2850, lr=2.82e-06]
Epoch 87/100:  18%|█▊        | 3/17 [00:00<00:01, 11.08it/s, iou=0.7838, loss=0.2959, lr=2.82e-06]
Epoch 87/100:  29%|██▉       | 5/17 [00:00<00:00, 12.77it/s, iou=0.7838, loss=0.2959, lr=2.82e-06]
Epoch 87/100:  29%|██▉       | 5/17 [00:00<00:00, 12.77it/s, iou=0.7890, loss=0.2899, lr=2.82e-06]
Epoch 87/100:  29%|██▉       | 5/17 [00:00<00:00, 12.77it/s, iou=0.7970, loss=0.2669, lr=2.82e-06]
Epoch 87/100:  41%|████      | 7/17 [00:00<00:00, 13.72it/s, iou=0.7970, loss=0.2669, lr=2.82e-06]
Epoch 87/100:  41%|████      | 7/17 [00:00<00:00, 13.72it/s, iou=0.7944, loss=0.3003, lr=2.82e-06]
Epoch 87/100:  41%|████      | 7/17 [00:00<00:00, 13.72it/s, iou=0.7976, loss=0.2457, lr=2.82e-06]
Epoch 87/100:  53%|█████▎    | 9/17 [00:00<00:00, 14.22it/s, iou=0.7976, loss=0.2457, lr=2.82e-06]
Epoch 87/100:  53%|█████▎    | 9/17 [00:00<00:00, 14.22it/s, iou=0.8014, loss=0.2644, lr=2.82e-06]
Epoch 87/100:  53%|█████▎    | 9/17 [00:00<00:00, 14.22it/s, iou=0.8054, loss=0.2605, lr=2.82e-06]
Epoch 87/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.64it/s, iou=0.8054, loss=0.2605, lr=2.82e-06]
Epoch 87/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.64it/s, iou=0.8089, loss=0.2274, lr=2.82e-06]
Epoch 87/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.64it/s, iou=0.8083, loss=0.2623, lr=2.82e-06]
Epoch 87/100:  76%|███████▋  | 13/17 [00:00<00:00, 14.89it/s, iou=0.8083, loss=0.2623, lr=2.82e-06]
Epoch 87/100:  76%|███████▋  | 13/17 [00:01<00:00, 14.89it/s, iou=0.8103, loss=0.2478, lr=2.82e-06]
Epoch 87/100:  76%|███████▋  | 13/17 [00:01<00:00, 14.89it/s, iou=0.8097, loss=0.2877, lr=2.82e-06]
Epoch 87/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.80it/s, iou=0.8097, loss=0.2877, lr=2.82e-06]
Epoch 87/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.80it/s, iou=0.8085, loss=0.3058, lr=2.82e-06]
Epoch 87/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.80it/s, iou=0.8085, loss=0.3774, lr=2.82e-06]
Epoch 87/100: 100%|██████████| 17/17 [00:01<00:00, 15.13it/s, iou=0.8085, loss=0.3774, lr=2.82e-06]
                                                                                                   
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 87/100: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating: 100%|██████████| 3/3 [00:00<00:00, 29.30it/s]
                                                         
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 87/100: train_loss=0.2826, train_iou=0.8085, train_entropy=0.0000, val_loss=0.3502, val_iou=0.6937, val_dice=0.7837, head_lr=2.571164e-06, encoder_lr=9.831906e-06, val_iou=0.6950, es_monitor=val_iou, es_value=0.6937, es_best=0.6950, es_wait=9/0, es_active=True

Epoch 88/100:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 88/100:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.7920, loss=0.2912, lr=2.57e-06]
Epoch 88/100:   6%|▌         | 1/17 [00:00<00:01,  8.12it/s, iou=0.7920, loss=0.2912, lr=2.57e-06]
Epoch 88/100:   6%|▌         | 1/17 [00:00<00:01,  8.12it/s, iou=0.7952, loss=0.2901, lr=2.57e-06]
Epoch 88/100:   6%|▌         | 1/17 [00:00<00:01,  8.12it/s, iou=0.8134, loss=0.2471, lr=2.57e-06]
Epoch 88/100:  18%|█▊        | 3/17 [00:00<00:01, 12.21it/s, iou=0.8134, loss=0.2471, lr=2.57e-06]
Epoch 88/100:  18%|█▊        | 3/17 [00:00<00:01, 12.21it/s, iou=0.8127, loss=0.2504, lr=2.57e-06]
Epoch 88/100:  18%|█▊        | 3/17 [00:00<00:01, 12.21it/s, iou=0.8110, loss=0.3185, lr=2.57e-06]
Epoch 88/100:  29%|██▉       | 5/17 [00:00<00:00, 13.55it/s, iou=0.8110, loss=0.3185, lr=2.57e-06]
Epoch 88/100:  29%|██▉       | 5/17 [00:00<00:00, 13.55it/s, iou=0.8093, loss=0.2981, lr=2.57e-06]
Epoch 88/100:  29%|██▉       | 5/17 [00:00<00:00, 13.55it/s, iou=0.8139, loss=0.2644, lr=2.57e-06]
Epoch 88/100:  41%|████      | 7/17 [00:00<00:00, 13.85it/s, iou=0.8139, loss=0.2644, lr=2.57e-06]
Epoch 88/100:  41%|████      | 7/17 [00:00<00:00, 13.85it/s, iou=0.8109, loss=0.3189, lr=2.57e-06]
Epoch 88/100:  41%|████      | 7/17 [00:00<00:00, 13.85it/s, iou=0.8098, loss=0.2807, lr=2.57e-06]
Epoch 88/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.91it/s, iou=0.8098, loss=0.2807, lr=2.57e-06]
Epoch 88/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.91it/s, iou=0.8089, loss=0.3287, lr=2.57e-06]
Epoch 88/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.91it/s, iou=0.8119, loss=0.2157, lr=2.57e-06]
Epoch 88/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.28it/s, iou=0.8119, loss=0.2157, lr=2.57e-06]
Epoch 88/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.28it/s, iou=0.8149, loss=0.2422, lr=2.57e-06]
Epoch 88/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.28it/s, iou=0.8130, loss=0.3183, lr=2.57e-06]
Epoch 88/100:  76%|███████▋  | 13/17 [00:00<00:00, 14.43it/s, iou=0.8130, loss=0.3183, lr=2.57e-06]
Epoch 88/100:  76%|███████▋  | 13/17 [00:01<00:00, 14.43it/s, iou=0.8120, loss=0.2726, lr=2.57e-06]
Epoch 88/100:  76%|███████▋  | 13/17 [00:01<00:00, 14.43it/s, iou=0.8117, loss=0.2445, lr=2.57e-06]
Epoch 88/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.63it/s, iou=0.8117, loss=0.2445, lr=2.57e-06]
Epoch 88/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.63it/s, iou=0.8138, loss=0.2223, lr=2.57e-06]
Epoch 88/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.63it/s, iou=0.8115, loss=0.3488, lr=2.57e-06]
Epoch 88/100: 100%|██████████| 17/17 [00:01<00:00, 15.02it/s, iou=0.8115, loss=0.3488, lr=2.57e-06]
                                                                                                   
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 88/100: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating: 100%|██████████| 3/3 [00:00<00:00, 28.84it/s]
                                                         
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 88/100: train_loss=0.2795, train_iou=0.8115, train_entropy=0.0000, val_loss=0.3493, val_iou=0.6934, val_dice=0.7829, head_lr=2.341506e-06, encoder_lr=8.540941e-06, val_iou=0.6950, es_monitor=val_iou, es_value=0.6934, es_best=0.6950, es_wait=10/0, es_active=True

Epoch 89/100:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 89/100:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.8528, loss=0.2287, lr=2.34e-06]
Epoch 89/100:   6%|▌         | 1/17 [00:00<00:02,  7.58it/s, iou=0.8528, loss=0.2287, lr=2.34e-06]
Epoch 89/100:   6%|▌         | 1/17 [00:00<00:02,  7.58it/s, iou=0.8425, loss=0.2348, lr=2.34e-06]
Epoch 89/100:   6%|▌         | 1/17 [00:00<00:02,  7.58it/s, iou=0.8370, loss=0.2463, lr=2.34e-06]
Epoch 89/100:  18%|█▊        | 3/17 [00:00<00:01, 11.38it/s, iou=0.8370, loss=0.2463, lr=2.34e-06]
Epoch 89/100:  18%|█▊        | 3/17 [00:00<00:01, 11.38it/s, iou=0.8312, loss=0.3072, lr=2.34e-06]
Epoch 89/100:  18%|█▊        | 3/17 [00:00<00:01, 11.38it/s, iou=0.8155, loss=0.3627, lr=2.34e-06]
Epoch 89/100:  29%|██▉       | 5/17 [00:00<00:00, 13.36it/s, iou=0.8155, loss=0.3627, lr=2.34e-06]
Epoch 89/100:  29%|██▉       | 5/17 [00:00<00:00, 13.36it/s, iou=0.8119, loss=0.2901, lr=2.34e-06]
Epoch 89/100:  29%|██▉       | 5/17 [00:00<00:00, 13.36it/s, iou=0.8108, loss=0.3070, lr=2.34e-06]
Epoch 89/100:  41%|████      | 7/17 [00:00<00:00, 13.71it/s, iou=0.8108, loss=0.3070, lr=2.34e-06]
Epoch 89/100:  41%|████      | 7/17 [00:00<00:00, 13.71it/s, iou=0.8125, loss=0.2764, lr=2.34e-06]
Epoch 89/100:  41%|████      | 7/17 [00:00<00:00, 13.71it/s, iou=0.8111, loss=0.2773, lr=2.34e-06]
Epoch 89/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.73it/s, iou=0.8111, loss=0.2773, lr=2.34e-06]
Epoch 89/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.73it/s, iou=0.8094, loss=0.2827, lr=2.34e-06]
Epoch 89/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.73it/s, iou=0.8083, loss=0.2850, lr=2.34e-06]
Epoch 89/100:  65%|██████▍   | 11/17 [00:00<00:00, 13.77it/s, iou=0.8083, loss=0.2850, lr=2.34e-06]
Epoch 89/100:  65%|██████▍   | 11/17 [00:00<00:00, 13.77it/s, iou=0.8120, loss=0.2616, lr=2.34e-06]
Epoch 89/100:  65%|██████▍   | 11/17 [00:00<00:00, 13.77it/s, iou=0.8105, loss=0.3029, lr=2.34e-06]
Epoch 89/100:  76%|███████▋  | 13/17 [00:00<00:00, 13.99it/s, iou=0.8105, loss=0.3029, lr=2.34e-06]
Epoch 89/100:  76%|███████▋  | 13/17 [00:01<00:00, 13.99it/s, iou=0.8072, loss=0.3074, lr=2.34e-06]
Epoch 89/100:  76%|███████▋  | 13/17 [00:01<00:00, 13.99it/s, iou=0.8093, loss=0.2663, lr=2.34e-06]
Epoch 89/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.49it/s, iou=0.8093, loss=0.2663, lr=2.34e-06]
Epoch 89/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.49it/s, iou=0.8108, loss=0.2367, lr=2.34e-06]
Epoch 89/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.49it/s, iou=0.8111, loss=0.2940, lr=2.34e-06]
Epoch 89/100: 100%|██████████| 17/17 [00:01<00:00, 14.90it/s, iou=0.8111, loss=0.2940, lr=2.34e-06]
                                                                                                   
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 89/100: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
                                                 
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 89/100: train_loss=0.2804, train_iou=0.8111, train_entropy=0.0000, val_loss=0.3491, val_iou=0.6922, val_dice=0.7815, head_lr=2.129377e-06, encoder_lr=7.348509e-06, val_iou=0.6950, es_monitor=val_iou, es_value=0.6922, es_best=0.6950, es_wait=11/0, es_active=True

Epoch 90/100:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 90/100:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.8346, loss=0.2905, lr=2.13e-06]
Epoch 90/100:   6%|▌         | 1/17 [00:00<00:02,  6.89it/s, iou=0.8346, loss=0.2905, lr=2.13e-06]
Epoch 90/100:   6%|▌         | 1/17 [00:00<00:02,  6.89it/s, iou=0.8253, loss=0.2767, lr=2.13e-06]
Epoch 90/100:   6%|▌         | 1/17 [00:00<00:02,  6.89it/s, iou=0.8260, loss=0.2706, lr=2.13e-06]
Epoch 90/100:  18%|█▊        | 3/17 [00:00<00:01, 11.34it/s, iou=0.8260, loss=0.2706, lr=2.13e-06]
Epoch 90/100:  18%|█▊        | 3/17 [00:00<00:01, 11.34it/s, iou=0.8246, loss=0.2653, lr=2.13e-06]
Epoch 90/100:  18%|█▊        | 3/17 [00:00<00:01, 11.34it/s, iou=0.8254, loss=0.2837, lr=2.13e-06]
Epoch 90/100:  29%|██▉       | 5/17 [00:00<00:00, 12.89it/s, iou=0.8254, loss=0.2837, lr=2.13e-06]
Epoch 90/100:  29%|██▉       | 5/17 [00:00<00:00, 12.89it/s, iou=0.8252, loss=0.2174, lr=2.13e-06]
Epoch 90/100:  29%|██▉       | 5/17 [00:00<00:00, 12.89it/s, iou=0.8300, loss=0.2389, lr=2.13e-06]
Epoch 90/100:  41%|████      | 7/17 [00:00<00:00, 13.56it/s, iou=0.8300, loss=0.2389, lr=2.13e-06]
Epoch 90/100:  41%|████      | 7/17 [00:00<00:00, 13.56it/s, iou=0.8305, loss=0.2388, lr=2.13e-06]
Epoch 90/100:  41%|████      | 7/17 [00:00<00:00, 13.56it/s, iou=0.8250, loss=0.3005, lr=2.13e-06]
Epoch 90/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.71it/s, iou=0.8250, loss=0.3005, lr=2.13e-06]
Epoch 90/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.71it/s, iou=0.8188, loss=0.2960, lr=2.13e-06]
Epoch 90/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.71it/s, iou=0.8110, loss=0.3670, lr=2.13e-06]
Epoch 90/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.13it/s, iou=0.8110, loss=0.3670, lr=2.13e-06]
Epoch 90/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.13it/s, iou=0.8098, loss=0.2797, lr=2.13e-06]
Epoch 90/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.13it/s, iou=0.8092, loss=0.2382, lr=2.13e-06]
Epoch 90/100:  76%|███████▋  | 13/17 [00:00<00:00, 14.12it/s, iou=0.8092, loss=0.2382, lr=2.13e-06]
Epoch 90/100:  76%|███████▋  | 13/17 [00:01<00:00, 14.12it/s, iou=0.8076, loss=0.2969, lr=2.13e-06]
Epoch 90/100:  76%|███████▋  | 13/17 [00:01<00:00, 14.12it/s, iou=0.8094, loss=0.2217, lr=2.13e-06]
Epoch 90/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.60it/s, iou=0.8094, loss=0.2217, lr=2.13e-06]
Epoch 90/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.60it/s, iou=0.8081, loss=0.3392, lr=2.13e-06]
Epoch 90/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.60it/s, iou=0.8082, loss=0.3620, lr=2.13e-06]
Epoch 90/100: 100%|██████████| 17/17 [00:01<00:00, 14.92it/s, iou=0.8082, loss=0.3620, lr=2.13e-06]
                                                                                                   
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 90/100: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
                                                 
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 90/100: train_loss=0.2814, train_iou=0.8082, train_entropy=0.0000, val_loss=0.3499, val_iou=0.6919, val_dice=0.7808, head_lr=1.934985e-06, encoder_lr=6.255788e-06, val_iou=0.6950, es_monitor=val_iou, es_value=0.6919, es_best=0.6950, es_wait=12/0, es_active=True

Epoch 91/100:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 91/100:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.7783, loss=0.3205, lr=1.93e-06]
Epoch 91/100:   6%|▌         | 1/17 [00:00<00:02,  7.90it/s, iou=0.7783, loss=0.3205, lr=1.93e-06]
Epoch 91/100:   6%|▌         | 1/17 [00:00<00:02,  7.90it/s, iou=0.7890, loss=0.2560, lr=1.93e-06]
Epoch 91/100:   6%|▌         | 1/17 [00:00<00:02,  7.90it/s, iou=0.7745, loss=0.2743, lr=1.93e-06]
Epoch 91/100:  18%|█▊        | 3/17 [00:00<00:01, 11.31it/s, iou=0.7745, loss=0.2743, lr=1.93e-06]
Epoch 91/100:  18%|█▊        | 3/17 [00:00<00:01, 11.31it/s, iou=0.7885, loss=0.2825, lr=1.93e-06]
Epoch 91/100:  18%|█▊        | 3/17 [00:00<00:01, 11.31it/s, iou=0.7967, loss=0.3056, lr=1.93e-06]
Epoch 91/100:  29%|██▉       | 5/17 [00:00<00:00, 12.71it/s, iou=0.7967, loss=0.3056, lr=1.93e-06]
Epoch 91/100:  29%|██▉       | 5/17 [00:00<00:00, 12.71it/s, iou=0.7956, loss=0.2371, lr=1.93e-06]
Epoch 91/100:  29%|██▉       | 5/17 [00:00<00:00, 12.71it/s, iou=0.7970, loss=0.2678, lr=1.93e-06]
Epoch 91/100:  41%|████      | 7/17 [00:00<00:00, 13.80it/s, iou=0.7970, loss=0.2678, lr=1.93e-06]
Epoch 91/100:  41%|████      | 7/17 [00:00<00:00, 13.80it/s, iou=0.8036, loss=0.2556, lr=1.93e-06]
Epoch 91/100:  41%|████      | 7/17 [00:00<00:00, 13.80it/s, iou=0.8029, loss=0.2750, lr=1.93e-06]
Epoch 91/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.67it/s, iou=0.8029, loss=0.2750, lr=1.93e-06]
Epoch 91/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.67it/s, iou=0.8064, loss=0.2371, lr=1.93e-06]
Epoch 91/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.67it/s, iou=0.8099, loss=0.2245, lr=1.93e-06]
Epoch 91/100:  65%|██████▍   | 11/17 [00:00<00:00, 12.96it/s, iou=0.8099, loss=0.2245, lr=1.93e-06]
Epoch 91/100:  65%|██████▍   | 11/17 [00:00<00:00, 12.96it/s, iou=0.8114, loss=0.2571, lr=1.93e-06]
Epoch 91/100:  65%|██████▍   | 11/17 [00:01<00:00, 12.96it/s, iou=0.8128, loss=0.2530, lr=1.93e-06]
Epoch 91/100:  76%|███████▋  | 13/17 [00:01<00:00, 13.16it/s, iou=0.8128, loss=0.2530, lr=1.93e-06]
Epoch 91/100:  76%|███████▋  | 13/17 [00:01<00:00, 13.16it/s, iou=0.8102, loss=0.3132, lr=1.93e-06]
Epoch 91/100:  76%|███████▋  | 13/17 [00:01<00:00, 13.16it/s, iou=0.8101, loss=0.2808, lr=1.93e-06]
Epoch 91/100:  88%|████████▊ | 15/17 [00:01<00:00, 13.27it/s, iou=0.8101, loss=0.2808, lr=1.93e-06]
Epoch 91/100:  88%|████████▊ | 15/17 [00:01<00:00, 13.27it/s, iou=0.8088, loss=0.2777, lr=1.93e-06]
Epoch 91/100:  88%|████████▊ | 15/17 [00:01<00:00, 13.27it/s, iou=0.8088, loss=0.3718, lr=1.93e-06]
Epoch 91/100: 100%|██████████| 17/17 [00:01<00:00, 13.39it/s, iou=0.8088, loss=0.3718, lr=1.93e-06]
                                                                                                   
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 91/100: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
                                                 
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 91/100: train_loss=0.2759, train_iou=0.8088, train_entropy=0.0000, val_loss=0.3509, val_iou=0.6897, val_dice=0.7803, head_lr=1.758524e-06, encoder_lr=5.263856e-06, val_iou=0.6950, es_monitor=val_iou, es_value=0.6897, es_best=0.6950, es_wait=13/0, es_active=True

Epoch 92/100:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 92/100:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.8032, loss=0.2706, lr=1.76e-06]
Epoch 92/100:   6%|▌         | 1/17 [00:00<00:02,  7.03it/s, iou=0.8032, loss=0.2706, lr=1.76e-06]
Epoch 92/100:   6%|▌         | 1/17 [00:00<00:02,  7.03it/s, iou=0.7985, loss=0.3047, lr=1.76e-06]
Epoch 92/100:   6%|▌         | 1/17 [00:00<00:02,  7.03it/s, iou=0.7987, loss=0.2247, lr=1.76e-06]
Epoch 92/100:  18%|█▊        | 3/17 [00:00<00:01, 11.48it/s, iou=0.7987, loss=0.2247, lr=1.76e-06]
Epoch 92/100:  18%|█▊        | 3/17 [00:00<00:01, 11.48it/s, iou=0.7895, loss=0.2961, lr=1.76e-06]
Epoch 92/100:  18%|█▊        | 3/17 [00:01<00:01, 11.48it/s, iou=0.7846, loss=0.3028, lr=1.76e-06]
Epoch 92/100:  29%|██▉       | 5/17 [00:01<00:04,  2.48it/s, iou=0.7846, loss=0.3028, lr=1.76e-06]
Epoch 92/100:  29%|██▉       | 5/17 [00:01<00:04,  2.48it/s, iou=0.7930, loss=0.2711, lr=1.76e-06]
Epoch 92/100:  29%|██▉       | 5/17 [00:01<00:04,  2.48it/s, iou=0.7931, loss=0.2975, lr=1.76e-06]
Epoch 92/100:  41%|████      | 7/17 [00:01<00:02,  3.81it/s, iou=0.7931, loss=0.2975, lr=1.76e-06]
Epoch 92/100:  41%|████      | 7/17 [00:01<00:02,  3.81it/s, iou=0.7887, loss=0.3134, lr=1.76e-06]
Epoch 92/100:  41%|████      | 7/17 [00:01<00:02,  3.81it/s, iou=0.7896, loss=0.3108, lr=1.76e-06]
Epoch 92/100:  53%|█████▎    | 9/17 [00:01<00:01,  5.24it/s, iou=0.7896, loss=0.3108, lr=1.76e-06]
Epoch 92/100:  53%|█████▎    | 9/17 [00:02<00:01,  5.24it/s, iou=0.7941, loss=0.2560, lr=1.76e-06]
Epoch 92/100:  53%|█████▎    | 9/17 [00:02<00:01,  5.24it/s, iou=0.7977, loss=0.2412, lr=1.76e-06]
Epoch 92/100:  65%|██████▍   | 11/17 [00:02<00:00,  6.76it/s, iou=0.7977, loss=0.2412, lr=1.76e-06]
Epoch 92/100:  65%|██████▍   | 11/17 [00:02<00:00,  6.76it/s, iou=0.7995, loss=0.2516, lr=1.76e-06]
Epoch 92/100:  65%|██████▍   | 11/17 [00:02<00:00,  6.76it/s, iou=0.8014, loss=0.2772, lr=1.76e-06]
Epoch 92/100:  76%|███████▋  | 13/17 [00:02<00:00,  8.31it/s, iou=0.8014, loss=0.2772, lr=1.76e-06]
Epoch 92/100:  76%|███████▋  | 13/17 [00:02<00:00,  8.31it/s, iou=0.8016, loss=0.2303, lr=1.76e-06]
Epoch 92/100:  76%|███████▋  | 13/17 [00:02<00:00,  8.31it/s, iou=0.8002, loss=0.2956, lr=1.76e-06]
Epoch 92/100:  88%|████████▊ | 15/17 [00:02<00:00,  9.61it/s, iou=0.8002, loss=0.2956, lr=1.76e-06]
Epoch 92/100:  88%|████████▊ | 15/17 [00:02<00:00,  9.61it/s, iou=0.8009, loss=0.2451, lr=1.76e-06]
Epoch 92/100:  88%|████████▊ | 15/17 [00:02<00:00,  9.61it/s, iou=0.7996, loss=0.3964, lr=1.76e-06]
Epoch 92/100: 100%|██████████| 17/17 [00:02<00:00, 10.83it/s, iou=0.7996, loss=0.3964, lr=1.76e-06]
                                                                                                   
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 92/100: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
                                                 
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 92/100: train_loss=0.2815, train_iou=0.7996, train_entropy=0.0000, val_loss=0.3481, val_iou=0.6931, val_dice=0.7821, head_lr=1.600167e-06, encoder_lr=4.373692e-06, val_iou=0.6950, es_monitor=val_iou, es_value=0.6931, es_best=0.6950, es_wait=14/0, es_active=True

Epoch 93/100:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 93/100:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.8346, loss=0.2224, lr=1.60e-06]
Epoch 93/100:   6%|▌         | 1/17 [00:00<00:02,  5.93it/s, iou=0.8346, loss=0.2224, lr=1.60e-06]
Epoch 93/100:   6%|▌         | 1/17 [00:00<00:02,  5.93it/s, iou=0.8386, loss=0.2272, lr=1.60e-06]
Epoch 93/100:   6%|▌         | 1/17 [00:00<00:02,  5.93it/s, iou=0.8017, loss=0.2980, lr=1.60e-06]
Epoch 93/100:  18%|█▊        | 3/17 [00:00<00:01, 10.63it/s, iou=0.8017, loss=0.2980, lr=1.60e-06]
Epoch 93/100:  18%|█▊        | 3/17 [00:00<00:01, 10.63it/s, iou=0.8099, loss=0.2331, lr=1.60e-06]
Epoch 93/100:  18%|█▊        | 3/17 [00:00<00:01, 10.63it/s, iou=0.7987, loss=0.2758, lr=1.60e-06]
Epoch 93/100:  29%|██▉       | 5/17 [00:00<00:00, 12.49it/s, iou=0.7987, loss=0.2758, lr=1.60e-06]
Epoch 93/100:  29%|██▉       | 5/17 [00:00<00:00, 12.49it/s, iou=0.8060, loss=0.2711, lr=1.60e-06]
Epoch 93/100:  29%|██▉       | 5/17 [00:00<00:00, 12.49it/s, iou=0.8083, loss=0.2768, lr=1.60e-06]
Epoch 93/100:  41%|████      | 7/17 [00:00<00:00, 13.28it/s, iou=0.8083, loss=0.2768, lr=1.60e-06]
Epoch 93/100:  41%|████      | 7/17 [00:00<00:00, 13.28it/s, iou=0.8064, loss=0.2853, lr=1.60e-06]
Epoch 93/100:  41%|████      | 7/17 [00:00<00:00, 13.28it/s, iou=0.8069, loss=0.3313, lr=1.60e-06]
Epoch 93/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.85it/s, iou=0.8069, loss=0.3313, lr=1.60e-06]
Epoch 93/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.85it/s, iou=0.8053, loss=0.2826, lr=1.60e-06]
Epoch 93/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.85it/s, iou=0.8048, loss=0.3030, lr=1.60e-06]
Epoch 93/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.36it/s, iou=0.8048, loss=0.3030, lr=1.60e-06]
Epoch 93/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.36it/s, iou=0.8071, loss=0.2344, lr=1.60e-06]
Epoch 93/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.36it/s, iou=0.8084, loss=0.2551, lr=1.60e-06]
Epoch 93/100:  76%|███████▋  | 13/17 [00:00<00:00, 14.62it/s, iou=0.8084, loss=0.2551, lr=1.60e-06]
Epoch 93/100:  76%|███████▋  | 13/17 [00:01<00:00, 14.62it/s, iou=0.8107, loss=0.2548, lr=1.60e-06]
Epoch 93/100:  76%|███████▋  | 13/17 [00:01<00:00, 14.62it/s, iou=0.8119, loss=0.2999, lr=1.60e-06]
Epoch 93/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.73it/s, iou=0.8119, loss=0.2999, lr=1.60e-06]
Epoch 93/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.73it/s, iou=0.8125, loss=0.2914, lr=1.60e-06]
Epoch 93/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.73it/s, iou=0.8126, loss=0.1837, lr=1.60e-06]
Epoch 93/100: 100%|██████████| 17/17 [00:01<00:00, 14.69it/s, iou=0.8126, loss=0.1837, lr=1.60e-06]
                                                                                                   
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 93/100: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating: 100%|██████████| 3/3 [00:00<00:00, 29.71it/s]
                                                         
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 93/100: train_loss=0.2662, train_iou=0.8126, train_entropy=0.0000, val_loss=0.3464, val_iou=0.6927, val_dice=0.7814, head_lr=1.460071e-06, encoder_lr=3.586175e-06, val_iou=0.6950, es_monitor=val_iou, es_value=0.6927, es_best=0.6950, es_wait=15/0, es_active=True

Epoch 94/100:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 94/100:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.8273, loss=0.2768, lr=1.46e-06]
Epoch 94/100:   6%|▌         | 1/17 [00:00<00:02,  5.74it/s, iou=0.8273, loss=0.2768, lr=1.46e-06]
Epoch 94/100:   6%|▌         | 1/17 [00:00<00:02,  5.74it/s, iou=0.8255, loss=0.2587, lr=1.46e-06]
Epoch 94/100:   6%|▌         | 1/17 [00:00<00:02,  5.74it/s, iou=0.8062, loss=0.2816, lr=1.46e-06]
Epoch 94/100:  18%|█▊        | 3/17 [00:00<00:01, 10.10it/s, iou=0.8062, loss=0.2816, lr=1.46e-06]
Epoch 94/100:  18%|█▊        | 3/17 [00:00<00:01, 10.10it/s, iou=0.8154, loss=0.2445, lr=1.46e-06]
Epoch 94/100:  18%|█▊        | 3/17 [00:00<00:01, 10.10it/s, iou=0.8073, loss=0.3079, lr=1.46e-06]
Epoch 94/100:  29%|██▉       | 5/17 [00:00<00:01, 11.58it/s, iou=0.8073, loss=0.3079, lr=1.46e-06]
Epoch 94/100:  29%|██▉       | 5/17 [00:00<00:01, 11.58it/s, iou=0.8027, loss=0.2879, lr=1.46e-06]
Epoch 94/100:  29%|██▉       | 5/17 [00:00<00:01, 11.58it/s, iou=0.8017, loss=0.2993, lr=1.46e-06]
Epoch 94/100:  41%|████      | 7/17 [00:00<00:00, 13.04it/s, iou=0.8017, loss=0.2993, lr=1.46e-06]
Epoch 94/100:  41%|████      | 7/17 [00:00<00:00, 13.04it/s, iou=0.8056, loss=0.2449, lr=1.46e-06]
Epoch 94/100:  41%|████      | 7/17 [00:00<00:00, 13.04it/s, iou=0.8027, loss=0.2705, lr=1.46e-06]
Epoch 94/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.90it/s, iou=0.8027, loss=0.2705, lr=1.46e-06]
Epoch 94/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.90it/s, iou=0.8030, loss=0.3043, lr=1.46e-06]
Epoch 94/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.90it/s, iou=0.8049, loss=0.2507, lr=1.46e-06]
Epoch 94/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.34it/s, iou=0.8049, loss=0.2507, lr=1.46e-06]
Epoch 94/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.34it/s, iou=0.8036, loss=0.3016, lr=1.46e-06]
Epoch 94/100:  65%|██████▍   | 11/17 [00:01<00:00, 14.34it/s, iou=0.8049, loss=0.2748, lr=1.46e-06]
Epoch 94/100:  76%|███████▋  | 13/17 [00:01<00:00, 13.77it/s, iou=0.8049, loss=0.2748, lr=1.46e-06]
Epoch 94/100:  76%|███████▋  | 13/17 [00:01<00:00, 13.77it/s, iou=0.8089, loss=0.2240, lr=1.46e-06]
Epoch 94/100:  76%|███████▋  | 13/17 [00:01<00:00, 13.77it/s, iou=0.8108, loss=0.2376, lr=1.46e-06]
Epoch 94/100:  88%|████████▊ | 15/17 [00:01<00:00, 13.35it/s, iou=0.8108, loss=0.2376, lr=1.46e-06]
Epoch 94/100:  88%|████████▊ | 15/17 [00:01<00:00, 13.35it/s, iou=0.8099, loss=0.2687, lr=1.46e-06]
Epoch 94/100:  88%|████████▊ | 15/17 [00:01<00:00, 13.35it/s, iou=0.8098, loss=0.2269, lr=1.46e-06]
Epoch 94/100: 100%|██████████| 17/17 [00:01<00:00, 13.66it/s, iou=0.8098, loss=0.2269, lr=1.46e-06]
                                                                                                   
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 94/100: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating: 100%|██████████| 3/3 [00:00<00:00, 27.50it/s]
                                                         
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 94/100: train_loss=0.2683, train_iou=0.8098, train_entropy=0.0000, val_loss=0.3460, val_iou=0.6913, val_dice=0.7805, head_lr=1.338373e-06, encoder_lr=2.902081e-06, val_iou=0.6950, es_monitor=val_iou, es_value=0.6913, es_best=0.6950, es_wait=16/0, es_active=True

Epoch 95/100:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 95/100:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.8230, loss=0.2731, lr=1.34e-06]
Epoch 95/100:   6%|▌         | 1/17 [00:00<00:02,  5.62it/s, iou=0.8230, loss=0.2731, lr=1.34e-06]
Epoch 95/100:   6%|▌         | 1/17 [00:00<00:02,  5.62it/s, iou=0.8128, loss=0.2607, lr=1.34e-06]
Epoch 95/100:   6%|▌         | 1/17 [00:00<00:02,  5.62it/s, iou=0.8139, loss=0.2623, lr=1.34e-06]
Epoch 95/100:  18%|█▊        | 3/17 [00:00<00:01, 10.37it/s, iou=0.8139, loss=0.2623, lr=1.34e-06]
Epoch 95/100:  18%|█▊        | 3/17 [00:00<00:01, 10.37it/s, iou=0.8037, loss=0.3057, lr=1.34e-06]
Epoch 95/100:  18%|█▊        | 3/17 [00:00<00:01, 10.37it/s, iou=0.8135, loss=0.2470, lr=1.34e-06]
Epoch 95/100:  29%|██▉       | 5/17 [00:00<00:01, 11.77it/s, iou=0.8135, loss=0.2470, lr=1.34e-06]
Epoch 95/100:  29%|██▉       | 5/17 [00:00<00:01, 11.77it/s, iou=0.8072, loss=0.2339, lr=1.34e-06]
Epoch 95/100:  29%|██▉       | 5/17 [00:00<00:01, 11.77it/s, iou=0.8101, loss=0.2281, lr=1.34e-06]
Epoch 95/100:  41%|████      | 7/17 [00:00<00:00, 13.27it/s, iou=0.8101, loss=0.2281, lr=1.34e-06]
Epoch 95/100:  41%|████      | 7/17 [00:00<00:00, 13.27it/s, iou=0.8128, loss=0.2750, lr=1.34e-06]
Epoch 95/100:  41%|████      | 7/17 [00:00<00:00, 13.27it/s, iou=0.8125, loss=0.2940, lr=1.34e-06]
Epoch 95/100:  53%|█████▎    | 9/17 [00:00<00:00, 14.28it/s, iou=0.8125, loss=0.2940, lr=1.34e-06]
Epoch 95/100:  53%|█████▎    | 9/17 [00:00<00:00, 14.28it/s, iou=0.8117, loss=0.2589, lr=1.34e-06]
Epoch 95/100:  53%|█████▎    | 9/17 [00:00<00:00, 14.28it/s, iou=0.8127, loss=0.2518, lr=1.34e-06]
Epoch 95/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.62it/s, iou=0.8127, loss=0.2518, lr=1.34e-06]
Epoch 95/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.62it/s, iou=0.8127, loss=0.2743, lr=1.34e-06]
Epoch 95/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.62it/s, iou=0.8092, loss=0.2999, lr=1.34e-06]
Epoch 95/100:  76%|███████▋  | 13/17 [00:00<00:00, 14.72it/s, iou=0.8092, loss=0.2999, lr=1.34e-06]
Epoch 95/100:  76%|███████▋  | 13/17 [00:01<00:00, 14.72it/s, iou=0.8037, loss=0.3150, lr=1.34e-06]
Epoch 95/100:  76%|███████▋  | 13/17 [00:01<00:00, 14.72it/s, iou=0.8044, loss=0.2832, lr=1.34e-06]
Epoch 95/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.80it/s, iou=0.8044, loss=0.2832, lr=1.34e-06]
Epoch 95/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.80it/s, iou=0.8068, loss=0.2692, lr=1.34e-06]
Epoch 95/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.80it/s, iou=0.8071, loss=0.3186, lr=1.34e-06]
Epoch 95/100: 100%|██████████| 17/17 [00:01<00:00, 15.05it/s, iou=0.8071, loss=0.3186, lr=1.34e-06]
                                                                                                   
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 95/100: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
                                                 
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 95/100: train_loss=0.2736, train_iou=0.8071, train_entropy=0.0000, val_loss=0.3483, val_iou=0.6913, val_dice=0.7809, head_lr=1.235194e-06, encoder_lr=2.322086e-06, val_iou=0.6950, es_monitor=val_iou, es_value=0.6913, es_best=0.6950, es_wait=17/0, es_active=True

Epoch 96/100:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 96/100:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.7813, loss=0.3077, lr=1.24e-06]
Epoch 96/100:   6%|▌         | 1/17 [00:00<00:02,  6.31it/s, iou=0.7813, loss=0.3077, lr=1.24e-06]
Epoch 96/100:   6%|▌         | 1/17 [00:00<00:02,  6.31it/s, iou=0.7858, loss=0.3385, lr=1.24e-06]
Epoch 96/100:   6%|▌         | 1/17 [00:00<00:02,  6.31it/s, iou=0.7941, loss=0.2930, lr=1.24e-06]
Epoch 96/100:  18%|█▊        | 3/17 [00:00<00:01, 11.22it/s, iou=0.7941, loss=0.2930, lr=1.24e-06]
Epoch 96/100:  18%|█▊        | 3/17 [00:00<00:01, 11.22it/s, iou=0.8007, loss=0.2696, lr=1.24e-06]
Epoch 96/100:  18%|█▊        | 3/17 [00:00<00:01, 11.22it/s, iou=0.8095, loss=0.2439, lr=1.24e-06]
Epoch 96/100:  29%|██▉       | 5/17 [00:00<00:00, 13.34it/s, iou=0.8095, loss=0.2439, lr=1.24e-06]
Epoch 96/100:  29%|██▉       | 5/17 [00:00<00:00, 13.34it/s, iou=0.8132, loss=0.2310, lr=1.24e-06]
Epoch 96/100:  29%|██▉       | 5/17 [00:00<00:00, 13.34it/s, iou=0.8131, loss=0.2752, lr=1.24e-06]
Epoch 96/100:  41%|████      | 7/17 [00:00<00:00, 14.51it/s, iou=0.8131, loss=0.2752, lr=1.24e-06]
Epoch 96/100:  41%|████      | 7/17 [00:00<00:00, 14.51it/s, iou=0.8147, loss=0.2719, lr=1.24e-06]
Epoch 96/100:  41%|████      | 7/17 [00:00<00:00, 14.51it/s, iou=0.8147, loss=0.2571, lr=1.24e-06]
Epoch 96/100:  53%|█████▎    | 9/17 [00:00<00:00, 14.93it/s, iou=0.8147, loss=0.2571, lr=1.24e-06]
Epoch 96/100:  53%|█████▎    | 9/17 [00:00<00:00, 14.93it/s, iou=0.8170, loss=0.2193, lr=1.24e-06]
Epoch 96/100:  53%|█████▎    | 9/17 [00:00<00:00, 14.93it/s, iou=0.8172, loss=0.2873, lr=1.24e-06]
Epoch 96/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.90it/s, iou=0.8172, loss=0.2873, lr=1.24e-06]
Epoch 96/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.90it/s, iou=0.8146, loss=0.2887, lr=1.24e-06]
Epoch 96/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.90it/s, iou=0.8105, loss=0.3284, lr=1.24e-06]
Epoch 96/100:  76%|███████▋  | 13/17 [00:00<00:00, 14.54it/s, iou=0.8105, loss=0.3284, lr=1.24e-06]
Epoch 96/100:  76%|███████▋  | 13/17 [00:01<00:00, 14.54it/s, iou=0.8138, loss=0.2786, lr=1.24e-06]
Epoch 96/100:  76%|███████▋  | 13/17 [00:01<00:00, 14.54it/s, iou=0.8143, loss=0.2487, lr=1.24e-06]
Epoch 96/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.28it/s, iou=0.8143, loss=0.2487, lr=1.24e-06]
Epoch 96/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.28it/s, iou=0.8139, loss=0.2889, lr=1.24e-06]
Epoch 96/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.28it/s, iou=0.8125, loss=0.3730, lr=1.24e-06]
Epoch 96/100: 100%|██████████| 17/17 [00:01<00:00, 14.29it/s, iou=0.8125, loss=0.3730, lr=1.24e-06]
                                                                                                   
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 96/100: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating: 100%|██████████| 3/3 [00:00<00:00, 28.61it/s]
                                                         
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 96/100: train_loss=0.2824, train_iou=0.8125, train_entropy=0.0000, val_loss=0.3478, val_iou=0.6913, val_dice=0.7806, head_lr=1.150636e-06, encoder_lr=1.846762e-06, val_iou=0.6950, es_monitor=val_iou, es_value=0.6913, es_best=0.6950, es_wait=18/0, es_active=True

Epoch 97/100:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 97/100:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.7710, loss=0.2844, lr=1.15e-06]
Epoch 97/100:   6%|▌         | 1/17 [00:00<00:02,  5.68it/s, iou=0.7710, loss=0.2844, lr=1.15e-06]
Epoch 97/100:   6%|▌         | 1/17 [00:00<00:02,  5.68it/s, iou=0.7842, loss=0.2230, lr=1.15e-06]
Epoch 97/100:   6%|▌         | 1/17 [00:00<00:02,  5.68it/s, iou=0.7995, loss=0.2807, lr=1.15e-06]
Epoch 97/100:  18%|█▊        | 3/17 [00:00<00:01,  9.82it/s, iou=0.7995, loss=0.2807, lr=1.15e-06]
Epoch 97/100:  18%|█▊        | 3/17 [00:00<00:01,  9.82it/s, iou=0.8132, loss=0.2590, lr=1.15e-06]
Epoch 97/100:  18%|█▊        | 3/17 [00:00<00:01,  9.82it/s, iou=0.8199, loss=0.2599, lr=1.15e-06]
Epoch 97/100:  29%|██▉       | 5/17 [00:00<00:01, 11.57it/s, iou=0.8199, loss=0.2599, lr=1.15e-06]
Epoch 97/100:  29%|██▉       | 5/17 [00:00<00:01, 11.57it/s, iou=0.8125, loss=0.2906, lr=1.15e-06]
Epoch 97/100:  29%|██▉       | 5/17 [00:00<00:01, 11.57it/s, iou=0.8079, loss=0.3201, lr=1.15e-06]
Epoch 97/100:  41%|████      | 7/17 [00:00<00:00, 12.72it/s, iou=0.8079, loss=0.3201, lr=1.15e-06]
Epoch 97/100:  41%|████      | 7/17 [00:00<00:00, 12.72it/s, iou=0.8083, loss=0.2795, lr=1.15e-06]
Epoch 97/100:  41%|████      | 7/17 [00:00<00:00, 12.72it/s, iou=0.8064, loss=0.2727, lr=1.15e-06]
Epoch 97/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.42it/s, iou=0.8064, loss=0.2727, lr=1.15e-06]
Epoch 97/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.42it/s, iou=0.8123, loss=0.2592, lr=1.15e-06]
Epoch 97/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.42it/s, iou=0.8140, loss=0.2422, lr=1.15e-06]
Epoch 97/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.09it/s, iou=0.8140, loss=0.2422, lr=1.15e-06]
Epoch 97/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.09it/s, iou=0.8106, loss=0.3002, lr=1.15e-06]
Epoch 97/100:  65%|██████▍   | 11/17 [00:01<00:00, 14.09it/s, iou=0.8110, loss=0.2956, lr=1.15e-06]
Epoch 97/100:  76%|███████▋  | 13/17 [00:01<00:00, 13.60it/s, iou=0.8110, loss=0.2956, lr=1.15e-06]
Epoch 97/100:  76%|███████▋  | 13/17 [00:01<00:00, 13.60it/s, iou=0.8128, loss=0.2515, lr=1.15e-06]
Epoch 97/100:  76%|███████▋  | 13/17 [00:01<00:00, 13.60it/s, iou=0.8136, loss=0.2644, lr=1.15e-06]
Epoch 97/100:  88%|████████▊ | 15/17 [00:01<00:00, 13.56it/s, iou=0.8136, loss=0.2644, lr=1.15e-06]
Epoch 97/100:  88%|████████▊ | 15/17 [00:01<00:00, 13.56it/s, iou=0.8130, loss=0.2741, lr=1.15e-06]
Epoch 97/100:  88%|████████▊ | 15/17 [00:01<00:00, 13.56it/s, iou=0.8132, loss=0.2923, lr=1.15e-06]
Epoch 97/100: 100%|██████████| 17/17 [00:01<00:00, 13.81it/s, iou=0.8132, loss=0.2923, lr=1.15e-06]
                                                                                                   
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 97/100: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating: 100%|██████████| 3/3 [00:00<00:00, 29.64it/s]
                                                         
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 97/100: train_loss=0.2735, train_iou=0.8132, train_entropy=0.0000, val_loss=0.3482, val_iou=0.6898, val_dice=0.7796, head_lr=1.084781e-06, encoder_lr=1.476578e-06, val_iou=0.6950, es_monitor=val_iou, es_value=0.6898, es_best=0.6950, es_wait=19/0, es_active=True

Epoch 98/100:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 98/100:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.7880, loss=0.2783, lr=1.08e-06]
Epoch 98/100:   6%|▌         | 1/17 [00:00<00:02,  5.66it/s, iou=0.7880, loss=0.2783, lr=1.08e-06]
Epoch 98/100:   6%|▌         | 1/17 [00:00<00:02,  5.66it/s, iou=0.7835, loss=0.3202, lr=1.08e-06]
Epoch 98/100:   6%|▌         | 1/17 [00:00<00:02,  5.66it/s, iou=0.8007, loss=0.2765, lr=1.08e-06]
Epoch 98/100:  18%|█▊        | 3/17 [00:00<00:01, 10.48it/s, iou=0.8007, loss=0.2765, lr=1.08e-06]
Epoch 98/100:  18%|█▊        | 3/17 [00:00<00:01, 10.48it/s, iou=0.8030, loss=0.2439, lr=1.08e-06]
Epoch 98/100:  18%|█▊        | 3/17 [00:00<00:01, 10.48it/s, iou=0.8099, loss=0.2426, lr=1.08e-06]
Epoch 98/100:  29%|██▉       | 5/17 [00:00<00:00, 12.02it/s, iou=0.8099, loss=0.2426, lr=1.08e-06]
Epoch 98/100:  29%|██▉       | 5/17 [00:00<00:00, 12.02it/s, iou=0.8091, loss=0.2303, lr=1.08e-06]
Epoch 98/100:  29%|██▉       | 5/17 [00:00<00:00, 12.02it/s, iou=0.8159, loss=0.2364, lr=1.08e-06]
Epoch 98/100:  41%|████      | 7/17 [00:00<00:00, 12.28it/s, iou=0.8159, loss=0.2364, lr=1.08e-06]
Epoch 98/100:  41%|████      | 7/17 [00:00<00:00, 12.28it/s, iou=0.8172, loss=0.2830, lr=1.08e-06]
Epoch 98/100:  41%|████      | 7/17 [00:00<00:00, 12.28it/s, iou=0.8144, loss=0.3237, lr=1.08e-06]
Epoch 98/100:  53%|█████▎    | 9/17 [00:00<00:00, 12.86it/s, iou=0.8144, loss=0.3237, lr=1.08e-06]
Epoch 98/100:  53%|█████▎    | 9/17 [00:00<00:00, 12.86it/s, iou=0.8173, loss=0.2636, lr=1.08e-06]
Epoch 98/100:  53%|█████▎    | 9/17 [00:00<00:00, 12.86it/s, iou=0.8120, loss=0.3155, lr=1.08e-06]
Epoch 98/100:  65%|██████▍   | 11/17 [00:00<00:00, 13.27it/s, iou=0.8120, loss=0.3155, lr=1.08e-06]
Epoch 98/100:  65%|██████▍   | 11/17 [00:00<00:00, 13.27it/s, iou=0.8114, loss=0.2840, lr=1.08e-06]
Epoch 98/100:  65%|██████▍   | 11/17 [00:01<00:00, 13.27it/s, iou=0.8139, loss=0.2470, lr=1.08e-06]
Epoch 98/100:  76%|███████▋  | 13/17 [00:01<00:00, 13.84it/s, iou=0.8139, loss=0.2470, lr=1.08e-06]
Epoch 98/100:  76%|███████▋  | 13/17 [00:01<00:00, 13.84it/s, iou=0.8157, loss=0.2692, lr=1.08e-06]
Epoch 98/100:  76%|███████▋  | 13/17 [00:01<00:00, 13.84it/s, iou=0.8157, loss=0.2588, lr=1.08e-06]
Epoch 98/100:  88%|████████▊ | 15/17 [00:01<00:00, 13.24it/s, iou=0.8157, loss=0.2588, lr=1.08e-06]
Epoch 98/100:  88%|████████▊ | 15/17 [00:01<00:00, 13.24it/s, iou=0.8143, loss=0.2698, lr=1.08e-06]
Epoch 98/100:  88%|████████▊ | 15/17 [00:01<00:00, 13.24it/s, iou=0.8144, loss=0.2959, lr=1.08e-06]
Epoch 98/100: 100%|██████████| 17/17 [00:01<00:00, 13.14it/s, iou=0.8144, loss=0.2959, lr=1.08e-06]
                                                                                                   
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 98/100: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
                                                 
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 98/100: train_loss=0.2729, train_iou=0.8144, train_entropy=0.0000, val_loss=0.3467, val_iou=0.6920, val_dice=0.7810, head_lr=1.037696e-06, encoder_lr=1.211899e-06, val_iou=0.6950, es_monitor=val_iou, es_value=0.6920, es_best=0.6950, es_wait=20/0, es_active=True

Epoch 99/100:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 99/100:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.8386, loss=0.2301, lr=1.04e-06]
Epoch 99/100:   6%|▌         | 1/17 [00:00<00:02,  6.48it/s, iou=0.8386, loss=0.2301, lr=1.04e-06]
Epoch 99/100:   6%|▌         | 1/17 [00:00<00:02,  6.48it/s, iou=0.8222, loss=0.2695, lr=1.04e-06]
Epoch 99/100:   6%|▌         | 1/17 [00:00<00:02,  6.48it/s, iou=0.8249, loss=0.2639, lr=1.04e-06]
Epoch 99/100:  18%|█▊        | 3/17 [00:00<00:01, 10.78it/s, iou=0.8249, loss=0.2639, lr=1.04e-06]
Epoch 99/100:  18%|█▊        | 3/17 [00:00<00:01, 10.78it/s, iou=0.8144, loss=0.2878, lr=1.04e-06]
Epoch 99/100:  18%|█▊        | 3/17 [00:00<00:01, 10.78it/s, iou=0.8195, loss=0.2253, lr=1.04e-06]
Epoch 99/100:  29%|██▉       | 5/17 [00:00<00:00, 12.95it/s, iou=0.8195, loss=0.2253, lr=1.04e-06]
Epoch 99/100:  29%|██▉       | 5/17 [00:00<00:00, 12.95it/s, iou=0.8237, loss=0.2403, lr=1.04e-06]
Epoch 99/100:  29%|██▉       | 5/17 [00:00<00:00, 12.95it/s, iou=0.8204, loss=0.2659, lr=1.04e-06]
Epoch 99/100:  41%|████      | 7/17 [00:00<00:00, 14.01it/s, iou=0.8204, loss=0.2659, lr=1.04e-06]
Epoch 99/100:  41%|████      | 7/17 [00:00<00:00, 14.01it/s, iou=0.8156, loss=0.3401, lr=1.04e-06]
Epoch 99/100:  41%|████      | 7/17 [00:00<00:00, 14.01it/s, iou=0.8133, loss=0.2525, lr=1.04e-06]
Epoch 99/100:  53%|█████▎    | 9/17 [00:00<00:00, 14.53it/s, iou=0.8133, loss=0.2525, lr=1.04e-06]
Epoch 99/100:  53%|█████▎    | 9/17 [00:00<00:00, 14.53it/s, iou=0.8097, loss=0.2605, lr=1.04e-06]
Epoch 99/100:  53%|█████▎    | 9/17 [00:00<00:00, 14.53it/s, iou=0.8146, loss=0.2448, lr=1.04e-06]
Epoch 99/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.74it/s, iou=0.8146, loss=0.2448, lr=1.04e-06]
Epoch 99/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.74it/s, iou=0.8156, loss=0.2588, lr=1.04e-06]
Epoch 99/100:  65%|██████▍   | 11/17 [00:00<00:00, 14.74it/s, iou=0.8158, loss=0.2935, lr=1.04e-06]
Epoch 99/100:  76%|███████▋  | 13/17 [00:00<00:00, 14.84it/s, iou=0.8158, loss=0.2935, lr=1.04e-06]
Epoch 99/100:  76%|███████▋  | 13/17 [00:01<00:00, 14.84it/s, iou=0.8166, loss=0.3012, lr=1.04e-06]
Epoch 99/100:  76%|███████▋  | 13/17 [00:01<00:00, 14.84it/s, iou=0.8148, loss=0.3223, lr=1.04e-06]
Epoch 99/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.64it/s, iou=0.8148, loss=0.3223, lr=1.04e-06]
Epoch 99/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.64it/s, iou=0.8165, loss=0.2687, lr=1.04e-06]
Epoch 99/100:  88%|████████▊ | 15/17 [00:01<00:00, 14.64it/s, iou=0.8173, loss=0.2211, lr=1.04e-06]
Epoch 99/100: 100%|██████████| 17/17 [00:01<00:00, 14.33it/s, iou=0.8173, loss=0.2211, lr=1.04e-06]
                                                                                                   
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 99/100: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating: 100%|██████████| 3/3 [00:00<00:00, 28.48it/s]
                                                         
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 99/100: train_loss=0.2674, train_iou=0.8173, train_entropy=0.0000, val_loss=0.3470, val_iou=0.6914, val_dice=0.7806, head_lr=1.009426e-06, encoder_lr=1.052988e-06, val_iou=0.6950, es_monitor=val_iou, es_value=0.6914, es_best=0.6950, es_wait=21/0, es_active=True

Epoch 100/100:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 100/100:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.7903, loss=0.2317, lr=1.01e-06]
Epoch 100/100:   6%|▌         | 1/17 [00:00<00:02,  5.73it/s, iou=0.7903, loss=0.2317, lr=1.01e-06]
Epoch 100/100:   6%|▌         | 1/17 [00:00<00:02,  5.73it/s, iou=0.7859, loss=0.2983, lr=1.01e-06]
Epoch 100/100:   6%|▌         | 1/17 [00:00<00:02,  5.73it/s, iou=0.7955, loss=0.2895, lr=1.01e-06]
Epoch 100/100:  18%|█▊        | 3/17 [00:00<00:01, 10.52it/s, iou=0.7955, loss=0.2895, lr=1.01e-06]
Epoch 100/100:  18%|█▊        | 3/17 [00:00<00:01, 10.52it/s, iou=0.8025, loss=0.2322, lr=1.01e-06]
Epoch 100/100:  18%|█▊        | 3/17 [00:00<00:01, 10.52it/s, iou=0.8055, loss=0.2821, lr=1.01e-06]
Epoch 100/100:  29%|██▉       | 5/17 [00:00<00:00, 12.04it/s, iou=0.8055, loss=0.2821, lr=1.01e-06]
Epoch 100/100:  29%|██▉       | 5/17 [00:00<00:00, 12.04it/s, iou=0.8163, loss=0.2077, lr=1.01e-06]
Epoch 100/100:  29%|██▉       | 5/17 [00:00<00:00, 12.04it/s, iou=0.8197, loss=0.2643, lr=1.01e-06]
Epoch 100/100:  41%|████      | 7/17 [00:00<00:00, 13.09it/s, iou=0.8197, loss=0.2643, lr=1.01e-06]
Epoch 100/100:  41%|████      | 7/17 [00:00<00:00, 13.09it/s, iou=0.8195, loss=0.2581, lr=1.01e-06]
Epoch 100/100:  41%|████      | 7/17 [00:00<00:00, 13.09it/s, iou=0.8138, loss=0.3188, lr=1.01e-06]
Epoch 100/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.91it/s, iou=0.8138, loss=0.3188, lr=1.01e-06]
Epoch 100/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.91it/s, iou=0.8135, loss=0.2617, lr=1.01e-06]
Epoch 100/100:  53%|█████▎    | 9/17 [00:00<00:00, 13.91it/s, iou=0.8153, loss=0.2221, lr=1.01e-06]
Epoch 100/100:  65%|██████▍   | 11/17 [00:00<00:00, 13.84it/s, iou=0.8153, loss=0.2221, lr=1.01e-06]
Epoch 100/100:  65%|██████▍   | 11/17 [00:00<00:00, 13.84it/s, iou=0.8167, loss=0.2902, lr=1.01e-06]
Epoch 100/100:  65%|██████▍   | 11/17 [00:01<00:00, 13.84it/s, iou=0.8119, loss=0.3810, lr=1.01e-06]
Epoch 100/100:  76%|███████▋  | 13/17 [00:01<00:00, 13.51it/s, iou=0.8119, loss=0.3810, lr=1.01e-06]
Epoch 100/100:  76%|███████▋  | 13/17 [00:01<00:00, 13.51it/s, iou=0.8135, loss=0.2100, lr=1.01e-06]
Epoch 100/100:  76%|███████▋  | 13/17 [00:01<00:00, 13.51it/s, iou=0.8143, loss=0.2729, lr=1.01e-06]
Epoch 100/100:  88%|████████▊ | 15/17 [00:01<00:00, 13.39it/s, iou=0.8143, loss=0.2729, lr=1.01e-06]
Epoch 100/100:  88%|████████▊ | 15/17 [00:01<00:00, 13.39it/s, iou=0.8144, loss=0.2949, lr=1.01e-06]
Epoch 100/100:  88%|████████▊ | 15/17 [00:01<00:00, 13.39it/s, iou=0.8132, loss=0.4059, lr=1.01e-06]
Epoch 100/100: 100%|██████████| 17/17 [00:01<00:00, 13.65it/s, iou=0.8132, loss=0.4059, lr=1.01e-06]
                                                                                                    
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 100/100: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating: 100%|██████████| 3/3 [00:00<00:00, 28.20it/s]
                                                         
[phase=001 | repeat=01 | strategy=2 | pct=100%] Epoch 100/100: train_loss=0.2777, train_iou=0.8132, train_entropy=0.0000, val_loss=0.3507, val_iou=0.6898, val_dice=0.7799, head_lr=1.000000e-06, encoder_lr=1.000000e-06, val_iou=0.6950, es_monitor=val_iou, es_value=0.6898, es_best=0.6950, es_wait=22/0, es_active=True
[Evaluation] phase=001 | repeat=01 | strategy=2 | pct=100% | checkpoint=/workspace/runs/TransUNet_Simplified_Phase1/repeated_holdout/stratified_holdout_v1/phase_001/pct_100/repeat_01/strategy_2/final/checkpoints/best.pt
load_pretrained: grid-size from 14 to 8

--------------------------------------------------------------------------------
TransUNet Checkpoint Verification
--------------------------------------------------------------------------------
[TransUNet] OK Loaded R50+ViT-B/16 ImageNet checkpoint
[TransUNet]   File                   : /workspace/model/vit_checkpoint/imagenet21k/R50+ViT-B_16.npz (439.9 MB)
[TransUNet]   NPZ arrays             : 358
[TransUNet]   PosEmbed shape         : src (1, 197, 768) -> tgt (1, 64, 768) (interpolated)
[TransUNet]   PosEmbed updated      : True
[TransUNet]   ResNet root conv updated: True
[TransUNet]   ViT block-0 query updated: True
[TransUNet]   img_size=128, patches.grid=(8, 8), n_skip=3, n_classes=1
[Checkpoint Restore] path=/workspace/runs/TransUNet_Simplified_Phase1/repeated_holdout/stratified_holdout_v1/phase_001/pct_100/repeat_01/strategy_2/final/checkpoints/best.pt epoch=78 run_type=final backbone=smp

Evaluating:   0%|          | 0/3 [00:00<?, ?it/s]
Evaluating:  33%|███▎      | 1/3 [00:01<00:02,  1.38s/it]
Evaluating:  67%|██████▋   | 2/3 [00:01<00:00,  1.10it/s]
                                                         
[CUDA Cleanup] evaluation phase=001 | repeat=01 | strategy=2 | pct=100%: allocated=1.19 GB, reserved=1.39 GB, peak=1.91 GB

================================================================================
PHASE RUN | phase=001 | repeat=01 | strategy=3 | pct=100%
================================================================================
[Strategy 2 Checkpoint] split=001 | repeat=01 | strategy=3 | pct=100% | Loading: /workspace/runs/TransUNet_Simplified_Phase1/repeated_holdout/stratified_holdout_v1/phase_001/pct_100/repeat_01/strategy_2/final/checkpoints/best.pt

================================================================================
PRE-TRAINING SMOKE TEST | phase=001 | repeat=01 | strategy=3 | pct=100%
================================================================================
[Optuna Off] Using manual hyperparameters for strategy=3, percent=100% from /workspace/TransUNet_Setup/best_params_strat3.json.
  head_lr             : 2.049e-04
  encoder_lr          : 0.000e+00
  weight_decay        : 0.001
  dropout_p           : 0.05
  tmax                : 4
  entropy_lr          : 3.000e-04
load_pretrained: grid-size from 14 to 8

--------------------------------------------------------------------------------
TransUNet Checkpoint Verification
--------------------------------------------------------------------------------
[TransUNet] OK Loaded R50+ViT-B/16 ImageNet checkpoint
[TransUNet]   File                   : /workspace/model/vit_checkpoint/imagenet21k/R50+ViT-B_16.npz (439.9 MB)
[TransUNet]   NPZ arrays             : 358
[TransUNet]   PosEmbed shape         : src (1, 197, 768) -> tgt (1, 64, 768) (interpolated)
[TransUNet]   PosEmbed updated      : True
[TransUNet]   ResNet root conv updated: True
[TransUNet]   ViT block-0 query updated: True
[TransUNet]   img_size=128, patches.grid=(8, 8), n_skip=3, n_classes=1

--------------------------------------------------------------------------------
Strategy 2 Bootstrap OK | strategy3.smp_model
--------------------------------------------------------------------------------
Checkpoint            : /workspace/runs/TransUNet_Simplified_Phase1/repeated_holdout/stratified_holdout_v1/phase_001/pct_100/repeat_01/strategy_2/final/checkpoints/best.pt
Checkpoint prefix     : smp_model.
Loaded tensors        : 409
Strict load           : passed

--------------------------------------------------------------------------------
Model Parameter Summary | Strategy 3 Lite: SMP TransUNet (R50-ViT-B_16) + RL | Smoke Test
--------------------------------------------------------------------------------
Strategy              : 3
Model                 : Strategy 3 Lite: SMP TransUNet (R50-ViT-B_16) + RL | Smoke Test
Dropout p             : 0.2000
Total params          : 107,733,138
Trainable params      : 2,558,593
Frozen params         : 105,174,545
BN layers             : 9
GN layers             : 58
channels_last         : True
AMP dtype             : torch.bfloat16
torch.compile         : True
Backbone family       : smp
S3 variant            : lite
S3 bootstrap loaded   : True
S3 freeze requested   : True
S3 frozen now         : True
S3 encoder state      : frozen
S3 decoder state      : frozen
S3 seg head state     : frozen
encoder               : 97,787,200
decoder               : 7,387,200
segmentation_head     : 145
sam                   : 0
policy_head           : 959,873
value_head            : 0
[CUDA Cleanup] smoke phase=001 | repeat=01 | strategy=3 | pct=100%: allocated=0.02 GB, reserved=0.04 GB, peak=1.61 GB
[Smoke Test] phase=001 | repeat=01 | strategy=3 | pct=100% passed. Saved panel to smoke_panel.png and mask to smoke_prediction.png.
[Optuna Off] Using manual hyperparameters for strategy=3, percent=100% from /workspace/TransUNet_Setup/best_params_strat3.json.
  head_lr             : 2.049e-04
  encoder_lr          : 0.000e+00
  weight_decay        : 0.001
  dropout_p           : 0.05
  tmax                : 4
  entropy_lr          : 3.000e-04
load_pretrained: grid-size from 14 to 8

--------------------------------------------------------------------------------
TransUNet Checkpoint Verification
--------------------------------------------------------------------------------
[TransUNet] OK Loaded R50+ViT-B/16 ImageNet checkpoint
[TransUNet]   File                   : /workspace/model/vit_checkpoint/imagenet21k/R50+ViT-B_16.npz (439.9 MB)
[TransUNet]   NPZ arrays             : 358
[TransUNet]   PosEmbed shape         : src (1, 197, 768) -> tgt (1, 64, 768) (interpolated)
[TransUNet]   PosEmbed updated      : True
[TransUNet]   ResNet root conv updated: True
[TransUNet]   ViT block-0 query updated: True
[TransUNet]   img_size=128, patches.grid=(8, 8), n_skip=3, n_classes=1

--------------------------------------------------------------------------------
Strategy 2 Bootstrap OK | strategy3.smp_model
--------------------------------------------------------------------------------
Checkpoint            : /workspace/runs/TransUNet_Simplified_Phase1/repeated_holdout/stratified_holdout_v1/phase_001/pct_100/repeat_01/strategy_2/final/checkpoints/best.pt
Checkpoint prefix     : smp_model.
Loaded tensors        : 409
Strict load           : passed

--------------------------------------------------------------------------------
Model Parameter Summary | Strategy 3 Lite: SMP TransUNet (R50-ViT-B_16) + RL
--------------------------------------------------------------------------------
Strategy              : 3
Model                 : Strategy 3 Lite: SMP TransUNet (R50-ViT-B_16) + RL
Dropout p             : 0.0500
Total params          : 107,733,138
Trainable params      : 2,558,593
Frozen params         : 105,174,545
BN layers             : 9
GN layers             : 58
channels_last         : True
AMP dtype             : torch.bfloat16
torch.compile         : True
Backbone family       : smp
S3 variant            : lite
S3 bootstrap loaded   : True
S3 freeze requested   : True
S3 frozen now         : True
S3 encoder state      : frozen
S3 decoder state      : frozen
S3 seg head state     : frozen
encoder               : 97,787,200
decoder               : 7,387,200
segmentation_head     : 145
sam                   : 0
policy_head           : 959,873
value_head            : 0

Epoch 1/120:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 1/120:   0%|          | 0/17 [00:07<?, ?it/s, iou=0.7950, loss=0.0000, lr=2.05e-04]
Epoch 1/120:   6%|▌         | 1/17 [00:07<02:03,  7.70s/it, iou=0.7950, loss=0.0000, lr=2.05e-04]
Epoch 1/120:   6%|▌         | 1/17 [00:08<02:03,  7.70s/it, iou=0.7969, loss=-0.0035, lr=2.05e-04]
Epoch 1/120:  12%|█▏        | 2/17 [00:08<00:52,  3.48s/it, iou=0.7969, loss=-0.0035, lr=2.05e-04]
Epoch 1/120:  12%|█▏        | 2/17 [00:08<00:52,  3.48s/it, iou=0.7926, loss=-0.0071, lr=2.05e-04]
Epoch 1/120:  18%|█▊        | 3/17 [00:08<00:29,  2.12s/it, iou=0.7926, loss=-0.0071, lr=2.05e-04]
Epoch 1/120:  18%|█▊        | 3/17 [00:09<00:29,  2.12s/it, iou=0.7962, loss=-0.0126, lr=2.05e-04]
Epoch 1/120:  24%|██▎       | 4/17 [00:09<00:19,  1.49s/it, iou=0.7962, loss=-0.0126, lr=2.05e-04]
Epoch 1/120:  24%|██▎       | 4/17 [00:09<00:19,  1.49s/it, iou=0.7966, loss=-0.0134, lr=2.05e-04]
Epoch 1/120:  29%|██▉       | 5/17 [00:09<00:13,  1.13s/it, iou=0.7966, loss=-0.0134, lr=2.05e-04]
Epoch 1/120:  29%|██▉       | 5/17 [00:10<00:13,  1.13s/it, iou=0.7967, loss=-0.0087, lr=2.05e-04]
Epoch 1/120:  35%|███▌      | 6/17 [00:10<00:10,  1.09it/s, iou=0.7967, loss=-0.0087, lr=2.05e-04]
Epoch 1/120:  35%|███▌      | 6/17 [00:10<00:10,  1.09it/s, iou=0.7947, loss=-0.0108, lr=2.05e-04]
Epoch 1/120:  41%|████      | 7/17 [00:10<00:07,  1.27it/s, iou=0.7947, loss=-0.0108, lr=2.05e-04]
Epoch 1/120:  41%|████      | 7/17 [00:11<00:07,  1.27it/s, iou=0.8017, loss=-0.0138, lr=2.05e-04]
Epoch 1/120:  47%|████▋     | 8/17 [00:11<00:06,  1.43it/s, iou=0.8017, loss=-0.0138, lr=2.05e-04]
Epoch 1/120:  47%|████▋     | 8/17 [00:11<00:06,  1.43it/s, iou=0.8064, loss=-0.0207, lr=2.05e-04]
Epoch 1/120:  53%|█████▎    | 9/17 [00:11<00:05,  1.56it/s, iou=0.8064, loss=-0.0207, lr=2.05e-04]
Epoch 1/120:  53%|█████▎    | 9/17 [00:12<00:05,  1.56it/s, iou=0.8061, loss=-0.0146, lr=2.05e-04]
Epoch 1/120:  59%|█████▉    | 10/17 [00:12<00:04,  1.67it/s, iou=0.8061, loss=-0.0146, lr=2.05e-04]
Epoch 1/120:  59%|█████▉    | 10/17 [00:12<00:04,  1.67it/s, iou=0.8099, loss=-0.0266, lr=2.05e-04]
Epoch 1/120:  65%|██████▍   | 11/17 [00:12<00:03,  1.74it/s, iou=0.8099, loss=-0.0266, lr=2.05e-04]
Epoch 1/120:  65%|██████▍   | 11/17 [00:13<00:03,  1.74it/s, iou=0.8115, loss=-0.0336, lr=2.05e-04]
Epoch 1/120:  71%|███████   | 12/17 [00:13<00:02,  1.80it/s, iou=0.8115, loss=-0.0336, lr=2.05e-04]
Epoch 1/120:  71%|███████   | 12/17 [00:13<00:02,  1.80it/s, iou=0.8132, loss=-0.0263, lr=2.05e-04]
Epoch 1/120:  76%|███████▋  | 13/17 [00:13<00:02,  1.85it/s, iou=0.8132, loss=-0.0263, lr=2.05e-04]
Epoch 1/120:  76%|███████▋  | 13/17 [00:14<00:02,  1.85it/s, iou=0.8156, loss=-0.0412, lr=2.05e-04]
Epoch 1/120:  82%|████████▏ | 14/17 [00:14<00:01,  1.89it/s, iou=0.8156, loss=-0.0412, lr=2.05e-04]
Epoch 1/120:  82%|████████▏ | 14/17 [00:14<00:01,  1.89it/s, iou=0.8155, loss=-0.0518, lr=2.05e-04]
Epoch 1/120:  88%|████████▊ | 15/17 [00:14<00:01,  1.91it/s, iou=0.8155, loss=-0.0518, lr=2.05e-04]
Epoch 1/120:  88%|████████▊ | 15/17 [00:15<00:01,  1.91it/s, iou=0.8158, loss=-0.0540, lr=2.05e-04]
Epoch 1/120:  94%|█████████▍| 16/17 [00:15<00:00,  1.92it/s, iou=0.8158, loss=-0.0540, lr=2.05e-04]
Epoch 1/120:  94%|█████████▍| 16/17 [00:21<00:00,  1.92it/s, iou=0.8158, loss=-0.0696, lr=2.05e-04]
Epoch 1/120: 100%|██████████| 17/17 [00:21<00:00,  2.26s/it, iou=0.8158, loss=-0.0696, lr=2.05e-04]
                                                                                                   
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 1/120: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating:  33%|███▎      | 1/3 [00:00<00:00,  3.27it/s]
Validating:  67%|██████▋   | 2/3 [00:00<00:00,  3.54it/s]
                                                         
[Strategy3 MC Cache] ram_hits=0 disk_hits=0 misses=0 writes=0
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 1/120: train_loss=-0.0240, train_iou=0.8158, train_entropy=0.0000, val_loss=-0.0246, val_iou=0.6958, val_dice=0.7840, val_iou_gain=-0.0014, val_biou_gain=-0.0029, head_lr=2.048338e-04, encoder_lr=2.048338e-04, val_refine_score=0.5390, es_monitor=val_refine_score, es_value=0.5390, es_wait=0/30, es_active=False, s3_frozen=True

Epoch 2/120:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 2/120:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.7799, loss=-0.0549, lr=2.05e-04]
Epoch 2/120:   6%|▌         | 1/17 [00:00<00:09,  1.70it/s, iou=0.7799, loss=-0.0549, lr=2.05e-04]
Epoch 2/120:   6%|▌         | 1/17 [00:01<00:09,  1.70it/s, iou=0.8054, loss=-0.0855, lr=2.05e-04]
Epoch 2/120:  12%|█▏        | 2/17 [00:01<00:08,  1.83it/s, iou=0.8054, loss=-0.0855, lr=2.05e-04]
Epoch 2/120:  12%|█▏        | 2/17 [00:01<00:08,  1.83it/s, iou=0.8085, loss=-0.0919, lr=2.05e-04]
Epoch 2/120:  18%|█▊        | 3/17 [00:01<00:07,  1.86it/s, iou=0.8085, loss=-0.0919, lr=2.05e-04]
Epoch 2/120:  18%|█▊        | 3/17 [00:02<00:07,  1.86it/s, iou=0.8147, loss=-0.0874, lr=2.05e-04]
Epoch 2/120:  24%|██▎       | 4/17 [00:02<00:06,  1.88it/s, iou=0.8147, loss=-0.0874, lr=2.05e-04]
Epoch 2/120:  24%|██▎       | 4/17 [00:02<00:06,  1.88it/s, iou=0.8177, loss=0.0003, lr=2.05e-04] 
Epoch 2/120:  29%|██▉       | 5/17 [00:02<00:06,  1.90it/s, iou=0.8177, loss=0.0003, lr=2.05e-04]
Epoch 2/120:  29%|██▉       | 5/17 [00:03<00:06,  1.90it/s, iou=0.8128, loss=-0.1074, lr=2.05e-04]
Epoch 2/120:  35%|███▌      | 6/17 [00:03<00:05,  1.92it/s, iou=0.8128, loss=-0.1074, lr=2.05e-04]
Epoch 2/120:  35%|███▌      | 6/17 [00:03<00:05,  1.92it/s, iou=0.8093, loss=-0.0844, lr=2.05e-04]
Epoch 2/120:  41%|████      | 7/17 [00:03<00:05,  1.93it/s, iou=0.8093, loss=-0.0844, lr=2.05e-04]
Epoch 2/120:  41%|████      | 7/17 [00:04<00:05,  1.93it/s, iou=0.8115, loss=-0.0967, lr=2.05e-04]
Epoch 2/120:  47%|████▋     | 8/17 [00:04<00:04,  1.94it/s, iou=0.8115, loss=-0.0967, lr=2.05e-04]
Epoch 2/120:  47%|████▋     | 8/17 [00:04<00:04,  1.94it/s, iou=0.8116, loss=-0.0576, lr=2.05e-04]
Epoch 2/120:  53%|█████▎    | 9/17 [00:04<00:04,  1.95it/s, iou=0.8116, loss=-0.0576, lr=2.05e-04]
Epoch 2/120:  53%|█████▎    | 9/17 [00:05<00:04,  1.95it/s, iou=0.8137, loss=-0.1071, lr=2.05e-04]
Epoch 2/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.94it/s, iou=0.8137, loss=-0.1071, lr=2.05e-04]
Epoch 2/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.94it/s, iou=0.8126, loss=-0.1068, lr=2.05e-04]
Epoch 2/120:  65%|██████▍   | 11/17 [00:05<00:03,  1.95it/s, iou=0.8126, loss=-0.1068, lr=2.05e-04]
Epoch 2/120:  65%|██████▍   | 11/17 [00:06<00:03,  1.95it/s, iou=0.8101, loss=-0.0769, lr=2.05e-04]
Epoch 2/120:  71%|███████   | 12/17 [00:06<00:02,  1.94it/s, iou=0.8101, loss=-0.0769, lr=2.05e-04]
Epoch 2/120:  71%|███████   | 12/17 [00:06<00:02,  1.94it/s, iou=0.8139, loss=-0.1731, lr=2.05e-04]
Epoch 2/120:  76%|███████▋  | 13/17 [00:06<00:02,  1.95it/s, iou=0.8139, loss=-0.1731, lr=2.05e-04]
Epoch 2/120:  76%|███████▋  | 13/17 [00:07<00:02,  1.95it/s, iou=0.8169, loss=-0.1824, lr=2.05e-04]
Epoch 2/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.95it/s, iou=0.8169, loss=-0.1824, lr=2.05e-04]
Epoch 2/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.95it/s, iou=0.8173, loss=-0.1737, lr=2.05e-04]
Epoch 2/120:  88%|████████▊ | 15/17 [00:07<00:01,  1.95it/s, iou=0.8173, loss=-0.1737, lr=2.05e-04]
Epoch 2/120:  88%|████████▊ | 15/17 [00:08<00:01,  1.95it/s, iou=0.8182, loss=-0.1635, lr=2.05e-04]
Epoch 2/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.95it/s, iou=0.8182, loss=-0.1635, lr=2.05e-04]
Epoch 2/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.95it/s, iou=0.8179, loss=-0.2027, lr=2.05e-04]
Epoch 2/120: 100%|██████████| 17/17 [00:08<00:00,  2.53it/s, iou=0.8179, loss=-0.2027, lr=2.05e-04]
                                                                                                   
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 2/120: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating:  33%|███▎      | 1/3 [00:00<00:00,  3.35it/s]
Validating:  67%|██████▋   | 2/3 [00:00<00:00,  3.58it/s]
                                                         
[Strategy3 MC Cache] ram_hits=0 disk_hits=0 misses=0 writes=0
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 2/120: train_loss=-0.1089, train_iou=0.8179, train_entropy=0.0000, val_loss=-0.2108, val_iou=0.6965, val_dice=0.7830, val_iou_gain=-0.0007, val_biou_gain=0.0070, head_lr=2.047291e-04, encoder_lr=2.047291e-04, val_refine_score=0.5443, es_monitor=val_refine_score, es_value=0.5443, es_wait=0/30, es_active=False, s3_frozen=True

Epoch 3/120:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 3/120:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.8614, loss=-0.2197, lr=2.05e-04]
Epoch 3/120:   6%|▌         | 1/17 [00:00<00:09,  1.67it/s, iou=0.8614, loss=-0.2197, lr=2.05e-04]
Epoch 3/120:   6%|▌         | 1/17 [00:01<00:09,  1.67it/s, iou=0.8178, loss=-0.2153, lr=2.05e-04]
Epoch 3/120:  12%|█▏        | 2/17 [00:01<00:08,  1.83it/s, iou=0.8178, loss=-0.2153, lr=2.05e-04]
Epoch 3/120:  12%|█▏        | 2/17 [00:01<00:08,  1.83it/s, iou=0.8219, loss=-0.2446, lr=2.05e-04]
Epoch 3/120:  18%|█▊        | 3/17 [00:01<00:07,  1.88it/s, iou=0.8219, loss=-0.2446, lr=2.05e-04]
Epoch 3/120:  18%|█▊        | 3/17 [00:02<00:07,  1.88it/s, iou=0.8236, loss=-0.3403, lr=2.05e-04]
Epoch 3/120:  24%|██▎       | 4/17 [00:02<00:06,  1.91it/s, iou=0.8236, loss=-0.3403, lr=2.05e-04]
Epoch 3/120:  24%|██▎       | 4/17 [00:02<00:06,  1.91it/s, iou=0.8269, loss=-0.4532, lr=2.05e-04]
Epoch 3/120:  29%|██▉       | 5/17 [00:02<00:06,  1.92it/s, iou=0.8269, loss=-0.4532, lr=2.05e-04]
Epoch 3/120:  29%|██▉       | 5/17 [00:03<00:06,  1.92it/s, iou=0.8270, loss=-0.5032, lr=2.05e-04]
Epoch 3/120:  35%|███▌      | 6/17 [00:03<00:05,  1.93it/s, iou=0.8270, loss=-0.5032, lr=2.05e-04]
Epoch 3/120:  35%|███▌      | 6/17 [00:03<00:05,  1.93it/s, iou=0.8202, loss=-0.6078, lr=2.05e-04]
Epoch 3/120:  41%|████      | 7/17 [00:03<00:05,  1.94it/s, iou=0.8202, loss=-0.6078, lr=2.05e-04]
Epoch 3/120:  41%|████      | 7/17 [00:04<00:05,  1.94it/s, iou=0.8202, loss=-0.5325, lr=2.05e-04]
Epoch 3/120:  47%|████▋     | 8/17 [00:04<00:04,  1.95it/s, iou=0.8202, loss=-0.5325, lr=2.05e-04]
Epoch 3/120:  47%|████▋     | 8/17 [00:04<00:04,  1.95it/s, iou=0.8233, loss=-0.4532, lr=2.05e-04]
Epoch 3/120:  53%|█████▎    | 9/17 [00:04<00:04,  1.95it/s, iou=0.8233, loss=-0.4532, lr=2.05e-04]
Epoch 3/120:  53%|█████▎    | 9/17 [00:05<00:04,  1.95it/s, iou=0.8208, loss=-0.5670, lr=2.05e-04]
Epoch 3/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.95it/s, iou=0.8208, loss=-0.5670, lr=2.05e-04]
Epoch 3/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.95it/s, iou=0.8195, loss=-0.5905, lr=2.05e-04]
Epoch 3/120:  65%|██████▍   | 11/17 [00:05<00:03,  1.95it/s, iou=0.8195, loss=-0.5905, lr=2.05e-04]
Epoch 3/120:  65%|██████▍   | 11/17 [00:06<00:03,  1.95it/s, iou=0.8162, loss=-0.5830, lr=2.05e-04]
Epoch 3/120:  71%|███████   | 12/17 [00:06<00:02,  1.95it/s, iou=0.8162, loss=-0.5830, lr=2.05e-04]
Epoch 3/120:  71%|███████   | 12/17 [00:06<00:02,  1.95it/s, iou=0.8164, loss=-0.5858, lr=2.05e-04]
Epoch 3/120:  76%|███████▋  | 13/17 [00:06<00:02,  1.95it/s, iou=0.8164, loss=-0.5858, lr=2.05e-04]
Epoch 3/120:  76%|███████▋  | 13/17 [00:07<00:02,  1.95it/s, iou=0.8151, loss=-0.6428, lr=2.05e-04]
Epoch 3/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.95it/s, iou=0.8151, loss=-0.6428, lr=2.05e-04]
Epoch 3/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.95it/s, iou=0.8158, loss=-0.6082, lr=2.05e-04]
Epoch 3/120:  88%|████████▊ | 15/17 [00:07<00:01,  1.91it/s, iou=0.8158, loss=-0.6082, lr=2.05e-04]
Epoch 3/120:  88%|████████▊ | 15/17 [00:08<00:01,  1.91it/s, iou=0.8147, loss=-0.5945, lr=2.05e-04]
Epoch 3/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.91it/s, iou=0.8147, loss=-0.5945, lr=2.05e-04]
Epoch 3/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.91it/s, iou=0.8152, loss=-0.7242, lr=2.05e-04]
Epoch 3/120: 100%|██████████| 17/17 [00:08<00:00,  2.49it/s, iou=0.8152, loss=-0.7242, lr=2.05e-04]
                                                                                                   
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 3/120: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating:  33%|███▎      | 1/3 [00:00<00:00,  3.30it/s]
Validating:  67%|██████▋   | 2/3 [00:00<00:00,  3.54it/s]
                                                         
[Strategy3 MC Cache] ram_hits=0 disk_hits=0 misses=0 writes=0
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 3/120: train_loss=-0.4980, train_iou=0.8152, train_entropy=0.0000, val_loss=-0.5211, val_iou=0.6940, val_dice=0.7812, val_iou_gain=-0.0033, val_biou_gain=0.0060, head_lr=2.045545e-04, encoder_lr=2.045545e-04, val_refine_score=0.5443, es_monitor=val_refine_score, es_value=0.5425, es_wait=0/30, es_active=False, s3_frozen=True

Epoch 4/120:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 4/120:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.7596, loss=-0.5064, lr=2.05e-04]
Epoch 4/120:   6%|▌         | 1/17 [00:00<00:11,  1.35it/s, iou=0.7596, loss=-0.5064, lr=2.05e-04]
Epoch 4/120:   6%|▌         | 1/17 [00:01<00:11,  1.35it/s, iou=0.7994, loss=-0.6222, lr=2.05e-04]
Epoch 4/120:  12%|█▏        | 2/17 [00:01<00:09,  1.64it/s, iou=0.7994, loss=-0.6222, lr=2.05e-04]
Epoch 4/120:  12%|█▏        | 2/17 [00:01<00:09,  1.64it/s, iou=0.8165, loss=-0.5954, lr=2.05e-04]
Epoch 4/120:  18%|█▊        | 3/17 [00:01<00:07,  1.77it/s, iou=0.8165, loss=-0.5954, lr=2.05e-04]
Epoch 4/120:  18%|█▊        | 3/17 [00:02<00:07,  1.77it/s, iou=0.8279, loss=-0.7104, lr=2.05e-04]
Epoch 4/120:  24%|██▎       | 4/17 [00:02<00:07,  1.84it/s, iou=0.8279, loss=-0.7104, lr=2.05e-04]
Epoch 4/120:  24%|██▎       | 4/17 [00:02<00:07,  1.84it/s, iou=0.8303, loss=-0.8224, lr=2.05e-04]
Epoch 4/120:  29%|██▉       | 5/17 [00:02<00:06,  1.88it/s, iou=0.8303, loss=-0.8224, lr=2.05e-04]
Epoch 4/120:  29%|██▉       | 5/17 [00:03<00:06,  1.88it/s, iou=0.8275, loss=-0.6214, lr=2.05e-04]
Epoch 4/120:  35%|███▌      | 6/17 [00:03<00:05,  1.90it/s, iou=0.8275, loss=-0.6214, lr=2.05e-04]
Epoch 4/120:  35%|███▌      | 6/17 [00:03<00:05,  1.90it/s, iou=0.8229, loss=-0.7521, lr=2.05e-04]
Epoch 4/120:  41%|████      | 7/17 [00:03<00:05,  1.92it/s, iou=0.8229, loss=-0.7521, lr=2.05e-04]
Epoch 4/120:  41%|████      | 7/17 [00:04<00:05,  1.92it/s, iou=0.8271, loss=-0.6490, lr=2.05e-04]
Epoch 4/120:  47%|████▋     | 8/17 [00:04<00:04,  1.93it/s, iou=0.8271, loss=-0.6490, lr=2.05e-04]
Epoch 4/120:  47%|████▋     | 8/17 [00:04<00:04,  1.93it/s, iou=0.8288, loss=-0.7149, lr=2.05e-04]
Epoch 4/120:  53%|█████▎    | 9/17 [00:04<00:04,  1.93it/s, iou=0.8288, loss=-0.7149, lr=2.05e-04]
Epoch 4/120:  53%|█████▎    | 9/17 [00:05<00:04,  1.93it/s, iou=0.8255, loss=-0.7637, lr=2.05e-04]
Epoch 4/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.94it/s, iou=0.8255, loss=-0.7637, lr=2.05e-04]
Epoch 4/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.94it/s, iou=0.8234, loss=-0.5377, lr=2.05e-04]
Epoch 4/120:  65%|██████▍   | 11/17 [00:05<00:03,  1.94it/s, iou=0.8234, loss=-0.5377, lr=2.05e-04]
Epoch 4/120:  65%|██████▍   | 11/17 [00:06<00:03,  1.94it/s, iou=0.8229, loss=-0.7081, lr=2.05e-04]
Epoch 4/120:  71%|███████   | 12/17 [00:06<00:02,  1.94it/s, iou=0.8229, loss=-0.7081, lr=2.05e-04]
Epoch 4/120:  71%|███████   | 12/17 [00:06<00:02,  1.94it/s, iou=0.8214, loss=-0.6583, lr=2.05e-04]
Epoch 4/120:  76%|███████▋  | 13/17 [00:06<00:02,  1.94it/s, iou=0.8214, loss=-0.6583, lr=2.05e-04]
Epoch 4/120:  76%|███████▋  | 13/17 [00:07<00:02,  1.94it/s, iou=0.8214, loss=-0.7424, lr=2.05e-04]
Epoch 4/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.95it/s, iou=0.8214, loss=-0.7424, lr=2.05e-04]
Epoch 4/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.95it/s, iou=0.8174, loss=-0.5874, lr=2.05e-04]
Epoch 4/120:  88%|████████▊ | 15/17 [00:07<00:01,  1.95it/s, iou=0.8174, loss=-0.5874, lr=2.05e-04]
Epoch 4/120:  88%|████████▊ | 15/17 [00:08<00:01,  1.95it/s, iou=0.8186, loss=-0.8379, lr=2.05e-04]
Epoch 4/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.95it/s, iou=0.8186, loss=-0.8379, lr=2.05e-04]
Epoch 4/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.95it/s, iou=0.8194, loss=-0.8150, lr=2.05e-04]
Epoch 4/120: 100%|██████████| 17/17 [00:08<00:00,  2.52it/s, iou=0.8194, loss=-0.8150, lr=2.05e-04]
                                                                                                   
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 4/120: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating:  33%|███▎      | 1/3 [00:00<00:00,  3.32it/s]
Validating:  67%|██████▋   | 2/3 [00:00<00:00,  3.54it/s]
                                                         
[Strategy3 MC Cache] ram_hits=0 disk_hits=0 misses=0 writes=0
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 4/120: train_loss=-0.6850, train_iou=0.8194, train_entropy=0.0000, val_loss=-0.5766, val_iou=0.6938, val_dice=0.7810, val_iou_gain=-0.0035, val_biou_gain=0.0086, head_lr=2.043104e-04, encoder_lr=2.043104e-04, val_refine_score=0.5443, es_monitor=val_refine_score, es_value=0.5437, es_wait=0/30, es_active=False, s3_frozen=True

Epoch 5/120:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 5/120:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.8342, loss=-0.6545, lr=2.04e-04]
Epoch 5/120:   6%|▌         | 1/17 [00:00<00:10,  1.59it/s, iou=0.8342, loss=-0.6545, lr=2.04e-04]
Epoch 5/120:   6%|▌         | 1/17 [00:01<00:10,  1.59it/s, iou=0.8294, loss=-0.6893, lr=2.04e-04]
Epoch 5/120:  12%|█▏        | 2/17 [00:01<00:08,  1.78it/s, iou=0.8294, loss=-0.6893, lr=2.04e-04]
Epoch 5/120:  12%|█▏        | 2/17 [00:01<00:08,  1.78it/s, iou=0.8352, loss=-0.7712, lr=2.04e-04]
Epoch 5/120:  18%|█▊        | 3/17 [00:01<00:07,  1.85it/s, iou=0.8352, loss=-0.7712, lr=2.04e-04]
Epoch 5/120:  18%|█▊        | 3/17 [00:02<00:07,  1.85it/s, iou=0.8191, loss=-0.7299, lr=2.04e-04]
Epoch 5/120:  24%|██▎       | 4/17 [00:02<00:06,  1.89it/s, iou=0.8191, loss=-0.7299, lr=2.04e-04]
Epoch 5/120:  24%|██▎       | 4/17 [00:02<00:06,  1.89it/s, iou=0.8194, loss=-0.7383, lr=2.04e-04]
Epoch 5/120:  29%|██▉       | 5/17 [00:02<00:06,  1.91it/s, iou=0.8194, loss=-0.7383, lr=2.04e-04]
Epoch 5/120:  29%|██▉       | 5/17 [00:03<00:06,  1.91it/s, iou=0.8156, loss=-0.6265, lr=2.04e-04]
Epoch 5/120:  35%|███▌      | 6/17 [00:03<00:05,  1.91it/s, iou=0.8156, loss=-0.6265, lr=2.04e-04]
Epoch 5/120:  35%|███▌      | 6/17 [00:03<00:05,  1.91it/s, iou=0.8192, loss=-0.7670, lr=2.04e-04]
Epoch 5/120:  41%|████      | 7/17 [00:03<00:05,  1.92it/s, iou=0.8192, loss=-0.7670, lr=2.04e-04]
Epoch 5/120:  41%|████      | 7/17 [00:04<00:05,  1.92it/s, iou=0.8193, loss=-0.7112, lr=2.04e-04]
Epoch 5/120:  47%|████▋     | 8/17 [00:04<00:04,  1.93it/s, iou=0.8193, loss=-0.7112, lr=2.04e-04]
Epoch 5/120:  47%|████▋     | 8/17 [00:04<00:04,  1.93it/s, iou=0.8218, loss=-0.6548, lr=2.04e-04]
Epoch 5/120:  53%|█████▎    | 9/17 [00:04<00:04,  1.94it/s, iou=0.8218, loss=-0.6548, lr=2.04e-04]
Epoch 5/120:  53%|█████▎    | 9/17 [00:05<00:04,  1.94it/s, iou=0.8227, loss=-0.7408, lr=2.04e-04]
Epoch 5/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.94it/s, iou=0.8227, loss=-0.7408, lr=2.04e-04]
Epoch 5/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.94it/s, iou=0.8212, loss=-0.7822, lr=2.04e-04]
Epoch 5/120:  65%|██████▍   | 11/17 [00:05<00:03,  1.94it/s, iou=0.8212, loss=-0.7822, lr=2.04e-04]
Epoch 5/120:  65%|██████▍   | 11/17 [00:06<00:03,  1.94it/s, iou=0.8209, loss=-0.6165, lr=2.04e-04]
Epoch 5/120:  71%|███████   | 12/17 [00:06<00:02,  1.95it/s, iou=0.8209, loss=-0.6165, lr=2.04e-04]
Epoch 5/120:  71%|███████   | 12/17 [00:06<00:02,  1.95it/s, iou=0.8227, loss=-0.7698, lr=2.04e-04]
Epoch 5/120:  76%|███████▋  | 13/17 [00:06<00:02,  1.94it/s, iou=0.8227, loss=-0.7698, lr=2.04e-04]
Epoch 5/120:  76%|███████▋  | 13/17 [00:07<00:02,  1.94it/s, iou=0.8184, loss=-0.6214, lr=2.04e-04]
Epoch 5/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.94it/s, iou=0.8184, loss=-0.6214, lr=2.04e-04]
Epoch 5/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.94it/s, iou=0.8189, loss=-0.7385, lr=2.04e-04]
Epoch 5/120:  88%|████████▊ | 15/17 [00:07<00:01,  1.94it/s, iou=0.8189, loss=-0.7385, lr=2.04e-04]
Epoch 5/120:  88%|████████▊ | 15/17 [00:08<00:01,  1.94it/s, iou=0.8179, loss=-0.7901, lr=2.04e-04]
Epoch 5/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.94it/s, iou=0.8179, loss=-0.7901, lr=2.04e-04]
Epoch 5/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.94it/s, iou=0.8186, loss=-0.7865, lr=2.04e-04]
Epoch 5/120: 100%|██████████| 17/17 [00:08<00:00,  2.51it/s, iou=0.8186, loss=-0.7865, lr=2.04e-04]
                                                                                                   
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 5/120: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating:  33%|███▎      | 1/3 [00:00<00:00,  3.38it/s]
Validating:  67%|██████▋   | 2/3 [00:00<00:00,  3.55it/s]
                                                         
[Strategy3 MC Cache] ram_hits=0 disk_hits=0 misses=0 writes=0
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 5/120: train_loss=-0.7170, train_iou=0.8186, train_entropy=0.0000, val_loss=-0.6105, val_iou=0.6919, val_dice=0.7794, val_iou_gain=-0.0053, val_biou_gain=0.0077, head_lr=2.039967e-04, encoder_lr=2.039967e-04, val_refine_score=0.5443, es_monitor=val_refine_score, es_value=0.5423, es_wait=0/30, es_active=False, s3_frozen=True

Epoch 6/120:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 6/120:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.7934, loss=-0.7656, lr=2.04e-04]
Epoch 6/120:   6%|▌         | 1/17 [00:00<00:09,  1.66it/s, iou=0.7934, loss=-0.7656, lr=2.04e-04]
Epoch 6/120:   6%|▌         | 1/17 [00:01<00:09,  1.66it/s, iou=0.8011, loss=-0.6771, lr=2.04e-04]
Epoch 6/120:  12%|█▏        | 2/17 [00:01<00:08,  1.81it/s, iou=0.8011, loss=-0.6771, lr=2.04e-04]
Epoch 6/120:  12%|█▏        | 2/17 [00:01<00:08,  1.81it/s, iou=0.8088, loss=-0.7388, lr=2.04e-04]
Epoch 6/120:  18%|█▊        | 3/17 [00:01<00:07,  1.87it/s, iou=0.8088, loss=-0.7388, lr=2.04e-04]
Epoch 6/120:  18%|█▊        | 3/17 [00:02<00:07,  1.87it/s, iou=0.8139, loss=-0.6369, lr=2.04e-04]
Epoch 6/120:  24%|██▎       | 4/17 [00:02<00:06,  1.90it/s, iou=0.8139, loss=-0.6369, lr=2.04e-04]
Epoch 6/120:  24%|██▎       | 4/17 [00:02<00:06,  1.90it/s, iou=0.8235, loss=-0.7310, lr=2.04e-04]
Epoch 6/120:  29%|██▉       | 5/17 [00:02<00:06,  1.92it/s, iou=0.8235, loss=-0.7310, lr=2.04e-04]
Epoch 6/120:  29%|██▉       | 5/17 [00:03<00:06,  1.92it/s, iou=0.8219, loss=-0.5961, lr=2.04e-04]
Epoch 6/120:  35%|███▌      | 6/17 [00:03<00:05,  1.93it/s, iou=0.8219, loss=-0.5961, lr=2.04e-04]
Epoch 6/120:  35%|███▌      | 6/17 [00:03<00:05,  1.93it/s, iou=0.8208, loss=-0.6201, lr=2.04e-04]
Epoch 6/120:  41%|████      | 7/17 [00:03<00:05,  1.93it/s, iou=0.8208, loss=-0.6201, lr=2.04e-04]
Epoch 6/120:  41%|████      | 7/17 [00:04<00:05,  1.93it/s, iou=0.8243, loss=-0.7306, lr=2.04e-04]
Epoch 6/120:  47%|████▋     | 8/17 [00:04<00:04,  1.94it/s, iou=0.8243, loss=-0.7306, lr=2.04e-04]
Epoch 6/120:  47%|████▋     | 8/17 [00:04<00:04,  1.94it/s, iou=0.8157, loss=-0.5128, lr=2.04e-04]
Epoch 6/120:  53%|█████▎    | 9/17 [00:04<00:04,  1.93it/s, iou=0.8157, loss=-0.5128, lr=2.04e-04]
Epoch 6/120:  53%|█████▎    | 9/17 [00:05<00:04,  1.93it/s, iou=0.8110, loss=-0.5237, lr=2.04e-04]
Epoch 6/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.94it/s, iou=0.8110, loss=-0.5237, lr=2.04e-04]
Epoch 6/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.94it/s, iou=0.8105, loss=-0.6190, lr=2.04e-04]
Epoch 6/120:  65%|██████▍   | 11/17 [00:05<00:03,  1.94it/s, iou=0.8105, loss=-0.6190, lr=2.04e-04]
Epoch 6/120:  65%|██████▍   | 11/17 [00:06<00:03,  1.94it/s, iou=0.8052, loss=-0.6523, lr=2.04e-04]
Epoch 6/120:  71%|███████   | 12/17 [00:06<00:02,  1.94it/s, iou=0.8052, loss=-0.6523, lr=2.04e-04]
Epoch 6/120:  71%|███████   | 12/17 [00:06<00:02,  1.94it/s, iou=0.8063, loss=-0.6388, lr=2.04e-04]
Epoch 6/120:  76%|███████▋  | 13/17 [00:06<00:02,  1.94it/s, iou=0.8063, loss=-0.6388, lr=2.04e-04]
Epoch 6/120:  76%|███████▋  | 13/17 [00:07<00:02,  1.94it/s, iou=0.8081, loss=-0.6920, lr=2.04e-04]
Epoch 6/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.94it/s, iou=0.8081, loss=-0.6920, lr=2.04e-04]
Epoch 6/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.94it/s, iou=0.8068, loss=-0.9810, lr=2.04e-04]
Epoch 6/120:  88%|████████▊ | 15/17 [00:07<00:01,  1.93it/s, iou=0.8068, loss=-0.9810, lr=2.04e-04]
Epoch 6/120:  88%|████████▊ | 15/17 [00:08<00:01,  1.93it/s, iou=0.8044, loss=-0.5422, lr=2.04e-04]
Epoch 6/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.93it/s, iou=0.8044, loss=-0.5422, lr=2.04e-04]
Epoch 6/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.93it/s, iou=0.8029, loss=-0.5668, lr=2.04e-04]
Epoch 6/120: 100%|██████████| 17/17 [00:08<00:00,  2.50it/s, iou=0.8029, loss=-0.5668, lr=2.04e-04]
                                                                                                   
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 6/120: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating:  33%|███▎      | 1/3 [00:00<00:00,  3.30it/s]
Validating:  67%|██████▋   | 2/3 [00:00<00:00,  3.53it/s]
                                                         
[Strategy3 MC Cache] ram_hits=0 disk_hits=0 misses=0 writes=0
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 6/120: train_loss=-0.6603, train_iou=0.8029, train_entropy=0.0000, val_loss=-0.5968, val_iou=0.6942, val_dice=0.7823, val_iou_gain=-0.0030, val_biou_gain=0.0093, head_lr=2.036138e-04, encoder_lr=2.036138e-04, val_refine_score=0.5443, es_monitor=val_refine_score, es_value=0.5442, es_wait=0/30, es_active=False, s3_frozen=True

Epoch 7/120:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 7/120:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.8461, loss=-0.8402, lr=2.04e-04]
Epoch 7/120:   6%|▌         | 1/17 [00:00<00:09,  1.61it/s, iou=0.8461, loss=-0.8402, lr=2.04e-04]
Epoch 7/120:   6%|▌         | 1/17 [00:01<00:09,  1.61it/s, iou=0.8337, loss=-0.7242, lr=2.04e-04]
Epoch 7/120:  12%|█▏        | 2/17 [00:01<00:08,  1.79it/s, iou=0.8337, loss=-0.7242, lr=2.04e-04]
Epoch 7/120:  12%|█▏        | 2/17 [00:01<00:08,  1.79it/s, iou=0.8257, loss=-0.8261, lr=2.04e-04]
Epoch 7/120:  18%|█▊        | 3/17 [00:01<00:07,  1.86it/s, iou=0.8257, loss=-0.8261, lr=2.04e-04]
Epoch 7/120:  18%|█▊        | 3/17 [00:02<00:07,  1.86it/s, iou=0.8286, loss=-0.6530, lr=2.04e-04]
Epoch 7/120:  24%|██▎       | 4/17 [00:02<00:06,  1.89it/s, iou=0.8286, loss=-0.6530, lr=2.04e-04]
Epoch 7/120:  24%|██▎       | 4/17 [00:02<00:06,  1.89it/s, iou=0.8262, loss=-0.6943, lr=2.04e-04]
Epoch 7/120:  29%|██▉       | 5/17 [00:02<00:06,  1.90it/s, iou=0.8262, loss=-0.6943, lr=2.04e-04]
Epoch 7/120:  29%|██▉       | 5/17 [00:03<00:06,  1.90it/s, iou=0.8298, loss=-0.6968, lr=2.04e-04]
Epoch 7/120:  35%|███▌      | 6/17 [00:03<00:05,  1.91it/s, iou=0.8298, loss=-0.6968, lr=2.04e-04]
Epoch 7/120:  35%|███▌      | 6/17 [00:03<00:05,  1.91it/s, iou=0.8177, loss=-0.7568, lr=2.04e-04]
Epoch 7/120:  41%|████      | 7/17 [00:03<00:05,  1.91it/s, iou=0.8177, loss=-0.7568, lr=2.04e-04]
Epoch 7/120:  41%|████      | 7/17 [00:04<00:05,  1.91it/s, iou=0.8163, loss=-0.8150, lr=2.04e-04]
Epoch 7/120:  47%|████▋     | 8/17 [00:04<00:04,  1.92it/s, iou=0.8163, loss=-0.8150, lr=2.04e-04]
Epoch 7/120:  47%|████▋     | 8/17 [00:04<00:04,  1.92it/s, iou=0.8185, loss=-0.7561, lr=2.04e-04]
Epoch 7/120:  53%|█████▎    | 9/17 [00:04<00:04,  1.92it/s, iou=0.8185, loss=-0.7561, lr=2.04e-04]
Epoch 7/120:  53%|█████▎    | 9/17 [00:05<00:04,  1.92it/s, iou=0.8186, loss=-0.6867, lr=2.04e-04]
Epoch 7/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.92it/s, iou=0.8186, loss=-0.6867, lr=2.04e-04]
Epoch 7/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.92it/s, iou=0.8202, loss=-0.7419, lr=2.04e-04]
Epoch 7/120:  65%|██████▍   | 11/17 [00:05<00:03,  1.93it/s, iou=0.8202, loss=-0.7419, lr=2.04e-04]
Epoch 7/120:  65%|██████▍   | 11/17 [00:06<00:03,  1.93it/s, iou=0.8194, loss=-0.7676, lr=2.04e-04]
Epoch 7/120:  71%|███████   | 12/17 [00:06<00:02,  1.93it/s, iou=0.8194, loss=-0.7676, lr=2.04e-04]
Epoch 7/120:  71%|███████   | 12/17 [00:06<00:02,  1.93it/s, iou=0.8203, loss=-0.7203, lr=2.04e-04]
Epoch 7/120:  76%|███████▋  | 13/17 [00:06<00:02,  1.93it/s, iou=0.8203, loss=-0.7203, lr=2.04e-04]
Epoch 7/120:  76%|███████▋  | 13/17 [00:07<00:02,  1.93it/s, iou=0.8201, loss=-0.6364, lr=2.04e-04]
Epoch 7/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.93it/s, iou=0.8201, loss=-0.6364, lr=2.04e-04]
Epoch 7/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.93it/s, iou=0.8185, loss=-0.7343, lr=2.04e-04]
Epoch 7/120:  88%|████████▊ | 15/17 [00:07<00:01,  1.94it/s, iou=0.8185, loss=-0.7343, lr=2.04e-04]
Epoch 7/120:  88%|████████▊ | 15/17 [00:08<00:01,  1.94it/s, iou=0.8176, loss=-0.6128, lr=2.04e-04]
Epoch 7/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.93it/s, iou=0.8176, loss=-0.6128, lr=2.04e-04]
Epoch 7/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.93it/s, iou=0.8180, loss=-0.7026, lr=2.04e-04]
Epoch 7/120: 100%|██████████| 17/17 [00:08<00:00,  2.51it/s, iou=0.8180, loss=-0.7026, lr=2.04e-04]
                                                                                                   
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 7/120: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating:  33%|███▎      | 1/3 [00:00<00:00,  3.33it/s]
Validating:  67%|██████▋   | 2/3 [00:00<00:00,  3.58it/s]
                                                         
[Strategy3 MC Cache] ram_hits=0 disk_hits=0 misses=0 writes=0
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 7/120: train_loss=-0.7274, train_iou=0.8180, train_entropy=0.0000, val_loss=-0.5957, val_iou=0.6944, val_dice=0.7822, val_iou_gain=-0.0029, val_biou_gain=0.0084, head_lr=2.031619e-04, encoder_lr=2.031619e-04, val_refine_score=0.5443, es_monitor=val_refine_score, es_value=0.5439, es_wait=0/30, es_active=False, s3_frozen=True

Epoch 8/120:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 8/120:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.8093, loss=-0.7667, lr=2.03e-04]
Epoch 8/120:   6%|▌         | 1/17 [00:00<00:09,  1.75it/s, iou=0.8093, loss=-0.7667, lr=2.03e-04]
Epoch 8/120:   6%|▌         | 1/17 [00:01<00:09,  1.75it/s, iou=0.8162, loss=-0.7826, lr=2.03e-04]
Epoch 8/120:  12%|█▏        | 2/17 [00:01<00:08,  1.86it/s, iou=0.8162, loss=-0.7826, lr=2.03e-04]
Epoch 8/120:  12%|█▏        | 2/17 [00:01<00:08,  1.86it/s, iou=0.8263, loss=-0.7234, lr=2.03e-04]
Epoch 8/120:  18%|█▊        | 3/17 [00:01<00:07,  1.90it/s, iou=0.8263, loss=-0.7234, lr=2.03e-04]
Epoch 8/120:  18%|█▊        | 3/17 [00:02<00:07,  1.90it/s, iou=0.8183, loss=-0.6188, lr=2.03e-04]
Epoch 8/120:  24%|██▎       | 4/17 [00:02<00:06,  1.91it/s, iou=0.8183, loss=-0.6188, lr=2.03e-04]
Epoch 8/120:  24%|██▎       | 4/17 [00:02<00:06,  1.91it/s, iou=0.8269, loss=-0.7091, lr=2.03e-04]
Epoch 8/120:  29%|██▉       | 5/17 [00:02<00:06,  1.93it/s, iou=0.8269, loss=-0.7091, lr=2.03e-04]
Epoch 8/120:  29%|██▉       | 5/17 [00:03<00:06,  1.93it/s, iou=0.8227, loss=-0.7165, lr=2.03e-04]
Epoch 8/120:  35%|███▌      | 6/17 [00:03<00:05,  1.93it/s, iou=0.8227, loss=-0.7165, lr=2.03e-04]
Epoch 8/120:  35%|███▌      | 6/17 [00:03<00:05,  1.93it/s, iou=0.8273, loss=-0.7396, lr=2.03e-04]
Epoch 8/120:  41%|████      | 7/17 [00:03<00:05,  1.93it/s, iou=0.8273, loss=-0.7396, lr=2.03e-04]
Epoch 8/120:  41%|████      | 7/17 [00:04<00:05,  1.93it/s, iou=0.8229, loss=-0.7576, lr=2.03e-04]
Epoch 8/120:  47%|████▋     | 8/17 [00:04<00:04,  1.94it/s, iou=0.8229, loss=-0.7576, lr=2.03e-04]
Epoch 8/120:  47%|████▋     | 8/17 [00:04<00:04,  1.94it/s, iou=0.8226, loss=-0.7693, lr=2.03e-04]
Epoch 8/120:  53%|█████▎    | 9/17 [00:04<00:04,  1.94it/s, iou=0.8226, loss=-0.7693, lr=2.03e-04]
Epoch 8/120:  53%|█████▎    | 9/17 [00:05<00:04,  1.94it/s, iou=0.8236, loss=-0.8073, lr=2.03e-04]
Epoch 8/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.94it/s, iou=0.8236, loss=-0.8073, lr=2.03e-04]
Epoch 8/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.94it/s, iou=0.8238, loss=-0.6821, lr=2.03e-04]
Epoch 8/120:  65%|██████▍   | 11/17 [00:05<00:03,  1.94it/s, iou=0.8238, loss=-0.6821, lr=2.03e-04]
Epoch 8/120:  65%|██████▍   | 11/17 [00:06<00:03,  1.94it/s, iou=0.8216, loss=-0.7948, lr=2.03e-04]
Epoch 8/120:  71%|███████   | 12/17 [00:06<00:02,  1.94it/s, iou=0.8216, loss=-0.7948, lr=2.03e-04]
Epoch 8/120:  71%|███████   | 12/17 [00:06<00:02,  1.94it/s, iou=0.8204, loss=-0.7564, lr=2.03e-04]
Epoch 8/120:  76%|███████▋  | 13/17 [00:06<00:02,  1.94it/s, iou=0.8204, loss=-0.7564, lr=2.03e-04]
Epoch 8/120:  76%|███████▋  | 13/17 [00:07<00:02,  1.94it/s, iou=0.8222, loss=-0.6898, lr=2.03e-04]
Epoch 8/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.94it/s, iou=0.8222, loss=-0.6898, lr=2.03e-04]
Epoch 8/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.94it/s, iou=0.8224, loss=-0.6910, lr=2.03e-04]
Epoch 8/120:  88%|████████▊ | 15/17 [00:07<00:01,  1.94it/s, iou=0.8224, loss=-0.6910, lr=2.03e-04]
Epoch 8/120:  88%|████████▊ | 15/17 [00:08<00:01,  1.94it/s, iou=0.8203, loss=-0.8582, lr=2.03e-04]
Epoch 8/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.94it/s, iou=0.8203, loss=-0.8582, lr=2.03e-04]
Epoch 8/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.94it/s, iou=0.8202, loss=-0.8370, lr=2.03e-04]
Epoch 8/120: 100%|██████████| 17/17 [00:08<00:00,  2.50it/s, iou=0.8202, loss=-0.8370, lr=2.03e-04]
                                                                                                   
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 8/120: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating:  33%|███▎      | 1/3 [00:00<00:00,  3.36it/s]
Validating:  67%|██████▋   | 2/3 [00:00<00:00,  3.58it/s]
                                                         
[Strategy3 MC Cache] ram_hits=0 disk_hits=0 misses=0 writes=0
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 8/120: train_loss=-0.7471, train_iou=0.8202, train_entropy=0.0000, val_loss=-0.5423, val_iou=0.6979, val_dice=0.7860, val_iou_gain=0.0007, val_biou_gain=0.0058, head_lr=2.026413e-04, encoder_lr=2.026413e-04, val_refine_score=0.5444, es_monitor=val_refine_score, es_value=0.5444, es_wait=0/30, es_active=False, s3_frozen=True

Epoch 9/120:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 9/120:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.8157, loss=-0.7904, lr=2.03e-04]
Epoch 9/120:   6%|▌         | 1/17 [00:00<00:09,  1.63it/s, iou=0.8157, loss=-0.7904, lr=2.03e-04]
Epoch 9/120:   6%|▌         | 1/17 [00:01<00:09,  1.63it/s, iou=0.8116, loss=-0.6638, lr=2.03e-04]
Epoch 9/120:  12%|█▏        | 2/17 [00:01<00:08,  1.80it/s, iou=0.8116, loss=-0.6638, lr=2.03e-04]
Epoch 9/120:  12%|█▏        | 2/17 [00:01<00:08,  1.80it/s, iou=0.8227, loss=-0.7978, lr=2.03e-04]
Epoch 9/120:  18%|█▊        | 3/17 [00:01<00:07,  1.86it/s, iou=0.8227, loss=-0.7978, lr=2.03e-04]
Epoch 9/120:  18%|█▊        | 3/17 [00:02<00:07,  1.86it/s, iou=0.8309, loss=-0.8174, lr=2.03e-04]
Epoch 9/120:  24%|██▎       | 4/17 [00:02<00:06,  1.88it/s, iou=0.8309, loss=-0.8174, lr=2.03e-04]
Epoch 9/120:  24%|██▎       | 4/17 [00:02<00:06,  1.88it/s, iou=0.8255, loss=-0.7959, lr=2.03e-04]
Epoch 9/120:  29%|██▉       | 5/17 [00:02<00:06,  1.90it/s, iou=0.8255, loss=-0.7959, lr=2.03e-04]
Epoch 9/120:  29%|██▉       | 5/17 [00:03<00:06,  1.90it/s, iou=0.8209, loss=-0.6871, lr=2.03e-04]
Epoch 9/120:  35%|███▌      | 6/17 [00:03<00:05,  1.92it/s, iou=0.8209, loss=-0.6871, lr=2.03e-04]
Epoch 9/120:  35%|███▌      | 6/17 [00:03<00:05,  1.92it/s, iou=0.8214, loss=-0.7553, lr=2.03e-04]
Epoch 9/120:  41%|████      | 7/17 [00:03<00:05,  1.93it/s, iou=0.8214, loss=-0.7553, lr=2.03e-04]
Epoch 9/120:  41%|████      | 7/17 [00:04<00:05,  1.93it/s, iou=0.8226, loss=-0.7660, lr=2.03e-04]
Epoch 9/120:  47%|████▋     | 8/17 [00:04<00:04,  1.93it/s, iou=0.8226, loss=-0.7660, lr=2.03e-04]
Epoch 9/120:  47%|████▋     | 8/17 [00:04<00:04,  1.93it/s, iou=0.8246, loss=-0.7714, lr=2.03e-04]
Epoch 9/120:  53%|█████▎    | 9/17 [00:04<00:04,  1.93it/s, iou=0.8246, loss=-0.7714, lr=2.03e-04]
Epoch 9/120:  53%|█████▎    | 9/17 [00:05<00:04,  1.93it/s, iou=0.8213, loss=-0.7042, lr=2.03e-04]
Epoch 9/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.94it/s, iou=0.8213, loss=-0.7042, lr=2.03e-04]
Epoch 9/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.94it/s, iou=0.8197, loss=-0.7460, lr=2.03e-04]
Epoch 9/120:  65%|██████▍   | 11/17 [00:05<00:03,  1.94it/s, iou=0.8197, loss=-0.7460, lr=2.03e-04]
Epoch 9/120:  65%|██████▍   | 11/17 [00:06<00:03,  1.94it/s, iou=0.8194, loss=-0.8141, lr=2.03e-04]
Epoch 9/120:  71%|███████   | 12/17 [00:06<00:02,  1.94it/s, iou=0.8194, loss=-0.8141, lr=2.03e-04]
Epoch 9/120:  71%|███████   | 12/17 [00:06<00:02,  1.94it/s, iou=0.8192, loss=-0.6758, lr=2.03e-04]
Epoch 9/120:  76%|███████▋  | 13/17 [00:06<00:02,  1.94it/s, iou=0.8192, loss=-0.6758, lr=2.03e-04]
Epoch 9/120:  76%|███████▋  | 13/17 [00:07<00:02,  1.94it/s, iou=0.8188, loss=-0.7413, lr=2.03e-04]
Epoch 9/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.94it/s, iou=0.8188, loss=-0.7413, lr=2.03e-04]
Epoch 9/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.94it/s, iou=0.8192, loss=-0.8120, lr=2.03e-04]
Epoch 9/120:  88%|████████▊ | 15/17 [00:07<00:01,  1.94it/s, iou=0.8192, loss=-0.8120, lr=2.03e-04]
Epoch 9/120:  88%|████████▊ | 15/17 [00:08<00:01,  1.94it/s, iou=0.8199, loss=-0.6556, lr=2.03e-04]
Epoch 9/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.94it/s, iou=0.8199, loss=-0.6556, lr=2.03e-04]
Epoch 9/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.94it/s, iou=0.8204, loss=-0.9974, lr=2.03e-04]
Epoch 9/120: 100%|██████████| 17/17 [00:08<00:00,  2.52it/s, iou=0.8204, loss=-0.9974, lr=2.03e-04]
                                                                                                   
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 9/120: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating:  33%|███▎      | 1/3 [00:00<00:00,  3.43it/s]
Validating:  67%|██████▋   | 2/3 [00:00<00:00,  3.63it/s]
                                                         
[Strategy3 MC Cache] ram_hits=0 disk_hits=0 misses=0 writes=0
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 9/120: train_loss=-0.7642, train_iou=0.8204, train_entropy=0.0000, val_loss=-0.6107, val_iou=0.6968, val_dice=0.7838, val_iou_gain=-0.0004, val_biou_gain=0.0104, head_lr=2.020523e-04, encoder_lr=2.020523e-04, val_refine_score=0.5461, es_monitor=val_refine_score, es_value=0.5461, es_wait=0/30, es_active=False, s3_frozen=True

Epoch 10/120:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 10/120:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.8059, loss=-0.7079, lr=2.02e-04]
Epoch 10/120:   6%|▌         | 1/17 [00:00<00:09,  1.69it/s, iou=0.8059, loss=-0.7079, lr=2.02e-04]
Epoch 10/120:   6%|▌         | 1/17 [00:01<00:09,  1.69it/s, iou=0.8241, loss=-0.7222, lr=2.02e-04]
Epoch 10/120:  12%|█▏        | 2/17 [00:01<00:08,  1.83it/s, iou=0.8241, loss=-0.7222, lr=2.02e-04]
Epoch 10/120:  12%|█▏        | 2/17 [00:01<00:08,  1.83it/s, iou=0.8228, loss=-0.7390, lr=2.02e-04]
Epoch 10/120:  18%|█▊        | 3/17 [00:01<00:07,  1.87it/s, iou=0.8228, loss=-0.7390, lr=2.02e-04]
Epoch 10/120:  18%|█▊        | 3/17 [00:02<00:07,  1.87it/s, iou=0.8267, loss=-0.7711, lr=2.02e-04]
Epoch 10/120:  24%|██▎       | 4/17 [00:02<00:06,  1.90it/s, iou=0.8267, loss=-0.7711, lr=2.02e-04]
Epoch 10/120:  24%|██▎       | 4/17 [00:02<00:06,  1.90it/s, iou=0.8262, loss=-0.6759, lr=2.02e-04]
Epoch 10/120:  29%|██▉       | 5/17 [00:02<00:06,  1.91it/s, iou=0.8262, loss=-0.6759, lr=2.02e-04]
Epoch 10/120:  29%|██▉       | 5/17 [00:03<00:06,  1.91it/s, iou=0.8245, loss=-0.7788, lr=2.02e-04]
Epoch 10/120:  35%|███▌      | 6/17 [00:03<00:05,  1.92it/s, iou=0.8245, loss=-0.7788, lr=2.02e-04]
Epoch 10/120:  35%|███▌      | 6/17 [00:03<00:05,  1.92it/s, iou=0.8264, loss=-0.7431, lr=2.02e-04]
Epoch 10/120:  41%|████      | 7/17 [00:03<00:05,  1.92it/s, iou=0.8264, loss=-0.7431, lr=2.02e-04]
Epoch 10/120:  41%|████      | 7/17 [00:04<00:05,  1.92it/s, iou=0.8276, loss=-0.7642, lr=2.02e-04]
Epoch 10/120:  47%|████▋     | 8/17 [00:04<00:04,  1.93it/s, iou=0.8276, loss=-0.7642, lr=2.02e-04]
Epoch 10/120:  47%|████▋     | 8/17 [00:04<00:04,  1.93it/s, iou=0.8281, loss=-0.8076, lr=2.02e-04]
Epoch 10/120:  53%|█████▎    | 9/17 [00:04<00:04,  1.93it/s, iou=0.8281, loss=-0.8076, lr=2.02e-04]
Epoch 10/120:  53%|█████▎    | 9/17 [00:05<00:04,  1.93it/s, iou=0.8250, loss=-0.6752, lr=2.02e-04]
Epoch 10/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.94it/s, iou=0.8250, loss=-0.6752, lr=2.02e-04]
Epoch 10/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.94it/s, iou=0.8207, loss=-0.6406, lr=2.02e-04]
Epoch 10/120:  65%|██████▍   | 11/17 [00:05<00:03,  1.94it/s, iou=0.8207, loss=-0.6406, lr=2.02e-04]
Epoch 10/120:  65%|██████▍   | 11/17 [00:06<00:03,  1.94it/s, iou=0.8221, loss=-0.7498, lr=2.02e-04]
Epoch 10/120:  71%|███████   | 12/17 [00:06<00:02,  1.93it/s, iou=0.8221, loss=-0.7498, lr=2.02e-04]
Epoch 10/120:  71%|███████   | 12/17 [00:06<00:02,  1.93it/s, iou=0.8226, loss=-0.7484, lr=2.02e-04]
Epoch 10/120:  76%|███████▋  | 13/17 [00:06<00:02,  1.93it/s, iou=0.8226, loss=-0.7484, lr=2.02e-04]
Epoch 10/120:  76%|███████▋  | 13/17 [00:07<00:02,  1.93it/s, iou=0.8235, loss=-0.8172, lr=2.02e-04]
Epoch 10/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.94it/s, iou=0.8235, loss=-0.8172, lr=2.02e-04]
Epoch 10/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.94it/s, iou=0.8222, loss=-0.7960, lr=2.02e-04]
Epoch 10/120:  88%|████████▊ | 15/17 [00:07<00:01,  1.93it/s, iou=0.8222, loss=-0.7960, lr=2.02e-04]
Epoch 10/120:  88%|████████▊ | 15/17 [00:08<00:01,  1.93it/s, iou=0.8207, loss=-0.7943, lr=2.02e-04]
Epoch 10/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.93it/s, iou=0.8207, loss=-0.7943, lr=2.02e-04]
Epoch 10/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.93it/s, iou=0.8202, loss=-0.9430, lr=2.02e-04]
Epoch 10/120: 100%|██████████| 17/17 [00:08<00:00,  2.50it/s, iou=0.8202, loss=-0.9430, lr=2.02e-04]
                                                                                                    
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 10/120: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating:  33%|███▎      | 1/3 [00:00<00:00,  3.28it/s]
Validating:  67%|██████▋   | 2/3 [00:00<00:00,  3.52it/s]
                                                         
[Strategy3 MC Cache] ram_hits=0 disk_hits=0 misses=0 writes=0
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 10/120: train_loss=-0.7573, train_iou=0.8202, train_entropy=0.0000, val_loss=-0.6680, val_iou=0.6783, val_dice=0.7705, val_iou_gain=-0.0190, val_biou_gain=-0.0168, head_lr=2.013954e-04, encoder_lr=2.013954e-04, val_refine_score=0.5461, es_monitor=val_refine_score, es_value=0.5232, es_wait=0/30, es_active=False, s3_frozen=True

Epoch 11/120:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 11/120:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.7831, loss=-0.5523, lr=2.01e-04]
Epoch 11/120:   6%|▌         | 1/17 [00:00<00:09,  1.60it/s, iou=0.7831, loss=-0.5523, lr=2.01e-04]
Epoch 11/120:   6%|▌         | 1/17 [00:01<00:09,  1.60it/s, iou=0.7483, loss=-0.5233, lr=2.01e-04]
Epoch 11/120:  12%|█▏        | 2/17 [00:01<00:08,  1.76it/s, iou=0.7483, loss=-0.5233, lr=2.01e-04]
Epoch 11/120:  12%|█▏        | 2/17 [00:01<00:08,  1.76it/s, iou=0.7585, loss=-0.6615, lr=2.01e-04]
Epoch 11/120:  18%|█▊        | 3/17 [00:01<00:07,  1.83it/s, iou=0.7585, loss=-0.6615, lr=2.01e-04]
Epoch 11/120:  18%|█▊        | 3/17 [00:02<00:07,  1.83it/s, iou=0.7629, loss=-0.6408, lr=2.01e-04]
Epoch 11/120:  24%|██▎       | 4/17 [00:02<00:06,  1.87it/s, iou=0.7629, loss=-0.6408, lr=2.01e-04]
Epoch 11/120:  24%|██▎       | 4/17 [00:02<00:06,  1.87it/s, iou=0.7742, loss=-0.7075, lr=2.01e-04]
Epoch 11/120:  29%|██▉       | 5/17 [00:02<00:06,  1.89it/s, iou=0.7742, loss=-0.7075, lr=2.01e-04]
Epoch 11/120:  29%|██▉       | 5/17 [00:03<00:06,  1.89it/s, iou=0.7785, loss=-0.7950, lr=2.01e-04]
Epoch 11/120:  35%|███▌      | 6/17 [00:03<00:05,  1.91it/s, iou=0.7785, loss=-0.7950, lr=2.01e-04]
Epoch 11/120:  35%|███▌      | 6/17 [00:03<00:05,  1.91it/s, iou=0.7803, loss=-0.5842, lr=2.01e-04]
Epoch 11/120:  41%|████      | 7/17 [00:03<00:05,  1.92it/s, iou=0.7803, loss=-0.5842, lr=2.01e-04]
Epoch 11/120:  41%|████      | 7/17 [00:04<00:05,  1.92it/s, iou=0.7821, loss=-0.6360, lr=2.01e-04]
Epoch 11/120:  47%|████▋     | 8/17 [00:04<00:04,  1.92it/s, iou=0.7821, loss=-0.6360, lr=2.01e-04]
Epoch 11/120:  47%|████▋     | 8/17 [00:04<00:04,  1.92it/s, iou=0.7883, loss=-0.8216, lr=2.01e-04]
Epoch 11/120:  53%|█████▎    | 9/17 [00:04<00:04,  1.92it/s, iou=0.7883, loss=-0.8216, lr=2.01e-04]
Epoch 11/120:  53%|█████▎    | 9/17 [00:05<00:04,  1.92it/s, iou=0.7928, loss=-0.7825, lr=2.01e-04]
Epoch 11/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.93it/s, iou=0.7928, loss=-0.7825, lr=2.01e-04]
Epoch 11/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.93it/s, iou=0.7988, loss=-0.8206, lr=2.01e-04]
Epoch 11/120:  65%|██████▍   | 11/17 [00:05<00:03,  1.93it/s, iou=0.7988, loss=-0.8206, lr=2.01e-04]
Epoch 11/120:  65%|██████▍   | 11/17 [00:06<00:03,  1.93it/s, iou=0.8023, loss=-0.7586, lr=2.01e-04]
Epoch 11/120:  71%|███████   | 12/17 [00:06<00:02,  1.94it/s, iou=0.8023, loss=-0.7586, lr=2.01e-04]
Epoch 11/120:  71%|███████   | 12/17 [00:06<00:02,  1.94it/s, iou=0.8068, loss=-0.7259, lr=2.01e-04]
Epoch 11/120:  76%|███████▋  | 13/17 [00:06<00:02,  1.93it/s, iou=0.8068, loss=-0.7259, lr=2.01e-04]
Epoch 11/120:  76%|███████▋  | 13/17 [00:07<00:02,  1.93it/s, iou=0.8058, loss=-0.7390, lr=2.01e-04]
Epoch 11/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.92it/s, iou=0.8058, loss=-0.7390, lr=2.01e-04]
Epoch 11/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.92it/s, iou=0.8078, loss=-0.7168, lr=2.01e-04]
Epoch 11/120:  88%|████████▊ | 15/17 [00:07<00:01,  1.93it/s, iou=0.8078, loss=-0.7168, lr=2.01e-04]
Epoch 11/120:  88%|████████▊ | 15/17 [00:08<00:01,  1.93it/s, iou=0.8102, loss=-0.7595, lr=2.01e-04]
Epoch 11/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.93it/s, iou=0.8102, loss=-0.7595, lr=2.01e-04]
Epoch 11/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.93it/s, iou=0.8109, loss=-1.2345, lr=2.01e-04]
Epoch 11/120: 100%|██████████| 17/17 [00:08<00:00,  2.50it/s, iou=0.8109, loss=-1.2345, lr=2.01e-04]
                                                                                                    
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 11/120: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating:  33%|███▎      | 1/3 [00:00<00:00,  3.34it/s]
Validating:  67%|██████▋   | 2/3 [00:00<00:00,  3.57it/s]
                                                         
[Strategy3 MC Cache] ram_hits=0 disk_hits=0 misses=0 writes=0
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 11/120: train_loss=-0.7329, train_iou=0.8109, train_entropy=0.0000, val_loss=-0.5552, val_iou=0.6915, val_dice=0.7819, val_iou_gain=-0.0058, val_biou_gain=-0.0020, head_lr=2.006711e-04, encoder_lr=2.006711e-04, val_refine_score=0.5461, es_monitor=val_refine_score, es_value=0.5373, es_wait=0/30, es_active=False, s3_frozen=True

Epoch 12/120:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 12/120:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.8293, loss=-0.6996, lr=2.01e-04]
Epoch 12/120:   6%|▌         | 1/17 [00:00<00:09,  1.64it/s, iou=0.8293, loss=-0.6996, lr=2.01e-04]
Epoch 12/120:   6%|▌         | 1/17 [00:01<00:09,  1.64it/s, iou=0.8362, loss=-0.7353, lr=2.01e-04]
Epoch 12/120:  12%|█▏        | 2/17 [00:01<00:08,  1.79it/s, iou=0.8362, loss=-0.7353, lr=2.01e-04]
Epoch 12/120:  12%|█▏        | 2/17 [00:01<00:08,  1.79it/s, iou=0.8356, loss=-0.8239, lr=2.01e-04]
Epoch 12/120:  18%|█▊        | 3/17 [00:01<00:07,  1.85it/s, iou=0.8356, loss=-0.8239, lr=2.01e-04]
Epoch 12/120:  18%|█▊        | 3/17 [00:02<00:07,  1.85it/s, iou=0.8311, loss=-0.8413, lr=2.01e-04]
Epoch 12/120:  24%|██▎       | 4/17 [00:02<00:06,  1.88it/s, iou=0.8311, loss=-0.8413, lr=2.01e-04]
Epoch 12/120:  24%|██▎       | 4/17 [00:02<00:06,  1.88it/s, iou=0.8306, loss=-0.6681, lr=2.01e-04]
Epoch 12/120:  29%|██▉       | 5/17 [00:02<00:06,  1.90it/s, iou=0.8306, loss=-0.6681, lr=2.01e-04]
Epoch 12/120:  29%|██▉       | 5/17 [00:03<00:06,  1.90it/s, iou=0.8203, loss=-0.6875, lr=2.01e-04]
Epoch 12/120:  35%|███▌      | 6/17 [00:03<00:05,  1.91it/s, iou=0.8203, loss=-0.6875, lr=2.01e-04]
Epoch 12/120:  35%|███▌      | 6/17 [00:03<00:05,  1.91it/s, iou=0.8211, loss=-0.6408, lr=2.01e-04]
Epoch 12/120:  41%|████      | 7/17 [00:03<00:05,  1.92it/s, iou=0.8211, loss=-0.6408, lr=2.01e-04]
Epoch 12/120:  41%|████      | 7/17 [00:04<00:05,  1.92it/s, iou=0.8225, loss=-0.7444, lr=2.01e-04]
Epoch 12/120:  47%|████▋     | 8/17 [00:04<00:04,  1.93it/s, iou=0.8225, loss=-0.7444, lr=2.01e-04]
Epoch 12/120:  47%|████▋     | 8/17 [00:04<00:04,  1.93it/s, iou=0.8177, loss=-0.6661, lr=2.01e-04]
Epoch 12/120:  53%|█████▎    | 9/17 [00:04<00:04,  1.93it/s, iou=0.8177, loss=-0.6661, lr=2.01e-04]
Epoch 12/120:  53%|█████▎    | 9/17 [00:05<00:04,  1.93it/s, iou=0.8196, loss=-0.7488, lr=2.01e-04]
Epoch 12/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.93it/s, iou=0.8196, loss=-0.7488, lr=2.01e-04]
Epoch 12/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.93it/s, iou=0.8180, loss=-0.7227, lr=2.01e-04]
Epoch 12/120:  65%|██████▍   | 11/17 [00:05<00:03,  1.93it/s, iou=0.8180, loss=-0.7227, lr=2.01e-04]
Epoch 12/120:  65%|██████▍   | 11/17 [00:06<00:03,  1.93it/s, iou=0.8205, loss=-0.8766, lr=2.01e-04]
Epoch 12/120:  71%|███████   | 12/17 [00:06<00:02,  1.93it/s, iou=0.8205, loss=-0.8766, lr=2.01e-04]
Epoch 12/120:  71%|███████   | 12/17 [00:06<00:02,  1.93it/s, iou=0.8175, loss=-0.7421, lr=2.01e-04]
Epoch 12/120:  76%|███████▋  | 13/17 [00:06<00:02,  1.93it/s, iou=0.8175, loss=-0.7421, lr=2.01e-04]
Epoch 12/120:  76%|███████▋  | 13/17 [00:07<00:02,  1.93it/s, iou=0.8186, loss=-0.7050, lr=2.01e-04]
Epoch 12/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.92it/s, iou=0.8186, loss=-0.7050, lr=2.01e-04]
Epoch 12/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.92it/s, iou=0.8150, loss=-0.6905, lr=2.01e-04]
Epoch 12/120:  88%|████████▊ | 15/17 [00:07<00:01,  1.92it/s, iou=0.8150, loss=-0.6905, lr=2.01e-04]
Epoch 12/120:  88%|████████▊ | 15/17 [00:08<00:01,  1.92it/s, iou=0.8162, loss=-0.7704, lr=2.01e-04]
Epoch 12/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.92it/s, iou=0.8162, loss=-0.7704, lr=2.01e-04]
Epoch 12/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.92it/s, iou=0.8166, loss=-0.6269, lr=2.01e-04]
Epoch 12/120: 100%|██████████| 17/17 [00:08<00:00,  2.48it/s, iou=0.8166, loss=-0.6269, lr=2.01e-04]
                                                                                                    
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 12/120: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating:  33%|███▎      | 1/3 [00:00<00:00,  3.38it/s]
Validating:  67%|██████▋   | 2/3 [00:00<00:00,  3.51it/s]
                                                         
[Strategy3 MC Cache] ram_hits=0 disk_hits=0 misses=0 writes=0
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 12/120: train_loss=-0.7288, train_iou=0.8166, train_entropy=0.0000, val_loss=-0.5136, val_iou=0.6934, val_dice=0.7842, val_iou_gain=-0.0039, val_biou_gain=-0.0005, head_lr=1.998797e-04, encoder_lr=1.998797e-04, val_refine_score=0.5461, es_monitor=val_refine_score, es_value=0.5390, es_wait=0/30, es_active=False, s3_frozen=True

Epoch 13/120:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 13/120:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.8392, loss=-0.6813, lr=2.00e-04]
Epoch 13/120:   6%|▌         | 1/17 [00:00<00:09,  1.66it/s, iou=0.8392, loss=-0.6813, lr=2.00e-04]
Epoch 13/120:   6%|▌         | 1/17 [00:01<00:09,  1.66it/s, iou=0.8096, loss=-0.6600, lr=2.00e-04]
Epoch 13/120:  12%|█▏        | 2/17 [00:01<00:08,  1.81it/s, iou=0.8096, loss=-0.6600, lr=2.00e-04]
Epoch 13/120:  12%|█▏        | 2/17 [00:01<00:08,  1.81it/s, iou=0.8048, loss=-0.6974, lr=2.00e-04]
Epoch 13/120:  18%|█▊        | 3/17 [00:01<00:07,  1.86it/s, iou=0.8048, loss=-0.6974, lr=2.00e-04]
Epoch 13/120:  18%|█▊        | 3/17 [00:02<00:07,  1.86it/s, iou=0.8061, loss=-0.8089, lr=2.00e-04]
Epoch 13/120:  24%|██▎       | 4/17 [00:02<00:06,  1.89it/s, iou=0.8061, loss=-0.8089, lr=2.00e-04]
Epoch 13/120:  24%|██▎       | 4/17 [00:02<00:06,  1.89it/s, iou=0.8073, loss=-0.7637, lr=2.00e-04]
Epoch 13/120:  29%|██▉       | 5/17 [00:02<00:06,  1.90it/s, iou=0.8073, loss=-0.7637, lr=2.00e-04]
Epoch 13/120:  29%|██▉       | 5/17 [00:03<00:06,  1.90it/s, iou=0.8112, loss=-0.8259, lr=2.00e-04]
Epoch 13/120:  35%|███▌      | 6/17 [00:03<00:05,  1.92it/s, iou=0.8112, loss=-0.8259, lr=2.00e-04]
Epoch 13/120:  35%|███▌      | 6/17 [00:03<00:05,  1.92it/s, iou=0.8144, loss=-0.7926, lr=2.00e-04]
Epoch 13/120:  41%|████      | 7/17 [00:03<00:05,  1.92it/s, iou=0.8144, loss=-0.7926, lr=2.00e-04]
Epoch 13/120:  41%|████      | 7/17 [00:04<00:05,  1.92it/s, iou=0.8192, loss=-0.7941, lr=2.00e-04]
Epoch 13/120:  47%|████▋     | 8/17 [00:04<00:04,  1.93it/s, iou=0.8192, loss=-0.7941, lr=2.00e-04]
Epoch 13/120:  47%|████▋     | 8/17 [00:04<00:04,  1.93it/s, iou=0.8159, loss=-0.7691, lr=2.00e-04]
Epoch 13/120:  53%|█████▎    | 9/17 [00:04<00:04,  1.93it/s, iou=0.8159, loss=-0.7691, lr=2.00e-04]
Epoch 13/120:  53%|█████▎    | 9/17 [00:05<00:04,  1.93it/s, iou=0.8157, loss=-0.7530, lr=2.00e-04]
Epoch 13/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.93it/s, iou=0.8157, loss=-0.7530, lr=2.00e-04]
Epoch 13/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.93it/s, iou=0.8179, loss=-0.7008, lr=2.00e-04]
Epoch 13/120:  65%|██████▍   | 11/17 [00:05<00:03,  1.93it/s, iou=0.8179, loss=-0.7008, lr=2.00e-04]
Epoch 13/120:  65%|██████▍   | 11/17 [00:06<00:03,  1.93it/s, iou=0.8193, loss=-0.8474, lr=2.00e-04]
Epoch 13/120:  71%|███████   | 12/17 [00:06<00:02,  1.93it/s, iou=0.8193, loss=-0.8474, lr=2.00e-04]
Epoch 13/120:  71%|███████   | 12/17 [00:06<00:02,  1.93it/s, iou=0.8205, loss=-0.9074, lr=2.00e-04]
Epoch 13/120:  76%|███████▋  | 13/17 [00:06<00:02,  1.93it/s, iou=0.8205, loss=-0.9074, lr=2.00e-04]
Epoch 13/120:  76%|███████▋  | 13/17 [00:07<00:02,  1.93it/s, iou=0.8211, loss=-0.7198, lr=2.00e-04]
Epoch 13/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.93it/s, iou=0.8211, loss=-0.7198, lr=2.00e-04]
Epoch 13/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.93it/s, iou=0.8231, loss=-0.7876, lr=2.00e-04]
Epoch 13/120:  88%|████████▊ | 15/17 [00:07<00:01,  1.93it/s, iou=0.8231, loss=-0.7876, lr=2.00e-04]
Epoch 13/120:  88%|████████▊ | 15/17 [00:08<00:01,  1.93it/s, iou=0.8218, loss=-0.6745, lr=2.00e-04]
Epoch 13/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.94it/s, iou=0.8218, loss=-0.6745, lr=2.00e-04]
Epoch 13/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.94it/s, iou=0.8219, loss=-0.9191, lr=2.00e-04]
Epoch 13/120: 100%|██████████| 17/17 [00:08<00:00,  2.51it/s, iou=0.8219, loss=-0.9191, lr=2.00e-04]
                                                                                                    
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 13/120: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating:  33%|███▎      | 1/3 [00:00<00:00,  3.36it/s]
Validating:  67%|██████▋   | 2/3 [00:00<00:00,  3.61it/s]
                                                         
[Strategy3 MC Cache] ram_hits=0 disk_hits=0 misses=0 writes=0
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 13/120: train_loss=-0.7707, train_iou=0.8219, train_entropy=0.0000, val_loss=-0.6660, val_iou=0.6921, val_dice=0.7796, val_iou_gain=-0.0052, val_biou_gain=0.0084, head_lr=1.990220e-04, encoder_lr=1.990220e-04, val_refine_score=0.5461, es_monitor=val_refine_score, es_value=0.5427, es_wait=0/30, es_active=False, s3_frozen=True

Epoch 14/120:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 14/120:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.8081, loss=-0.7179, lr=1.99e-04]
Epoch 14/120:   6%|▌         | 1/17 [00:00<00:09,  1.74it/s, iou=0.8081, loss=-0.7179, lr=1.99e-04]
Epoch 14/120:   6%|▌         | 1/17 [00:01<00:09,  1.74it/s, iou=0.8053, loss=-0.6885, lr=1.99e-04]
Epoch 14/120:  12%|█▏        | 2/17 [00:01<00:08,  1.85it/s, iou=0.8053, loss=-0.6885, lr=1.99e-04]
Epoch 14/120:  12%|█▏        | 2/17 [00:01<00:08,  1.85it/s, iou=0.8144, loss=-0.8215, lr=1.99e-04]
Epoch 14/120:  18%|█▊        | 3/17 [00:01<00:07,  1.88it/s, iou=0.8144, loss=-0.8215, lr=1.99e-04]
Epoch 14/120:  18%|█▊        | 3/17 [00:02<00:07,  1.88it/s, iou=0.8200, loss=-0.7034, lr=1.99e-04]
Epoch 14/120:  24%|██▎       | 4/17 [00:02<00:06,  1.91it/s, iou=0.8200, loss=-0.7034, lr=1.99e-04]
Epoch 14/120:  24%|██▎       | 4/17 [00:02<00:06,  1.91it/s, iou=0.8098, loss=-0.6618, lr=1.99e-04]
Epoch 14/120:  29%|██▉       | 5/17 [00:02<00:06,  1.92it/s, iou=0.8098, loss=-0.6618, lr=1.99e-04]
Epoch 14/120:  29%|██▉       | 5/17 [00:03<00:06,  1.92it/s, iou=0.8134, loss=-0.7709, lr=1.99e-04]
Epoch 14/120:  35%|███▌      | 6/17 [00:03<00:05,  1.93it/s, iou=0.8134, loss=-0.7709, lr=1.99e-04]
Epoch 14/120:  35%|███▌      | 6/17 [00:03<00:05,  1.93it/s, iou=0.8209, loss=-0.8374, lr=1.99e-04]
Epoch 14/120:  41%|████      | 7/17 [00:03<00:05,  1.93it/s, iou=0.8209, loss=-0.8374, lr=1.99e-04]
Epoch 14/120:  41%|████      | 7/17 [00:04<00:05,  1.93it/s, iou=0.8247, loss=-0.7863, lr=1.99e-04]
Epoch 14/120:  47%|████▋     | 8/17 [00:04<00:04,  1.93it/s, iou=0.8247, loss=-0.7863, lr=1.99e-04]
Epoch 14/120:  47%|████▋     | 8/17 [00:04<00:04,  1.93it/s, iou=0.8234, loss=-0.7655, lr=1.99e-04]
Epoch 14/120:  53%|█████▎    | 9/17 [00:04<00:04,  1.94it/s, iou=0.8234, loss=-0.7655, lr=1.99e-04]
Epoch 14/120:  53%|█████▎    | 9/17 [00:05<00:04,  1.94it/s, iou=0.8223, loss=-0.7481, lr=1.99e-04]
Epoch 14/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.94it/s, iou=0.8223, loss=-0.7481, lr=1.99e-04]
Epoch 14/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.94it/s, iou=0.8230, loss=-0.7082, lr=1.99e-04]
Epoch 14/120:  65%|██████▍   | 11/17 [00:05<00:03,  1.94it/s, iou=0.8230, loss=-0.7082, lr=1.99e-04]
Epoch 14/120:  65%|██████▍   | 11/17 [00:06<00:03,  1.94it/s, iou=0.8246, loss=-0.7134, lr=1.99e-04]
Epoch 14/120:  71%|███████   | 12/17 [00:06<00:02,  1.94it/s, iou=0.8246, loss=-0.7134, lr=1.99e-04]
Epoch 14/120:  71%|███████   | 12/17 [00:06<00:02,  1.94it/s, iou=0.8250, loss=-0.8414, lr=1.99e-04]
Epoch 14/120:  76%|███████▋  | 13/17 [00:06<00:02,  1.94it/s, iou=0.8250, loss=-0.8414, lr=1.99e-04]
Epoch 14/120:  76%|███████▋  | 13/17 [00:07<00:02,  1.94it/s, iou=0.8238, loss=-0.8186, lr=1.99e-04]
Epoch 14/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.94it/s, iou=0.8238, loss=-0.8186, lr=1.99e-04]
Epoch 14/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.94it/s, iou=0.8234, loss=-0.6681, lr=1.99e-04]
Epoch 14/120:  88%|████████▊ | 15/17 [00:07<00:01,  1.94it/s, iou=0.8234, loss=-0.6681, lr=1.99e-04]
Epoch 14/120:  88%|████████▊ | 15/17 [00:08<00:01,  1.94it/s, iou=0.8221, loss=-0.8123, lr=1.99e-04]
Epoch 14/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.94it/s, iou=0.8221, loss=-0.8123, lr=1.99e-04]
Epoch 14/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.94it/s, iou=0.8228, loss=-1.2819, lr=1.99e-04]
Epoch 14/120: 100%|██████████| 17/17 [00:08<00:00,  2.52it/s, iou=0.8228, loss=-1.2819, lr=1.99e-04]
                                                                                                    
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 14/120: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating:  33%|███▎      | 1/3 [00:00<00:00,  3.42it/s]
Validating:  67%|██████▋   | 2/3 [00:00<00:00,  3.57it/s]
                                                         
[Strategy3 MC Cache] ram_hits=0 disk_hits=0 misses=0 writes=0
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 14/120: train_loss=-0.7850, train_iou=0.8228, train_entropy=0.0000, val_loss=-0.6593, val_iou=0.6926, val_dice=0.7806, val_iou_gain=-0.0047, val_biou_gain=0.0091, head_lr=1.980983e-04, encoder_lr=1.980983e-04, val_refine_score=0.5461, es_monitor=val_refine_score, es_value=0.5433, es_wait=0/30, es_active=False, s3_frozen=True

Epoch 15/120:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 15/120:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.7983, loss=-0.7999, lr=1.98e-04]
Epoch 15/120:   6%|▌         | 1/17 [00:00<00:09,  1.69it/s, iou=0.7983, loss=-0.7999, lr=1.98e-04]
Epoch 15/120:   6%|▌         | 1/17 [00:01<00:09,  1.69it/s, iou=0.8232, loss=-0.6948, lr=1.98e-04]
Epoch 15/120:  12%|█▏        | 2/17 [00:01<00:08,  1.82it/s, iou=0.8232, loss=-0.6948, lr=1.98e-04]
Epoch 15/120:  12%|█▏        | 2/17 [00:01<00:08,  1.82it/s, iou=0.8156, loss=-0.8355, lr=1.98e-04]
Epoch 15/120:  18%|█▊        | 3/17 [00:01<00:07,  1.87it/s, iou=0.8156, loss=-0.8355, lr=1.98e-04]
Epoch 15/120:  18%|█▊        | 3/17 [00:02<00:07,  1.87it/s, iou=0.8157, loss=-0.6953, lr=1.98e-04]
Epoch 15/120:  24%|██▎       | 4/17 [00:02<00:06,  1.89it/s, iou=0.8157, loss=-0.6953, lr=1.98e-04]
Epoch 15/120:  24%|██▎       | 4/17 [00:02<00:06,  1.89it/s, iou=0.8170, loss=-0.8053, lr=1.98e-04]
Epoch 15/120:  29%|██▉       | 5/17 [00:02<00:06,  1.91it/s, iou=0.8170, loss=-0.8053, lr=1.98e-04]
Epoch 15/120:  29%|██▉       | 5/17 [00:03<00:06,  1.91it/s, iou=0.8178, loss=-0.7786, lr=1.98e-04]
Epoch 15/120:  35%|███▌      | 6/17 [00:03<00:05,  1.92it/s, iou=0.8178, loss=-0.7786, lr=1.98e-04]
Epoch 15/120:  35%|███▌      | 6/17 [00:03<00:05,  1.92it/s, iou=0.8222, loss=-0.7743, lr=1.98e-04]
Epoch 15/120:  41%|████      | 7/17 [00:03<00:05,  1.92it/s, iou=0.8222, loss=-0.7743, lr=1.98e-04]
Epoch 15/120:  41%|████      | 7/17 [00:04<00:05,  1.92it/s, iou=0.8227, loss=-0.7291, lr=1.98e-04]
Epoch 15/120:  47%|████▋     | 8/17 [00:04<00:04,  1.92it/s, iou=0.8227, loss=-0.7291, lr=1.98e-04]
Epoch 15/120:  47%|████▋     | 8/17 [00:04<00:04,  1.92it/s, iou=0.8191, loss=-0.8662, lr=1.98e-04]
Epoch 15/120:  53%|█████▎    | 9/17 [00:04<00:04,  1.93it/s, iou=0.8191, loss=-0.8662, lr=1.98e-04]
Epoch 15/120:  53%|█████▎    | 9/17 [00:05<00:04,  1.93it/s, iou=0.8181, loss=-0.7271, lr=1.98e-04]
Epoch 15/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.93it/s, iou=0.8181, loss=-0.7271, lr=1.98e-04]
Epoch 15/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.93it/s, iou=0.8199, loss=-0.6766, lr=1.98e-04]
Epoch 15/120:  65%|██████▍   | 11/17 [00:05<00:03,  1.93it/s, iou=0.8199, loss=-0.6766, lr=1.98e-04]
Epoch 15/120:  65%|██████▍   | 11/17 [00:06<00:03,  1.93it/s, iou=0.8211, loss=-0.6076, lr=1.98e-04]
Epoch 15/120:  71%|███████   | 12/17 [00:06<00:02,  1.94it/s, iou=0.8211, loss=-0.6076, lr=1.98e-04]
Epoch 15/120:  71%|███████   | 12/17 [00:06<00:02,  1.94it/s, iou=0.8192, loss=-0.7479, lr=1.98e-04]
Epoch 15/120:  76%|███████▋  | 13/17 [00:06<00:02,  1.94it/s, iou=0.8192, loss=-0.7479, lr=1.98e-04]
Epoch 15/120:  76%|███████▋  | 13/17 [00:07<00:02,  1.94it/s, iou=0.8209, loss=-0.7802, lr=1.98e-04]
Epoch 15/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.94it/s, iou=0.8209, loss=-0.7802, lr=1.98e-04]
Epoch 15/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.94it/s, iou=0.8207, loss=-0.7728, lr=1.98e-04]
Epoch 15/120:  88%|████████▊ | 15/17 [00:07<00:01,  1.94it/s, iou=0.8207, loss=-0.7728, lr=1.98e-04]
Epoch 15/120:  88%|████████▊ | 15/17 [00:08<00:01,  1.94it/s, iou=0.8219, loss=-0.7525, lr=1.98e-04]
Epoch 15/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.94it/s, iou=0.8219, loss=-0.7525, lr=1.98e-04]
Epoch 15/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.94it/s, iou=0.8220, loss=-0.6438, lr=1.98e-04]
Epoch 15/120: 100%|██████████| 17/17 [00:08<00:00,  2.51it/s, iou=0.8220, loss=-0.6438, lr=1.98e-04]
                                                                                                    
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 15/120: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating:  33%|███▎      | 1/3 [00:00<00:00,  3.30it/s]
Validating:  67%|██████▋   | 2/3 [00:00<00:00,  3.58it/s]
                                                         
[Strategy3 MC Cache] ram_hits=0 disk_hits=0 misses=0 writes=0
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 15/120: train_loss=-0.7463, train_iou=0.8220, train_entropy=0.0000, val_loss=-0.5872, val_iou=0.6964, val_dice=0.7842, val_iou_gain=-0.0008, val_biou_gain=0.0095, head_lr=1.971095e-04, encoder_lr=1.971095e-04, val_refine_score=0.5461, es_monitor=val_refine_score, es_value=0.5454, es_wait=0/30, es_active=False, s3_frozen=True

Epoch 16/120:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 16/120:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.8647, loss=-0.7629, lr=1.97e-04]
Epoch 16/120:   6%|▌         | 1/17 [00:00<00:09,  1.67it/s, iou=0.8647, loss=-0.7629, lr=1.97e-04]
Epoch 16/120:   6%|▌         | 1/17 [00:01<00:09,  1.67it/s, iou=0.8377, loss=-0.8467, lr=1.97e-04]
Epoch 16/120:  12%|█▏        | 2/17 [00:01<00:08,  1.82it/s, iou=0.8377, loss=-0.8467, lr=1.97e-04]
Epoch 16/120:  12%|█▏        | 2/17 [00:01<00:08,  1.82it/s, iou=0.8338, loss=-0.7591, lr=1.97e-04]
Epoch 16/120:  18%|█▊        | 3/17 [00:01<00:07,  1.87it/s, iou=0.8338, loss=-0.7591, lr=1.97e-04]
Epoch 16/120:  18%|█▊        | 3/17 [00:02<00:07,  1.87it/s, iou=0.8331, loss=-0.8380, lr=1.97e-04]
Epoch 16/120:  24%|██▎       | 4/17 [00:02<00:06,  1.90it/s, iou=0.8331, loss=-0.8380, lr=1.97e-04]
Epoch 16/120:  24%|██▎       | 4/17 [00:02<00:06,  1.90it/s, iou=0.8356, loss=-0.8103, lr=1.97e-04]
Epoch 16/120:  29%|██▉       | 5/17 [00:02<00:06,  1.91it/s, iou=0.8356, loss=-0.8103, lr=1.97e-04]
Epoch 16/120:  29%|██▉       | 5/17 [00:03<00:06,  1.91it/s, iou=0.8354, loss=-0.6981, lr=1.97e-04]
Epoch 16/120:  35%|███▌      | 6/17 [00:03<00:05,  1.91it/s, iou=0.8354, loss=-0.6981, lr=1.97e-04]
Epoch 16/120:  35%|███▌      | 6/17 [00:03<00:05,  1.91it/s, iou=0.8314, loss=-0.7709, lr=1.97e-04]
Epoch 16/120:  41%|████      | 7/17 [00:03<00:05,  1.92it/s, iou=0.8314, loss=-0.7709, lr=1.97e-04]
Epoch 16/120:  41%|████      | 7/17 [00:04<00:05,  1.92it/s, iou=0.8227, loss=-0.7624, lr=1.97e-04]
Epoch 16/120:  47%|████▋     | 8/17 [00:04<00:04,  1.93it/s, iou=0.8227, loss=-0.7624, lr=1.97e-04]
Epoch 16/120:  47%|████▋     | 8/17 [00:04<00:04,  1.93it/s, iou=0.8249, loss=-0.7741, lr=1.97e-04]
Epoch 16/120:  53%|█████▎    | 9/17 [00:04<00:04,  1.93it/s, iou=0.8249, loss=-0.7741, lr=1.97e-04]
Epoch 16/120:  53%|█████▎    | 9/17 [00:05<00:04,  1.93it/s, iou=0.8237, loss=-0.7277, lr=1.97e-04]
Epoch 16/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.93it/s, iou=0.8237, loss=-0.7277, lr=1.97e-04]
Epoch 16/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.93it/s, iou=0.8229, loss=-0.6871, lr=1.97e-04]
Epoch 16/120:  65%|██████▍   | 11/17 [00:05<00:03,  1.92it/s, iou=0.8229, loss=-0.6871, lr=1.97e-04]
Epoch 16/120:  65%|██████▍   | 11/17 [00:06<00:03,  1.92it/s, iou=0.8223, loss=-0.7162, lr=1.97e-04]
Epoch 16/120:  71%|███████   | 12/17 [00:06<00:02,  1.93it/s, iou=0.8223, loss=-0.7162, lr=1.97e-04]
Epoch 16/120:  71%|███████   | 12/17 [00:06<00:02,  1.93it/s, iou=0.8219, loss=-0.7503, lr=1.97e-04]
Epoch 16/120:  76%|███████▋  | 13/17 [00:06<00:02,  1.93it/s, iou=0.8219, loss=-0.7503, lr=1.97e-04]
Epoch 16/120:  76%|███████▋  | 13/17 [00:07<00:02,  1.93it/s, iou=0.8229, loss=-0.8154, lr=1.97e-04]
Epoch 16/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.93it/s, iou=0.8229, loss=-0.8154, lr=1.97e-04]
Epoch 16/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.93it/s, iou=0.8231, loss=-0.9154, lr=1.97e-04]
Epoch 16/120:  88%|████████▊ | 15/17 [00:07<00:01,  1.93it/s, iou=0.8231, loss=-0.9154, lr=1.97e-04]
Epoch 16/120:  88%|████████▊ | 15/17 [00:08<00:01,  1.93it/s, iou=0.8226, loss=-0.6320, lr=1.97e-04]
Epoch 16/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.93it/s, iou=0.8226, loss=-0.6320, lr=1.97e-04]
Epoch 16/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.93it/s, iou=0.8230, loss=-1.0230, lr=1.97e-04]
Epoch 16/120: 100%|██████████| 17/17 [00:08<00:00,  2.51it/s, iou=0.8230, loss=-1.0230, lr=1.97e-04]
                                                                                                    
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 16/120: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating:  33%|███▎      | 1/3 [00:00<00:00,  3.37it/s]
Validating:  67%|██████▋   | 2/3 [00:00<00:00,  3.61it/s]
                                                         
[Strategy3 MC Cache] ram_hits=0 disk_hits=0 misses=0 writes=0
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 16/120: train_loss=-0.7817, train_iou=0.8230, train_entropy=0.0000, val_loss=-0.6389, val_iou=0.6947, val_dice=0.7814, val_iou_gain=-0.0026, val_biou_gain=0.0117, head_lr=1.960561e-04, encoder_lr=1.960561e-04, val_refine_score=0.5461, es_monitor=val_refine_score, es_value=0.5457, es_wait=0/30, es_active=False, s3_frozen=True

Epoch 17/120:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 17/120:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.8429, loss=-0.7881, lr=1.96e-04]
Epoch 17/120:   6%|▌         | 1/17 [00:00<00:09,  1.76it/s, iou=0.8429, loss=-0.7881, lr=1.96e-04]
Epoch 17/120:   6%|▌         | 1/17 [00:01<00:09,  1.76it/s, iou=0.8242, loss=-0.7286, lr=1.96e-04]
Epoch 17/120:  12%|█▏        | 2/17 [00:01<00:08,  1.86it/s, iou=0.8242, loss=-0.7286, lr=1.96e-04]
Epoch 17/120:  12%|█▏        | 2/17 [00:01<00:08,  1.86it/s, iou=0.8267, loss=-0.7616, lr=1.96e-04]
Epoch 17/120:  18%|█▊        | 3/17 [00:01<00:07,  1.89it/s, iou=0.8267, loss=-0.7616, lr=1.96e-04]
Epoch 17/120:  18%|█▊        | 3/17 [00:02<00:07,  1.89it/s, iou=0.8218, loss=-0.7111, lr=1.96e-04]
Epoch 17/120:  24%|██▎       | 4/17 [00:02<00:06,  1.91it/s, iou=0.8218, loss=-0.7111, lr=1.96e-04]
Epoch 17/120:  24%|██▎       | 4/17 [00:02<00:06,  1.91it/s, iou=0.8188, loss=-0.7923, lr=1.96e-04]
Epoch 17/120:  29%|██▉       | 5/17 [00:02<00:06,  1.92it/s, iou=0.8188, loss=-0.7923, lr=1.96e-04]
Epoch 17/120:  29%|██▉       | 5/17 [00:03<00:06,  1.92it/s, iou=0.8136, loss=-0.8310, lr=1.96e-04]
Epoch 17/120:  35%|███▌      | 6/17 [00:03<00:05,  1.92it/s, iou=0.8136, loss=-0.8310, lr=1.96e-04]
Epoch 17/120:  35%|███▌      | 6/17 [00:03<00:05,  1.92it/s, iou=0.8152, loss=-0.8045, lr=1.96e-04]
Epoch 17/120:  41%|████      | 7/17 [00:03<00:05,  1.93it/s, iou=0.8152, loss=-0.8045, lr=1.96e-04]
Epoch 17/120:  41%|████      | 7/17 [00:04<00:05,  1.93it/s, iou=0.8191, loss=-0.7913, lr=1.96e-04]
Epoch 17/120:  47%|████▋     | 8/17 [00:04<00:04,  1.93it/s, iou=0.8191, loss=-0.7913, lr=1.96e-04]
Epoch 17/120:  47%|████▋     | 8/17 [00:04<00:04,  1.93it/s, iou=0.8207, loss=-0.7117, lr=1.96e-04]
Epoch 17/120:  53%|█████▎    | 9/17 [00:04<00:04,  1.93it/s, iou=0.8207, loss=-0.7117, lr=1.96e-04]
Epoch 17/120:  53%|█████▎    | 9/17 [00:05<00:04,  1.93it/s, iou=0.8202, loss=-0.7645, lr=1.96e-04]
Epoch 17/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.94it/s, iou=0.8202, loss=-0.7645, lr=1.96e-04]
Epoch 17/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.94it/s, iou=0.8227, loss=-0.8091, lr=1.96e-04]
Epoch 17/120:  65%|██████▍   | 11/17 [00:05<00:03,  1.93it/s, iou=0.8227, loss=-0.8091, lr=1.96e-04]
Epoch 17/120:  65%|██████▍   | 11/17 [00:06<00:03,  1.93it/s, iou=0.8210, loss=-0.7838, lr=1.96e-04]
Epoch 17/120:  71%|███████   | 12/17 [00:06<00:02,  1.94it/s, iou=0.8210, loss=-0.7838, lr=1.96e-04]
Epoch 17/120:  71%|███████   | 12/17 [00:06<00:02,  1.94it/s, iou=0.8209, loss=-0.7057, lr=1.96e-04]
Epoch 17/120:  76%|███████▋  | 13/17 [00:06<00:02,  1.94it/s, iou=0.8209, loss=-0.7057, lr=1.96e-04]
Epoch 17/120:  76%|███████▋  | 13/17 [00:07<00:02,  1.94it/s, iou=0.8228, loss=-0.6418, lr=1.96e-04]
Epoch 17/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.94it/s, iou=0.8228, loss=-0.6418, lr=1.96e-04]
Epoch 17/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.94it/s, iou=0.8199, loss=-0.7425, lr=1.96e-04]
Epoch 17/120:  88%|████████▊ | 15/17 [00:07<00:01,  1.94it/s, iou=0.8199, loss=-0.7425, lr=1.96e-04]
Epoch 17/120:  88%|████████▊ | 15/17 [00:08<00:01,  1.94it/s, iou=0.8206, loss=-0.7703, lr=1.96e-04]
Epoch 17/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.94it/s, iou=0.8206, loss=-0.7703, lr=1.96e-04]
Epoch 17/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.94it/s, iou=0.8199, loss=-0.4158, lr=1.96e-04]
Epoch 17/120: 100%|██████████| 17/17 [00:08<00:00,  2.52it/s, iou=0.8199, loss=-0.4158, lr=1.96e-04]
                                                                                                    
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 17/120: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating:  33%|███▎      | 1/3 [00:00<00:00,  3.33it/s]
Validating:  67%|██████▋   | 2/3 [00:00<00:00,  3.60it/s]
                                                         
[Strategy3 MC Cache] ram_hits=0 disk_hits=0 misses=0 writes=0
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 17/120: train_loss=-0.7385, train_iou=0.8199, train_entropy=0.0000, val_loss=-0.6481, val_iou=0.6974, val_dice=0.7854, val_iou_gain=0.0002, val_biou_gain=0.0131, head_lr=1.949389e-04, encoder_lr=1.949389e-04, val_refine_score=0.5478, es_monitor=val_refine_score, es_value=0.5478, es_wait=0/30, es_active=False, s3_frozen=True

Epoch 18/120:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 18/120:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.8331, loss=-0.7208, lr=1.95e-04]
Epoch 18/120:   6%|▌         | 1/17 [00:00<00:09,  1.77it/s, iou=0.8331, loss=-0.7208, lr=1.95e-04]
Epoch 18/120:   6%|▌         | 1/17 [00:01<00:09,  1.77it/s, iou=0.8337, loss=-0.6266, lr=1.95e-04]
Epoch 18/120:  12%|█▏        | 2/17 [00:01<00:08,  1.87it/s, iou=0.8337, loss=-0.6266, lr=1.95e-04]
Epoch 18/120:  12%|█▏        | 2/17 [00:01<00:08,  1.87it/s, iou=0.8331, loss=-0.6460, lr=1.95e-04]
Epoch 18/120:  18%|█▊        | 3/17 [00:01<00:07,  1.90it/s, iou=0.8331, loss=-0.6460, lr=1.95e-04]
Epoch 18/120:  18%|█▊        | 3/17 [00:02<00:07,  1.90it/s, iou=0.8317, loss=-0.8292, lr=1.95e-04]
Epoch 18/120:  24%|██▎       | 4/17 [00:02<00:06,  1.91it/s, iou=0.8317, loss=-0.8292, lr=1.95e-04]
Epoch 18/120:  24%|██▎       | 4/17 [00:02<00:06,  1.91it/s, iou=0.8346, loss=-0.8460, lr=1.95e-04]
Epoch 18/120:  29%|██▉       | 5/17 [00:02<00:06,  1.92it/s, iou=0.8346, loss=-0.8460, lr=1.95e-04]
Epoch 18/120:  29%|██▉       | 5/17 [00:03<00:06,  1.92it/s, iou=0.8363, loss=-0.7387, lr=1.95e-04]
Epoch 18/120:  35%|███▌      | 6/17 [00:03<00:05,  1.92it/s, iou=0.8363, loss=-0.7387, lr=1.95e-04]
Epoch 18/120:  35%|███▌      | 6/17 [00:03<00:05,  1.92it/s, iou=0.8361, loss=-0.7285, lr=1.95e-04]
Epoch 18/120:  41%|████      | 7/17 [00:03<00:05,  1.93it/s, iou=0.8361, loss=-0.7285, lr=1.95e-04]
Epoch 18/120:  41%|████      | 7/17 [00:04<00:05,  1.93it/s, iou=0.8284, loss=-0.7718, lr=1.95e-04]
Epoch 18/120:  47%|████▋     | 8/17 [00:04<00:04,  1.93it/s, iou=0.8284, loss=-0.7718, lr=1.95e-04]
Epoch 18/120:  47%|████▋     | 8/17 [00:04<00:04,  1.93it/s, iou=0.8275, loss=-0.7879, lr=1.95e-04]
Epoch 18/120:  53%|█████▎    | 9/17 [00:04<00:04,  1.93it/s, iou=0.8275, loss=-0.7879, lr=1.95e-04]
Epoch 18/120:  53%|█████▎    | 9/17 [00:05<00:04,  1.93it/s, iou=0.8260, loss=-0.8015, lr=1.95e-04]
Epoch 18/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.93it/s, iou=0.8260, loss=-0.8015, lr=1.95e-04]
Epoch 18/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.93it/s, iou=0.8280, loss=-0.8795, lr=1.95e-04]
Epoch 18/120:  65%|██████▍   | 11/17 [00:05<00:03,  1.94it/s, iou=0.8280, loss=-0.8795, lr=1.95e-04]
Epoch 18/120:  65%|██████▍   | 11/17 [00:06<00:03,  1.94it/s, iou=0.8290, loss=-0.7443, lr=1.95e-04]
Epoch 18/120:  71%|███████   | 12/17 [00:06<00:02,  1.93it/s, iou=0.8290, loss=-0.7443, lr=1.95e-04]
Epoch 18/120:  71%|███████   | 12/17 [00:06<00:02,  1.93it/s, iou=0.8263, loss=-0.7177, lr=1.95e-04]
Epoch 18/120:  76%|███████▋  | 13/17 [00:06<00:02,  1.92it/s, iou=0.8263, loss=-0.7177, lr=1.95e-04]
Epoch 18/120:  76%|███████▋  | 13/17 [00:07<00:02,  1.92it/s, iou=0.8220, loss=-0.6506, lr=1.95e-04]
Epoch 18/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.93it/s, iou=0.8220, loss=-0.6506, lr=1.95e-04]
Epoch 18/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.93it/s, iou=0.8221, loss=-0.7219, lr=1.95e-04]
Epoch 18/120:  88%|████████▊ | 15/17 [00:07<00:01,  1.93it/s, iou=0.8221, loss=-0.7219, lr=1.95e-04]
Epoch 18/120:  88%|████████▊ | 15/17 [00:08<00:01,  1.93it/s, iou=0.8185, loss=-0.7410, lr=1.95e-04]
Epoch 18/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.93it/s, iou=0.8185, loss=-0.7410, lr=1.95e-04]
Epoch 18/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.93it/s, iou=0.8190, loss=-0.9528, lr=1.95e-04]
Epoch 18/120: 100%|██████████| 17/17 [00:08<00:00,  2.50it/s, iou=0.8190, loss=-0.9528, lr=1.95e-04]
                                                                                                    
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 18/120: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating:  33%|███▎      | 1/3 [00:00<00:00,  3.38it/s]
Validating:  67%|██████▋   | 2/3 [00:00<00:00,  3.60it/s]
                                                         
[Strategy3 MC Cache] ram_hits=0 disk_hits=0 misses=0 writes=0
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 18/120: train_loss=-0.7591, train_iou=0.8190, train_entropy=0.0000, val_loss=-0.6647, val_iou=0.6967, val_dice=0.7830, val_iou_gain=-0.0005, val_biou_gain=0.0164, head_lr=1.937586e-04, encoder_lr=1.937586e-04, val_refine_score=0.5491, es_monitor=val_refine_score, es_value=0.5491, es_wait=0/30, es_active=False, s3_frozen=True

Epoch 19/120:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 19/120:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.7917, loss=-0.6589, lr=1.94e-04]
Epoch 19/120:   6%|▌         | 1/17 [00:00<00:09,  1.63it/s, iou=0.7917, loss=-0.6589, lr=1.94e-04]
Epoch 19/120:   6%|▌         | 1/17 [00:01<00:09,  1.63it/s, iou=0.8058, loss=-0.8076, lr=1.94e-04]
Epoch 19/120:  12%|█▏        | 2/17 [00:01<00:08,  1.79it/s, iou=0.8058, loss=-0.8076, lr=1.94e-04]
Epoch 19/120:  12%|█▏        | 2/17 [00:01<00:08,  1.79it/s, iou=0.8066, loss=-0.7405, lr=1.94e-04]
Epoch 19/120:  18%|█▊        | 3/17 [00:01<00:07,  1.86it/s, iou=0.8066, loss=-0.7405, lr=1.94e-04]
Epoch 19/120:  18%|█▊        | 3/17 [00:02<00:07,  1.86it/s, iou=0.8086, loss=-0.9189, lr=1.94e-04]
Epoch 19/120:  24%|██▎       | 4/17 [00:02<00:06,  1.89it/s, iou=0.8086, loss=-0.9189, lr=1.94e-04]
Epoch 19/120:  24%|██▎       | 4/17 [00:02<00:06,  1.89it/s, iou=0.8118, loss=-0.8372, lr=1.94e-04]
Epoch 19/120:  29%|██▉       | 5/17 [00:02<00:06,  1.90it/s, iou=0.8118, loss=-0.8372, lr=1.94e-04]
Epoch 19/120:  29%|██▉       | 5/17 [00:03<00:06,  1.90it/s, iou=0.8157, loss=-0.7397, lr=1.94e-04]
Epoch 19/120:  35%|███▌      | 6/17 [00:03<00:05,  1.91it/s, iou=0.8157, loss=-0.7397, lr=1.94e-04]
Epoch 19/120:  35%|███▌      | 6/17 [00:03<00:05,  1.91it/s, iou=0.8173, loss=-0.8236, lr=1.94e-04]
Epoch 19/120:  41%|████      | 7/17 [00:03<00:05,  1.92it/s, iou=0.8173, loss=-0.8236, lr=1.94e-04]
Epoch 19/120:  41%|████      | 7/17 [00:04<00:05,  1.92it/s, iou=0.8138, loss=-0.7679, lr=1.94e-04]
Epoch 19/120:  47%|████▋     | 8/17 [00:04<00:04,  1.92it/s, iou=0.8138, loss=-0.7679, lr=1.94e-04]
Epoch 19/120:  47%|████▋     | 8/17 [00:04<00:04,  1.92it/s, iou=0.8151, loss=-0.7352, lr=1.94e-04]
Epoch 19/120:  53%|█████▎    | 9/17 [00:04<00:04,  1.91it/s, iou=0.8151, loss=-0.7352, lr=1.94e-04]
Epoch 19/120:  53%|█████▎    | 9/17 [00:05<00:04,  1.91it/s, iou=0.8176, loss=-0.7433, lr=1.94e-04]
Epoch 19/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.92it/s, iou=0.8176, loss=-0.7433, lr=1.94e-04]
Epoch 19/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.92it/s, iou=0.8162, loss=-0.7035, lr=1.94e-04]
Epoch 19/120:  65%|██████▍   | 11/17 [00:05<00:03,  1.92it/s, iou=0.8162, loss=-0.7035, lr=1.94e-04]
Epoch 19/120:  65%|██████▍   | 11/17 [00:06<00:03,  1.92it/s, iou=0.8136, loss=-0.6612, lr=1.94e-04]
Epoch 19/120:  71%|███████   | 12/17 [00:06<00:02,  1.92it/s, iou=0.8136, loss=-0.6612, lr=1.94e-04]
Epoch 19/120:  71%|███████   | 12/17 [00:06<00:02,  1.92it/s, iou=0.8154, loss=-0.8201, lr=1.94e-04]
Epoch 19/120:  76%|███████▋  | 13/17 [00:06<00:02,  1.92it/s, iou=0.8154, loss=-0.8201, lr=1.94e-04]
Epoch 19/120:  76%|███████▋  | 13/17 [00:07<00:02,  1.92it/s, iou=0.8190, loss=-0.7242, lr=1.94e-04]
Epoch 19/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.93it/s, iou=0.8190, loss=-0.7242, lr=1.94e-04]
Epoch 19/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.93it/s, iou=0.8229, loss=-0.7062, lr=1.94e-04]
Epoch 19/120:  88%|████████▊ | 15/17 [00:07<00:01,  1.93it/s, iou=0.8229, loss=-0.7062, lr=1.94e-04]
Epoch 19/120:  88%|████████▊ | 15/17 [00:08<00:01,  1.93it/s, iou=0.8212, loss=-0.8248, lr=1.94e-04]
Epoch 19/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.93it/s, iou=0.8212, loss=-0.8248, lr=1.94e-04]
Epoch 19/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.93it/s, iou=0.8215, loss=-0.9234, lr=1.94e-04]
Epoch 19/120: 100%|██████████| 17/17 [00:08<00:00,  2.49it/s, iou=0.8215, loss=-0.9234, lr=1.94e-04]
                                                                                                    
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 19/120: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating:  33%|███▎      | 1/3 [00:00<00:00,  3.30it/s]
Validating:  67%|██████▋   | 2/3 [00:00<00:00,  3.53it/s]
                                                         
[Strategy3 MC Cache] ram_hits=0 disk_hits=0 misses=0 writes=0
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 19/120: train_loss=-0.7727, train_iou=0.8215, train_entropy=0.0000, val_loss=-0.6590, val_iou=0.6987, val_dice=0.7858, val_iou_gain=0.0014, val_biou_gain=0.0177, head_lr=1.925161e-04, encoder_lr=1.925161e-04, val_refine_score=0.5507, es_monitor=val_refine_score, es_value=0.5507, es_wait=0/30, es_active=False, s3_frozen=True

Epoch 20/120:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 20/120:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.8043, loss=-0.7126, lr=1.93e-04]
Epoch 20/120:   6%|▌         | 1/17 [00:00<00:09,  1.62it/s, iou=0.8043, loss=-0.7126, lr=1.93e-04]
Epoch 20/120:   6%|▌         | 1/17 [00:01<00:09,  1.62it/s, iou=0.8223, loss=-0.8345, lr=1.93e-04]
Epoch 20/120:  12%|█▏        | 2/17 [00:01<00:08,  1.79it/s, iou=0.8223, loss=-0.8345, lr=1.93e-04]
Epoch 20/120:  12%|█▏        | 2/17 [00:01<00:08,  1.79it/s, iou=0.8251, loss=-0.7105, lr=1.93e-04]
Epoch 20/120:  18%|█▊        | 3/17 [00:01<00:07,  1.85it/s, iou=0.8251, loss=-0.7105, lr=1.93e-04]
Epoch 20/120:  18%|█▊        | 3/17 [00:02<00:07,  1.85it/s, iou=0.8247, loss=-0.8112, lr=1.93e-04]
Epoch 20/120:  24%|██▎       | 4/17 [00:02<00:06,  1.89it/s, iou=0.8247, loss=-0.8112, lr=1.93e-04]
Epoch 20/120:  24%|██▎       | 4/17 [00:02<00:06,  1.89it/s, iou=0.8268, loss=-0.7644, lr=1.93e-04]
Epoch 20/120:  29%|██▉       | 5/17 [00:02<00:06,  1.90it/s, iou=0.8268, loss=-0.7644, lr=1.93e-04]
Epoch 20/120:  29%|██▉       | 5/17 [00:03<00:06,  1.90it/s, iou=0.8315, loss=-0.7288, lr=1.93e-04]
Epoch 20/120:  35%|███▌      | 6/17 [00:03<00:05,  1.92it/s, iou=0.8315, loss=-0.7288, lr=1.93e-04]
Epoch 20/120:  35%|███▌      | 6/17 [00:03<00:05,  1.92it/s, iou=0.8316, loss=-0.8786, lr=1.93e-04]
Epoch 20/120:  41%|████      | 7/17 [00:03<00:05,  1.92it/s, iou=0.8316, loss=-0.8786, lr=1.93e-04]
Epoch 20/120:  41%|████      | 7/17 [00:04<00:05,  1.92it/s, iou=0.8333, loss=-0.8324, lr=1.93e-04]
Epoch 20/120:  47%|████▋     | 8/17 [00:04<00:04,  1.93it/s, iou=0.8333, loss=-0.8324, lr=1.93e-04]
Epoch 20/120:  47%|████▋     | 8/17 [00:04<00:04,  1.93it/s, iou=0.8298, loss=-0.7312, lr=1.93e-04]
Epoch 20/120:  53%|█████▎    | 9/17 [00:04<00:04,  1.92it/s, iou=0.8298, loss=-0.7312, lr=1.93e-04]
Epoch 20/120:  53%|█████▎    | 9/17 [00:05<00:04,  1.92it/s, iou=0.8275, loss=-0.6595, lr=1.93e-04]
Epoch 20/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.93it/s, iou=0.8275, loss=-0.6595, lr=1.93e-04]
Epoch 20/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.93it/s, iou=0.8241, loss=-0.6889, lr=1.93e-04]
Epoch 20/120:  65%|██████▍   | 11/17 [00:05<00:03,  1.93it/s, iou=0.8241, loss=-0.6889, lr=1.93e-04]
Epoch 20/120:  65%|██████▍   | 11/17 [00:06<00:03,  1.93it/s, iou=0.8230, loss=-0.7131, lr=1.93e-04]
Epoch 20/120:  71%|███████   | 12/17 [00:06<00:02,  1.93it/s, iou=0.8230, loss=-0.7131, lr=1.93e-04]
Epoch 20/120:  71%|███████   | 12/17 [00:06<00:02,  1.93it/s, iou=0.8235, loss=-0.7229, lr=1.93e-04]
Epoch 20/120:  76%|███████▋  | 13/17 [00:06<00:02,  1.93it/s, iou=0.8235, loss=-0.7229, lr=1.93e-04]
Epoch 20/120:  76%|███████▋  | 13/17 [00:07<00:02,  1.93it/s, iou=0.8221, loss=-0.7778, lr=1.93e-04]
Epoch 20/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.93it/s, iou=0.8221, loss=-0.7778, lr=1.93e-04]
Epoch 20/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.93it/s, iou=0.8200, loss=-0.6580, lr=1.93e-04]
Epoch 20/120:  88%|████████▊ | 15/17 [00:07<00:01,  1.94it/s, iou=0.8200, loss=-0.6580, lr=1.93e-04]
Epoch 20/120:  88%|████████▊ | 15/17 [00:08<00:01,  1.94it/s, iou=0.8224, loss=-0.9079, lr=1.93e-04]
Epoch 20/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.94it/s, iou=0.8224, loss=-0.9079, lr=1.93e-04]
Epoch 20/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.94it/s, iou=0.8227, loss=-0.6131, lr=1.93e-04]
Epoch 20/120: 100%|██████████| 17/17 [00:08<00:00,  2.51it/s, iou=0.8227, loss=-0.6131, lr=1.93e-04]
                                                                                                    
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 20/120: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating:  33%|███▎      | 1/3 [00:00<00:00,  3.34it/s]
Validating:  67%|██████▋   | 2/3 [00:00<00:00,  3.52it/s]
                                                         
[Strategy3 MC Cache] ram_hits=0 disk_hits=0 misses=0 writes=0
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 20/120: train_loss=-0.7497, train_iou=0.8227, train_entropy=0.0000, val_loss=-0.5086, val_iou=0.6900, val_dice=0.7820, val_iou_gain=-0.0073, val_biou_gain=-0.0006, head_lr=1.912121e-04, encoder_lr=1.912121e-04, val_refine_score=0.5507, es_monitor=val_refine_score, es_value=0.5372, es_wait=0/30, es_active=False, s3_frozen=True

Epoch 21/120:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 21/120:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.7989, loss=-0.5753, lr=1.91e-04]
Epoch 21/120:   6%|▌         | 1/17 [00:00<00:09,  1.68it/s, iou=0.7989, loss=-0.5753, lr=1.91e-04]
Epoch 21/120:   6%|▌         | 1/17 [00:01<00:09,  1.68it/s, iou=0.7930, loss=-0.6477, lr=1.91e-04]
Epoch 21/120:  12%|█▏        | 2/17 [00:01<00:08,  1.82it/s, iou=0.7930, loss=-0.6477, lr=1.91e-04]
Epoch 21/120:  12%|█▏        | 2/17 [00:01<00:08,  1.82it/s, iou=0.8142, loss=-0.8428, lr=1.91e-04]
Epoch 21/120:  18%|█▊        | 3/17 [00:01<00:07,  1.87it/s, iou=0.8142, loss=-0.8428, lr=1.91e-04]
Epoch 21/120:  18%|█▊        | 3/17 [00:02<00:07,  1.87it/s, iou=0.8242, loss=-0.7944, lr=1.91e-04]
Epoch 21/120:  24%|██▎       | 4/17 [00:02<00:06,  1.90it/s, iou=0.8242, loss=-0.7944, lr=1.91e-04]
Epoch 21/120:  24%|██▎       | 4/17 [00:02<00:06,  1.90it/s, iou=0.8300, loss=-0.8292, lr=1.91e-04]
Epoch 21/120:  29%|██▉       | 5/17 [00:02<00:06,  1.91it/s, iou=0.8300, loss=-0.8292, lr=1.91e-04]
Epoch 21/120:  29%|██▉       | 5/17 [00:03<00:06,  1.91it/s, iou=0.8258, loss=-0.8106, lr=1.91e-04]
Epoch 21/120:  35%|███▌      | 6/17 [00:03<00:05,  1.92it/s, iou=0.8258, loss=-0.8106, lr=1.91e-04]
Epoch 21/120:  35%|███▌      | 6/17 [00:03<00:05,  1.92it/s, iou=0.8251, loss=-0.7935, lr=1.91e-04]
Epoch 21/120:  41%|████      | 7/17 [00:03<00:05,  1.92it/s, iou=0.8251, loss=-0.7935, lr=1.91e-04]
Epoch 21/120:  41%|████      | 7/17 [00:04<00:05,  1.92it/s, iou=0.8224, loss=-0.8219, lr=1.91e-04]
Epoch 21/120:  47%|████▋     | 8/17 [00:04<00:04,  1.93it/s, iou=0.8224, loss=-0.8219, lr=1.91e-04]
Epoch 21/120:  47%|████▋     | 8/17 [00:04<00:04,  1.93it/s, iou=0.8238, loss=-0.7997, lr=1.91e-04]
Epoch 21/120:  53%|█████▎    | 9/17 [00:04<00:04,  1.93it/s, iou=0.8238, loss=-0.7997, lr=1.91e-04]
Epoch 21/120:  53%|█████▎    | 9/17 [00:05<00:04,  1.93it/s, iou=0.8189, loss=-0.8220, lr=1.91e-04]
Epoch 21/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.93it/s, iou=0.8189, loss=-0.8220, lr=1.91e-04]
Epoch 21/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.93it/s, iou=0.8208, loss=-0.7966, lr=1.91e-04]
Epoch 21/120:  65%|██████▍   | 11/17 [00:05<00:03,  1.94it/s, iou=0.8208, loss=-0.7966, lr=1.91e-04]
Epoch 21/120:  65%|██████▍   | 11/17 [00:06<00:03,  1.94it/s, iou=0.8239, loss=-0.8017, lr=1.91e-04]
Epoch 21/120:  71%|███████   | 12/17 [00:06<00:02,  1.94it/s, iou=0.8239, loss=-0.8017, lr=1.91e-04]
Epoch 21/120:  71%|███████   | 12/17 [00:06<00:02,  1.94it/s, iou=0.8191, loss=-0.5964, lr=1.91e-04]
Epoch 21/120:  76%|███████▋  | 13/17 [00:06<00:02,  1.94it/s, iou=0.8191, loss=-0.5964, lr=1.91e-04]
Epoch 21/120:  76%|███████▋  | 13/17 [00:07<00:02,  1.94it/s, iou=0.8206, loss=-0.7115, lr=1.91e-04]
Epoch 21/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.94it/s, iou=0.8206, loss=-0.7115, lr=1.91e-04]
Epoch 21/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.94it/s, iou=0.8212, loss=-0.7299, lr=1.91e-04]
Epoch 21/120:  88%|████████▊ | 15/17 [00:07<00:01,  1.94it/s, iou=0.8212, loss=-0.7299, lr=1.91e-04]
Epoch 21/120:  88%|████████▊ | 15/17 [00:08<00:01,  1.94it/s, iou=0.8216, loss=-0.6701, lr=1.91e-04]
Epoch 21/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.93it/s, iou=0.8216, loss=-0.6701, lr=1.91e-04]
Epoch 21/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.93it/s, iou=0.8211, loss=-1.0245, lr=1.91e-04]
Epoch 21/120: 100%|██████████| 17/17 [00:08<00:00,  2.50it/s, iou=0.8211, loss=-1.0245, lr=1.91e-04]
                                                                                                    
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 21/120: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating:  33%|███▎      | 1/3 [00:00<00:00,  3.38it/s]
Validating:  67%|██████▋   | 2/3 [00:00<00:00,  3.62it/s]
                                                         
[Strategy3 MC Cache] ram_hits=0 disk_hits=0 misses=0 writes=0
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 21/120: train_loss=-0.7687, train_iou=0.8211, train_entropy=0.0000, val_loss=-0.5546, val_iou=0.6990, val_dice=0.7883, val_iou_gain=0.0017, val_biou_gain=0.0084, head_lr=1.898477e-04, encoder_lr=1.898477e-04, val_refine_score=0.5507, es_monitor=val_refine_score, es_value=0.5462, es_wait=0/30, es_active=False, s3_frozen=True

Epoch 22/120:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 22/120:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.8299, loss=-0.8399, lr=1.90e-04]
Epoch 22/120:   6%|▌         | 1/17 [00:00<00:09,  1.65it/s, iou=0.8299, loss=-0.8399, lr=1.90e-04]
Epoch 22/120:   6%|▌         | 1/17 [00:01<00:09,  1.65it/s, iou=0.8104, loss=-0.7614, lr=1.90e-04]
Epoch 22/120:  12%|█▏        | 2/17 [00:01<00:08,  1.81it/s, iou=0.8104, loss=-0.7614, lr=1.90e-04]
Epoch 22/120:  12%|█▏        | 2/17 [00:01<00:08,  1.81it/s, iou=0.8168, loss=-0.8533, lr=1.90e-04]
Epoch 22/120:  18%|█▊        | 3/17 [00:01<00:07,  1.87it/s, iou=0.8168, loss=-0.8533, lr=1.90e-04]
Epoch 22/120:  18%|█▊        | 3/17 [00:02<00:07,  1.87it/s, iou=0.8193, loss=-0.7160, lr=1.90e-04]
Epoch 22/120:  24%|██▎       | 4/17 [00:02<00:06,  1.89it/s, iou=0.8193, loss=-0.7160, lr=1.90e-04]
Epoch 22/120:  24%|██▎       | 4/17 [00:02<00:06,  1.89it/s, iou=0.8243, loss=-0.7697, lr=1.90e-04]
Epoch 22/120:  29%|██▉       | 5/17 [00:02<00:06,  1.90it/s, iou=0.8243, loss=-0.7697, lr=1.90e-04]
Epoch 22/120:  29%|██▉       | 5/17 [00:03<00:06,  1.90it/s, iou=0.8298, loss=-0.7636, lr=1.90e-04]
Epoch 22/120:  35%|███▌      | 6/17 [00:03<00:05,  1.91it/s, iou=0.8298, loss=-0.7636, lr=1.90e-04]
Epoch 22/120:  35%|███▌      | 6/17 [00:03<00:05,  1.91it/s, iou=0.8267, loss=-0.6971, lr=1.90e-04]
Epoch 22/120:  41%|████      | 7/17 [00:03<00:05,  1.92it/s, iou=0.8267, loss=-0.6971, lr=1.90e-04]
Epoch 22/120:  41%|████      | 7/17 [00:04<00:05,  1.92it/s, iou=0.8332, loss=-0.7306, lr=1.90e-04]
Epoch 22/120:  47%|████▋     | 8/17 [00:04<00:04,  1.92it/s, iou=0.8332, loss=-0.7306, lr=1.90e-04]
Epoch 22/120:  47%|████▋     | 8/17 [00:04<00:04,  1.92it/s, iou=0.8324, loss=-0.8829, lr=1.90e-04]
Epoch 22/120:  53%|█████▎    | 9/17 [00:04<00:04,  1.93it/s, iou=0.8324, loss=-0.8829, lr=1.90e-04]
Epoch 22/120:  53%|█████▎    | 9/17 [00:05<00:04,  1.93it/s, iou=0.8315, loss=-0.7316, lr=1.90e-04]
Epoch 22/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.93it/s, iou=0.8315, loss=-0.7316, lr=1.90e-04]
Epoch 22/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.93it/s, iou=0.8289, loss=-0.7460, lr=1.90e-04]
Epoch 22/120:  65%|██████▍   | 11/17 [00:05<00:03,  1.93it/s, iou=0.8289, loss=-0.7460, lr=1.90e-04]
Epoch 22/120:  65%|██████▍   | 11/17 [00:06<00:03,  1.93it/s, iou=0.8306, loss=-0.8453, lr=1.90e-04]
Epoch 22/120:  71%|███████   | 12/17 [00:06<00:02,  1.93it/s, iou=0.8306, loss=-0.8453, lr=1.90e-04]
Epoch 22/120:  71%|███████   | 12/17 [00:06<00:02,  1.93it/s, iou=0.8247, loss=-0.6885, lr=1.90e-04]
Epoch 22/120:  76%|███████▋  | 13/17 [00:06<00:02,  1.94it/s, iou=0.8247, loss=-0.6885, lr=1.90e-04]
Epoch 22/120:  76%|███████▋  | 13/17 [00:07<00:02,  1.94it/s, iou=0.8280, loss=-0.8208, lr=1.90e-04]
Epoch 22/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.94it/s, iou=0.8280, loss=-0.8208, lr=1.90e-04]
Epoch 22/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.94it/s, iou=0.8247, loss=-0.7702, lr=1.90e-04]
Epoch 22/120:  88%|████████▊ | 15/17 [00:07<00:01,  1.93it/s, iou=0.8247, loss=-0.7702, lr=1.90e-04]
Epoch 22/120:  88%|████████▊ | 15/17 [00:08<00:01,  1.93it/s, iou=0.8227, loss=-0.7207, lr=1.90e-04]
Epoch 22/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.93it/s, iou=0.8227, loss=-0.7207, lr=1.90e-04]
Epoch 22/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.93it/s, iou=0.8223, loss=-0.7652, lr=1.90e-04]
Epoch 22/120: 100%|██████████| 17/17 [00:08<00:00,  2.51it/s, iou=0.8223, loss=-0.7652, lr=1.90e-04]
                                                                                                    
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 22/120: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating:  33%|███▎      | 1/3 [00:00<00:00,  3.34it/s]
Validating:  67%|██████▋   | 2/3 [00:00<00:00,  3.60it/s]
                                                         
[Strategy3 MC Cache] ram_hits=0 disk_hits=0 misses=0 writes=0
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 22/120: train_loss=-0.7708, train_iou=0.8223, train_entropy=0.0000, val_loss=-0.6042, val_iou=0.6986, val_dice=0.7868, val_iou_gain=0.0013, val_biou_gain=0.0114, head_lr=1.884237e-04, encoder_lr=1.884237e-04, val_refine_score=0.5507, es_monitor=val_refine_score, es_value=0.5475, es_wait=0/30, es_active=False, s3_frozen=True

Epoch 23/120:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 23/120:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.8032, loss=-0.6418, lr=1.88e-04]
Epoch 23/120:   6%|▌         | 1/17 [00:00<00:09,  1.65it/s, iou=0.8032, loss=-0.6418, lr=1.88e-04]
Epoch 23/120:   6%|▌         | 1/17 [00:01<00:09,  1.65it/s, iou=0.8187, loss=-0.7661, lr=1.88e-04]
Epoch 23/120:  12%|█▏        | 2/17 [00:01<00:08,  1.81it/s, iou=0.8187, loss=-0.7661, lr=1.88e-04]
Epoch 23/120:  12%|█▏        | 2/17 [00:01<00:08,  1.81it/s, iou=0.8329, loss=-0.7632, lr=1.88e-04]
Epoch 23/120:  18%|█▊        | 3/17 [00:01<00:07,  1.86it/s, iou=0.8329, loss=-0.7632, lr=1.88e-04]
Epoch 23/120:  18%|█▊        | 3/17 [00:02<00:07,  1.86it/s, iou=0.8340, loss=-0.7698, lr=1.88e-04]
Epoch 23/120:  24%|██▎       | 4/17 [00:02<00:06,  1.88it/s, iou=0.8340, loss=-0.7698, lr=1.88e-04]
Epoch 23/120:  24%|██▎       | 4/17 [00:02<00:06,  1.88it/s, iou=0.8339, loss=-0.7450, lr=1.88e-04]
Epoch 23/120:  29%|██▉       | 5/17 [00:02<00:06,  1.90it/s, iou=0.8339, loss=-0.7450, lr=1.88e-04]
Epoch 23/120:  29%|██▉       | 5/17 [00:03<00:06,  1.90it/s, iou=0.8321, loss=-0.6890, lr=1.88e-04]
Epoch 23/120:  35%|███▌      | 6/17 [00:03<00:05,  1.92it/s, iou=0.8321, loss=-0.6890, lr=1.88e-04]
Epoch 23/120:  35%|███▌      | 6/17 [00:03<00:05,  1.92it/s, iou=0.8326, loss=-0.8004, lr=1.88e-04]
Epoch 23/120:  41%|████      | 7/17 [00:03<00:05,  1.93it/s, iou=0.8326, loss=-0.8004, lr=1.88e-04]
Epoch 23/120:  41%|████      | 7/17 [00:04<00:05,  1.93it/s, iou=0.8314, loss=-0.7839, lr=1.88e-04]
Epoch 23/120:  47%|████▋     | 8/17 [00:04<00:04,  1.93it/s, iou=0.8314, loss=-0.7839, lr=1.88e-04]
Epoch 23/120:  47%|████▋     | 8/17 [00:04<00:04,  1.93it/s, iou=0.8281, loss=-0.6747, lr=1.88e-04]
Epoch 23/120:  53%|█████▎    | 9/17 [00:04<00:04,  1.93it/s, iou=0.8281, loss=-0.6747, lr=1.88e-04]
Epoch 23/120:  53%|█████▎    | 9/17 [00:05<00:04,  1.93it/s, iou=0.8213, loss=-0.6535, lr=1.88e-04]
Epoch 23/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.92it/s, iou=0.8213, loss=-0.6535, lr=1.88e-04]
Epoch 23/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.92it/s, iou=0.8139, loss=-0.7826, lr=1.88e-04]
Epoch 23/120:  65%|██████▍   | 11/17 [00:05<00:03,  1.93it/s, iou=0.8139, loss=-0.7826, lr=1.88e-04]
Epoch 23/120:  65%|██████▍   | 11/17 [00:06<00:03,  1.93it/s, iou=0.8148, loss=-0.7550, lr=1.88e-04]
Epoch 23/120:  71%|███████   | 12/17 [00:06<00:02,  1.93it/s, iou=0.8148, loss=-0.7550, lr=1.88e-04]
Epoch 23/120:  71%|███████   | 12/17 [00:06<00:02,  1.93it/s, iou=0.8136, loss=-0.7987, lr=1.88e-04]
Epoch 23/120:  76%|███████▋  | 13/17 [00:06<00:02,  1.93it/s, iou=0.8136, loss=-0.7987, lr=1.88e-04]
Epoch 23/120:  76%|███████▋  | 13/17 [00:07<00:02,  1.93it/s, iou=0.8127, loss=-0.6468, lr=1.88e-04]
Epoch 23/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.93it/s, iou=0.8127, loss=-0.6468, lr=1.88e-04]
Epoch 23/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.93it/s, iou=0.8141, loss=-0.8091, lr=1.88e-04]
Epoch 23/120:  88%|████████▊ | 15/17 [00:07<00:01,  1.93it/s, iou=0.8141, loss=-0.8091, lr=1.88e-04]
Epoch 23/120:  88%|████████▊ | 15/17 [00:08<00:01,  1.93it/s, iou=0.8145, loss=-0.8280, lr=1.88e-04]
Epoch 23/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.93it/s, iou=0.8145, loss=-0.8280, lr=1.88e-04]
Epoch 23/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.93it/s, iou=0.8153, loss=-0.7631, lr=1.88e-04]
Epoch 23/120: 100%|██████████| 17/17 [00:08<00:00,  2.49it/s, iou=0.8153, loss=-0.7631, lr=1.88e-04]
                                                                                                    
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 23/120: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating:  33%|███▎      | 1/3 [00:00<00:00,  3.37it/s]
Validating:  67%|██████▋   | 2/3 [00:00<00:00,  3.62it/s]
                                                         
[Strategy3 MC Cache] ram_hits=0 disk_hits=0 misses=0 writes=0
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 23/120: train_loss=-0.7453, train_iou=0.8153, train_entropy=0.0000, val_loss=-0.6277, val_iou=0.6968, val_dice=0.7835, val_iou_gain=-0.0004, val_biou_gain=0.0137, head_lr=1.869412e-04, encoder_lr=1.869412e-04, val_refine_score=0.5507, es_monitor=val_refine_score, es_value=0.5478, es_wait=0/30, es_active=False, s3_frozen=True

Epoch 24/120:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 24/120:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.8268, loss=-0.8773, lr=1.87e-04]
Epoch 24/120:   6%|▌         | 1/17 [00:00<00:09,  1.64it/s, iou=0.8268, loss=-0.8773, lr=1.87e-04]
Epoch 24/120:   6%|▌         | 1/17 [00:01<00:09,  1.64it/s, iou=0.8195, loss=-0.7468, lr=1.87e-04]
Epoch 24/120:  12%|█▏        | 2/17 [00:01<00:08,  1.80it/s, iou=0.8195, loss=-0.7468, lr=1.87e-04]
Epoch 24/120:  12%|█▏        | 2/17 [00:01<00:08,  1.80it/s, iou=0.8275, loss=-0.9038, lr=1.87e-04]
Epoch 24/120:  18%|█▊        | 3/17 [00:01<00:07,  1.86it/s, iou=0.8275, loss=-0.9038, lr=1.87e-04]
Epoch 24/120:  18%|█▊        | 3/17 [00:02<00:07,  1.86it/s, iou=0.8276, loss=-0.7998, lr=1.87e-04]
Epoch 24/120:  24%|██▎       | 4/17 [00:02<00:06,  1.88it/s, iou=0.8276, loss=-0.7998, lr=1.87e-04]
Epoch 24/120:  24%|██▎       | 4/17 [00:02<00:06,  1.88it/s, iou=0.8183, loss=-0.7663, lr=1.87e-04]
Epoch 24/120:  29%|██▉       | 5/17 [00:02<00:06,  1.90it/s, iou=0.8183, loss=-0.7663, lr=1.87e-04]
Epoch 24/120:  29%|██▉       | 5/17 [00:03<00:06,  1.90it/s, iou=0.8214, loss=-0.7520, lr=1.87e-04]
Epoch 24/120:  35%|███▌      | 6/17 [00:03<00:05,  1.91it/s, iou=0.8214, loss=-0.7520, lr=1.87e-04]
Epoch 24/120:  35%|███▌      | 6/17 [00:03<00:05,  1.91it/s, iou=0.8267, loss=-0.7928, lr=1.87e-04]
Epoch 24/120:  41%|████      | 7/17 [00:03<00:05,  1.92it/s, iou=0.8267, loss=-0.7928, lr=1.87e-04]
Epoch 24/120:  41%|████      | 7/17 [00:04<00:05,  1.92it/s, iou=0.8207, loss=-0.7230, lr=1.87e-04]
Epoch 24/120:  47%|████▋     | 8/17 [00:04<00:04,  1.93it/s, iou=0.8207, loss=-0.7230, lr=1.87e-04]
Epoch 24/120:  47%|████▋     | 8/17 [00:04<00:04,  1.93it/s, iou=0.8218, loss=-0.7367, lr=1.87e-04]
Epoch 24/120:  53%|█████▎    | 9/17 [00:04<00:04,  1.93it/s, iou=0.8218, loss=-0.7367, lr=1.87e-04]
Epoch 24/120:  53%|█████▎    | 9/17 [00:05<00:04,  1.93it/s, iou=0.8216, loss=-0.7414, lr=1.87e-04]
Epoch 24/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.93it/s, iou=0.8216, loss=-0.7414, lr=1.87e-04]
Epoch 24/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.93it/s, iou=0.8242, loss=-0.7560, lr=1.87e-04]
Epoch 24/120:  65%|██████▍   | 11/17 [00:05<00:03,  1.93it/s, iou=0.8242, loss=-0.7560, lr=1.87e-04]
Epoch 24/120:  65%|██████▍   | 11/17 [00:06<00:03,  1.93it/s, iou=0.8223, loss=-0.7743, lr=1.87e-04]
Epoch 24/120:  71%|███████   | 12/17 [00:06<00:02,  1.93it/s, iou=0.8223, loss=-0.7743, lr=1.87e-04]
Epoch 24/120:  71%|███████   | 12/17 [00:06<00:02,  1.93it/s, iou=0.8241, loss=-0.7062, lr=1.87e-04]
Epoch 24/120:  76%|███████▋  | 13/17 [00:06<00:02,  1.92it/s, iou=0.8241, loss=-0.7062, lr=1.87e-04]
Epoch 24/120:  76%|███████▋  | 13/17 [00:07<00:02,  1.92it/s, iou=0.8257, loss=-0.7232, lr=1.87e-04]
Epoch 24/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.93it/s, iou=0.8257, loss=-0.7232, lr=1.87e-04]
Epoch 24/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.93it/s, iou=0.8244, loss=-0.6625, lr=1.87e-04]
Epoch 24/120:  88%|████████▊ | 15/17 [00:07<00:01,  1.93it/s, iou=0.8244, loss=-0.6625, lr=1.87e-04]
Epoch 24/120:  88%|████████▊ | 15/17 [00:08<00:01,  1.93it/s, iou=0.8244, loss=-0.8643, lr=1.87e-04]
Epoch 24/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.93it/s, iou=0.8244, loss=-0.8643, lr=1.87e-04]
Epoch 24/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.93it/s, iou=0.8246, loss=-0.9723, lr=1.87e-04]
Epoch 24/120: 100%|██████████| 17/17 [00:08<00:00,  2.49it/s, iou=0.8246, loss=-0.9723, lr=1.87e-04]
                                                                                                    
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 24/120: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating:  33%|███▎      | 1/3 [00:00<00:00,  3.37it/s]
Validating:  67%|██████▋   | 2/3 [00:00<00:00,  3.55it/s]
                                                         
[Strategy3 MC Cache] ram_hits=0 disk_hits=0 misses=0 writes=0
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 24/120: train_loss=-0.7823, train_iou=0.8246, train_entropy=0.0000, val_loss=-0.6299, val_iou=0.6991, val_dice=0.7859, val_iou_gain=0.0018, val_biou_gain=0.0151, head_lr=1.854010e-04, encoder_lr=1.854010e-04, val_refine_score=0.5507, es_monitor=val_refine_score, es_value=0.5496, es_wait=0/30, es_active=False, s3_frozen=True

Epoch 25/120:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 25/120:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.8616, loss=-0.6659, lr=1.85e-04]
Epoch 25/120:   6%|▌         | 1/17 [00:00<00:09,  1.66it/s, iou=0.8616, loss=-0.6659, lr=1.85e-04]
Epoch 25/120:   6%|▌         | 1/17 [00:01<00:09,  1.66it/s, iou=0.8597, loss=-0.8647, lr=1.85e-04]
Epoch 25/120:  12%|█▏        | 2/17 [00:01<00:08,  1.80it/s, iou=0.8597, loss=-0.8647, lr=1.85e-04]
Epoch 25/120:  12%|█▏        | 2/17 [00:01<00:08,  1.80it/s, iou=0.8242, loss=-0.6056, lr=1.85e-04]
Epoch 25/120:  18%|█▊        | 3/17 [00:01<00:07,  1.85it/s, iou=0.8242, loss=-0.6056, lr=1.85e-04]
Epoch 25/120:  18%|█▊        | 3/17 [00:02<00:07,  1.85it/s, iou=0.8219, loss=-0.7313, lr=1.85e-04]
Epoch 25/120:  24%|██▎       | 4/17 [00:02<00:06,  1.88it/s, iou=0.8219, loss=-0.7313, lr=1.85e-04]
Epoch 25/120:  24%|██▎       | 4/17 [00:02<00:06,  1.88it/s, iou=0.8259, loss=-0.8341, lr=1.85e-04]
Epoch 25/120:  29%|██▉       | 5/17 [00:02<00:06,  1.90it/s, iou=0.8259, loss=-0.8341, lr=1.85e-04]
Epoch 25/120:  29%|██▉       | 5/17 [00:03<00:06,  1.90it/s, iou=0.8281, loss=-0.7050, lr=1.85e-04]
Epoch 25/120:  35%|███▌      | 6/17 [00:03<00:05,  1.91it/s, iou=0.8281, loss=-0.7050, lr=1.85e-04]
Epoch 25/120:  35%|███▌      | 6/17 [00:03<00:05,  1.91it/s, iou=0.8280, loss=-0.6591, lr=1.85e-04]
Epoch 25/120:  41%|████      | 7/17 [00:03<00:05,  1.92it/s, iou=0.8280, loss=-0.6591, lr=1.85e-04]
Epoch 25/120:  41%|████      | 7/17 [00:04<00:05,  1.92it/s, iou=0.8307, loss=-0.7571, lr=1.85e-04]
Epoch 25/120:  47%|████▋     | 8/17 [00:04<00:04,  1.92it/s, iou=0.8307, loss=-0.7571, lr=1.85e-04]
Epoch 25/120:  47%|████▋     | 8/17 [00:04<00:04,  1.92it/s, iou=0.8307, loss=-0.7601, lr=1.85e-04]
Epoch 25/120:  53%|█████▎    | 9/17 [00:04<00:04,  1.92it/s, iou=0.8307, loss=-0.7601, lr=1.85e-04]
Epoch 25/120:  53%|█████▎    | 9/17 [00:05<00:04,  1.92it/s, iou=0.8286, loss=-0.6296, lr=1.85e-04]
Epoch 25/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.92it/s, iou=0.8286, loss=-0.6296, lr=1.85e-04]
Epoch 25/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.92it/s, iou=0.8281, loss=-0.7231, lr=1.85e-04]
Epoch 25/120:  65%|██████▍   | 11/17 [00:05<00:03,  1.93it/s, iou=0.8281, loss=-0.7231, lr=1.85e-04]
Epoch 25/120:  65%|██████▍   | 11/17 [00:06<00:03,  1.93it/s, iou=0.8283, loss=-0.6998, lr=1.85e-04]
Epoch 25/120:  71%|███████   | 12/17 [00:06<00:02,  1.93it/s, iou=0.8283, loss=-0.6998, lr=1.85e-04]
Epoch 25/120:  71%|███████   | 12/17 [00:06<00:02,  1.93it/s, iou=0.8268, loss=-0.7410, lr=1.85e-04]
Epoch 25/120:  76%|███████▋  | 13/17 [00:06<00:02,  1.93it/s, iou=0.8268, loss=-0.7410, lr=1.85e-04]
Epoch 25/120:  76%|███████▋  | 13/17 [00:07<00:02,  1.93it/s, iou=0.8239, loss=-0.5628, lr=1.85e-04]
Epoch 25/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.93it/s, iou=0.8239, loss=-0.5628, lr=1.85e-04]
Epoch 25/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.93it/s, iou=0.8242, loss=-0.7515, lr=1.85e-04]
Epoch 25/120:  88%|████████▊ | 15/17 [00:07<00:01,  1.93it/s, iou=0.8242, loss=-0.7515, lr=1.85e-04]
Epoch 25/120:  88%|████████▊ | 15/17 [00:08<00:01,  1.93it/s, iou=0.8236, loss=-0.7946, lr=1.85e-04]
Epoch 25/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.93it/s, iou=0.8236, loss=-0.7946, lr=1.85e-04]
Epoch 25/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.93it/s, iou=0.8231, loss=-0.3854, lr=1.85e-04]
Epoch 25/120: 100%|██████████| 17/17 [00:08<00:00,  2.51it/s, iou=0.8231, loss=-0.3854, lr=1.85e-04]
                                                                                                    
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 25/120: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating:  33%|███▎      | 1/3 [00:00<00:00,  3.38it/s]
Validating:  67%|██████▋   | 2/3 [00:00<00:00,  3.57it/s]
                                                         
[Strategy3 MC Cache] ram_hits=0 disk_hits=0 misses=0 writes=0
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 25/120: train_loss=-0.6983, train_iou=0.8231, train_entropy=0.0000, val_loss=-0.5359, val_iou=0.6969, val_dice=0.7870, val_iou_gain=-0.0004, val_biou_gain=0.0039, head_lr=1.838044e-04, encoder_lr=1.838044e-04, val_refine_score=0.5507, es_monitor=val_refine_score, es_value=0.5429, es_wait=0/30, es_active=False, s3_frozen=True

Epoch 26/120:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 26/120:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.8509, loss=-0.7665, lr=1.84e-04]
Epoch 26/120:   6%|▌         | 1/17 [00:00<00:09,  1.69it/s, iou=0.8509, loss=-0.7665, lr=1.84e-04]
Epoch 26/120:   6%|▌         | 1/17 [00:01<00:09,  1.69it/s, iou=0.8234, loss=-0.5838, lr=1.84e-04]
Epoch 26/120:  12%|█▏        | 2/17 [00:01<00:08,  1.83it/s, iou=0.8234, loss=-0.5838, lr=1.84e-04]
Epoch 26/120:  12%|█▏        | 2/17 [00:01<00:08,  1.83it/s, iou=0.8238, loss=-0.7311, lr=1.84e-04]
Epoch 26/120:  18%|█▊        | 3/17 [00:01<00:07,  1.87it/s, iou=0.8238, loss=-0.7311, lr=1.84e-04]
Epoch 26/120:  18%|█▊        | 3/17 [00:02<00:07,  1.87it/s, iou=0.8191, loss=-0.7811, lr=1.84e-04]
Epoch 26/120:  24%|██▎       | 4/17 [00:02<00:06,  1.89it/s, iou=0.8191, loss=-0.7811, lr=1.84e-04]
Epoch 26/120:  24%|██▎       | 4/17 [00:02<00:06,  1.89it/s, iou=0.8254, loss=-0.7337, lr=1.84e-04]
Epoch 26/120:  29%|██▉       | 5/17 [00:02<00:06,  1.90it/s, iou=0.8254, loss=-0.7337, lr=1.84e-04]
Epoch 26/120:  29%|██▉       | 5/17 [00:03<00:06,  1.90it/s, iou=0.8222, loss=-0.9111, lr=1.84e-04]
Epoch 26/120:  35%|███▌      | 6/17 [00:03<00:05,  1.91it/s, iou=0.8222, loss=-0.9111, lr=1.84e-04]
Epoch 26/120:  35%|███▌      | 6/17 [00:03<00:05,  1.91it/s, iou=0.8220, loss=-0.7437, lr=1.84e-04]
Epoch 26/120:  41%|████      | 7/17 [00:03<00:05,  1.92it/s, iou=0.8220, loss=-0.7437, lr=1.84e-04]
Epoch 26/120:  41%|████      | 7/17 [00:04<00:05,  1.92it/s, iou=0.8244, loss=-0.7376, lr=1.84e-04]
Epoch 26/120:  47%|████▋     | 8/17 [00:04<00:04,  1.92it/s, iou=0.8244, loss=-0.7376, lr=1.84e-04]
Epoch 26/120:  47%|████▋     | 8/17 [00:04<00:04,  1.92it/s, iou=0.8203, loss=-0.6347, lr=1.84e-04]
Epoch 26/120:  53%|█████▎    | 9/17 [00:04<00:04,  1.92it/s, iou=0.8203, loss=-0.6347, lr=1.84e-04]
Epoch 26/120:  53%|█████▎    | 9/17 [00:05<00:04,  1.92it/s, iou=0.8219, loss=-0.7052, lr=1.84e-04]
Epoch 26/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.92it/s, iou=0.8219, loss=-0.7052, lr=1.84e-04]
Epoch 26/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.92it/s, iou=0.8213, loss=-0.6058, lr=1.84e-04]
Epoch 26/120:  65%|██████▍   | 11/17 [00:05<00:03,  1.93it/s, iou=0.8213, loss=-0.6058, lr=1.84e-04]
Epoch 26/120:  65%|██████▍   | 11/17 [00:06<00:03,  1.93it/s, iou=0.8194, loss=-0.6893, lr=1.84e-04]
Epoch 26/120:  71%|███████   | 12/17 [00:06<00:02,  1.93it/s, iou=0.8194, loss=-0.6893, lr=1.84e-04]
Epoch 26/120:  71%|███████   | 12/17 [00:06<00:02,  1.93it/s, iou=0.8221, loss=-0.7350, lr=1.84e-04]
Epoch 26/120:  76%|███████▋  | 13/17 [00:06<00:02,  1.92it/s, iou=0.8221, loss=-0.7350, lr=1.84e-04]
Epoch 26/120:  76%|███████▋  | 13/17 [00:07<00:02,  1.92it/s, iou=0.8238, loss=-0.7611, lr=1.84e-04]
Epoch 26/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.92it/s, iou=0.8238, loss=-0.7611, lr=1.84e-04]
Epoch 26/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.92it/s, iou=0.8239, loss=-0.6829, lr=1.84e-04]
Epoch 26/120:  88%|████████▊ | 15/17 [00:07<00:01,  1.92it/s, iou=0.8239, loss=-0.6829, lr=1.84e-04]
Epoch 26/120:  88%|████████▊ | 15/17 [00:08<00:01,  1.92it/s, iou=0.8235, loss=-0.6739, lr=1.84e-04]
Epoch 26/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.93it/s, iou=0.8235, loss=-0.6739, lr=1.84e-04]
Epoch 26/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.93it/s, iou=0.8236, loss=-0.7726, lr=1.84e-04]
Epoch 26/120: 100%|██████████| 17/17 [00:08<00:00,  2.49it/s, iou=0.8236, loss=-0.7726, lr=1.84e-04]
                                                                                                    
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 26/120: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating:  33%|███▎      | 1/3 [00:00<00:00,  3.33it/s]
Validating:  67%|██████▋   | 2/3 [00:00<00:00,  3.58it/s]
                                                         
[Strategy3 MC Cache] ram_hits=0 disk_hits=0 misses=0 writes=0
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 26/120: train_loss=-0.7205, train_iou=0.8236, train_entropy=0.0000, val_loss=-0.5613, val_iou=0.6980, val_dice=0.7881, val_iou_gain=0.0008, val_biou_gain=0.0063, head_lr=1.821523e-04, encoder_lr=1.821523e-04, val_refine_score=0.5507, es_monitor=val_refine_score, es_value=0.5447, es_wait=0/30, es_active=False, s3_frozen=True

Epoch 27/120:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 27/120:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.8445, loss=-0.8049, lr=1.82e-04]
Epoch 27/120:   6%|▌         | 1/17 [00:00<00:09,  1.67it/s, iou=0.8445, loss=-0.8049, lr=1.82e-04]
Epoch 27/120:   6%|▌         | 1/17 [00:01<00:09,  1.67it/s, iou=0.8301, loss=-0.7074, lr=1.82e-04]
Epoch 27/120:  12%|█▏        | 2/17 [00:01<00:08,  1.81it/s, iou=0.8301, loss=-0.7074, lr=1.82e-04]
Epoch 27/120:  12%|█▏        | 2/17 [00:01<00:08,  1.81it/s, iou=0.8295, loss=-0.6896, lr=1.82e-04]
Epoch 27/120:  18%|█▊        | 3/17 [00:01<00:07,  1.86it/s, iou=0.8295, loss=-0.6896, lr=1.82e-04]
Epoch 27/120:  18%|█▊        | 3/17 [00:02<00:07,  1.86it/s, iou=0.8319, loss=-0.8655, lr=1.82e-04]
Epoch 27/120:  24%|██▎       | 4/17 [00:02<00:06,  1.89it/s, iou=0.8319, loss=-0.8655, lr=1.82e-04]
Epoch 27/120:  24%|██▎       | 4/17 [00:02<00:06,  1.89it/s, iou=0.8354, loss=-0.7228, lr=1.82e-04]
Epoch 27/120:  29%|██▉       | 5/17 [00:02<00:06,  1.90it/s, iou=0.8354, loss=-0.7228, lr=1.82e-04]
Epoch 27/120:  29%|██▉       | 5/17 [00:03<00:06,  1.90it/s, iou=0.8328, loss=-0.7806, lr=1.82e-04]
Epoch 27/120:  35%|███▌      | 6/17 [00:03<00:05,  1.91it/s, iou=0.8328, loss=-0.7806, lr=1.82e-04]
Epoch 27/120:  35%|███▌      | 6/17 [00:03<00:05,  1.91it/s, iou=0.8325, loss=-0.7783, lr=1.82e-04]
Epoch 27/120:  41%|████      | 7/17 [00:03<00:05,  1.92it/s, iou=0.8325, loss=-0.7783, lr=1.82e-04]
Epoch 27/120:  41%|████      | 7/17 [00:04<00:05,  1.92it/s, iou=0.8268, loss=-0.6246, lr=1.82e-04]
Epoch 27/120:  47%|████▋     | 8/17 [00:04<00:04,  1.92it/s, iou=0.8268, loss=-0.6246, lr=1.82e-04]
Epoch 27/120:  47%|████▋     | 8/17 [00:04<00:04,  1.92it/s, iou=0.8285, loss=-0.8362, lr=1.82e-04]
Epoch 27/120:  53%|█████▎    | 9/17 [00:04<00:04,  1.93it/s, iou=0.8285, loss=-0.8362, lr=1.82e-04]
Epoch 27/120:  53%|█████▎    | 9/17 [00:05<00:04,  1.93it/s, iou=0.8287, loss=-0.6556, lr=1.82e-04]
Epoch 27/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.93it/s, iou=0.8287, loss=-0.6556, lr=1.82e-04]
Epoch 27/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.93it/s, iou=0.8283, loss=-0.7190, lr=1.82e-04]
Epoch 27/120:  65%|██████▍   | 11/17 [00:05<00:03,  1.93it/s, iou=0.8283, loss=-0.7190, lr=1.82e-04]
Epoch 27/120:  65%|██████▍   | 11/17 [00:06<00:03,  1.93it/s, iou=0.8244, loss=-0.7813, lr=1.82e-04]
Epoch 27/120:  71%|███████   | 12/17 [00:06<00:02,  1.94it/s, iou=0.8244, loss=-0.7813, lr=1.82e-04]
Epoch 27/120:  71%|███████   | 12/17 [00:06<00:02,  1.94it/s, iou=0.8236, loss=-0.6900, lr=1.82e-04]
Epoch 27/120:  76%|███████▋  | 13/17 [00:06<00:02,  1.93it/s, iou=0.8236, loss=-0.6900, lr=1.82e-04]
Epoch 27/120:  76%|███████▋  | 13/17 [00:07<00:02,  1.93it/s, iou=0.8243, loss=-0.7167, lr=1.82e-04]
Epoch 27/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.93it/s, iou=0.8243, loss=-0.7167, lr=1.82e-04]
Epoch 27/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.93it/s, iou=0.8267, loss=-0.7232, lr=1.82e-04]
Epoch 27/120:  88%|████████▊ | 15/17 [00:07<00:01,  1.93it/s, iou=0.8267, loss=-0.7232, lr=1.82e-04]
Epoch 27/120:  88%|████████▊ | 15/17 [00:08<00:01,  1.93it/s, iou=0.8261, loss=-0.6486, lr=1.82e-04]
Epoch 27/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.93it/s, iou=0.8261, loss=-0.6486, lr=1.82e-04]
Epoch 27/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.93it/s, iou=0.8265, loss=-0.6365, lr=1.82e-04]
Epoch 27/120: 100%|██████████| 17/17 [00:08<00:00,  2.50it/s, iou=0.8265, loss=-0.6365, lr=1.82e-04]
                                                                                                    
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 27/120: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating:  33%|███▎      | 1/3 [00:00<00:00,  3.31it/s]
Validating:  67%|██████▋   | 2/3 [00:00<00:00,  3.53it/s]
                                                         
[Strategy3 MC Cache] ram_hits=0 disk_hits=0 misses=0 writes=0
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 27/120: train_loss=-0.7283, train_iou=0.8265, train_entropy=0.0000, val_loss=-0.6128, val_iou=0.6993, val_dice=0.7859, val_iou_gain=0.0020, val_biou_gain=0.0157, head_lr=1.804459e-04, encoder_lr=1.804459e-04, val_refine_score=0.5507, es_monitor=val_refine_score, es_value=0.5500, es_wait=0/30, es_active=False, s3_frozen=True

Epoch 28/120:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 28/120:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.8154, loss=-0.7240, lr=1.80e-04]
Epoch 28/120:   6%|▌         | 1/17 [00:00<00:09,  1.70it/s, iou=0.8154, loss=-0.7240, lr=1.80e-04]
Epoch 28/120:   6%|▌         | 1/17 [00:01<00:09,  1.70it/s, iou=0.8209, loss=-0.7005, lr=1.80e-04]
Epoch 28/120:  12%|█▏        | 2/17 [00:01<00:08,  1.82it/s, iou=0.8209, loss=-0.7005, lr=1.80e-04]
Epoch 28/120:  12%|█▏        | 2/17 [00:01<00:08,  1.82it/s, iou=0.8282, loss=-0.7316, lr=1.80e-04]
Epoch 28/120:  18%|█▊        | 3/17 [00:01<00:07,  1.88it/s, iou=0.8282, loss=-0.7316, lr=1.80e-04]
Epoch 28/120:  18%|█▊        | 3/17 [00:02<00:07,  1.88it/s, iou=0.8200, loss=-0.7264, lr=1.80e-04]
Epoch 28/120:  24%|██▎       | 4/17 [00:02<00:06,  1.90it/s, iou=0.8200, loss=-0.7264, lr=1.80e-04]
Epoch 28/120:  24%|██▎       | 4/17 [00:02<00:06,  1.90it/s, iou=0.8107, loss=-0.6518, lr=1.80e-04]
Epoch 28/120:  29%|██▉       | 5/17 [00:02<00:06,  1.90it/s, iou=0.8107, loss=-0.6518, lr=1.80e-04]
Epoch 28/120:  29%|██▉       | 5/17 [00:03<00:06,  1.90it/s, iou=0.8195, loss=-0.8565, lr=1.80e-04]
Epoch 28/120:  35%|███▌      | 6/17 [00:03<00:05,  1.91it/s, iou=0.8195, loss=-0.8565, lr=1.80e-04]
Epoch 28/120:  35%|███▌      | 6/17 [00:03<00:05,  1.91it/s, iou=0.8222, loss=-0.7668, lr=1.80e-04]
Epoch 28/120:  41%|████      | 7/17 [00:03<00:05,  1.92it/s, iou=0.8222, loss=-0.7668, lr=1.80e-04]
Epoch 28/120:  41%|████      | 7/17 [00:04<00:05,  1.92it/s, iou=0.8153, loss=-0.7796, lr=1.80e-04]
Epoch 28/120:  47%|████▋     | 8/17 [00:04<00:04,  1.92it/s, iou=0.8153, loss=-0.7796, lr=1.80e-04]
Epoch 28/120:  47%|████▋     | 8/17 [00:04<00:04,  1.92it/s, iou=0.8186, loss=-0.7064, lr=1.80e-04]
Epoch 28/120:  53%|█████▎    | 9/17 [00:04<00:04,  1.93it/s, iou=0.8186, loss=-0.7064, lr=1.80e-04]
Epoch 28/120:  53%|█████▎    | 9/17 [00:05<00:04,  1.93it/s, iou=0.8155, loss=-0.6156, lr=1.80e-04]
Epoch 28/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.93it/s, iou=0.8155, loss=-0.6156, lr=1.80e-04]
Epoch 28/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.93it/s, iou=0.8196, loss=-0.7836, lr=1.80e-04]
Epoch 28/120:  65%|██████▍   | 11/17 [00:05<00:03,  1.92it/s, iou=0.8196, loss=-0.7836, lr=1.80e-04]
Epoch 28/120:  65%|██████▍   | 11/17 [00:06<00:03,  1.92it/s, iou=0.8192, loss=-0.6889, lr=1.80e-04]
Epoch 28/120:  71%|███████   | 12/17 [00:06<00:02,  1.92it/s, iou=0.8192, loss=-0.6889, lr=1.80e-04]
Epoch 28/120:  71%|███████   | 12/17 [00:06<00:02,  1.92it/s, iou=0.8198, loss=-0.7487, lr=1.80e-04]
Epoch 28/120:  76%|███████▋  | 13/17 [00:06<00:02,  1.92it/s, iou=0.8198, loss=-0.7487, lr=1.80e-04]
Epoch 28/120:  76%|███████▋  | 13/17 [00:07<00:02,  1.92it/s, iou=0.8175, loss=-0.7150, lr=1.80e-04]
Epoch 28/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.93it/s, iou=0.8175, loss=-0.7150, lr=1.80e-04]
Epoch 28/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.93it/s, iou=0.8190, loss=-0.7098, lr=1.80e-04]
Epoch 28/120:  88%|████████▊ | 15/17 [00:07<00:01,  1.93it/s, iou=0.8190, loss=-0.7098, lr=1.80e-04]
Epoch 28/120:  88%|████████▊ | 15/17 [00:08<00:01,  1.93it/s, iou=0.8190, loss=-0.6948, lr=1.80e-04]
Epoch 28/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.93it/s, iou=0.8190, loss=-0.6948, lr=1.80e-04]
Epoch 28/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.93it/s, iou=0.8199, loss=-0.6316, lr=1.80e-04]
Epoch 28/120: 100%|██████████| 17/17 [00:08<00:00,  2.51it/s, iou=0.8199, loss=-0.6316, lr=1.80e-04]
                                                                                                    
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 28/120: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating:  33%|███▎      | 1/3 [00:00<00:00,  3.42it/s]
Validating:  67%|██████▋   | 2/3 [00:00<00:00,  3.65it/s]
                                                         
[Strategy3 MC Cache] ram_hits=0 disk_hits=0 misses=0 writes=0
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 28/120: train_loss=-0.7195, train_iou=0.8199, train_entropy=0.0000, val_loss=-0.6154, val_iou=0.6994, val_dice=0.7865, val_iou_gain=0.0021, val_biou_gain=0.0162, head_lr=1.786864e-04, encoder_lr=1.786864e-04, val_refine_score=0.5507, es_monitor=val_refine_score, es_value=0.5503, es_wait=0/30, es_active=False, s3_frozen=True

Epoch 29/120:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 29/120:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.8351, loss=-0.8393, lr=1.79e-04]
Epoch 29/120:   6%|▌         | 1/17 [00:00<00:09,  1.76it/s, iou=0.8351, loss=-0.8393, lr=1.79e-04]
Epoch 29/120:   6%|▌         | 1/17 [00:01<00:09,  1.76it/s, iou=0.8278, loss=-0.7277, lr=1.79e-04]
Epoch 29/120:  12%|█▏        | 2/17 [00:01<00:08,  1.86it/s, iou=0.8278, loss=-0.7277, lr=1.79e-04]
Epoch 29/120:  12%|█▏        | 2/17 [00:01<00:08,  1.86it/s, iou=0.8222, loss=-0.7302, lr=1.79e-04]
Epoch 29/120:  18%|█▊        | 3/17 [00:01<00:07,  1.89it/s, iou=0.8222, loss=-0.7302, lr=1.79e-04]
Epoch 29/120:  18%|█▊        | 3/17 [00:02<00:07,  1.89it/s, iou=0.8211, loss=-0.6665, lr=1.79e-04]
Epoch 29/120:  24%|██▎       | 4/17 [00:02<00:06,  1.90it/s, iou=0.8211, loss=-0.6665, lr=1.79e-04]
Epoch 29/120:  24%|██▎       | 4/17 [00:02<00:06,  1.90it/s, iou=0.8202, loss=-0.7738, lr=1.79e-04]
Epoch 29/120:  29%|██▉       | 5/17 [00:02<00:06,  1.92it/s, iou=0.8202, loss=-0.7738, lr=1.79e-04]
Epoch 29/120:  29%|██▉       | 5/17 [00:03<00:06,  1.92it/s, iou=0.8211, loss=-0.6019, lr=1.79e-04]
Epoch 29/120:  35%|███▌      | 6/17 [00:03<00:05,  1.93it/s, iou=0.8211, loss=-0.6019, lr=1.79e-04]
Epoch 29/120:  35%|███▌      | 6/17 [00:03<00:05,  1.93it/s, iou=0.8233, loss=-0.6535, lr=1.79e-04]
Epoch 29/120:  41%|████      | 7/17 [00:03<00:05,  1.93it/s, iou=0.8233, loss=-0.6535, lr=1.79e-04]
Epoch 29/120:  41%|████      | 7/17 [00:04<00:05,  1.93it/s, iou=0.8249, loss=-0.7736, lr=1.79e-04]
Epoch 29/120:  47%|████▋     | 8/17 [00:04<00:04,  1.94it/s, iou=0.8249, loss=-0.7736, lr=1.79e-04]
Epoch 29/120:  47%|████▋     | 8/17 [00:04<00:04,  1.94it/s, iou=0.8211, loss=-0.6846, lr=1.79e-04]
Epoch 29/120:  53%|█████▎    | 9/17 [00:04<00:04,  1.93it/s, iou=0.8211, loss=-0.6846, lr=1.79e-04]
Epoch 29/120:  53%|█████▎    | 9/17 [00:05<00:04,  1.93it/s, iou=0.8237, loss=-0.8181, lr=1.79e-04]
Epoch 29/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.93it/s, iou=0.8237, loss=-0.8181, lr=1.79e-04]
Epoch 29/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.93it/s, iou=0.8247, loss=-0.7305, lr=1.79e-04]
Epoch 29/120:  65%|██████▍   | 11/17 [00:05<00:03,  1.93it/s, iou=0.8247, loss=-0.7305, lr=1.79e-04]
Epoch 29/120:  65%|██████▍   | 11/17 [00:06<00:03,  1.93it/s, iou=0.8258, loss=-0.8393, lr=1.79e-04]
Epoch 29/120:  71%|███████   | 12/17 [00:06<00:02,  1.93it/s, iou=0.8258, loss=-0.8393, lr=1.79e-04]
Epoch 29/120:  71%|███████   | 12/17 [00:06<00:02,  1.93it/s, iou=0.8257, loss=-0.7286, lr=1.79e-04]
Epoch 29/120:  76%|███████▋  | 13/17 [00:06<00:02,  1.93it/s, iou=0.8257, loss=-0.7286, lr=1.79e-04]
Epoch 29/120:  76%|███████▋  | 13/17 [00:07<00:02,  1.93it/s, iou=0.8262, loss=-0.6787, lr=1.79e-04]
Epoch 29/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.93it/s, iou=0.8262, loss=-0.6787, lr=1.79e-04]
Epoch 29/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.93it/s, iou=0.8263, loss=-0.8165, lr=1.79e-04]
Epoch 29/120:  88%|████████▊ | 15/17 [00:07<00:01,  1.93it/s, iou=0.8263, loss=-0.8165, lr=1.79e-04]
Epoch 29/120:  88%|████████▊ | 15/17 [00:08<00:01,  1.93it/s, iou=0.8259, loss=-0.6793, lr=1.79e-04]
Epoch 29/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.93it/s, iou=0.8259, loss=-0.6793, lr=1.79e-04]
Epoch 29/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.93it/s, iou=0.8252, loss=-0.5617, lr=1.79e-04]
Epoch 29/120: 100%|██████████| 17/17 [00:08<00:00,  2.50it/s, iou=0.8252, loss=-0.5617, lr=1.79e-04]
                                                                                                    
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 29/120: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating:  33%|███▎      | 1/3 [00:00<00:00,  3.41it/s]
Validating:  67%|██████▋   | 2/3 [00:00<00:00,  3.59it/s]
                                                         
[Strategy3 MC Cache] ram_hits=0 disk_hits=0 misses=0 writes=0
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 29/120: train_loss=-0.7237, train_iou=0.8252, train_entropy=0.0000, val_loss=-0.5706, val_iou=0.6994, val_dice=0.7879, val_iou_gain=0.0021, val_biou_gain=0.0130, head_lr=1.768750e-04, encoder_lr=1.768750e-04, val_refine_score=0.5507, es_monitor=val_refine_score, es_value=0.5487, es_wait=0/30, es_active=False, s3_frozen=True

Epoch 30/120:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 30/120:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.8380, loss=-0.6455, lr=1.77e-04]
Epoch 30/120:   6%|▌         | 1/17 [00:00<00:09,  1.64it/s, iou=0.8380, loss=-0.6455, lr=1.77e-04]
Epoch 30/120:   6%|▌         | 1/17 [00:01<00:09,  1.64it/s, iou=0.8342, loss=-0.7322, lr=1.77e-04]
Epoch 30/120:  12%|█▏        | 2/17 [00:01<00:08,  1.80it/s, iou=0.8342, loss=-0.7322, lr=1.77e-04]
Epoch 30/120:  12%|█▏        | 2/17 [00:01<00:08,  1.80it/s, iou=0.8340, loss=-0.7762, lr=1.77e-04]
Epoch 30/120:  18%|█▊        | 3/17 [00:01<00:07,  1.86it/s, iou=0.8340, loss=-0.7762, lr=1.77e-04]
Epoch 30/120:  18%|█▊        | 3/17 [00:02<00:07,  1.86it/s, iou=0.8431, loss=-0.7979, lr=1.77e-04]
Epoch 30/120:  24%|██▎       | 4/17 [00:02<00:06,  1.89it/s, iou=0.8431, loss=-0.7979, lr=1.77e-04]
Epoch 30/120:  24%|██▎       | 4/17 [00:02<00:06,  1.89it/s, iou=0.8247, loss=-0.6613, lr=1.77e-04]
Epoch 30/120:  29%|██▉       | 5/17 [00:02<00:06,  1.91it/s, iou=0.8247, loss=-0.6613, lr=1.77e-04]
Epoch 30/120:  29%|██▉       | 5/17 [00:03<00:06,  1.91it/s, iou=0.8244, loss=-0.7927, lr=1.77e-04]
Epoch 30/120:  35%|███▌      | 6/17 [00:03<00:05,  1.92it/s, iou=0.8244, loss=-0.7927, lr=1.77e-04]
Epoch 30/120:  35%|███▌      | 6/17 [00:03<00:05,  1.92it/s, iou=0.8275, loss=-0.7079, lr=1.77e-04]
Epoch 30/120:  41%|████      | 7/17 [00:03<00:05,  1.93it/s, iou=0.8275, loss=-0.7079, lr=1.77e-04]
Epoch 30/120:  41%|████      | 7/17 [00:04<00:05,  1.93it/s, iou=0.8283, loss=-0.8228, lr=1.77e-04]
Epoch 30/120:  47%|████▋     | 8/17 [00:04<00:04,  1.93it/s, iou=0.8283, loss=-0.8228, lr=1.77e-04]
Epoch 30/120:  47%|████▋     | 8/17 [00:04<00:04,  1.93it/s, iou=0.8265, loss=-0.7355, lr=1.77e-04]
Epoch 30/120:  53%|█████▎    | 9/17 [00:04<00:04,  1.93it/s, iou=0.8265, loss=-0.7355, lr=1.77e-04]
Epoch 30/120:  53%|█████▎    | 9/17 [00:05<00:04,  1.93it/s, iou=0.8277, loss=-0.7568, lr=1.77e-04]
Epoch 30/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.93it/s, iou=0.8277, loss=-0.7568, lr=1.77e-04]
Epoch 30/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.93it/s, iou=0.8284, loss=-0.7684, lr=1.77e-04]
Epoch 30/120:  65%|██████▍   | 11/17 [00:05<00:03,  1.93it/s, iou=0.8284, loss=-0.7684, lr=1.77e-04]
Epoch 30/120:  65%|██████▍   | 11/17 [00:06<00:03,  1.93it/s, iou=0.8245, loss=-0.6677, lr=1.77e-04]
Epoch 30/120:  71%|███████   | 12/17 [00:06<00:02,  1.93it/s, iou=0.8245, loss=-0.6677, lr=1.77e-04]
Epoch 30/120:  71%|███████   | 12/17 [00:06<00:02,  1.93it/s, iou=0.8250, loss=-0.8406, lr=1.77e-04]
Epoch 30/120:  76%|███████▋  | 13/17 [00:06<00:02,  1.93it/s, iou=0.8250, loss=-0.8406, lr=1.77e-04]
Epoch 30/120:  76%|███████▋  | 13/17 [00:07<00:02,  1.93it/s, iou=0.8234, loss=-0.6377, lr=1.77e-04]
Epoch 30/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.93it/s, iou=0.8234, loss=-0.6377, lr=1.77e-04]
Epoch 30/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.93it/s, iou=0.8238, loss=-0.7872, lr=1.77e-04]
Epoch 30/120:  88%|████████▊ | 15/17 [00:07<00:01,  1.93it/s, iou=0.8238, loss=-0.7872, lr=1.77e-04]
Epoch 30/120:  88%|████████▊ | 15/17 [00:08<00:01,  1.93it/s, iou=0.8239, loss=-0.6734, lr=1.77e-04]
Epoch 30/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.92it/s, iou=0.8239, loss=-0.6734, lr=1.77e-04]
Epoch 30/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.92it/s, iou=0.8247, loss=-0.6704, lr=1.77e-04]
Epoch 30/120: 100%|██████████| 17/17 [00:08<00:00,  2.49it/s, iou=0.8247, loss=-0.6704, lr=1.77e-04]
                                                                                                    
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 30/120: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating:  33%|███▎      | 1/3 [00:00<00:00,  3.36it/s]
Validating:  67%|██████▋   | 2/3 [00:00<00:00,  3.56it/s]
                                                         
[Strategy3 MC Cache] ram_hits=0 disk_hits=0 misses=0 writes=0
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 30/120: train_loss=-0.7338, train_iou=0.8247, train_entropy=0.0000, val_loss=-0.5528, val_iou=0.6971, val_dice=0.7867, val_iou_gain=-0.0002, val_biou_gain=0.0088, head_lr=1.750129e-04, encoder_lr=1.750129e-04, val_refine_score=0.5507, es_monitor=val_refine_score, es_value=0.5454, es_best=0.5454, es_wait=0/30, es_active=True, s3_frozen=True

Epoch 31/120:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 31/120:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.8421, loss=-0.6981, lr=1.75e-04]
Epoch 31/120:   6%|▌         | 1/17 [00:00<00:09,  1.65it/s, iou=0.8421, loss=-0.6981, lr=1.75e-04]
Epoch 31/120:   6%|▌         | 1/17 [00:01<00:09,  1.65it/s, iou=0.8388, loss=-0.6475, lr=1.75e-04]
Epoch 31/120:  12%|█▏        | 2/17 [00:01<00:08,  1.80it/s, iou=0.8388, loss=-0.6475, lr=1.75e-04]
Epoch 31/120:  12%|█▏        | 2/17 [00:01<00:08,  1.80it/s, iou=0.8365, loss=-0.7423, lr=1.75e-04]
Epoch 31/120:  18%|█▊        | 3/17 [00:01<00:07,  1.86it/s, iou=0.8365, loss=-0.7423, lr=1.75e-04]
Epoch 31/120:  18%|█▊        | 3/17 [00:02<00:07,  1.86it/s, iou=0.8311, loss=-0.7211, lr=1.75e-04]
Epoch 31/120:  24%|██▎       | 4/17 [00:02<00:06,  1.88it/s, iou=0.8311, loss=-0.7211, lr=1.75e-04]
Epoch 31/120:  24%|██▎       | 4/17 [00:02<00:06,  1.88it/s, iou=0.8345, loss=-0.6340, lr=1.75e-04]
Epoch 31/120:  29%|██▉       | 5/17 [00:02<00:06,  1.90it/s, iou=0.8345, loss=-0.6340, lr=1.75e-04]
Epoch 31/120:  29%|██▉       | 5/17 [00:03<00:06,  1.90it/s, iou=0.8384, loss=-0.8059, lr=1.75e-04]
Epoch 31/120:  35%|███▌      | 6/17 [00:03<00:05,  1.90it/s, iou=0.8384, loss=-0.8059, lr=1.75e-04]
Epoch 31/120:  35%|███▌      | 6/17 [00:03<00:05,  1.90it/s, iou=0.8363, loss=-0.7439, lr=1.75e-04]
Epoch 31/120:  41%|████      | 7/17 [00:03<00:05,  1.90it/s, iou=0.8363, loss=-0.7439, lr=1.75e-04]
Epoch 31/120:  41%|████      | 7/17 [00:04<00:05,  1.90it/s, iou=0.8395, loss=-0.8035, lr=1.75e-04]
Epoch 31/120:  47%|████▋     | 8/17 [00:04<00:04,  1.91it/s, iou=0.8395, loss=-0.8035, lr=1.75e-04]
Epoch 31/120:  47%|████▋     | 8/17 [00:04<00:04,  1.91it/s, iou=0.8359, loss=-0.7467, lr=1.75e-04]
Epoch 31/120:  53%|█████▎    | 9/17 [00:04<00:04,  1.92it/s, iou=0.8359, loss=-0.7467, lr=1.75e-04]
Epoch 31/120:  53%|█████▎    | 9/17 [00:05<00:04,  1.92it/s, iou=0.8334, loss=-0.7005, lr=1.75e-04]
Epoch 31/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.92it/s, iou=0.8334, loss=-0.7005, lr=1.75e-04]
Epoch 31/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.92it/s, iou=0.8336, loss=-0.7531, lr=1.75e-04]
Epoch 31/120:  65%|██████▍   | 11/17 [00:05<00:03,  1.93it/s, iou=0.8336, loss=-0.7531, lr=1.75e-04]
Epoch 31/120:  65%|██████▍   | 11/17 [00:06<00:03,  1.93it/s, iou=0.8325, loss=-0.7338, lr=1.75e-04]
Epoch 31/120:  71%|███████   | 12/17 [00:06<00:02,  1.93it/s, iou=0.8325, loss=-0.7338, lr=1.75e-04]
Epoch 31/120:  71%|███████   | 12/17 [00:06<00:02,  1.93it/s, iou=0.8337, loss=-0.8765, lr=1.75e-04]
Epoch 31/120:  76%|███████▋  | 13/17 [00:06<00:02,  1.93it/s, iou=0.8337, loss=-0.8765, lr=1.75e-04]
Epoch 31/120:  76%|███████▋  | 13/17 [00:07<00:02,  1.93it/s, iou=0.8319, loss=-0.6942, lr=1.75e-04]
Epoch 31/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.93it/s, iou=0.8319, loss=-0.6942, lr=1.75e-04]
Epoch 31/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.93it/s, iou=0.8282, loss=-0.8186, lr=1.75e-04]
Epoch 31/120:  88%|████████▊ | 15/17 [00:07<00:01,  1.93it/s, iou=0.8282, loss=-0.8186, lr=1.75e-04]
Epoch 31/120:  88%|████████▊ | 15/17 [00:08<00:01,  1.93it/s, iou=0.8281, loss=-0.8535, lr=1.75e-04]
Epoch 31/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.93it/s, iou=0.8281, loss=-0.8535, lr=1.75e-04]
Epoch 31/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.93it/s, iou=0.8274, loss=-0.5126, lr=1.75e-04]
Epoch 31/120: 100%|██████████| 17/17 [00:08<00:00,  2.51it/s, iou=0.8274, loss=-0.5126, lr=1.75e-04]
                                                                                                    
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 31/120: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating:  33%|███▎      | 1/3 [00:00<00:00,  3.37it/s]
Validating:  67%|██████▋   | 2/3 [00:00<00:00,  3.62it/s]
                                                         
[Strategy3 MC Cache] ram_hits=0 disk_hits=0 misses=0 writes=0
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 31/120: train_loss=-0.7345, train_iou=0.8274, train_entropy=0.0000, val_loss=-0.6082, val_iou=0.6983, val_dice=0.7862, val_iou_gain=0.0010, val_biou_gain=0.0128, head_lr=1.731014e-04, encoder_lr=1.731014e-04, val_refine_score=0.5507, es_monitor=val_refine_score, es_value=0.5481, es_best=0.5481, es_wait=0/30, es_active=True, s3_frozen=True

Epoch 32/120:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 32/120:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.8468, loss=-0.8435, lr=1.73e-04]
Epoch 32/120:   6%|▌         | 1/17 [00:00<00:09,  1.63it/s, iou=0.8468, loss=-0.8435, lr=1.73e-04]
Epoch 32/120:   6%|▌         | 1/17 [00:01<00:09,  1.63it/s, iou=0.8167, loss=-0.6786, lr=1.73e-04]
Epoch 32/120:  12%|█▏        | 2/17 [00:01<00:08,  1.79it/s, iou=0.8167, loss=-0.6786, lr=1.73e-04]
Epoch 32/120:  12%|█▏        | 2/17 [00:01<00:08,  1.79it/s, iou=0.8154, loss=-0.7687, lr=1.73e-04]
Epoch 32/120:  18%|█▊        | 3/17 [00:01<00:07,  1.85it/s, iou=0.8154, loss=-0.7687, lr=1.73e-04]
Epoch 32/120:  18%|█▊        | 3/17 [00:02<00:07,  1.85it/s, iou=0.8238, loss=-0.7413, lr=1.73e-04]
Epoch 32/120:  24%|██▎       | 4/17 [00:02<00:06,  1.88it/s, iou=0.8238, loss=-0.7413, lr=1.73e-04]
Epoch 32/120:  24%|██▎       | 4/17 [00:02<00:06,  1.88it/s, iou=0.8299, loss=-0.7850, lr=1.73e-04]
Epoch 32/120:  29%|██▉       | 5/17 [00:02<00:06,  1.90it/s, iou=0.8299, loss=-0.7850, lr=1.73e-04]
Epoch 32/120:  29%|██▉       | 5/17 [00:03<00:06,  1.90it/s, iou=0.8178, loss=-0.7223, lr=1.73e-04]
Epoch 32/120:  35%|███▌      | 6/17 [00:03<00:05,  1.91it/s, iou=0.8178, loss=-0.7223, lr=1.73e-04]
Epoch 32/120:  35%|███▌      | 6/17 [00:03<00:05,  1.91it/s, iou=0.8191, loss=-0.8400, lr=1.73e-04]
Epoch 32/120:  41%|████      | 7/17 [00:03<00:05,  1.91it/s, iou=0.8191, loss=-0.8400, lr=1.73e-04]
Epoch 32/120:  41%|████      | 7/17 [00:04<00:05,  1.91it/s, iou=0.8255, loss=-0.6466, lr=1.73e-04]
Epoch 32/120:  47%|████▋     | 8/17 [00:04<00:04,  1.92it/s, iou=0.8255, loss=-0.6466, lr=1.73e-04]
Epoch 32/120:  47%|████▋     | 8/17 [00:04<00:04,  1.92it/s, iou=0.8287, loss=-0.7109, lr=1.73e-04]
Epoch 32/120:  53%|█████▎    | 9/17 [00:04<00:04,  1.93it/s, iou=0.8287, loss=-0.7109, lr=1.73e-04]
Epoch 32/120:  53%|█████▎    | 9/17 [00:05<00:04,  1.93it/s, iou=0.8286, loss=-0.8251, lr=1.73e-04]
Epoch 32/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.93it/s, iou=0.8286, loss=-0.8251, lr=1.73e-04]
Epoch 32/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.93it/s, iou=0.8286, loss=-0.7874, lr=1.73e-04]
Epoch 32/120:  65%|██████▍   | 11/17 [00:05<00:03,  1.93it/s, iou=0.8286, loss=-0.7874, lr=1.73e-04]
Epoch 32/120:  65%|██████▍   | 11/17 [00:06<00:03,  1.93it/s, iou=0.8246, loss=-0.6022, lr=1.73e-04]
Epoch 32/120:  71%|███████   | 12/17 [00:06<00:02,  1.93it/s, iou=0.8246, loss=-0.6022, lr=1.73e-04]
Epoch 32/120:  71%|███████   | 12/17 [00:06<00:02,  1.93it/s, iou=0.8236, loss=-0.8514, lr=1.73e-04]
Epoch 32/120:  76%|███████▋  | 13/17 [00:06<00:02,  1.93it/s, iou=0.8236, loss=-0.8514, lr=1.73e-04]
Epoch 32/120:  76%|███████▋  | 13/17 [00:07<00:02,  1.93it/s, iou=0.8197, loss=-0.5849, lr=1.73e-04]
Epoch 32/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.93it/s, iou=0.8197, loss=-0.5849, lr=1.73e-04]
Epoch 32/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.93it/s, iou=0.8218, loss=-0.7638, lr=1.73e-04]
Epoch 32/120:  88%|████████▊ | 15/17 [00:07<00:01,  1.93it/s, iou=0.8218, loss=-0.7638, lr=1.73e-04]
Epoch 32/120:  88%|████████▊ | 15/17 [00:08<00:01,  1.93it/s, iou=0.8223, loss=-0.7613, lr=1.73e-04]
Epoch 32/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.93it/s, iou=0.8223, loss=-0.7613, lr=1.73e-04]
Epoch 32/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.93it/s, iou=0.8224, loss=-0.5949, lr=1.73e-04]
Epoch 32/120: 100%|██████████| 17/17 [00:08<00:00,  2.50it/s, iou=0.8224, loss=-0.5949, lr=1.73e-04]
                                                                                                    
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 32/120: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating:  33%|███▎      | 1/3 [00:00<00:00,  3.36it/s]
Validating:  67%|██████▋   | 2/3 [00:00<00:00,  3.60it/s]
                                                         
[Strategy3 MC Cache] ram_hits=0 disk_hits=0 misses=0 writes=0
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 32/120: train_loss=-0.7358, train_iou=0.8224, train_entropy=0.0000, val_loss=-0.6059, val_iou=0.7007, val_dice=0.7884, val_iou_gain=0.0034, val_biou_gain=0.0162, head_lr=1.711418e-04, encoder_lr=1.711418e-04, val_refine_score=0.5509, es_monitor=val_refine_score, es_value=0.5509, es_best=0.5509, es_wait=0/30, es_active=True, s3_frozen=True

Epoch 33/120:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 33/120:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.8591, loss=-0.6932, lr=1.71e-04]
Epoch 33/120:   6%|▌         | 1/17 [00:00<00:09,  1.63it/s, iou=0.8591, loss=-0.6932, lr=1.71e-04]
Epoch 33/120:   6%|▌         | 1/17 [00:01<00:09,  1.63it/s, iou=0.8463, loss=-0.7690, lr=1.71e-04]
Epoch 33/120:  12%|█▏        | 2/17 [00:01<00:08,  1.79it/s, iou=0.8463, loss=-0.7690, lr=1.71e-04]
Epoch 33/120:  12%|█▏        | 2/17 [00:01<00:08,  1.79it/s, iou=0.8334, loss=-0.6454, lr=1.71e-04]
Epoch 33/120:  18%|█▊        | 3/17 [00:01<00:07,  1.86it/s, iou=0.8334, loss=-0.6454, lr=1.71e-04]
Epoch 33/120:  18%|█▊        | 3/17 [00:02<00:07,  1.86it/s, iou=0.8329, loss=-0.8411, lr=1.71e-04]
Epoch 33/120:  24%|██▎       | 4/17 [00:02<00:06,  1.88it/s, iou=0.8329, loss=-0.8411, lr=1.71e-04]
Epoch 33/120:  24%|██▎       | 4/17 [00:02<00:06,  1.88it/s, iou=0.8291, loss=-0.7404, lr=1.71e-04]
Epoch 33/120:  29%|██▉       | 5/17 [00:02<00:06,  1.90it/s, iou=0.8291, loss=-0.7404, lr=1.71e-04]
Epoch 33/120:  29%|██▉       | 5/17 [00:03<00:06,  1.90it/s, iou=0.8304, loss=-0.7610, lr=1.71e-04]
Epoch 33/120:  35%|███▌      | 6/17 [00:03<00:05,  1.91it/s, iou=0.8304, loss=-0.7610, lr=1.71e-04]
Epoch 33/120:  35%|███▌      | 6/17 [00:03<00:05,  1.91it/s, iou=0.8295, loss=-0.8580, lr=1.71e-04]
Epoch 33/120:  41%|████      | 7/17 [00:03<00:05,  1.92it/s, iou=0.8295, loss=-0.8580, lr=1.71e-04]
Epoch 33/120:  41%|████      | 7/17 [00:04<00:05,  1.92it/s, iou=0.8306, loss=-0.8275, lr=1.71e-04]
Epoch 33/120:  47%|████▋     | 8/17 [00:04<00:04,  1.92it/s, iou=0.8306, loss=-0.8275, lr=1.71e-04]
Epoch 33/120:  47%|████▋     | 8/17 [00:04<00:04,  1.92it/s, iou=0.8247, loss=-0.7598, lr=1.71e-04]
Epoch 33/120:  53%|█████▎    | 9/17 [00:04<00:04,  1.92it/s, iou=0.8247, loss=-0.7598, lr=1.71e-04]
Epoch 33/120:  53%|█████▎    | 9/17 [00:05<00:04,  1.92it/s, iou=0.8222, loss=-0.6665, lr=1.71e-04]
Epoch 33/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.92it/s, iou=0.8222, loss=-0.6665, lr=1.71e-04]
Epoch 33/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.92it/s, iou=0.8208, loss=-0.7450, lr=1.71e-04]
Epoch 33/120:  65%|██████▍   | 11/17 [00:05<00:03,  1.91it/s, iou=0.8208, loss=-0.7450, lr=1.71e-04]
Epoch 33/120:  65%|██████▍   | 11/17 [00:06<00:03,  1.91it/s, iou=0.8239, loss=-0.7799, lr=1.71e-04]
Epoch 33/120:  71%|███████   | 12/17 [00:06<00:02,  1.91it/s, iou=0.8239, loss=-0.7799, lr=1.71e-04]
Epoch 33/120:  71%|███████   | 12/17 [00:06<00:02,  1.91it/s, iou=0.8239, loss=-0.7993, lr=1.71e-04]
Epoch 33/120:  76%|███████▋  | 13/17 [00:06<00:02,  1.91it/s, iou=0.8239, loss=-0.7993, lr=1.71e-04]
Epoch 33/120:  76%|███████▋  | 13/17 [00:07<00:02,  1.91it/s, iou=0.8238, loss=-0.7083, lr=1.71e-04]
Epoch 33/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.91it/s, iou=0.8238, loss=-0.7083, lr=1.71e-04]
Epoch 33/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.91it/s, iou=0.8216, loss=-0.6875, lr=1.71e-04]
Epoch 33/120:  88%|████████▊ | 15/17 [00:07<00:01,  1.92it/s, iou=0.8216, loss=-0.6875, lr=1.71e-04]
Epoch 33/120:  88%|████████▊ | 15/17 [00:08<00:01,  1.92it/s, iou=0.8241, loss=-0.8667, lr=1.71e-04]
Epoch 33/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.92it/s, iou=0.8241, loss=-0.8667, lr=1.71e-04]
Epoch 33/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.92it/s, iou=0.8244, loss=-0.4471, lr=1.71e-04]
Epoch 33/120: 100%|██████████| 17/17 [00:08<00:00,  2.49it/s, iou=0.8244, loss=-0.4471, lr=1.71e-04]
                                                                                                    
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 33/120: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating:  33%|███▎      | 1/3 [00:00<00:00,  3.31it/s]
Validating:  67%|██████▋   | 2/3 [00:00<00:00,  3.57it/s]
                                                         
[Strategy3 MC Cache] ram_hits=0 disk_hits=0 misses=0 writes=0
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 33/120: train_loss=-0.7409, train_iou=0.8244, train_entropy=0.0000, val_loss=-0.6591, val_iou=0.7043, val_dice=0.7886, val_iou_gain=0.0070, val_biou_gain=0.0248, head_lr=1.691355e-04, encoder_lr=1.691355e-04, val_refine_score=0.5570, es_monitor=val_refine_score, es_value=0.5570, es_best=0.5570, es_wait=0/30, es_active=True, s3_frozen=True

Epoch 34/120:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 34/120:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.8515, loss=-0.7469, lr=1.69e-04]
Epoch 34/120:   6%|▌         | 1/17 [00:00<00:09,  1.64it/s, iou=0.8515, loss=-0.7469, lr=1.69e-04]
Epoch 34/120:   6%|▌         | 1/17 [00:01<00:09,  1.64it/s, iou=0.8204, loss=-0.6930, lr=1.69e-04]
Epoch 34/120:  12%|█▏        | 2/17 [00:01<00:08,  1.80it/s, iou=0.8204, loss=-0.6930, lr=1.69e-04]
Epoch 34/120:  12%|█▏        | 2/17 [00:01<00:08,  1.80it/s, iou=0.8179, loss=-0.7719, lr=1.69e-04]
Epoch 34/120:  18%|█▊        | 3/17 [00:01<00:07,  1.86it/s, iou=0.8179, loss=-0.7719, lr=1.69e-04]
Epoch 34/120:  18%|█▊        | 3/17 [00:02<00:07,  1.86it/s, iou=0.8148, loss=-0.7375, lr=1.69e-04]
Epoch 34/120:  24%|██▎       | 4/17 [00:02<00:06,  1.89it/s, iou=0.8148, loss=-0.7375, lr=1.69e-04]
Epoch 34/120:  24%|██▎       | 4/17 [00:02<00:06,  1.89it/s, iou=0.8151, loss=-0.6321, lr=1.69e-04]
Epoch 34/120:  29%|██▉       | 5/17 [00:02<00:06,  1.91it/s, iou=0.8151, loss=-0.6321, lr=1.69e-04]
Epoch 34/120:  29%|██▉       | 5/17 [00:03<00:06,  1.91it/s, iou=0.8176, loss=-0.7767, lr=1.69e-04]
Epoch 34/120:  35%|███▌      | 6/17 [00:03<00:05,  1.91it/s, iou=0.8176, loss=-0.7767, lr=1.69e-04]
Epoch 34/120:  35%|███▌      | 6/17 [00:03<00:05,  1.91it/s, iou=0.8238, loss=-0.7322, lr=1.69e-04]
Epoch 34/120:  41%|████      | 7/17 [00:03<00:05,  1.92it/s, iou=0.8238, loss=-0.7322, lr=1.69e-04]
Epoch 34/120:  41%|████      | 7/17 [00:04<00:05,  1.92it/s, iou=0.8227, loss=-0.6982, lr=1.69e-04]
Epoch 34/120:  47%|████▋     | 8/17 [00:04<00:04,  1.92it/s, iou=0.8227, loss=-0.6982, lr=1.69e-04]
Epoch 34/120:  47%|████▋     | 8/17 [00:04<00:04,  1.92it/s, iou=0.8233, loss=-0.9268, lr=1.69e-04]
Epoch 34/120:  53%|█████▎    | 9/17 [00:04<00:04,  1.92it/s, iou=0.8233, loss=-0.9268, lr=1.69e-04]
Epoch 34/120:  53%|█████▎    | 9/17 [00:05<00:04,  1.92it/s, iou=0.8188, loss=-0.6349, lr=1.69e-04]
Epoch 34/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.92it/s, iou=0.8188, loss=-0.6349, lr=1.69e-04]
Epoch 34/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.92it/s, iou=0.8172, loss=-0.7512, lr=1.69e-04]
Epoch 34/120:  65%|██████▍   | 11/17 [00:05<00:03,  1.92it/s, iou=0.8172, loss=-0.7512, lr=1.69e-04]
Epoch 34/120:  65%|██████▍   | 11/17 [00:06<00:03,  1.92it/s, iou=0.8181, loss=-0.7408, lr=1.69e-04]
Epoch 34/120:  71%|███████   | 12/17 [00:06<00:02,  1.93it/s, iou=0.8181, loss=-0.7408, lr=1.69e-04]
Epoch 34/120:  71%|███████   | 12/17 [00:06<00:02,  1.93it/s, iou=0.8198, loss=-0.7288, lr=1.69e-04]
Epoch 34/120:  76%|███████▋  | 13/17 [00:06<00:02,  1.94it/s, iou=0.8198, loss=-0.7288, lr=1.69e-04]
Epoch 34/120:  76%|███████▋  | 13/17 [00:07<00:02,  1.94it/s, iou=0.8223, loss=-0.8936, lr=1.69e-04]
Epoch 34/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.94it/s, iou=0.8223, loss=-0.8936, lr=1.69e-04]
Epoch 34/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.94it/s, iou=0.8239, loss=-0.9300, lr=1.69e-04]
Epoch 34/120:  88%|████████▊ | 15/17 [00:07<00:01,  1.94it/s, iou=0.8239, loss=-0.9300, lr=1.69e-04]
Epoch 34/120:  88%|████████▊ | 15/17 [00:08<00:01,  1.94it/s, iou=0.8258, loss=-0.8061, lr=1.69e-04]
Epoch 34/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.94it/s, iou=0.8258, loss=-0.8061, lr=1.69e-04]
Epoch 34/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.94it/s, iou=0.8256, loss=-0.6098, lr=1.69e-04]
Epoch 34/120: 100%|██████████| 17/17 [00:08<00:00,  2.51it/s, iou=0.8256, loss=-0.6098, lr=1.69e-04]
                                                                                                    
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 34/120: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating:  33%|███▎      | 1/3 [00:00<00:00,  3.35it/s]
Validating:  67%|██████▋   | 2/3 [00:00<00:00,  3.60it/s]
                                                         
[Strategy3 MC Cache] ram_hits=0 disk_hits=0 misses=0 writes=0
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 34/120: train_loss=-0.7536, train_iou=0.8256, train_entropy=0.0000, val_loss=-0.6563, val_iou=0.7013, val_dice=0.7869, val_iou_gain=0.0040, val_biou_gain=0.0204, head_lr=1.670838e-04, encoder_lr=1.670838e-04, val_refine_score=0.5570, es_monitor=val_refine_score, es_value=0.5534, es_best=0.5570, es_wait=1/30, es_active=True, s3_frozen=True

Epoch 35/120:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 35/120:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.8579, loss=-0.8159, lr=1.67e-04]
Epoch 35/120:   6%|▌         | 1/17 [00:00<00:09,  1.65it/s, iou=0.8579, loss=-0.8159, lr=1.67e-04]
Epoch 35/120:   6%|▌         | 1/17 [00:01<00:09,  1.65it/s, iou=0.8243, loss=-0.7036, lr=1.67e-04]
Epoch 35/120:  12%|█▏        | 2/17 [00:01<00:08,  1.81it/s, iou=0.8243, loss=-0.7036, lr=1.67e-04]
Epoch 35/120:  12%|█▏        | 2/17 [00:01<00:08,  1.81it/s, iou=0.8255, loss=-0.7775, lr=1.67e-04]
Epoch 35/120:  18%|█▊        | 3/17 [00:01<00:07,  1.87it/s, iou=0.8255, loss=-0.7775, lr=1.67e-04]
Epoch 35/120:  18%|█▊        | 3/17 [00:02<00:07,  1.87it/s, iou=0.8274, loss=-0.7684, lr=1.67e-04]
Epoch 35/120:  24%|██▎       | 4/17 [00:02<00:06,  1.90it/s, iou=0.8274, loss=-0.7684, lr=1.67e-04]
Epoch 35/120:  24%|██▎       | 4/17 [00:02<00:06,  1.90it/s, iou=0.8290, loss=-0.9088, lr=1.67e-04]
Epoch 35/120:  29%|██▉       | 5/17 [00:02<00:06,  1.91it/s, iou=0.8290, loss=-0.9088, lr=1.67e-04]
Epoch 35/120:  29%|██▉       | 5/17 [00:03<00:06,  1.91it/s, iou=0.8305, loss=-0.7321, lr=1.67e-04]
Epoch 35/120:  35%|███▌      | 6/17 [00:03<00:05,  1.92it/s, iou=0.8305, loss=-0.7321, lr=1.67e-04]
Epoch 35/120:  35%|███▌      | 6/17 [00:03<00:05,  1.92it/s, iou=0.8274, loss=-0.6608, lr=1.67e-04]
Epoch 35/120:  41%|████      | 7/17 [00:03<00:05,  1.92it/s, iou=0.8274, loss=-0.6608, lr=1.67e-04]
Epoch 35/120:  41%|████      | 7/17 [00:04<00:05,  1.92it/s, iou=0.8261, loss=-0.7795, lr=1.67e-04]
Epoch 35/120:  47%|████▋     | 8/17 [00:04<00:04,  1.93it/s, iou=0.8261, loss=-0.7795, lr=1.67e-04]
Epoch 35/120:  47%|████▋     | 8/17 [00:04<00:04,  1.93it/s, iou=0.8286, loss=-0.7213, lr=1.67e-04]
Epoch 35/120:  53%|█████▎    | 9/17 [00:04<00:04,  1.93it/s, iou=0.8286, loss=-0.7213, lr=1.67e-04]
Epoch 35/120:  53%|█████▎    | 9/17 [00:05<00:04,  1.93it/s, iou=0.8282, loss=-0.7314, lr=1.67e-04]
Epoch 35/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.93it/s, iou=0.8282, loss=-0.7314, lr=1.67e-04]
Epoch 35/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.93it/s, iou=0.8278, loss=-0.7923, lr=1.67e-04]
Epoch 35/120:  65%|██████▍   | 11/17 [00:05<00:03,  1.93it/s, iou=0.8278, loss=-0.7923, lr=1.67e-04]
Epoch 35/120:  65%|██████▍   | 11/17 [00:06<00:03,  1.93it/s, iou=0.8265, loss=-0.6935, lr=1.67e-04]
Epoch 35/120:  71%|███████   | 12/17 [00:06<00:02,  1.93it/s, iou=0.8265, loss=-0.6935, lr=1.67e-04]
Epoch 35/120:  71%|███████   | 12/17 [00:06<00:02,  1.93it/s, iou=0.8262, loss=-0.8764, lr=1.67e-04]
Epoch 35/120:  76%|███████▋  | 13/17 [00:06<00:02,  1.93it/s, iou=0.8262, loss=-0.8764, lr=1.67e-04]
Epoch 35/120:  76%|███████▋  | 13/17 [00:07<00:02,  1.93it/s, iou=0.8272, loss=-0.8019, lr=1.67e-04]
Epoch 35/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.92it/s, iou=0.8272, loss=-0.8019, lr=1.67e-04]
Epoch 35/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.92it/s, iou=0.8287, loss=-0.7953, lr=1.67e-04]
Epoch 35/120:  88%|████████▊ | 15/17 [00:07<00:01,  1.93it/s, iou=0.8287, loss=-0.7953, lr=1.67e-04]
Epoch 35/120:  88%|████████▊ | 15/17 [00:08<00:01,  1.93it/s, iou=0.8284, loss=-0.7555, lr=1.67e-04]
Epoch 35/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.93it/s, iou=0.8284, loss=-0.7555, lr=1.67e-04]
Epoch 35/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.93it/s, iou=0.8271, loss=-0.5384, lr=1.67e-04]
Epoch 35/120: 100%|██████████| 17/17 [00:08<00:00,  2.50it/s, iou=0.8271, loss=-0.5384, lr=1.67e-04]
                                                                                                    
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 35/120: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating:  33%|███▎      | 1/3 [00:00<00:00,  3.42it/s]
Validating:  67%|██████▋   | 2/3 [00:00<00:00,  3.66it/s]
                                                         
[Strategy3 MC Cache] ram_hits=0 disk_hits=0 misses=0 writes=0
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 35/120: train_loss=-0.7560, train_iou=0.8271, train_entropy=0.0000, val_loss=-0.6001, val_iou=0.6994, val_dice=0.7874, val_iou_gain=0.0022, val_biou_gain=0.0156, head_lr=1.649881e-04, encoder_lr=1.649881e-04, val_refine_score=0.5570, es_monitor=val_refine_score, es_value=0.5500, es_best=0.5570, es_wait=2/30, es_active=True, s3_frozen=True

Epoch 36/120:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 36/120:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.8505, loss=-0.8501, lr=1.65e-04]
Epoch 36/120:   6%|▌         | 1/17 [00:00<00:09,  1.62it/s, iou=0.8505, loss=-0.8501, lr=1.65e-04]
Epoch 36/120:   6%|▌         | 1/17 [00:01<00:09,  1.62it/s, iou=0.8310, loss=-0.7365, lr=1.65e-04]
Epoch 36/120:  12%|█▏        | 2/17 [00:01<00:08,  1.79it/s, iou=0.8310, loss=-0.7365, lr=1.65e-04]
Epoch 36/120:  12%|█▏        | 2/17 [00:01<00:08,  1.79it/s, iou=0.8342, loss=-0.6683, lr=1.65e-04]
Epoch 36/120:  18%|█▊        | 3/17 [00:01<00:07,  1.86it/s, iou=0.8342, loss=-0.6683, lr=1.65e-04]
Epoch 36/120:  18%|█▊        | 3/17 [00:02<00:07,  1.86it/s, iou=0.8344, loss=-0.8726, lr=1.65e-04]
Epoch 36/120:  24%|██▎       | 4/17 [00:02<00:06,  1.89it/s, iou=0.8344, loss=-0.8726, lr=1.65e-04]
Epoch 36/120:  24%|██▎       | 4/17 [00:02<00:06,  1.89it/s, iou=0.8304, loss=-0.7866, lr=1.65e-04]
Epoch 36/120:  29%|██▉       | 5/17 [00:02<00:06,  1.91it/s, iou=0.8304, loss=-0.7866, lr=1.65e-04]
Epoch 36/120:  29%|██▉       | 5/17 [00:03<00:06,  1.91it/s, iou=0.8256, loss=-0.8134, lr=1.65e-04]
Epoch 36/120:  35%|███▌      | 6/17 [00:03<00:05,  1.92it/s, iou=0.8256, loss=-0.8134, lr=1.65e-04]
Epoch 36/120:  35%|███▌      | 6/17 [00:03<00:05,  1.92it/s, iou=0.8289, loss=-0.8381, lr=1.65e-04]
Epoch 36/120:  41%|████      | 7/17 [00:03<00:05,  1.93it/s, iou=0.8289, loss=-0.8381, lr=1.65e-04]
Epoch 36/120:  41%|████      | 7/17 [00:04<00:05,  1.93it/s, iou=0.8272, loss=-0.8064, lr=1.65e-04]
Epoch 36/120:  47%|████▋     | 8/17 [00:04<00:04,  1.92it/s, iou=0.8272, loss=-0.8064, lr=1.65e-04]
Epoch 36/120:  47%|████▋     | 8/17 [00:04<00:04,  1.92it/s, iou=0.8226, loss=-0.7323, lr=1.65e-04]
Epoch 36/120:  53%|█████▎    | 9/17 [00:04<00:04,  1.93it/s, iou=0.8226, loss=-0.7323, lr=1.65e-04]
Epoch 36/120:  53%|█████▎    | 9/17 [00:05<00:04,  1.93it/s, iou=0.8225, loss=-0.8284, lr=1.65e-04]
Epoch 36/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.93it/s, iou=0.8225, loss=-0.8284, lr=1.65e-04]
Epoch 36/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.93it/s, iou=0.8236, loss=-0.7276, lr=1.65e-04]
Epoch 36/120:  65%|██████▍   | 11/17 [00:05<00:03,  1.93it/s, iou=0.8236, loss=-0.7276, lr=1.65e-04]
Epoch 36/120:  65%|██████▍   | 11/17 [00:06<00:03,  1.93it/s, iou=0.8243, loss=-0.8945, lr=1.65e-04]
Epoch 36/120:  71%|███████   | 12/17 [00:06<00:02,  1.93it/s, iou=0.8243, loss=-0.8945, lr=1.65e-04]
Epoch 36/120:  71%|███████   | 12/17 [00:06<00:02,  1.93it/s, iou=0.8267, loss=-0.6450, lr=1.65e-04]
Epoch 36/120:  76%|███████▋  | 13/17 [00:06<00:02,  1.94it/s, iou=0.8267, loss=-0.6450, lr=1.65e-04]
Epoch 36/120:  76%|███████▋  | 13/17 [00:07<00:02,  1.94it/s, iou=0.8273, loss=-0.6880, lr=1.65e-04]
Epoch 36/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.94it/s, iou=0.8273, loss=-0.6880, lr=1.65e-04]
Epoch 36/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.94it/s, iou=0.8257, loss=-0.6973, lr=1.65e-04]
Epoch 36/120:  88%|████████▊ | 15/17 [00:07<00:01,  1.93it/s, iou=0.8257, loss=-0.6973, lr=1.65e-04]
Epoch 36/120:  88%|████████▊ | 15/17 [00:08<00:01,  1.93it/s, iou=0.8274, loss=-0.8354, lr=1.65e-04]
Epoch 36/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.93it/s, iou=0.8274, loss=-0.8354, lr=1.65e-04]
Epoch 36/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.93it/s, iou=0.8273, loss=-0.7101, lr=1.65e-04]
Epoch 36/120: 100%|██████████| 17/17 [00:08<00:00,  2.50it/s, iou=0.8273, loss=-0.7101, lr=1.65e-04]
                                                                                                    
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 36/120: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating:  33%|███▎      | 1/3 [00:00<00:00,  3.32it/s]
Validating:  67%|██████▋   | 2/3 [00:00<00:00,  3.59it/s]
                                                         
[Strategy3 MC Cache] ram_hits=0 disk_hits=0 misses=0 writes=0
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 36/120: train_loss=-0.7724, train_iou=0.8273, train_entropy=0.0000, val_loss=-0.6518, val_iou=0.7035, val_dice=0.7894, val_iou_gain=0.0062, val_biou_gain=0.0234, head_lr=1.628499e-04, encoder_lr=1.628499e-04, val_refine_score=0.5570, es_monitor=val_refine_score, es_value=0.5559, es_best=0.5570, es_wait=3/30, es_active=True, s3_frozen=True

Epoch 37/120:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 37/120:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.8207, loss=-0.7961, lr=1.63e-04]
Epoch 37/120:   6%|▌         | 1/17 [00:00<00:09,  1.72it/s, iou=0.8207, loss=-0.7961, lr=1.63e-04]
Epoch 37/120:   6%|▌         | 1/17 [00:01<00:09,  1.72it/s, iou=0.8391, loss=-0.7614, lr=1.63e-04]
Epoch 37/120:  12%|█▏        | 2/17 [00:01<00:08,  1.84it/s, iou=0.8391, loss=-0.7614, lr=1.63e-04]
Epoch 37/120:  12%|█▏        | 2/17 [00:01<00:08,  1.84it/s, iou=0.8365, loss=-0.7751, lr=1.63e-04]
Epoch 37/120:  18%|█▊        | 3/17 [00:01<00:07,  1.88it/s, iou=0.8365, loss=-0.7751, lr=1.63e-04]
Epoch 37/120:  18%|█▊        | 3/17 [00:02<00:07,  1.88it/s, iou=0.8377, loss=-0.7854, lr=1.63e-04]
Epoch 37/120:  24%|██▎       | 4/17 [00:02<00:06,  1.90it/s, iou=0.8377, loss=-0.7854, lr=1.63e-04]
Epoch 37/120:  24%|██▎       | 4/17 [00:02<00:06,  1.90it/s, iou=0.8395, loss=-0.8306, lr=1.63e-04]
Epoch 37/120:  29%|██▉       | 5/17 [00:02<00:06,  1.91it/s, iou=0.8395, loss=-0.8306, lr=1.63e-04]
Epoch 37/120:  29%|██▉       | 5/17 [00:03<00:06,  1.91it/s, iou=0.8405, loss=-0.7625, lr=1.63e-04]
Epoch 37/120:  35%|███▌      | 6/17 [00:03<00:05,  1.91it/s, iou=0.8405, loss=-0.7625, lr=1.63e-04]
Epoch 37/120:  35%|███▌      | 6/17 [00:03<00:05,  1.91it/s, iou=0.8391, loss=-0.7832, lr=1.63e-04]
Epoch 37/120:  41%|████      | 7/17 [00:03<00:05,  1.91it/s, iou=0.8391, loss=-0.7832, lr=1.63e-04]
Epoch 37/120:  41%|████      | 7/17 [00:04<00:05,  1.91it/s, iou=0.8344, loss=-0.6692, lr=1.63e-04]
Epoch 37/120:  47%|████▋     | 8/17 [00:04<00:04,  1.91it/s, iou=0.8344, loss=-0.6692, lr=1.63e-04]
Epoch 37/120:  47%|████▋     | 8/17 [00:04<00:04,  1.91it/s, iou=0.8324, loss=-0.7621, lr=1.63e-04]
Epoch 37/120:  53%|█████▎    | 9/17 [00:04<00:04,  1.92it/s, iou=0.8324, loss=-0.7621, lr=1.63e-04]
Epoch 37/120:  53%|█████▎    | 9/17 [00:05<00:04,  1.92it/s, iou=0.8268, loss=-0.7219, lr=1.63e-04]
Epoch 37/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.92it/s, iou=0.8268, loss=-0.7219, lr=1.63e-04]
Epoch 37/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.92it/s, iou=0.8276, loss=-0.7629, lr=1.63e-04]
Epoch 37/120:  65%|██████▍   | 11/17 [00:05<00:03,  1.92it/s, iou=0.8276, loss=-0.7629, lr=1.63e-04]
Epoch 37/120:  65%|██████▍   | 11/17 [00:06<00:03,  1.92it/s, iou=0.8266, loss=-0.7331, lr=1.63e-04]
Epoch 37/120:  71%|███████   | 12/17 [00:06<00:02,  1.93it/s, iou=0.8266, loss=-0.7331, lr=1.63e-04]
Epoch 37/120:  71%|███████   | 12/17 [00:06<00:02,  1.93it/s, iou=0.8296, loss=-0.7794, lr=1.63e-04]
Epoch 37/120:  76%|███████▋  | 13/17 [00:06<00:02,  1.93it/s, iou=0.8296, loss=-0.7794, lr=1.63e-04]
Epoch 37/120:  76%|███████▋  | 13/17 [00:07<00:02,  1.93it/s, iou=0.8300, loss=-0.8234, lr=1.63e-04]
Epoch 37/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.93it/s, iou=0.8300, loss=-0.8234, lr=1.63e-04]
Epoch 37/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.93it/s, iou=0.8264, loss=-0.8947, lr=1.63e-04]
Epoch 37/120:  88%|████████▊ | 15/17 [00:07<00:01,  1.93it/s, iou=0.8264, loss=-0.8947, lr=1.63e-04]
Epoch 37/120:  88%|████████▊ | 15/17 [00:08<00:01,  1.93it/s, iou=0.8264, loss=-0.7759, lr=1.63e-04]
Epoch 37/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.93it/s, iou=0.8264, loss=-0.7759, lr=1.63e-04]
Epoch 37/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.93it/s, iou=0.8264, loss=-0.7466, lr=1.63e-04]
Epoch 37/120: 100%|██████████| 17/17 [00:08<00:00,  2.49it/s, iou=0.8264, loss=-0.7466, lr=1.63e-04]
                                                                                                    
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 37/120: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating:  33%|███▎      | 1/3 [00:00<00:00,  3.38it/s]
Validating:  67%|██████▋   | 2/3 [00:00<00:00,  3.61it/s]
                                                         
[Strategy3 MC Cache] ram_hits=0 disk_hits=0 misses=0 writes=0
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 37/120: train_loss=-0.7743, train_iou=0.8264, train_entropy=0.0000, val_loss=-0.5705, val_iou=0.6995, val_dice=0.7888, val_iou_gain=0.0022, val_biou_gain=0.0111, head_lr=1.606707e-04, encoder_lr=1.606707e-04, val_refine_score=0.5570, es_monitor=val_refine_score, es_value=0.5478, es_best=0.5570, es_wait=4/30, es_active=True, s3_frozen=True

Epoch 38/120:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 38/120:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.8597, loss=-0.8729, lr=1.61e-04]
Epoch 38/120:   6%|▌         | 1/17 [00:00<00:09,  1.69it/s, iou=0.8597, loss=-0.8729, lr=1.61e-04]
Epoch 38/120:   6%|▌         | 1/17 [00:01<00:09,  1.69it/s, iou=0.8355, loss=-0.8693, lr=1.61e-04]
Epoch 38/120:  12%|█▏        | 2/17 [00:01<00:08,  1.82it/s, iou=0.8355, loss=-0.8693, lr=1.61e-04]
Epoch 38/120:  12%|█▏        | 2/17 [00:01<00:08,  1.82it/s, iou=0.8266, loss=-0.8264, lr=1.61e-04]
Epoch 38/120:  18%|█▊        | 3/17 [00:01<00:07,  1.87it/s, iou=0.8266, loss=-0.8264, lr=1.61e-04]
Epoch 38/120:  18%|█▊        | 3/17 [00:02<00:07,  1.87it/s, iou=0.8176, loss=-0.7119, lr=1.61e-04]
Epoch 38/120:  24%|██▎       | 4/17 [00:02<00:06,  1.89it/s, iou=0.8176, loss=-0.7119, lr=1.61e-04]
Epoch 38/120:  24%|██▎       | 4/17 [00:02<00:06,  1.89it/s, iou=0.8233, loss=-0.7331, lr=1.61e-04]
Epoch 38/120:  29%|██▉       | 5/17 [00:02<00:06,  1.90it/s, iou=0.8233, loss=-0.7331, lr=1.61e-04]
Epoch 38/120:  29%|██▉       | 5/17 [00:03<00:06,  1.90it/s, iou=0.8169, loss=-0.7877, lr=1.61e-04]
Epoch 38/120:  35%|███▌      | 6/17 [00:03<00:05,  1.91it/s, iou=0.8169, loss=-0.7877, lr=1.61e-04]
Epoch 38/120:  35%|███▌      | 6/17 [00:03<00:05,  1.91it/s, iou=0.8160, loss=-0.7028, lr=1.61e-04]
Epoch 38/120:  41%|████      | 7/17 [00:03<00:05,  1.92it/s, iou=0.8160, loss=-0.7028, lr=1.61e-04]
Epoch 38/120:  41%|████      | 7/17 [00:04<00:05,  1.92it/s, iou=0.8168, loss=-0.7738, lr=1.61e-04]
Epoch 38/120:  47%|████▋     | 8/17 [00:04<00:04,  1.92it/s, iou=0.8168, loss=-0.7738, lr=1.61e-04]
Epoch 38/120:  47%|████▋     | 8/17 [00:04<00:04,  1.92it/s, iou=0.8189, loss=-0.7795, lr=1.61e-04]
Epoch 38/120:  53%|█████▎    | 9/17 [00:04<00:04,  1.92it/s, iou=0.8189, loss=-0.7795, lr=1.61e-04]
Epoch 38/120:  53%|█████▎    | 9/17 [00:05<00:04,  1.92it/s, iou=0.8194, loss=-0.8141, lr=1.61e-04]
Epoch 38/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.92it/s, iou=0.8194, loss=-0.8141, lr=1.61e-04]
Epoch 38/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.92it/s, iou=0.8178, loss=-0.7693, lr=1.61e-04]
Epoch 38/120:  65%|██████▍   | 11/17 [00:05<00:03,  1.92it/s, iou=0.8178, loss=-0.7693, lr=1.61e-04]
Epoch 38/120:  65%|██████▍   | 11/17 [00:06<00:03,  1.92it/s, iou=0.8206, loss=-0.7603, lr=1.61e-04]
Epoch 38/120:  71%|███████   | 12/17 [00:06<00:02,  1.93it/s, iou=0.8206, loss=-0.7603, lr=1.61e-04]
Epoch 38/120:  71%|███████   | 12/17 [00:06<00:02,  1.93it/s, iou=0.8249, loss=-0.7953, lr=1.61e-04]
Epoch 38/120:  76%|███████▋  | 13/17 [00:06<00:02,  1.93it/s, iou=0.8249, loss=-0.7953, lr=1.61e-04]
Epoch 38/120:  76%|███████▋  | 13/17 [00:07<00:02,  1.93it/s, iou=0.8213, loss=-0.6739, lr=1.61e-04]
Epoch 38/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.93it/s, iou=0.8213, loss=-0.6739, lr=1.61e-04]
Epoch 38/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.93it/s, iou=0.8225, loss=-0.8884, lr=1.61e-04]
Epoch 38/120:  88%|████████▊ | 15/17 [00:07<00:01,  1.91it/s, iou=0.8225, loss=-0.8884, lr=1.61e-04]
Epoch 38/120:  88%|████████▊ | 15/17 [00:08<00:01,  1.91it/s, iou=0.8229, loss=-0.7175, lr=1.61e-04]
Epoch 38/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.92it/s, iou=0.8229, loss=-0.7175, lr=1.61e-04]
Epoch 38/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.92it/s, iou=0.8232, loss=-0.7229, lr=1.61e-04]
Epoch 38/120: 100%|██████████| 17/17 [00:08<00:00,  2.49it/s, iou=0.8232, loss=-0.7229, lr=1.61e-04]
                                                                                                    
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 38/120: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating:  33%|███▎      | 1/3 [00:00<00:00,  3.30it/s]
Validating:  67%|██████▋   | 2/3 [00:00<00:00,  3.58it/s]
                                                         
[Strategy3 MC Cache] ram_hits=0 disk_hits=0 misses=0 writes=0
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 38/120: train_loss=-0.7764, train_iou=0.8232, train_entropy=0.0000, val_loss=-0.6888, val_iou=0.7055, val_dice=0.7890, val_iou_gain=0.0082, val_biou_gain=0.0318, head_lr=1.584518e-04, encoder_lr=1.584518e-04, val_refine_score=0.5611, es_monitor=val_refine_score, es_value=0.5611, es_best=0.5611, es_wait=0/30, es_active=True, s3_frozen=True

Epoch 39/120:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 39/120:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.8139, loss=-0.6852, lr=1.58e-04]
Epoch 39/120:   6%|▌         | 1/17 [00:00<00:09,  1.62it/s, iou=0.8139, loss=-0.6852, lr=1.58e-04]
Epoch 39/120:   6%|▌         | 1/17 [00:01<00:09,  1.62it/s, iou=0.8370, loss=-0.8784, lr=1.58e-04]
Epoch 39/120:  12%|█▏        | 2/17 [00:01<00:08,  1.78it/s, iou=0.8370, loss=-0.8784, lr=1.58e-04]
Epoch 39/120:  12%|█▏        | 2/17 [00:01<00:08,  1.78it/s, iou=0.8430, loss=-0.9370, lr=1.58e-04]
Epoch 39/120:  18%|█▊        | 3/17 [00:01<00:07,  1.84it/s, iou=0.8430, loss=-0.9370, lr=1.58e-04]
Epoch 39/120:  18%|█▊        | 3/17 [00:02<00:07,  1.84it/s, iou=0.8513, loss=-0.7507, lr=1.58e-04]
Epoch 39/120:  24%|██▎       | 4/17 [00:02<00:06,  1.88it/s, iou=0.8513, loss=-0.7507, lr=1.58e-04]
Epoch 39/120:  24%|██▎       | 4/17 [00:02<00:06,  1.88it/s, iou=0.8480, loss=-0.7236, lr=1.58e-04]
Epoch 39/120:  29%|██▉       | 5/17 [00:02<00:06,  1.90it/s, iou=0.8480, loss=-0.7236, lr=1.58e-04]
Epoch 39/120:  29%|██▉       | 5/17 [00:03<00:06,  1.90it/s, iou=0.8472, loss=-0.8189, lr=1.58e-04]
Epoch 39/120:  35%|███▌      | 6/17 [00:03<00:05,  1.91it/s, iou=0.8472, loss=-0.8189, lr=1.58e-04]
Epoch 39/120:  35%|███▌      | 6/17 [00:03<00:05,  1.91it/s, iou=0.8435, loss=-0.7829, lr=1.58e-04]
Epoch 39/120:  41%|████      | 7/17 [00:03<00:05,  1.92it/s, iou=0.8435, loss=-0.7829, lr=1.58e-04]
Epoch 39/120:  41%|████      | 7/17 [00:04<00:05,  1.92it/s, iou=0.8432, loss=-0.7360, lr=1.58e-04]
Epoch 39/120:  47%|████▋     | 8/17 [00:04<00:04,  1.92it/s, iou=0.8432, loss=-0.7360, lr=1.58e-04]
Epoch 39/120:  47%|████▋     | 8/17 [00:04<00:04,  1.92it/s, iou=0.8403, loss=-0.7912, lr=1.58e-04]
Epoch 39/120:  53%|█████▎    | 9/17 [00:04<00:04,  1.92it/s, iou=0.8403, loss=-0.7912, lr=1.58e-04]
Epoch 39/120:  53%|█████▎    | 9/17 [00:05<00:04,  1.92it/s, iou=0.8386, loss=-0.7480, lr=1.58e-04]
Epoch 39/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.93it/s, iou=0.8386, loss=-0.7480, lr=1.58e-04]
Epoch 39/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.93it/s, iou=0.8382, loss=-0.7436, lr=1.58e-04]
Epoch 39/120:  65%|██████▍   | 11/17 [00:05<00:03,  1.93it/s, iou=0.8382, loss=-0.7436, lr=1.58e-04]
Epoch 39/120:  65%|██████▍   | 11/17 [00:06<00:03,  1.93it/s, iou=0.8360, loss=-0.8161, lr=1.58e-04]
Epoch 39/120:  71%|███████   | 12/17 [00:06<00:02,  1.93it/s, iou=0.8360, loss=-0.8161, lr=1.58e-04]
Epoch 39/120:  71%|███████   | 12/17 [00:06<00:02,  1.93it/s, iou=0.8352, loss=-0.8599, lr=1.58e-04]
Epoch 39/120:  76%|███████▋  | 13/17 [00:06<00:02,  1.93it/s, iou=0.8352, loss=-0.8599, lr=1.58e-04]
Epoch 39/120:  76%|███████▋  | 13/17 [00:07<00:02,  1.93it/s, iou=0.8333, loss=-0.7198, lr=1.58e-04]
Epoch 39/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.93it/s, iou=0.8333, loss=-0.7198, lr=1.58e-04]
Epoch 39/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.93it/s, iou=0.8326, loss=-0.8771, lr=1.58e-04]
Epoch 39/120:  88%|████████▊ | 15/17 [00:07<00:01,  1.93it/s, iou=0.8326, loss=-0.8771, lr=1.58e-04]
Epoch 39/120:  88%|████████▊ | 15/17 [00:08<00:01,  1.93it/s, iou=0.8330, loss=-0.7699, lr=1.58e-04]
Epoch 39/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.94it/s, iou=0.8330, loss=-0.7699, lr=1.58e-04]
Epoch 39/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.94it/s, iou=0.8319, loss=-1.1447, lr=1.58e-04]
Epoch 39/120: 100%|██████████| 17/17 [00:08<00:00,  2.51it/s, iou=0.8319, loss=-1.1447, lr=1.58e-04]
                                                                                                    
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 39/120: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating:  33%|███▎      | 1/3 [00:00<00:00,  3.39it/s]
Validating:  67%|██████▋   | 2/3 [00:00<00:00,  3.60it/s]
                                                         
[Strategy3 MC Cache] ram_hits=0 disk_hits=0 misses=0 writes=0
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 39/120: train_loss=-0.8108, train_iou=0.8319, train_entropy=0.0000, val_loss=-0.6688, val_iou=0.7041, val_dice=0.7877, val_iou_gain=0.0068, val_biou_gain=0.0265, head_lr=1.561949e-04, encoder_lr=1.561949e-04, val_refine_score=0.5611, es_monitor=val_refine_score, es_value=0.5578, es_best=0.5611, es_wait=1/30, es_active=True, s3_frozen=True

Epoch 40/120:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 40/120:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.7890, loss=-0.7913, lr=1.56e-04]
Epoch 40/120:   6%|▌         | 1/17 [00:00<00:09,  1.68it/s, iou=0.7890, loss=-0.7913, lr=1.56e-04]
Epoch 40/120:   6%|▌         | 1/17 [00:01<00:09,  1.68it/s, iou=0.8135, loss=-0.8064, lr=1.56e-04]
Epoch 40/120:  12%|█▏        | 2/17 [00:01<00:08,  1.82it/s, iou=0.8135, loss=-0.8064, lr=1.56e-04]
Epoch 40/120:  12%|█▏        | 2/17 [00:01<00:08,  1.82it/s, iou=0.8088, loss=-0.6892, lr=1.56e-04]
Epoch 40/120:  18%|█▊        | 3/17 [00:01<00:07,  1.87it/s, iou=0.8088, loss=-0.6892, lr=1.56e-04]
Epoch 40/120:  18%|█▊        | 3/17 [00:02<00:07,  1.87it/s, iou=0.8192, loss=-0.8328, lr=1.56e-04]
Epoch 40/120:  24%|██▎       | 4/17 [00:02<00:06,  1.89it/s, iou=0.8192, loss=-0.8328, lr=1.56e-04]
Epoch 40/120:  24%|██▎       | 4/17 [00:02<00:06,  1.89it/s, iou=0.8122, loss=-0.5574, lr=1.56e-04]
Epoch 40/120:  29%|██▉       | 5/17 [00:02<00:06,  1.91it/s, iou=0.8122, loss=-0.5574, lr=1.56e-04]
Epoch 40/120:  29%|██▉       | 5/17 [00:03<00:06,  1.91it/s, iou=0.8158, loss=-0.7756, lr=1.56e-04]
Epoch 40/120:  35%|███▌      | 6/17 [00:03<00:05,  1.92it/s, iou=0.8158, loss=-0.7756, lr=1.56e-04]
Epoch 40/120:  35%|███▌      | 6/17 [00:03<00:05,  1.92it/s, iou=0.8151, loss=-0.8252, lr=1.56e-04]
Epoch 40/120:  41%|████      | 7/17 [00:03<00:05,  1.92it/s, iou=0.8151, loss=-0.8252, lr=1.56e-04]
Epoch 40/120:  41%|████      | 7/17 [00:04<00:05,  1.92it/s, iou=0.8202, loss=-0.7718, lr=1.56e-04]
Epoch 40/120:  47%|████▋     | 8/17 [00:04<00:04,  1.92it/s, iou=0.8202, loss=-0.7718, lr=1.56e-04]
Epoch 40/120:  47%|████▋     | 8/17 [00:04<00:04,  1.92it/s, iou=0.8232, loss=-0.8097, lr=1.56e-04]
Epoch 40/120:  53%|█████▎    | 9/17 [00:04<00:04,  1.92it/s, iou=0.8232, loss=-0.8097, lr=1.56e-04]
Epoch 40/120:  53%|█████▎    | 9/17 [00:05<00:04,  1.92it/s, iou=0.8260, loss=-0.7982, lr=1.56e-04]
Epoch 40/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.92it/s, iou=0.8260, loss=-0.7982, lr=1.56e-04]
Epoch 40/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.92it/s, iou=0.8274, loss=-0.7809, lr=1.56e-04]
Epoch 40/120:  65%|██████▍   | 11/17 [00:05<00:03,  1.92it/s, iou=0.8274, loss=-0.7809, lr=1.56e-04]
Epoch 40/120:  65%|██████▍   | 11/17 [00:06<00:03,  1.92it/s, iou=0.8283, loss=-0.8315, lr=1.56e-04]
Epoch 40/120:  71%|███████   | 12/17 [00:06<00:02,  1.92it/s, iou=0.8283, loss=-0.8315, lr=1.56e-04]
Epoch 40/120:  71%|███████   | 12/17 [00:06<00:02,  1.92it/s, iou=0.8297, loss=-0.9653, lr=1.56e-04]
Epoch 40/120:  76%|███████▋  | 13/17 [00:06<00:02,  1.93it/s, iou=0.8297, loss=-0.9653, lr=1.56e-04]
Epoch 40/120:  76%|███████▋  | 13/17 [00:07<00:02,  1.93it/s, iou=0.8286, loss=-0.8258, lr=1.56e-04]
Epoch 40/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.93it/s, iou=0.8286, loss=-0.8258, lr=1.56e-04]
Epoch 40/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.93it/s, iou=0.8275, loss=-0.7767, lr=1.56e-04]
Epoch 40/120:  88%|████████▊ | 15/17 [00:07<00:01,  1.92it/s, iou=0.8275, loss=-0.7767, lr=1.56e-04]
Epoch 40/120:  88%|████████▊ | 15/17 [00:08<00:01,  1.92it/s, iou=0.8301, loss=-0.8755, lr=1.56e-04]
Epoch 40/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.92it/s, iou=0.8301, loss=-0.8755, lr=1.56e-04]
Epoch 40/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.92it/s, iou=0.8304, loss=-0.8236, lr=1.56e-04]
Epoch 40/120: 100%|██████████| 17/17 [00:08<00:00,  2.49it/s, iou=0.8304, loss=-0.8236, lr=1.56e-04]
                                                                                                    
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 40/120: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating:  33%|███▎      | 1/3 [00:00<00:00,  3.32it/s]
Validating:  67%|██████▋   | 2/3 [00:00<00:00,  3.57it/s]
                                                         
[Strategy3 MC Cache] ram_hits=0 disk_hits=0 misses=0 writes=0
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 40/120: train_loss=-0.7963, train_iou=0.8304, train_entropy=0.0000, val_loss=-0.6916, val_iou=0.7066, val_dice=0.7905, val_iou_gain=0.0093, val_biou_gain=0.0298, head_lr=1.539016e-04, encoder_lr=1.539016e-04, val_refine_score=0.5611, es_monitor=val_refine_score, es_value=0.5607, es_best=0.5611, es_wait=2/30, es_active=True, s3_frozen=True

Epoch 41/120:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 41/120:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.8476, loss=-0.8374, lr=1.54e-04]
Epoch 41/120:   6%|▌         | 1/17 [00:00<00:09,  1.63it/s, iou=0.8476, loss=-0.8374, lr=1.54e-04]
Epoch 41/120:   6%|▌         | 1/17 [00:01<00:09,  1.63it/s, iou=0.8442, loss=-0.7849, lr=1.54e-04]
Epoch 41/120:  12%|█▏        | 2/17 [00:01<00:08,  1.79it/s, iou=0.8442, loss=-0.7849, lr=1.54e-04]
Epoch 41/120:  12%|█▏        | 2/17 [00:01<00:08,  1.79it/s, iou=0.8369, loss=-0.8060, lr=1.54e-04]
Epoch 41/120:  18%|█▊        | 3/17 [00:01<00:07,  1.86it/s, iou=0.8369, loss=-0.8060, lr=1.54e-04]
Epoch 41/120:  18%|█▊        | 3/17 [00:02<00:07,  1.86it/s, iou=0.8396, loss=-0.7924, lr=1.54e-04]
Epoch 41/120:  24%|██▎       | 4/17 [00:02<00:06,  1.88it/s, iou=0.8396, loss=-0.7924, lr=1.54e-04]
Epoch 41/120:  24%|██▎       | 4/17 [00:02<00:06,  1.88it/s, iou=0.8363, loss=-0.7025, lr=1.54e-04]
Epoch 41/120:  29%|██▉       | 5/17 [00:02<00:06,  1.90it/s, iou=0.8363, loss=-0.7025, lr=1.54e-04]
Epoch 41/120:  29%|██▉       | 5/17 [00:03<00:06,  1.90it/s, iou=0.8412, loss=-0.7394, lr=1.54e-04]
Epoch 41/120:  35%|███▌      | 6/17 [00:03<00:05,  1.92it/s, iou=0.8412, loss=-0.7394, lr=1.54e-04]
Epoch 41/120:  35%|███▌      | 6/17 [00:03<00:05,  1.92it/s, iou=0.8419, loss=-0.8116, lr=1.54e-04]
Epoch 41/120:  41%|████      | 7/17 [00:03<00:05,  1.92it/s, iou=0.8419, loss=-0.8116, lr=1.54e-04]
Epoch 41/120:  41%|████      | 7/17 [00:04<00:05,  1.92it/s, iou=0.8413, loss=-0.8795, lr=1.54e-04]
Epoch 41/120:  47%|████▋     | 8/17 [00:04<00:04,  1.92it/s, iou=0.8413, loss=-0.8795, lr=1.54e-04]
Epoch 41/120:  47%|████▋     | 8/17 [00:04<00:04,  1.92it/s, iou=0.8316, loss=-0.7613, lr=1.54e-04]
Epoch 41/120:  53%|█████▎    | 9/17 [00:04<00:04,  1.93it/s, iou=0.8316, loss=-0.7613, lr=1.54e-04]
Epoch 41/120:  53%|█████▎    | 9/17 [00:05<00:04,  1.93it/s, iou=0.8308, loss=-0.6740, lr=1.54e-04]
Epoch 41/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.93it/s, iou=0.8308, loss=-0.6740, lr=1.54e-04]
Epoch 41/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.93it/s, iou=0.8314, loss=-0.9227, lr=1.54e-04]
Epoch 41/120:  65%|██████▍   | 11/17 [00:05<00:03,  1.92it/s, iou=0.8314, loss=-0.9227, lr=1.54e-04]
Epoch 41/120:  65%|██████▍   | 11/17 [00:06<00:03,  1.92it/s, iou=0.8331, loss=-0.8208, lr=1.54e-04]
Epoch 41/120:  71%|███████   | 12/17 [00:06<00:02,  1.92it/s, iou=0.8331, loss=-0.8208, lr=1.54e-04]
Epoch 41/120:  71%|███████   | 12/17 [00:06<00:02,  1.92it/s, iou=0.8337, loss=-0.8537, lr=1.54e-04]
Epoch 41/120:  76%|███████▋  | 13/17 [00:06<00:02,  1.92it/s, iou=0.8337, loss=-0.8537, lr=1.54e-04]
Epoch 41/120:  76%|███████▋  | 13/17 [00:07<00:02,  1.92it/s, iou=0.8300, loss=-0.6616, lr=1.54e-04]
Epoch 41/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.93it/s, iou=0.8300, loss=-0.6616, lr=1.54e-04]
Epoch 41/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.93it/s, iou=0.8281, loss=-0.8788, lr=1.54e-04]
Epoch 41/120:  88%|████████▊ | 15/17 [00:07<00:01,  1.93it/s, iou=0.8281, loss=-0.8788, lr=1.54e-04]
Epoch 41/120:  88%|████████▊ | 15/17 [00:08<00:01,  1.93it/s, iou=0.8276, loss=-0.6844, lr=1.54e-04]
Epoch 41/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.93it/s, iou=0.8276, loss=-0.6844, lr=1.54e-04]
Epoch 41/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.93it/s, iou=0.8280, loss=-0.8477, lr=1.54e-04]
Epoch 41/120: 100%|██████████| 17/17 [00:08<00:00,  2.51it/s, iou=0.8280, loss=-0.8477, lr=1.54e-04]
                                                                                                    
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 41/120: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating:  33%|███▎      | 1/3 [00:00<00:00,  3.19it/s]
Validating:  67%|██████▋   | 2/3 [00:00<00:00,  3.50it/s]
                                                         
[Strategy3 MC Cache] ram_hits=0 disk_hits=0 misses=0 writes=0
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 41/120: train_loss=-0.7917, train_iou=0.8280, train_entropy=0.0000, val_loss=-0.6086, val_iou=0.6982, val_dice=0.7868, val_iou_gain=0.0009, val_biou_gain=0.0150, head_lr=1.515733e-04, encoder_lr=1.515733e-04, val_refine_score=0.5611, es_monitor=val_refine_score, es_value=0.5491, es_best=0.5611, es_wait=3/30, es_active=True, s3_frozen=True

Epoch 42/120:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 42/120:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.8019, loss=-0.6943, lr=1.52e-04]
Epoch 42/120:   6%|▌         | 1/17 [00:00<00:09,  1.65it/s, iou=0.8019, loss=-0.6943, lr=1.52e-04]
Epoch 42/120:   6%|▌         | 1/17 [00:01<00:09,  1.65it/s, iou=0.8276, loss=-0.7873, lr=1.52e-04]
Epoch 42/120:  12%|█▏        | 2/17 [00:01<00:08,  1.80it/s, iou=0.8276, loss=-0.7873, lr=1.52e-04]
Epoch 42/120:  12%|█▏        | 2/17 [00:01<00:08,  1.80it/s, iou=0.8235, loss=-0.8639, lr=1.52e-04]
Epoch 42/120:  18%|█▊        | 3/17 [00:01<00:07,  1.85it/s, iou=0.8235, loss=-0.8639, lr=1.52e-04]
Epoch 42/120:  18%|█▊        | 3/17 [00:02<00:07,  1.85it/s, iou=0.8290, loss=-0.7501, lr=1.52e-04]
Epoch 42/120:  24%|██▎       | 4/17 [00:02<00:06,  1.87it/s, iou=0.8290, loss=-0.7501, lr=1.52e-04]
Epoch 42/120:  24%|██▎       | 4/17 [00:02<00:06,  1.87it/s, iou=0.8264, loss=-0.8150, lr=1.52e-04]
Epoch 42/120:  29%|██▉       | 5/17 [00:02<00:06,  1.89it/s, iou=0.8264, loss=-0.8150, lr=1.52e-04]
Epoch 42/120:  29%|██▉       | 5/17 [00:03<00:06,  1.89it/s, iou=0.8265, loss=-0.8148, lr=1.52e-04]
Epoch 42/120:  35%|███▌      | 6/17 [00:03<00:05,  1.91it/s, iou=0.8265, loss=-0.8148, lr=1.52e-04]
Epoch 42/120:  35%|███▌      | 6/17 [00:03<00:05,  1.91it/s, iou=0.8276, loss=-0.8045, lr=1.52e-04]
Epoch 42/120:  41%|████      | 7/17 [00:03<00:05,  1.91it/s, iou=0.8276, loss=-0.8045, lr=1.52e-04]
Epoch 42/120:  41%|████      | 7/17 [00:04<00:05,  1.91it/s, iou=0.8253, loss=-0.6654, lr=1.52e-04]
Epoch 42/120:  47%|████▋     | 8/17 [00:04<00:04,  1.92it/s, iou=0.8253, loss=-0.6654, lr=1.52e-04]
Epoch 42/120:  47%|████▋     | 8/17 [00:04<00:04,  1.92it/s, iou=0.8244, loss=-0.7602, lr=1.52e-04]
Epoch 42/120:  53%|█████▎    | 9/17 [00:04<00:04,  1.92it/s, iou=0.8244, loss=-0.7602, lr=1.52e-04]
Epoch 42/120:  53%|█████▎    | 9/17 [00:05<00:04,  1.92it/s, iou=0.8271, loss=-0.7760, lr=1.52e-04]
Epoch 42/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.93it/s, iou=0.8271, loss=-0.7760, lr=1.52e-04]
Epoch 42/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.93it/s, iou=0.8280, loss=-0.7555, lr=1.52e-04]
Epoch 42/120:  65%|██████▍   | 11/17 [00:05<00:03,  1.92it/s, iou=0.8280, loss=-0.7555, lr=1.52e-04]
Epoch 42/120:  65%|██████▍   | 11/17 [00:06<00:03,  1.92it/s, iou=0.8280, loss=-0.6856, lr=1.52e-04]
Epoch 42/120:  71%|███████   | 12/17 [00:06<00:02,  1.93it/s, iou=0.8280, loss=-0.6856, lr=1.52e-04]
Epoch 42/120:  71%|███████   | 12/17 [00:06<00:02,  1.93it/s, iou=0.8284, loss=-0.7649, lr=1.52e-04]
Epoch 42/120:  76%|███████▋  | 13/17 [00:06<00:02,  1.93it/s, iou=0.8284, loss=-0.7649, lr=1.52e-04]
Epoch 42/120:  76%|███████▋  | 13/17 [00:07<00:02,  1.93it/s, iou=0.8291, loss=-0.8220, lr=1.52e-04]
Epoch 42/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.93it/s, iou=0.8291, loss=-0.8220, lr=1.52e-04]
Epoch 42/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.93it/s, iou=0.8312, loss=-0.8649, lr=1.52e-04]
Epoch 42/120:  88%|████████▊ | 15/17 [00:07<00:01,  1.92it/s, iou=0.8312, loss=-0.8649, lr=1.52e-04]
Epoch 42/120:  88%|████████▊ | 15/17 [00:08<00:01,  1.92it/s, iou=0.8301, loss=-0.8806, lr=1.52e-04]
Epoch 42/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.92it/s, iou=0.8301, loss=-0.8806, lr=1.52e-04]
Epoch 42/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.92it/s, iou=0.8300, loss=-0.8474, lr=1.52e-04]
Epoch 42/120: 100%|██████████| 17/17 [00:08<00:00,  2.49it/s, iou=0.8300, loss=-0.8474, lr=1.52e-04]
                                                                                                    
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 42/120: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating:  33%|███▎      | 1/3 [00:00<00:00,  3.30it/s]
Validating:  67%|██████▋   | 2/3 [00:00<00:00,  3.54it/s]
                                                         
[Strategy3 MC Cache] ram_hits=0 disk_hits=0 misses=0 writes=0
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 42/120: train_loss=-0.7854, train_iou=0.8300, train_entropy=0.0000, val_loss=-0.6579, val_iou=0.7062, val_dice=0.7890, val_iou_gain=0.0089, val_biou_gain=0.0292, head_lr=1.492116e-04, encoder_lr=1.492116e-04, val_refine_score=0.5611, es_monitor=val_refine_score, es_value=0.5602, es_best=0.5611, es_wait=4/30, es_active=True, s3_frozen=True

Epoch 43/120:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 43/120:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.7751, loss=-0.7076, lr=1.49e-04]
Epoch 43/120:   6%|▌         | 1/17 [00:00<00:09,  1.61it/s, iou=0.7751, loss=-0.7076, lr=1.49e-04]
Epoch 43/120:   6%|▌         | 1/17 [00:01<00:09,  1.61it/s, iou=0.8034, loss=-0.7978, lr=1.49e-04]
Epoch 43/120:  12%|█▏        | 2/17 [00:01<00:08,  1.78it/s, iou=0.8034, loss=-0.7978, lr=1.49e-04]
Epoch 43/120:  12%|█▏        | 2/17 [00:01<00:08,  1.78it/s, iou=0.8039, loss=-0.8274, lr=1.49e-04]
Epoch 43/120:  18%|█▊        | 3/17 [00:01<00:07,  1.83it/s, iou=0.8039, loss=-0.8274, lr=1.49e-04]
Epoch 43/120:  18%|█▊        | 3/17 [00:02<00:07,  1.83it/s, iou=0.8132, loss=-0.7181, lr=1.49e-04]
Epoch 43/120:  24%|██▎       | 4/17 [00:02<00:06,  1.87it/s, iou=0.8132, loss=-0.7181, lr=1.49e-04]
Epoch 43/120:  24%|██▎       | 4/17 [00:02<00:06,  1.87it/s, iou=0.8153, loss=-0.8033, lr=1.49e-04]
Epoch 43/120:  29%|██▉       | 5/17 [00:02<00:06,  1.89it/s, iou=0.8153, loss=-0.8033, lr=1.49e-04]
Epoch 43/120:  29%|██▉       | 5/17 [00:03<00:06,  1.89it/s, iou=0.8227, loss=-0.8096, lr=1.49e-04]
Epoch 43/120:  35%|███▌      | 6/17 [00:03<00:05,  1.90it/s, iou=0.8227, loss=-0.8096, lr=1.49e-04]
Epoch 43/120:  35%|███▌      | 6/17 [00:03<00:05,  1.90it/s, iou=0.8260, loss=-0.8439, lr=1.49e-04]
Epoch 43/120:  41%|████      | 7/17 [00:03<00:05,  1.91it/s, iou=0.8260, loss=-0.8439, lr=1.49e-04]
Epoch 43/120:  41%|████      | 7/17 [00:04<00:05,  1.91it/s, iou=0.8239, loss=-0.7640, lr=1.49e-04]
Epoch 43/120:  47%|████▋     | 8/17 [00:04<00:04,  1.91it/s, iou=0.8239, loss=-0.7640, lr=1.49e-04]
Epoch 43/120:  47%|████▋     | 8/17 [00:04<00:04,  1.91it/s, iou=0.8220, loss=-0.8032, lr=1.49e-04]
Epoch 43/120:  53%|█████▎    | 9/17 [00:04<00:04,  1.92it/s, iou=0.8220, loss=-0.8032, lr=1.49e-04]
Epoch 43/120:  53%|█████▎    | 9/17 [00:05<00:04,  1.92it/s, iou=0.8217, loss=-0.8464, lr=1.49e-04]
Epoch 43/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.92it/s, iou=0.8217, loss=-0.8464, lr=1.49e-04]
Epoch 43/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.92it/s, iou=0.8244, loss=-0.9005, lr=1.49e-04]
Epoch 43/120:  65%|██████▍   | 11/17 [00:05<00:03,  1.92it/s, iou=0.8244, loss=-0.9005, lr=1.49e-04]
Epoch 43/120:  65%|██████▍   | 11/17 [00:06<00:03,  1.92it/s, iou=0.8239, loss=-0.7419, lr=1.49e-04]
Epoch 43/120:  71%|███████   | 12/17 [00:06<00:02,  1.92it/s, iou=0.8239, loss=-0.7419, lr=1.49e-04]
Epoch 43/120:  71%|███████   | 12/17 [00:06<00:02,  1.92it/s, iou=0.8253, loss=-0.7244, lr=1.49e-04]
Epoch 43/120:  76%|███████▋  | 13/17 [00:06<00:02,  1.92it/s, iou=0.8253, loss=-0.7244, lr=1.49e-04]
Epoch 43/120:  76%|███████▋  | 13/17 [00:07<00:02,  1.92it/s, iou=0.8269, loss=-0.7183, lr=1.49e-04]
Epoch 43/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.92it/s, iou=0.8269, loss=-0.7183, lr=1.49e-04]
Epoch 43/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.92it/s, iou=0.8289, loss=-0.8430, lr=1.49e-04]
Epoch 43/120:  88%|████████▊ | 15/17 [00:07<00:01,  1.92it/s, iou=0.8289, loss=-0.8430, lr=1.49e-04]
Epoch 43/120:  88%|████████▊ | 15/17 [00:08<00:01,  1.92it/s, iou=0.8284, loss=-0.8121, lr=1.49e-04]
Epoch 43/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.92it/s, iou=0.8284, loss=-0.8121, lr=1.49e-04]
Epoch 43/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.92it/s, iou=0.8284, loss=-0.5493, lr=1.49e-04]
Epoch 43/120: 100%|██████████| 17/17 [00:08<00:00,  2.48it/s, iou=0.8284, loss=-0.5493, lr=1.49e-04]
                                                                                                    
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 43/120: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating:  33%|███▎      | 1/3 [00:00<00:00,  3.30it/s]
Validating:  67%|██████▋   | 2/3 [00:00<00:00,  3.52it/s]
                                                         
[Strategy3 MC Cache] ram_hits=0 disk_hits=0 misses=0 writes=0
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 43/120: train_loss=-0.7771, train_iou=0.8284, train_entropy=0.0000, val_loss=-0.6087, val_iou=0.7000, val_dice=0.7879, val_iou_gain=0.0027, val_biou_gain=0.0138, head_lr=1.468183e-04, encoder_lr=1.468183e-04, val_refine_score=0.5611, es_monitor=val_refine_score, es_value=0.5494, es_best=0.5611, es_wait=5/30, es_active=True, s3_frozen=True

Epoch 44/120:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 44/120:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.7796, loss=-0.7157, lr=1.47e-04]
Epoch 44/120:   6%|▌         | 1/17 [00:00<00:09,  1.64it/s, iou=0.7796, loss=-0.7157, lr=1.47e-04]
Epoch 44/120:   6%|▌         | 1/17 [00:01<00:09,  1.64it/s, iou=0.7777, loss=-0.8464, lr=1.47e-04]
Epoch 44/120:  12%|█▏        | 2/17 [00:01<00:08,  1.80it/s, iou=0.7777, loss=-0.8464, lr=1.47e-04]
Epoch 44/120:  12%|█▏        | 2/17 [00:01<00:08,  1.80it/s, iou=0.7981, loss=-0.8749, lr=1.47e-04]
Epoch 44/120:  18%|█▊        | 3/17 [00:01<00:07,  1.86it/s, iou=0.7981, loss=-0.8749, lr=1.47e-04]
Epoch 44/120:  18%|█▊        | 3/17 [00:02<00:07,  1.86it/s, iou=0.8027, loss=-0.7146, lr=1.47e-04]
Epoch 44/120:  24%|██▎       | 4/17 [00:02<00:06,  1.89it/s, iou=0.8027, loss=-0.7146, lr=1.47e-04]
Epoch 44/120:  24%|██▎       | 4/17 [00:02<00:06,  1.89it/s, iou=0.8039, loss=-0.7065, lr=1.47e-04]
Epoch 44/120:  29%|██▉       | 5/17 [00:02<00:06,  1.90it/s, iou=0.8039, loss=-0.7065, lr=1.47e-04]
Epoch 44/120:  29%|██▉       | 5/17 [00:03<00:06,  1.90it/s, iou=0.8003, loss=-0.8208, lr=1.47e-04]
Epoch 44/120:  35%|███▌      | 6/17 [00:03<00:05,  1.91it/s, iou=0.8003, loss=-0.8208, lr=1.47e-04]
Epoch 44/120:  35%|███▌      | 6/17 [00:03<00:05,  1.91it/s, iou=0.8002, loss=-0.7273, lr=1.47e-04]
Epoch 44/120:  41%|████      | 7/17 [00:03<00:05,  1.92it/s, iou=0.8002, loss=-0.7273, lr=1.47e-04]
Epoch 44/120:  41%|████      | 7/17 [00:04<00:05,  1.92it/s, iou=0.8042, loss=-0.8499, lr=1.47e-04]
Epoch 44/120:  47%|████▋     | 8/17 [00:04<00:04,  1.93it/s, iou=0.8042, loss=-0.8499, lr=1.47e-04]
Epoch 44/120:  47%|████▋     | 8/17 [00:04<00:04,  1.93it/s, iou=0.8110, loss=-0.9344, lr=1.47e-04]
Epoch 44/120:  53%|█████▎    | 9/17 [00:04<00:04,  1.92it/s, iou=0.8110, loss=-0.9344, lr=1.47e-04]
Epoch 44/120:  53%|█████▎    | 9/17 [00:05<00:04,  1.92it/s, iou=0.8125, loss=-0.8365, lr=1.47e-04]
Epoch 44/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.92it/s, iou=0.8125, loss=-0.8365, lr=1.47e-04]
Epoch 44/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.92it/s, iou=0.8173, loss=-0.7535, lr=1.47e-04]
Epoch 44/120:  65%|██████▍   | 11/17 [00:05<00:03,  1.92it/s, iou=0.8173, loss=-0.7535, lr=1.47e-04]
Epoch 44/120:  65%|██████▍   | 11/17 [00:06<00:03,  1.92it/s, iou=0.8178, loss=-0.7148, lr=1.47e-04]
Epoch 44/120:  71%|███████   | 12/17 [00:06<00:02,  1.93it/s, iou=0.8178, loss=-0.7148, lr=1.47e-04]
Epoch 44/120:  71%|███████   | 12/17 [00:06<00:02,  1.93it/s, iou=0.8189, loss=-0.8077, lr=1.47e-04]
Epoch 44/120:  76%|███████▋  | 13/17 [00:06<00:02,  1.93it/s, iou=0.8189, loss=-0.8077, lr=1.47e-04]
Epoch 44/120:  76%|███████▋  | 13/17 [00:07<00:02,  1.93it/s, iou=0.8212, loss=-0.6727, lr=1.47e-04]
Epoch 44/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.93it/s, iou=0.8212, loss=-0.6727, lr=1.47e-04]
Epoch 44/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.93it/s, iou=0.8245, loss=-0.8896, lr=1.47e-04]
Epoch 44/120:  88%|████████▊ | 15/17 [00:07<00:01,  1.92it/s, iou=0.8245, loss=-0.8896, lr=1.47e-04]
Epoch 44/120:  88%|████████▊ | 15/17 [00:08<00:01,  1.92it/s, iou=0.8255, loss=-0.8161, lr=1.47e-04]
Epoch 44/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.93it/s, iou=0.8255, loss=-0.8161, lr=1.47e-04]
Epoch 44/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.93it/s, iou=0.8258, loss=-0.5869, lr=1.47e-04]
Epoch 44/120: 100%|██████████| 17/17 [00:08<00:00,  2.50it/s, iou=0.8258, loss=-0.5869, lr=1.47e-04]
                                                                                                    
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 44/120: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating:  33%|███▎      | 1/3 [00:00<00:00,  3.33it/s]
Validating:  67%|██████▋   | 2/3 [00:00<00:00,  3.48it/s]
                                                         
[Strategy3 MC Cache] ram_hits=0 disk_hits=0 misses=0 writes=0
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 44/120: train_loss=-0.7805, train_iou=0.8258, train_entropy=0.0000, val_loss=-0.6413, val_iou=0.7042, val_dice=0.7896, val_iou_gain=0.0069, val_biou_gain=0.0246, head_lr=1.443948e-04, encoder_lr=1.443948e-04, val_refine_score=0.5611, es_monitor=val_refine_score, es_value=0.5569, es_best=0.5611, es_wait=6/30, es_active=True, s3_frozen=True

Epoch 45/120:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 45/120:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.8229, loss=-0.8933, lr=1.44e-04]
Epoch 45/120:   6%|▌         | 1/17 [00:00<00:09,  1.68it/s, iou=0.8229, loss=-0.8933, lr=1.44e-04]
Epoch 45/120:   6%|▌         | 1/17 [00:01<00:09,  1.68it/s, iou=0.8220, loss=-0.6780, lr=1.44e-04]
Epoch 45/120:  12%|█▏        | 2/17 [00:01<00:08,  1.82it/s, iou=0.8220, loss=-0.6780, lr=1.44e-04]
Epoch 45/120:  12%|█▏        | 2/17 [00:01<00:08,  1.82it/s, iou=0.8152, loss=-0.7626, lr=1.44e-04]
Epoch 45/120:  18%|█▊        | 3/17 [00:01<00:07,  1.86it/s, iou=0.8152, loss=-0.7626, lr=1.44e-04]
Epoch 45/120:  18%|█▊        | 3/17 [00:02<00:07,  1.86it/s, iou=0.8148, loss=-0.7446, lr=1.44e-04]
Epoch 45/120:  24%|██▎       | 4/17 [00:02<00:06,  1.89it/s, iou=0.8148, loss=-0.7446, lr=1.44e-04]
Epoch 45/120:  24%|██▎       | 4/17 [00:02<00:06,  1.89it/s, iou=0.8207, loss=-0.8136, lr=1.44e-04]
Epoch 45/120:  29%|██▉       | 5/17 [00:02<00:06,  1.90it/s, iou=0.8207, loss=-0.8136, lr=1.44e-04]
Epoch 45/120:  29%|██▉       | 5/17 [00:03<00:06,  1.90it/s, iou=0.8272, loss=-0.8417, lr=1.44e-04]
Epoch 45/120:  35%|███▌      | 6/17 [00:03<00:05,  1.91it/s, iou=0.8272, loss=-0.8417, lr=1.44e-04]
Epoch 45/120:  35%|███▌      | 6/17 [00:03<00:05,  1.91it/s, iou=0.8337, loss=-0.8553, lr=1.44e-04]
Epoch 45/120:  41%|████      | 7/17 [00:03<00:05,  1.92it/s, iou=0.8337, loss=-0.8553, lr=1.44e-04]
Epoch 45/120:  41%|████      | 7/17 [00:04<00:05,  1.92it/s, iou=0.8302, loss=-0.7323, lr=1.44e-04]
Epoch 45/120:  47%|████▋     | 8/17 [00:04<00:04,  1.92it/s, iou=0.8302, loss=-0.7323, lr=1.44e-04]
Epoch 45/120:  47%|████▋     | 8/17 [00:04<00:04,  1.92it/s, iou=0.8288, loss=-0.8883, lr=1.44e-04]
Epoch 45/120:  53%|█████▎    | 9/17 [00:04<00:04,  1.93it/s, iou=0.8288, loss=-0.8883, lr=1.44e-04]
Epoch 45/120:  53%|█████▎    | 9/17 [00:05<00:04,  1.93it/s, iou=0.8297, loss=-0.7656, lr=1.44e-04]
Epoch 45/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.93it/s, iou=0.8297, loss=-0.7656, lr=1.44e-04]
Epoch 45/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.93it/s, iou=0.8254, loss=-0.9278, lr=1.44e-04]
Epoch 45/120:  65%|██████▍   | 11/17 [00:05<00:03,  1.93it/s, iou=0.8254, loss=-0.9278, lr=1.44e-04]
Epoch 45/120:  65%|██████▍   | 11/17 [00:06<00:03,  1.93it/s, iou=0.8241, loss=-0.7817, lr=1.44e-04]
Epoch 45/120:  71%|███████   | 12/17 [00:06<00:02,  1.93it/s, iou=0.8241, loss=-0.7817, lr=1.44e-04]
Epoch 45/120:  71%|███████   | 12/17 [00:06<00:02,  1.93it/s, iou=0.8251, loss=-0.6833, lr=1.44e-04]
Epoch 45/120:  76%|███████▋  | 13/17 [00:06<00:02,  1.93it/s, iou=0.8251, loss=-0.6833, lr=1.44e-04]
Epoch 45/120:  76%|███████▋  | 13/17 [00:07<00:02,  1.93it/s, iou=0.8260, loss=-0.7338, lr=1.44e-04]
Epoch 45/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.93it/s, iou=0.8260, loss=-0.7338, lr=1.44e-04]
Epoch 45/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.93it/s, iou=0.8258, loss=-0.8313, lr=1.44e-04]
Epoch 45/120:  88%|████████▊ | 15/17 [00:07<00:01,  1.93it/s, iou=0.8258, loss=-0.8313, lr=1.44e-04]
Epoch 45/120:  88%|████████▊ | 15/17 [00:08<00:01,  1.93it/s, iou=0.8269, loss=-0.7380, lr=1.44e-04]
Epoch 45/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.94it/s, iou=0.8269, loss=-0.7380, lr=1.44e-04]
Epoch 45/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.94it/s, iou=0.8272, loss=-1.1111, lr=1.44e-04]
Epoch 45/120: 100%|██████████| 17/17 [00:08<00:00,  2.51it/s, iou=0.8272, loss=-1.1111, lr=1.44e-04]
                                                                                                    
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 45/120: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating:  33%|███▎      | 1/3 [00:00<00:00,  3.30it/s]
Validating:  67%|██████▋   | 2/3 [00:00<00:00,  3.56it/s]
                                                         
[Strategy3 MC Cache] ram_hits=0 disk_hits=0 misses=0 writes=0
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 45/120: train_loss=-0.8107, train_iou=0.8272, train_entropy=0.0000, val_loss=-0.6276, val_iou=0.7036, val_dice=0.7900, val_iou_gain=0.0063, val_biou_gain=0.0218, head_lr=1.419430e-04, encoder_lr=1.419430e-04, val_refine_score=0.5611, es_monitor=val_refine_score, es_value=0.5552, es_best=0.5611, es_wait=7/30, es_active=True, s3_frozen=True

Epoch 46/120:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 46/120:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.8377, loss=-0.7209, lr=1.42e-04]
Epoch 46/120:   6%|▌         | 1/17 [00:00<00:09,  1.61it/s, iou=0.8377, loss=-0.7209, lr=1.42e-04]
Epoch 46/120:   6%|▌         | 1/17 [00:01<00:09,  1.61it/s, iou=0.8485, loss=-0.8195, lr=1.42e-04]
Epoch 46/120:  12%|█▏        | 2/17 [00:01<00:08,  1.78it/s, iou=0.8485, loss=-0.8195, lr=1.42e-04]
Epoch 46/120:  12%|█▏        | 2/17 [00:01<00:08,  1.78it/s, iou=0.8398, loss=-0.8013, lr=1.42e-04]
Epoch 46/120:  18%|█▊        | 3/17 [00:01<00:07,  1.84it/s, iou=0.8398, loss=-0.8013, lr=1.42e-04]
Epoch 46/120:  18%|█▊        | 3/17 [00:02<00:07,  1.84it/s, iou=0.8319, loss=-0.7958, lr=1.42e-04]
Epoch 46/120:  24%|██▎       | 4/17 [00:02<00:06,  1.87it/s, iou=0.8319, loss=-0.7958, lr=1.42e-04]
Epoch 46/120:  24%|██▎       | 4/17 [00:02<00:06,  1.87it/s, iou=0.8316, loss=-0.7902, lr=1.42e-04]
Epoch 46/120:  29%|██▉       | 5/17 [00:02<00:06,  1.89it/s, iou=0.8316, loss=-0.7902, lr=1.42e-04]
Epoch 46/120:  29%|██▉       | 5/17 [00:03<00:06,  1.89it/s, iou=0.8389, loss=-0.8890, lr=1.42e-04]
Epoch 46/120:  35%|███▌      | 6/17 [00:03<00:05,  1.89it/s, iou=0.8389, loss=-0.8890, lr=1.42e-04]
Epoch 46/120:  35%|███▌      | 6/17 [00:03<00:05,  1.89it/s, iou=0.8297, loss=-0.6300, lr=1.42e-04]
Epoch 46/120:  41%|████      | 7/17 [00:03<00:05,  1.90it/s, iou=0.8297, loss=-0.6300, lr=1.42e-04]
Epoch 46/120:  41%|████      | 7/17 [00:04<00:05,  1.90it/s, iou=0.8281, loss=-0.8658, lr=1.42e-04]
Epoch 46/120:  47%|████▋     | 8/17 [00:04<00:04,  1.91it/s, iou=0.8281, loss=-0.8658, lr=1.42e-04]
Epoch 46/120:  47%|████▋     | 8/17 [00:04<00:04,  1.91it/s, iou=0.8277, loss=-0.7575, lr=1.42e-04]
Epoch 46/120:  53%|█████▎    | 9/17 [00:04<00:04,  1.91it/s, iou=0.8277, loss=-0.7575, lr=1.42e-04]
Epoch 46/120:  53%|█████▎    | 9/17 [00:05<00:04,  1.91it/s, iou=0.8284, loss=-0.8371, lr=1.42e-04]
Epoch 46/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.92it/s, iou=0.8284, loss=-0.8371, lr=1.42e-04]
Epoch 46/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.92it/s, iou=0.8284, loss=-0.7368, lr=1.42e-04]
Epoch 46/120:  65%|██████▍   | 11/17 [00:05<00:03,  1.92it/s, iou=0.8284, loss=-0.7368, lr=1.42e-04]
Epoch 46/120:  65%|██████▍   | 11/17 [00:06<00:03,  1.92it/s, iou=0.8295, loss=-0.7846, lr=1.42e-04]
Epoch 46/120:  71%|███████   | 12/17 [00:06<00:02,  1.92it/s, iou=0.8295, loss=-0.7846, lr=1.42e-04]
Epoch 46/120:  71%|███████   | 12/17 [00:06<00:02,  1.92it/s, iou=0.8318, loss=-0.8099, lr=1.42e-04]
Epoch 46/120:  76%|███████▋  | 13/17 [00:06<00:02,  1.92it/s, iou=0.8318, loss=-0.8099, lr=1.42e-04]
Epoch 46/120:  76%|███████▋  | 13/17 [00:07<00:02,  1.92it/s, iou=0.8285, loss=-0.8599, lr=1.42e-04]
Epoch 46/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.92it/s, iou=0.8285, loss=-0.8599, lr=1.42e-04]
Epoch 46/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.92it/s, iou=0.8303, loss=-0.8810, lr=1.42e-04]
Epoch 46/120:  88%|████████▊ | 15/17 [00:07<00:01,  1.92it/s, iou=0.8303, loss=-0.8810, lr=1.42e-04]
Epoch 46/120:  88%|████████▊ | 15/17 [00:08<00:01,  1.92it/s, iou=0.8299, loss=-0.7564, lr=1.42e-04]
Epoch 46/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.92it/s, iou=0.8299, loss=-0.7564, lr=1.42e-04]
Epoch 46/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.92it/s, iou=0.8300, loss=-0.7718, lr=1.42e-04]
Epoch 46/120: 100%|██████████| 17/17 [00:08<00:00,  2.49it/s, iou=0.8300, loss=-0.7718, lr=1.42e-04]
                                                                                                    
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 46/120: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating:  33%|███▎      | 1/3 [00:00<00:00,  3.37it/s]
Validating:  67%|██████▋   | 2/3 [00:00<00:00,  3.57it/s]
                                                         
[Strategy3 MC Cache] ram_hits=0 disk_hits=0 misses=0 writes=0
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 46/120: train_loss=-0.7946, train_iou=0.8300, train_entropy=0.0000, val_loss=-0.6853, val_iou=0.7069, val_dice=0.7916, val_iou_gain=0.0096, val_biou_gain=0.0324, head_lr=1.394644e-04, encoder_lr=1.394644e-04, val_refine_score=0.5621, es_monitor=val_refine_score, es_value=0.5621, es_best=0.5621, es_wait=0/30, es_active=True, s3_frozen=True

Epoch 47/120:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 47/120:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.7947, loss=-0.6931, lr=1.39e-04]
Epoch 47/120:   6%|▌         | 1/17 [00:00<00:09,  1.62it/s, iou=0.7947, loss=-0.6931, lr=1.39e-04]
Epoch 47/120:   6%|▌         | 1/17 [00:01<00:09,  1.62it/s, iou=0.8008, loss=-0.7288, lr=1.39e-04]
Epoch 47/120:  12%|█▏        | 2/17 [00:01<00:08,  1.79it/s, iou=0.8008, loss=-0.7288, lr=1.39e-04]
Epoch 47/120:  12%|█▏        | 2/17 [00:01<00:08,  1.79it/s, iou=0.8119, loss=-0.9249, lr=1.39e-04]
Epoch 47/120:  18%|█▊        | 3/17 [00:01<00:07,  1.85it/s, iou=0.8119, loss=-0.9249, lr=1.39e-04]
Epoch 47/120:  18%|█▊        | 3/17 [00:02<00:07,  1.85it/s, iou=0.8156, loss=-0.8263, lr=1.39e-04]
Epoch 47/120:  24%|██▎       | 4/17 [00:02<00:06,  1.88it/s, iou=0.8156, loss=-0.8263, lr=1.39e-04]
Epoch 47/120:  24%|██▎       | 4/17 [00:02<00:06,  1.88it/s, iou=0.8179, loss=-0.8041, lr=1.39e-04]
Epoch 47/120:  29%|██▉       | 5/17 [00:02<00:06,  1.90it/s, iou=0.8179, loss=-0.8041, lr=1.39e-04]
Epoch 47/120:  29%|██▉       | 5/17 [00:03<00:06,  1.90it/s, iou=0.8204, loss=-0.7673, lr=1.39e-04]
Epoch 47/120:  35%|███▌      | 6/17 [00:03<00:05,  1.91it/s, iou=0.8204, loss=-0.7673, lr=1.39e-04]
Epoch 47/120:  35%|███▌      | 6/17 [00:03<00:05,  1.91it/s, iou=0.8148, loss=-0.7827, lr=1.39e-04]
Epoch 47/120:  41%|████      | 7/17 [00:03<00:05,  1.92it/s, iou=0.8148, loss=-0.7827, lr=1.39e-04]
Epoch 47/120:  41%|████      | 7/17 [00:04<00:05,  1.92it/s, iou=0.8198, loss=-0.7416, lr=1.39e-04]
Epoch 47/120:  47%|████▋     | 8/17 [00:04<00:04,  1.92it/s, iou=0.8198, loss=-0.7416, lr=1.39e-04]
Epoch 47/120:  47%|████▋     | 8/17 [00:04<00:04,  1.92it/s, iou=0.8198, loss=-0.7819, lr=1.39e-04]
Epoch 47/120:  53%|█████▎    | 9/17 [00:04<00:04,  1.92it/s, iou=0.8198, loss=-0.7819, lr=1.39e-04]
Epoch 47/120:  53%|█████▎    | 9/17 [00:05<00:04,  1.92it/s, iou=0.8225, loss=-0.8085, lr=1.39e-04]
Epoch 47/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.92it/s, iou=0.8225, loss=-0.8085, lr=1.39e-04]
Epoch 47/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.92it/s, iou=0.8264, loss=-0.9533, lr=1.39e-04]
Epoch 47/120:  65%|██████▍   | 11/17 [00:05<00:03,  1.92it/s, iou=0.8264, loss=-0.9533, lr=1.39e-04]
Epoch 47/120:  65%|██████▍   | 11/17 [00:06<00:03,  1.92it/s, iou=0.8303, loss=-0.8080, lr=1.39e-04]
Epoch 47/120:  71%|███████   | 12/17 [00:06<00:02,  1.92it/s, iou=0.8303, loss=-0.8080, lr=1.39e-04]
Epoch 47/120:  71%|███████   | 12/17 [00:06<00:02,  1.92it/s, iou=0.8283, loss=-0.7533, lr=1.39e-04]
Epoch 47/120:  76%|███████▋  | 13/17 [00:06<00:02,  1.92it/s, iou=0.8283, loss=-0.7533, lr=1.39e-04]
Epoch 47/120:  76%|███████▋  | 13/17 [00:07<00:02,  1.92it/s, iou=0.8246, loss=-0.7061, lr=1.39e-04]
Epoch 47/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.92it/s, iou=0.8246, loss=-0.7061, lr=1.39e-04]
Epoch 47/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.92it/s, iou=0.8245, loss=-0.6519, lr=1.39e-04]
Epoch 47/120:  88%|████████▊ | 15/17 [00:07<00:01,  1.93it/s, iou=0.8245, loss=-0.6519, lr=1.39e-04]
Epoch 47/120:  88%|████████▊ | 15/17 [00:08<00:01,  1.93it/s, iou=0.8274, loss=-0.8692, lr=1.39e-04]
Epoch 47/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.93it/s, iou=0.8274, loss=-0.8692, lr=1.39e-04]
Epoch 47/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.93it/s, iou=0.8280, loss=-0.8585, lr=1.39e-04]
Epoch 47/120: 100%|██████████| 17/17 [00:08<00:00,  2.50it/s, iou=0.8280, loss=-0.8585, lr=1.39e-04]
                                                                                                    
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 47/120: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating:  33%|███▎      | 1/3 [00:00<00:00,  3.35it/s]
Validating:  67%|██████▋   | 2/3 [00:00<00:00,  3.59it/s]
                                                         
[Strategy3 MC Cache] ram_hits=0 disk_hits=0 misses=0 writes=0
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 47/120: train_loss=-0.7917, train_iou=0.8280, train_entropy=0.0000, val_loss=-0.6379, val_iou=0.7049, val_dice=0.7926, val_iou_gain=0.0076, val_biou_gain=0.0239, head_lr=1.369608e-04, encoder_lr=1.369608e-04, val_refine_score=0.5621, es_monitor=val_refine_score, es_value=0.5569, es_best=0.5621, es_wait=1/30, es_active=True, s3_frozen=True

Epoch 48/120:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 48/120:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.8411, loss=-0.8888, lr=1.37e-04]
Epoch 48/120:   6%|▌         | 1/17 [00:00<00:09,  1.61it/s, iou=0.8411, loss=-0.8888, lr=1.37e-04]
Epoch 48/120:   6%|▌         | 1/17 [00:01<00:09,  1.61it/s, iou=0.8531, loss=-0.7607, lr=1.37e-04]
Epoch 48/120:  12%|█▏        | 2/17 [00:01<00:08,  1.79it/s, iou=0.8531, loss=-0.7607, lr=1.37e-04]
Epoch 48/120:  12%|█▏        | 2/17 [00:01<00:08,  1.79it/s, iou=0.8405, loss=-0.7529, lr=1.37e-04]
Epoch 48/120:  18%|█▊        | 3/17 [00:01<00:07,  1.85it/s, iou=0.8405, loss=-0.7529, lr=1.37e-04]
Epoch 48/120:  18%|█▊        | 3/17 [00:02<00:07,  1.85it/s, iou=0.8431, loss=-0.8241, lr=1.37e-04]
Epoch 48/120:  24%|██▎       | 4/17 [00:02<00:06,  1.87it/s, iou=0.8431, loss=-0.8241, lr=1.37e-04]
Epoch 48/120:  24%|██▎       | 4/17 [00:02<00:06,  1.87it/s, iou=0.8351, loss=-0.6863, lr=1.37e-04]
Epoch 48/120:  29%|██▉       | 5/17 [00:02<00:06,  1.89it/s, iou=0.8351, loss=-0.6863, lr=1.37e-04]
Epoch 48/120:  29%|██▉       | 5/17 [00:03<00:06,  1.89it/s, iou=0.8315, loss=-0.6942, lr=1.37e-04]
Epoch 48/120:  35%|███▌      | 6/17 [00:03<00:05,  1.91it/s, iou=0.8315, loss=-0.6942, lr=1.37e-04]
Epoch 48/120:  35%|███▌      | 6/17 [00:03<00:05,  1.91it/s, iou=0.8256, loss=-0.8463, lr=1.37e-04]
Epoch 48/120:  41%|████      | 7/17 [00:03<00:05,  1.92it/s, iou=0.8256, loss=-0.8463, lr=1.37e-04]
Epoch 48/120:  41%|████      | 7/17 [00:04<00:05,  1.92it/s, iou=0.8241, loss=-0.7566, lr=1.37e-04]
Epoch 48/120:  47%|████▋     | 8/17 [00:04<00:04,  1.92it/s, iou=0.8241, loss=-0.7566, lr=1.37e-04]
Epoch 48/120:  47%|████▋     | 8/17 [00:04<00:04,  1.92it/s, iou=0.8248, loss=-0.6993, lr=1.37e-04]
Epoch 48/120:  53%|█████▎    | 9/17 [00:04<00:04,  1.93it/s, iou=0.8248, loss=-0.6993, lr=1.37e-04]
Epoch 48/120:  53%|█████▎    | 9/17 [00:05<00:04,  1.93it/s, iou=0.8270, loss=-0.6769, lr=1.37e-04]
Epoch 48/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.93it/s, iou=0.8270, loss=-0.6769, lr=1.37e-04]
Epoch 48/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.93it/s, iou=0.8292, loss=-0.7511, lr=1.37e-04]
Epoch 48/120:  65%|██████▍   | 11/17 [00:05<00:03,  1.92it/s, iou=0.8292, loss=-0.7511, lr=1.37e-04]
Epoch 48/120:  65%|██████▍   | 11/17 [00:06<00:03,  1.92it/s, iou=0.8279, loss=-0.9543, lr=1.37e-04]
Epoch 48/120:  71%|███████   | 12/17 [00:06<00:02,  1.93it/s, iou=0.8279, loss=-0.9543, lr=1.37e-04]
Epoch 48/120:  71%|███████   | 12/17 [00:06<00:02,  1.93it/s, iou=0.8293, loss=-0.7975, lr=1.37e-04]
Epoch 48/120:  76%|███████▋  | 13/17 [00:06<00:02,  1.93it/s, iou=0.8293, loss=-0.7975, lr=1.37e-04]
Epoch 48/120:  76%|███████▋  | 13/17 [00:07<00:02,  1.93it/s, iou=0.8289, loss=-0.7608, lr=1.37e-04]
Epoch 48/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.94it/s, iou=0.8289, loss=-0.7608, lr=1.37e-04]
Epoch 48/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.94it/s, iou=0.8265, loss=-0.8091, lr=1.37e-04]
Epoch 48/120:  88%|████████▊ | 15/17 [00:07<00:01,  1.93it/s, iou=0.8265, loss=-0.8091, lr=1.37e-04]
Epoch 48/120:  88%|████████▊ | 15/17 [00:08<00:01,  1.93it/s, iou=0.8269, loss=-0.7616, lr=1.37e-04]
Epoch 48/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.94it/s, iou=0.8269, loss=-0.7616, lr=1.37e-04]
Epoch 48/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.94it/s, iou=0.8272, loss=-1.1864, lr=1.37e-04]
Epoch 48/120: 100%|██████████| 17/17 [00:08<00:00,  2.50it/s, iou=0.8272, loss=-1.1864, lr=1.37e-04]
                                                                                                    
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 48/120: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating:  33%|███▎      | 1/3 [00:00<00:00,  3.37it/s]
Validating:  67%|██████▋   | 2/3 [00:00<00:00,  3.58it/s]
                                                         
[Strategy3 MC Cache] ram_hits=0 disk_hits=0 misses=0 writes=0
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 48/120: train_loss=-0.8004, train_iou=0.8272, train_entropy=0.0000, val_loss=-0.7060, val_iou=0.7035, val_dice=0.7883, val_iou_gain=0.0062, val_biou_gain=0.0284, head_lr=1.344338e-04, encoder_lr=1.344338e-04, val_refine_score=0.5621, es_monitor=val_refine_score, es_value=0.5585, es_best=0.5621, es_wait=2/30, es_active=True, s3_frozen=True

Epoch 49/120:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 49/120:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.8097, loss=-0.6345, lr=1.34e-04]
Epoch 49/120:   6%|▌         | 1/17 [00:00<00:09,  1.66it/s, iou=0.8097, loss=-0.6345, lr=1.34e-04]
Epoch 49/120:   6%|▌         | 1/17 [00:01<00:09,  1.66it/s, iou=0.8123, loss=-0.8048, lr=1.34e-04]
Epoch 49/120:  12%|█▏        | 2/17 [00:01<00:08,  1.81it/s, iou=0.8123, loss=-0.8048, lr=1.34e-04]
Epoch 49/120:  12%|█▏        | 2/17 [00:01<00:08,  1.81it/s, iou=0.8035, loss=-0.6663, lr=1.34e-04]
Epoch 49/120:  18%|█▊        | 3/17 [00:01<00:07,  1.87it/s, iou=0.8035, loss=-0.6663, lr=1.34e-04]
Epoch 49/120:  18%|█▊        | 3/17 [00:02<00:07,  1.87it/s, iou=0.8050, loss=-0.7837, lr=1.34e-04]
Epoch 49/120:  24%|██▎       | 4/17 [00:02<00:06,  1.90it/s, iou=0.8050, loss=-0.7837, lr=1.34e-04]
Epoch 49/120:  24%|██▎       | 4/17 [00:02<00:06,  1.90it/s, iou=0.8118, loss=-0.8196, lr=1.34e-04]
Epoch 49/120:  29%|██▉       | 5/17 [00:02<00:06,  1.91it/s, iou=0.8118, loss=-0.8196, lr=1.34e-04]
Epoch 49/120:  29%|██▉       | 5/17 [00:03<00:06,  1.91it/s, iou=0.8160, loss=-0.7876, lr=1.34e-04]
Epoch 49/120:  35%|███▌      | 6/17 [00:03<00:05,  1.91it/s, iou=0.8160, loss=-0.7876, lr=1.34e-04]
Epoch 49/120:  35%|███▌      | 6/17 [00:03<00:05,  1.91it/s, iou=0.8160, loss=-0.7223, lr=1.34e-04]
Epoch 49/120:  41%|████      | 7/17 [00:03<00:05,  1.92it/s, iou=0.8160, loss=-0.7223, lr=1.34e-04]
Epoch 49/120:  41%|████      | 7/17 [00:04<00:05,  1.92it/s, iou=0.8168, loss=-0.8887, lr=1.34e-04]
Epoch 49/120:  47%|████▋     | 8/17 [00:04<00:04,  1.92it/s, iou=0.8168, loss=-0.8887, lr=1.34e-04]
Epoch 49/120:  47%|████▋     | 8/17 [00:04<00:04,  1.92it/s, iou=0.8165, loss=-0.7248, lr=1.34e-04]
Epoch 49/120:  53%|█████▎    | 9/17 [00:04<00:04,  1.93it/s, iou=0.8165, loss=-0.7248, lr=1.34e-04]
Epoch 49/120:  53%|█████▎    | 9/17 [00:05<00:04,  1.93it/s, iou=0.8161, loss=-0.8096, lr=1.34e-04]
Epoch 49/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.93it/s, iou=0.8161, loss=-0.8096, lr=1.34e-04]
Epoch 49/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.93it/s, iou=0.8202, loss=-0.9011, lr=1.34e-04]
Epoch 49/120:  65%|██████▍   | 11/17 [00:05<00:03,  1.92it/s, iou=0.8202, loss=-0.9011, lr=1.34e-04]
Epoch 49/120:  65%|██████▍   | 11/17 [00:06<00:03,  1.92it/s, iou=0.8234, loss=-0.9679, lr=1.34e-04]
Epoch 49/120:  71%|███████   | 12/17 [00:06<00:02,  1.92it/s, iou=0.8234, loss=-0.9679, lr=1.34e-04]
Epoch 49/120:  71%|███████   | 12/17 [00:06<00:02,  1.92it/s, iou=0.8232, loss=-0.7190, lr=1.34e-04]
Epoch 49/120:  76%|███████▋  | 13/17 [00:06<00:02,  1.93it/s, iou=0.8232, loss=-0.7190, lr=1.34e-04]
Epoch 49/120:  76%|███████▋  | 13/17 [00:07<00:02,  1.93it/s, iou=0.8240, loss=-0.8844, lr=1.34e-04]
Epoch 49/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.93it/s, iou=0.8240, loss=-0.8844, lr=1.34e-04]
Epoch 49/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.93it/s, iou=0.8270, loss=-0.8589, lr=1.34e-04]
Epoch 49/120:  88%|████████▊ | 15/17 [00:07<00:01,  1.93it/s, iou=0.8270, loss=-0.8589, lr=1.34e-04]
Epoch 49/120:  88%|████████▊ | 15/17 [00:08<00:01,  1.93it/s, iou=0.8252, loss=-0.7059, lr=1.34e-04]
Epoch 49/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.93it/s, iou=0.8252, loss=-0.7059, lr=1.34e-04]
Epoch 49/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.93it/s, iou=0.8255, loss=-0.8482, lr=1.34e-04]
Epoch 49/120: 100%|██████████| 17/17 [00:08<00:00,  2.49it/s, iou=0.8255, loss=-0.8482, lr=1.34e-04]
                                                                                                    
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 49/120: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating:  33%|███▎      | 1/3 [00:00<00:00,  3.35it/s]
Validating:  67%|██████▋   | 2/3 [00:00<00:00,  3.60it/s]
                                                         
[Strategy3 MC Cache] ram_hits=0 disk_hits=0 misses=0 writes=0
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 49/120: train_loss=-0.7957, train_iou=0.8255, train_entropy=0.0000, val_loss=-0.6273, val_iou=0.7047, val_dice=0.7904, val_iou_gain=0.0074, val_biou_gain=0.0212, head_lr=1.318853e-04, encoder_lr=1.318853e-04, val_refine_score=0.5621, es_monitor=val_refine_score, es_value=0.5554, es_best=0.5621, es_wait=3/30, es_active=True, s3_frozen=True

Epoch 50/120:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 50/120:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.8433, loss=-0.8324, lr=1.32e-04]
Epoch 50/120:   6%|▌         | 1/17 [00:00<00:09,  1.68it/s, iou=0.8433, loss=-0.8324, lr=1.32e-04]
Epoch 50/120:   6%|▌         | 1/17 [00:01<00:09,  1.68it/s, iou=0.8468, loss=-0.8321, lr=1.32e-04]
Epoch 50/120:  12%|█▏        | 2/17 [00:01<00:08,  1.82it/s, iou=0.8468, loss=-0.8321, lr=1.32e-04]
Epoch 50/120:  12%|█▏        | 2/17 [00:01<00:08,  1.82it/s, iou=0.8470, loss=-0.7851, lr=1.32e-04]
Epoch 50/120:  18%|█▊        | 3/17 [00:01<00:07,  1.87it/s, iou=0.8470, loss=-0.7851, lr=1.32e-04]
Epoch 50/120:  18%|█▊        | 3/17 [00:02<00:07,  1.87it/s, iou=0.8476, loss=-0.7373, lr=1.32e-04]
Epoch 50/120:  24%|██▎       | 4/17 [00:02<00:06,  1.89it/s, iou=0.8476, loss=-0.7373, lr=1.32e-04]
Epoch 50/120:  24%|██▎       | 4/17 [00:02<00:06,  1.89it/s, iou=0.8429, loss=-0.7231, lr=1.32e-04]
Epoch 50/120:  29%|██▉       | 5/17 [00:02<00:06,  1.90it/s, iou=0.8429, loss=-0.7231, lr=1.32e-04]
Epoch 50/120:  29%|██▉       | 5/17 [00:03<00:06,  1.90it/s, iou=0.8417, loss=-0.6520, lr=1.32e-04]
Epoch 50/120:  35%|███▌      | 6/17 [00:03<00:05,  1.91it/s, iou=0.8417, loss=-0.6520, lr=1.32e-04]
Epoch 50/120:  35%|███▌      | 6/17 [00:03<00:05,  1.91it/s, iou=0.8454, loss=-0.9502, lr=1.32e-04]
Epoch 50/120:  41%|████      | 7/17 [00:03<00:05,  1.92it/s, iou=0.8454, loss=-0.9502, lr=1.32e-04]
Epoch 50/120:  41%|████      | 7/17 [00:04<00:05,  1.92it/s, iou=0.8429, loss=-0.9240, lr=1.32e-04]
Epoch 50/120:  47%|████▋     | 8/17 [00:04<00:04,  1.92it/s, iou=0.8429, loss=-0.9240, lr=1.32e-04]
Epoch 50/120:  47%|████▋     | 8/17 [00:04<00:04,  1.92it/s, iou=0.8375, loss=-0.7835, lr=1.32e-04]
Epoch 50/120:  53%|█████▎    | 9/17 [00:04<00:04,  1.93it/s, iou=0.8375, loss=-0.7835, lr=1.32e-04]
Epoch 50/120:  53%|█████▎    | 9/17 [00:05<00:04,  1.93it/s, iou=0.8384, loss=-0.8531, lr=1.32e-04]
Epoch 50/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.93it/s, iou=0.8384, loss=-0.8531, lr=1.32e-04]
Epoch 50/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.93it/s, iou=0.8325, loss=-0.8588, lr=1.32e-04]
Epoch 50/120:  65%|██████▍   | 11/17 [00:05<00:03,  1.92it/s, iou=0.8325, loss=-0.8588, lr=1.32e-04]
Epoch 50/120:  65%|██████▍   | 11/17 [00:06<00:03,  1.92it/s, iou=0.8301, loss=-0.7090, lr=1.32e-04]
Epoch 50/120:  71%|███████   | 12/17 [00:06<00:02,  1.93it/s, iou=0.8301, loss=-0.7090, lr=1.32e-04]
Epoch 50/120:  71%|███████   | 12/17 [00:06<00:02,  1.93it/s, iou=0.8304, loss=-0.6863, lr=1.32e-04]
Epoch 50/120:  76%|███████▋  | 13/17 [00:06<00:02,  1.93it/s, iou=0.8304, loss=-0.6863, lr=1.32e-04]
Epoch 50/120:  76%|███████▋  | 13/17 [00:07<00:02,  1.93it/s, iou=0.8319, loss=-0.8596, lr=1.32e-04]
Epoch 50/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.93it/s, iou=0.8319, loss=-0.8596, lr=1.32e-04]
Epoch 50/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.93it/s, iou=0.8303, loss=-0.8346, lr=1.32e-04]
Epoch 50/120:  88%|████████▊ | 15/17 [00:07<00:01,  1.93it/s, iou=0.8303, loss=-0.8346, lr=1.32e-04]
Epoch 50/120:  88%|████████▊ | 15/17 [00:08<00:01,  1.93it/s, iou=0.8285, loss=-0.7375, lr=1.32e-04]
Epoch 50/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.93it/s, iou=0.8285, loss=-0.7375, lr=1.32e-04]
Epoch 50/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.93it/s, iou=0.8288, loss=-0.5636, lr=1.32e-04]
Epoch 50/120: 100%|██████████| 17/17 [00:08<00:00,  2.49it/s, iou=0.8288, loss=-0.5636, lr=1.32e-04]
                                                                                                    
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 50/120: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating:  33%|███▎      | 1/3 [00:00<00:00,  3.36it/s]
Validating:  67%|██████▋   | 2/3 [00:00<00:00,  3.55it/s]
                                                         
[Strategy3 MC Cache] ram_hits=0 disk_hits=0 misses=0 writes=0
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 50/120: train_loss=-0.7837, train_iou=0.8288, train_entropy=0.0000, val_loss=-0.6307, val_iou=0.7038, val_dice=0.7901, val_iou_gain=0.0065, val_biou_gain=0.0216, head_lr=1.293169e-04, encoder_lr=1.293169e-04, val_refine_score=0.5621, es_monitor=val_refine_score, es_value=0.5552, es_best=0.5621, es_wait=4/30, es_active=True, s3_frozen=True

Epoch 51/120:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 51/120:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.7921, loss=-0.6258, lr=1.29e-04]
Epoch 51/120:   6%|▌         | 1/17 [00:00<00:09,  1.69it/s, iou=0.7921, loss=-0.6258, lr=1.29e-04]
Epoch 51/120:   6%|▌         | 1/17 [00:01<00:09,  1.69it/s, iou=0.8094, loss=-0.8341, lr=1.29e-04]
Epoch 51/120:  12%|█▏        | 2/17 [00:01<00:08,  1.82it/s, iou=0.8094, loss=-0.8341, lr=1.29e-04]
Epoch 51/120:  12%|█▏        | 2/17 [00:01<00:08,  1.82it/s, iou=0.8262, loss=-0.9039, lr=1.29e-04]
Epoch 51/120:  18%|█▊        | 3/17 [00:01<00:07,  1.87it/s, iou=0.8262, loss=-0.9039, lr=1.29e-04]
Epoch 51/120:  18%|█▊        | 3/17 [00:02<00:07,  1.87it/s, iou=0.8081, loss=-0.7325, lr=1.29e-04]
Epoch 51/120:  24%|██▎       | 4/17 [00:02<00:06,  1.89it/s, iou=0.8081, loss=-0.7325, lr=1.29e-04]
Epoch 51/120:  24%|██▎       | 4/17 [00:02<00:06,  1.89it/s, iou=0.8167, loss=-0.8821, lr=1.29e-04]
Epoch 51/120:  29%|██▉       | 5/17 [00:02<00:06,  1.91it/s, iou=0.8167, loss=-0.8821, lr=1.29e-04]
Epoch 51/120:  29%|██▉       | 5/17 [00:03<00:06,  1.91it/s, iou=0.8209, loss=-0.8691, lr=1.29e-04]
Epoch 51/120:  35%|███▌      | 6/17 [00:03<00:05,  1.91it/s, iou=0.8209, loss=-0.8691, lr=1.29e-04]
Epoch 51/120:  35%|███▌      | 6/17 [00:03<00:05,  1.91it/s, iou=0.8224, loss=-0.8293, lr=1.29e-04]
Epoch 51/120:  41%|████      | 7/17 [00:03<00:05,  1.92it/s, iou=0.8224, loss=-0.8293, lr=1.29e-04]
Epoch 51/120:  41%|████      | 7/17 [00:04<00:05,  1.92it/s, iou=0.8195, loss=-0.7222, lr=1.29e-04]
Epoch 51/120:  47%|████▋     | 8/17 [00:04<00:04,  1.92it/s, iou=0.8195, loss=-0.7222, lr=1.29e-04]
Epoch 51/120:  47%|████▋     | 8/17 [00:04<00:04,  1.92it/s, iou=0.8227, loss=-0.9349, lr=1.29e-04]
Epoch 51/120:  53%|█████▎    | 9/17 [00:04<00:04,  1.92it/s, iou=0.8227, loss=-0.9349, lr=1.29e-04]
Epoch 51/120:  53%|█████▎    | 9/17 [00:05<00:04,  1.92it/s, iou=0.8255, loss=-0.8432, lr=1.29e-04]
Epoch 51/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.92it/s, iou=0.8255, loss=-0.8432, lr=1.29e-04]
Epoch 51/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.92it/s, iou=0.8239, loss=-0.6429, lr=1.29e-04]
Epoch 51/120:  65%|██████▍   | 11/17 [00:05<00:03,  1.93it/s, iou=0.8239, loss=-0.6429, lr=1.29e-04]
Epoch 51/120:  65%|██████▍   | 11/17 [00:06<00:03,  1.93it/s, iou=0.8253, loss=-0.7739, lr=1.29e-04]
Epoch 51/120:  71%|███████   | 12/17 [00:06<00:02,  1.93it/s, iou=0.8253, loss=-0.7739, lr=1.29e-04]
Epoch 51/120:  71%|███████   | 12/17 [00:06<00:02,  1.93it/s, iou=0.8257, loss=-0.8431, lr=1.29e-04]
Epoch 51/120:  76%|███████▋  | 13/17 [00:06<00:02,  1.93it/s, iou=0.8257, loss=-0.8431, lr=1.29e-04]
Epoch 51/120:  76%|███████▋  | 13/17 [00:07<00:02,  1.93it/s, iou=0.8270, loss=-0.7839, lr=1.29e-04]
Epoch 51/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.93it/s, iou=0.8270, loss=-0.7839, lr=1.29e-04]
Epoch 51/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.93it/s, iou=0.8268, loss=-0.7097, lr=1.29e-04]
Epoch 51/120:  88%|████████▊ | 15/17 [00:07<00:01,  1.92it/s, iou=0.8268, loss=-0.7097, lr=1.29e-04]
Epoch 51/120:  88%|████████▊ | 15/17 [00:08<00:01,  1.92it/s, iou=0.8265, loss=-0.8551, lr=1.29e-04]
Epoch 51/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.92it/s, iou=0.8265, loss=-0.8551, lr=1.29e-04]
Epoch 51/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.92it/s, iou=0.8268, loss=-0.6668, lr=1.29e-04]
Epoch 51/120: 100%|██████████| 17/17 [00:08<00:00,  2.46it/s, iou=0.8268, loss=-0.6668, lr=1.29e-04]
                                                                                                    
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 51/120: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating:  33%|███▎      | 1/3 [00:00<00:00,  3.37it/s]
Validating:  67%|██████▋   | 2/3 [00:00<00:00,  3.56it/s]
                                                         
[Strategy3 MC Cache] ram_hits=0 disk_hits=0 misses=0 writes=0
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 51/120: train_loss=-0.7913, train_iou=0.8268, train_entropy=0.0000, val_loss=-0.6366, val_iou=0.7037, val_dice=0.7904, val_iou_gain=0.0065, val_biou_gain=0.0238, head_lr=1.267305e-04, encoder_lr=1.267305e-04, val_refine_score=0.5621, es_monitor=val_refine_score, es_value=0.5563, es_best=0.5621, es_wait=5/30, es_active=True, s3_frozen=True

Epoch 52/120:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 52/120:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.7800, loss=-0.7419, lr=1.27e-04]
Epoch 52/120:   6%|▌         | 1/17 [00:00<00:09,  1.72it/s, iou=0.7800, loss=-0.7419, lr=1.27e-04]
Epoch 52/120:   6%|▌         | 1/17 [00:01<00:09,  1.72it/s, iou=0.7823, loss=-0.7013, lr=1.27e-04]
Epoch 52/120:  12%|█▏        | 2/17 [00:01<00:08,  1.84it/s, iou=0.7823, loss=-0.7013, lr=1.27e-04]
Epoch 52/120:  12%|█▏        | 2/17 [00:01<00:08,  1.84it/s, iou=0.7998, loss=-0.7692, lr=1.27e-04]
Epoch 52/120:  18%|█▊        | 3/17 [00:01<00:07,  1.88it/s, iou=0.7998, loss=-0.7692, lr=1.27e-04]
Epoch 52/120:  18%|█▊        | 3/17 [00:02<00:07,  1.88it/s, iou=0.8153, loss=-0.8661, lr=1.27e-04]
Epoch 52/120:  24%|██▎       | 4/17 [00:02<00:06,  1.90it/s, iou=0.8153, loss=-0.8661, lr=1.27e-04]
Epoch 52/120:  24%|██▎       | 4/17 [00:02<00:06,  1.90it/s, iou=0.8174, loss=-0.8392, lr=1.27e-04]
Epoch 52/120:  29%|██▉       | 5/17 [00:02<00:06,  1.90it/s, iou=0.8174, loss=-0.8392, lr=1.27e-04]
Epoch 52/120:  29%|██▉       | 5/17 [00:03<00:06,  1.90it/s, iou=0.8209, loss=-0.8283, lr=1.27e-04]
Epoch 52/120:  35%|███▌      | 6/17 [00:03<00:05,  1.90it/s, iou=0.8209, loss=-0.8283, lr=1.27e-04]
Epoch 52/120:  35%|███▌      | 6/17 [00:03<00:05,  1.90it/s, iou=0.8197, loss=-0.7564, lr=1.27e-04]
Epoch 52/120:  41%|████      | 7/17 [00:03<00:05,  1.91it/s, iou=0.8197, loss=-0.7564, lr=1.27e-04]
Epoch 52/120:  41%|████      | 7/17 [00:04<00:05,  1.91it/s, iou=0.8215, loss=-0.9030, lr=1.27e-04]
Epoch 52/120:  47%|████▋     | 8/17 [00:04<00:04,  1.92it/s, iou=0.8215, loss=-0.9030, lr=1.27e-04]
Epoch 52/120:  47%|████▋     | 8/17 [00:04<00:04,  1.92it/s, iou=0.8256, loss=-0.7571, lr=1.27e-04]
Epoch 52/120:  53%|█████▎    | 9/17 [00:04<00:04,  1.91it/s, iou=0.8256, loss=-0.7571, lr=1.27e-04]
Epoch 52/120:  53%|█████▎    | 9/17 [00:05<00:04,  1.91it/s, iou=0.8249, loss=-0.7241, lr=1.27e-04]
Epoch 52/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.91it/s, iou=0.8249, loss=-0.7241, lr=1.27e-04]
Epoch 52/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.91it/s, iou=0.8270, loss=-0.7185, lr=1.27e-04]
Epoch 52/120:  65%|██████▍   | 11/17 [00:05<00:03,  1.91it/s, iou=0.8270, loss=-0.7185, lr=1.27e-04]
Epoch 52/120:  65%|██████▍   | 11/17 [00:06<00:03,  1.91it/s, iou=0.8268, loss=-0.9492, lr=1.27e-04]
Epoch 52/120:  71%|███████   | 12/17 [00:06<00:02,  1.92it/s, iou=0.8268, loss=-0.9492, lr=1.27e-04]
Epoch 52/120:  71%|███████   | 12/17 [00:06<00:02,  1.92it/s, iou=0.8281, loss=-0.8425, lr=1.27e-04]
Epoch 52/120:  76%|███████▋  | 13/17 [00:06<00:02,  1.91it/s, iou=0.8281, loss=-0.8425, lr=1.27e-04]
Epoch 52/120:  76%|███████▋  | 13/17 [00:07<00:02,  1.91it/s, iou=0.8233, loss=-0.6229, lr=1.27e-04]
Epoch 52/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.92it/s, iou=0.8233, loss=-0.6229, lr=1.27e-04]
Epoch 52/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.92it/s, iou=0.8247, loss=-0.7919, lr=1.27e-04]
Epoch 52/120:  88%|████████▊ | 15/17 [00:07<00:01,  1.93it/s, iou=0.8247, loss=-0.7919, lr=1.27e-04]
Epoch 52/120:  88%|████████▊ | 15/17 [00:08<00:01,  1.93it/s, iou=0.8251, loss=-0.8360, lr=1.27e-04]
Epoch 52/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.93it/s, iou=0.8251, loss=-0.8360, lr=1.27e-04]
Epoch 52/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.93it/s, iou=0.8252, loss=-0.9149, lr=1.27e-04]
Epoch 52/120: 100%|██████████| 17/17 [00:08<00:00,  2.50it/s, iou=0.8252, loss=-0.9149, lr=1.27e-04]
                                                                                                    
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 52/120: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating:  33%|███▎      | 1/3 [00:00<00:00,  3.35it/s]
Validating:  67%|██████▋   | 2/3 [00:00<00:00,  3.58it/s]
                                                         
[Strategy3 MC Cache] ram_hits=0 disk_hits=0 misses=0 writes=0
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 52/120: train_loss=-0.7978, train_iou=0.8252, train_entropy=0.0000, val_loss=-0.6630, val_iou=0.7090, val_dice=0.7928, val_iou_gain=0.0117, val_biou_gain=0.0320, head_lr=1.241277e-04, encoder_lr=1.241277e-04, val_refine_score=0.5630, es_monitor=val_refine_score, es_value=0.5630, es_best=0.5630, es_wait=0/30, es_active=True, s3_frozen=True

Epoch 53/120:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 53/120:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.8324, loss=-0.7237, lr=1.24e-04]
Epoch 53/120:   6%|▌         | 1/17 [00:00<00:09,  1.62it/s, iou=0.8324, loss=-0.7237, lr=1.24e-04]
Epoch 53/120:   6%|▌         | 1/17 [00:01<00:09,  1.62it/s, iou=0.8260, loss=-0.7782, lr=1.24e-04]
Epoch 53/120:  12%|█▏        | 2/17 [00:01<00:08,  1.79it/s, iou=0.8260, loss=-0.7782, lr=1.24e-04]
Epoch 53/120:  12%|█▏        | 2/17 [00:01<00:08,  1.79it/s, iou=0.8156, loss=-0.6800, lr=1.24e-04]
Epoch 53/120:  18%|█▊        | 3/17 [00:01<00:07,  1.85it/s, iou=0.8156, loss=-0.6800, lr=1.24e-04]
Epoch 53/120:  18%|█▊        | 3/17 [00:02<00:07,  1.85it/s, iou=0.8210, loss=-0.9747, lr=1.24e-04]
Epoch 53/120:  24%|██▎       | 4/17 [00:02<00:06,  1.87it/s, iou=0.8210, loss=-0.9747, lr=1.24e-04]
Epoch 53/120:  24%|██▎       | 4/17 [00:02<00:06,  1.87it/s, iou=0.8227, loss=-0.7608, lr=1.24e-04]
Epoch 53/120:  29%|██▉       | 5/17 [00:02<00:06,  1.89it/s, iou=0.8227, loss=-0.7608, lr=1.24e-04]
Epoch 53/120:  29%|██▉       | 5/17 [00:03<00:06,  1.89it/s, iou=0.8326, loss=-0.7918, lr=1.24e-04]
Epoch 53/120:  35%|███▌      | 6/17 [00:03<00:05,  1.90it/s, iou=0.8326, loss=-0.7918, lr=1.24e-04]
Epoch 53/120:  35%|███▌      | 6/17 [00:03<00:05,  1.90it/s, iou=0.8331, loss=-0.9011, lr=1.24e-04]
Epoch 53/120:  41%|████      | 7/17 [00:03<00:05,  1.90it/s, iou=0.8331, loss=-0.9011, lr=1.24e-04]
Epoch 53/120:  41%|████      | 7/17 [00:04<00:05,  1.90it/s, iou=0.8290, loss=-0.7941, lr=1.24e-04]
Epoch 53/120:  47%|████▋     | 8/17 [00:04<00:04,  1.91it/s, iou=0.8290, loss=-0.7941, lr=1.24e-04]
Epoch 53/120:  47%|████▋     | 8/17 [00:04<00:04,  1.91it/s, iou=0.8288, loss=-0.7851, lr=1.24e-04]
Epoch 53/120:  53%|█████▎    | 9/17 [00:04<00:04,  1.91it/s, iou=0.8288, loss=-0.7851, lr=1.24e-04]
Epoch 53/120:  53%|█████▎    | 9/17 [00:05<00:04,  1.91it/s, iou=0.8329, loss=-0.8873, lr=1.24e-04]
Epoch 53/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.92it/s, iou=0.8329, loss=-0.8873, lr=1.24e-04]
Epoch 53/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.92it/s, iou=0.8316, loss=-0.7192, lr=1.24e-04]
Epoch 53/120:  65%|██████▍   | 11/17 [00:05<00:03,  1.93it/s, iou=0.8316, loss=-0.7192, lr=1.24e-04]
Epoch 53/120:  65%|██████▍   | 11/17 [00:06<00:03,  1.93it/s, iou=0.8315, loss=-0.8354, lr=1.24e-04]
Epoch 53/120:  71%|███████   | 12/17 [00:06<00:02,  1.93it/s, iou=0.8315, loss=-0.8354, lr=1.24e-04]
Epoch 53/120:  71%|███████   | 12/17 [00:06<00:02,  1.93it/s, iou=0.8287, loss=-0.7781, lr=1.24e-04]
Epoch 53/120:  76%|███████▋  | 13/17 [00:06<00:02,  1.93it/s, iou=0.8287, loss=-0.7781, lr=1.24e-04]
Epoch 53/120:  76%|███████▋  | 13/17 [00:07<00:02,  1.93it/s, iou=0.8283, loss=-0.7662, lr=1.24e-04]
Epoch 53/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.92it/s, iou=0.8283, loss=-0.7662, lr=1.24e-04]
Epoch 53/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.92it/s, iou=0.8286, loss=-0.8911, lr=1.24e-04]
Epoch 53/120:  88%|████████▊ | 15/17 [00:07<00:01,  1.92it/s, iou=0.8286, loss=-0.8911, lr=1.24e-04]
Epoch 53/120:  88%|████████▊ | 15/17 [00:08<00:01,  1.92it/s, iou=0.8306, loss=-0.7226, lr=1.24e-04]
Epoch 53/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.92it/s, iou=0.8306, loss=-0.7226, lr=1.24e-04]
Epoch 53/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.92it/s, iou=0.8302, loss=-0.3691, lr=1.24e-04]
Epoch 53/120: 100%|██████████| 17/17 [00:08<00:00,  2.49it/s, iou=0.8302, loss=-0.3691, lr=1.24e-04]
                                                                                                    
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 53/120: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating:  33%|███▎      | 1/3 [00:00<00:00,  3.31it/s]
Validating:  67%|██████▋   | 2/3 [00:00<00:00,  3.56it/s]
                                                         
[Strategy3 MC Cache] ram_hits=0 disk_hits=0 misses=0 writes=0
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 53/120: train_loss=-0.7740, train_iou=0.8302, train_entropy=0.0000, val_loss=-0.6430, val_iou=0.7067, val_dice=0.7913, val_iou_gain=0.0094, val_biou_gain=0.0269, head_lr=1.215104e-04, encoder_lr=1.215104e-04, val_refine_score=0.5630, es_monitor=val_refine_score, es_value=0.5593, es_best=0.5630, es_wait=1/30, es_active=True, s3_frozen=True

Epoch 54/120:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 54/120:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.8057, loss=-0.7459, lr=1.22e-04]
Epoch 54/120:   6%|▌         | 1/17 [00:00<00:09,  1.68it/s, iou=0.8057, loss=-0.7459, lr=1.22e-04]
Epoch 54/120:   6%|▌         | 1/17 [00:01<00:09,  1.68it/s, iou=0.8301, loss=-0.7679, lr=1.22e-04]
Epoch 54/120:  12%|█▏        | 2/17 [00:01<00:08,  1.81it/s, iou=0.8301, loss=-0.7679, lr=1.22e-04]
Epoch 54/120:  12%|█▏        | 2/17 [00:01<00:08,  1.81it/s, iou=0.8299, loss=-0.7924, lr=1.22e-04]
Epoch 54/120:  18%|█▊        | 3/17 [00:01<00:07,  1.86it/s, iou=0.8299, loss=-0.7924, lr=1.22e-04]
Epoch 54/120:  18%|█▊        | 3/17 [00:02<00:07,  1.86it/s, iou=0.8351, loss=-0.7620, lr=1.22e-04]
Epoch 54/120:  24%|██▎       | 4/17 [00:02<00:06,  1.87it/s, iou=0.8351, loss=-0.7620, lr=1.22e-04]
Epoch 54/120:  24%|██▎       | 4/17 [00:02<00:06,  1.87it/s, iou=0.8298, loss=-0.8115, lr=1.22e-04]
Epoch 54/120:  29%|██▉       | 5/17 [00:02<00:06,  1.89it/s, iou=0.8298, loss=-0.8115, lr=1.22e-04]
Epoch 54/120:  29%|██▉       | 5/17 [00:03<00:06,  1.89it/s, iou=0.8267, loss=-0.7555, lr=1.22e-04]
Epoch 54/120:  35%|███▌      | 6/17 [00:03<00:05,  1.90it/s, iou=0.8267, loss=-0.7555, lr=1.22e-04]
Epoch 54/120:  35%|███▌      | 6/17 [00:03<00:05,  1.90it/s, iou=0.8313, loss=-0.8867, lr=1.22e-04]
Epoch 54/120:  41%|████      | 7/17 [00:03<00:05,  1.91it/s, iou=0.8313, loss=-0.8867, lr=1.22e-04]
Epoch 54/120:  41%|████      | 7/17 [00:04<00:05,  1.91it/s, iou=0.8299, loss=-0.8156, lr=1.22e-04]
Epoch 54/120:  47%|████▋     | 8/17 [00:04<00:04,  1.92it/s, iou=0.8299, loss=-0.8156, lr=1.22e-04]
Epoch 54/120:  47%|████▋     | 8/17 [00:04<00:04,  1.92it/s, iou=0.8295, loss=-0.7098, lr=1.22e-04]
Epoch 54/120:  53%|█████▎    | 9/17 [00:04<00:04,  1.93it/s, iou=0.8295, loss=-0.7098, lr=1.22e-04]
Epoch 54/120:  53%|█████▎    | 9/17 [00:05<00:04,  1.93it/s, iou=0.8315, loss=-0.9211, lr=1.22e-04]
Epoch 54/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.93it/s, iou=0.8315, loss=-0.9211, lr=1.22e-04]
Epoch 54/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.93it/s, iou=0.8331, loss=-0.7377, lr=1.22e-04]
Epoch 54/120:  65%|██████▍   | 11/17 [00:05<00:03,  1.92it/s, iou=0.8331, loss=-0.7377, lr=1.22e-04]
Epoch 54/120:  65%|██████▍   | 11/17 [00:06<00:03,  1.92it/s, iou=0.8307, loss=-0.8695, lr=1.22e-04]
Epoch 54/120:  71%|███████   | 12/17 [00:06<00:02,  1.92it/s, iou=0.8307, loss=-0.8695, lr=1.22e-04]
Epoch 54/120:  71%|███████   | 12/17 [00:06<00:02,  1.92it/s, iou=0.8303, loss=-0.7785, lr=1.22e-04]
Epoch 54/120:  76%|███████▋  | 13/17 [00:06<00:02,  1.92it/s, iou=0.8303, loss=-0.7785, lr=1.22e-04]
Epoch 54/120:  76%|███████▋  | 13/17 [00:07<00:02,  1.92it/s, iou=0.8294, loss=-0.8574, lr=1.22e-04]
Epoch 54/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.93it/s, iou=0.8294, loss=-0.8574, lr=1.22e-04]
Epoch 54/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.93it/s, iou=0.8294, loss=-0.6734, lr=1.22e-04]
Epoch 54/120:  88%|████████▊ | 15/17 [00:07<00:01,  1.93it/s, iou=0.8294, loss=-0.6734, lr=1.22e-04]
Epoch 54/120:  88%|████████▊ | 15/17 [00:08<00:01,  1.93it/s, iou=0.8285, loss=-0.8923, lr=1.22e-04]
Epoch 54/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.93it/s, iou=0.8285, loss=-0.8923, lr=1.22e-04]
Epoch 54/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.93it/s, iou=0.8287, loss=-0.7760, lr=1.22e-04]
Epoch 54/120: 100%|██████████| 17/17 [00:08<00:00,  2.50it/s, iou=0.8287, loss=-0.7760, lr=1.22e-04]
                                                                                                    
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 54/120: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating:  33%|███▎      | 1/3 [00:00<00:00,  3.36it/s]
Validating:  67%|██████▋   | 2/3 [00:00<00:00,  3.61it/s]
                                                         
[Strategy3 MC Cache] ram_hits=0 disk_hits=0 misses=0 writes=0
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 54/120: train_loss=-0.7972, train_iou=0.8287, train_entropy=0.0000, val_loss=-0.6973, val_iou=0.7079, val_dice=0.7918, val_iou_gain=0.0107, val_biou_gain=0.0319, head_lr=1.188804e-04, encoder_lr=1.188804e-04, val_refine_score=0.5630, es_monitor=val_refine_score, es_value=0.5624, es_best=0.5630, es_wait=2/30, es_active=True, s3_frozen=True

Epoch 55/120:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 55/120:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.8601, loss=-0.8523, lr=1.19e-04]
Epoch 55/120:   6%|▌         | 1/17 [00:00<00:09,  1.63it/s, iou=0.8601, loss=-0.8523, lr=1.19e-04]
Epoch 55/120:   6%|▌         | 1/17 [00:01<00:09,  1.63it/s, iou=0.8436, loss=-0.9217, lr=1.19e-04]
Epoch 55/120:  12%|█▏        | 2/17 [00:01<00:08,  1.80it/s, iou=0.8436, loss=-0.9217, lr=1.19e-04]
Epoch 55/120:  12%|█▏        | 2/17 [00:01<00:08,  1.80it/s, iou=0.8321, loss=-0.7628, lr=1.19e-04]
Epoch 55/120:  18%|█▊        | 3/17 [00:01<00:07,  1.85it/s, iou=0.8321, loss=-0.7628, lr=1.19e-04]
Epoch 55/120:  18%|█▊        | 3/17 [00:02<00:07,  1.85it/s, iou=0.8369, loss=-0.8444, lr=1.19e-04]
Epoch 55/120:  24%|██▎       | 4/17 [00:02<00:06,  1.87it/s, iou=0.8369, loss=-0.8444, lr=1.19e-04]
Epoch 55/120:  24%|██▎       | 4/17 [00:02<00:06,  1.87it/s, iou=0.8388, loss=-0.7370, lr=1.19e-04]
Epoch 55/120:  29%|██▉       | 5/17 [00:02<00:06,  1.89it/s, iou=0.8388, loss=-0.7370, lr=1.19e-04]
Epoch 55/120:  29%|██▉       | 5/17 [00:03<00:06,  1.89it/s, iou=0.8377, loss=-0.7881, lr=1.19e-04]
Epoch 55/120:  35%|███▌      | 6/17 [00:03<00:05,  1.90it/s, iou=0.8377, loss=-0.7881, lr=1.19e-04]
Epoch 55/120:  35%|███▌      | 6/17 [00:03<00:05,  1.90it/s, iou=0.8378, loss=-0.9186, lr=1.19e-04]
Epoch 55/120:  41%|████      | 7/17 [00:03<00:05,  1.91it/s, iou=0.8378, loss=-0.9186, lr=1.19e-04]
Epoch 55/120:  41%|████      | 7/17 [00:04<00:05,  1.91it/s, iou=0.8373, loss=-0.7459, lr=1.19e-04]
Epoch 55/120:  47%|████▋     | 8/17 [00:04<00:04,  1.92it/s, iou=0.8373, loss=-0.7459, lr=1.19e-04]
Epoch 55/120:  47%|████▋     | 8/17 [00:04<00:04,  1.92it/s, iou=0.8333, loss=-0.7119, lr=1.19e-04]
Epoch 55/120:  53%|█████▎    | 9/17 [00:04<00:04,  1.92it/s, iou=0.8333, loss=-0.7119, lr=1.19e-04]
Epoch 55/120:  53%|█████▎    | 9/17 [00:05<00:04,  1.92it/s, iou=0.8339, loss=-0.8430, lr=1.19e-04]
Epoch 55/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.92it/s, iou=0.8339, loss=-0.8430, lr=1.19e-04]
Epoch 55/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.92it/s, iou=0.8325, loss=-0.7900, lr=1.19e-04]
Epoch 55/120:  65%|██████▍   | 11/17 [00:05<00:03,  1.92it/s, iou=0.8325, loss=-0.7900, lr=1.19e-04]
Epoch 55/120:  65%|██████▍   | 11/17 [00:06<00:03,  1.92it/s, iou=0.8298, loss=-0.8254, lr=1.19e-04]
Epoch 55/120:  71%|███████   | 12/17 [00:06<00:02,  1.92it/s, iou=0.8298, loss=-0.8254, lr=1.19e-04]
Epoch 55/120:  71%|███████   | 12/17 [00:06<00:02,  1.92it/s, iou=0.8297, loss=-0.8440, lr=1.19e-04]
Epoch 55/120:  76%|███████▋  | 13/17 [00:06<00:02,  1.92it/s, iou=0.8297, loss=-0.8440, lr=1.19e-04]
Epoch 55/120:  76%|███████▋  | 13/17 [00:07<00:02,  1.92it/s, iou=0.8291, loss=-0.6951, lr=1.19e-04]
Epoch 55/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.92it/s, iou=0.8291, loss=-0.6951, lr=1.19e-04]
Epoch 55/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.92it/s, iou=0.8300, loss=-0.8134, lr=1.19e-04]
Epoch 55/120:  88%|████████▊ | 15/17 [00:07<00:01,  1.92it/s, iou=0.8300, loss=-0.8134, lr=1.19e-04]
Epoch 55/120:  88%|████████▊ | 15/17 [00:08<00:01,  1.92it/s, iou=0.8324, loss=-0.8436, lr=1.19e-04]
Epoch 55/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.92it/s, iou=0.8324, loss=-0.8436, lr=1.19e-04]
Epoch 55/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.92it/s, iou=0.8326, loss=-0.9312, lr=1.19e-04]
Epoch 55/120: 100%|██████████| 17/17 [00:08<00:00,  2.49it/s, iou=0.8326, loss=-0.9312, lr=1.19e-04]
                                                                                                    
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 55/120: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating:  33%|███▎      | 1/3 [00:00<00:00,  3.35it/s]
Validating:  67%|██████▋   | 2/3 [00:00<00:00,  3.55it/s]
                                                         
[Strategy3 MC Cache] ram_hits=0 disk_hits=0 misses=0 writes=0
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 55/120: train_loss=-0.8158, train_iou=0.8326, train_entropy=0.0000, val_loss=-0.6795, val_iou=0.7076, val_dice=0.7920, val_iou_gain=0.0103, val_biou_gain=0.0316, head_lr=1.162395e-04, encoder_lr=1.162395e-04, val_refine_score=0.5630, es_monitor=val_refine_score, es_value=0.5621, es_best=0.5630, es_wait=3/30, es_active=True, s3_frozen=True

Epoch 56/120:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 56/120:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.7947, loss=-0.8284, lr=1.16e-04]
Epoch 56/120:   6%|▌         | 1/17 [00:00<00:09,  1.63it/s, iou=0.7947, loss=-0.8284, lr=1.16e-04]
Epoch 56/120:   6%|▌         | 1/17 [00:01<00:09,  1.63it/s, iou=0.8118, loss=-0.7829, lr=1.16e-04]
Epoch 56/120:  12%|█▏        | 2/17 [00:01<00:08,  1.78it/s, iou=0.8118, loss=-0.7829, lr=1.16e-04]
Epoch 56/120:  12%|█▏        | 2/17 [00:01<00:08,  1.78it/s, iou=0.7990, loss=-0.6250, lr=1.16e-04]
Epoch 56/120:  18%|█▊        | 3/17 [00:01<00:07,  1.83it/s, iou=0.7990, loss=-0.6250, lr=1.16e-04]
Epoch 56/120:  18%|█▊        | 3/17 [00:02<00:07,  1.83it/s, iou=0.8043, loss=-0.7227, lr=1.16e-04]
Epoch 56/120:  24%|██▎       | 4/17 [00:02<00:06,  1.87it/s, iou=0.8043, loss=-0.7227, lr=1.16e-04]
Epoch 56/120:  24%|██▎       | 4/17 [00:02<00:06,  1.87it/s, iou=0.8103, loss=-0.7459, lr=1.16e-04]
Epoch 56/120:  29%|██▉       | 5/17 [00:02<00:06,  1.88it/s, iou=0.8103, loss=-0.7459, lr=1.16e-04]
Epoch 56/120:  29%|██▉       | 5/17 [00:03<00:06,  1.88it/s, iou=0.8186, loss=-0.8602, lr=1.16e-04]
Epoch 56/120:  35%|███▌      | 6/17 [00:03<00:05,  1.89it/s, iou=0.8186, loss=-0.8602, lr=1.16e-04]
Epoch 56/120:  35%|███▌      | 6/17 [00:03<00:05,  1.89it/s, iou=0.8193, loss=-0.8347, lr=1.16e-04]
Epoch 56/120:  41%|████      | 7/17 [00:03<00:05,  1.91it/s, iou=0.8193, loss=-0.8347, lr=1.16e-04]
Epoch 56/120:  41%|████      | 7/17 [00:04<00:05,  1.91it/s, iou=0.8205, loss=-0.9094, lr=1.16e-04]
Epoch 56/120:  47%|████▋     | 8/17 [00:04<00:04,  1.91it/s, iou=0.8205, loss=-0.9094, lr=1.16e-04]
Epoch 56/120:  47%|████▋     | 8/17 [00:04<00:04,  1.91it/s, iou=0.8221, loss=-0.7459, lr=1.16e-04]
Epoch 56/120:  53%|█████▎    | 9/17 [00:04<00:04,  1.92it/s, iou=0.8221, loss=-0.7459, lr=1.16e-04]
Epoch 56/120:  53%|█████▎    | 9/17 [00:05<00:04,  1.92it/s, iou=0.8240, loss=-0.7405, lr=1.16e-04]
Epoch 56/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.92it/s, iou=0.8240, loss=-0.7405, lr=1.16e-04]
Epoch 56/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.92it/s, iou=0.8267, loss=-0.9837, lr=1.16e-04]
Epoch 56/120:  65%|██████▍   | 11/17 [00:05<00:03,  1.92it/s, iou=0.8267, loss=-0.9837, lr=1.16e-04]
Epoch 56/120:  65%|██████▍   | 11/17 [00:06<00:03,  1.92it/s, iou=0.8275, loss=-0.7471, lr=1.16e-04]
Epoch 56/120:  71%|███████   | 12/17 [00:06<00:02,  1.92it/s, iou=0.8275, loss=-0.7471, lr=1.16e-04]
Epoch 56/120:  71%|███████   | 12/17 [00:06<00:02,  1.92it/s, iou=0.8238, loss=-0.7572, lr=1.16e-04]
Epoch 56/120:  76%|███████▋  | 13/17 [00:06<00:02,  1.92it/s, iou=0.8238, loss=-0.7572, lr=1.16e-04]
Epoch 56/120:  76%|███████▋  | 13/17 [00:07<00:02,  1.92it/s, iou=0.8253, loss=-0.8981, lr=1.16e-04]
Epoch 56/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.93it/s, iou=0.8253, loss=-0.8981, lr=1.16e-04]
Epoch 56/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.93it/s, iou=0.8262, loss=-0.7411, lr=1.16e-04]
Epoch 56/120:  88%|████████▊ | 15/17 [00:07<00:01,  1.93it/s, iou=0.8262, loss=-0.7411, lr=1.16e-04]
Epoch 56/120:  88%|████████▊ | 15/17 [00:08<00:01,  1.93it/s, iou=0.8278, loss=-0.8253, lr=1.16e-04]
Epoch 56/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.92it/s, iou=0.8278, loss=-0.8253, lr=1.16e-04]
Epoch 56/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.92it/s, iou=0.8286, loss=-1.4376, lr=1.16e-04]
Epoch 56/120: 100%|██████████| 17/17 [00:08<00:00,  2.49it/s, iou=0.8286, loss=-1.4376, lr=1.16e-04]
                                                                                                    
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 56/120: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating:  33%|███▎      | 1/3 [00:00<00:00,  3.39it/s]
Validating:  67%|██████▋   | 2/3 [00:00<00:00,  3.61it/s]
                                                         
[Strategy3 MC Cache] ram_hits=0 disk_hits=0 misses=0 writes=0
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 56/120: train_loss=-0.8344, train_iou=0.8286, train_entropy=0.0000, val_loss=-0.6867, val_iou=0.7039, val_dice=0.7888, val_iou_gain=0.0067, val_biou_gain=0.0276, head_lr=1.135894e-04, encoder_lr=1.135894e-04, val_refine_score=0.5630, es_monitor=val_refine_score, es_value=0.5583, es_best=0.5630, es_wait=4/30, es_active=True, s3_frozen=True

Epoch 57/120:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 57/120:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.8185, loss=-0.7857, lr=1.14e-04]
Epoch 57/120:   6%|▌         | 1/17 [00:00<00:09,  1.67it/s, iou=0.8185, loss=-0.7857, lr=1.14e-04]
Epoch 57/120:   6%|▌         | 1/17 [00:01<00:09,  1.67it/s, iou=0.8303, loss=-0.7490, lr=1.14e-04]
Epoch 57/120:  12%|█▏        | 2/17 [00:01<00:08,  1.81it/s, iou=0.8303, loss=-0.7490, lr=1.14e-04]
Epoch 57/120:  12%|█▏        | 2/17 [00:01<00:08,  1.81it/s, iou=0.8257, loss=-0.8124, lr=1.14e-04]
Epoch 57/120:  18%|█▊        | 3/17 [00:01<00:07,  1.86it/s, iou=0.8257, loss=-0.8124, lr=1.14e-04]
Epoch 57/120:  18%|█▊        | 3/17 [00:02<00:07,  1.86it/s, iou=0.8289, loss=-0.6993, lr=1.14e-04]
Epoch 57/120:  24%|██▎       | 4/17 [00:02<00:06,  1.88it/s, iou=0.8289, loss=-0.6993, lr=1.14e-04]
Epoch 57/120:  24%|██▎       | 4/17 [00:02<00:06,  1.88it/s, iou=0.8233, loss=-0.8146, lr=1.14e-04]
Epoch 57/120:  29%|██▉       | 5/17 [00:02<00:06,  1.90it/s, iou=0.8233, loss=-0.8146, lr=1.14e-04]
Epoch 57/120:  29%|██▉       | 5/17 [00:03<00:06,  1.90it/s, iou=0.8288, loss=-0.7854, lr=1.14e-04]
Epoch 57/120:  35%|███▌      | 6/17 [00:03<00:05,  1.90it/s, iou=0.8288, loss=-0.7854, lr=1.14e-04]
Epoch 57/120:  35%|███▌      | 6/17 [00:03<00:05,  1.90it/s, iou=0.8300, loss=-0.8435, lr=1.14e-04]
Epoch 57/120:  41%|████      | 7/17 [00:03<00:05,  1.90it/s, iou=0.8300, loss=-0.8435, lr=1.14e-04]
Epoch 57/120:  41%|████      | 7/17 [00:04<00:05,  1.90it/s, iou=0.8308, loss=-0.7358, lr=1.14e-04]
Epoch 57/120:  47%|████▋     | 8/17 [00:04<00:04,  1.91it/s, iou=0.8308, loss=-0.7358, lr=1.14e-04]
Epoch 57/120:  47%|████▋     | 8/17 [00:04<00:04,  1.91it/s, iou=0.8314, loss=-0.8954, lr=1.14e-04]
Epoch 57/120:  53%|█████▎    | 9/17 [00:04<00:04,  1.91it/s, iou=0.8314, loss=-0.8954, lr=1.14e-04]
Epoch 57/120:  53%|█████▎    | 9/17 [00:05<00:04,  1.91it/s, iou=0.8335, loss=-0.9073, lr=1.14e-04]
Epoch 57/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.92it/s, iou=0.8335, loss=-0.9073, lr=1.14e-04]
Epoch 57/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.92it/s, iou=0.8355, loss=-0.8328, lr=1.14e-04]
Epoch 57/120:  65%|██████▍   | 11/17 [00:05<00:03,  1.92it/s, iou=0.8355, loss=-0.8328, lr=1.14e-04]
Epoch 57/120:  65%|██████▍   | 11/17 [00:06<00:03,  1.92it/s, iou=0.8358, loss=-0.7864, lr=1.14e-04]
Epoch 57/120:  71%|███████   | 12/17 [00:06<00:02,  1.92it/s, iou=0.8358, loss=-0.7864, lr=1.14e-04]
Epoch 57/120:  71%|███████   | 12/17 [00:06<00:02,  1.92it/s, iou=0.8329, loss=-0.7520, lr=1.14e-04]
Epoch 57/120:  76%|███████▋  | 13/17 [00:06<00:02,  1.92it/s, iou=0.8329, loss=-0.7520, lr=1.14e-04]
Epoch 57/120:  76%|███████▋  | 13/17 [00:07<00:02,  1.92it/s, iou=0.8337, loss=-0.8721, lr=1.14e-04]
Epoch 57/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.92it/s, iou=0.8337, loss=-0.8721, lr=1.14e-04]
Epoch 57/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.92it/s, iou=0.8334, loss=-0.8578, lr=1.14e-04]
Epoch 57/120:  88%|████████▊ | 15/17 [00:07<00:01,  1.92it/s, iou=0.8334, loss=-0.8578, lr=1.14e-04]
Epoch 57/120:  88%|████████▊ | 15/17 [00:08<00:01,  1.92it/s, iou=0.8315, loss=-0.8128, lr=1.14e-04]
Epoch 57/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.93it/s, iou=0.8315, loss=-0.8128, lr=1.14e-04]
Epoch 57/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.93it/s, iou=0.8315, loss=-0.6270, lr=1.14e-04]
Epoch 57/120: 100%|██████████| 17/17 [00:08<00:00,  2.50it/s, iou=0.8315, loss=-0.6270, lr=1.14e-04]
                                                                                                    
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 57/120: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating:  33%|███▎      | 1/3 [00:00<00:00,  3.43it/s]
Validating:  67%|██████▋   | 2/3 [00:00<00:00,  3.63it/s]
                                                         
[Strategy3 MC Cache] ram_hits=0 disk_hits=0 misses=0 writes=0
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 57/120: train_loss=-0.7982, train_iou=0.8315, train_entropy=0.0000, val_loss=-0.6574, val_iou=0.7090, val_dice=0.7933, val_iou_gain=0.0117, val_biou_gain=0.0313, head_lr=1.109321e-04, encoder_lr=1.109321e-04, val_refine_score=0.5630, es_monitor=val_refine_score, es_value=0.5626, es_best=0.5630, es_wait=5/30, es_active=True, s3_frozen=True

Epoch 58/120:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 58/120:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.7660, loss=-0.7093, lr=1.11e-04]
Epoch 58/120:   6%|▌         | 1/17 [00:00<00:09,  1.69it/s, iou=0.7660, loss=-0.7093, lr=1.11e-04]
Epoch 58/120:   6%|▌         | 1/17 [00:01<00:09,  1.69it/s, iou=0.7893, loss=-0.8425, lr=1.11e-04]
Epoch 58/120:  12%|█▏        | 2/17 [00:01<00:08,  1.81it/s, iou=0.7893, loss=-0.8425, lr=1.11e-04]
Epoch 58/120:  12%|█▏        | 2/17 [00:01<00:08,  1.81it/s, iou=0.8167, loss=-0.9337, lr=1.11e-04]
Epoch 58/120:  18%|█▊        | 3/17 [00:01<00:07,  1.86it/s, iou=0.8167, loss=-0.9337, lr=1.11e-04]
Epoch 58/120:  18%|█▊        | 3/17 [00:02<00:07,  1.86it/s, iou=0.8201, loss=-0.7975, lr=1.11e-04]
Epoch 58/120:  24%|██▎       | 4/17 [00:02<00:06,  1.88it/s, iou=0.8201, loss=-0.7975, lr=1.11e-04]
Epoch 58/120:  24%|██▎       | 4/17 [00:02<00:06,  1.88it/s, iou=0.8218, loss=-0.7958, lr=1.11e-04]
Epoch 58/120:  29%|██▉       | 5/17 [00:02<00:06,  1.90it/s, iou=0.8218, loss=-0.7958, lr=1.11e-04]
Epoch 58/120:  29%|██▉       | 5/17 [00:03<00:06,  1.90it/s, iou=0.8195, loss=-0.8182, lr=1.11e-04]
Epoch 58/120:  35%|███▌      | 6/17 [00:03<00:05,  1.91it/s, iou=0.8195, loss=-0.8182, lr=1.11e-04]
Epoch 58/120:  35%|███▌      | 6/17 [00:03<00:05,  1.91it/s, iou=0.8240, loss=-0.7815, lr=1.11e-04]
Epoch 58/120:  41%|████      | 7/17 [00:03<00:05,  1.91it/s, iou=0.8240, loss=-0.7815, lr=1.11e-04]
Epoch 58/120:  41%|████      | 7/17 [00:04<00:05,  1.91it/s, iou=0.8245, loss=-0.7721, lr=1.11e-04]
Epoch 58/120:  47%|████▋     | 8/17 [00:04<00:04,  1.91it/s, iou=0.8245, loss=-0.7721, lr=1.11e-04]
Epoch 58/120:  47%|████▋     | 8/17 [00:04<00:04,  1.91it/s, iou=0.8294, loss=-0.8937, lr=1.11e-04]
Epoch 58/120:  53%|█████▎    | 9/17 [00:04<00:04,  1.91it/s, iou=0.8294, loss=-0.8937, lr=1.11e-04]
Epoch 58/120:  53%|█████▎    | 9/17 [00:05<00:04,  1.91it/s, iou=0.8271, loss=-0.9089, lr=1.11e-04]
Epoch 58/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.91it/s, iou=0.8271, loss=-0.9089, lr=1.11e-04]
Epoch 58/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.91it/s, iou=0.8310, loss=-0.7246, lr=1.11e-04]
Epoch 58/120:  65%|██████▍   | 11/17 [00:05<00:03,  1.92it/s, iou=0.8310, loss=-0.7246, lr=1.11e-04]
Epoch 58/120:  65%|██████▍   | 11/17 [00:06<00:03,  1.92it/s, iou=0.8292, loss=-0.6614, lr=1.11e-04]
Epoch 58/120:  71%|███████   | 12/17 [00:06<00:02,  1.92it/s, iou=0.8292, loss=-0.6614, lr=1.11e-04]
Epoch 58/120:  71%|███████   | 12/17 [00:06<00:02,  1.92it/s, iou=0.8284, loss=-0.7288, lr=1.11e-04]
Epoch 58/120:  76%|███████▋  | 13/17 [00:06<00:02,  1.92it/s, iou=0.8284, loss=-0.7288, lr=1.11e-04]
Epoch 58/120:  76%|███████▋  | 13/17 [00:07<00:02,  1.92it/s, iou=0.8272, loss=-0.7685, lr=1.11e-04]
Epoch 58/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.93it/s, iou=0.8272, loss=-0.7685, lr=1.11e-04]
Epoch 58/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.93it/s, iou=0.8280, loss=-0.9439, lr=1.11e-04]
Epoch 58/120:  88%|████████▊ | 15/17 [00:07<00:01,  1.93it/s, iou=0.8280, loss=-0.9439, lr=1.11e-04]
Epoch 58/120:  88%|████████▊ | 15/17 [00:08<00:01,  1.93it/s, iou=0.8288, loss=-0.7142, lr=1.11e-04]
Epoch 58/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.93it/s, iou=0.8288, loss=-0.7142, lr=1.11e-04]
Epoch 58/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.93it/s, iou=0.8289, loss=-0.8603, lr=1.11e-04]
Epoch 58/120: 100%|██████████| 17/17 [00:08<00:00,  2.48it/s, iou=0.8289, loss=-0.8603, lr=1.11e-04]
                                                                                                    
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 58/120: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating:  33%|███▎      | 1/3 [00:00<00:00,  3.24it/s]
Validating:  67%|██████▋   | 2/3 [00:00<00:00,  3.53it/s]
                                                         
[Strategy3 MC Cache] ram_hits=0 disk_hits=0 misses=0 writes=0
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 58/120: train_loss=-0.8032, train_iou=0.8289, train_entropy=0.0000, val_loss=-0.6544, val_iou=0.7089, val_dice=0.7922, val_iou_gain=0.0117, val_biou_gain=0.0328, head_lr=1.082692e-04, encoder_lr=1.082692e-04, val_refine_score=0.5633, es_monitor=val_refine_score, es_value=0.5633, es_best=0.5633, es_wait=0/30, es_active=True, s3_frozen=True

Epoch 59/120:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 59/120:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.8587, loss=-0.8782, lr=1.08e-04]
Epoch 59/120:   6%|▌         | 1/17 [00:00<00:09,  1.68it/s, iou=0.8587, loss=-0.8782, lr=1.08e-04]
Epoch 59/120:   6%|▌         | 1/17 [00:01<00:09,  1.68it/s, iou=0.8387, loss=-0.7315, lr=1.08e-04]
Epoch 59/120:  12%|█▏        | 2/17 [00:01<00:08,  1.81it/s, iou=0.8387, loss=-0.7315, lr=1.08e-04]
Epoch 59/120:  12%|█▏        | 2/17 [00:01<00:08,  1.81it/s, iou=0.8337, loss=-0.7318, lr=1.08e-04]
Epoch 59/120:  18%|█▊        | 3/17 [00:01<00:07,  1.86it/s, iou=0.8337, loss=-0.7318, lr=1.08e-04]
Epoch 59/120:  18%|█▊        | 3/17 [00:02<00:07,  1.86it/s, iou=0.8183, loss=-0.7292, lr=1.08e-04]
Epoch 59/120:  24%|██▎       | 4/17 [00:02<00:06,  1.89it/s, iou=0.8183, loss=-0.7292, lr=1.08e-04]
Epoch 59/120:  24%|██▎       | 4/17 [00:02<00:06,  1.89it/s, iou=0.8124, loss=-0.7926, lr=1.08e-04]
Epoch 59/120:  29%|██▉       | 5/17 [00:02<00:06,  1.90it/s, iou=0.8124, loss=-0.7926, lr=1.08e-04]
Epoch 59/120:  29%|██▉       | 5/17 [00:03<00:06,  1.90it/s, iou=0.8148, loss=-0.7558, lr=1.08e-04]
Epoch 59/120:  35%|███▌      | 6/17 [00:03<00:05,  1.91it/s, iou=0.8148, loss=-0.7558, lr=1.08e-04]
Epoch 59/120:  35%|███▌      | 6/17 [00:03<00:05,  1.91it/s, iou=0.8200, loss=-0.7984, lr=1.08e-04]
Epoch 59/120:  41%|████      | 7/17 [00:03<00:05,  1.92it/s, iou=0.8200, loss=-0.7984, lr=1.08e-04]
Epoch 59/120:  41%|████      | 7/17 [00:04<00:05,  1.92it/s, iou=0.8198, loss=-0.8404, lr=1.08e-04]
Epoch 59/120:  47%|████▋     | 8/17 [00:04<00:04,  1.92it/s, iou=0.8198, loss=-0.8404, lr=1.08e-04]
Epoch 59/120:  47%|████▋     | 8/17 [00:04<00:04,  1.92it/s, iou=0.8230, loss=-0.7928, lr=1.08e-04]
Epoch 59/120:  53%|█████▎    | 9/17 [00:04<00:04,  1.93it/s, iou=0.8230, loss=-0.7928, lr=1.08e-04]
Epoch 59/120:  53%|█████▎    | 9/17 [00:05<00:04,  1.93it/s, iou=0.8252, loss=-0.8630, lr=1.08e-04]
Epoch 59/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.93it/s, iou=0.8252, loss=-0.8630, lr=1.08e-04]
Epoch 59/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.93it/s, iou=0.8277, loss=-0.8792, lr=1.08e-04]
Epoch 59/120:  65%|██████▍   | 11/17 [00:05<00:03,  1.93it/s, iou=0.8277, loss=-0.8792, lr=1.08e-04]
Epoch 59/120:  65%|██████▍   | 11/17 [00:06<00:03,  1.93it/s, iou=0.8274, loss=-0.8374, lr=1.08e-04]
Epoch 59/120:  71%|███████   | 12/17 [00:06<00:02,  1.93it/s, iou=0.8274, loss=-0.8374, lr=1.08e-04]
Epoch 59/120:  71%|███████   | 12/17 [00:06<00:02,  1.93it/s, iou=0.8293, loss=-0.8196, lr=1.08e-04]
Epoch 59/120:  76%|███████▋  | 13/17 [00:06<00:02,  1.93it/s, iou=0.8293, loss=-0.8196, lr=1.08e-04]
Epoch 59/120:  76%|███████▋  | 13/17 [00:07<00:02,  1.93it/s, iou=0.8313, loss=-0.8393, lr=1.08e-04]
Epoch 59/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.92it/s, iou=0.8313, loss=-0.8393, lr=1.08e-04]
Epoch 59/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.92it/s, iou=0.8309, loss=-0.7665, lr=1.08e-04]
Epoch 59/120:  88%|████████▊ | 15/17 [00:07<00:01,  1.92it/s, iou=0.8309, loss=-0.7665, lr=1.08e-04]
Epoch 59/120:  88%|████████▊ | 15/17 [00:08<00:01,  1.92it/s, iou=0.8306, loss=-0.7924, lr=1.08e-04]
Epoch 59/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.93it/s, iou=0.8306, loss=-0.7924, lr=1.08e-04]
Epoch 59/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.93it/s, iou=0.8309, loss=-0.6700, lr=1.08e-04]
Epoch 59/120: 100%|██████████| 17/17 [00:08<00:00,  2.49it/s, iou=0.8309, loss=-0.6700, lr=1.08e-04]
                                                                                                    
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 59/120: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating:  33%|███▎      | 1/3 [00:00<00:00,  3.32it/s]
Validating:  67%|██████▋   | 2/3 [00:00<00:00,  3.58it/s]
                                                         
[Strategy3 MC Cache] ram_hits=0 disk_hits=0 misses=0 writes=0
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 59/120: train_loss=-0.7952, train_iou=0.8309, train_entropy=0.0000, val_loss=-0.7125, val_iou=0.7091, val_dice=0.7911, val_iou_gain=0.0119, val_biou_gain=0.0377, head_lr=1.056027e-04, encoder_lr=1.056027e-04, val_refine_score=0.5659, es_monitor=val_refine_score, es_value=0.5659, es_best=0.5659, es_wait=0/30, es_active=True, s3_frozen=True

Epoch 60/120:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 60/120:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.8057, loss=-0.7316, lr=1.06e-04]
Epoch 60/120:   6%|▌         | 1/17 [00:00<00:09,  1.67it/s, iou=0.8057, loss=-0.7316, lr=1.06e-04]
Epoch 60/120:   6%|▌         | 1/17 [00:01<00:09,  1.67it/s, iou=0.8300, loss=-0.7183, lr=1.06e-04]
Epoch 60/120:  12%|█▏        | 2/17 [00:01<00:08,  1.81it/s, iou=0.8300, loss=-0.7183, lr=1.06e-04]
Epoch 60/120:  12%|█▏        | 2/17 [00:01<00:08,  1.81it/s, iou=0.8263, loss=-0.7370, lr=1.06e-04]
Epoch 60/120:  18%|█▊        | 3/17 [00:01<00:07,  1.87it/s, iou=0.8263, loss=-0.7370, lr=1.06e-04]
Epoch 60/120:  18%|█▊        | 3/17 [00:02<00:07,  1.87it/s, iou=0.8304, loss=-0.7778, lr=1.06e-04]
Epoch 60/120:  24%|██▎       | 4/17 [00:02<00:06,  1.90it/s, iou=0.8304, loss=-0.7778, lr=1.06e-04]
Epoch 60/120:  24%|██▎       | 4/17 [00:02<00:06,  1.90it/s, iou=0.8356, loss=-0.7623, lr=1.06e-04]
Epoch 60/120:  29%|██▉       | 5/17 [00:02<00:06,  1.91it/s, iou=0.8356, loss=-0.7623, lr=1.06e-04]
Epoch 60/120:  29%|██▉       | 5/17 [00:03<00:06,  1.91it/s, iou=0.8361, loss=-0.7668, lr=1.06e-04]
Epoch 60/120:  35%|███▌      | 6/17 [00:03<00:05,  1.92it/s, iou=0.8361, loss=-0.7668, lr=1.06e-04]
Epoch 60/120:  35%|███▌      | 6/17 [00:03<00:05,  1.92it/s, iou=0.8362, loss=-0.8747, lr=1.06e-04]
Epoch 60/120:  41%|████      | 7/17 [00:03<00:05,  1.93it/s, iou=0.8362, loss=-0.8747, lr=1.06e-04]
Epoch 60/120:  41%|████      | 7/17 [00:04<00:05,  1.93it/s, iou=0.8378, loss=-0.9017, lr=1.06e-04]
Epoch 60/120:  47%|████▋     | 8/17 [00:04<00:04,  1.93it/s, iou=0.8378, loss=-0.9017, lr=1.06e-04]
Epoch 60/120:  47%|████▋     | 8/17 [00:04<00:04,  1.93it/s, iou=0.8387, loss=-0.7482, lr=1.06e-04]
Epoch 60/120:  53%|█████▎    | 9/17 [00:04<00:04,  1.93it/s, iou=0.8387, loss=-0.7482, lr=1.06e-04]
Epoch 60/120:  53%|█████▎    | 9/17 [00:05<00:04,  1.93it/s, iou=0.8395, loss=-0.8485, lr=1.06e-04]
Epoch 60/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.92it/s, iou=0.8395, loss=-0.8485, lr=1.06e-04]
Epoch 60/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.92it/s, iou=0.8384, loss=-0.8092, lr=1.06e-04]
Epoch 60/120:  65%|██████▍   | 11/17 [00:05<00:03,  1.92it/s, iou=0.8384, loss=-0.8092, lr=1.06e-04]
Epoch 60/120:  65%|██████▍   | 11/17 [00:06<00:03,  1.92it/s, iou=0.8379, loss=-0.8911, lr=1.06e-04]
Epoch 60/120:  71%|███████   | 12/17 [00:06<00:02,  1.92it/s, iou=0.8379, loss=-0.8911, lr=1.06e-04]
Epoch 60/120:  71%|███████   | 12/17 [00:06<00:02,  1.92it/s, iou=0.8358, loss=-0.8562, lr=1.06e-04]
Epoch 60/120:  76%|███████▋  | 13/17 [00:06<00:02,  1.93it/s, iou=0.8358, loss=-0.8562, lr=1.06e-04]
Epoch 60/120:  76%|███████▋  | 13/17 [00:07<00:02,  1.93it/s, iou=0.8346, loss=-0.8342, lr=1.06e-04]
Epoch 60/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.93it/s, iou=0.8346, loss=-0.8342, lr=1.06e-04]
Epoch 60/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.93it/s, iou=0.8322, loss=-0.7549, lr=1.06e-04]
Epoch 60/120:  88%|████████▊ | 15/17 [00:07<00:01,  1.93it/s, iou=0.8322, loss=-0.7549, lr=1.06e-04]
Epoch 60/120:  88%|████████▊ | 15/17 [00:08<00:01,  1.93it/s, iou=0.8325, loss=-0.8009, lr=1.06e-04]
Epoch 60/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.93it/s, iou=0.8325, loss=-0.8009, lr=1.06e-04]
Epoch 60/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.93it/s, iou=0.8324, loss=-1.1234, lr=1.06e-04]
Epoch 60/120: 100%|██████████| 17/17 [00:08<00:00,  2.50it/s, iou=0.8324, loss=-1.1234, lr=1.06e-04]
                                                                                                    
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 60/120: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating:  33%|███▎      | 1/3 [00:00<00:00,  3.42it/s]
Validating:  67%|██████▋   | 2/3 [00:00<00:00,  3.64it/s]
                                                         
[Strategy3 MC Cache] ram_hits=0 disk_hits=0 misses=0 writes=0
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 60/120: train_loss=-0.8198, train_iou=0.8324, train_entropy=0.0000, val_loss=-0.6623, val_iou=0.7076, val_dice=0.7919, val_iou_gain=0.0104, val_biou_gain=0.0302, head_lr=1.029344e-04, encoder_lr=1.029344e-04, val_refine_score=0.5659, es_monitor=val_refine_score, es_value=0.5614, es_best=0.5659, es_wait=1/30, es_active=True, s3_frozen=True

Epoch 61/120:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 61/120:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.8464, loss=-0.8456, lr=1.03e-04]
Epoch 61/120:   6%|▌         | 1/17 [00:00<00:09,  1.65it/s, iou=0.8464, loss=-0.8456, lr=1.03e-04]
Epoch 61/120:   6%|▌         | 1/17 [00:01<00:09,  1.65it/s, iou=0.8461, loss=-0.7983, lr=1.03e-04]
Epoch 61/120:  12%|█▏        | 2/17 [00:01<00:08,  1.81it/s, iou=0.8461, loss=-0.7983, lr=1.03e-04]
Epoch 61/120:  12%|█▏        | 2/17 [00:01<00:08,  1.81it/s, iou=0.8431, loss=-0.9351, lr=1.03e-04]
Epoch 61/120:  18%|█▊        | 3/17 [00:01<00:07,  1.87it/s, iou=0.8431, loss=-0.9351, lr=1.03e-04]
Epoch 61/120:  18%|█▊        | 3/17 [00:02<00:07,  1.87it/s, iou=0.8405, loss=-0.7001, lr=1.03e-04]
Epoch 61/120:  24%|██▎       | 4/17 [00:02<00:06,  1.89it/s, iou=0.8405, loss=-0.7001, lr=1.03e-04]
Epoch 61/120:  24%|██▎       | 4/17 [00:02<00:06,  1.89it/s, iou=0.8399, loss=-0.7971, lr=1.03e-04]
Epoch 61/120:  29%|██▉       | 5/17 [00:02<00:06,  1.91it/s, iou=0.8399, loss=-0.7971, lr=1.03e-04]
Epoch 61/120:  29%|██▉       | 5/17 [00:03<00:06,  1.91it/s, iou=0.8369, loss=-0.8292, lr=1.03e-04]
Epoch 61/120:  35%|███▌      | 6/17 [00:03<00:05,  1.92it/s, iou=0.8369, loss=-0.8292, lr=1.03e-04]
Epoch 61/120:  35%|███▌      | 6/17 [00:03<00:05,  1.92it/s, iou=0.8369, loss=-0.8417, lr=1.03e-04]
Epoch 61/120:  41%|████      | 7/17 [00:03<00:05,  1.93it/s, iou=0.8369, loss=-0.8417, lr=1.03e-04]
Epoch 61/120:  41%|████      | 7/17 [00:04<00:05,  1.93it/s, iou=0.8335, loss=-0.8436, lr=1.03e-04]
Epoch 61/120:  47%|████▋     | 8/17 [00:04<00:04,  1.93it/s, iou=0.8335, loss=-0.8436, lr=1.03e-04]
Epoch 61/120:  47%|████▋     | 8/17 [00:04<00:04,  1.93it/s, iou=0.8338, loss=-0.8500, lr=1.03e-04]
Epoch 61/120:  53%|█████▎    | 9/17 [00:04<00:04,  1.93it/s, iou=0.8338, loss=-0.8500, lr=1.03e-04]
Epoch 61/120:  53%|█████▎    | 9/17 [00:05<00:04,  1.93it/s, iou=0.8369, loss=-0.8357, lr=1.03e-04]
Epoch 61/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.94it/s, iou=0.8369, loss=-0.8357, lr=1.03e-04]
Epoch 61/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.94it/s, iou=0.8358, loss=-0.7882, lr=1.03e-04]
Epoch 61/120:  65%|██████▍   | 11/17 [00:05<00:03,  1.94it/s, iou=0.8358, loss=-0.7882, lr=1.03e-04]
Epoch 61/120:  65%|██████▍   | 11/17 [00:06<00:03,  1.94it/s, iou=0.8349, loss=-0.8585, lr=1.03e-04]
Epoch 61/120:  71%|███████   | 12/17 [00:06<00:02,  1.94it/s, iou=0.8349, loss=-0.8585, lr=1.03e-04]
Epoch 61/120:  71%|███████   | 12/17 [00:06<00:02,  1.94it/s, iou=0.8353, loss=-0.8585, lr=1.03e-04]
Epoch 61/120:  76%|███████▋  | 13/17 [00:06<00:02,  1.94it/s, iou=0.8353, loss=-0.8585, lr=1.03e-04]
Epoch 61/120:  76%|███████▋  | 13/17 [00:07<00:02,  1.94it/s, iou=0.8359, loss=-0.8037, lr=1.03e-04]
Epoch 61/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.94it/s, iou=0.8359, loss=-0.8037, lr=1.03e-04]
Epoch 61/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.94it/s, iou=0.8340, loss=-0.6685, lr=1.03e-04]
Epoch 61/120:  88%|████████▊ | 15/17 [00:07<00:01,  1.94it/s, iou=0.8340, loss=-0.6685, lr=1.03e-04]
Epoch 61/120:  88%|████████▊ | 15/17 [00:08<00:01,  1.94it/s, iou=0.8332, loss=-0.6951, lr=1.03e-04]
Epoch 61/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.94it/s, iou=0.8332, loss=-0.6951, lr=1.03e-04]
Epoch 61/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.94it/s, iou=0.8331, loss=-0.5186, lr=1.03e-04]
Epoch 61/120: 100%|██████████| 17/17 [00:08<00:00,  2.51it/s, iou=0.8331, loss=-0.5186, lr=1.03e-04]
                                                                                                    
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 61/120: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating:  33%|███▎      | 1/3 [00:00<00:00,  3.40it/s]
Validating:  67%|██████▋   | 2/3 [00:00<00:00,  3.62it/s]
                                                         
[Strategy3 MC Cache] ram_hits=0 disk_hits=0 misses=0 writes=0
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 61/120: train_loss=-0.7922, train_iou=0.8331, train_entropy=0.0000, val_loss=-0.6963, val_iou=0.7075, val_dice=0.7901, val_iou_gain=0.0102, val_biou_gain=0.0343, head_lr=1.002660e-04, encoder_lr=1.002660e-04, val_refine_score=0.5659, es_monitor=val_refine_score, es_value=0.5634, es_best=0.5659, es_wait=2/30, es_active=True, s3_frozen=True

Epoch 62/120:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 62/120:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.7865, loss=-0.6608, lr=1.00e-04]
Epoch 62/120:   6%|▌         | 1/17 [00:00<00:09,  1.72it/s, iou=0.7865, loss=-0.6608, lr=1.00e-04]
Epoch 62/120:   6%|▌         | 1/17 [00:01<00:09,  1.72it/s, iou=0.8111, loss=-0.8388, lr=1.00e-04]
Epoch 62/120:  12%|█▏        | 2/17 [00:01<00:08,  1.84it/s, iou=0.8111, loss=-0.8388, lr=1.00e-04]
Epoch 62/120:  12%|█▏        | 2/17 [00:01<00:08,  1.84it/s, iou=0.8070, loss=-0.6836, lr=1.00e-04]
Epoch 62/120:  18%|█▊        | 3/17 [00:01<00:07,  1.89it/s, iou=0.8070, loss=-0.6836, lr=1.00e-04]
Epoch 62/120:  18%|█▊        | 3/17 [00:02<00:07,  1.89it/s, iou=0.8159, loss=-0.7470, lr=1.00e-04]
Epoch 62/120:  24%|██▎       | 4/17 [00:02<00:06,  1.91it/s, iou=0.8159, loss=-0.7470, lr=1.00e-04]
Epoch 62/120:  24%|██▎       | 4/17 [00:02<00:06,  1.91it/s, iou=0.8172, loss=-0.7939, lr=1.00e-04]
Epoch 62/120:  29%|██▉       | 5/17 [00:02<00:06,  1.92it/s, iou=0.8172, loss=-0.7939, lr=1.00e-04]
Epoch 62/120:  29%|██▉       | 5/17 [00:03<00:06,  1.92it/s, iou=0.8176, loss=-0.7941, lr=1.00e-04]
Epoch 62/120:  35%|███▌      | 6/17 [00:03<00:05,  1.92it/s, iou=0.8176, loss=-0.7941, lr=1.00e-04]
Epoch 62/120:  35%|███▌      | 6/17 [00:03<00:05,  1.92it/s, iou=0.8228, loss=-0.7125, lr=1.00e-04]
Epoch 62/120:  41%|████      | 7/17 [00:03<00:05,  1.93it/s, iou=0.8228, loss=-0.7125, lr=1.00e-04]
Epoch 62/120:  41%|████      | 7/17 [00:04<00:05,  1.93it/s, iou=0.8247, loss=-0.7404, lr=1.00e-04]
Epoch 62/120:  47%|████▋     | 8/17 [00:04<00:04,  1.92it/s, iou=0.8247, loss=-0.7404, lr=1.00e-04]
Epoch 62/120:  47%|████▋     | 8/17 [00:04<00:04,  1.92it/s, iou=0.8271, loss=-0.8576, lr=1.00e-04]
Epoch 62/120:  53%|█████▎    | 9/17 [00:04<00:04,  1.92it/s, iou=0.8271, loss=-0.8576, lr=1.00e-04]
Epoch 62/120:  53%|█████▎    | 9/17 [00:05<00:04,  1.92it/s, iou=0.8248, loss=-0.7292, lr=1.00e-04]
Epoch 62/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.93it/s, iou=0.8248, loss=-0.7292, lr=1.00e-04]
Epoch 62/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.93it/s, iou=0.8288, loss=-0.9209, lr=1.00e-04]
Epoch 62/120:  65%|██████▍   | 11/17 [00:05<00:03,  1.93it/s, iou=0.8288, loss=-0.9209, lr=1.00e-04]
Epoch 62/120:  65%|██████▍   | 11/17 [00:06<00:03,  1.93it/s, iou=0.8284, loss=-0.9066, lr=1.00e-04]
Epoch 62/120:  71%|███████   | 12/17 [00:06<00:02,  1.93it/s, iou=0.8284, loss=-0.9066, lr=1.00e-04]
Epoch 62/120:  71%|███████   | 12/17 [00:06<00:02,  1.93it/s, iou=0.8309, loss=-0.8388, lr=1.00e-04]
Epoch 62/120:  76%|███████▋  | 13/17 [00:06<00:02,  1.92it/s, iou=0.8309, loss=-0.8388, lr=1.00e-04]
Epoch 62/120:  76%|███████▋  | 13/17 [00:07<00:02,  1.92it/s, iou=0.8287, loss=-0.9136, lr=1.00e-04]
Epoch 62/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.92it/s, iou=0.8287, loss=-0.9136, lr=1.00e-04]
Epoch 62/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.92it/s, iou=0.8286, loss=-0.7852, lr=1.00e-04]
Epoch 62/120:  88%|████████▊ | 15/17 [00:07<00:01,  1.92it/s, iou=0.8286, loss=-0.7852, lr=1.00e-04]
Epoch 62/120:  88%|████████▊ | 15/17 [00:08<00:01,  1.92it/s, iou=0.8279, loss=-0.8121, lr=1.00e-04]
Epoch 62/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.93it/s, iou=0.8279, loss=-0.8121, lr=1.00e-04]
Epoch 62/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.93it/s, iou=0.8277, loss=-0.8414, lr=1.00e-04]
Epoch 62/120: 100%|██████████| 17/17 [00:08<00:00,  2.50it/s, iou=0.8277, loss=-0.8414, lr=1.00e-04]
                                                                                                    
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 62/120: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating:  33%|███▎      | 1/3 [00:00<00:00,  3.35it/s]
Validating:  67%|██████▋   | 2/3 [00:00<00:00,  3.56it/s]
                                                         
[Strategy3 MC Cache] ram_hits=0 disk_hits=0 misses=0 writes=0
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 62/120: train_loss=-0.7986, train_iou=0.8277, train_entropy=0.0000, val_loss=-0.6870, val_iou=0.7094, val_dice=0.7925, val_iou_gain=0.0121, val_biou_gain=0.0326, head_lr=9.759955e-05, encoder_lr=9.759955e-05, val_refine_score=0.5659, es_monitor=val_refine_score, es_value=0.5635, es_best=0.5659, es_wait=3/30, es_active=True, s3_frozen=True

Epoch 63/120:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 63/120:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.8233, loss=-0.8068, lr=9.76e-05]
Epoch 63/120:   6%|▌         | 1/17 [00:00<00:09,  1.74it/s, iou=0.8233, loss=-0.8068, lr=9.76e-05]
Epoch 63/120:   6%|▌         | 1/17 [00:01<00:09,  1.74it/s, iou=0.8224, loss=-0.7373, lr=9.76e-05]
Epoch 63/120:  12%|█▏        | 2/17 [00:01<00:08,  1.85it/s, iou=0.8224, loss=-0.7373, lr=9.76e-05]
Epoch 63/120:  12%|█▏        | 2/17 [00:01<00:08,  1.85it/s, iou=0.8289, loss=-0.8955, lr=9.76e-05]
Epoch 63/120:  18%|█▊        | 3/17 [00:01<00:07,  1.88it/s, iou=0.8289, loss=-0.8955, lr=9.76e-05]
Epoch 63/120:  18%|█▊        | 3/17 [00:02<00:07,  1.88it/s, iou=0.8290, loss=-0.8388, lr=9.76e-05]
Epoch 63/120:  24%|██▎       | 4/17 [00:02<00:06,  1.90it/s, iou=0.8290, loss=-0.8388, lr=9.76e-05]
Epoch 63/120:  24%|██▎       | 4/17 [00:02<00:06,  1.90it/s, iou=0.8359, loss=-0.9365, lr=9.76e-05]
Epoch 63/120:  29%|██▉       | 5/17 [00:02<00:06,  1.91it/s, iou=0.8359, loss=-0.9365, lr=9.76e-05]
Epoch 63/120:  29%|██▉       | 5/17 [00:03<00:06,  1.91it/s, iou=0.8382, loss=-0.8365, lr=9.76e-05]
Epoch 63/120:  35%|███▌      | 6/17 [00:03<00:05,  1.92it/s, iou=0.8382, loss=-0.8365, lr=9.76e-05]
Epoch 63/120:  35%|███▌      | 6/17 [00:03<00:05,  1.92it/s, iou=0.8338, loss=-0.8267, lr=9.76e-05]
Epoch 63/120:  41%|████      | 7/17 [00:03<00:05,  1.93it/s, iou=0.8338, loss=-0.8267, lr=9.76e-05]
Epoch 63/120:  41%|████      | 7/17 [00:04<00:05,  1.93it/s, iou=0.8357, loss=-0.8899, lr=9.76e-05]
Epoch 63/120:  47%|████▋     | 8/17 [00:04<00:04,  1.93it/s, iou=0.8357, loss=-0.8899, lr=9.76e-05]
Epoch 63/120:  47%|████▋     | 8/17 [00:04<00:04,  1.93it/s, iou=0.8381, loss=-0.8324, lr=9.76e-05]
Epoch 63/120:  53%|█████▎    | 9/17 [00:04<00:04,  1.92it/s, iou=0.8381, loss=-0.8324, lr=9.76e-05]
Epoch 63/120:  53%|█████▎    | 9/17 [00:05<00:04,  1.92it/s, iou=0.8368, loss=-0.7607, lr=9.76e-05]
Epoch 63/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.93it/s, iou=0.8368, loss=-0.7607, lr=9.76e-05]
Epoch 63/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.93it/s, iou=0.8334, loss=-0.7521, lr=9.76e-05]
Epoch 63/120:  65%|██████▍   | 11/17 [00:05<00:03,  1.93it/s, iou=0.8334, loss=-0.7521, lr=9.76e-05]
Epoch 63/120:  65%|██████▍   | 11/17 [00:06<00:03,  1.93it/s, iou=0.8350, loss=-0.8765, lr=9.76e-05]
Epoch 63/120:  71%|███████   | 12/17 [00:06<00:02,  1.93it/s, iou=0.8350, loss=-0.8765, lr=9.76e-05]
Epoch 63/120:  71%|███████   | 12/17 [00:06<00:02,  1.93it/s, iou=0.8323, loss=-0.7400, lr=9.76e-05]
Epoch 63/120:  76%|███████▋  | 13/17 [00:06<00:02,  1.93it/s, iou=0.8323, loss=-0.7400, lr=9.76e-05]
Epoch 63/120:  76%|███████▋  | 13/17 [00:07<00:02,  1.93it/s, iou=0.8321, loss=-0.7141, lr=9.76e-05]
Epoch 63/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.92it/s, iou=0.8321, loss=-0.7141, lr=9.76e-05]
Epoch 63/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.92it/s, iou=0.8302, loss=-0.7245, lr=9.76e-05]
Epoch 63/120:  88%|████████▊ | 15/17 [00:07<00:01,  1.92it/s, iou=0.8302, loss=-0.7245, lr=9.76e-05]
Epoch 63/120:  88%|████████▊ | 15/17 [00:08<00:01,  1.92it/s, iou=0.8316, loss=-0.7030, lr=9.76e-05]
Epoch 63/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.92it/s, iou=0.8316, loss=-0.7030, lr=9.76e-05]
Epoch 63/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.92it/s, iou=0.8318, loss=-0.9686, lr=9.76e-05]
Epoch 63/120: 100%|██████████| 17/17 [00:08<00:00,  2.50it/s, iou=0.8318, loss=-0.9686, lr=9.76e-05]
                                                                                                    
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 63/120: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating:  33%|███▎      | 1/3 [00:00<00:00,  3.39it/s]
Validating:  67%|██████▋   | 2/3 [00:00<00:00,  3.62it/s]
                                                         
[Strategy3 MC Cache] ram_hits=0 disk_hits=0 misses=0 writes=0
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 63/120: train_loss=-0.8141, train_iou=0.8318, train_entropy=0.0000, val_loss=-0.6818, val_iou=0.7101, val_dice=0.7934, val_iou_gain=0.0129, val_biou_gain=0.0363, head_lr=9.493670e-05, encoder_lr=9.493670e-05, val_refine_score=0.5659, es_monitor=val_refine_score, es_value=0.5657, es_best=0.5659, es_wait=4/30, es_active=True, s3_frozen=True

Epoch 64/120:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 64/120:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.8546, loss=-0.8314, lr=9.49e-05]
Epoch 64/120:   6%|▌         | 1/17 [00:00<00:09,  1.64it/s, iou=0.8546, loss=-0.8314, lr=9.49e-05]
Epoch 64/120:   6%|▌         | 1/17 [00:01<00:09,  1.64it/s, iou=0.8313, loss=-0.7251, lr=9.49e-05]
Epoch 64/120:  12%|█▏        | 2/17 [00:01<00:08,  1.81it/s, iou=0.8313, loss=-0.7251, lr=9.49e-05]
Epoch 64/120:  12%|█▏        | 2/17 [00:01<00:08,  1.81it/s, iou=0.8315, loss=-0.8546, lr=9.49e-05]
Epoch 64/120:  18%|█▊        | 3/17 [00:01<00:07,  1.86it/s, iou=0.8315, loss=-0.8546, lr=9.49e-05]
Epoch 64/120:  18%|█▊        | 3/17 [00:02<00:07,  1.86it/s, iou=0.8364, loss=-0.8568, lr=9.49e-05]
Epoch 64/120:  24%|██▎       | 4/17 [00:02<00:06,  1.89it/s, iou=0.8364, loss=-0.8568, lr=9.49e-05]
Epoch 64/120:  24%|██▎       | 4/17 [00:02<00:06,  1.89it/s, iou=0.8436, loss=-0.8434, lr=9.49e-05]
Epoch 64/120:  29%|██▉       | 5/17 [00:02<00:06,  1.91it/s, iou=0.8436, loss=-0.8434, lr=9.49e-05]
Epoch 64/120:  29%|██▉       | 5/17 [00:03<00:06,  1.91it/s, iou=0.8416, loss=-0.6950, lr=9.49e-05]
Epoch 64/120:  35%|███▌      | 6/17 [00:03<00:05,  1.92it/s, iou=0.8416, loss=-0.6950, lr=9.49e-05]
Epoch 64/120:  35%|███▌      | 6/17 [00:03<00:05,  1.92it/s, iou=0.8421, loss=-0.8793, lr=9.49e-05]
Epoch 64/120:  41%|████      | 7/17 [00:03<00:05,  1.92it/s, iou=0.8421, loss=-0.8793, lr=9.49e-05]
Epoch 64/120:  41%|████      | 7/17 [00:04<00:05,  1.92it/s, iou=0.8443, loss=-0.7900, lr=9.49e-05]
Epoch 64/120:  47%|████▋     | 8/17 [00:04<00:04,  1.92it/s, iou=0.8443, loss=-0.7900, lr=9.49e-05]
Epoch 64/120:  47%|████▋     | 8/17 [00:04<00:04,  1.92it/s, iou=0.8416, loss=-0.7974, lr=9.49e-05]
Epoch 64/120:  53%|█████▎    | 9/17 [00:04<00:04,  1.93it/s, iou=0.8416, loss=-0.7974, lr=9.49e-05]
Epoch 64/120:  53%|█████▎    | 9/17 [00:05<00:04,  1.93it/s, iou=0.8383, loss=-0.8528, lr=9.49e-05]
Epoch 64/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.93it/s, iou=0.8383, loss=-0.8528, lr=9.49e-05]
Epoch 64/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.93it/s, iou=0.8354, loss=-0.8097, lr=9.49e-05]
Epoch 64/120:  65%|██████▍   | 11/17 [00:05<00:03,  1.93it/s, iou=0.8354, loss=-0.8097, lr=9.49e-05]
Epoch 64/120:  65%|██████▍   | 11/17 [00:06<00:03,  1.93it/s, iou=0.8336, loss=-0.8159, lr=9.49e-05]
Epoch 64/120:  71%|███████   | 12/17 [00:06<00:02,  1.93it/s, iou=0.8336, loss=-0.8159, lr=9.49e-05]
Epoch 64/120:  71%|███████   | 12/17 [00:06<00:02,  1.93it/s, iou=0.8306, loss=-0.7643, lr=9.49e-05]
Epoch 64/120:  76%|███████▋  | 13/17 [00:06<00:02,  1.93it/s, iou=0.8306, loss=-0.7643, lr=9.49e-05]
Epoch 64/120:  76%|███████▋  | 13/17 [00:07<00:02,  1.93it/s, iou=0.8321, loss=-0.8647, lr=9.49e-05]
Epoch 64/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.92it/s, iou=0.8321, loss=-0.8647, lr=9.49e-05]
Epoch 64/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.92it/s, iou=0.8327, loss=-0.8241, lr=9.49e-05]
Epoch 64/120:  88%|████████▊ | 15/17 [00:07<00:01,  1.92it/s, iou=0.8327, loss=-0.8241, lr=9.49e-05]
Epoch 64/120:  88%|████████▊ | 15/17 [00:08<00:01,  1.92it/s, iou=0.8331, loss=-0.7398, lr=9.49e-05]
Epoch 64/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.93it/s, iou=0.8331, loss=-0.7398, lr=9.49e-05]
Epoch 64/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.93it/s, iou=0.8334, loss=-0.7334, lr=9.49e-05]
Epoch 64/120: 100%|██████████| 17/17 [00:08<00:00,  2.50it/s, iou=0.8334, loss=-0.7334, lr=9.49e-05]
                                                                                                    
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 64/120: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating:  33%|███▎      | 1/3 [00:00<00:00,  3.36it/s]
Validating:  67%|██████▋   | 2/3 [00:00<00:00,  3.58it/s]
                                                         
[Strategy3 MC Cache] ram_hits=0 disk_hits=0 misses=0 writes=0
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 64/120: train_loss=-0.8046, train_iou=0.8334, train_entropy=0.0000, val_loss=-0.6604, val_iou=0.7050, val_dice=0.7913, val_iou_gain=0.0077, val_biou_gain=0.0286, head_lr=9.227934e-05, encoder_lr=9.227934e-05, val_refine_score=0.5659, es_monitor=val_refine_score, es_value=0.5593, es_best=0.5659, es_wait=5/30, es_active=True, s3_frozen=True

Epoch 65/120:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 65/120:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.8165, loss=-0.8537, lr=9.23e-05]
Epoch 65/120:   6%|▌         | 1/17 [00:00<00:09,  1.70it/s, iou=0.8165, loss=-0.8537, lr=9.23e-05]
Epoch 65/120:   6%|▌         | 1/17 [00:01<00:09,  1.70it/s, iou=0.8189, loss=-0.8415, lr=9.23e-05]
Epoch 65/120:  12%|█▏        | 2/17 [00:01<00:08,  1.83it/s, iou=0.8189, loss=-0.8415, lr=9.23e-05]
Epoch 65/120:  12%|█▏        | 2/17 [00:01<00:08,  1.83it/s, iou=0.8184, loss=-0.8304, lr=9.23e-05]
Epoch 65/120:  18%|█▊        | 3/17 [00:01<00:07,  1.87it/s, iou=0.8184, loss=-0.8304, lr=9.23e-05]
Epoch 65/120:  18%|█▊        | 3/17 [00:02<00:07,  1.87it/s, iou=0.8250, loss=-0.8015, lr=9.23e-05]
Epoch 65/120:  24%|██▎       | 4/17 [00:02<00:06,  1.90it/s, iou=0.8250, loss=-0.8015, lr=9.23e-05]
Epoch 65/120:  24%|██▎       | 4/17 [00:02<00:06,  1.90it/s, iou=0.8344, loss=-0.8602, lr=9.23e-05]
Epoch 65/120:  29%|██▉       | 5/17 [00:02<00:06,  1.91it/s, iou=0.8344, loss=-0.8602, lr=9.23e-05]
Epoch 65/120:  29%|██▉       | 5/17 [00:03<00:06,  1.91it/s, iou=0.8314, loss=-0.7800, lr=9.23e-05]
Epoch 65/120:  35%|███▌      | 6/17 [00:03<00:05,  1.92it/s, iou=0.8314, loss=-0.7800, lr=9.23e-05]
Epoch 65/120:  35%|███▌      | 6/17 [00:03<00:05,  1.92it/s, iou=0.8343, loss=-0.8178, lr=9.23e-05]
Epoch 65/120:  41%|████      | 7/17 [00:03<00:05,  1.93it/s, iou=0.8343, loss=-0.8178, lr=9.23e-05]
Epoch 65/120:  41%|████      | 7/17 [00:04<00:05,  1.93it/s, iou=0.8378, loss=-0.9570, lr=9.23e-05]
Epoch 65/120:  47%|████▋     | 8/17 [00:04<00:04,  1.93it/s, iou=0.8378, loss=-0.9570, lr=9.23e-05]
Epoch 65/120:  47%|████▋     | 8/17 [00:04<00:04,  1.93it/s, iou=0.8292, loss=-0.6049, lr=9.23e-05]
Epoch 65/120:  53%|█████▎    | 9/17 [00:04<00:04,  1.93it/s, iou=0.8292, loss=-0.6049, lr=9.23e-05]
Epoch 65/120:  53%|█████▎    | 9/17 [00:05<00:04,  1.93it/s, iou=0.8267, loss=-0.7835, lr=9.23e-05]
Epoch 65/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.93it/s, iou=0.8267, loss=-0.7835, lr=9.23e-05]
Epoch 65/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.93it/s, iou=0.8263, loss=-0.7808, lr=9.23e-05]
Epoch 65/120:  65%|██████▍   | 11/17 [00:05<00:03,  1.93it/s, iou=0.8263, loss=-0.7808, lr=9.23e-05]
Epoch 65/120:  65%|██████▍   | 11/17 [00:06<00:03,  1.93it/s, iou=0.8286, loss=-0.7279, lr=9.23e-05]
Epoch 65/120:  71%|███████   | 12/17 [00:06<00:02,  1.94it/s, iou=0.8286, loss=-0.7279, lr=9.23e-05]
Epoch 65/120:  71%|███████   | 12/17 [00:06<00:02,  1.94it/s, iou=0.8248, loss=-0.6747, lr=9.23e-05]
Epoch 65/120:  76%|███████▋  | 13/17 [00:06<00:02,  1.94it/s, iou=0.8248, loss=-0.6747, lr=9.23e-05]
Epoch 65/120:  76%|███████▋  | 13/17 [00:07<00:02,  1.94it/s, iou=0.8278, loss=-0.8869, lr=9.23e-05]
Epoch 65/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.94it/s, iou=0.8278, loss=-0.8869, lr=9.23e-05]
Epoch 65/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.94it/s, iou=0.8301, loss=-0.8528, lr=9.23e-05]
Epoch 65/120:  88%|████████▊ | 15/17 [00:07<00:01,  1.93it/s, iou=0.8301, loss=-0.8528, lr=9.23e-05]
Epoch 65/120:  88%|████████▊ | 15/17 [00:08<00:01,  1.93it/s, iou=0.8278, loss=-0.7131, lr=9.23e-05]
Epoch 65/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.93it/s, iou=0.8278, loss=-0.7131, lr=9.23e-05]
Epoch 65/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.93it/s, iou=0.8285, loss=-1.2240, lr=9.23e-05]
Epoch 65/120: 100%|██████████| 17/17 [00:08<00:00,  2.51it/s, iou=0.8285, loss=-1.2240, lr=9.23e-05]
                                                                                                    
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 65/120: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating:  33%|███▎      | 1/3 [00:00<00:00,  3.32it/s]
Validating:  67%|██████▋   | 2/3 [00:00<00:00,  3.53it/s]
                                                         
[Strategy3 MC Cache] ram_hits=0 disk_hits=0 misses=0 writes=0
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 65/120: train_loss=-0.8230, train_iou=0.8285, train_entropy=0.0000, val_loss=-0.6570, val_iou=0.7096, val_dice=0.7930, val_iou_gain=0.0123, val_biou_gain=0.0325, head_lr=8.962927e-05, encoder_lr=8.962927e-05, val_refine_score=0.5659, es_monitor=val_refine_score, es_value=0.5635, es_best=0.5659, es_wait=6/30, es_active=True, s3_frozen=True

Epoch 66/120:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 66/120:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.8800, loss=-0.9323, lr=8.96e-05]
Epoch 66/120:   6%|▌         | 1/17 [00:00<00:09,  1.64it/s, iou=0.8800, loss=-0.9323, lr=8.96e-05]
Epoch 66/120:   6%|▌         | 1/17 [00:01<00:09,  1.64it/s, iou=0.8524, loss=-0.7189, lr=8.96e-05]
Epoch 66/120:  12%|█▏        | 2/17 [00:01<00:08,  1.80it/s, iou=0.8524, loss=-0.7189, lr=8.96e-05]
Epoch 66/120:  12%|█▏        | 2/17 [00:01<00:08,  1.80it/s, iou=0.8432, loss=-0.9130, lr=8.96e-05]
Epoch 66/120:  18%|█▊        | 3/17 [00:01<00:07,  1.86it/s, iou=0.8432, loss=-0.9130, lr=8.96e-05]
Epoch 66/120:  18%|█▊        | 3/17 [00:02<00:07,  1.86it/s, iou=0.8429, loss=-0.7409, lr=8.96e-05]
Epoch 66/120:  24%|██▎       | 4/17 [00:02<00:06,  1.89it/s, iou=0.8429, loss=-0.7409, lr=8.96e-05]
Epoch 66/120:  24%|██▎       | 4/17 [00:02<00:06,  1.89it/s, iou=0.8402, loss=-0.7197, lr=8.96e-05]
Epoch 66/120:  29%|██▉       | 5/17 [00:02<00:06,  1.90it/s, iou=0.8402, loss=-0.7197, lr=8.96e-05]
Epoch 66/120:  29%|██▉       | 5/17 [00:03<00:06,  1.90it/s, iou=0.8423, loss=-0.8089, lr=8.96e-05]
Epoch 66/120:  35%|███▌      | 6/17 [00:03<00:05,  1.91it/s, iou=0.8423, loss=-0.8089, lr=8.96e-05]
Epoch 66/120:  35%|███▌      | 6/17 [00:03<00:05,  1.91it/s, iou=0.8378, loss=-0.7699, lr=8.96e-05]
Epoch 66/120:  41%|████      | 7/17 [00:03<00:05,  1.92it/s, iou=0.8378, loss=-0.7699, lr=8.96e-05]
Epoch 66/120:  41%|████      | 7/17 [00:04<00:05,  1.92it/s, iou=0.8337, loss=-0.8132, lr=8.96e-05]
Epoch 66/120:  47%|████▋     | 8/17 [00:04<00:04,  1.92it/s, iou=0.8337, loss=-0.8132, lr=8.96e-05]
Epoch 66/120:  47%|████▋     | 8/17 [00:04<00:04,  1.92it/s, iou=0.8316, loss=-0.7786, lr=8.96e-05]
Epoch 66/120:  53%|█████▎    | 9/17 [00:04<00:04,  1.93it/s, iou=0.8316, loss=-0.7786, lr=8.96e-05]
Epoch 66/120:  53%|█████▎    | 9/17 [00:05<00:04,  1.93it/s, iou=0.8327, loss=-0.9107, lr=8.96e-05]
Epoch 66/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.93it/s, iou=0.8327, loss=-0.9107, lr=8.96e-05]
Epoch 66/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.93it/s, iou=0.8348, loss=-0.8770, lr=8.96e-05]
Epoch 66/120:  65%|██████▍   | 11/17 [00:05<00:03,  1.93it/s, iou=0.8348, loss=-0.8770, lr=8.96e-05]
Epoch 66/120:  65%|██████▍   | 11/17 [00:06<00:03,  1.93it/s, iou=0.8341, loss=-0.7586, lr=8.96e-05]
Epoch 66/120:  71%|███████   | 12/17 [00:06<00:02,  1.93it/s, iou=0.8341, loss=-0.7586, lr=8.96e-05]
Epoch 66/120:  71%|███████   | 12/17 [00:06<00:02,  1.93it/s, iou=0.8352, loss=-0.9097, lr=8.96e-05]
Epoch 66/120:  76%|███████▋  | 13/17 [00:06<00:02,  1.93it/s, iou=0.8352, loss=-0.9097, lr=8.96e-05]
Epoch 66/120:  76%|███████▋  | 13/17 [00:07<00:02,  1.93it/s, iou=0.8359, loss=-0.7943, lr=8.96e-05]
Epoch 66/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.92it/s, iou=0.8359, loss=-0.7943, lr=8.96e-05]
Epoch 66/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.92it/s, iou=0.8356, loss=-0.7553, lr=8.96e-05]
Epoch 66/120:  88%|████████▊ | 15/17 [00:07<00:01,  1.92it/s, iou=0.8356, loss=-0.7553, lr=8.96e-05]
Epoch 66/120:  88%|████████▊ | 15/17 [00:08<00:01,  1.92it/s, iou=0.8354, loss=-0.8096, lr=8.96e-05]
Epoch 66/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.92it/s, iou=0.8354, loss=-0.8096, lr=8.96e-05]
Epoch 66/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.92it/s, iou=0.8355, loss=-1.0973, lr=8.96e-05]
Epoch 66/120: 100%|██████████| 17/17 [00:08<00:00,  2.50it/s, iou=0.8355, loss=-1.0973, lr=8.96e-05]
                                                                                                    
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 66/120: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating:  33%|███▎      | 1/3 [00:00<00:00,  3.36it/s]
Validating:  67%|██████▋   | 2/3 [00:00<00:00,  3.60it/s]
                                                         
[Strategy3 MC Cache] ram_hits=0 disk_hits=0 misses=0 writes=0
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 66/120: train_loss=-0.8299, train_iou=0.8355, train_entropy=0.0000, val_loss=-0.6577, val_iou=0.7095, val_dice=0.7936, val_iou_gain=0.0122, val_biou_gain=0.0305, head_lr=8.698833e-05, encoder_lr=8.698833e-05, val_refine_score=0.5659, es_monitor=val_refine_score, es_value=0.5624, es_best=0.5659, es_wait=7/30, es_active=True, s3_frozen=True

Epoch 67/120:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 67/120:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.7947, loss=-0.7549, lr=8.70e-05]
Epoch 67/120:   6%|▌         | 1/17 [00:00<00:09,  1.71it/s, iou=0.7947, loss=-0.7549, lr=8.70e-05]
Epoch 67/120:   6%|▌         | 1/17 [00:01<00:09,  1.71it/s, iou=0.8105, loss=-0.7455, lr=8.70e-05]
Epoch 67/120:  12%|█▏        | 2/17 [00:01<00:08,  1.83it/s, iou=0.8105, loss=-0.7455, lr=8.70e-05]
Epoch 67/120:  12%|█▏        | 2/17 [00:01<00:08,  1.83it/s, iou=0.8212, loss=-0.7523, lr=8.70e-05]
Epoch 67/120:  18%|█▊        | 3/17 [00:01<00:07,  1.87it/s, iou=0.8212, loss=-0.7523, lr=8.70e-05]
Epoch 67/120:  18%|█▊        | 3/17 [00:02<00:07,  1.87it/s, iou=0.8237, loss=-0.8840, lr=8.70e-05]
Epoch 67/120:  24%|██▎       | 4/17 [00:02<00:06,  1.89it/s, iou=0.8237, loss=-0.8840, lr=8.70e-05]
Epoch 67/120:  24%|██▎       | 4/17 [00:02<00:06,  1.89it/s, iou=0.8037, loss=-0.7974, lr=8.70e-05]
Epoch 67/120:  29%|██▉       | 5/17 [00:02<00:06,  1.90it/s, iou=0.8037, loss=-0.7974, lr=8.70e-05]
Epoch 67/120:  29%|██▉       | 5/17 [00:03<00:06,  1.90it/s, iou=0.8005, loss=-0.7634, lr=8.70e-05]
Epoch 67/120:  35%|███▌      | 6/17 [00:03<00:05,  1.91it/s, iou=0.8005, loss=-0.7634, lr=8.70e-05]
Epoch 67/120:  35%|███▌      | 6/17 [00:03<00:05,  1.91it/s, iou=0.8046, loss=-0.8294, lr=8.70e-05]
Epoch 67/120:  41%|████      | 7/17 [00:03<00:05,  1.92it/s, iou=0.8046, loss=-0.8294, lr=8.70e-05]
Epoch 67/120:  41%|████      | 7/17 [00:04<00:05,  1.92it/s, iou=0.8090, loss=-0.7668, lr=8.70e-05]
Epoch 67/120:  47%|████▋     | 8/17 [00:04<00:04,  1.92it/s, iou=0.8090, loss=-0.7668, lr=8.70e-05]
Epoch 67/120:  47%|████▋     | 8/17 [00:04<00:04,  1.92it/s, iou=0.8165, loss=-0.8771, lr=8.70e-05]
Epoch 67/120:  53%|█████▎    | 9/17 [00:04<00:04,  1.92it/s, iou=0.8165, loss=-0.8771, lr=8.70e-05]
Epoch 67/120:  53%|█████▎    | 9/17 [00:05<00:04,  1.92it/s, iou=0.8208, loss=-0.8662, lr=8.70e-05]
Epoch 67/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.93it/s, iou=0.8208, loss=-0.8662, lr=8.70e-05]
Epoch 67/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.93it/s, iou=0.8211, loss=-0.7358, lr=8.70e-05]
Epoch 67/120:  65%|██████▍   | 11/17 [00:05<00:03,  1.93it/s, iou=0.8211, loss=-0.7358, lr=8.70e-05]
Epoch 67/120:  65%|██████▍   | 11/17 [00:06<00:03,  1.93it/s, iou=0.8251, loss=-0.7992, lr=8.70e-05]
Epoch 67/120:  71%|███████   | 12/17 [00:06<00:02,  1.93it/s, iou=0.8251, loss=-0.7992, lr=8.70e-05]
Epoch 67/120:  71%|███████   | 12/17 [00:06<00:02,  1.93it/s, iou=0.8242, loss=-0.8536, lr=8.70e-05]
Epoch 67/120:  76%|███████▋  | 13/17 [00:06<00:02,  1.92it/s, iou=0.8242, loss=-0.8536, lr=8.70e-05]
Epoch 67/120:  76%|███████▋  | 13/17 [00:07<00:02,  1.92it/s, iou=0.8228, loss=-0.7314, lr=8.70e-05]
Epoch 67/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.92it/s, iou=0.8228, loss=-0.7314, lr=8.70e-05]
Epoch 67/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.92it/s, iou=0.8237, loss=-0.7915, lr=8.70e-05]
Epoch 67/120:  88%|████████▊ | 15/17 [00:07<00:01,  1.92it/s, iou=0.8237, loss=-0.7915, lr=8.70e-05]
Epoch 67/120:  88%|████████▊ | 15/17 [00:08<00:01,  1.92it/s, iou=0.8264, loss=-0.8986, lr=8.70e-05]
Epoch 67/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.92it/s, iou=0.8264, loss=-0.8986, lr=8.70e-05]
Epoch 67/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.92it/s, iou=0.8262, loss=-0.6394, lr=8.70e-05]
Epoch 67/120: 100%|██████████| 17/17 [00:08<00:00,  2.48it/s, iou=0.8262, loss=-0.6394, lr=8.70e-05]
                                                                                                    
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 67/120: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating:  33%|███▎      | 1/3 [00:00<00:00,  3.30it/s]
Validating:  67%|██████▋   | 2/3 [00:00<00:00,  3.52it/s]
                                                         
[Strategy3 MC Cache] ram_hits=0 disk_hits=0 misses=0 writes=0
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 67/120: train_loss=-0.7933, train_iou=0.8262, train_entropy=0.0000, val_loss=-0.6655, val_iou=0.7070, val_dice=0.7921, val_iou_gain=0.0097, val_biou_gain=0.0312, head_lr=8.435832e-05, encoder_lr=8.435832e-05, val_refine_score=0.5659, es_monitor=val_refine_score, es_value=0.5616, es_best=0.5659, es_wait=8/30, es_active=True, s3_frozen=True

Epoch 68/120:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 68/120:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.8601, loss=-0.8908, lr=8.44e-05]
Epoch 68/120:   6%|▌         | 1/17 [00:00<00:09,  1.67it/s, iou=0.8601, loss=-0.8908, lr=8.44e-05]
Epoch 68/120:   6%|▌         | 1/17 [00:01<00:09,  1.67it/s, iou=0.8565, loss=-0.8612, lr=8.44e-05]
Epoch 68/120:  12%|█▏        | 2/17 [00:01<00:08,  1.81it/s, iou=0.8565, loss=-0.8612, lr=8.44e-05]
Epoch 68/120:  12%|█▏        | 2/17 [00:01<00:08,  1.81it/s, iou=0.8471, loss=-0.9063, lr=8.44e-05]
Epoch 68/120:  18%|█▊        | 3/17 [00:01<00:07,  1.86it/s, iou=0.8471, loss=-0.9063, lr=8.44e-05]
Epoch 68/120:  18%|█▊        | 3/17 [00:02<00:07,  1.86it/s, iou=0.8476, loss=-0.7622, lr=8.44e-05]
Epoch 68/120:  24%|██▎       | 4/17 [00:02<00:06,  1.88it/s, iou=0.8476, loss=-0.7622, lr=8.44e-05]
Epoch 68/120:  24%|██▎       | 4/17 [00:02<00:06,  1.88it/s, iou=0.8481, loss=-0.7739, lr=8.44e-05]
Epoch 68/120:  29%|██▉       | 5/17 [00:02<00:06,  1.90it/s, iou=0.8481, loss=-0.7739, lr=8.44e-05]
Epoch 68/120:  29%|██▉       | 5/17 [00:03<00:06,  1.90it/s, iou=0.8414, loss=-0.7545, lr=8.44e-05]
Epoch 68/120:  35%|███▌      | 6/17 [00:03<00:05,  1.91it/s, iou=0.8414, loss=-0.7545, lr=8.44e-05]
Epoch 68/120:  35%|███▌      | 6/17 [00:03<00:05,  1.91it/s, iou=0.8404, loss=-0.7885, lr=8.44e-05]
Epoch 68/120:  41%|████      | 7/17 [00:03<00:05,  1.91it/s, iou=0.8404, loss=-0.7885, lr=8.44e-05]
Epoch 68/120:  41%|████      | 7/17 [00:04<00:05,  1.91it/s, iou=0.8381, loss=-0.7770, lr=8.44e-05]
Epoch 68/120:  47%|████▋     | 8/17 [00:04<00:04,  1.92it/s, iou=0.8381, loss=-0.7770, lr=8.44e-05]
Epoch 68/120:  47%|████▋     | 8/17 [00:04<00:04,  1.92it/s, iou=0.8398, loss=-0.7648, lr=8.44e-05]
Epoch 68/120:  53%|█████▎    | 9/17 [00:04<00:04,  1.93it/s, iou=0.8398, loss=-0.7648, lr=8.44e-05]
Epoch 68/120:  53%|█████▎    | 9/17 [00:05<00:04,  1.93it/s, iou=0.8383, loss=-0.7801, lr=8.44e-05]
Epoch 68/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.93it/s, iou=0.8383, loss=-0.7801, lr=8.44e-05]
Epoch 68/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.93it/s, iou=0.8331, loss=-0.7266, lr=8.44e-05]
Epoch 68/120:  65%|██████▍   | 11/17 [00:05<00:03,  1.93it/s, iou=0.8331, loss=-0.7266, lr=8.44e-05]
Epoch 68/120:  65%|██████▍   | 11/17 [00:06<00:03,  1.93it/s, iou=0.8355, loss=-0.8392, lr=8.44e-05]
Epoch 68/120:  71%|███████   | 12/17 [00:06<00:02,  1.93it/s, iou=0.8355, loss=-0.8392, lr=8.44e-05]
Epoch 68/120:  71%|███████   | 12/17 [00:06<00:02,  1.93it/s, iou=0.8290, loss=-0.7686, lr=8.44e-05]
Epoch 68/120:  76%|███████▋  | 13/17 [00:06<00:02,  1.93it/s, iou=0.8290, loss=-0.7686, lr=8.44e-05]
Epoch 68/120:  76%|███████▋  | 13/17 [00:07<00:02,  1.93it/s, iou=0.8263, loss=-0.7719, lr=8.44e-05]
Epoch 68/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.93it/s, iou=0.8263, loss=-0.7719, lr=8.44e-05]
Epoch 68/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.93it/s, iou=0.8268, loss=-0.8593, lr=8.44e-05]
Epoch 68/120:  88%|████████▊ | 15/17 [00:07<00:01,  1.93it/s, iou=0.8268, loss=-0.8593, lr=8.44e-05]
Epoch 68/120:  88%|████████▊ | 15/17 [00:08<00:01,  1.93it/s, iou=0.8305, loss=-1.0709, lr=8.44e-05]
Epoch 68/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.93it/s, iou=0.8305, loss=-1.0709, lr=8.44e-05]
Epoch 68/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.93it/s, iou=0.8305, loss=-0.8483, lr=8.44e-05]
Epoch 68/120: 100%|██████████| 17/17 [00:08<00:00,  2.50it/s, iou=0.8305, loss=-0.8483, lr=8.44e-05]
                                                                                                    
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 68/120: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating:  33%|███▎      | 1/3 [00:00<00:00,  3.43it/s]
Validating:  67%|██████▋   | 2/3 [00:00<00:00,  3.65it/s]
                                                         
[Strategy3 MC Cache] ram_hits=0 disk_hits=0 misses=0 writes=0
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 68/120: train_loss=-0.8202, train_iou=0.8305, train_entropy=0.0000, val_loss=-0.7431, val_iou=0.7102, val_dice=0.7929, val_iou_gain=0.0129, val_biou_gain=0.0412, head_lr=8.174103e-05, encoder_lr=8.174103e-05, val_refine_score=0.5682, es_monitor=val_refine_score, es_value=0.5682, es_best=0.5682, es_wait=0/30, es_active=True, s3_frozen=True

Epoch 69/120:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 69/120:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.8424, loss=-0.8392, lr=8.17e-05]
Epoch 69/120:   6%|▌         | 1/17 [00:00<00:09,  1.61it/s, iou=0.8424, loss=-0.8392, lr=8.17e-05]
Epoch 69/120:   6%|▌         | 1/17 [00:01<00:09,  1.61it/s, iou=0.8331, loss=-0.8375, lr=8.17e-05]
Epoch 69/120:  12%|█▏        | 2/17 [00:01<00:08,  1.78it/s, iou=0.8331, loss=-0.8375, lr=8.17e-05]
Epoch 69/120:  12%|█▏        | 2/17 [00:01<00:08,  1.78it/s, iou=0.8267, loss=-0.7421, lr=8.17e-05]
Epoch 69/120:  18%|█▊        | 3/17 [00:01<00:07,  1.84it/s, iou=0.8267, loss=-0.7421, lr=8.17e-05]
Epoch 69/120:  18%|█▊        | 3/17 [00:02<00:07,  1.84it/s, iou=0.8261, loss=-0.7749, lr=8.17e-05]
Epoch 69/120:  24%|██▎       | 4/17 [00:02<00:06,  1.87it/s, iou=0.8261, loss=-0.7749, lr=8.17e-05]
Epoch 69/120:  24%|██▎       | 4/17 [00:02<00:06,  1.87it/s, iou=0.8287, loss=-0.9378, lr=8.17e-05]
Epoch 69/120:  29%|██▉       | 5/17 [00:02<00:06,  1.89it/s, iou=0.8287, loss=-0.9378, lr=8.17e-05]
Epoch 69/120:  29%|██▉       | 5/17 [00:03<00:06,  1.89it/s, iou=0.8304, loss=-0.8198, lr=8.17e-05]
Epoch 69/120:  35%|███▌      | 6/17 [00:03<00:05,  1.91it/s, iou=0.8304, loss=-0.8198, lr=8.17e-05]
Epoch 69/120:  35%|███▌      | 6/17 [00:03<00:05,  1.91it/s, iou=0.8318, loss=-0.9183, lr=8.17e-05]
Epoch 69/120:  41%|████      | 7/17 [00:03<00:05,  1.91it/s, iou=0.8318, loss=-0.9183, lr=8.17e-05]
Epoch 69/120:  41%|████      | 7/17 [00:04<00:05,  1.91it/s, iou=0.8347, loss=-0.9517, lr=8.17e-05]
Epoch 69/120:  47%|████▋     | 8/17 [00:04<00:04,  1.92it/s, iou=0.8347, loss=-0.9517, lr=8.17e-05]
Epoch 69/120:  47%|████▋     | 8/17 [00:04<00:04,  1.92it/s, iou=0.8317, loss=-0.7425, lr=8.17e-05]
Epoch 69/120:  53%|█████▎    | 9/17 [00:04<00:04,  1.92it/s, iou=0.8317, loss=-0.7425, lr=8.17e-05]
Epoch 69/120:  53%|█████▎    | 9/17 [00:05<00:04,  1.92it/s, iou=0.8292, loss=-0.7752, lr=8.17e-05]
Epoch 69/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.92it/s, iou=0.8292, loss=-0.7752, lr=8.17e-05]
Epoch 69/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.92it/s, iou=0.8302, loss=-0.7484, lr=8.17e-05]
Epoch 69/120:  65%|██████▍   | 11/17 [00:05<00:03,  1.93it/s, iou=0.8302, loss=-0.7484, lr=8.17e-05]
Epoch 69/120:  65%|██████▍   | 11/17 [00:06<00:03,  1.93it/s, iou=0.8297, loss=-0.8318, lr=8.17e-05]
Epoch 69/120:  71%|███████   | 12/17 [00:06<00:02,  1.92it/s, iou=0.8297, loss=-0.8318, lr=8.17e-05]
Epoch 69/120:  71%|███████   | 12/17 [00:06<00:02,  1.92it/s, iou=0.8317, loss=-0.7720, lr=8.17e-05]
Epoch 69/120:  76%|███████▋  | 13/17 [00:06<00:02,  1.93it/s, iou=0.8317, loss=-0.7720, lr=8.17e-05]
Epoch 69/120:  76%|███████▋  | 13/17 [00:07<00:02,  1.93it/s, iou=0.8347, loss=-0.7975, lr=8.17e-05]
Epoch 69/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.93it/s, iou=0.8347, loss=-0.7975, lr=8.17e-05]
Epoch 69/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.93it/s, iou=0.8340, loss=-0.7885, lr=8.17e-05]
Epoch 69/120:  88%|████████▊ | 15/17 [00:07<00:01,  1.93it/s, iou=0.8340, loss=-0.7885, lr=8.17e-05]
Epoch 69/120:  88%|████████▊ | 15/17 [00:08<00:01,  1.93it/s, iou=0.8343, loss=-0.7533, lr=8.17e-05]
Epoch 69/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.93it/s, iou=0.8343, loss=-0.7533, lr=8.17e-05]
Epoch 69/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.93it/s, iou=0.8338, loss=-0.5956, lr=8.17e-05]
Epoch 69/120: 100%|██████████| 17/17 [00:08<00:00,  2.50it/s, iou=0.8338, loss=-0.5956, lr=8.17e-05]
                                                                                                    
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 69/120: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating:  33%|███▎      | 1/3 [00:00<00:00,  3.45it/s]
Validating:  67%|██████▋   | 2/3 [00:00<00:00,  3.64it/s]
                                                         
[Strategy3 MC Cache] ram_hits=0 disk_hits=0 misses=0 writes=0
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 69/120: train_loss=-0.8015, train_iou=0.8338, train_entropy=0.0000, val_loss=-0.6794, val_iou=0.7120, val_dice=0.7955, val_iou_gain=0.0147, val_biou_gain=0.0378, head_lr=7.913827e-05, encoder_lr=7.913827e-05, val_refine_score=0.5682, es_monitor=val_refine_score, es_value=0.5674, es_best=0.5682, es_wait=1/30, es_active=True, s3_frozen=True

Epoch 70/120:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 70/120:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.7842, loss=-0.6982, lr=7.91e-05]
Epoch 70/120:   6%|▌         | 1/17 [00:00<00:09,  1.70it/s, iou=0.7842, loss=-0.6982, lr=7.91e-05]
Epoch 70/120:   6%|▌         | 1/17 [00:01<00:09,  1.70it/s, iou=0.8179, loss=-0.8087, lr=7.91e-05]
Epoch 70/120:  12%|█▏        | 2/17 [00:01<00:08,  1.82it/s, iou=0.8179, loss=-0.8087, lr=7.91e-05]
Epoch 70/120:  12%|█▏        | 2/17 [00:01<00:08,  1.82it/s, iou=0.8123, loss=-0.8900, lr=7.91e-05]
Epoch 70/120:  18%|█▊        | 3/17 [00:01<00:07,  1.87it/s, iou=0.8123, loss=-0.8900, lr=7.91e-05]
Epoch 70/120:  18%|█▊        | 3/17 [00:02<00:07,  1.87it/s, iou=0.8176, loss=-0.8407, lr=7.91e-05]
Epoch 70/120:  24%|██▎       | 4/17 [00:02<00:06,  1.90it/s, iou=0.8176, loss=-0.8407, lr=7.91e-05]
Epoch 70/120:  24%|██▎       | 4/17 [00:02<00:06,  1.90it/s, iou=0.8224, loss=-0.6977, lr=7.91e-05]
Epoch 70/120:  29%|██▉       | 5/17 [00:02<00:06,  1.91it/s, iou=0.8224, loss=-0.6977, lr=7.91e-05]
Epoch 70/120:  29%|██▉       | 5/17 [00:03<00:06,  1.91it/s, iou=0.8239, loss=-0.8373, lr=7.91e-05]
Epoch 70/120:  35%|███▌      | 6/17 [00:03<00:05,  1.92it/s, iou=0.8239, loss=-0.8373, lr=7.91e-05]
Epoch 70/120:  35%|███▌      | 6/17 [00:03<00:05,  1.92it/s, iou=0.8248, loss=-0.8636, lr=7.91e-05]
Epoch 70/120:  41%|████      | 7/17 [00:03<00:05,  1.92it/s, iou=0.8248, loss=-0.8636, lr=7.91e-05]
Epoch 70/120:  41%|████      | 7/17 [00:04<00:05,  1.92it/s, iou=0.8200, loss=-0.9308, lr=7.91e-05]
Epoch 70/120:  47%|████▋     | 8/17 [00:04<00:04,  1.92it/s, iou=0.8200, loss=-0.9308, lr=7.91e-05]
Epoch 70/120:  47%|████▋     | 8/17 [00:04<00:04,  1.92it/s, iou=0.8212, loss=-0.7105, lr=7.91e-05]
Epoch 70/120:  53%|█████▎    | 9/17 [00:04<00:04,  1.93it/s, iou=0.8212, loss=-0.7105, lr=7.91e-05]
Epoch 70/120:  53%|█████▎    | 9/17 [00:05<00:04,  1.93it/s, iou=0.8242, loss=-0.9498, lr=7.91e-05]
Epoch 70/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.93it/s, iou=0.8242, loss=-0.9498, lr=7.91e-05]
Epoch 70/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.93it/s, iou=0.8268, loss=-0.8176, lr=7.91e-05]
Epoch 70/120:  65%|██████▍   | 11/17 [00:05<00:03,  1.93it/s, iou=0.8268, loss=-0.8176, lr=7.91e-05]
Epoch 70/120:  65%|██████▍   | 11/17 [00:06<00:03,  1.93it/s, iou=0.8281, loss=-0.8579, lr=7.91e-05]
Epoch 70/120:  71%|███████   | 12/17 [00:06<00:02,  1.93it/s, iou=0.8281, loss=-0.8579, lr=7.91e-05]
Epoch 70/120:  71%|███████   | 12/17 [00:06<00:02,  1.93it/s, iou=0.8264, loss=-0.7160, lr=7.91e-05]
Epoch 70/120:  76%|███████▋  | 13/17 [00:06<00:02,  1.93it/s, iou=0.8264, loss=-0.7160, lr=7.91e-05]
Epoch 70/120:  76%|███████▋  | 13/17 [00:07<00:02,  1.93it/s, iou=0.8275, loss=-0.7687, lr=7.91e-05]
Epoch 70/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.93it/s, iou=0.8275, loss=-0.7687, lr=7.91e-05]
Epoch 70/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.93it/s, iou=0.8300, loss=-0.7869, lr=7.91e-05]
Epoch 70/120:  88%|████████▊ | 15/17 [00:07<00:01,  1.93it/s, iou=0.8300, loss=-0.7869, lr=7.91e-05]
Epoch 70/120:  88%|████████▊ | 15/17 [00:08<00:01,  1.93it/s, iou=0.8305, loss=-0.8835, lr=7.91e-05]
Epoch 70/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.94it/s, iou=0.8305, loss=-0.8835, lr=7.91e-05]
Epoch 70/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.94it/s, iou=0.8302, loss=-0.4962, lr=7.91e-05]
Epoch 70/120: 100%|██████████| 17/17 [00:08<00:00,  2.50it/s, iou=0.8302, loss=-0.4962, lr=7.91e-05]
                                                                                                    
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 70/120: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating:  33%|███▎      | 1/3 [00:00<00:00,  3.38it/s]
Validating:  67%|██████▋   | 2/3 [00:00<00:00,  3.60it/s]
                                                         
[Strategy3 MC Cache] ram_hits=0 disk_hits=0 misses=0 writes=0
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 70/120: train_loss=-0.7973, train_iou=0.8302, train_entropy=0.0000, val_loss=-0.6360, val_iou=0.7102, val_dice=0.7940, val_iou_gain=0.0129, val_biou_gain=0.0292, head_lr=7.655182e-05, encoder_lr=7.655182e-05, val_refine_score=0.5682, es_monitor=val_refine_score, es_value=0.5622, es_best=0.5682, es_wait=2/30, es_active=True, s3_frozen=True

Epoch 71/120:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 71/120:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.7976, loss=-0.7425, lr=7.66e-05]
Epoch 71/120:   6%|▌         | 1/17 [00:00<00:09,  1.69it/s, iou=0.7976, loss=-0.7425, lr=7.66e-05]
Epoch 71/120:   6%|▌         | 1/17 [00:01<00:09,  1.69it/s, iou=0.8296, loss=-0.8656, lr=7.66e-05]
Epoch 71/120:  12%|█▏        | 2/17 [00:01<00:08,  1.82it/s, iou=0.8296, loss=-0.8656, lr=7.66e-05]
Epoch 71/120:  12%|█▏        | 2/17 [00:01<00:08,  1.82it/s, iou=0.8427, loss=-0.8073, lr=7.66e-05]
Epoch 71/120:  18%|█▊        | 3/17 [00:01<00:07,  1.87it/s, iou=0.8427, loss=-0.8073, lr=7.66e-05]
Epoch 71/120:  18%|█▊        | 3/17 [00:02<00:07,  1.87it/s, iou=0.8309, loss=-0.6975, lr=7.66e-05]
Epoch 71/120:  24%|██▎       | 4/17 [00:02<00:06,  1.89it/s, iou=0.8309, loss=-0.6975, lr=7.66e-05]
Epoch 71/120:  24%|██▎       | 4/17 [00:02<00:06,  1.89it/s, iou=0.8221, loss=-0.8472, lr=7.66e-05]
Epoch 71/120:  29%|██▉       | 5/17 [00:02<00:06,  1.90it/s, iou=0.8221, loss=-0.8472, lr=7.66e-05]
Epoch 71/120:  29%|██▉       | 5/17 [00:03<00:06,  1.90it/s, iou=0.8219, loss=-0.7900, lr=7.66e-05]
Epoch 71/120:  35%|███▌      | 6/17 [00:03<00:05,  1.91it/s, iou=0.8219, loss=-0.7900, lr=7.66e-05]
Epoch 71/120:  35%|███▌      | 6/17 [00:03<00:05,  1.91it/s, iou=0.8285, loss=-0.9072, lr=7.66e-05]
Epoch 71/120:  41%|████      | 7/17 [00:03<00:05,  1.91it/s, iou=0.8285, loss=-0.9072, lr=7.66e-05]
Epoch 71/120:  41%|████      | 7/17 [00:04<00:05,  1.91it/s, iou=0.8277, loss=-0.7263, lr=7.66e-05]
Epoch 71/120:  47%|████▋     | 8/17 [00:04<00:04,  1.92it/s, iou=0.8277, loss=-0.7263, lr=7.66e-05]
Epoch 71/120:  47%|████▋     | 8/17 [00:04<00:04,  1.92it/s, iou=0.8288, loss=-0.8141, lr=7.66e-05]
Epoch 71/120:  53%|█████▎    | 9/17 [00:04<00:04,  1.92it/s, iou=0.8288, loss=-0.8141, lr=7.66e-05]
Epoch 71/120:  53%|█████▎    | 9/17 [00:05<00:04,  1.92it/s, iou=0.8296, loss=-0.9025, lr=7.66e-05]
Epoch 71/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.92it/s, iou=0.8296, loss=-0.9025, lr=7.66e-05]
Epoch 71/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.92it/s, iou=0.8294, loss=-0.8060, lr=7.66e-05]
Epoch 71/120:  65%|██████▍   | 11/17 [00:05<00:03,  1.93it/s, iou=0.8294, loss=-0.8060, lr=7.66e-05]
Epoch 71/120:  65%|██████▍   | 11/17 [00:06<00:03,  1.93it/s, iou=0.8339, loss=-0.9184, lr=7.66e-05]
Epoch 71/120:  71%|███████   | 12/17 [00:06<00:02,  1.90it/s, iou=0.8339, loss=-0.9184, lr=7.66e-05]
Epoch 71/120:  71%|███████   | 12/17 [00:06<00:02,  1.90it/s, iou=0.8324, loss=-0.7408, lr=7.66e-05]
Epoch 71/120:  76%|███████▋  | 13/17 [00:06<00:02,  1.91it/s, iou=0.8324, loss=-0.7408, lr=7.66e-05]
Epoch 71/120:  76%|███████▋  | 13/17 [00:07<00:02,  1.91it/s, iou=0.8347, loss=-0.7852, lr=7.66e-05]
Epoch 71/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.91it/s, iou=0.8347, loss=-0.7852, lr=7.66e-05]
Epoch 71/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.91it/s, iou=0.8330, loss=-0.8071, lr=7.66e-05]
Epoch 71/120:  88%|████████▊ | 15/17 [00:07<00:01,  1.92it/s, iou=0.8330, loss=-0.8071, lr=7.66e-05]
Epoch 71/120:  88%|████████▊ | 15/17 [00:08<00:01,  1.92it/s, iou=0.8307, loss=-0.7453, lr=7.66e-05]
Epoch 71/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.90it/s, iou=0.8307, loss=-0.7453, lr=7.66e-05]
Epoch 71/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.90it/s, iou=0.8315, loss=-0.9999, lr=7.66e-05]
Epoch 71/120: 100%|██████████| 17/17 [00:08<00:00,  2.47it/s, iou=0.8315, loss=-0.9999, lr=7.66e-05]
                                                                                                    
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 71/120: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating:  33%|███▎      | 1/3 [00:00<00:00,  3.42it/s]
Validating:  67%|██████▋   | 2/3 [00:00<00:00,  3.62it/s]
                                                         
[Strategy3 MC Cache] ram_hits=0 disk_hits=0 misses=0 writes=0
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 71/120: train_loss=-0.8178, train_iou=0.8315, train_entropy=0.0000, val_loss=-0.6828, val_iou=0.7099, val_dice=0.7939, val_iou_gain=0.0126, val_biou_gain=0.0350, head_lr=7.398345e-05, encoder_lr=7.398345e-05, val_refine_score=0.5682, es_monitor=val_refine_score, es_value=0.5649, es_best=0.5682, es_wait=3/30, es_active=True, s3_frozen=True

Epoch 72/120:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 72/120:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.8454, loss=-0.8703, lr=7.40e-05]
Epoch 72/120:   6%|▌         | 1/17 [00:00<00:09,  1.75it/s, iou=0.8454, loss=-0.8703, lr=7.40e-05]
Epoch 72/120:   6%|▌         | 1/17 [00:01<00:09,  1.75it/s, iou=0.8263, loss=-0.8646, lr=7.40e-05]
Epoch 72/120:  12%|█▏        | 2/17 [00:01<00:08,  1.85it/s, iou=0.8263, loss=-0.8646, lr=7.40e-05]
Epoch 72/120:  12%|█▏        | 2/17 [00:01<00:08,  1.85it/s, iou=0.7939, loss=-0.7240, lr=7.40e-05]
Epoch 72/120:  18%|█▊        | 3/17 [00:01<00:07,  1.88it/s, iou=0.7939, loss=-0.7240, lr=7.40e-05]
Epoch 72/120:  18%|█▊        | 3/17 [00:02<00:07,  1.88it/s, iou=0.7959, loss=-0.7755, lr=7.40e-05]
Epoch 72/120:  24%|██▎       | 4/17 [00:02<00:06,  1.90it/s, iou=0.7959, loss=-0.7755, lr=7.40e-05]
Epoch 72/120:  24%|██▎       | 4/17 [00:02<00:06,  1.90it/s, iou=0.7981, loss=-0.7406, lr=7.40e-05]
Epoch 72/120:  29%|██▉       | 5/17 [00:02<00:06,  1.88it/s, iou=0.7981, loss=-0.7406, lr=7.40e-05]
Epoch 72/120:  29%|██▉       | 5/17 [00:03<00:06,  1.88it/s, iou=0.8083, loss=-0.8430, lr=7.40e-05]
Epoch 72/120:  35%|███▌      | 6/17 [00:03<00:05,  1.90it/s, iou=0.8083, loss=-0.8430, lr=7.40e-05]
Epoch 72/120:  35%|███▌      | 6/17 [00:03<00:05,  1.90it/s, iou=0.8133, loss=-0.7545, lr=7.40e-05]
Epoch 72/120:  41%|████      | 7/17 [00:03<00:05,  1.91it/s, iou=0.8133, loss=-0.7545, lr=7.40e-05]
Epoch 72/120:  41%|████      | 7/17 [00:04<00:05,  1.91it/s, iou=0.8138, loss=-0.6705, lr=7.40e-05]
Epoch 72/120:  47%|████▋     | 8/17 [00:04<00:04,  1.91it/s, iou=0.8138, loss=-0.6705, lr=7.40e-05]
Epoch 72/120:  47%|████▋     | 8/17 [00:04<00:04,  1.91it/s, iou=0.8145, loss=-0.7889, lr=7.40e-05]
Epoch 72/120:  53%|█████▎    | 9/17 [00:04<00:04,  1.90it/s, iou=0.8145, loss=-0.7889, lr=7.40e-05]
Epoch 72/120:  53%|█████▎    | 9/17 [00:05<00:04,  1.90it/s, iou=0.8175, loss=-0.9239, lr=7.40e-05]
Epoch 72/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.91it/s, iou=0.8175, loss=-0.9239, lr=7.40e-05]
Epoch 72/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.91it/s, iou=0.8229, loss=-0.8643, lr=7.40e-05]
Epoch 72/120:  65%|██████▍   | 11/17 [00:05<00:03,  1.91it/s, iou=0.8229, loss=-0.8643, lr=7.40e-05]
Epoch 72/120:  65%|██████▍   | 11/17 [00:06<00:03,  1.91it/s, iou=0.8241, loss=-0.7974, lr=7.40e-05]
Epoch 72/120:  71%|███████   | 12/17 [00:06<00:02,  1.91it/s, iou=0.8241, loss=-0.7974, lr=7.40e-05]
Epoch 72/120:  71%|███████   | 12/17 [00:06<00:02,  1.91it/s, iou=0.8270, loss=-0.8097, lr=7.40e-05]
Epoch 72/120:  76%|███████▋  | 13/17 [00:06<00:02,  1.92it/s, iou=0.8270, loss=-0.8097, lr=7.40e-05]
Epoch 72/120:  76%|███████▋  | 13/17 [00:07<00:02,  1.92it/s, iou=0.8271, loss=-0.8833, lr=7.40e-05]
Epoch 72/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.92it/s, iou=0.8271, loss=-0.8833, lr=7.40e-05]
Epoch 72/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.92it/s, iou=0.8299, loss=-0.9052, lr=7.40e-05]
Epoch 72/120:  88%|████████▊ | 15/17 [00:07<00:01,  1.92it/s, iou=0.8299, loss=-0.9052, lr=7.40e-05]
Epoch 72/120:  88%|████████▊ | 15/17 [00:08<00:01,  1.92it/s, iou=0.8299, loss=-0.8327, lr=7.40e-05]
Epoch 72/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.92it/s, iou=0.8299, loss=-0.8327, lr=7.40e-05]
Epoch 72/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.92it/s, iou=0.8301, loss=-0.6228, lr=7.40e-05]
Epoch 72/120: 100%|██████████| 17/17 [00:08<00:00,  2.49it/s, iou=0.8301, loss=-0.6228, lr=7.40e-05]
                                                                                                    
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 72/120: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating:  33%|███▎      | 1/3 [00:00<00:00,  3.34it/s]
Validating:  67%|██████▋   | 2/3 [00:00<00:00,  3.59it/s]
                                                         
[Strategy3 MC Cache] ram_hits=0 disk_hits=0 misses=0 writes=0
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 72/120: train_loss=-0.8042, train_iou=0.8301, train_entropy=0.0000, val_loss=-0.7023, val_iou=0.7089, val_dice=0.7918, val_iou_gain=0.0116, val_biou_gain=0.0379, head_lr=7.143492e-05, encoder_lr=7.143492e-05, val_refine_score=0.5682, es_monitor=val_refine_score, es_value=0.5659, es_best=0.5682, es_wait=4/30, es_active=True, s3_frozen=True

Epoch 73/120:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 73/120:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.8444, loss=-0.7977, lr=7.14e-05]
Epoch 73/120:   6%|▌         | 1/17 [00:00<00:09,  1.61it/s, iou=0.8444, loss=-0.7977, lr=7.14e-05]
Epoch 73/120:   6%|▌         | 1/17 [00:01<00:09,  1.61it/s, iou=0.8309, loss=-0.7763, lr=7.14e-05]
Epoch 73/120:  12%|█▏        | 2/17 [00:01<00:08,  1.78it/s, iou=0.8309, loss=-0.7763, lr=7.14e-05]
Epoch 73/120:  12%|█▏        | 2/17 [00:01<00:08,  1.78it/s, iou=0.8337, loss=-0.9073, lr=7.14e-05]
Epoch 73/120:  18%|█▊        | 3/17 [00:01<00:07,  1.85it/s, iou=0.8337, loss=-0.9073, lr=7.14e-05]
Epoch 73/120:  18%|█▊        | 3/17 [00:02<00:07,  1.85it/s, iou=0.8329, loss=-0.8954, lr=7.14e-05]
Epoch 73/120:  24%|██▎       | 4/17 [00:02<00:06,  1.87it/s, iou=0.8329, loss=-0.8954, lr=7.14e-05]
Epoch 73/120:  24%|██▎       | 4/17 [00:02<00:06,  1.87it/s, iou=0.8359, loss=-0.8214, lr=7.14e-05]
Epoch 73/120:  29%|██▉       | 5/17 [00:02<00:06,  1.90it/s, iou=0.8359, loss=-0.8214, lr=7.14e-05]
Epoch 73/120:  29%|██▉       | 5/17 [00:03<00:06,  1.90it/s, iou=0.8370, loss=-0.8294, lr=7.14e-05]
Epoch 73/120:  35%|███▌      | 6/17 [00:03<00:05,  1.91it/s, iou=0.8370, loss=-0.8294, lr=7.14e-05]
Epoch 73/120:  35%|███▌      | 6/17 [00:03<00:05,  1.91it/s, iou=0.8340, loss=-0.8228, lr=7.14e-05]
Epoch 73/120:  41%|████      | 7/17 [00:03<00:05,  1.91it/s, iou=0.8340, loss=-0.8228, lr=7.14e-05]
Epoch 73/120:  41%|████      | 7/17 [00:04<00:05,  1.91it/s, iou=0.8315, loss=-0.8627, lr=7.14e-05]
Epoch 73/120:  47%|████▋     | 8/17 [00:04<00:04,  1.92it/s, iou=0.8315, loss=-0.8627, lr=7.14e-05]
Epoch 73/120:  47%|████▋     | 8/17 [00:04<00:04,  1.92it/s, iou=0.8328, loss=-0.8052, lr=7.14e-05]
Epoch 73/120:  53%|█████▎    | 9/17 [00:04<00:04,  1.92it/s, iou=0.8328, loss=-0.8052, lr=7.14e-05]
Epoch 73/120:  53%|█████▎    | 9/17 [00:05<00:04,  1.92it/s, iou=0.8348, loss=-0.7883, lr=7.14e-05]
Epoch 73/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.92it/s, iou=0.8348, loss=-0.7883, lr=7.14e-05]
Epoch 73/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.92it/s, iou=0.8329, loss=-0.8123, lr=7.14e-05]
Epoch 73/120:  65%|██████▍   | 11/17 [00:05<00:03,  1.92it/s, iou=0.8329, loss=-0.8123, lr=7.14e-05]
Epoch 73/120:  65%|██████▍   | 11/17 [00:06<00:03,  1.92it/s, iou=0.8316, loss=-0.7704, lr=7.14e-05]
Epoch 73/120:  71%|███████   | 12/17 [00:06<00:02,  1.92it/s, iou=0.8316, loss=-0.7704, lr=7.14e-05]
Epoch 73/120:  71%|███████   | 12/17 [00:06<00:02,  1.92it/s, iou=0.8283, loss=-0.7963, lr=7.14e-05]
Epoch 73/120:  76%|███████▋  | 13/17 [00:06<00:02,  1.92it/s, iou=0.8283, loss=-0.7963, lr=7.14e-05]
Epoch 73/120:  76%|███████▋  | 13/17 [00:07<00:02,  1.92it/s, iou=0.8301, loss=-0.7918, lr=7.14e-05]
Epoch 73/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.92it/s, iou=0.8301, loss=-0.7918, lr=7.14e-05]
Epoch 73/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.92it/s, iou=0.8310, loss=-0.8036, lr=7.14e-05]
Epoch 73/120:  88%|████████▊ | 15/17 [00:07<00:01,  1.93it/s, iou=0.8310, loss=-0.8036, lr=7.14e-05]
Epoch 73/120:  88%|████████▊ | 15/17 [00:08<00:01,  1.93it/s, iou=0.8305, loss=-0.7800, lr=7.14e-05]
Epoch 73/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.94it/s, iou=0.8305, loss=-0.7800, lr=7.14e-05]
Epoch 73/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.94it/s, iou=0.8311, loss=-1.0178, lr=7.14e-05]
Epoch 73/120: 100%|██████████| 17/17 [00:08<00:00,  2.51it/s, iou=0.8311, loss=-1.0178, lr=7.14e-05]
                                                                                                    
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 73/120: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating:  33%|███▎      | 1/3 [00:00<00:00,  3.45it/s]
Validating:  67%|██████▋   | 2/3 [00:00<00:00,  3.66it/s]
                                                         
[Strategy3 MC Cache] ram_hits=0 disk_hits=0 misses=0 writes=0
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 73/120: train_loss=-0.8282, train_iou=0.8311, train_entropy=0.0000, val_loss=-0.7030, val_iou=0.7089, val_dice=0.7929, val_iou_gain=0.0117, val_biou_gain=0.0358, head_lr=6.890799e-05, encoder_lr=6.890799e-05, val_refine_score=0.5682, es_monitor=val_refine_score, es_value=0.5649, es_best=0.5682, es_wait=5/30, es_active=True, s3_frozen=True

Epoch 74/120:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 74/120:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.8614, loss=-0.7370, lr=6.89e-05]
Epoch 74/120:   6%|▌         | 1/17 [00:00<00:09,  1.68it/s, iou=0.8614, loss=-0.7370, lr=6.89e-05]
Epoch 74/120:   6%|▌         | 1/17 [00:01<00:09,  1.68it/s, iou=0.8581, loss=-0.7888, lr=6.89e-05]
Epoch 74/120:  12%|█▏        | 2/17 [00:01<00:08,  1.81it/s, iou=0.8581, loss=-0.7888, lr=6.89e-05]
Epoch 74/120:  12%|█▏        | 2/17 [00:01<00:08,  1.81it/s, iou=0.8252, loss=-0.7935, lr=6.89e-05]
Epoch 74/120:  18%|█▊        | 3/17 [00:01<00:07,  1.86it/s, iou=0.8252, loss=-0.7935, lr=6.89e-05]
Epoch 74/120:  18%|█▊        | 3/17 [00:02<00:07,  1.86it/s, iou=0.8277, loss=-0.7691, lr=6.89e-05]
Epoch 74/120:  24%|██▎       | 4/17 [00:02<00:06,  1.89it/s, iou=0.8277, loss=-0.7691, lr=6.89e-05]
Epoch 74/120:  24%|██▎       | 4/17 [00:02<00:06,  1.89it/s, iou=0.8240, loss=-0.8640, lr=6.89e-05]
Epoch 74/120:  29%|██▉       | 5/17 [00:02<00:06,  1.90it/s, iou=0.8240, loss=-0.8640, lr=6.89e-05]
Epoch 74/120:  29%|██▉       | 5/17 [00:03<00:06,  1.90it/s, iou=0.8284, loss=-0.8241, lr=6.89e-05]
Epoch 74/120:  35%|███▌      | 6/17 [00:03<00:05,  1.91it/s, iou=0.8284, loss=-0.8241, lr=6.89e-05]
Epoch 74/120:  35%|███▌      | 6/17 [00:03<00:05,  1.91it/s, iou=0.8341, loss=-0.8402, lr=6.89e-05]
Epoch 74/120:  41%|████      | 7/17 [00:03<00:05,  1.91it/s, iou=0.8341, loss=-0.8402, lr=6.89e-05]
Epoch 74/120:  41%|████      | 7/17 [00:04<00:05,  1.91it/s, iou=0.8293, loss=-0.8592, lr=6.89e-05]
Epoch 74/120:  47%|████▋     | 8/17 [00:04<00:04,  1.92it/s, iou=0.8293, loss=-0.8592, lr=6.89e-05]
Epoch 74/120:  47%|████▋     | 8/17 [00:04<00:04,  1.92it/s, iou=0.8269, loss=-0.7022, lr=6.89e-05]
Epoch 74/120:  53%|█████▎    | 9/17 [00:04<00:04,  1.92it/s, iou=0.8269, loss=-0.7022, lr=6.89e-05]
Epoch 74/120:  53%|█████▎    | 9/17 [00:05<00:04,  1.92it/s, iou=0.8296, loss=-0.9469, lr=6.89e-05]
Epoch 74/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.93it/s, iou=0.8296, loss=-0.9469, lr=6.89e-05]
Epoch 74/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.93it/s, iou=0.8312, loss=-0.7752, lr=6.89e-05]
Epoch 74/120:  65%|██████▍   | 11/17 [00:05<00:03,  1.92it/s, iou=0.8312, loss=-0.7752, lr=6.89e-05]
Epoch 74/120:  65%|██████▍   | 11/17 [00:06<00:03,  1.92it/s, iou=0.8329, loss=-0.8118, lr=6.89e-05]
Epoch 74/120:  71%|███████   | 12/17 [00:06<00:02,  1.92it/s, iou=0.8329, loss=-0.8118, lr=6.89e-05]
Epoch 74/120:  71%|███████   | 12/17 [00:06<00:02,  1.92it/s, iou=0.8318, loss=-0.8411, lr=6.89e-05]
Epoch 74/120:  76%|███████▋  | 13/17 [00:06<00:02,  1.92it/s, iou=0.8318, loss=-0.8411, lr=6.89e-05]
Epoch 74/120:  76%|███████▋  | 13/17 [00:07<00:02,  1.92it/s, iou=0.8334, loss=-0.8033, lr=6.89e-05]
Epoch 74/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.93it/s, iou=0.8334, loss=-0.8033, lr=6.89e-05]
Epoch 74/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.93it/s, iou=0.8288, loss=-0.7173, lr=6.89e-05]
Epoch 74/120:  88%|████████▊ | 15/17 [00:07<00:01,  1.93it/s, iou=0.8288, loss=-0.7173, lr=6.89e-05]
Epoch 74/120:  88%|████████▊ | 15/17 [00:08<00:01,  1.93it/s, iou=0.8308, loss=-0.8135, lr=6.89e-05]
Epoch 74/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.93it/s, iou=0.8308, loss=-0.8135, lr=6.89e-05]
Epoch 74/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.93it/s, iou=0.8313, loss=-0.9850, lr=6.89e-05]
Epoch 74/120: 100%|██████████| 17/17 [00:08<00:00,  2.50it/s, iou=0.8313, loss=-0.9850, lr=6.89e-05]
                                                                                                    
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 74/120: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating:  33%|███▎      | 1/3 [00:00<00:00,  3.42it/s]
Validating:  67%|██████▋   | 2/3 [00:00<00:00,  3.62it/s]
                                                         
[Strategy3 MC Cache] ram_hits=0 disk_hits=0 misses=0 writes=0
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 74/120: train_loss=-0.8160, train_iou=0.8313, train_entropy=0.0000, val_loss=-0.6762, val_iou=0.7113, val_dice=0.7944, val_iou_gain=0.0140, val_biou_gain=0.0367, head_lr=6.640437e-05, encoder_lr=6.640437e-05, val_refine_score=0.5682, es_monitor=val_refine_score, es_value=0.5665, es_best=0.5682, es_wait=6/30, es_active=True, s3_frozen=True

Epoch 75/120:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 75/120:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.8267, loss=-0.9366, lr=6.64e-05]
Epoch 75/120:   6%|▌         | 1/17 [00:00<00:09,  1.66it/s, iou=0.8267, loss=-0.9366, lr=6.64e-05]
Epoch 75/120:   6%|▌         | 1/17 [00:01<00:09,  1.66it/s, iou=0.8166, loss=-0.7274, lr=6.64e-05]
Epoch 75/120:  12%|█▏        | 2/17 [00:01<00:08,  1.81it/s, iou=0.8166, loss=-0.7274, lr=6.64e-05]
Epoch 75/120:  12%|█▏        | 2/17 [00:01<00:08,  1.81it/s, iou=0.8142, loss=-0.8676, lr=6.64e-05]
Epoch 75/120:  18%|█▊        | 3/17 [00:01<00:07,  1.86it/s, iou=0.8142, loss=-0.8676, lr=6.64e-05]
Epoch 75/120:  18%|█▊        | 3/17 [00:02<00:07,  1.86it/s, iou=0.8167, loss=-0.7514, lr=6.64e-05]
Epoch 75/120:  24%|██▎       | 4/17 [00:02<00:06,  1.88it/s, iou=0.8167, loss=-0.7514, lr=6.64e-05]
Epoch 75/120:  24%|██▎       | 4/17 [00:02<00:06,  1.88it/s, iou=0.8160, loss=-0.6988, lr=6.64e-05]
Epoch 75/120:  29%|██▉       | 5/17 [00:02<00:06,  1.89it/s, iou=0.8160, loss=-0.6988, lr=6.64e-05]
Epoch 75/120:  29%|██▉       | 5/17 [00:03<00:06,  1.89it/s, iou=0.8214, loss=-0.9747, lr=6.64e-05]
Epoch 75/120:  35%|███▌      | 6/17 [00:03<00:05,  1.90it/s, iou=0.8214, loss=-0.9747, lr=6.64e-05]
Epoch 75/120:  35%|███▌      | 6/17 [00:03<00:05,  1.90it/s, iou=0.8256, loss=-0.7934, lr=6.64e-05]
Epoch 75/120:  41%|████      | 7/17 [00:03<00:05,  1.92it/s, iou=0.8256, loss=-0.7934, lr=6.64e-05]
Epoch 75/120:  41%|████      | 7/17 [00:04<00:05,  1.92it/s, iou=0.8240, loss=-0.8175, lr=6.64e-05]
Epoch 75/120:  47%|████▋     | 8/17 [00:04<00:04,  1.93it/s, iou=0.8240, loss=-0.8175, lr=6.64e-05]
Epoch 75/120:  47%|████▋     | 8/17 [00:04<00:04,  1.93it/s, iou=0.8263, loss=-0.8686, lr=6.64e-05]
Epoch 75/120:  53%|█████▎    | 9/17 [00:04<00:04,  1.93it/s, iou=0.8263, loss=-0.8686, lr=6.64e-05]
Epoch 75/120:  53%|█████▎    | 9/17 [00:05<00:04,  1.93it/s, iou=0.8289, loss=-0.8763, lr=6.64e-05]
Epoch 75/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.93it/s, iou=0.8289, loss=-0.8763, lr=6.64e-05]
Epoch 75/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.93it/s, iou=0.8307, loss=-0.8214, lr=6.64e-05]
Epoch 75/120:  65%|██████▍   | 11/17 [00:05<00:03,  1.93it/s, iou=0.8307, loss=-0.8214, lr=6.64e-05]
Epoch 75/120:  65%|██████▍   | 11/17 [00:06<00:03,  1.93it/s, iou=0.8321, loss=-0.8205, lr=6.64e-05]
Epoch 75/120:  71%|███████   | 12/17 [00:06<00:02,  1.93it/s, iou=0.8321, loss=-0.8205, lr=6.64e-05]
Epoch 75/120:  71%|███████   | 12/17 [00:06<00:02,  1.93it/s, iou=0.8312, loss=-0.7491, lr=6.64e-05]
Epoch 75/120:  76%|███████▋  | 13/17 [00:06<00:02,  1.93it/s, iou=0.8312, loss=-0.7491, lr=6.64e-05]
Epoch 75/120:  76%|███████▋  | 13/17 [00:07<00:02,  1.93it/s, iou=0.8348, loss=-0.8298, lr=6.64e-05]
Epoch 75/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.93it/s, iou=0.8348, loss=-0.8298, lr=6.64e-05]
Epoch 75/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.93it/s, iou=0.8321, loss=-0.7290, lr=6.64e-05]
Epoch 75/120:  88%|████████▊ | 15/17 [00:07<00:01,  1.91it/s, iou=0.8321, loss=-0.7290, lr=6.64e-05]
Epoch 75/120:  88%|████████▊ | 15/17 [00:08<00:01,  1.91it/s, iou=0.8317, loss=-0.8091, lr=6.64e-05]
Epoch 75/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.91it/s, iou=0.8317, loss=-0.8091, lr=6.64e-05]
Epoch 75/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.91it/s, iou=0.8321, loss=-0.8626, lr=6.64e-05]
Epoch 75/120: 100%|██████████| 17/17 [00:08<00:00,  2.47it/s, iou=0.8321, loss=-0.8626, lr=6.64e-05]
                                                                                                    
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 75/120: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating:  33%|███▎      | 1/3 [00:00<00:00,  3.33it/s]
Validating:  67%|██████▋   | 2/3 [00:00<00:00,  3.56it/s]
                                                         
[Strategy3 MC Cache] ram_hits=0 disk_hits=0 misses=0 writes=0
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 75/120: train_loss=-0.8196, train_iou=0.8321, train_entropy=0.0000, val_loss=-0.6617, val_iou=0.7118, val_dice=0.7959, val_iou_gain=0.0145, val_biou_gain=0.0360, head_lr=6.392578e-05, encoder_lr=6.392578e-05, val_refine_score=0.5682, es_monitor=val_refine_score, es_value=0.5664, es_best=0.5682, es_wait=7/30, es_active=True, s3_frozen=True

Epoch 76/120:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 76/120:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.7805, loss=-0.8400, lr=6.39e-05]
Epoch 76/120:   6%|▌         | 1/17 [00:00<00:09,  1.64it/s, iou=0.7805, loss=-0.8400, lr=6.39e-05]
Epoch 76/120:   6%|▌         | 1/17 [00:01<00:09,  1.64it/s, iou=0.8070, loss=-0.7768, lr=6.39e-05]
Epoch 76/120:  12%|█▏        | 2/17 [00:01<00:08,  1.78it/s, iou=0.8070, loss=-0.7768, lr=6.39e-05]
Epoch 76/120:  12%|█▏        | 2/17 [00:01<00:08,  1.78it/s, iou=0.8277, loss=-0.9249, lr=6.39e-05]
Epoch 76/120:  18%|█▊        | 3/17 [00:01<00:07,  1.85it/s, iou=0.8277, loss=-0.9249, lr=6.39e-05]
Epoch 76/120:  18%|█▊        | 3/17 [00:02<00:07,  1.85it/s, iou=0.8295, loss=-0.7880, lr=6.39e-05]
Epoch 76/120:  24%|██▎       | 4/17 [00:02<00:06,  1.88it/s, iou=0.8295, loss=-0.7880, lr=6.39e-05]
Epoch 76/120:  24%|██▎       | 4/17 [00:02<00:06,  1.88it/s, iou=0.8377, loss=-0.8183, lr=6.39e-05]
Epoch 76/120:  29%|██▉       | 5/17 [00:02<00:06,  1.90it/s, iou=0.8377, loss=-0.8183, lr=6.39e-05]
Epoch 76/120:  29%|██▉       | 5/17 [00:03<00:06,  1.90it/s, iou=0.8359, loss=-0.8916, lr=6.39e-05]
Epoch 76/120:  35%|███▌      | 6/17 [00:03<00:05,  1.92it/s, iou=0.8359, loss=-0.8916, lr=6.39e-05]
Epoch 76/120:  35%|███▌      | 6/17 [00:03<00:05,  1.92it/s, iou=0.8319, loss=-0.8140, lr=6.39e-05]
Epoch 76/120:  41%|████      | 7/17 [00:03<00:05,  1.93it/s, iou=0.8319, loss=-0.8140, lr=6.39e-05]
Epoch 76/120:  41%|████      | 7/17 [00:04<00:05,  1.93it/s, iou=0.8233, loss=-0.7068, lr=6.39e-05]
Epoch 76/120:  47%|████▋     | 8/17 [00:04<00:04,  1.93it/s, iou=0.8233, loss=-0.7068, lr=6.39e-05]
Epoch 76/120:  47%|████▋     | 8/17 [00:04<00:04,  1.93it/s, iou=0.8229, loss=-0.9406, lr=6.39e-05]
Epoch 76/120:  53%|█████▎    | 9/17 [00:04<00:04,  1.92it/s, iou=0.8229, loss=-0.9406, lr=6.39e-05]
Epoch 76/120:  53%|█████▎    | 9/17 [00:05<00:04,  1.92it/s, iou=0.8275, loss=-0.7591, lr=6.39e-05]
Epoch 76/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.93it/s, iou=0.8275, loss=-0.7591, lr=6.39e-05]
Epoch 76/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.93it/s, iou=0.8289, loss=-0.7905, lr=6.39e-05]
Epoch 76/120:  65%|██████▍   | 11/17 [00:05<00:03,  1.92it/s, iou=0.8289, loss=-0.7905, lr=6.39e-05]
Epoch 76/120:  65%|██████▍   | 11/17 [00:06<00:03,  1.92it/s, iou=0.8295, loss=-0.8261, lr=6.39e-05]
Epoch 76/120:  71%|███████   | 12/17 [00:06<00:02,  1.92it/s, iou=0.8295, loss=-0.8261, lr=6.39e-05]
Epoch 76/120:  71%|███████   | 12/17 [00:06<00:02,  1.92it/s, iou=0.8277, loss=-0.7602, lr=6.39e-05]
Epoch 76/120:  76%|███████▋  | 13/17 [00:06<00:02,  1.92it/s, iou=0.8277, loss=-0.7602, lr=6.39e-05]
Epoch 76/120:  76%|███████▋  | 13/17 [00:07<00:02,  1.92it/s, iou=0.8290, loss=-0.7745, lr=6.39e-05]
Epoch 76/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.92it/s, iou=0.8290, loss=-0.7745, lr=6.39e-05]
Epoch 76/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.92it/s, iou=0.8292, loss=-0.7138, lr=6.39e-05]
Epoch 76/120:  88%|████████▊ | 15/17 [00:07<00:01,  1.93it/s, iou=0.8292, loss=-0.7138, lr=6.39e-05]
Epoch 76/120:  88%|████████▊ | 15/17 [00:08<00:01,  1.93it/s, iou=0.8295, loss=-0.9033, lr=6.39e-05]
Epoch 76/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.92it/s, iou=0.8295, loss=-0.9033, lr=6.39e-05]
Epoch 76/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.92it/s, iou=0.8300, loss=-0.7944, lr=6.39e-05]
Epoch 76/120: 100%|██████████| 17/17 [00:08<00:00,  2.48it/s, iou=0.8300, loss=-0.7944, lr=6.39e-05]
                                                                                                    
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 76/120: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating:  33%|███▎      | 1/3 [00:00<00:00,  3.26it/s]
Validating:  67%|██████▋   | 2/3 [00:00<00:00,  3.52it/s]
                                                         
[Strategy3 MC Cache] ram_hits=0 disk_hits=0 misses=0 writes=0
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 76/120: train_loss=-0.8131, train_iou=0.8300, train_entropy=0.0000, val_loss=-0.6779, val_iou=0.7133, val_dice=0.7964, val_iou_gain=0.0160, val_biou_gain=0.0390, head_lr=6.147393e-05, encoder_lr=6.147393e-05, val_refine_score=0.5686, es_monitor=val_refine_score, es_value=0.5686, es_best=0.5686, es_wait=0/30, es_active=True, s3_frozen=True

Epoch 77/120:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 77/120:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.8256, loss=-0.7681, lr=6.15e-05]
Epoch 77/120:   6%|▌         | 1/17 [00:00<00:09,  1.63it/s, iou=0.8256, loss=-0.7681, lr=6.15e-05]
Epoch 77/120:   6%|▌         | 1/17 [00:01<00:09,  1.63it/s, iou=0.8351, loss=-0.6809, lr=6.15e-05]
Epoch 77/120:  12%|█▏        | 2/17 [00:01<00:08,  1.80it/s, iou=0.8351, loss=-0.6809, lr=6.15e-05]
Epoch 77/120:  12%|█▏        | 2/17 [00:01<00:08,  1.80it/s, iou=0.8428, loss=-0.8717, lr=6.15e-05]
Epoch 77/120:  18%|█▊        | 3/17 [00:01<00:07,  1.85it/s, iou=0.8428, loss=-0.8717, lr=6.15e-05]
Epoch 77/120:  18%|█▊        | 3/17 [00:02<00:07,  1.85it/s, iou=0.8453, loss=-0.8842, lr=6.15e-05]
Epoch 77/120:  24%|██▎       | 4/17 [00:02<00:06,  1.88it/s, iou=0.8453, loss=-0.8842, lr=6.15e-05]
Epoch 77/120:  24%|██▎       | 4/17 [00:02<00:06,  1.88it/s, iou=0.8358, loss=-0.9003, lr=6.15e-05]
Epoch 77/120:  29%|██▉       | 5/17 [00:02<00:06,  1.90it/s, iou=0.8358, loss=-0.9003, lr=6.15e-05]
Epoch 77/120:  29%|██▉       | 5/17 [00:03<00:06,  1.90it/s, iou=0.8387, loss=-0.9158, lr=6.15e-05]
Epoch 77/120:  35%|███▌      | 6/17 [00:03<00:05,  1.90it/s, iou=0.8387, loss=-0.9158, lr=6.15e-05]
Epoch 77/120:  35%|███▌      | 6/17 [00:03<00:05,  1.90it/s, iou=0.8394, loss=-0.8312, lr=6.15e-05]
Epoch 77/120:  41%|████      | 7/17 [00:03<00:05,  1.91it/s, iou=0.8394, loss=-0.8312, lr=6.15e-05]
Epoch 77/120:  41%|████      | 7/17 [00:04<00:05,  1.91it/s, iou=0.8363, loss=-0.6762, lr=6.15e-05]
Epoch 77/120:  47%|████▋     | 8/17 [00:04<00:04,  1.91it/s, iou=0.8363, loss=-0.6762, lr=6.15e-05]
Epoch 77/120:  47%|████▋     | 8/17 [00:04<00:04,  1.91it/s, iou=0.8341, loss=-0.7577, lr=6.15e-05]
Epoch 77/120:  53%|█████▎    | 9/17 [00:04<00:04,  1.92it/s, iou=0.8341, loss=-0.7577, lr=6.15e-05]
Epoch 77/120:  53%|█████▎    | 9/17 [00:05<00:04,  1.92it/s, iou=0.8346, loss=-0.9505, lr=6.15e-05]
Epoch 77/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.92it/s, iou=0.8346, loss=-0.9505, lr=6.15e-05]
Epoch 77/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.92it/s, iou=0.8353, loss=-0.8596, lr=6.15e-05]
Epoch 77/120:  65%|██████▍   | 11/17 [00:05<00:03,  1.91it/s, iou=0.8353, loss=-0.8596, lr=6.15e-05]
Epoch 77/120:  65%|██████▍   | 11/17 [00:06<00:03,  1.91it/s, iou=0.8355, loss=-0.8433, lr=6.15e-05]
Epoch 77/120:  71%|███████   | 12/17 [00:06<00:02,  1.90it/s, iou=0.8355, loss=-0.8433, lr=6.15e-05]
Epoch 77/120:  71%|███████   | 12/17 [00:06<00:02,  1.90it/s, iou=0.8357, loss=-0.7843, lr=6.15e-05]
Epoch 77/120:  76%|███████▋  | 13/17 [00:06<00:02,  1.91it/s, iou=0.8357, loss=-0.7843, lr=6.15e-05]
Epoch 77/120:  76%|███████▋  | 13/17 [00:07<00:02,  1.91it/s, iou=0.8336, loss=-0.7783, lr=6.15e-05]
Epoch 77/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.91it/s, iou=0.8336, loss=-0.7783, lr=6.15e-05]
Epoch 77/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.91it/s, iou=0.8350, loss=-0.8833, lr=6.15e-05]
Epoch 77/120:  88%|████████▊ | 15/17 [00:07<00:01,  1.90it/s, iou=0.8350, loss=-0.8833, lr=6.15e-05]
Epoch 77/120:  88%|████████▊ | 15/17 [00:08<00:01,  1.90it/s, iou=0.8355, loss=-0.7799, lr=6.15e-05]
Epoch 77/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.89it/s, iou=0.8355, loss=-0.7799, lr=6.15e-05]
Epoch 77/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.89it/s, iou=0.8360, loss=-1.1648, lr=6.15e-05]
Epoch 77/120: 100%|██████████| 17/17 [00:08<00:00,  2.45it/s, iou=0.8360, loss=-1.1648, lr=6.15e-05]
                                                                                                    
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 77/120: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating:  33%|███▎      | 1/3 [00:00<00:00,  3.42it/s]
Validating:  67%|██████▋   | 2/3 [00:00<00:00,  3.63it/s]
                                                         
[Strategy3 MC Cache] ram_hits=0 disk_hits=0 misses=0 writes=0
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 77/120: train_loss=-0.8429, train_iou=0.8360, train_entropy=0.0000, val_loss=-0.6751, val_iou=0.7101, val_dice=0.7949, val_iou_gain=0.0128, val_biou_gain=0.0336, head_lr=5.905050e-05, encoder_lr=5.905050e-05, val_refine_score=0.5686, es_monitor=val_refine_score, es_value=0.5643, es_best=0.5686, es_wait=1/30, es_active=True, s3_frozen=True

Epoch 78/120:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 78/120:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.8671, loss=-0.7366, lr=5.91e-05]
Epoch 78/120:   6%|▌         | 1/17 [00:00<00:09,  1.61it/s, iou=0.8671, loss=-0.7366, lr=5.91e-05]
Epoch 78/120:   6%|▌         | 1/17 [00:01<00:09,  1.61it/s, iou=0.8314, loss=-0.7202, lr=5.91e-05]
Epoch 78/120:  12%|█▏        | 2/17 [00:01<00:08,  1.77it/s, iou=0.8314, loss=-0.7202, lr=5.91e-05]
Epoch 78/120:  12%|█▏        | 2/17 [00:01<00:08,  1.77it/s, iou=0.8445, loss=-1.0179, lr=5.91e-05]
Epoch 78/120:  18%|█▊        | 3/17 [00:01<00:07,  1.84it/s, iou=0.8445, loss=-1.0179, lr=5.91e-05]
Epoch 78/120:  18%|█▊        | 3/17 [00:02<00:07,  1.84it/s, iou=0.8383, loss=-0.8513, lr=5.91e-05]
Epoch 78/120:  24%|██▎       | 4/17 [00:02<00:06,  1.87it/s, iou=0.8383, loss=-0.8513, lr=5.91e-05]
Epoch 78/120:  24%|██▎       | 4/17 [00:02<00:06,  1.87it/s, iou=0.8382, loss=-0.9201, lr=5.91e-05]
Epoch 78/120:  29%|██▉       | 5/17 [00:02<00:06,  1.88it/s, iou=0.8382, loss=-0.9201, lr=5.91e-05]
Epoch 78/120:  29%|██▉       | 5/17 [00:03<00:06,  1.88it/s, iou=0.8369, loss=-0.8218, lr=5.91e-05]
Epoch 78/120:  35%|███▌      | 6/17 [00:03<00:05,  1.90it/s, iou=0.8369, loss=-0.8218, lr=5.91e-05]
Epoch 78/120:  35%|███▌      | 6/17 [00:03<00:05,  1.90it/s, iou=0.8358, loss=-0.7949, lr=5.91e-05]
Epoch 78/120:  41%|████      | 7/17 [00:03<00:05,  1.90it/s, iou=0.8358, loss=-0.7949, lr=5.91e-05]
Epoch 78/120:  41%|████      | 7/17 [00:04<00:05,  1.90it/s, iou=0.8323, loss=-0.7616, lr=5.91e-05]
Epoch 78/120:  47%|████▋     | 8/17 [00:04<00:04,  1.90it/s, iou=0.8323, loss=-0.7616, lr=5.91e-05]
Epoch 78/120:  47%|████▋     | 8/17 [00:04<00:04,  1.90it/s, iou=0.8345, loss=-0.7946, lr=5.91e-05]
Epoch 78/120:  53%|█████▎    | 9/17 [00:04<00:04,  1.91it/s, iou=0.8345, loss=-0.7946, lr=5.91e-05]
Epoch 78/120:  53%|█████▎    | 9/17 [00:05<00:04,  1.91it/s, iou=0.8346, loss=-0.7394, lr=5.91e-05]
Epoch 78/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.91it/s, iou=0.8346, loss=-0.7394, lr=5.91e-05]
Epoch 78/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.91it/s, iou=0.8360, loss=-0.9828, lr=5.91e-05]
Epoch 78/120:  65%|██████▍   | 11/17 [00:05<00:03,  1.91it/s, iou=0.8360, loss=-0.9828, lr=5.91e-05]
Epoch 78/120:  65%|██████▍   | 11/17 [00:06<00:03,  1.91it/s, iou=0.8367, loss=-0.8207, lr=5.91e-05]
Epoch 78/120:  71%|███████   | 12/17 [00:06<00:02,  1.92it/s, iou=0.8367, loss=-0.8207, lr=5.91e-05]
Epoch 78/120:  71%|███████   | 12/17 [00:06<00:02,  1.92it/s, iou=0.8369, loss=-0.8350, lr=5.91e-05]
Epoch 78/120:  76%|███████▋  | 13/17 [00:06<00:02,  1.92it/s, iou=0.8369, loss=-0.8350, lr=5.91e-05]
Epoch 78/120:  76%|███████▋  | 13/17 [00:07<00:02,  1.92it/s, iou=0.8356, loss=-0.8211, lr=5.91e-05]
Epoch 78/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.92it/s, iou=0.8356, loss=-0.8211, lr=5.91e-05]
Epoch 78/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.92it/s, iou=0.8291, loss=-0.6530, lr=5.91e-05]
Epoch 78/120:  88%|████████▊ | 15/17 [00:07<00:01,  1.91it/s, iou=0.8291, loss=-0.6530, lr=5.91e-05]
Epoch 78/120:  88%|████████▊ | 15/17 [00:08<00:01,  1.91it/s, iou=0.8292, loss=-0.6776, lr=5.91e-05]
Epoch 78/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.90it/s, iou=0.8292, loss=-0.6776, lr=5.91e-05]
Epoch 78/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.90it/s, iou=0.8297, loss=-0.9160, lr=5.91e-05]
Epoch 78/120: 100%|██████████| 17/17 [00:08<00:00,  2.46it/s, iou=0.8297, loss=-0.9160, lr=5.91e-05]
                                                                                                    
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 78/120: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating:  33%|███▎      | 1/3 [00:00<00:00,  3.39it/s]
Validating:  67%|██████▋   | 2/3 [00:00<00:00,  3.60it/s]
                                                         
[Strategy3 MC Cache] ram_hits=0 disk_hits=0 misses=0 writes=0
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 78/120: train_loss=-0.8156, train_iou=0.8297, train_entropy=0.0000, val_loss=-0.6887, val_iou=0.7104, val_dice=0.7940, val_iou_gain=0.0131, val_biou_gain=0.0353, head_lr=5.665714e-05, encoder_lr=5.665714e-05, val_refine_score=0.5686, es_monitor=val_refine_score, es_value=0.5653, es_best=0.5686, es_wait=2/30, es_active=True, s3_frozen=True

Epoch 79/120:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 79/120:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.8438, loss=-0.8565, lr=5.67e-05]
Epoch 79/120:   6%|▌         | 1/17 [00:00<00:09,  1.64it/s, iou=0.8438, loss=-0.8565, lr=5.67e-05]
Epoch 79/120:   6%|▌         | 1/17 [00:01<00:09,  1.64it/s, iou=0.8238, loss=-0.6780, lr=5.67e-05]
Epoch 79/120:  12%|█▏        | 2/17 [00:01<00:08,  1.80it/s, iou=0.8238, loss=-0.6780, lr=5.67e-05]
Epoch 79/120:  12%|█▏        | 2/17 [00:01<00:08,  1.80it/s, iou=0.8358, loss=-0.9055, lr=5.67e-05]
Epoch 79/120:  18%|█▊        | 3/17 [00:01<00:07,  1.85it/s, iou=0.8358, loss=-0.9055, lr=5.67e-05]
Epoch 79/120:  18%|█▊        | 3/17 [00:02<00:07,  1.85it/s, iou=0.8380, loss=-0.9680, lr=5.67e-05]
Epoch 79/120:  24%|██▎       | 4/17 [00:02<00:06,  1.87it/s, iou=0.8380, loss=-0.9680, lr=5.67e-05]
Epoch 79/120:  24%|██▎       | 4/17 [00:02<00:06,  1.87it/s, iou=0.8319, loss=-0.7442, lr=5.67e-05]
Epoch 79/120:  29%|██▉       | 5/17 [00:02<00:06,  1.89it/s, iou=0.8319, loss=-0.7442, lr=5.67e-05]
Epoch 79/120:  29%|██▉       | 5/17 [00:03<00:06,  1.89it/s, iou=0.8357, loss=-0.7665, lr=5.67e-05]
Epoch 79/120:  35%|███▌      | 6/17 [00:03<00:05,  1.90it/s, iou=0.8357, loss=-0.7665, lr=5.67e-05]
Epoch 79/120:  35%|███▌      | 6/17 [00:03<00:05,  1.90it/s, iou=0.8343, loss=-0.8784, lr=5.67e-05]
Epoch 79/120:  41%|████      | 7/17 [00:03<00:05,  1.91it/s, iou=0.8343, loss=-0.8784, lr=5.67e-05]
Epoch 79/120:  41%|████      | 7/17 [00:04<00:05,  1.91it/s, iou=0.8328, loss=-0.7774, lr=5.67e-05]
Epoch 79/120:  47%|████▋     | 8/17 [00:04<00:04,  1.90it/s, iou=0.8328, loss=-0.7774, lr=5.67e-05]
Epoch 79/120:  47%|████▋     | 8/17 [00:04<00:04,  1.90it/s, iou=0.8323, loss=-0.8126, lr=5.67e-05]
Epoch 79/120:  53%|█████▎    | 9/17 [00:04<00:04,  1.90it/s, iou=0.8323, loss=-0.8126, lr=5.67e-05]
Epoch 79/120:  53%|█████▎    | 9/17 [00:05<00:04,  1.90it/s, iou=0.8340, loss=-0.8830, lr=5.67e-05]
Epoch 79/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.89it/s, iou=0.8340, loss=-0.8830, lr=5.67e-05]
Epoch 79/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.89it/s, iou=0.8364, loss=-0.7516, lr=5.67e-05]
Epoch 79/120:  65%|██████▍   | 11/17 [00:05<00:03,  1.90it/s, iou=0.8364, loss=-0.7516, lr=5.67e-05]
Epoch 79/120:  65%|██████▍   | 11/17 [00:06<00:03,  1.90it/s, iou=0.8354, loss=-0.8658, lr=5.67e-05]
Epoch 79/120:  71%|███████   | 12/17 [00:06<00:02,  1.91it/s, iou=0.8354, loss=-0.8658, lr=5.67e-05]
Epoch 79/120:  71%|███████   | 12/17 [00:06<00:02,  1.91it/s, iou=0.8353, loss=-0.8022, lr=5.67e-05]
Epoch 79/120:  76%|███████▋  | 13/17 [00:06<00:02,  1.92it/s, iou=0.8353, loss=-0.8022, lr=5.67e-05]
Epoch 79/120:  76%|███████▋  | 13/17 [00:07<00:02,  1.92it/s, iou=0.8330, loss=-0.7306, lr=5.67e-05]
Epoch 79/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.92it/s, iou=0.8330, loss=-0.7306, lr=5.67e-05]
Epoch 79/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.92it/s, iou=0.8351, loss=-0.7905, lr=5.67e-05]
Epoch 79/120:  88%|████████▊ | 15/17 [00:07<00:01,  1.92it/s, iou=0.8351, loss=-0.7905, lr=5.67e-05]
Epoch 79/120:  88%|████████▊ | 15/17 [00:08<00:01,  1.92it/s, iou=0.8352, loss=-0.8598, lr=5.67e-05]
Epoch 79/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.93it/s, iou=0.8352, loss=-0.8598, lr=5.67e-05]
Epoch 79/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.93it/s, iou=0.8348, loss=-0.8869, lr=5.67e-05]
Epoch 79/120: 100%|██████████| 17/17 [00:08<00:00,  2.49it/s, iou=0.8348, loss=-0.8869, lr=5.67e-05]
                                                                                                    
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 79/120: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating:  33%|███▎      | 1/3 [00:00<00:00,  3.32it/s]
Validating:  67%|██████▋   | 2/3 [00:00<00:00,  3.58it/s]
                                                         
[Strategy3 MC Cache] ram_hits=0 disk_hits=0 misses=0 writes=0
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 79/120: train_loss=-0.8210, train_iou=0.8348, train_entropy=0.0000, val_loss=-0.7125, val_iou=0.7120, val_dice=0.7952, val_iou_gain=0.0147, val_biou_gain=0.0394, head_lr=5.429550e-05, encoder_lr=5.429550e-05, val_refine_score=0.5686, es_monitor=val_refine_score, es_value=0.5682, es_best=0.5686, es_wait=3/30, es_active=True, s3_frozen=True

Epoch 80/120:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 80/120:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.8186, loss=-0.8007, lr=5.43e-05]
Epoch 80/120:   6%|▌         | 1/17 [00:00<00:10,  1.60it/s, iou=0.8186, loss=-0.8007, lr=5.43e-05]
Epoch 80/120:   6%|▌         | 1/17 [00:01<00:10,  1.60it/s, iou=0.8366, loss=-0.8525, lr=5.43e-05]
Epoch 80/120:  12%|█▏        | 2/17 [00:01<00:08,  1.78it/s, iou=0.8366, loss=-0.8525, lr=5.43e-05]
Epoch 80/120:  12%|█▏        | 2/17 [00:01<00:08,  1.78it/s, iou=0.8446, loss=-0.8312, lr=5.43e-05]
Epoch 80/120:  18%|█▊        | 3/17 [00:01<00:07,  1.84it/s, iou=0.8446, loss=-0.8312, lr=5.43e-05]
Epoch 80/120:  18%|█▊        | 3/17 [00:02<00:07,  1.84it/s, iou=0.8356, loss=-0.7262, lr=5.43e-05]
Epoch 80/120:  24%|██▎       | 4/17 [00:02<00:06,  1.87it/s, iou=0.8356, loss=-0.7262, lr=5.43e-05]
Epoch 80/120:  24%|██▎       | 4/17 [00:02<00:06,  1.87it/s, iou=0.8387, loss=-0.9146, lr=5.43e-05]
Epoch 80/120:  29%|██▉       | 5/17 [00:02<00:06,  1.89it/s, iou=0.8387, loss=-0.9146, lr=5.43e-05]
Epoch 80/120:  29%|██▉       | 5/17 [00:03<00:06,  1.89it/s, iou=0.8426, loss=-0.7245, lr=5.43e-05]
Epoch 80/120:  35%|███▌      | 6/17 [00:03<00:05,  1.91it/s, iou=0.8426, loss=-0.7245, lr=5.43e-05]
Epoch 80/120:  35%|███▌      | 6/17 [00:03<00:05,  1.91it/s, iou=0.8423, loss=-0.8394, lr=5.43e-05]
Epoch 80/120:  41%|████      | 7/17 [00:03<00:05,  1.92it/s, iou=0.8423, loss=-0.8394, lr=5.43e-05]
Epoch 80/120:  41%|████      | 7/17 [00:04<00:05,  1.92it/s, iou=0.8415, loss=-0.7451, lr=5.43e-05]
Epoch 80/120:  47%|████▋     | 8/17 [00:04<00:04,  1.93it/s, iou=0.8415, loss=-0.7451, lr=5.43e-05]
Epoch 80/120:  47%|████▋     | 8/17 [00:04<00:04,  1.93it/s, iou=0.8398, loss=-0.7391, lr=5.43e-05]
Epoch 80/120:  53%|█████▎    | 9/17 [00:04<00:04,  1.93it/s, iou=0.8398, loss=-0.7391, lr=5.43e-05]
Epoch 80/120:  53%|█████▎    | 9/17 [00:05<00:04,  1.93it/s, iou=0.8391, loss=-0.7537, lr=5.43e-05]
Epoch 80/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.93it/s, iou=0.8391, loss=-0.7537, lr=5.43e-05]
Epoch 80/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.93it/s, iou=0.8344, loss=-0.7199, lr=5.43e-05]
Epoch 80/120:  65%|██████▍   | 11/17 [00:05<00:03,  1.92it/s, iou=0.8344, loss=-0.7199, lr=5.43e-05]
Epoch 80/120:  65%|██████▍   | 11/17 [00:06<00:03,  1.92it/s, iou=0.8375, loss=-0.8763, lr=5.43e-05]
Epoch 80/120:  71%|███████   | 12/17 [00:06<00:02,  1.92it/s, iou=0.8375, loss=-0.8763, lr=5.43e-05]
Epoch 80/120:  71%|███████   | 12/17 [00:06<00:02,  1.92it/s, iou=0.8366, loss=-0.8169, lr=5.43e-05]
Epoch 80/120:  76%|███████▋  | 13/17 [00:06<00:02,  1.92it/s, iou=0.8366, loss=-0.8169, lr=5.43e-05]
Epoch 80/120:  76%|███████▋  | 13/17 [00:07<00:02,  1.92it/s, iou=0.8362, loss=-0.8060, lr=5.43e-05]
Epoch 80/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.92it/s, iou=0.8362, loss=-0.8060, lr=5.43e-05]
Epoch 80/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.92it/s, iou=0.8375, loss=-1.0495, lr=5.43e-05]
Epoch 80/120:  88%|████████▊ | 15/17 [00:07<00:01,  1.92it/s, iou=0.8375, loss=-1.0495, lr=5.43e-05]
Epoch 80/120:  88%|████████▊ | 15/17 [00:08<00:01,  1.92it/s, iou=0.8375, loss=-0.9279, lr=5.43e-05]
Epoch 80/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.92it/s, iou=0.8375, loss=-0.9279, lr=5.43e-05]
Epoch 80/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.92it/s, iou=0.8373, loss=-0.8164, lr=5.43e-05]
Epoch 80/120: 100%|██████████| 17/17 [00:08<00:00,  2.49it/s, iou=0.8373, loss=-0.8164, lr=5.43e-05]
                                                                                                    
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 80/120: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating:  33%|███▎      | 1/3 [00:00<00:00,  3.39it/s]
Validating:  67%|██████▋   | 2/3 [00:00<00:00,  3.59it/s]
                                                         
[Strategy3 MC Cache] ram_hits=0 disk_hits=0 misses=0 writes=0
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 80/120: train_loss=-0.8200, train_iou=0.8373, train_entropy=0.0000, val_loss=-0.7118, val_iou=0.7115, val_dice=0.7946, val_iou_gain=0.0142, val_biou_gain=0.0393, head_lr=5.196719e-05, encoder_lr=5.196719e-05, val_refine_score=0.5686, es_monitor=val_refine_score, es_value=0.5679, es_best=0.5686, es_wait=4/30, es_active=True, s3_frozen=True

Epoch 81/120:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 81/120:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.8085, loss=-0.7426, lr=5.20e-05]
Epoch 81/120:   6%|▌         | 1/17 [00:00<00:09,  1.64it/s, iou=0.8085, loss=-0.7426, lr=5.20e-05]
Epoch 81/120:   6%|▌         | 1/17 [00:01<00:09,  1.64it/s, iou=0.8389, loss=-0.9541, lr=5.20e-05]
Epoch 81/120:  12%|█▏        | 2/17 [00:01<00:08,  1.80it/s, iou=0.8389, loss=-0.9541, lr=5.20e-05]
Epoch 81/120:  12%|█▏        | 2/17 [00:01<00:08,  1.80it/s, iou=0.8429, loss=-0.9133, lr=5.20e-05]
Epoch 81/120:  18%|█▊        | 3/17 [00:01<00:07,  1.86it/s, iou=0.8429, loss=-0.9133, lr=5.20e-05]
Epoch 81/120:  18%|█▊        | 3/17 [00:02<00:07,  1.86it/s, iou=0.8330, loss=-0.8881, lr=5.20e-05]
Epoch 81/120:  24%|██▎       | 4/17 [00:02<00:06,  1.89it/s, iou=0.8330, loss=-0.8881, lr=5.20e-05]
Epoch 81/120:  24%|██▎       | 4/17 [00:02<00:06,  1.89it/s, iou=0.8342, loss=-0.7992, lr=5.20e-05]
Epoch 81/120:  29%|██▉       | 5/17 [00:02<00:06,  1.90it/s, iou=0.8342, loss=-0.7992, lr=5.20e-05]
Epoch 81/120:  29%|██▉       | 5/17 [00:03<00:06,  1.90it/s, iou=0.8361, loss=-0.8307, lr=5.20e-05]
Epoch 81/120:  35%|███▌      | 6/17 [00:03<00:05,  1.91it/s, iou=0.8361, loss=-0.8307, lr=5.20e-05]
Epoch 81/120:  35%|███▌      | 6/17 [00:03<00:05,  1.91it/s, iou=0.8319, loss=-0.8840, lr=5.20e-05]
Epoch 81/120:  41%|████      | 7/17 [00:03<00:05,  1.92it/s, iou=0.8319, loss=-0.8840, lr=5.20e-05]
Epoch 81/120:  41%|████      | 7/17 [00:04<00:05,  1.92it/s, iou=0.8352, loss=-0.7331, lr=5.20e-05]
Epoch 81/120:  47%|████▋     | 8/17 [00:04<00:04,  1.93it/s, iou=0.8352, loss=-0.7331, lr=5.20e-05]
Epoch 81/120:  47%|████▋     | 8/17 [00:04<00:04,  1.93it/s, iou=0.8332, loss=-0.7413, lr=5.20e-05]
Epoch 81/120:  53%|█████▎    | 9/17 [00:04<00:04,  1.92it/s, iou=0.8332, loss=-0.7413, lr=5.20e-05]
Epoch 81/120:  53%|█████▎    | 9/17 [00:05<00:04,  1.92it/s, iou=0.8279, loss=-0.6952, lr=5.20e-05]
Epoch 81/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.93it/s, iou=0.8279, loss=-0.6952, lr=5.20e-05]
Epoch 81/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.93it/s, iou=0.8291, loss=-0.9194, lr=5.20e-05]
Epoch 81/120:  65%|██████▍   | 11/17 [00:05<00:03,  1.93it/s, iou=0.8291, loss=-0.9194, lr=5.20e-05]
Epoch 81/120:  65%|██████▍   | 11/17 [00:06<00:03,  1.93it/s, iou=0.8300, loss=-0.6673, lr=5.20e-05]
Epoch 81/120:  71%|███████   | 12/17 [00:06<00:02,  1.93it/s, iou=0.8300, loss=-0.6673, lr=5.20e-05]
Epoch 81/120:  71%|███████   | 12/17 [00:06<00:02,  1.93it/s, iou=0.8302, loss=-0.7507, lr=5.20e-05]
Epoch 81/120:  76%|███████▋  | 13/17 [00:06<00:02,  1.93it/s, iou=0.8302, loss=-0.7507, lr=5.20e-05]
Epoch 81/120:  76%|███████▋  | 13/17 [00:07<00:02,  1.93it/s, iou=0.8309, loss=-0.8405, lr=5.20e-05]
Epoch 81/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.93it/s, iou=0.8309, loss=-0.8405, lr=5.20e-05]
Epoch 81/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.93it/s, iou=0.8317, loss=-0.8005, lr=5.20e-05]
Epoch 81/120:  88%|████████▊ | 15/17 [00:07<00:01,  1.93it/s, iou=0.8317, loss=-0.8005, lr=5.20e-05]
Epoch 81/120:  88%|████████▊ | 15/17 [00:08<00:01,  1.93it/s, iou=0.8329, loss=-0.8609, lr=5.20e-05]
Epoch 81/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.94it/s, iou=0.8329, loss=-0.8609, lr=5.20e-05]
Epoch 81/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.94it/s, iou=0.8328, loss=-0.9990, lr=5.20e-05]
Epoch 81/120: 100%|██████████| 17/17 [00:08<00:00,  2.51it/s, iou=0.8328, loss=-0.9990, lr=5.20e-05]
                                                                                                    
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 81/120: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating:  33%|███▎      | 1/3 [00:00<00:00,  3.33it/s]
Validating:  67%|██████▋   | 2/3 [00:00<00:00,  3.56it/s]
                                                         
[Strategy3 MC Cache] ram_hits=0 disk_hits=0 misses=0 writes=0
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 81/120: train_loss=-0.8247, train_iou=0.8328, train_entropy=0.0000, val_loss=-0.6726, val_iou=0.7123, val_dice=0.7956, val_iou_gain=0.0150, val_biou_gain=0.0376, head_lr=4.967381e-05, encoder_lr=4.967381e-05, val_refine_score=0.5686, es_monitor=val_refine_score, es_value=0.5674, es_best=0.5686, es_wait=5/30, es_active=True, s3_frozen=True

Epoch 82/120:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 82/120:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.8691, loss=-0.9019, lr=4.97e-05]
Epoch 82/120:   6%|▌         | 1/17 [00:00<00:10,  1.58it/s, iou=0.8691, loss=-0.9019, lr=4.97e-05]
Epoch 82/120:   6%|▌         | 1/17 [00:01<00:10,  1.58it/s, iou=0.8578, loss=-0.8928, lr=4.97e-05]
Epoch 82/120:  12%|█▏        | 2/17 [00:01<00:08,  1.78it/s, iou=0.8578, loss=-0.8928, lr=4.97e-05]
Epoch 82/120:  12%|█▏        | 2/17 [00:01<00:08,  1.78it/s, iou=0.8448, loss=-0.7836, lr=4.97e-05]
Epoch 82/120:  18%|█▊        | 3/17 [00:01<00:07,  1.84it/s, iou=0.8448, loss=-0.7836, lr=4.97e-05]
Epoch 82/120:  18%|█▊        | 3/17 [00:02<00:07,  1.84it/s, iou=0.8465, loss=-0.8900, lr=4.97e-05]
Epoch 82/120:  24%|██▎       | 4/17 [00:02<00:06,  1.88it/s, iou=0.8465, loss=-0.8900, lr=4.97e-05]
Epoch 82/120:  24%|██▎       | 4/17 [00:02<00:06,  1.88it/s, iou=0.8445, loss=-0.7371, lr=4.97e-05]
Epoch 82/120:  29%|██▉       | 5/17 [00:02<00:06,  1.89it/s, iou=0.8445, loss=-0.7371, lr=4.97e-05]
Epoch 82/120:  29%|██▉       | 5/17 [00:03<00:06,  1.89it/s, iou=0.8463, loss=-0.8353, lr=4.97e-05]
Epoch 82/120:  35%|███▌      | 6/17 [00:03<00:05,  1.90it/s, iou=0.8463, loss=-0.8353, lr=4.97e-05]
Epoch 82/120:  35%|███▌      | 6/17 [00:03<00:05,  1.90it/s, iou=0.8451, loss=-0.9506, lr=4.97e-05]
Epoch 82/120:  41%|████      | 7/17 [00:03<00:05,  1.91it/s, iou=0.8451, loss=-0.9506, lr=4.97e-05]
Epoch 82/120:  41%|████      | 7/17 [00:04<00:05,  1.91it/s, iou=0.8443, loss=-0.8329, lr=4.97e-05]
Epoch 82/120:  47%|████▋     | 8/17 [00:04<00:04,  1.92it/s, iou=0.8443, loss=-0.8329, lr=4.97e-05]
Epoch 82/120:  47%|████▋     | 8/17 [00:04<00:04,  1.92it/s, iou=0.8460, loss=-0.8900, lr=4.97e-05]
Epoch 82/120:  53%|█████▎    | 9/17 [00:04<00:04,  1.92it/s, iou=0.8460, loss=-0.8900, lr=4.97e-05]
Epoch 82/120:  53%|█████▎    | 9/17 [00:05<00:04,  1.92it/s, iou=0.8461, loss=-0.8105, lr=4.97e-05]
Epoch 82/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.92it/s, iou=0.8461, loss=-0.8105, lr=4.97e-05]
Epoch 82/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.92it/s, iou=0.8447, loss=-0.7860, lr=4.97e-05]
Epoch 82/120:  65%|██████▍   | 11/17 [00:05<00:03,  1.92it/s, iou=0.8447, loss=-0.7860, lr=4.97e-05]
Epoch 82/120:  65%|██████▍   | 11/17 [00:06<00:03,  1.92it/s, iou=0.8430, loss=-0.8569, lr=4.97e-05]
Epoch 82/120:  71%|███████   | 12/17 [00:06<00:02,  1.93it/s, iou=0.8430, loss=-0.8569, lr=4.97e-05]
Epoch 82/120:  71%|███████   | 12/17 [00:06<00:02,  1.93it/s, iou=0.8421, loss=-0.8094, lr=4.97e-05]
Epoch 82/120:  76%|███████▋  | 13/17 [00:06<00:02,  1.93it/s, iou=0.8421, loss=-0.8094, lr=4.97e-05]
Epoch 82/120:  76%|███████▋  | 13/17 [00:07<00:02,  1.93it/s, iou=0.8384, loss=-0.7272, lr=4.97e-05]
Epoch 82/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.93it/s, iou=0.8384, loss=-0.7272, lr=4.97e-05]
Epoch 82/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.93it/s, iou=0.8385, loss=-0.7092, lr=4.97e-05]
Epoch 82/120:  88%|████████▊ | 15/17 [00:07<00:01,  1.93it/s, iou=0.8385, loss=-0.7092, lr=4.97e-05]
Epoch 82/120:  88%|████████▊ | 15/17 [00:08<00:01,  1.93it/s, iou=0.8347, loss=-0.7335, lr=4.97e-05]
Epoch 82/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.93it/s, iou=0.8347, loss=-0.7335, lr=4.97e-05]
Epoch 82/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.93it/s, iou=0.8356, loss=-0.7958, lr=4.97e-05]
Epoch 82/120: 100%|██████████| 17/17 [00:08<00:00,  2.50it/s, iou=0.8356, loss=-0.7958, lr=4.97e-05]
                                                                                                    
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 82/120: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating:  33%|███▎      | 1/3 [00:00<00:00,  3.37it/s]
Validating:  67%|██████▋   | 2/3 [00:00<00:00,  3.59it/s]
                                                         
[Strategy3 MC Cache] ram_hits=0 disk_hits=0 misses=0 writes=0
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 82/120: train_loss=-0.8202, train_iou=0.8356, train_entropy=0.0000, val_loss=-0.6604, val_iou=0.7112, val_dice=0.7949, val_iou_gain=0.0140, val_biou_gain=0.0362, head_lr=4.741694e-05, encoder_lr=4.741694e-05, val_refine_score=0.5686, es_monitor=val_refine_score, es_value=0.5662, es_best=0.5686, es_wait=6/30, es_active=True, s3_frozen=True

Epoch 83/120:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 83/120:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.8395, loss=-0.8051, lr=4.74e-05]
Epoch 83/120:   6%|▌         | 1/17 [00:00<00:09,  1.75it/s, iou=0.8395, loss=-0.8051, lr=4.74e-05]
Epoch 83/120:   6%|▌         | 1/17 [00:01<00:09,  1.75it/s, iou=0.8399, loss=-0.7939, lr=4.74e-05]
Epoch 83/120:  12%|█▏        | 2/17 [00:01<00:08,  1.84it/s, iou=0.8399, loss=-0.7939, lr=4.74e-05]
Epoch 83/120:  12%|█▏        | 2/17 [00:01<00:08,  1.84it/s, iou=0.8310, loss=-0.9331, lr=4.74e-05]
Epoch 83/120:  18%|█▊        | 3/17 [00:01<00:07,  1.88it/s, iou=0.8310, loss=-0.9331, lr=4.74e-05]
Epoch 83/120:  18%|█▊        | 3/17 [00:02<00:07,  1.88it/s, iou=0.8402, loss=-0.8752, lr=4.74e-05]
Epoch 83/120:  24%|██▎       | 4/17 [00:02<00:06,  1.89it/s, iou=0.8402, loss=-0.8752, lr=4.74e-05]
Epoch 83/120:  24%|██▎       | 4/17 [00:02<00:06,  1.89it/s, iou=0.8347, loss=-0.8504, lr=4.74e-05]
Epoch 83/120:  29%|██▉       | 5/17 [00:02<00:06,  1.91it/s, iou=0.8347, loss=-0.8504, lr=4.74e-05]
Epoch 83/120:  29%|██▉       | 5/17 [00:03<00:06,  1.91it/s, iou=0.8383, loss=-0.8657, lr=4.74e-05]
Epoch 83/120:  35%|███▌      | 6/17 [00:03<00:05,  1.92it/s, iou=0.8383, loss=-0.8657, lr=4.74e-05]
Epoch 83/120:  35%|███▌      | 6/17 [00:03<00:05,  1.92it/s, iou=0.8439, loss=-0.8864, lr=4.74e-05]
Epoch 83/120:  41%|████      | 7/17 [00:03<00:05,  1.92it/s, iou=0.8439, loss=-0.8864, lr=4.74e-05]
Epoch 83/120:  41%|████      | 7/17 [00:04<00:05,  1.92it/s, iou=0.8481, loss=-0.8042, lr=4.74e-05]
Epoch 83/120:  47%|████▋     | 8/17 [00:04<00:04,  1.93it/s, iou=0.8481, loss=-0.8042, lr=4.74e-05]
Epoch 83/120:  47%|████▋     | 8/17 [00:04<00:04,  1.93it/s, iou=0.8443, loss=-0.8497, lr=4.74e-05]
Epoch 83/120:  53%|█████▎    | 9/17 [00:04<00:04,  1.93it/s, iou=0.8443, loss=-0.8497, lr=4.74e-05]
Epoch 83/120:  53%|█████▎    | 9/17 [00:05<00:04,  1.93it/s, iou=0.8452, loss=-0.8739, lr=4.74e-05]
Epoch 83/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.93it/s, iou=0.8452, loss=-0.8739, lr=4.74e-05]
Epoch 83/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.93it/s, iou=0.8478, loss=-0.9214, lr=4.74e-05]
Epoch 83/120:  65%|██████▍   | 11/17 [00:05<00:03,  1.93it/s, iou=0.8478, loss=-0.9214, lr=4.74e-05]
Epoch 83/120:  65%|██████▍   | 11/17 [00:06<00:03,  1.93it/s, iou=0.8446, loss=-0.7447, lr=4.74e-05]
Epoch 83/120:  71%|███████   | 12/17 [00:06<00:02,  1.93it/s, iou=0.8446, loss=-0.7447, lr=4.74e-05]
Epoch 83/120:  71%|███████   | 12/17 [00:06<00:02,  1.93it/s, iou=0.8421, loss=-0.7782, lr=4.74e-05]
Epoch 83/120:  76%|███████▋  | 13/17 [00:06<00:02,  1.93it/s, iou=0.8421, loss=-0.7782, lr=4.74e-05]
Epoch 83/120:  76%|███████▋  | 13/17 [00:07<00:02,  1.93it/s, iou=0.8377, loss=-0.7075, lr=4.74e-05]
Epoch 83/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.93it/s, iou=0.8377, loss=-0.7075, lr=4.74e-05]
Epoch 83/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.93it/s, iou=0.8383, loss=-0.8685, lr=4.74e-05]
Epoch 83/120:  88%|████████▊ | 15/17 [00:07<00:01,  1.93it/s, iou=0.8383, loss=-0.8685, lr=4.74e-05]
Epoch 83/120:  88%|████████▊ | 15/17 [00:08<00:01,  1.93it/s, iou=0.8375, loss=-0.7272, lr=4.74e-05]
Epoch 83/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.93it/s, iou=0.8375, loss=-0.7272, lr=4.74e-05]
Epoch 83/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.93it/s, iou=0.8377, loss=-0.9385, lr=4.74e-05]
Epoch 83/120: 100%|██████████| 17/17 [00:08<00:00,  2.50it/s, iou=0.8377, loss=-0.9385, lr=4.74e-05]
                                                                                                    
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 83/120: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating:  33%|███▎      | 1/3 [00:00<00:00,  3.42it/s]
Validating:  67%|██████▋   | 2/3 [00:00<00:00,  3.62it/s]
                                                         
[Strategy3 MC Cache] ram_hits=0 disk_hits=0 misses=0 writes=0
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 83/120: train_loss=-0.8367, train_iou=0.8377, train_entropy=0.0000, val_loss=-0.6935, val_iou=0.7123, val_dice=0.7960, val_iou_gain=0.0150, val_biou_gain=0.0392, head_lr=4.519811e-05, encoder_lr=4.519811e-05, val_refine_score=0.5686, es_monitor=val_refine_score, es_value=0.5682, es_best=0.5686, es_wait=7/30, es_active=True, s3_frozen=True

Epoch 84/120:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 84/120:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.8511, loss=-0.7900, lr=4.52e-05]
Epoch 84/120:   6%|▌         | 1/17 [00:00<00:10,  1.59it/s, iou=0.8511, loss=-0.7900, lr=4.52e-05]
Epoch 84/120:   6%|▌         | 1/17 [00:01<00:10,  1.59it/s, iou=0.8541, loss=-0.8000, lr=4.52e-05]
Epoch 84/120:  12%|█▏        | 2/17 [00:01<00:08,  1.78it/s, iou=0.8541, loss=-0.8000, lr=4.52e-05]
Epoch 84/120:  12%|█▏        | 2/17 [00:01<00:08,  1.78it/s, iou=0.8443, loss=-0.8801, lr=4.52e-05]
Epoch 84/120:  18%|█▊        | 3/17 [00:01<00:07,  1.84it/s, iou=0.8443, loss=-0.8801, lr=4.52e-05]
Epoch 84/120:  18%|█▊        | 3/17 [00:02<00:07,  1.84it/s, iou=0.8437, loss=-0.8904, lr=4.52e-05]
Epoch 84/120:  24%|██▎       | 4/17 [00:02<00:06,  1.87it/s, iou=0.8437, loss=-0.8904, lr=4.52e-05]
Epoch 84/120:  24%|██▎       | 4/17 [00:02<00:06,  1.87it/s, iou=0.8444, loss=-0.8626, lr=4.52e-05]
Epoch 84/120:  29%|██▉       | 5/17 [00:02<00:06,  1.87it/s, iou=0.8444, loss=-0.8626, lr=4.52e-05]
Epoch 84/120:  29%|██▉       | 5/17 [00:03<00:06,  1.87it/s, iou=0.8470, loss=-0.8625, lr=4.52e-05]
Epoch 84/120:  35%|███▌      | 6/17 [00:03<00:05,  1.89it/s, iou=0.8470, loss=-0.8625, lr=4.52e-05]
Epoch 84/120:  35%|███▌      | 6/17 [00:03<00:05,  1.89it/s, iou=0.8420, loss=-0.7673, lr=4.52e-05]
Epoch 84/120:  41%|████      | 7/17 [00:03<00:05,  1.90it/s, iou=0.8420, loss=-0.7673, lr=4.52e-05]
Epoch 84/120:  41%|████      | 7/17 [00:04<00:05,  1.90it/s, iou=0.8418, loss=-0.9258, lr=4.52e-05]
Epoch 84/120:  47%|████▋     | 8/17 [00:04<00:04,  1.91it/s, iou=0.8418, loss=-0.9258, lr=4.52e-05]
Epoch 84/120:  47%|████▋     | 8/17 [00:04<00:04,  1.91it/s, iou=0.8409, loss=-0.6754, lr=4.52e-05]
Epoch 84/120:  53%|█████▎    | 9/17 [00:04<00:04,  1.92it/s, iou=0.8409, loss=-0.6754, lr=4.52e-05]
Epoch 84/120:  53%|█████▎    | 9/17 [00:05<00:04,  1.92it/s, iou=0.8351, loss=-0.7259, lr=4.52e-05]
Epoch 84/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.92it/s, iou=0.8351, loss=-0.7259, lr=4.52e-05]
Epoch 84/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.92it/s, iou=0.8363, loss=-0.8777, lr=4.52e-05]
Epoch 84/120:  65%|██████▍   | 11/17 [00:05<00:03,  1.92it/s, iou=0.8363, loss=-0.8777, lr=4.52e-05]
Epoch 84/120:  65%|██████▍   | 11/17 [00:06<00:03,  1.92it/s, iou=0.8342, loss=-0.8155, lr=4.52e-05]
Epoch 84/120:  71%|███████   | 12/17 [00:06<00:02,  1.93it/s, iou=0.8342, loss=-0.8155, lr=4.52e-05]
Epoch 84/120:  71%|███████   | 12/17 [00:06<00:02,  1.93it/s, iou=0.8341, loss=-0.7765, lr=4.52e-05]
Epoch 84/120:  76%|███████▋  | 13/17 [00:06<00:02,  1.93it/s, iou=0.8341, loss=-0.7765, lr=4.52e-05]
Epoch 84/120:  76%|███████▋  | 13/17 [00:07<00:02,  1.93it/s, iou=0.8364, loss=-0.9538, lr=4.52e-05]
Epoch 84/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.93it/s, iou=0.8364, loss=-0.9538, lr=4.52e-05]
Epoch 84/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.93it/s, iou=0.8365, loss=-0.8354, lr=4.52e-05]
Epoch 84/120:  88%|████████▊ | 15/17 [00:07<00:01,  1.93it/s, iou=0.8365, loss=-0.8354, lr=4.52e-05]
Epoch 84/120:  88%|████████▊ | 15/17 [00:08<00:01,  1.93it/s, iou=0.8373, loss=-0.8519, lr=4.52e-05]
Epoch 84/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.93it/s, iou=0.8373, loss=-0.8519, lr=4.52e-05]
Epoch 84/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.93it/s, iou=0.8360, loss=-0.5920, lr=4.52e-05]
Epoch 84/120: 100%|██████████| 17/17 [00:08<00:00,  2.51it/s, iou=0.8360, loss=-0.5920, lr=4.52e-05]
                                                                                                    
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 84/120: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating:  33%|███▎      | 1/3 [00:00<00:00,  3.41it/s]
Validating:  67%|██████▋   | 2/3 [00:00<00:00,  3.64it/s]
                                                         
[Strategy3 MC Cache] ram_hits=0 disk_hits=0 misses=0 writes=0
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 84/120: train_loss=-0.8166, train_iou=0.8360, train_entropy=0.0000, val_loss=-0.6889, val_iou=0.7096, val_dice=0.7932, val_iou_gain=0.0123, val_biou_gain=0.0370, head_lr=4.301886e-05, encoder_lr=4.301886e-05, val_refine_score=0.5686, es_monitor=val_refine_score, es_value=0.5658, es_best=0.5686, es_wait=8/30, es_active=True, s3_frozen=True

Epoch 85/120:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 85/120:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.8674, loss=-0.8138, lr=4.30e-05]
Epoch 85/120:   6%|▌         | 1/17 [00:00<00:09,  1.64it/s, iou=0.8674, loss=-0.8138, lr=4.30e-05]
Epoch 85/120:   6%|▌         | 1/17 [00:01<00:09,  1.64it/s, iou=0.8475, loss=-0.9483, lr=4.30e-05]
Epoch 85/120:  12%|█▏        | 2/17 [00:01<00:08,  1.80it/s, iou=0.8475, loss=-0.9483, lr=4.30e-05]
Epoch 85/120:  12%|█▏        | 2/17 [00:01<00:08,  1.80it/s, iou=0.8451, loss=-0.7649, lr=4.30e-05]
Epoch 85/120:  18%|█▊        | 3/17 [00:01<00:07,  1.86it/s, iou=0.8451, loss=-0.7649, lr=4.30e-05]
Epoch 85/120:  18%|█▊        | 3/17 [00:02<00:07,  1.86it/s, iou=0.8298, loss=-0.8091, lr=4.30e-05]
Epoch 85/120:  24%|██▎       | 4/17 [00:02<00:06,  1.89it/s, iou=0.8298, loss=-0.8091, lr=4.30e-05]
Epoch 85/120:  24%|██▎       | 4/17 [00:02<00:06,  1.89it/s, iou=0.8382, loss=-0.8627, lr=4.30e-05]
Epoch 85/120:  29%|██▉       | 5/17 [00:02<00:06,  1.90it/s, iou=0.8382, loss=-0.8627, lr=4.30e-05]
Epoch 85/120:  29%|██▉       | 5/17 [00:03<00:06,  1.90it/s, iou=0.8372, loss=-0.7417, lr=4.30e-05]
Epoch 85/120:  35%|███▌      | 6/17 [00:03<00:05,  1.91it/s, iou=0.8372, loss=-0.7417, lr=4.30e-05]
Epoch 85/120:  35%|███▌      | 6/17 [00:03<00:05,  1.91it/s, iou=0.8379, loss=-0.7478, lr=4.30e-05]
Epoch 85/120:  41%|████      | 7/17 [00:03<00:05,  1.92it/s, iou=0.8379, loss=-0.7478, lr=4.30e-05]
Epoch 85/120:  41%|████      | 7/17 [00:04<00:05,  1.92it/s, iou=0.8385, loss=-0.8719, lr=4.30e-05]
Epoch 85/120:  47%|████▋     | 8/17 [00:04<00:04,  1.92it/s, iou=0.8385, loss=-0.8719, lr=4.30e-05]
Epoch 85/120:  47%|████▋     | 8/17 [00:04<00:04,  1.92it/s, iou=0.8351, loss=-0.8682, lr=4.30e-05]
Epoch 85/120:  53%|█████▎    | 9/17 [00:04<00:04,  1.93it/s, iou=0.8351, loss=-0.8682, lr=4.30e-05]
Epoch 85/120:  53%|█████▎    | 9/17 [00:05<00:04,  1.93it/s, iou=0.8369, loss=-0.7454, lr=4.30e-05]
Epoch 85/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.93it/s, iou=0.8369, loss=-0.7454, lr=4.30e-05]
Epoch 85/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.93it/s, iou=0.8365, loss=-0.8322, lr=4.30e-05]
Epoch 85/120:  65%|██████▍   | 11/17 [00:05<00:03,  1.94it/s, iou=0.8365, loss=-0.8322, lr=4.30e-05]
Epoch 85/120:  65%|██████▍   | 11/17 [00:06<00:03,  1.94it/s, iou=0.8356, loss=-0.7492, lr=4.30e-05]
Epoch 85/120:  71%|███████   | 12/17 [00:06<00:02,  1.94it/s, iou=0.8356, loss=-0.7492, lr=4.30e-05]
Epoch 85/120:  71%|███████   | 12/17 [00:06<00:02,  1.94it/s, iou=0.8356, loss=-0.8320, lr=4.30e-05]
Epoch 85/120:  76%|███████▋  | 13/17 [00:06<00:02,  1.94it/s, iou=0.8356, loss=-0.8320, lr=4.30e-05]
Epoch 85/120:  76%|███████▋  | 13/17 [00:07<00:02,  1.94it/s, iou=0.8356, loss=-0.8670, lr=4.30e-05]
Epoch 85/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.94it/s, iou=0.8356, loss=-0.8670, lr=4.30e-05]
Epoch 85/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.94it/s, iou=0.8354, loss=-0.8326, lr=4.30e-05]
Epoch 85/120:  88%|████████▊ | 15/17 [00:07<00:01,  1.94it/s, iou=0.8354, loss=-0.8326, lr=4.30e-05]
Epoch 85/120:  88%|████████▊ | 15/17 [00:08<00:01,  1.94it/s, iou=0.8362, loss=-0.8386, lr=4.30e-05]
Epoch 85/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.94it/s, iou=0.8362, loss=-0.8386, lr=4.30e-05]
Epoch 85/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.94it/s, iou=0.8364, loss=-1.1730, lr=4.30e-05]
Epoch 85/120: 100%|██████████| 17/17 [00:08<00:00,  2.52it/s, iou=0.8364, loss=-1.1730, lr=4.30e-05]
                                                                                                    
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 85/120: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating:  33%|███▎      | 1/3 [00:00<00:00,  3.43it/s]
Validating:  67%|██████▋   | 2/3 [00:00<00:00,  3.62it/s]
                                                         
[Strategy3 MC Cache] ram_hits=0 disk_hits=0 misses=0 writes=0
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 85/120: train_loss=-0.8411, train_iou=0.8364, train_entropy=0.0000, val_loss=-0.6829, val_iou=0.7111, val_dice=0.7951, val_iou_gain=0.0138, val_biou_gain=0.0361, head_lr=4.088066e-05, encoder_lr=4.088066e-05, val_refine_score=0.5686, es_monitor=val_refine_score, es_value=0.5661, es_best=0.5686, es_wait=9/30, es_active=True, s3_frozen=True

Epoch 86/120:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 86/120:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.8518, loss=-0.8634, lr=4.09e-05]
Epoch 86/120:   6%|▌         | 1/17 [00:00<00:09,  1.67it/s, iou=0.8518, loss=-0.8634, lr=4.09e-05]
Epoch 86/120:   6%|▌         | 1/17 [00:01<00:09,  1.67it/s, iou=0.8530, loss=-0.9113, lr=4.09e-05]
Epoch 86/120:  12%|█▏        | 2/17 [00:01<00:08,  1.81it/s, iou=0.8530, loss=-0.9113, lr=4.09e-05]
Epoch 86/120:  12%|█▏        | 2/17 [00:01<00:08,  1.81it/s, iou=0.8524, loss=-0.7456, lr=4.09e-05]
Epoch 86/120:  18%|█▊        | 3/17 [00:01<00:07,  1.87it/s, iou=0.8524, loss=-0.7456, lr=4.09e-05]
Epoch 86/120:  18%|█▊        | 3/17 [00:02<00:07,  1.87it/s, iou=0.8515, loss=-0.9465, lr=4.09e-05]
Epoch 86/120:  24%|██▎       | 4/17 [00:02<00:06,  1.89it/s, iou=0.8515, loss=-0.9465, lr=4.09e-05]
Epoch 86/120:  24%|██▎       | 4/17 [00:02<00:06,  1.89it/s, iou=0.8436, loss=-0.7964, lr=4.09e-05]
Epoch 86/120:  29%|██▉       | 5/17 [00:02<00:06,  1.91it/s, iou=0.8436, loss=-0.7964, lr=4.09e-05]
Epoch 86/120:  29%|██▉       | 5/17 [00:03<00:06,  1.91it/s, iou=0.8428, loss=-0.7104, lr=4.09e-05]
Epoch 86/120:  35%|███▌      | 6/17 [00:03<00:05,  1.92it/s, iou=0.8428, loss=-0.7104, lr=4.09e-05]
Epoch 86/120:  35%|███▌      | 6/17 [00:03<00:05,  1.92it/s, iou=0.8452, loss=-0.8096, lr=4.09e-05]
Epoch 86/120:  41%|████      | 7/17 [00:03<00:05,  1.93it/s, iou=0.8452, loss=-0.8096, lr=4.09e-05]
Epoch 86/120:  41%|████      | 7/17 [00:04<00:05,  1.93it/s, iou=0.8418, loss=-0.8287, lr=4.09e-05]
Epoch 86/120:  47%|████▋     | 8/17 [00:04<00:04,  1.93it/s, iou=0.8418, loss=-0.8287, lr=4.09e-05]
Epoch 86/120:  47%|████▋     | 8/17 [00:04<00:04,  1.93it/s, iou=0.8381, loss=-0.7963, lr=4.09e-05]
Epoch 86/120:  53%|█████▎    | 9/17 [00:04<00:04,  1.93it/s, iou=0.8381, loss=-0.7963, lr=4.09e-05]
Epoch 86/120:  53%|█████▎    | 9/17 [00:05<00:04,  1.93it/s, iou=0.8376, loss=-0.7422, lr=4.09e-05]
Epoch 86/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.93it/s, iou=0.8376, loss=-0.7422, lr=4.09e-05]
Epoch 86/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.93it/s, iou=0.8380, loss=-0.8721, lr=4.09e-05]
Epoch 86/120:  65%|██████▍   | 11/17 [00:05<00:03,  1.93it/s, iou=0.8380, loss=-0.8721, lr=4.09e-05]
Epoch 86/120:  65%|██████▍   | 11/17 [00:06<00:03,  1.93it/s, iou=0.8338, loss=-0.8969, lr=4.09e-05]
Epoch 86/120:  71%|███████   | 12/17 [00:06<00:02,  1.92it/s, iou=0.8338, loss=-0.8969, lr=4.09e-05]
Epoch 86/120:  71%|███████   | 12/17 [00:06<00:02,  1.92it/s, iou=0.8349, loss=-0.8825, lr=4.09e-05]
Epoch 86/120:  76%|███████▋  | 13/17 [00:06<00:02,  1.90it/s, iou=0.8349, loss=-0.8825, lr=4.09e-05]
Epoch 86/120:  76%|███████▋  | 13/17 [00:07<00:02,  1.90it/s, iou=0.8355, loss=-0.8416, lr=4.09e-05]
Epoch 86/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.91it/s, iou=0.8355, loss=-0.8416, lr=4.09e-05]
Epoch 86/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.91it/s, iou=0.8358, loss=-0.6938, lr=4.09e-05]
Epoch 86/120:  88%|████████▊ | 15/17 [00:07<00:01,  1.91it/s, iou=0.8358, loss=-0.6938, lr=4.09e-05]
Epoch 86/120:  88%|████████▊ | 15/17 [00:08<00:01,  1.91it/s, iou=0.8357, loss=-0.8335, lr=4.09e-05]
Epoch 86/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.92it/s, iou=0.8357, loss=-0.8335, lr=4.09e-05]
Epoch 86/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.92it/s, iou=0.8359, loss=-0.7722, lr=4.09e-05]
Epoch 86/120: 100%|██████████| 17/17 [00:08<00:00,  2.49it/s, iou=0.8359, loss=-0.7722, lr=4.09e-05]
                                                                                                    
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 86/120: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating:  33%|███▎      | 1/3 [00:00<00:00,  3.39it/s]
Validating:  67%|██████▋   | 2/3 [00:00<00:00,  3.63it/s]
                                                         
[Strategy3 MC Cache] ram_hits=0 disk_hits=0 misses=0 writes=0
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 86/120: train_loss=-0.8202, train_iou=0.8359, train_entropy=0.0000, val_loss=-0.6637, val_iou=0.7097, val_dice=0.7939, val_iou_gain=0.0124, val_biou_gain=0.0329, head_lr=3.878500e-05, encoder_lr=3.878500e-05, val_refine_score=0.5686, es_monitor=val_refine_score, es_value=0.5638, es_best=0.5686, es_wait=10/30, es_active=True, s3_frozen=True

Epoch 87/120:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 87/120:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.8538, loss=-0.8808, lr=3.88e-05]
Epoch 87/120:   6%|▌         | 1/17 [00:00<00:09,  1.69it/s, iou=0.8538, loss=-0.8808, lr=3.88e-05]
Epoch 87/120:   6%|▌         | 1/17 [00:01<00:09,  1.69it/s, iou=0.8272, loss=-0.7911, lr=3.88e-05]
Epoch 87/120:  12%|█▏        | 2/17 [00:01<00:08,  1.83it/s, iou=0.8272, loss=-0.7911, lr=3.88e-05]
Epoch 87/120:  12%|█▏        | 2/17 [00:01<00:08,  1.83it/s, iou=0.8255, loss=-0.6945, lr=3.88e-05]
Epoch 87/120:  18%|█▊        | 3/17 [00:01<00:07,  1.88it/s, iou=0.8255, loss=-0.6945, lr=3.88e-05]
Epoch 87/120:  18%|█▊        | 3/17 [00:02<00:07,  1.88it/s, iou=0.8209, loss=-0.8592, lr=3.88e-05]
Epoch 87/120:  24%|██▎       | 4/17 [00:02<00:06,  1.90it/s, iou=0.8209, loss=-0.8592, lr=3.88e-05]
Epoch 87/120:  24%|██▎       | 4/17 [00:02<00:06,  1.90it/s, iou=0.8228, loss=-0.9409, lr=3.88e-05]
Epoch 87/120:  29%|██▉       | 5/17 [00:02<00:06,  1.91it/s, iou=0.8228, loss=-0.9409, lr=3.88e-05]
Epoch 87/120:  29%|██▉       | 5/17 [00:03<00:06,  1.91it/s, iou=0.8273, loss=-0.8475, lr=3.88e-05]
Epoch 87/120:  35%|███▌      | 6/17 [00:03<00:05,  1.92it/s, iou=0.8273, loss=-0.8475, lr=3.88e-05]
Epoch 87/120:  35%|███▌      | 6/17 [00:03<00:05,  1.92it/s, iou=0.8322, loss=-0.9402, lr=3.88e-05]
Epoch 87/120:  41%|████      | 7/17 [00:03<00:05,  1.92it/s, iou=0.8322, loss=-0.9402, lr=3.88e-05]
Epoch 87/120:  41%|████      | 7/17 [00:04<00:05,  1.92it/s, iou=0.8352, loss=-0.8899, lr=3.88e-05]
Epoch 87/120:  47%|████▋     | 8/17 [00:04<00:04,  1.91it/s, iou=0.8352, loss=-0.8899, lr=3.88e-05]
Epoch 87/120:  47%|████▋     | 8/17 [00:04<00:04,  1.91it/s, iou=0.8366, loss=-0.8058, lr=3.88e-05]
Epoch 87/120:  53%|█████▎    | 9/17 [00:04<00:04,  1.91it/s, iou=0.8366, loss=-0.8058, lr=3.88e-05]
Epoch 87/120:  53%|█████▎    | 9/17 [00:05<00:04,  1.91it/s, iou=0.8371, loss=-0.8107, lr=3.88e-05]
Epoch 87/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.91it/s, iou=0.8371, loss=-0.8107, lr=3.88e-05]
Epoch 87/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.91it/s, iou=0.8371, loss=-0.8109, lr=3.88e-05]
Epoch 87/120:  65%|██████▍   | 11/17 [00:05<00:03,  1.92it/s, iou=0.8371, loss=-0.8109, lr=3.88e-05]
Epoch 87/120:  65%|██████▍   | 11/17 [00:06<00:03,  1.92it/s, iou=0.8376, loss=-0.8111, lr=3.88e-05]
Epoch 87/120:  71%|███████   | 12/17 [00:06<00:02,  1.93it/s, iou=0.8376, loss=-0.8111, lr=3.88e-05]
Epoch 87/120:  71%|███████   | 12/17 [00:06<00:02,  1.93it/s, iou=0.8330, loss=-0.7777, lr=3.88e-05]
Epoch 87/120:  76%|███████▋  | 13/17 [00:06<00:02,  1.93it/s, iou=0.8330, loss=-0.7777, lr=3.88e-05]
Epoch 87/120:  76%|███████▋  | 13/17 [00:07<00:02,  1.93it/s, iou=0.8359, loss=-0.8449, lr=3.88e-05]
Epoch 87/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.93it/s, iou=0.8359, loss=-0.8449, lr=3.88e-05]
Epoch 87/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.93it/s, iou=0.8352, loss=-0.7962, lr=3.88e-05]
Epoch 87/120:  88%|████████▊ | 15/17 [00:07<00:01,  1.93it/s, iou=0.8352, loss=-0.7962, lr=3.88e-05]
Epoch 87/120:  88%|████████▊ | 15/17 [00:08<00:01,  1.93it/s, iou=0.8364, loss=-0.7071, lr=3.88e-05]
Epoch 87/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.93it/s, iou=0.8364, loss=-0.7071, lr=3.88e-05]
Epoch 87/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.93it/s, iou=0.8349, loss=-1.0666, lr=3.88e-05]
Epoch 87/120: 100%|██████████| 17/17 [00:08<00:00,  2.50it/s, iou=0.8349, loss=-1.0666, lr=3.88e-05]
                                                                                                    
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 87/120: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating:  33%|███▎      | 1/3 [00:00<00:00,  3.25it/s]
Validating:  67%|██████▋   | 2/3 [00:00<00:00,  3.55it/s]
                                                         
[Strategy3 MC Cache] ram_hits=0 disk_hits=0 misses=0 writes=0
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 87/120: train_loss=-0.8397, train_iou=0.8349, train_entropy=0.0000, val_loss=-0.6931, val_iou=0.7124, val_dice=0.7957, val_iou_gain=0.0151, val_biou_gain=0.0386, head_lr=3.673330e-05, encoder_lr=3.673330e-05, val_refine_score=0.5686, es_monitor=val_refine_score, es_value=0.5680, es_best=0.5686, es_wait=11/30, es_active=True, s3_frozen=True

Epoch 88/120:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 88/120:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.8703, loss=-0.9487, lr=3.67e-05]
Epoch 88/120:   6%|▌         | 1/17 [00:00<00:09,  1.70it/s, iou=0.8703, loss=-0.9487, lr=3.67e-05]
Epoch 88/120:   6%|▌         | 1/17 [00:01<00:09,  1.70it/s, iou=0.8612, loss=-0.8677, lr=3.67e-05]
Epoch 88/120:  12%|█▏        | 2/17 [00:01<00:08,  1.83it/s, iou=0.8612, loss=-0.8677, lr=3.67e-05]
Epoch 88/120:  12%|█▏        | 2/17 [00:01<00:08,  1.83it/s, iou=0.8457, loss=-0.8144, lr=3.67e-05]
Epoch 88/120:  18%|█▊        | 3/17 [00:01<00:07,  1.88it/s, iou=0.8457, loss=-0.8144, lr=3.67e-05]
Epoch 88/120:  18%|█▊        | 3/17 [00:02<00:07,  1.88it/s, iou=0.8457, loss=-0.8164, lr=3.67e-05]
Epoch 88/120:  24%|██▎       | 4/17 [00:02<00:06,  1.89it/s, iou=0.8457, loss=-0.8164, lr=3.67e-05]
Epoch 88/120:  24%|██▎       | 4/17 [00:02<00:06,  1.89it/s, iou=0.8463, loss=-0.9054, lr=3.67e-05]
Epoch 88/120:  29%|██▉       | 5/17 [00:02<00:06,  1.91it/s, iou=0.8463, loss=-0.9054, lr=3.67e-05]
Epoch 88/120:  29%|██▉       | 5/17 [00:03<00:06,  1.91it/s, iou=0.8445, loss=-0.8233, lr=3.67e-05]
Epoch 88/120:  35%|███▌      | 6/17 [00:03<00:05,  1.91it/s, iou=0.8445, loss=-0.8233, lr=3.67e-05]
Epoch 88/120:  35%|███▌      | 6/17 [00:03<00:05,  1.91it/s, iou=0.8384, loss=-0.8762, lr=3.67e-05]
Epoch 88/120:  41%|████      | 7/17 [00:03<00:05,  1.92it/s, iou=0.8384, loss=-0.8762, lr=3.67e-05]
Epoch 88/120:  41%|████      | 7/17 [00:04<00:05,  1.92it/s, iou=0.8405, loss=-0.7183, lr=3.67e-05]
Epoch 88/120:  47%|████▋     | 8/17 [00:04<00:04,  1.92it/s, iou=0.8405, loss=-0.7183, lr=3.67e-05]
Epoch 88/120:  47%|████▋     | 8/17 [00:04<00:04,  1.92it/s, iou=0.8436, loss=-0.8703, lr=3.67e-05]
Epoch 88/120:  53%|█████▎    | 9/17 [00:04<00:04,  1.93it/s, iou=0.8436, loss=-0.8703, lr=3.67e-05]
Epoch 88/120:  53%|█████▎    | 9/17 [00:05<00:04,  1.93it/s, iou=0.8449, loss=-0.8906, lr=3.67e-05]
Epoch 88/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.93it/s, iou=0.8449, loss=-0.8906, lr=3.67e-05]
Epoch 88/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.93it/s, iou=0.8433, loss=-0.8473, lr=3.67e-05]
Epoch 88/120:  65%|██████▍   | 11/17 [00:05<00:03,  1.93it/s, iou=0.8433, loss=-0.8473, lr=3.67e-05]
Epoch 88/120:  65%|██████▍   | 11/17 [00:06<00:03,  1.93it/s, iou=0.8393, loss=-0.6932, lr=3.67e-05]
Epoch 88/120:  71%|███████   | 12/17 [00:06<00:02,  1.93it/s, iou=0.8393, loss=-0.6932, lr=3.67e-05]
Epoch 88/120:  71%|███████   | 12/17 [00:06<00:02,  1.93it/s, iou=0.8376, loss=-0.8166, lr=3.67e-05]
Epoch 88/120:  76%|███████▋  | 13/17 [00:06<00:02,  1.93it/s, iou=0.8376, loss=-0.8166, lr=3.67e-05]
Epoch 88/120:  76%|███████▋  | 13/17 [00:07<00:02,  1.93it/s, iou=0.8381, loss=-0.9034, lr=3.67e-05]
Epoch 88/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.93it/s, iou=0.8381, loss=-0.9034, lr=3.67e-05]
Epoch 88/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.93it/s, iou=0.8345, loss=-0.6780, lr=3.67e-05]
Epoch 88/120:  88%|████████▊ | 15/17 [00:07<00:01,  1.93it/s, iou=0.8345, loss=-0.6780, lr=3.67e-05]
Epoch 88/120:  88%|████████▊ | 15/17 [00:08<00:01,  1.93it/s, iou=0.8319, loss=-0.6920, lr=3.67e-05]
Epoch 88/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.93it/s, iou=0.8319, loss=-0.6920, lr=3.67e-05]
Epoch 88/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.93it/s, iou=0.8322, loss=-0.5934, lr=3.67e-05]
Epoch 88/120: 100%|██████████| 17/17 [00:08<00:00,  2.51it/s, iou=0.8322, loss=-0.5934, lr=3.67e-05]
                                                                                                    
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 88/120: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating:  33%|███▎      | 1/3 [00:00<00:00,  3.37it/s]
Validating:  67%|██████▋   | 2/3 [00:00<00:00,  3.62it/s]
                                                         
[Strategy3 MC Cache] ram_hits=0 disk_hits=0 misses=0 writes=0
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 88/120: train_loss=-0.8091, train_iou=0.8322, train_entropy=0.0000, val_loss=-0.7036, val_iou=0.7094, val_dice=0.7926, val_iou_gain=0.0122, val_biou_gain=0.0369, head_lr=3.472697e-05, encoder_lr=3.472697e-05, val_refine_score=0.5686, es_monitor=val_refine_score, es_value=0.5657, es_best=0.5686, es_wait=12/30, es_active=True, s3_frozen=True

Epoch 89/120:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 89/120:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.8622, loss=-0.8179, lr=3.47e-05]
Epoch 89/120:   6%|▌         | 1/17 [00:00<00:09,  1.69it/s, iou=0.8622, loss=-0.8179, lr=3.47e-05]
Epoch 89/120:   6%|▌         | 1/17 [00:01<00:09,  1.69it/s, iou=0.8658, loss=-0.9256, lr=3.47e-05]
Epoch 89/120:  12%|█▏        | 2/17 [00:01<00:08,  1.82it/s, iou=0.8658, loss=-0.9256, lr=3.47e-05]
Epoch 89/120:  12%|█▏        | 2/17 [00:01<00:08,  1.82it/s, iou=0.8654, loss=-0.7746, lr=3.47e-05]
Epoch 89/120:  18%|█▊        | 3/17 [00:01<00:07,  1.87it/s, iou=0.8654, loss=-0.7746, lr=3.47e-05]
Epoch 89/120:  18%|█▊        | 3/17 [00:02<00:07,  1.87it/s, iou=0.8460, loss=-0.7867, lr=3.47e-05]
Epoch 89/120:  24%|██▎       | 4/17 [00:02<00:06,  1.90it/s, iou=0.8460, loss=-0.7867, lr=3.47e-05]
Epoch 89/120:  24%|██▎       | 4/17 [00:02<00:06,  1.90it/s, iou=0.8494, loss=-0.8076, lr=3.47e-05]
Epoch 89/120:  29%|██▉       | 5/17 [00:02<00:06,  1.91it/s, iou=0.8494, loss=-0.8076, lr=3.47e-05]
Epoch 89/120:  29%|██▉       | 5/17 [00:03<00:06,  1.91it/s, iou=0.8468, loss=-0.7652, lr=3.47e-05]
Epoch 89/120:  35%|███▌      | 6/17 [00:03<00:05,  1.92it/s, iou=0.8468, loss=-0.7652, lr=3.47e-05]
Epoch 89/120:  35%|███▌      | 6/17 [00:03<00:05,  1.92it/s, iou=0.8393, loss=-0.7656, lr=3.47e-05]
Epoch 89/120:  41%|████      | 7/17 [00:03<00:05,  1.92it/s, iou=0.8393, loss=-0.7656, lr=3.47e-05]
Epoch 89/120:  41%|████      | 7/17 [00:04<00:05,  1.92it/s, iou=0.8363, loss=-0.7479, lr=3.47e-05]
Epoch 89/120:  47%|████▋     | 8/17 [00:04<00:04,  1.93it/s, iou=0.8363, loss=-0.7479, lr=3.47e-05]
Epoch 89/120:  47%|████▋     | 8/17 [00:04<00:04,  1.93it/s, iou=0.8391, loss=-0.9450, lr=3.47e-05]
Epoch 89/120:  53%|█████▎    | 9/17 [00:04<00:04,  1.93it/s, iou=0.8391, loss=-0.9450, lr=3.47e-05]
Epoch 89/120:  53%|█████▎    | 9/17 [00:05<00:04,  1.93it/s, iou=0.8380, loss=-0.8261, lr=3.47e-05]
Epoch 89/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.93it/s, iou=0.8380, loss=-0.8261, lr=3.47e-05]
Epoch 89/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.93it/s, iou=0.8396, loss=-0.9288, lr=3.47e-05]
Epoch 89/120:  65%|██████▍   | 11/17 [00:05<00:03,  1.93it/s, iou=0.8396, loss=-0.9288, lr=3.47e-05]
Epoch 89/120:  65%|██████▍   | 11/17 [00:06<00:03,  1.93it/s, iou=0.8378, loss=-0.7604, lr=3.47e-05]
Epoch 89/120:  71%|███████   | 12/17 [00:06<00:02,  1.93it/s, iou=0.8378, loss=-0.7604, lr=3.47e-05]
Epoch 89/120:  71%|███████   | 12/17 [00:06<00:02,  1.93it/s, iou=0.8395, loss=-0.8517, lr=3.47e-05]
Epoch 89/120:  76%|███████▋  | 13/17 [00:06<00:02,  1.94it/s, iou=0.8395, loss=-0.8517, lr=3.47e-05]
Epoch 89/120:  76%|███████▋  | 13/17 [00:07<00:02,  1.94it/s, iou=0.8384, loss=-0.8239, lr=3.47e-05]
Epoch 89/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.94it/s, iou=0.8384, loss=-0.8239, lr=3.47e-05]
Epoch 89/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.94it/s, iou=0.8378, loss=-0.8542, lr=3.47e-05]
Epoch 89/120:  88%|████████▊ | 15/17 [00:07<00:01,  1.94it/s, iou=0.8378, loss=-0.8542, lr=3.47e-05]
Epoch 89/120:  88%|████████▊ | 15/17 [00:08<00:01,  1.94it/s, iou=0.8377, loss=-0.8167, lr=3.47e-05]
Epoch 89/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.94it/s, iou=0.8377, loss=-0.8167, lr=3.47e-05]
Epoch 89/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.94it/s, iou=0.8376, loss=-0.6741, lr=3.47e-05]
Epoch 89/120: 100%|██████████| 17/17 [00:08<00:00,  2.51it/s, iou=0.8376, loss=-0.6741, lr=3.47e-05]
                                                                                                    
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 89/120: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating:  33%|███▎      | 1/3 [00:00<00:00,  3.38it/s]
Validating:  67%|██████▋   | 2/3 [00:00<00:00,  3.62it/s]
                                                         
[Strategy3 MC Cache] ram_hits=0 disk_hits=0 misses=0 writes=0
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 89/120: train_loss=-0.8160, train_iou=0.8376, train_entropy=0.0000, val_loss=-0.7188, val_iou=0.7108, val_dice=0.7941, val_iou_gain=0.0135, val_biou_gain=0.0391, head_lr=3.276738e-05, encoder_lr=3.276738e-05, val_refine_score=0.5686, es_monitor=val_refine_score, es_value=0.5674, es_best=0.5686, es_wait=13/30, es_active=True, s3_frozen=True

Epoch 90/120:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 90/120:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.8087, loss=-0.6986, lr=3.28e-05]
Epoch 90/120:   6%|▌         | 1/17 [00:00<00:09,  1.70it/s, iou=0.8087, loss=-0.6986, lr=3.28e-05]
Epoch 90/120:   6%|▌         | 1/17 [00:01<00:09,  1.70it/s, iou=0.8179, loss=-0.7971, lr=3.28e-05]
Epoch 90/120:  12%|█▏        | 2/17 [00:01<00:08,  1.83it/s, iou=0.8179, loss=-0.7971, lr=3.28e-05]
Epoch 90/120:  12%|█▏        | 2/17 [00:01<00:08,  1.83it/s, iou=0.8342, loss=-0.8281, lr=3.28e-05]
Epoch 90/120:  18%|█▊        | 3/17 [00:01<00:07,  1.87it/s, iou=0.8342, loss=-0.8281, lr=3.28e-05]
Epoch 90/120:  18%|█▊        | 3/17 [00:02<00:07,  1.87it/s, iou=0.8381, loss=-0.7759, lr=3.28e-05]
Epoch 90/120:  24%|██▎       | 4/17 [00:02<00:06,  1.90it/s, iou=0.8381, loss=-0.7759, lr=3.28e-05]
Epoch 90/120:  24%|██▎       | 4/17 [00:02<00:06,  1.90it/s, iou=0.8374, loss=-0.7737, lr=3.28e-05]
Epoch 90/120:  29%|██▉       | 5/17 [00:02<00:06,  1.91it/s, iou=0.8374, loss=-0.7737, lr=3.28e-05]
Epoch 90/120:  29%|██▉       | 5/17 [00:03<00:06,  1.91it/s, iou=0.8289, loss=-0.7275, lr=3.28e-05]
Epoch 90/120:  35%|███▌      | 6/17 [00:03<00:05,  1.92it/s, iou=0.8289, loss=-0.7275, lr=3.28e-05]
Epoch 90/120:  35%|███▌      | 6/17 [00:03<00:05,  1.92it/s, iou=0.8295, loss=-0.8655, lr=3.28e-05]
Epoch 90/120:  41%|████      | 7/17 [00:03<00:05,  1.92it/s, iou=0.8295, loss=-0.8655, lr=3.28e-05]
Epoch 90/120:  41%|████      | 7/17 [00:04<00:05,  1.92it/s, iou=0.8266, loss=-0.7790, lr=3.28e-05]
Epoch 90/120:  47%|████▋     | 8/17 [00:04<00:04,  1.92it/s, iou=0.8266, loss=-0.7790, lr=3.28e-05]
Epoch 90/120:  47%|████▋     | 8/17 [00:04<00:04,  1.92it/s, iou=0.8261, loss=-0.8898, lr=3.28e-05]
Epoch 90/120:  53%|█████▎    | 9/17 [00:04<00:04,  1.92it/s, iou=0.8261, loss=-0.8898, lr=3.28e-05]
Epoch 90/120:  53%|█████▎    | 9/17 [00:05<00:04,  1.92it/s, iou=0.8292, loss=-0.8957, lr=3.28e-05]
Epoch 90/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.92it/s, iou=0.8292, loss=-0.8957, lr=3.28e-05]
Epoch 90/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.92it/s, iou=0.8338, loss=-0.9590, lr=3.28e-05]
Epoch 90/120:  65%|██████▍   | 11/17 [00:05<00:03,  1.93it/s, iou=0.8338, loss=-0.9590, lr=3.28e-05]
Epoch 90/120:  65%|██████▍   | 11/17 [00:06<00:03,  1.93it/s, iou=0.8359, loss=-0.8422, lr=3.28e-05]
Epoch 90/120:  71%|███████   | 12/17 [00:06<00:02,  1.93it/s, iou=0.8359, loss=-0.8422, lr=3.28e-05]
Epoch 90/120:  71%|███████   | 12/17 [00:06<00:02,  1.93it/s, iou=0.8371, loss=-0.9610, lr=3.28e-05]
Epoch 90/120:  76%|███████▋  | 13/17 [00:06<00:02,  1.93it/s, iou=0.8371, loss=-0.9610, lr=3.28e-05]
Epoch 90/120:  76%|███████▋  | 13/17 [00:07<00:02,  1.93it/s, iou=0.8344, loss=-0.7686, lr=3.28e-05]
Epoch 90/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.93it/s, iou=0.8344, loss=-0.7686, lr=3.28e-05]
Epoch 90/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.93it/s, iou=0.8315, loss=-0.7338, lr=3.28e-05]
Epoch 90/120:  88%|████████▊ | 15/17 [00:07<00:01,  1.93it/s, iou=0.8315, loss=-0.7338, lr=3.28e-05]
Epoch 90/120:  88%|████████▊ | 15/17 [00:08<00:01,  1.93it/s, iou=0.8337, loss=-0.8123, lr=3.28e-05]
Epoch 90/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.93it/s, iou=0.8337, loss=-0.8123, lr=3.28e-05]
Epoch 90/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.93it/s, iou=0.8334, loss=-0.8860, lr=3.28e-05]
Epoch 90/120: 100%|██████████| 17/17 [00:08<00:00,  2.50it/s, iou=0.8334, loss=-0.8860, lr=3.28e-05]
                                                                                                    
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 90/120: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating:  33%|███▎      | 1/3 [00:00<00:00,  3.38it/s]
Validating:  67%|██████▋   | 2/3 [00:00<00:00,  3.61it/s]
                                                         
[Strategy3 MC Cache] ram_hits=0 disk_hits=0 misses=0 writes=0
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 90/120: train_loss=-0.8232, train_iou=0.8334, train_entropy=0.0000, val_loss=-0.6910, val_iou=0.7116, val_dice=0.7953, val_iou_gain=0.0143, val_biou_gain=0.0378, head_lr=3.085589e-05, encoder_lr=3.085589e-05, val_refine_score=0.5686, es_monitor=val_refine_score, es_value=0.5672, es_best=0.5686, es_wait=14/30, es_active=True, s3_frozen=True

Epoch 91/120:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 91/120:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.8290, loss=-0.9351, lr=3.09e-05]
Epoch 91/120:   6%|▌         | 1/17 [00:00<00:09,  1.74it/s, iou=0.8290, loss=-0.9351, lr=3.09e-05]
Epoch 91/120:   6%|▌         | 1/17 [00:01<00:09,  1.74it/s, iou=0.8120, loss=-0.7057, lr=3.09e-05]
Epoch 91/120:  12%|█▏        | 2/17 [00:01<00:08,  1.85it/s, iou=0.8120, loss=-0.7057, lr=3.09e-05]
Epoch 91/120:  12%|█▏        | 2/17 [00:01<00:08,  1.85it/s, iou=0.8255, loss=-0.8400, lr=3.09e-05]
Epoch 91/120:  18%|█▊        | 3/17 [00:01<00:07,  1.89it/s, iou=0.8255, loss=-0.8400, lr=3.09e-05]
Epoch 91/120:  18%|█▊        | 3/17 [00:02<00:07,  1.89it/s, iou=0.8353, loss=-0.8870, lr=3.09e-05]
Epoch 91/120:  24%|██▎       | 4/17 [00:02<00:06,  1.90it/s, iou=0.8353, loss=-0.8870, lr=3.09e-05]
Epoch 91/120:  24%|██▎       | 4/17 [00:02<00:06,  1.90it/s, iou=0.8400, loss=-0.9336, lr=3.09e-05]
Epoch 91/120:  29%|██▉       | 5/17 [00:02<00:06,  1.92it/s, iou=0.8400, loss=-0.9336, lr=3.09e-05]
Epoch 91/120:  29%|██▉       | 5/17 [00:03<00:06,  1.92it/s, iou=0.8426, loss=-0.9569, lr=3.09e-05]
Epoch 91/120:  35%|███▌      | 6/17 [00:03<00:05,  1.92it/s, iou=0.8426, loss=-0.9569, lr=3.09e-05]
Epoch 91/120:  35%|███▌      | 6/17 [00:03<00:05,  1.92it/s, iou=0.8403, loss=-0.8850, lr=3.09e-05]
Epoch 91/120:  41%|████      | 7/17 [00:03<00:05,  1.93it/s, iou=0.8403, loss=-0.8850, lr=3.09e-05]
Epoch 91/120:  41%|████      | 7/17 [00:04<00:05,  1.93it/s, iou=0.8396, loss=-0.8511, lr=3.09e-05]
Epoch 91/120:  47%|████▋     | 8/17 [00:04<00:04,  1.93it/s, iou=0.8396, loss=-0.8511, lr=3.09e-05]
Epoch 91/120:  47%|████▋     | 8/17 [00:04<00:04,  1.93it/s, iou=0.8353, loss=-0.7681, lr=3.09e-05]
Epoch 91/120:  53%|█████▎    | 9/17 [00:04<00:04,  1.93it/s, iou=0.8353, loss=-0.7681, lr=3.09e-05]
Epoch 91/120:  53%|█████▎    | 9/17 [00:05<00:04,  1.93it/s, iou=0.8383, loss=-0.8893, lr=3.09e-05]
Epoch 91/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.93it/s, iou=0.8383, loss=-0.8893, lr=3.09e-05]
Epoch 91/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.93it/s, iou=0.8392, loss=-0.6983, lr=3.09e-05]
Epoch 91/120:  65%|██████▍   | 11/17 [00:05<00:03,  1.94it/s, iou=0.8392, loss=-0.6983, lr=3.09e-05]
Epoch 91/120:  65%|██████▍   | 11/17 [00:06<00:03,  1.94it/s, iou=0.8383, loss=-0.8396, lr=3.09e-05]
Epoch 91/120:  71%|███████   | 12/17 [00:06<00:02,  1.93it/s, iou=0.8383, loss=-0.8396, lr=3.09e-05]
Epoch 91/120:  71%|███████   | 12/17 [00:06<00:02,  1.93it/s, iou=0.8375, loss=-0.6930, lr=3.09e-05]
Epoch 91/120:  76%|███████▋  | 13/17 [00:06<00:02,  1.93it/s, iou=0.8375, loss=-0.6930, lr=3.09e-05]
Epoch 91/120:  76%|███████▋  | 13/17 [00:07<00:02,  1.93it/s, iou=0.8348, loss=-0.6912, lr=3.09e-05]
Epoch 91/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.93it/s, iou=0.8348, loss=-0.6912, lr=3.09e-05]
Epoch 91/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.93it/s, iou=0.8337, loss=-0.9057, lr=3.09e-05]
Epoch 91/120:  88%|████████▊ | 15/17 [00:07<00:01,  1.93it/s, iou=0.8337, loss=-0.9057, lr=3.09e-05]
Epoch 91/120:  88%|████████▊ | 15/17 [00:08<00:01,  1.93it/s, iou=0.8357, loss=-0.8869, lr=3.09e-05]
Epoch 91/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.93it/s, iou=0.8357, loss=-0.8869, lr=3.09e-05]
Epoch 91/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.93it/s, iou=0.8361, loss=-0.7352, lr=3.09e-05]
Epoch 91/120: 100%|██████████| 17/17 [00:08<00:00,  2.51it/s, iou=0.8361, loss=-0.7352, lr=3.09e-05]
                                                                                                    
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 91/120: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating:  33%|███▎      | 1/3 [00:00<00:00,  3.38it/s]
Validating:  67%|██████▋   | 2/3 [00:00<00:00,  3.59it/s]
                                                         
[Strategy3 MC Cache] ram_hits=0 disk_hits=0 misses=0 writes=0
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 91/120: train_loss=-0.8295, train_iou=0.8361, train_entropy=0.0000, val_loss=-0.6865, val_iou=0.7122, val_dice=0.7961, val_iou_gain=0.0149, val_biou_gain=0.0389, head_lr=2.899379e-05, encoder_lr=2.899379e-05, val_refine_score=0.5686, es_monitor=val_refine_score, es_value=0.5680, es_best=0.5686, es_wait=15/30, es_active=True, s3_frozen=True

Epoch 92/120:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 92/120:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.8166, loss=-0.7699, lr=2.90e-05]
Epoch 92/120:   6%|▌         | 1/17 [00:00<00:09,  1.75it/s, iou=0.8166, loss=-0.7699, lr=2.90e-05]
Epoch 92/120:   6%|▌         | 1/17 [00:01<00:09,  1.75it/s, iou=0.7929, loss=-0.7537, lr=2.90e-05]
Epoch 92/120:  12%|█▏        | 2/17 [00:01<00:08,  1.86it/s, iou=0.7929, loss=-0.7537, lr=2.90e-05]
Epoch 92/120:  12%|█▏        | 2/17 [00:01<00:08,  1.86it/s, iou=0.7970, loss=-0.8379, lr=2.90e-05]
Epoch 92/120:  18%|█▊        | 3/17 [00:01<00:07,  1.89it/s, iou=0.7970, loss=-0.8379, lr=2.90e-05]
Epoch 92/120:  18%|█▊        | 3/17 [00:02<00:07,  1.89it/s, iou=0.8159, loss=-0.9875, lr=2.90e-05]
Epoch 92/120:  24%|██▎       | 4/17 [00:02<00:06,  1.91it/s, iou=0.8159, loss=-0.9875, lr=2.90e-05]
Epoch 92/120:  24%|██▎       | 4/17 [00:02<00:06,  1.91it/s, iou=0.8212, loss=-0.8086, lr=2.90e-05]
Epoch 92/120:  29%|██▉       | 5/17 [00:02<00:06,  1.92it/s, iou=0.8212, loss=-0.8086, lr=2.90e-05]
Epoch 92/120:  29%|██▉       | 5/17 [00:03<00:06,  1.92it/s, iou=0.8237, loss=-0.8655, lr=2.90e-05]
Epoch 92/120:  35%|███▌      | 6/17 [00:03<00:05,  1.93it/s, iou=0.8237, loss=-0.8655, lr=2.90e-05]
Epoch 92/120:  35%|███▌      | 6/17 [00:03<00:05,  1.93it/s, iou=0.8207, loss=-0.7861, lr=2.90e-05]
Epoch 92/120:  41%|████      | 7/17 [00:03<00:05,  1.93it/s, iou=0.8207, loss=-0.7861, lr=2.90e-05]
Epoch 92/120:  41%|████      | 7/17 [00:04<00:05,  1.93it/s, iou=0.8174, loss=-0.6984, lr=2.90e-05]
Epoch 92/120:  47%|████▋     | 8/17 [00:04<00:04,  1.92it/s, iou=0.8174, loss=-0.6984, lr=2.90e-05]
Epoch 92/120:  47%|████▋     | 8/17 [00:04<00:04,  1.92it/s, iou=0.8199, loss=-0.8269, lr=2.90e-05]
Epoch 92/120:  53%|█████▎    | 9/17 [00:04<00:04,  1.92it/s, iou=0.8199, loss=-0.8269, lr=2.90e-05]
Epoch 92/120:  53%|█████▎    | 9/17 [00:05<00:04,  1.92it/s, iou=0.8235, loss=-0.8679, lr=2.90e-05]
Epoch 92/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.92it/s, iou=0.8235, loss=-0.8679, lr=2.90e-05]
Epoch 92/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.92it/s, iou=0.8269, loss=-0.8117, lr=2.90e-05]
Epoch 92/120:  65%|██████▍   | 11/17 [00:05<00:03,  1.92it/s, iou=0.8269, loss=-0.8117, lr=2.90e-05]
Epoch 92/120:  65%|██████▍   | 11/17 [00:06<00:03,  1.92it/s, iou=0.8285, loss=-0.8287, lr=2.90e-05]
Epoch 92/120:  71%|███████   | 12/17 [00:06<00:02,  1.92it/s, iou=0.8285, loss=-0.8287, lr=2.90e-05]
Epoch 92/120:  71%|███████   | 12/17 [00:06<00:02,  1.92it/s, iou=0.8318, loss=-0.8375, lr=2.90e-05]
Epoch 92/120:  76%|███████▋  | 13/17 [00:06<00:02,  1.92it/s, iou=0.8318, loss=-0.8375, lr=2.90e-05]
Epoch 92/120:  76%|███████▋  | 13/17 [00:07<00:02,  1.92it/s, iou=0.8323, loss=-0.9350, lr=2.90e-05]
Epoch 92/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.93it/s, iou=0.8323, loss=-0.9350, lr=2.90e-05]
Epoch 92/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.93it/s, iou=0.8331, loss=-0.8193, lr=2.90e-05]
Epoch 92/120:  88%|████████▊ | 15/17 [00:07<00:01,  1.92it/s, iou=0.8331, loss=-0.8193, lr=2.90e-05]
Epoch 92/120:  88%|████████▊ | 15/17 [00:08<00:01,  1.92it/s, iou=0.8342, loss=-0.7397, lr=2.90e-05]
Epoch 92/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.92it/s, iou=0.8342, loss=-0.7397, lr=2.90e-05]
Epoch 92/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.92it/s, iou=0.8338, loss=-0.7479, lr=2.90e-05]
Epoch 92/120: 100%|██████████| 17/17 [00:08<00:00,  2.50it/s, iou=0.8338, loss=-0.7479, lr=2.90e-05]
                                                                                                    
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 92/120: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating:  33%|███▎      | 1/3 [00:00<00:00,  3.33it/s]
Validating:  67%|██████▋   | 2/3 [00:00<00:00,  3.57it/s]
                                                         
[Strategy3 MC Cache] ram_hits=0 disk_hits=0 misses=0 writes=0
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 92/120: train_loss=-0.8190, train_iou=0.8338, train_entropy=0.0000, val_loss=-0.6898, val_iou=0.7129, val_dice=0.7959, val_iou_gain=0.0156, val_biou_gain=0.0416, head_lr=2.718237e-05, encoder_lr=2.718237e-05, val_refine_score=0.5697, es_monitor=val_refine_score, es_value=0.5697, es_best=0.5697, es_wait=0/30, es_active=True, s3_frozen=True

Epoch 93/120:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 93/120:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.7992, loss=-0.7994, lr=2.72e-05]
Epoch 93/120:   6%|▌         | 1/17 [00:00<00:09,  1.70it/s, iou=0.7992, loss=-0.7994, lr=2.72e-05]
Epoch 93/120:   6%|▌         | 1/17 [00:01<00:09,  1.70it/s, iou=0.8078, loss=-0.7397, lr=2.72e-05]
Epoch 93/120:  12%|█▏        | 2/17 [00:01<00:08,  1.83it/s, iou=0.8078, loss=-0.7397, lr=2.72e-05]
Epoch 93/120:  12%|█▏        | 2/17 [00:01<00:08,  1.83it/s, iou=0.8156, loss=-0.8433, lr=2.72e-05]
Epoch 93/120:  18%|█▊        | 3/17 [00:01<00:07,  1.87it/s, iou=0.8156, loss=-0.8433, lr=2.72e-05]
Epoch 93/120:  18%|█▊        | 3/17 [00:02<00:07,  1.87it/s, iou=0.8165, loss=-0.8265, lr=2.72e-05]
Epoch 93/120:  24%|██▎       | 4/17 [00:02<00:06,  1.90it/s, iou=0.8165, loss=-0.8265, lr=2.72e-05]
Epoch 93/120:  24%|██▎       | 4/17 [00:02<00:06,  1.90it/s, iou=0.8157, loss=-0.7756, lr=2.72e-05]
Epoch 93/120:  29%|██▉       | 5/17 [00:02<00:06,  1.91it/s, iou=0.8157, loss=-0.7756, lr=2.72e-05]
Epoch 93/120:  29%|██▉       | 5/17 [00:03<00:06,  1.91it/s, iou=0.8123, loss=-0.6786, lr=2.72e-05]
Epoch 93/120:  35%|███▌      | 6/17 [00:03<00:05,  1.92it/s, iou=0.8123, loss=-0.6786, lr=2.72e-05]
Epoch 93/120:  35%|███▌      | 6/17 [00:03<00:05,  1.92it/s, iou=0.8184, loss=-0.8790, lr=2.72e-05]
Epoch 93/120:  41%|████      | 7/17 [00:03<00:05,  1.93it/s, iou=0.8184, loss=-0.8790, lr=2.72e-05]
Epoch 93/120:  41%|████      | 7/17 [00:04<00:05,  1.93it/s, iou=0.8244, loss=-0.7617, lr=2.72e-05]
Epoch 93/120:  47%|████▋     | 8/17 [00:04<00:04,  1.93it/s, iou=0.8244, loss=-0.7617, lr=2.72e-05]
Epoch 93/120:  47%|████▋     | 8/17 [00:04<00:04,  1.93it/s, iou=0.8280, loss=-0.9378, lr=2.72e-05]
Epoch 93/120:  53%|█████▎    | 9/17 [00:04<00:04,  1.93it/s, iou=0.8280, loss=-0.9378, lr=2.72e-05]
Epoch 93/120:  53%|█████▎    | 9/17 [00:05<00:04,  1.93it/s, iou=0.8293, loss=-0.9028, lr=2.72e-05]
Epoch 93/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.93it/s, iou=0.8293, loss=-0.9028, lr=2.72e-05]
Epoch 93/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.93it/s, iou=0.8287, loss=-0.7759, lr=2.72e-05]
Epoch 93/120:  65%|██████▍   | 11/17 [00:05<00:03,  1.93it/s, iou=0.8287, loss=-0.7759, lr=2.72e-05]
Epoch 93/120:  65%|██████▍   | 11/17 [00:06<00:03,  1.93it/s, iou=0.8320, loss=-0.7228, lr=2.72e-05]
Epoch 93/120:  71%|███████   | 12/17 [00:06<00:02,  1.94it/s, iou=0.8320, loss=-0.7228, lr=2.72e-05]
Epoch 93/120:  71%|███████   | 12/17 [00:06<00:02,  1.94it/s, iou=0.8316, loss=-0.8641, lr=2.72e-05]
Epoch 93/120:  76%|███████▋  | 13/17 [00:06<00:02,  1.94it/s, iou=0.8316, loss=-0.8641, lr=2.72e-05]
Epoch 93/120:  76%|███████▋  | 13/17 [00:07<00:02,  1.94it/s, iou=0.8327, loss=-0.9009, lr=2.72e-05]
Epoch 93/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.94it/s, iou=0.8327, loss=-0.9009, lr=2.72e-05]
Epoch 93/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.94it/s, iou=0.8336, loss=-0.9502, lr=2.72e-05]
Epoch 93/120:  88%|████████▊ | 15/17 [00:07<00:01,  1.94it/s, iou=0.8336, loss=-0.9502, lr=2.72e-05]
Epoch 93/120:  88%|████████▊ | 15/17 [00:08<00:01,  1.94it/s, iou=0.8338, loss=-0.8089, lr=2.72e-05]
Epoch 93/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.94it/s, iou=0.8338, loss=-0.8089, lr=2.72e-05]
Epoch 93/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.94it/s, iou=0.8343, loss=-0.8896, lr=2.72e-05]
Epoch 93/120: 100%|██████████| 17/17 [00:08<00:00,  2.53it/s, iou=0.8343, loss=-0.8896, lr=2.72e-05]
                                                                                                    
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 93/120: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating:  33%|███▎      | 1/3 [00:00<00:00,  3.41it/s]
Validating:  67%|██████▋   | 2/3 [00:00<00:00,  3.65it/s]
                                                         
[Strategy3 MC Cache] ram_hits=0 disk_hits=0 misses=0 writes=0
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 93/120: train_loss=-0.8269, train_iou=0.8343, train_entropy=0.0000, val_loss=-0.7014, val_iou=0.7116, val_dice=0.7953, val_iou_gain=0.0144, val_biou_gain=0.0397, head_lr=2.542287e-05, encoder_lr=2.542287e-05, val_refine_score=0.5697, es_monitor=val_refine_score, es_value=0.5682, es_best=0.5697, es_wait=1/30, es_active=True, s3_frozen=True

Epoch 94/120:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 94/120:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.8230, loss=-0.8485, lr=2.54e-05]
Epoch 94/120:   6%|▌         | 1/17 [00:00<00:09,  1.64it/s, iou=0.8230, loss=-0.8485, lr=2.54e-05]
Epoch 94/120:   6%|▌         | 1/17 [00:01<00:09,  1.64it/s, iou=0.8118, loss=-0.8520, lr=2.54e-05]
Epoch 94/120:  12%|█▏        | 2/17 [00:01<00:08,  1.81it/s, iou=0.8118, loss=-0.8520, lr=2.54e-05]
Epoch 94/120:  12%|█▏        | 2/17 [00:01<00:08,  1.81it/s, iou=0.8142, loss=-0.7951, lr=2.54e-05]
Epoch 94/120:  18%|█▊        | 3/17 [00:01<00:07,  1.87it/s, iou=0.8142, loss=-0.7951, lr=2.54e-05]
Epoch 94/120:  18%|█▊        | 3/17 [00:02<00:07,  1.87it/s, iou=0.8211, loss=-0.8605, lr=2.54e-05]
Epoch 94/120:  24%|██▎       | 4/17 [00:02<00:06,  1.89it/s, iou=0.8211, loss=-0.8605, lr=2.54e-05]
Epoch 94/120:  24%|██▎       | 4/17 [00:02<00:06,  1.89it/s, iou=0.8316, loss=-0.9739, lr=2.54e-05]
Epoch 94/120:  29%|██▉       | 5/17 [00:02<00:06,  1.91it/s, iou=0.8316, loss=-0.9739, lr=2.54e-05]
Epoch 94/120:  29%|██▉       | 5/17 [00:03<00:06,  1.91it/s, iou=0.8319, loss=-0.8395, lr=2.54e-05]
Epoch 94/120:  35%|███▌      | 6/17 [00:03<00:05,  1.92it/s, iou=0.8319, loss=-0.8395, lr=2.54e-05]
Epoch 94/120:  35%|███▌      | 6/17 [00:03<00:05,  1.92it/s, iou=0.8254, loss=-0.7603, lr=2.54e-05]
Epoch 94/120:  41%|████      | 7/17 [00:03<00:05,  1.93it/s, iou=0.8254, loss=-0.7603, lr=2.54e-05]
Epoch 94/120:  41%|████      | 7/17 [00:04<00:05,  1.93it/s, iou=0.8289, loss=-0.8057, lr=2.54e-05]
Epoch 94/120:  47%|████▋     | 8/17 [00:04<00:04,  1.93it/s, iou=0.8289, loss=-0.8057, lr=2.54e-05]
Epoch 94/120:  47%|████▋     | 8/17 [00:04<00:04,  1.93it/s, iou=0.8304, loss=-0.7846, lr=2.54e-05]
Epoch 94/120:  53%|█████▎    | 9/17 [00:04<00:04,  1.94it/s, iou=0.8304, loss=-0.7846, lr=2.54e-05]
Epoch 94/120:  53%|█████▎    | 9/17 [00:05<00:04,  1.94it/s, iou=0.8327, loss=-0.8436, lr=2.54e-05]
Epoch 94/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.94it/s, iou=0.8327, loss=-0.8436, lr=2.54e-05]
Epoch 94/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.94it/s, iou=0.8348, loss=-0.8158, lr=2.54e-05]
Epoch 94/120:  65%|██████▍   | 11/17 [00:05<00:03,  1.94it/s, iou=0.8348, loss=-0.8158, lr=2.54e-05]
Epoch 94/120:  65%|██████▍   | 11/17 [00:06<00:03,  1.94it/s, iou=0.8350, loss=-0.7184, lr=2.54e-05]
Epoch 94/120:  71%|███████   | 12/17 [00:06<00:02,  1.94it/s, iou=0.8350, loss=-0.7184, lr=2.54e-05]
Epoch 94/120:  71%|███████   | 12/17 [00:06<00:02,  1.94it/s, iou=0.8355, loss=-0.8524, lr=2.54e-05]
Epoch 94/120:  76%|███████▋  | 13/17 [00:06<00:02,  1.94it/s, iou=0.8355, loss=-0.8524, lr=2.54e-05]
Epoch 94/120:  76%|███████▋  | 13/17 [00:07<00:02,  1.94it/s, iou=0.8349, loss=-0.8168, lr=2.54e-05]
Epoch 94/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.94it/s, iou=0.8349, loss=-0.8168, lr=2.54e-05]
Epoch 94/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.94it/s, iou=0.8308, loss=-0.7607, lr=2.54e-05]
Epoch 94/120:  88%|████████▊ | 15/17 [00:07<00:01,  1.94it/s, iou=0.8308, loss=-0.7607, lr=2.54e-05]
Epoch 94/120:  88%|████████▊ | 15/17 [00:08<00:01,  1.94it/s, iou=0.8319, loss=-0.7541, lr=2.54e-05]
Epoch 94/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.94it/s, iou=0.8319, loss=-0.7541, lr=2.54e-05]
Epoch 94/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.94it/s, iou=0.8323, loss=-0.8346, lr=2.54e-05]
Epoch 94/120: 100%|██████████| 17/17 [00:08<00:00,  2.51it/s, iou=0.8323, loss=-0.8346, lr=2.54e-05]
                                                                                                    
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 94/120: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating:  33%|███▎      | 1/3 [00:00<00:00,  3.44it/s]
Validating:  67%|██████▋   | 2/3 [00:00<00:00,  3.69it/s]
                                                         
[Strategy3 MC Cache] ram_hits=0 disk_hits=0 misses=0 writes=0
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 94/120: train_loss=-0.8186, train_iou=0.8323, train_entropy=0.0000, val_loss=-0.6833, val_iou=0.7125, val_dice=0.7957, val_iou_gain=0.0152, val_biou_gain=0.0382, head_lr=2.371649e-05, encoder_lr=2.371649e-05, val_refine_score=0.5697, es_monitor=val_refine_score, es_value=0.5678, es_best=0.5697, es_wait=2/30, es_active=True, s3_frozen=True

Epoch 95/120:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 95/120:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.8141, loss=-0.7296, lr=2.37e-05]
Epoch 95/120:   6%|▌         | 1/17 [00:00<00:09,  1.77it/s, iou=0.8141, loss=-0.7296, lr=2.37e-05]
Epoch 95/120:   6%|▌         | 1/17 [00:01<00:09,  1.77it/s, iou=0.8389, loss=-0.7829, lr=2.37e-05]
Epoch 95/120:  12%|█▏        | 2/17 [00:01<00:08,  1.86it/s, iou=0.8389, loss=-0.7829, lr=2.37e-05]
Epoch 95/120:  12%|█▏        | 2/17 [00:01<00:08,  1.86it/s, iou=0.8340, loss=-0.9556, lr=2.37e-05]
Epoch 95/120:  18%|█▊        | 3/17 [00:01<00:07,  1.90it/s, iou=0.8340, loss=-0.9556, lr=2.37e-05]
Epoch 95/120:  18%|█▊        | 3/17 [00:02<00:07,  1.90it/s, iou=0.8324, loss=-0.7531, lr=2.37e-05]
Epoch 95/120:  24%|██▎       | 4/17 [00:02<00:06,  1.91it/s, iou=0.8324, loss=-0.7531, lr=2.37e-05]
Epoch 95/120:  24%|██▎       | 4/17 [00:02<00:06,  1.91it/s, iou=0.8328, loss=-0.7714, lr=2.37e-05]
Epoch 95/120:  29%|██▉       | 5/17 [00:02<00:06,  1.92it/s, iou=0.8328, loss=-0.7714, lr=2.37e-05]
Epoch 95/120:  29%|██▉       | 5/17 [00:03<00:06,  1.92it/s, iou=0.8282, loss=-0.7993, lr=2.37e-05]
Epoch 95/120:  35%|███▌      | 6/17 [00:03<00:05,  1.93it/s, iou=0.8282, loss=-0.7993, lr=2.37e-05]
Epoch 95/120:  35%|███▌      | 6/17 [00:03<00:05,  1.93it/s, iou=0.8321, loss=-0.8488, lr=2.37e-05]
Epoch 95/120:  41%|████      | 7/17 [00:03<00:05,  1.93it/s, iou=0.8321, loss=-0.8488, lr=2.37e-05]
Epoch 95/120:  41%|████      | 7/17 [00:04<00:05,  1.93it/s, iou=0.8338, loss=-0.9061, lr=2.37e-05]
Epoch 95/120:  47%|████▋     | 8/17 [00:04<00:04,  1.94it/s, iou=0.8338, loss=-0.9061, lr=2.37e-05]
Epoch 95/120:  47%|████▋     | 8/17 [00:04<00:04,  1.94it/s, iou=0.8295, loss=-0.8377, lr=2.37e-05]
Epoch 95/120:  53%|█████▎    | 9/17 [00:04<00:04,  1.94it/s, iou=0.8295, loss=-0.8377, lr=2.37e-05]
Epoch 95/120:  53%|█████▎    | 9/17 [00:05<00:04,  1.94it/s, iou=0.8316, loss=-0.9108, lr=2.37e-05]
Epoch 95/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.94it/s, iou=0.8316, loss=-0.9108, lr=2.37e-05]
Epoch 95/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.94it/s, iou=0.8323, loss=-0.8028, lr=2.37e-05]
Epoch 95/120:  65%|██████▍   | 11/17 [00:05<00:03,  1.94it/s, iou=0.8323, loss=-0.8028, lr=2.37e-05]
Epoch 95/120:  65%|██████▍   | 11/17 [00:06<00:03,  1.94it/s, iou=0.8324, loss=-0.8367, lr=2.37e-05]
Epoch 95/120:  71%|███████   | 12/17 [00:06<00:02,  1.94it/s, iou=0.8324, loss=-0.8367, lr=2.37e-05]
Epoch 95/120:  71%|███████   | 12/17 [00:06<00:02,  1.94it/s, iou=0.8326, loss=-0.8741, lr=2.37e-05]
Epoch 95/120:  76%|███████▋  | 13/17 [00:06<00:02,  1.94it/s, iou=0.8326, loss=-0.8741, lr=2.37e-05]
Epoch 95/120:  76%|███████▋  | 13/17 [00:07<00:02,  1.94it/s, iou=0.8331, loss=-0.8883, lr=2.37e-05]
Epoch 95/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.94it/s, iou=0.8331, loss=-0.8883, lr=2.37e-05]
Epoch 95/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.94it/s, iou=0.8345, loss=-0.8374, lr=2.37e-05]
Epoch 95/120:  88%|████████▊ | 15/17 [00:07<00:01,  1.94it/s, iou=0.8345, loss=-0.8374, lr=2.37e-05]
Epoch 95/120:  88%|████████▊ | 15/17 [00:08<00:01,  1.94it/s, iou=0.8357, loss=-0.7525, lr=2.37e-05]
Epoch 95/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.94it/s, iou=0.8357, loss=-0.7525, lr=2.37e-05]
Epoch 95/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.94it/s, iou=0.8355, loss=-0.9705, lr=2.37e-05]
Epoch 95/120: 100%|██████████| 17/17 [00:08<00:00,  2.51it/s, iou=0.8355, loss=-0.9705, lr=2.37e-05]
                                                                                                    
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 95/120: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating:  33%|███▎      | 1/3 [00:00<00:00,  3.34it/s]
Validating:  67%|██████▋   | 2/3 [00:00<00:00,  3.57it/s]
                                                         
[Strategy3 MC Cache] ram_hits=0 disk_hits=0 misses=0 writes=0
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 95/120: train_loss=-0.8387, train_iou=0.8355, train_entropy=0.0000, val_loss=-0.6738, val_iou=0.7124, val_dice=0.7959, val_iou_gain=0.0151, val_biou_gain=0.0381, head_lr=2.206440e-05, encoder_lr=2.206440e-05, val_refine_score=0.5697, es_monitor=val_refine_score, es_value=0.5677, es_best=0.5697, es_wait=3/30, es_active=True, s3_frozen=True

Epoch 96/120:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 96/120:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.8200, loss=-0.8449, lr=2.21e-05]
Epoch 96/120:   6%|▌         | 1/17 [00:00<00:09,  1.68it/s, iou=0.8200, loss=-0.8449, lr=2.21e-05]
Epoch 96/120:   6%|▌         | 1/17 [00:01<00:09,  1.68it/s, iou=0.8243, loss=-0.8356, lr=2.21e-05]
Epoch 96/120:  12%|█▏        | 2/17 [00:01<00:08,  1.82it/s, iou=0.8243, loss=-0.8356, lr=2.21e-05]
Epoch 96/120:  12%|█▏        | 2/17 [00:01<00:08,  1.82it/s, iou=0.8246, loss=-0.8125, lr=2.21e-05]
Epoch 96/120:  18%|█▊        | 3/17 [00:01<00:07,  1.87it/s, iou=0.8246, loss=-0.8125, lr=2.21e-05]
Epoch 96/120:  18%|█▊        | 3/17 [00:02<00:07,  1.87it/s, iou=0.8311, loss=-0.8331, lr=2.21e-05]
Epoch 96/120:  24%|██▎       | 4/17 [00:02<00:06,  1.89it/s, iou=0.8311, loss=-0.8331, lr=2.21e-05]
Epoch 96/120:  24%|██▎       | 4/17 [00:02<00:06,  1.89it/s, iou=0.8280, loss=-0.8528, lr=2.21e-05]
Epoch 96/120:  29%|██▉       | 5/17 [00:02<00:06,  1.91it/s, iou=0.8280, loss=-0.8528, lr=2.21e-05]
Epoch 96/120:  29%|██▉       | 5/17 [00:03<00:06,  1.91it/s, iou=0.8247, loss=-0.8142, lr=2.21e-05]
Epoch 96/120:  35%|███▌      | 6/17 [00:03<00:05,  1.92it/s, iou=0.8247, loss=-0.8142, lr=2.21e-05]
Epoch 96/120:  35%|███▌      | 6/17 [00:03<00:05,  1.92it/s, iou=0.8227, loss=-0.6731, lr=2.21e-05]
Epoch 96/120:  41%|████      | 7/17 [00:03<00:05,  1.92it/s, iou=0.8227, loss=-0.6731, lr=2.21e-05]
Epoch 96/120:  41%|████      | 7/17 [00:04<00:05,  1.92it/s, iou=0.8214, loss=-0.7800, lr=2.21e-05]
Epoch 96/120:  47%|████▋     | 8/17 [00:04<00:04,  1.92it/s, iou=0.8214, loss=-0.7800, lr=2.21e-05]
Epoch 96/120:  47%|████▋     | 8/17 [00:04<00:04,  1.92it/s, iou=0.8266, loss=-0.8371, lr=2.21e-05]
Epoch 96/120:  53%|█████▎    | 9/17 [00:04<00:04,  1.93it/s, iou=0.8266, loss=-0.8371, lr=2.21e-05]
Epoch 96/120:  53%|█████▎    | 9/17 [00:05<00:04,  1.93it/s, iou=0.8313, loss=-0.8685, lr=2.21e-05]
Epoch 96/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.93it/s, iou=0.8313, loss=-0.8685, lr=2.21e-05]
Epoch 96/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.93it/s, iou=0.8334, loss=-0.8302, lr=2.21e-05]
Epoch 96/120:  65%|██████▍   | 11/17 [00:05<00:03,  1.93it/s, iou=0.8334, loss=-0.8302, lr=2.21e-05]
Epoch 96/120:  65%|██████▍   | 11/17 [00:06<00:03,  1.93it/s, iou=0.8353, loss=-0.8743, lr=2.21e-05]
Epoch 96/120:  71%|███████   | 12/17 [00:06<00:02,  1.93it/s, iou=0.8353, loss=-0.8743, lr=2.21e-05]
Epoch 96/120:  71%|███████   | 12/17 [00:06<00:02,  1.93it/s, iou=0.8349, loss=-0.8927, lr=2.21e-05]
Epoch 96/120:  76%|███████▋  | 13/17 [00:06<00:02,  1.93it/s, iou=0.8349, loss=-0.8927, lr=2.21e-05]
Epoch 96/120:  76%|███████▋  | 13/17 [00:07<00:02,  1.93it/s, iou=0.8356, loss=-0.9013, lr=2.21e-05]
Epoch 96/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.93it/s, iou=0.8356, loss=-0.9013, lr=2.21e-05]
Epoch 96/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.93it/s, iou=0.8364, loss=-0.8351, lr=2.21e-05]
Epoch 96/120:  88%|████████▊ | 15/17 [00:07<00:01,  1.93it/s, iou=0.8364, loss=-0.8351, lr=2.21e-05]
Epoch 96/120:  88%|████████▊ | 15/17 [00:08<00:01,  1.93it/s, iou=0.8380, loss=-0.7842, lr=2.21e-05]
Epoch 96/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.93it/s, iou=0.8380, loss=-0.7842, lr=2.21e-05]
Epoch 96/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.93it/s, iou=0.8379, loss=-0.7968, lr=2.21e-05]
Epoch 96/120: 100%|██████████| 17/17 [00:08<00:00,  2.50it/s, iou=0.8379, loss=-0.7968, lr=2.21e-05]
                                                                                                    
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 96/120: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating:  33%|███▎      | 1/3 [00:00<00:00,  3.34it/s]
Validating:  67%|██████▋   | 2/3 [00:00<00:00,  3.60it/s]
                                                         
[Strategy3 MC Cache] ram_hits=0 disk_hits=0 misses=0 writes=0
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 96/120: train_loss=-0.8274, train_iou=0.8379, train_entropy=0.0000, val_loss=-0.6791, val_iou=0.7118, val_dice=0.7955, val_iou_gain=0.0146, val_biou_gain=0.0386, head_lr=2.046773e-05, encoder_lr=2.046773e-05, val_refine_score=0.5697, es_monitor=val_refine_score, es_value=0.5677, es_best=0.5697, es_wait=4/30, es_active=True, s3_frozen=True

Epoch 97/120:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 97/120:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.8167, loss=-0.8495, lr=2.05e-05]
Epoch 97/120:   6%|▌         | 1/17 [00:00<00:08,  1.78it/s, iou=0.8167, loss=-0.8495, lr=2.05e-05]
Epoch 97/120:   6%|▌         | 1/17 [00:01<00:08,  1.78it/s, iou=0.8428, loss=-0.7927, lr=2.05e-05]
Epoch 97/120:  12%|█▏        | 2/17 [00:01<00:08,  1.86it/s, iou=0.8428, loss=-0.7927, lr=2.05e-05]
Epoch 97/120:  12%|█▏        | 2/17 [00:01<00:08,  1.86it/s, iou=0.8323, loss=-0.8559, lr=2.05e-05]
Epoch 97/120:  18%|█▊        | 3/17 [00:01<00:07,  1.90it/s, iou=0.8323, loss=-0.8559, lr=2.05e-05]
Epoch 97/120:  18%|█▊        | 3/17 [00:02<00:07,  1.90it/s, iou=0.8239, loss=-0.6501, lr=2.05e-05]
Epoch 97/120:  24%|██▎       | 4/17 [00:02<00:06,  1.91it/s, iou=0.8239, loss=-0.6501, lr=2.05e-05]
Epoch 97/120:  24%|██▎       | 4/17 [00:02<00:06,  1.91it/s, iou=0.8286, loss=-0.9326, lr=2.05e-05]
Epoch 97/120:  29%|██▉       | 5/17 [00:02<00:06,  1.93it/s, iou=0.8286, loss=-0.9326, lr=2.05e-05]
Epoch 97/120:  29%|██▉       | 5/17 [00:03<00:06,  1.93it/s, iou=0.8241, loss=-0.7745, lr=2.05e-05]
Epoch 97/120:  35%|███▌      | 6/17 [00:03<00:05,  1.93it/s, iou=0.8241, loss=-0.7745, lr=2.05e-05]
Epoch 97/120:  35%|███▌      | 6/17 [00:03<00:05,  1.93it/s, iou=0.8266, loss=-0.8662, lr=2.05e-05]
Epoch 97/120:  41%|████      | 7/17 [00:03<00:05,  1.93it/s, iou=0.8266, loss=-0.8662, lr=2.05e-05]
Epoch 97/120:  41%|████      | 7/17 [00:04<00:05,  1.93it/s, iou=0.8268, loss=-0.7507, lr=2.05e-05]
Epoch 97/120:  47%|████▋     | 8/17 [00:04<00:04,  1.93it/s, iou=0.8268, loss=-0.7507, lr=2.05e-05]
Epoch 97/120:  47%|████▋     | 8/17 [00:04<00:04,  1.93it/s, iou=0.8292, loss=-0.8027, lr=2.05e-05]
Epoch 97/120:  53%|█████▎    | 9/17 [00:04<00:04,  1.94it/s, iou=0.8292, loss=-0.8027, lr=2.05e-05]
Epoch 97/120:  53%|█████▎    | 9/17 [00:05<00:04,  1.94it/s, iou=0.8328, loss=-0.8154, lr=2.05e-05]
Epoch 97/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.93it/s, iou=0.8328, loss=-0.8154, lr=2.05e-05]
Epoch 97/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.93it/s, iou=0.8341, loss=-0.8575, lr=2.05e-05]
Epoch 97/120:  65%|██████▍   | 11/17 [00:05<00:03,  1.94it/s, iou=0.8341, loss=-0.8575, lr=2.05e-05]
Epoch 97/120:  65%|██████▍   | 11/17 [00:06<00:03,  1.94it/s, iou=0.8350, loss=-0.8125, lr=2.05e-05]
Epoch 97/120:  71%|███████   | 12/17 [00:06<00:02,  1.94it/s, iou=0.8350, loss=-0.8125, lr=2.05e-05]
Epoch 97/120:  71%|███████   | 12/17 [00:06<00:02,  1.94it/s, iou=0.8347, loss=-0.9205, lr=2.05e-05]
Epoch 97/120:  76%|███████▋  | 13/17 [00:06<00:02,  1.94it/s, iou=0.8347, loss=-0.9205, lr=2.05e-05]
Epoch 97/120:  76%|███████▋  | 13/17 [00:07<00:02,  1.94it/s, iou=0.8362, loss=-0.9022, lr=2.05e-05]
Epoch 97/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.94it/s, iou=0.8362, loss=-0.9022, lr=2.05e-05]
Epoch 97/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.94it/s, iou=0.8364, loss=-0.7880, lr=2.05e-05]
Epoch 97/120:  88%|████████▊ | 15/17 [00:07<00:01,  1.93it/s, iou=0.8364, loss=-0.7880, lr=2.05e-05]
Epoch 97/120:  88%|████████▊ | 15/17 [00:08<00:01,  1.93it/s, iou=0.8377, loss=-0.8854, lr=2.05e-05]
Epoch 97/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.94it/s, iou=0.8377, loss=-0.8854, lr=2.05e-05]
Epoch 97/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.94it/s, iou=0.8380, loss=-1.1481, lr=2.05e-05]
Epoch 97/120: 100%|██████████| 17/17 [00:08<00:00,  2.52it/s, iou=0.8380, loss=-1.1481, lr=2.05e-05]
                                                                                                    
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 97/120: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating:  33%|███▎      | 1/3 [00:00<00:00,  3.39it/s]
Validating:  67%|██████▋   | 2/3 [00:00<00:00,  3.62it/s]
                                                         
[Strategy3 MC Cache] ram_hits=0 disk_hits=0 misses=0 writes=0
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 97/120: train_loss=-0.8473, train_iou=0.8380, train_entropy=0.0000, val_loss=-0.6782, val_iou=0.7124, val_dice=0.7966, val_iou_gain=0.0151, val_biou_gain=0.0371, head_lr=1.892759e-05, encoder_lr=1.892759e-05, val_refine_score=0.5697, es_monitor=val_refine_score, es_value=0.5673, es_best=0.5697, es_wait=5/30, es_active=True, s3_frozen=True

Epoch 98/120:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 98/120:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.8488, loss=-0.8633, lr=1.89e-05]
Epoch 98/120:   6%|▌         | 1/17 [00:00<00:09,  1.70it/s, iou=0.8488, loss=-0.8633, lr=1.89e-05]
Epoch 98/120:   6%|▌         | 1/17 [00:01<00:09,  1.70it/s, iou=0.8460, loss=-0.8146, lr=1.89e-05]
Epoch 98/120:  12%|█▏        | 2/17 [00:01<00:08,  1.84it/s, iou=0.8460, loss=-0.8146, lr=1.89e-05]
Epoch 98/120:  12%|█▏        | 2/17 [00:01<00:08,  1.84it/s, iou=0.8568, loss=-0.8306, lr=1.89e-05]
Epoch 98/120:  18%|█▊        | 3/17 [00:01<00:07,  1.88it/s, iou=0.8568, loss=-0.8306, lr=1.89e-05]
Epoch 98/120:  18%|█▊        | 3/17 [00:02<00:07,  1.88it/s, iou=0.8570, loss=-0.8183, lr=1.89e-05]
Epoch 98/120:  24%|██▎       | 4/17 [00:02<00:06,  1.91it/s, iou=0.8570, loss=-0.8183, lr=1.89e-05]
Epoch 98/120:  24%|██▎       | 4/17 [00:02<00:06,  1.91it/s, iou=0.8563, loss=-0.8060, lr=1.89e-05]
Epoch 98/120:  29%|██▉       | 5/17 [00:02<00:06,  1.92it/s, iou=0.8563, loss=-0.8060, lr=1.89e-05]
Epoch 98/120:  29%|██▉       | 5/17 [00:03<00:06,  1.92it/s, iou=0.8560, loss=-0.8403, lr=1.89e-05]
Epoch 98/120:  35%|███▌      | 6/17 [00:03<00:05,  1.93it/s, iou=0.8560, loss=-0.8403, lr=1.89e-05]
Epoch 98/120:  35%|███▌      | 6/17 [00:03<00:05,  1.93it/s, iou=0.8539, loss=-0.9567, lr=1.89e-05]
Epoch 98/120:  41%|████      | 7/17 [00:03<00:05,  1.93it/s, iou=0.8539, loss=-0.9567, lr=1.89e-05]
Epoch 98/120:  41%|████      | 7/17 [00:04<00:05,  1.93it/s, iou=0.8518, loss=-0.8134, lr=1.89e-05]
Epoch 98/120:  47%|████▋     | 8/17 [00:04<00:04,  1.93it/s, iou=0.8518, loss=-0.8134, lr=1.89e-05]
Epoch 98/120:  47%|████▋     | 8/17 [00:04<00:04,  1.93it/s, iou=0.8472, loss=-0.7803, lr=1.89e-05]
Epoch 98/120:  53%|█████▎    | 9/17 [00:04<00:04,  1.93it/s, iou=0.8472, loss=-0.7803, lr=1.89e-05]
Epoch 98/120:  53%|█████▎    | 9/17 [00:05<00:04,  1.93it/s, iou=0.8470, loss=-0.8591, lr=1.89e-05]
Epoch 98/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.94it/s, iou=0.8470, loss=-0.8591, lr=1.89e-05]
Epoch 98/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.94it/s, iou=0.8486, loss=-0.8692, lr=1.89e-05]
Epoch 98/120:  65%|██████▍   | 11/17 [00:05<00:03,  1.94it/s, iou=0.8486, loss=-0.8692, lr=1.89e-05]
Epoch 98/120:  65%|██████▍   | 11/17 [00:06<00:03,  1.94it/s, iou=0.8409, loss=-0.7529, lr=1.89e-05]
Epoch 98/120:  71%|███████   | 12/17 [00:06<00:02,  1.94it/s, iou=0.8409, loss=-0.7529, lr=1.89e-05]
Epoch 98/120:  71%|███████   | 12/17 [00:06<00:02,  1.94it/s, iou=0.8359, loss=-0.7029, lr=1.89e-05]
Epoch 98/120:  76%|███████▋  | 13/17 [00:06<00:02,  1.94it/s, iou=0.8359, loss=-0.7029, lr=1.89e-05]
Epoch 98/120:  76%|███████▋  | 13/17 [00:07<00:02,  1.94it/s, iou=0.8381, loss=-0.8446, lr=1.89e-05]
Epoch 98/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.94it/s, iou=0.8381, loss=-0.8446, lr=1.89e-05]
Epoch 98/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.94it/s, iou=0.8397, loss=-0.8733, lr=1.89e-05]
Epoch 98/120:  88%|████████▊ | 15/17 [00:07<00:01,  1.94it/s, iou=0.8397, loss=-0.8733, lr=1.89e-05]
Epoch 98/120:  88%|████████▊ | 15/17 [00:08<00:01,  1.94it/s, iou=0.8391, loss=-0.8678, lr=1.89e-05]
Epoch 98/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.94it/s, iou=0.8391, loss=-0.8678, lr=1.89e-05]
Epoch 98/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.94it/s, iou=0.8393, loss=-1.0323, lr=1.89e-05]
Epoch 98/120: 100%|██████████| 17/17 [00:08<00:00,  2.51it/s, iou=0.8393, loss=-1.0323, lr=1.89e-05]
                                                                                                    
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 98/120: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating:  33%|███▎      | 1/3 [00:00<00:00,  3.38it/s]
Validating:  67%|██████▋   | 2/3 [00:00<00:00,  3.61it/s]
                                                         
[Strategy3 MC Cache] ram_hits=0 disk_hits=0 misses=0 writes=0
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 98/120: train_loss=-0.8427, train_iou=0.8393, train_entropy=0.0000, val_loss=-0.7085, val_iou=0.7136, val_dice=0.7969, val_iou_gain=0.0163, val_biou_gain=0.0423, head_lr=1.744502e-05, encoder_lr=1.744502e-05, val_refine_score=0.5704, es_monitor=val_refine_score, es_value=0.5704, es_best=0.5704, es_wait=0/30, es_active=True, s3_frozen=True

Epoch 99/120:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 99/120:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.8381, loss=-0.9074, lr=1.74e-05]
Epoch 99/120:   6%|▌         | 1/17 [00:00<00:09,  1.63it/s, iou=0.8381, loss=-0.9074, lr=1.74e-05]
Epoch 99/120:   6%|▌         | 1/17 [00:01<00:09,  1.63it/s, iou=0.8328, loss=-0.8988, lr=1.74e-05]
Epoch 99/120:  12%|█▏        | 2/17 [00:01<00:08,  1.80it/s, iou=0.8328, loss=-0.8988, lr=1.74e-05]
Epoch 99/120:  12%|█▏        | 2/17 [00:01<00:08,  1.80it/s, iou=0.8426, loss=-0.8983, lr=1.74e-05]
Epoch 99/120:  18%|█▊        | 3/17 [00:01<00:07,  1.85it/s, iou=0.8426, loss=-0.8983, lr=1.74e-05]
Epoch 99/120:  18%|█▊        | 3/17 [00:02<00:07,  1.85it/s, iou=0.8372, loss=-0.9091, lr=1.74e-05]
Epoch 99/120:  24%|██▎       | 4/17 [00:02<00:06,  1.88it/s, iou=0.8372, loss=-0.9091, lr=1.74e-05]
Epoch 99/120:  24%|██▎       | 4/17 [00:02<00:06,  1.88it/s, iou=0.8402, loss=-0.8324, lr=1.74e-05]
Epoch 99/120:  29%|██▉       | 5/17 [00:02<00:06,  1.90it/s, iou=0.8402, loss=-0.8324, lr=1.74e-05]
Epoch 99/120:  29%|██▉       | 5/17 [00:03<00:06,  1.90it/s, iou=0.8416, loss=-0.6855, lr=1.74e-05]
Epoch 99/120:  35%|███▌      | 6/17 [00:03<00:05,  1.91it/s, iou=0.8416, loss=-0.6855, lr=1.74e-05]
Epoch 99/120:  35%|███▌      | 6/17 [00:03<00:05,  1.91it/s, iou=0.8391, loss=-0.9209, lr=1.74e-05]
Epoch 99/120:  41%|████      | 7/17 [00:03<00:05,  1.92it/s, iou=0.8391, loss=-0.9209, lr=1.74e-05]
Epoch 99/120:  41%|████      | 7/17 [00:04<00:05,  1.92it/s, iou=0.8415, loss=-0.8289, lr=1.74e-05]
Epoch 99/120:  47%|████▋     | 8/17 [00:04<00:04,  1.92it/s, iou=0.8415, loss=-0.8289, lr=1.74e-05]
Epoch 99/120:  47%|████▋     | 8/17 [00:04<00:04,  1.92it/s, iou=0.8424, loss=-0.8693, lr=1.74e-05]
Epoch 99/120:  53%|█████▎    | 9/17 [00:04<00:04,  1.93it/s, iou=0.8424, loss=-0.8693, lr=1.74e-05]
Epoch 99/120:  53%|█████▎    | 9/17 [00:05<00:04,  1.93it/s, iou=0.8417, loss=-0.8923, lr=1.74e-05]
Epoch 99/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.93it/s, iou=0.8417, loss=-0.8923, lr=1.74e-05]
Epoch 99/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.93it/s, iou=0.8424, loss=-0.8140, lr=1.74e-05]
Epoch 99/120:  65%|██████▍   | 11/17 [00:05<00:03,  1.93it/s, iou=0.8424, loss=-0.8140, lr=1.74e-05]
Epoch 99/120:  65%|██████▍   | 11/17 [00:06<00:03,  1.93it/s, iou=0.8413, loss=-0.7926, lr=1.74e-05]
Epoch 99/120:  71%|███████   | 12/17 [00:06<00:02,  1.93it/s, iou=0.8413, loss=-0.7926, lr=1.74e-05]
Epoch 99/120:  71%|███████   | 12/17 [00:06<00:02,  1.93it/s, iou=0.8428, loss=-0.8541, lr=1.74e-05]
Epoch 99/120:  76%|███████▋  | 13/17 [00:06<00:02,  1.93it/s, iou=0.8428, loss=-0.8541, lr=1.74e-05]
Epoch 99/120:  76%|███████▋  | 13/17 [00:07<00:02,  1.93it/s, iou=0.8414, loss=-0.7813, lr=1.74e-05]
Epoch 99/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.93it/s, iou=0.8414, loss=-0.7813, lr=1.74e-05]
Epoch 99/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.93it/s, iou=0.8373, loss=-0.7042, lr=1.74e-05]
Epoch 99/120:  88%|████████▊ | 15/17 [00:07<00:01,  1.94it/s, iou=0.8373, loss=-0.7042, lr=1.74e-05]
Epoch 99/120:  88%|████████▊ | 15/17 [00:08<00:01,  1.94it/s, iou=0.8381, loss=-0.8699, lr=1.74e-05]
Epoch 99/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.94it/s, iou=0.8381, loss=-0.8699, lr=1.74e-05]
Epoch 99/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.94it/s, iou=0.8384, loss=-0.8703, lr=1.74e-05]
Epoch 99/120: 100%|██████████| 17/17 [00:08<00:00,  2.52it/s, iou=0.8384, loss=-0.8703, lr=1.74e-05]
                                                                                                    
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 99/120: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating:  33%|███▎      | 1/3 [00:00<00:00,  3.44it/s]
Validating:  67%|██████▋   | 2/3 [00:00<00:00,  3.65it/s]
                                                         
[Strategy3 MC Cache] ram_hits=0 disk_hits=0 misses=0 writes=0
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 99/120: train_loss=-0.8429, train_iou=0.8384, train_entropy=0.0000, val_loss=-0.6872, val_iou=0.7128, val_dice=0.7970, val_iou_gain=0.0156, val_biou_gain=0.0388, head_lr=1.602103e-05, encoder_lr=1.602103e-05, val_refine_score=0.5704, es_monitor=val_refine_score, es_value=0.5683, es_best=0.5704, es_wait=1/30, es_active=True, s3_frozen=True

Epoch 100/120:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 100/120:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.8517, loss=-0.8242, lr=1.60e-05]
Epoch 100/120:   6%|▌         | 1/17 [00:00<00:09,  1.72it/s, iou=0.8517, loss=-0.8242, lr=1.60e-05]
Epoch 100/120:   6%|▌         | 1/17 [00:01<00:09,  1.72it/s, iou=0.8551, loss=-0.6542, lr=1.60e-05]
Epoch 100/120:  12%|█▏        | 2/17 [00:01<00:08,  1.84it/s, iou=0.8551, loss=-0.6542, lr=1.60e-05]
Epoch 100/120:  12%|█▏        | 2/17 [00:01<00:08,  1.84it/s, iou=0.8563, loss=-0.8320, lr=1.60e-05]
Epoch 100/120:  18%|█▊        | 3/17 [00:01<00:07,  1.88it/s, iou=0.8563, loss=-0.8320, lr=1.60e-05]
Epoch 100/120:  18%|█▊        | 3/17 [00:02<00:07,  1.88it/s, iou=0.8449, loss=-0.8724, lr=1.60e-05]
Epoch 100/120:  24%|██▎       | 4/17 [00:02<00:06,  1.90it/s, iou=0.8449, loss=-0.8724, lr=1.60e-05]
Epoch 100/120:  24%|██▎       | 4/17 [00:02<00:06,  1.90it/s, iou=0.8331, loss=-0.7890, lr=1.60e-05]
Epoch 100/120:  29%|██▉       | 5/17 [00:02<00:06,  1.91it/s, iou=0.8331, loss=-0.7890, lr=1.60e-05]
Epoch 100/120:  29%|██▉       | 5/17 [00:03<00:06,  1.91it/s, iou=0.8328, loss=-0.7632, lr=1.60e-05]
Epoch 100/120:  35%|███▌      | 6/17 [00:03<00:05,  1.92it/s, iou=0.8328, loss=-0.7632, lr=1.60e-05]
Epoch 100/120:  35%|███▌      | 6/17 [00:03<00:05,  1.92it/s, iou=0.8311, loss=-0.7510, lr=1.60e-05]
Epoch 100/120:  41%|████      | 7/17 [00:03<00:05,  1.92it/s, iou=0.8311, loss=-0.7510, lr=1.60e-05]
Epoch 100/120:  41%|████      | 7/17 [00:04<00:05,  1.92it/s, iou=0.8329, loss=-0.8175, lr=1.60e-05]
Epoch 100/120:  47%|████▋     | 8/17 [00:04<00:04,  1.92it/s, iou=0.8329, loss=-0.8175, lr=1.60e-05]
Epoch 100/120:  47%|████▋     | 8/17 [00:04<00:04,  1.92it/s, iou=0.8306, loss=-0.8809, lr=1.60e-05]
Epoch 100/120:  53%|█████▎    | 9/17 [00:04<00:04,  1.93it/s, iou=0.8306, loss=-0.8809, lr=1.60e-05]
Epoch 100/120:  53%|█████▎    | 9/17 [00:05<00:04,  1.93it/s, iou=0.8347, loss=-0.8642, lr=1.60e-05]
Epoch 100/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.93it/s, iou=0.8347, loss=-0.8642, lr=1.60e-05]
Epoch 100/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.93it/s, iou=0.8375, loss=-0.8926, lr=1.60e-05]
Epoch 100/120:  65%|██████▍   | 11/17 [00:05<00:03,  1.92it/s, iou=0.8375, loss=-0.8926, lr=1.60e-05]
Epoch 100/120:  65%|██████▍   | 11/17 [00:06<00:03,  1.92it/s, iou=0.8387, loss=-0.8912, lr=1.60e-05]
Epoch 100/120:  71%|███████   | 12/17 [00:06<00:02,  1.92it/s, iou=0.8387, loss=-0.8912, lr=1.60e-05]
Epoch 100/120:  71%|███████   | 12/17 [00:06<00:02,  1.92it/s, iou=0.8397, loss=-0.8626, lr=1.60e-05]
Epoch 100/120:  76%|███████▋  | 13/17 [00:06<00:02,  1.92it/s, iou=0.8397, loss=-0.8626, lr=1.60e-05]
Epoch 100/120:  76%|███████▋  | 13/17 [00:07<00:02,  1.92it/s, iou=0.8399, loss=-0.7276, lr=1.60e-05]
Epoch 100/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.93it/s, iou=0.8399, loss=-0.7276, lr=1.60e-05]
Epoch 100/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.93it/s, iou=0.8391, loss=-0.9251, lr=1.60e-05]
Epoch 100/120:  88%|████████▊ | 15/17 [00:07<00:01,  1.93it/s, iou=0.8391, loss=-0.9251, lr=1.60e-05]
Epoch 100/120:  88%|████████▊ | 15/17 [00:08<00:01,  1.93it/s, iou=0.8398, loss=-0.9331, lr=1.60e-05]
Epoch 100/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.93it/s, iou=0.8398, loss=-0.9331, lr=1.60e-05]
Epoch 100/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.93it/s, iou=0.8403, loss=-1.0074, lr=1.60e-05]
Epoch 100/120: 100%|██████████| 17/17 [00:08<00:00,  2.51it/s, iou=0.8403, loss=-1.0074, lr=1.60e-05]
                                                                                                     
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 100/120: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating:  33%|███▎      | 1/3 [00:00<00:00,  3.37it/s]
Validating:  67%|██████▋   | 2/3 [00:00<00:00,  3.61it/s]
                                                         
[Strategy3 MC Cache] ram_hits=0 disk_hits=0 misses=0 writes=0
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 100/120: train_loss=-0.8405, train_iou=0.8403, train_entropy=0.0000, val_loss=-0.7065, val_iou=0.7136, val_dice=0.7968, val_iou_gain=0.0164, val_biou_gain=0.0423, head_lr=1.465662e-05, encoder_lr=1.465662e-05, val_refine_score=0.5705, es_monitor=val_refine_score, es_value=0.5705, es_best=0.5705, es_wait=0/30, es_active=True, s3_frozen=True

Epoch 101/120:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 101/120:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.8276, loss=-0.9540, lr=1.47e-05]
Epoch 101/120:   6%|▌         | 1/17 [00:00<00:09,  1.70it/s, iou=0.8276, loss=-0.9540, lr=1.47e-05]
Epoch 101/120:   6%|▌         | 1/17 [00:01<00:09,  1.70it/s, iou=0.8471, loss=-0.9996, lr=1.47e-05]
Epoch 101/120:  12%|█▏        | 2/17 [00:01<00:08,  1.84it/s, iou=0.8471, loss=-0.9996, lr=1.47e-05]
Epoch 101/120:  12%|█▏        | 2/17 [00:01<00:08,  1.84it/s, iou=0.8562, loss=-0.8020, lr=1.47e-05]
Epoch 101/120:  18%|█▊        | 3/17 [00:01<00:07,  1.89it/s, iou=0.8562, loss=-0.8020, lr=1.47e-05]
Epoch 101/120:  18%|█▊        | 3/17 [00:02<00:07,  1.89it/s, iou=0.8557, loss=-0.7952, lr=1.47e-05]
Epoch 101/120:  24%|██▎       | 4/17 [00:02<00:06,  1.91it/s, iou=0.8557, loss=-0.7952, lr=1.47e-05]
Epoch 101/120:  24%|██▎       | 4/17 [00:02<00:06,  1.91it/s, iou=0.8502, loss=-0.7137, lr=1.47e-05]
Epoch 101/120:  29%|██▉       | 5/17 [00:02<00:06,  1.92it/s, iou=0.8502, loss=-0.7137, lr=1.47e-05]
Epoch 101/120:  29%|██▉       | 5/17 [00:03<00:06,  1.92it/s, iou=0.8471, loss=-0.8026, lr=1.47e-05]
Epoch 101/120:  35%|███▌      | 6/17 [00:03<00:05,  1.93it/s, iou=0.8471, loss=-0.8026, lr=1.47e-05]
Epoch 101/120:  35%|███▌      | 6/17 [00:03<00:05,  1.93it/s, iou=0.8414, loss=-0.7812, lr=1.47e-05]
Epoch 101/120:  41%|████      | 7/17 [00:03<00:05,  1.93it/s, iou=0.8414, loss=-0.7812, lr=1.47e-05]
Epoch 101/120:  41%|████      | 7/17 [00:04<00:05,  1.93it/s, iou=0.8384, loss=-0.7463, lr=1.47e-05]
Epoch 101/120:  47%|████▋     | 8/17 [00:04<00:04,  1.94it/s, iou=0.8384, loss=-0.7463, lr=1.47e-05]
Epoch 101/120:  47%|████▋     | 8/17 [00:04<00:04,  1.94it/s, iou=0.8396, loss=-0.8803, lr=1.47e-05]
Epoch 101/120:  53%|█████▎    | 9/17 [00:04<00:04,  1.94it/s, iou=0.8396, loss=-0.8803, lr=1.47e-05]
Epoch 101/120:  53%|█████▎    | 9/17 [00:05<00:04,  1.94it/s, iou=0.8432, loss=-0.9342, lr=1.47e-05]
Epoch 101/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.94it/s, iou=0.8432, loss=-0.9342, lr=1.47e-05]
Epoch 101/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.94it/s, iou=0.8399, loss=-0.8631, lr=1.47e-05]
Epoch 101/120:  65%|██████▍   | 11/17 [00:05<00:03,  1.94it/s, iou=0.8399, loss=-0.8631, lr=1.47e-05]
Epoch 101/120:  65%|██████▍   | 11/17 [00:06<00:03,  1.94it/s, iou=0.8366, loss=-0.6942, lr=1.47e-05]
Epoch 101/120:  71%|███████   | 12/17 [00:06<00:02,  1.94it/s, iou=0.8366, loss=-0.6942, lr=1.47e-05]
Epoch 101/120:  71%|███████   | 12/17 [00:06<00:02,  1.94it/s, iou=0.8382, loss=-0.9315, lr=1.47e-05]
Epoch 101/120:  76%|███████▋  | 13/17 [00:06<00:02,  1.94it/s, iou=0.8382, loss=-0.9315, lr=1.47e-05]
Epoch 101/120:  76%|███████▋  | 13/17 [00:07<00:02,  1.94it/s, iou=0.8373, loss=-0.7268, lr=1.47e-05]
Epoch 101/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.94it/s, iou=0.8373, loss=-0.7268, lr=1.47e-05]
Epoch 101/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.94it/s, iou=0.8372, loss=-0.6826, lr=1.47e-05]
Epoch 101/120:  88%|████████▊ | 15/17 [00:07<00:01,  1.95it/s, iou=0.8372, loss=-0.6826, lr=1.47e-05]
Epoch 101/120:  88%|████████▊ | 15/17 [00:08<00:01,  1.95it/s, iou=0.8380, loss=-0.8989, lr=1.47e-05]
Epoch 101/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.95it/s, iou=0.8380, loss=-0.8989, lr=1.47e-05]
Epoch 101/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.95it/s, iou=0.8374, loss=-1.0804, lr=1.47e-05]
Epoch 101/120: 100%|██████████| 17/17 [00:08<00:00,  2.54it/s, iou=0.8374, loss=-1.0804, lr=1.47e-05]
                                                                                                     
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 101/120: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating:  33%|███▎      | 1/3 [00:00<00:00,  3.41it/s]
Validating:  67%|██████▋   | 2/3 [00:00<00:00,  3.63it/s]
                                                         
[Strategy3 MC Cache] ram_hits=0 disk_hits=0 misses=0 writes=0
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 101/120: train_loss=-0.8404, train_iou=0.8374, train_entropy=0.0000, val_loss=-0.6732, val_iou=0.7129, val_dice=0.7962, val_iou_gain=0.0156, val_biou_gain=0.0387, head_lr=1.335270e-05, encoder_lr=1.335270e-05, val_refine_score=0.5705, es_monitor=val_refine_score, es_value=0.5683, es_best=0.5705, es_wait=1/30, es_active=True, s3_frozen=True

Epoch 102/120:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 102/120:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.8380, loss=-0.7777, lr=1.34e-05]
Epoch 102/120:   6%|▌         | 1/17 [00:00<00:09,  1.67it/s, iou=0.8380, loss=-0.7777, lr=1.34e-05]
Epoch 102/120:   6%|▌         | 1/17 [00:01<00:09,  1.67it/s, iou=0.8485, loss=-0.8732, lr=1.34e-05]
Epoch 102/120:  12%|█▏        | 2/17 [00:01<00:08,  1.80it/s, iou=0.8485, loss=-0.8732, lr=1.34e-05]
Epoch 102/120:  12%|█▏        | 2/17 [00:01<00:08,  1.80it/s, iou=0.8464, loss=-0.9797, lr=1.34e-05]
Epoch 102/120:  18%|█▊        | 3/17 [00:01<00:07,  1.86it/s, iou=0.8464, loss=-0.9797, lr=1.34e-05]
Epoch 102/120:  18%|█▊        | 3/17 [00:02<00:07,  1.86it/s, iou=0.8480, loss=-0.6627, lr=1.34e-05]
Epoch 102/120:  24%|██▎       | 4/17 [00:02<00:06,  1.89it/s, iou=0.8480, loss=-0.6627, lr=1.34e-05]
Epoch 102/120:  24%|██▎       | 4/17 [00:02<00:06,  1.89it/s, iou=0.8473, loss=-0.8894, lr=1.34e-05]
Epoch 102/120:  29%|██▉       | 5/17 [00:02<00:06,  1.90it/s, iou=0.8473, loss=-0.8894, lr=1.34e-05]
Epoch 102/120:  29%|██▉       | 5/17 [00:03<00:06,  1.90it/s, iou=0.8490, loss=-0.8360, lr=1.34e-05]
Epoch 102/120:  35%|███▌      | 6/17 [00:03<00:05,  1.91it/s, iou=0.8490, loss=-0.8360, lr=1.34e-05]
Epoch 102/120:  35%|███▌      | 6/17 [00:03<00:05,  1.91it/s, iou=0.8501, loss=-0.7525, lr=1.34e-05]
Epoch 102/120:  41%|████      | 7/17 [00:03<00:05,  1.91it/s, iou=0.8501, loss=-0.7525, lr=1.34e-05]
Epoch 102/120:  41%|████      | 7/17 [00:04<00:05,  1.91it/s, iou=0.8452, loss=-0.7873, lr=1.34e-05]
Epoch 102/120:  47%|████▋     | 8/17 [00:04<00:04,  1.92it/s, iou=0.8452, loss=-0.7873, lr=1.34e-05]
Epoch 102/120:  47%|████▋     | 8/17 [00:04<00:04,  1.92it/s, iou=0.8441, loss=-0.8134, lr=1.34e-05]
Epoch 102/120:  53%|█████▎    | 9/17 [00:04<00:04,  1.93it/s, iou=0.8441, loss=-0.8134, lr=1.34e-05]
Epoch 102/120:  53%|█████▎    | 9/17 [00:05<00:04,  1.93it/s, iou=0.8450, loss=-0.9470, lr=1.34e-05]
Epoch 102/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.93it/s, iou=0.8450, loss=-0.9470, lr=1.34e-05]
Epoch 102/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.93it/s, iou=0.8449, loss=-0.8778, lr=1.34e-05]
Epoch 102/120:  65%|██████▍   | 11/17 [00:05<00:03,  1.93it/s, iou=0.8449, loss=-0.8778, lr=1.34e-05]
Epoch 102/120:  65%|██████▍   | 11/17 [00:06<00:03,  1.93it/s, iou=0.8432, loss=-0.8271, lr=1.34e-05]
Epoch 102/120:  71%|███████   | 12/17 [00:06<00:02,  1.94it/s, iou=0.8432, loss=-0.8271, lr=1.34e-05]
Epoch 102/120:  71%|███████   | 12/17 [00:06<00:02,  1.94it/s, iou=0.8404, loss=-0.8934, lr=1.34e-05]
Epoch 102/120:  76%|███████▋  | 13/17 [00:06<00:02,  1.94it/s, iou=0.8404, loss=-0.8934, lr=1.34e-05]
Epoch 102/120:  76%|███████▋  | 13/17 [00:07<00:02,  1.94it/s, iou=0.8418, loss=-0.9139, lr=1.34e-05]
Epoch 102/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.94it/s, iou=0.8418, loss=-0.9139, lr=1.34e-05]
Epoch 102/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.94it/s, iou=0.8416, loss=-0.7541, lr=1.34e-05]
Epoch 102/120:  88%|████████▊ | 15/17 [00:07<00:01,  1.94it/s, iou=0.8416, loss=-0.7541, lr=1.34e-05]
Epoch 102/120:  88%|████████▊ | 15/17 [00:08<00:01,  1.94it/s, iou=0.8418, loss=-0.8454, lr=1.34e-05]
Epoch 102/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.94it/s, iou=0.8418, loss=-0.8454, lr=1.34e-05]
Epoch 102/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.94it/s, iou=0.8421, loss=-1.4017, lr=1.34e-05]
Epoch 102/120: 100%|██████████| 17/17 [00:08<00:00,  2.52it/s, iou=0.8421, loss=-1.4017, lr=1.34e-05]
                                                                                                     
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 102/120: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating:  33%|███▎      | 1/3 [00:00<00:00,  3.42it/s]
Validating:  67%|██████▋   | 2/3 [00:00<00:00,  3.67it/s]
                                                         
[Strategy3 MC Cache] ram_hits=0 disk_hits=0 misses=0 writes=0
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 102/120: train_loss=-0.8725, train_iou=0.8421, train_entropy=0.0000, val_loss=-0.6937, val_iou=0.7136, val_dice=0.7969, val_iou_gain=0.0163, val_biou_gain=0.0405, head_lr=1.211018e-05, encoder_lr=1.211018e-05, val_refine_score=0.5705, es_monitor=val_refine_score, es_value=0.5696, es_best=0.5705, es_wait=2/30, es_active=True, s3_frozen=True

Epoch 103/120:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 103/120:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.8034, loss=-0.8495, lr=1.21e-05]
Epoch 103/120:   6%|▌         | 1/17 [00:00<00:09,  1.63it/s, iou=0.8034, loss=-0.8495, lr=1.21e-05]
Epoch 103/120:   6%|▌         | 1/17 [00:01<00:09,  1.63it/s, iou=0.8301, loss=-0.7591, lr=1.21e-05]
Epoch 103/120:  12%|█▏        | 2/17 [00:01<00:08,  1.80it/s, iou=0.8301, loss=-0.7591, lr=1.21e-05]
Epoch 103/120:  12%|█▏        | 2/17 [00:01<00:08,  1.80it/s, iou=0.8236, loss=-0.8267, lr=1.21e-05]
Epoch 103/120:  18%|█▊        | 3/17 [00:01<00:07,  1.86it/s, iou=0.8236, loss=-0.8267, lr=1.21e-05]
Epoch 103/120:  18%|█▊        | 3/17 [00:02<00:07,  1.86it/s, iou=0.8297, loss=-0.8348, lr=1.21e-05]
Epoch 103/120:  24%|██▎       | 4/17 [00:02<00:06,  1.90it/s, iou=0.8297, loss=-0.8348, lr=1.21e-05]
Epoch 103/120:  24%|██▎       | 4/17 [00:02<00:06,  1.90it/s, iou=0.8346, loss=-0.8177, lr=1.21e-05]
Epoch 103/120:  29%|██▉       | 5/17 [00:02<00:06,  1.91it/s, iou=0.8346, loss=-0.8177, lr=1.21e-05]
Epoch 103/120:  29%|██▉       | 5/17 [00:03<00:06,  1.91it/s, iou=0.8286, loss=-0.7631, lr=1.21e-05]
Epoch 103/120:  35%|███▌      | 6/17 [00:03<00:05,  1.93it/s, iou=0.8286, loss=-0.7631, lr=1.21e-05]
Epoch 103/120:  35%|███▌      | 6/17 [00:03<00:05,  1.93it/s, iou=0.8346, loss=-0.8509, lr=1.21e-05]
Epoch 103/120:  41%|████      | 7/17 [00:03<00:05,  1.93it/s, iou=0.8346, loss=-0.8509, lr=1.21e-05]
Epoch 103/120:  41%|████      | 7/17 [00:04<00:05,  1.93it/s, iou=0.8364, loss=-0.7279, lr=1.21e-05]
Epoch 103/120:  47%|████▋     | 8/17 [00:04<00:04,  1.94it/s, iou=0.8364, loss=-0.7279, lr=1.21e-05]
Epoch 103/120:  47%|████▋     | 8/17 [00:04<00:04,  1.94it/s, iou=0.8338, loss=-0.7540, lr=1.21e-05]
Epoch 103/120:  53%|█████▎    | 9/17 [00:04<00:04,  1.94it/s, iou=0.8338, loss=-0.7540, lr=1.21e-05]
Epoch 103/120:  53%|█████▎    | 9/17 [00:05<00:04,  1.94it/s, iou=0.8357, loss=-0.9320, lr=1.21e-05]
Epoch 103/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.94it/s, iou=0.8357, loss=-0.9320, lr=1.21e-05]
Epoch 103/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.94it/s, iou=0.8311, loss=-0.7675, lr=1.21e-05]
Epoch 103/120:  65%|██████▍   | 11/17 [00:05<00:03,  1.94it/s, iou=0.8311, loss=-0.7675, lr=1.21e-05]
Epoch 103/120:  65%|██████▍   | 11/17 [00:06<00:03,  1.94it/s, iou=0.8328, loss=-0.9736, lr=1.21e-05]
Epoch 103/120:  71%|███████   | 12/17 [00:06<00:02,  1.94it/s, iou=0.8328, loss=-0.9736, lr=1.21e-05]
Epoch 103/120:  71%|███████   | 12/17 [00:06<00:02,  1.94it/s, iou=0.8330, loss=-0.8607, lr=1.21e-05]
Epoch 103/120:  76%|███████▋  | 13/17 [00:06<00:02,  1.93it/s, iou=0.8330, loss=-0.8607, lr=1.21e-05]
Epoch 103/120:  76%|███████▋  | 13/17 [00:07<00:02,  1.93it/s, iou=0.8331, loss=-0.8127, lr=1.21e-05]
Epoch 103/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.94it/s, iou=0.8331, loss=-0.8127, lr=1.21e-05]
Epoch 103/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.94it/s, iou=0.8330, loss=-0.9005, lr=1.21e-05]
Epoch 103/120:  88%|████████▊ | 15/17 [00:07<00:01,  1.94it/s, iou=0.8330, loss=-0.9005, lr=1.21e-05]
Epoch 103/120:  88%|████████▊ | 15/17 [00:08<00:01,  1.94it/s, iou=0.8343, loss=-0.8229, lr=1.21e-05]
Epoch 103/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.94it/s, iou=0.8343, loss=-0.8229, lr=1.21e-05]
Epoch 103/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.94it/s, iou=0.8345, loss=-0.7275, lr=1.21e-05]
Epoch 103/120: 100%|██████████| 17/17 [00:08<00:00,  2.51it/s, iou=0.8345, loss=-0.7275, lr=1.21e-05]
                                                                                                     
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 103/120: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating:  33%|███▎      | 1/3 [00:00<00:00,  3.43it/s]
Validating:  67%|██████▋   | 2/3 [00:00<00:00,  3.63it/s]
                                                         
[Strategy3 MC Cache] ram_hits=0 disk_hits=0 misses=0 writes=0
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 103/120: train_loss=-0.8224, train_iou=0.8345, train_entropy=0.0000, val_loss=-0.7062, val_iou=0.7126, val_dice=0.7958, val_iou_gain=0.0154, val_biou_gain=0.0408, head_lr=1.092991e-05, encoder_lr=1.092991e-05, val_refine_score=0.5705, es_monitor=val_refine_score, es_value=0.5692, es_best=0.5705, es_wait=3/30, es_active=True, s3_frozen=True

Epoch 104/120:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 104/120:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.8680, loss=-0.7405, lr=1.09e-05]
Epoch 104/120:   6%|▌         | 1/17 [00:00<00:09,  1.61it/s, iou=0.8680, loss=-0.7405, lr=1.09e-05]
Epoch 104/120:   6%|▌         | 1/17 [00:01<00:09,  1.61it/s, iou=0.8370, loss=-0.7989, lr=1.09e-05]
Epoch 104/120:  12%|█▏        | 2/17 [00:01<00:08,  1.78it/s, iou=0.8370, loss=-0.7989, lr=1.09e-05]
Epoch 104/120:  12%|█▏        | 2/17 [00:01<00:08,  1.78it/s, iou=0.8409, loss=-0.9125, lr=1.09e-05]
Epoch 104/120:  18%|█▊        | 3/17 [00:01<00:07,  1.85it/s, iou=0.8409, loss=-0.9125, lr=1.09e-05]
Epoch 104/120:  18%|█▊        | 3/17 [00:02<00:07,  1.85it/s, iou=0.8354, loss=-0.8605, lr=1.09e-05]
Epoch 104/120:  24%|██▎       | 4/17 [00:02<00:06,  1.87it/s, iou=0.8354, loss=-0.8605, lr=1.09e-05]
Epoch 104/120:  24%|██▎       | 4/17 [00:02<00:06,  1.87it/s, iou=0.8360, loss=-0.9176, lr=1.09e-05]
Epoch 104/120:  29%|██▉       | 5/17 [00:02<00:06,  1.89it/s, iou=0.8360, loss=-0.9176, lr=1.09e-05]
Epoch 104/120:  29%|██▉       | 5/17 [00:03<00:06,  1.89it/s, iou=0.8382, loss=-0.9025, lr=1.09e-05]
Epoch 104/120:  35%|███▌      | 6/17 [00:03<00:05,  1.91it/s, iou=0.8382, loss=-0.9025, lr=1.09e-05]
Epoch 104/120:  35%|███▌      | 6/17 [00:03<00:05,  1.91it/s, iou=0.8369, loss=-0.7447, lr=1.09e-05]
Epoch 104/120:  41%|████      | 7/17 [00:03<00:05,  1.92it/s, iou=0.8369, loss=-0.7447, lr=1.09e-05]
Epoch 104/120:  41%|████      | 7/17 [00:04<00:05,  1.92it/s, iou=0.8375, loss=-0.8223, lr=1.09e-05]
Epoch 104/120:  47%|████▋     | 8/17 [00:04<00:04,  1.92it/s, iou=0.8375, loss=-0.8223, lr=1.09e-05]
Epoch 104/120:  47%|████▋     | 8/17 [00:04<00:04,  1.92it/s, iou=0.8406, loss=-0.9677, lr=1.09e-05]
Epoch 104/120:  53%|█████▎    | 9/17 [00:04<00:04,  1.93it/s, iou=0.8406, loss=-0.9677, lr=1.09e-05]
Epoch 104/120:  53%|█████▎    | 9/17 [00:05<00:04,  1.93it/s, iou=0.8358, loss=-0.8178, lr=1.09e-05]
Epoch 104/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.93it/s, iou=0.8358, loss=-0.8178, lr=1.09e-05]
Epoch 104/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.93it/s, iou=0.8385, loss=-0.8721, lr=1.09e-05]
Epoch 104/120:  65%|██████▍   | 11/17 [00:05<00:03,  1.93it/s, iou=0.8385, loss=-0.8721, lr=1.09e-05]
Epoch 104/120:  65%|██████▍   | 11/17 [00:06<00:03,  1.93it/s, iou=0.8423, loss=-0.9819, lr=1.09e-05]
Epoch 104/120:  71%|███████   | 12/17 [00:06<00:02,  1.93it/s, iou=0.8423, loss=-0.9819, lr=1.09e-05]
Epoch 104/120:  71%|███████   | 12/17 [00:06<00:02,  1.93it/s, iou=0.8393, loss=-0.7096, lr=1.09e-05]
Epoch 104/120:  76%|███████▋  | 13/17 [00:06<00:02,  1.93it/s, iou=0.8393, loss=-0.7096, lr=1.09e-05]
Epoch 104/120:  76%|███████▋  | 13/17 [00:07<00:02,  1.93it/s, iou=0.8373, loss=-0.7544, lr=1.09e-05]
Epoch 104/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.92it/s, iou=0.8373, loss=-0.7544, lr=1.09e-05]
Epoch 104/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.92it/s, iou=0.8374, loss=-0.7350, lr=1.09e-05]
Epoch 104/120:  88%|████████▊ | 15/17 [00:07<00:01,  1.93it/s, iou=0.8374, loss=-0.7350, lr=1.09e-05]
Epoch 104/120:  88%|████████▊ | 15/17 [00:08<00:01,  1.93it/s, iou=0.8371, loss=-0.8196, lr=1.09e-05]
Epoch 104/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.93it/s, iou=0.8371, loss=-0.8196, lr=1.09e-05]
Epoch 104/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.93it/s, iou=0.8377, loss=-1.2516, lr=1.09e-05]
Epoch 104/120: 100%|██████████| 17/17 [00:08<00:00,  2.51it/s, iou=0.8377, loss=-1.2516, lr=1.09e-05]
                                                                                                     
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 104/120: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating:  33%|███▎      | 1/3 [00:00<00:00,  3.41it/s]
Validating:  67%|██████▋   | 2/3 [00:00<00:00,  3.62it/s]
                                                         
[Strategy3 MC Cache] ram_hits=0 disk_hits=0 misses=0 writes=0
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 104/120: train_loss=-0.8594, train_iou=0.8377, train_entropy=0.0000, val_loss=-0.6935, val_iou=0.7134, val_dice=0.7970, val_iou_gain=0.0162, val_biou_gain=0.0405, head_lr=9.812690e-06, encoder_lr=9.812690e-06, val_refine_score=0.5705, es_monitor=val_refine_score, es_value=0.5695, es_best=0.5705, es_wait=4/30, es_active=True, s3_frozen=True

Epoch 105/120:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 105/120:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.8199, loss=-0.8977, lr=9.81e-06]
Epoch 105/120:   6%|▌         | 1/17 [00:00<00:09,  1.69it/s, iou=0.8199, loss=-0.8977, lr=9.81e-06]
Epoch 105/120:   6%|▌         | 1/17 [00:01<00:09,  1.69it/s, iou=0.8406, loss=-0.9320, lr=9.81e-06]
Epoch 105/120:  12%|█▏        | 2/17 [00:01<00:08,  1.82it/s, iou=0.8406, loss=-0.9320, lr=9.81e-06]
Epoch 105/120:  12%|█▏        | 2/17 [00:01<00:08,  1.82it/s, iou=0.8485, loss=-0.8357, lr=9.81e-06]
Epoch 105/120:  18%|█▊        | 3/17 [00:01<00:07,  1.87it/s, iou=0.8485, loss=-0.8357, lr=9.81e-06]
Epoch 105/120:  18%|█▊        | 3/17 [00:02<00:07,  1.87it/s, iou=0.8484, loss=-0.9216, lr=9.81e-06]
Epoch 105/120:  24%|██▎       | 4/17 [00:02<00:06,  1.90it/s, iou=0.8484, loss=-0.9216, lr=9.81e-06]
Epoch 105/120:  24%|██▎       | 4/17 [00:02<00:06,  1.90it/s, iou=0.8459, loss=-0.8543, lr=9.81e-06]
Epoch 105/120:  29%|██▉       | 5/17 [00:02<00:06,  1.91it/s, iou=0.8459, loss=-0.8543, lr=9.81e-06]
Epoch 105/120:  29%|██▉       | 5/17 [00:03<00:06,  1.91it/s, iou=0.8460, loss=-0.8436, lr=9.81e-06]
Epoch 105/120:  35%|███▌      | 6/17 [00:03<00:05,  1.92it/s, iou=0.8460, loss=-0.8436, lr=9.81e-06]
Epoch 105/120:  35%|███▌      | 6/17 [00:03<00:05,  1.92it/s, iou=0.8490, loss=-0.8357, lr=9.81e-06]
Epoch 105/120:  41%|████      | 7/17 [00:03<00:05,  1.92it/s, iou=0.8490, loss=-0.8357, lr=9.81e-06]
Epoch 105/120:  41%|████      | 7/17 [00:04<00:05,  1.92it/s, iou=0.8446, loss=-0.8853, lr=9.81e-06]
Epoch 105/120:  47%|████▋     | 8/17 [00:04<00:04,  1.93it/s, iou=0.8446, loss=-0.8853, lr=9.81e-06]
Epoch 105/120:  47%|████▋     | 8/17 [00:04<00:04,  1.93it/s, iou=0.8438, loss=-0.7237, lr=9.81e-06]
Epoch 105/120:  53%|█████▎    | 9/17 [00:04<00:04,  1.93it/s, iou=0.8438, loss=-0.7237, lr=9.81e-06]
Epoch 105/120:  53%|█████▎    | 9/17 [00:05<00:04,  1.93it/s, iou=0.8386, loss=-0.8300, lr=9.81e-06]
Epoch 105/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.93it/s, iou=0.8386, loss=-0.8300, lr=9.81e-06]
Epoch 105/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.93it/s, iou=0.8359, loss=-0.7226, lr=9.81e-06]
Epoch 105/120:  65%|██████▍   | 11/17 [00:05<00:03,  1.93it/s, iou=0.8359, loss=-0.7226, lr=9.81e-06]
Epoch 105/120:  65%|██████▍   | 11/17 [00:06<00:03,  1.93it/s, iou=0.8357, loss=-0.7560, lr=9.81e-06]
Epoch 105/120:  71%|███████   | 12/17 [00:06<00:02,  1.93it/s, iou=0.8357, loss=-0.7560, lr=9.81e-06]
Epoch 105/120:  71%|███████   | 12/17 [00:06<00:02,  1.93it/s, iou=0.8294, loss=-0.6569, lr=9.81e-06]
Epoch 105/120:  76%|███████▋  | 13/17 [00:06<00:02,  1.93it/s, iou=0.8294, loss=-0.6569, lr=9.81e-06]
Epoch 105/120:  76%|███████▋  | 13/17 [00:07<00:02,  1.93it/s, iou=0.8300, loss=-0.8708, lr=9.81e-06]
Epoch 105/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.93it/s, iou=0.8300, loss=-0.8708, lr=9.81e-06]
Epoch 105/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.93it/s, iou=0.8324, loss=-0.9002, lr=9.81e-06]
Epoch 105/120:  88%|████████▊ | 15/17 [00:07<00:01,  1.93it/s, iou=0.8324, loss=-0.9002, lr=9.81e-06]
Epoch 105/120:  88%|████████▊ | 15/17 [00:08<00:01,  1.93it/s, iou=0.8338, loss=-0.8075, lr=9.81e-06]
Epoch 105/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.93it/s, iou=0.8338, loss=-0.8075, lr=9.81e-06]
Epoch 105/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.93it/s, iou=0.8342, loss=-0.8710, lr=9.81e-06]
Epoch 105/120: 100%|██████████| 17/17 [00:08<00:00,  2.50it/s, iou=0.8342, loss=-0.8710, lr=9.81e-06]
                                                                                                     
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 105/120: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating:  33%|███▎      | 1/3 [00:00<00:00,  3.34it/s]
Validating:  67%|██████▋   | 2/3 [00:00<00:00,  3.59it/s]
                                                         
[Strategy3 MC Cache] ram_hits=0 disk_hits=0 misses=0 writes=0
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 105/120: train_loss=-0.8320, train_iou=0.8342, train_entropy=0.0000, val_loss=-0.7132, val_iou=0.7137, val_dice=0.7971, val_iou_gain=0.0164, val_biou_gain=0.0425, head_lr=8.759293e-06, encoder_lr=8.759293e-06, val_refine_score=0.5706, es_monitor=val_refine_score, es_value=0.5706, es_best=0.5706, es_wait=0/30, es_active=True, s3_frozen=True

Epoch 106/120:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 106/120:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.8305, loss=-0.7811, lr=8.76e-06]
Epoch 106/120:   6%|▌         | 1/17 [00:00<00:09,  1.65it/s, iou=0.8305, loss=-0.7811, lr=8.76e-06]
Epoch 106/120:   6%|▌         | 1/17 [00:01<00:09,  1.65it/s, iou=0.8382, loss=-0.8679, lr=8.76e-06]
Epoch 106/120:  12%|█▏        | 2/17 [00:01<00:08,  1.81it/s, iou=0.8382, loss=-0.8679, lr=8.76e-06]
Epoch 106/120:  12%|█▏        | 2/17 [00:01<00:08,  1.81it/s, iou=0.8360, loss=-0.8661, lr=8.76e-06]
Epoch 106/120:  18%|█▊        | 3/17 [00:01<00:07,  1.87it/s, iou=0.8360, loss=-0.8661, lr=8.76e-06]
Epoch 106/120:  18%|█▊        | 3/17 [00:02<00:07,  1.87it/s, iou=0.8352, loss=-0.7158, lr=8.76e-06]
Epoch 106/120:  24%|██▎       | 4/17 [00:02<00:06,  1.89it/s, iou=0.8352, loss=-0.7158, lr=8.76e-06]
Epoch 106/120:  24%|██▎       | 4/17 [00:02<00:06,  1.89it/s, iou=0.8388, loss=-0.7404, lr=8.76e-06]
Epoch 106/120:  29%|██▉       | 5/17 [00:02<00:06,  1.91it/s, iou=0.8388, loss=-0.7404, lr=8.76e-06]
Epoch 106/120:  29%|██▉       | 5/17 [00:03<00:06,  1.91it/s, iou=0.8399, loss=-0.8579, lr=8.76e-06]
Epoch 106/120:  35%|███▌      | 6/17 [00:03<00:05,  1.92it/s, iou=0.8399, loss=-0.8579, lr=8.76e-06]
Epoch 106/120:  35%|███▌      | 6/17 [00:03<00:05,  1.92it/s, iou=0.8466, loss=-0.9788, lr=8.76e-06]
Epoch 106/120:  41%|████      | 7/17 [00:03<00:05,  1.92it/s, iou=0.8466, loss=-0.9788, lr=8.76e-06]
Epoch 106/120:  41%|████      | 7/17 [00:04<00:05,  1.92it/s, iou=0.8450, loss=-0.7570, lr=8.76e-06]
Epoch 106/120:  47%|████▋     | 8/17 [00:04<00:04,  1.92it/s, iou=0.8450, loss=-0.7570, lr=8.76e-06]
Epoch 106/120:  47%|████▋     | 8/17 [00:04<00:04,  1.92it/s, iou=0.8450, loss=-0.8319, lr=8.76e-06]
Epoch 106/120:  53%|█████▎    | 9/17 [00:04<00:04,  1.93it/s, iou=0.8450, loss=-0.8319, lr=8.76e-06]
Epoch 106/120:  53%|█████▎    | 9/17 [00:05<00:04,  1.93it/s, iou=0.8425, loss=-0.8651, lr=8.76e-06]
Epoch 106/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.93it/s, iou=0.8425, loss=-0.8651, lr=8.76e-06]
Epoch 106/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.93it/s, iou=0.8439, loss=-0.9285, lr=8.76e-06]
Epoch 106/120:  65%|██████▍   | 11/17 [00:05<00:03,  1.93it/s, iou=0.8439, loss=-0.9285, lr=8.76e-06]
Epoch 106/120:  65%|██████▍   | 11/17 [00:06<00:03,  1.93it/s, iou=0.8447, loss=-1.0333, lr=8.76e-06]
Epoch 106/120:  71%|███████   | 12/17 [00:06<00:02,  1.93it/s, iou=0.8447, loss=-1.0333, lr=8.76e-06]
Epoch 106/120:  71%|███████   | 12/17 [00:06<00:02,  1.93it/s, iou=0.8405, loss=-0.8714, lr=8.76e-06]
Epoch 106/120:  76%|███████▋  | 13/17 [00:06<00:02,  1.92it/s, iou=0.8405, loss=-0.8714, lr=8.76e-06]
Epoch 106/120:  76%|███████▋  | 13/17 [00:07<00:02,  1.92it/s, iou=0.8421, loss=-0.8084, lr=8.76e-06]
Epoch 106/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.92it/s, iou=0.8421, loss=-0.8084, lr=8.76e-06]
Epoch 106/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.92it/s, iou=0.8421, loss=-0.7743, lr=8.76e-06]
Epoch 106/120:  88%|████████▊ | 15/17 [00:07<00:01,  1.92it/s, iou=0.8421, loss=-0.7743, lr=8.76e-06]
Epoch 106/120:  88%|████████▊ | 15/17 [00:08<00:01,  1.92it/s, iou=0.8416, loss=-0.8444, lr=8.76e-06]
Epoch 106/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.91it/s, iou=0.8416, loss=-0.8444, lr=8.76e-06]
Epoch 106/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.91it/s, iou=0.8414, loss=-0.8137, lr=8.76e-06]
Epoch 106/120: 100%|██████████| 17/17 [00:08<00:00,  2.48it/s, iou=0.8414, loss=-0.8137, lr=8.76e-06]
                                                                                                     
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 106/120: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating:  33%|███▎      | 1/3 [00:00<00:00,  3.40it/s]
Validating:  67%|██████▋   | 2/3 [00:00<00:00,  3.59it/s]
                                                         
[Strategy3 MC Cache] ram_hits=0 disk_hits=0 misses=0 writes=0
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 106/120: train_loss=-0.8433, train_iou=0.8414, train_entropy=0.0000, val_loss=-0.6981, val_iou=0.7132, val_dice=0.7969, val_iou_gain=0.0159, val_biou_gain=0.0406, head_lr=7.770438e-06, encoder_lr=7.770438e-06, val_refine_score=0.5706, es_monitor=val_refine_score, es_value=0.5694, es_best=0.5706, es_wait=1/30, es_active=True, s3_frozen=True

Epoch 107/120:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 107/120:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.8389, loss=-0.6854, lr=7.77e-06]
Epoch 107/120:   6%|▌         | 1/17 [00:00<00:09,  1.72it/s, iou=0.8389, loss=-0.6854, lr=7.77e-06]
Epoch 107/120:   6%|▌         | 1/17 [00:01<00:09,  1.72it/s, iou=0.8308, loss=-0.8049, lr=7.77e-06]
Epoch 107/120:  12%|█▏        | 2/17 [00:01<00:08,  1.84it/s, iou=0.8308, loss=-0.8049, lr=7.77e-06]
Epoch 107/120:  12%|█▏        | 2/17 [00:01<00:08,  1.84it/s, iou=0.8239, loss=-0.7208, lr=7.77e-06]
Epoch 107/120:  18%|█▊        | 3/17 [00:01<00:07,  1.88it/s, iou=0.8239, loss=-0.7208, lr=7.77e-06]
Epoch 107/120:  18%|█▊        | 3/17 [00:02<00:07,  1.88it/s, iou=0.8324, loss=-0.7924, lr=7.77e-06]
Epoch 107/120:  24%|██▎       | 4/17 [00:02<00:06,  1.90it/s, iou=0.8324, loss=-0.7924, lr=7.77e-06]
Epoch 107/120:  24%|██▎       | 4/17 [00:02<00:06,  1.90it/s, iou=0.8276, loss=-0.8102, lr=7.77e-06]
Epoch 107/120:  29%|██▉       | 5/17 [00:02<00:06,  1.92it/s, iou=0.8276, loss=-0.8102, lr=7.77e-06]
Epoch 107/120:  29%|██▉       | 5/17 [00:03<00:06,  1.92it/s, iou=0.8340, loss=-0.8855, lr=7.77e-06]
Epoch 107/120:  35%|███▌      | 6/17 [00:03<00:05,  1.92it/s, iou=0.8340, loss=-0.8855, lr=7.77e-06]
Epoch 107/120:  35%|███▌      | 6/17 [00:03<00:05,  1.92it/s, iou=0.8333, loss=-0.8261, lr=7.77e-06]
Epoch 107/120:  41%|████      | 7/17 [00:03<00:05,  1.93it/s, iou=0.8333, loss=-0.8261, lr=7.77e-06]
Epoch 107/120:  41%|████      | 7/17 [00:04<00:05,  1.93it/s, iou=0.8314, loss=-0.9280, lr=7.77e-06]
Epoch 107/120:  47%|████▋     | 8/17 [00:04<00:04,  1.93it/s, iou=0.8314, loss=-0.9280, lr=7.77e-06]
Epoch 107/120:  47%|████▋     | 8/17 [00:04<00:04,  1.93it/s, iou=0.8301, loss=-0.8176, lr=7.77e-06]
Epoch 107/120:  53%|█████▎    | 9/17 [00:04<00:04,  1.93it/s, iou=0.8301, loss=-0.8176, lr=7.77e-06]
Epoch 107/120:  53%|█████▎    | 9/17 [00:05<00:04,  1.93it/s, iou=0.8311, loss=-0.8936, lr=7.77e-06]
Epoch 107/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.93it/s, iou=0.8311, loss=-0.8936, lr=7.77e-06]
Epoch 107/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.93it/s, iou=0.8341, loss=-0.7135, lr=7.77e-06]
Epoch 107/120:  65%|██████▍   | 11/17 [00:05<00:03,  1.93it/s, iou=0.8341, loss=-0.7135, lr=7.77e-06]
Epoch 107/120:  65%|██████▍   | 11/17 [00:06<00:03,  1.93it/s, iou=0.8352, loss=-1.0393, lr=7.77e-06]
Epoch 107/120:  71%|███████   | 12/17 [00:06<00:02,  1.93it/s, iou=0.8352, loss=-1.0393, lr=7.77e-06]
Epoch 107/120:  71%|███████   | 12/17 [00:06<00:02,  1.93it/s, iou=0.8352, loss=-0.8165, lr=7.77e-06]
Epoch 107/120:  76%|███████▋  | 13/17 [00:06<00:02,  1.93it/s, iou=0.8352, loss=-0.8165, lr=7.77e-06]
Epoch 107/120:  76%|███████▋  | 13/17 [00:07<00:02,  1.93it/s, iou=0.8372, loss=-0.8759, lr=7.77e-06]
Epoch 107/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.93it/s, iou=0.8372, loss=-0.8759, lr=7.77e-06]
Epoch 107/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.93it/s, iou=0.8384, loss=-0.8212, lr=7.77e-06]
Epoch 107/120:  88%|████████▊ | 15/17 [00:07<00:01,  1.93it/s, iou=0.8384, loss=-0.8212, lr=7.77e-06]
Epoch 107/120:  88%|████████▊ | 15/17 [00:08<00:01,  1.93it/s, iou=0.8379, loss=-0.9613, lr=7.77e-06]
Epoch 107/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.93it/s, iou=0.8379, loss=-0.9613, lr=7.77e-06]
Epoch 107/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.93it/s, iou=0.8379, loss=-0.7307, lr=7.77e-06]
Epoch 107/120: 100%|██████████| 17/17 [00:08<00:00,  2.50it/s, iou=0.8379, loss=-0.7307, lr=7.77e-06]
                                                                                                     
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 107/120: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating:  33%|███▎      | 1/3 [00:00<00:00,  3.39it/s]
Validating:  67%|██████▋   | 2/3 [00:00<00:00,  3.61it/s]
                                                         
[Strategy3 MC Cache] ram_hits=0 disk_hits=0 misses=0 writes=0
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 107/120: train_loss=-0.8308, train_iou=0.8379, train_entropy=0.0000, val_loss=-0.6992, val_iou=0.7144, val_dice=0.7979, val_iou_gain=0.0171, val_biou_gain=0.0427, head_lr=6.846804e-06, encoder_lr=6.846804e-06, val_refine_score=0.5710, es_monitor=val_refine_score, es_value=0.5710, es_best=0.5710, es_wait=0/30, es_active=True, s3_frozen=True

Epoch 108/120:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 108/120:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.8043, loss=-0.8828, lr=6.85e-06]
Epoch 108/120:   6%|▌         | 1/17 [00:00<00:09,  1.68it/s, iou=0.8043, loss=-0.8828, lr=6.85e-06]
Epoch 108/120:   6%|▌         | 1/17 [00:01<00:09,  1.68it/s, iou=0.8187, loss=-0.7984, lr=6.85e-06]
Epoch 108/120:  12%|█▏        | 2/17 [00:01<00:08,  1.83it/s, iou=0.8187, loss=-0.7984, lr=6.85e-06]
Epoch 108/120:  12%|█▏        | 2/17 [00:01<00:08,  1.83it/s, iou=0.8292, loss=-0.8139, lr=6.85e-06]
Epoch 108/120:  18%|█▊        | 3/17 [00:01<00:07,  1.88it/s, iou=0.8292, loss=-0.8139, lr=6.85e-06]
Epoch 108/120:  18%|█▊        | 3/17 [00:02<00:07,  1.88it/s, iou=0.8136, loss=-0.8383, lr=6.85e-06]
Epoch 108/120:  24%|██▎       | 4/17 [00:02<00:06,  1.90it/s, iou=0.8136, loss=-0.8383, lr=6.85e-06]
Epoch 108/120:  24%|██▎       | 4/17 [00:02<00:06,  1.90it/s, iou=0.8235, loss=-0.9453, lr=6.85e-06]
Epoch 108/120:  29%|██▉       | 5/17 [00:02<00:06,  1.92it/s, iou=0.8235, loss=-0.9453, lr=6.85e-06]
Epoch 108/120:  29%|██▉       | 5/17 [00:03<00:06,  1.92it/s, iou=0.8264, loss=-0.7814, lr=6.85e-06]
Epoch 108/120:  35%|███▌      | 6/17 [00:03<00:05,  1.93it/s, iou=0.8264, loss=-0.7814, lr=6.85e-06]
Epoch 108/120:  35%|███▌      | 6/17 [00:03<00:05,  1.93it/s, iou=0.8332, loss=-0.8085, lr=6.85e-06]
Epoch 108/120:  41%|████      | 7/17 [00:03<00:05,  1.93it/s, iou=0.8332, loss=-0.8085, lr=6.85e-06]
Epoch 108/120:  41%|████      | 7/17 [00:04<00:05,  1.93it/s, iou=0.8332, loss=-0.7039, lr=6.85e-06]
Epoch 108/120:  47%|████▋     | 8/17 [00:04<00:04,  1.93it/s, iou=0.8332, loss=-0.7039, lr=6.85e-06]
Epoch 108/120:  47%|████▋     | 8/17 [00:04<00:04,  1.93it/s, iou=0.8329, loss=-0.9005, lr=6.85e-06]
Epoch 108/120:  53%|█████▎    | 9/17 [00:04<00:04,  1.94it/s, iou=0.8329, loss=-0.9005, lr=6.85e-06]
Epoch 108/120:  53%|█████▎    | 9/17 [00:05<00:04,  1.94it/s, iou=0.8340, loss=-0.8793, lr=6.85e-06]
Epoch 108/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.94it/s, iou=0.8340, loss=-0.8793, lr=6.85e-06]
Epoch 108/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.94it/s, iou=0.8348, loss=-0.7635, lr=6.85e-06]
Epoch 108/120:  65%|██████▍   | 11/17 [00:05<00:03,  1.94it/s, iou=0.8348, loss=-0.7635, lr=6.85e-06]
Epoch 108/120:  65%|██████▍   | 11/17 [00:06<00:03,  1.94it/s, iou=0.8374, loss=-0.8810, lr=6.85e-06]
Epoch 108/120:  71%|███████   | 12/17 [00:06<00:02,  1.94it/s, iou=0.8374, loss=-0.8810, lr=6.85e-06]
Epoch 108/120:  71%|███████   | 12/17 [00:06<00:02,  1.94it/s, iou=0.8355, loss=-0.8233, lr=6.85e-06]
Epoch 108/120:  76%|███████▋  | 13/17 [00:06<00:02,  1.94it/s, iou=0.8355, loss=-0.8233, lr=6.85e-06]
Epoch 108/120:  76%|███████▋  | 13/17 [00:07<00:02,  1.94it/s, iou=0.8369, loss=-0.9615, lr=6.85e-06]
Epoch 108/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.93it/s, iou=0.8369, loss=-0.9615, lr=6.85e-06]
Epoch 108/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.93it/s, iou=0.8374, loss=-0.8486, lr=6.85e-06]
Epoch 108/120:  88%|████████▊ | 15/17 [00:07<00:01,  1.92it/s, iou=0.8374, loss=-0.8486, lr=6.85e-06]
Epoch 108/120:  88%|████████▊ | 15/17 [00:08<00:01,  1.92it/s, iou=0.8383, loss=-0.7945, lr=6.85e-06]
Epoch 108/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.93it/s, iou=0.8383, loss=-0.7945, lr=6.85e-06]
Epoch 108/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.93it/s, iou=0.8388, loss=-0.9391, lr=6.85e-06]
Epoch 108/120: 100%|██████████| 17/17 [00:08<00:00,  2.50it/s, iou=0.8388, loss=-0.9391, lr=6.85e-06]
                                                                                                     
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 108/120: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating:  33%|███▎      | 1/3 [00:00<00:00,  3.36it/s]
Validating:  67%|██████▋   | 2/3 [00:00<00:00,  3.61it/s]
                                                         
[Strategy3 MC Cache] ram_hits=0 disk_hits=0 misses=0 writes=0
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 108/120: train_loss=-0.8449, train_iou=0.8388, train_entropy=0.0000, val_loss=-0.7026, val_iou=0.7142, val_dice=0.7977, val_iou_gain=0.0170, val_biou_gain=0.0426, head_lr=5.989024e-06, encoder_lr=5.989024e-06, val_refine_score=0.5710, es_monitor=val_refine_score, es_value=0.5709, es_best=0.5710, es_wait=1/30, es_active=True, s3_frozen=True

Epoch 109/120:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 109/120:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.8730, loss=-0.9659, lr=5.99e-06]
Epoch 109/120:   6%|▌         | 1/17 [00:00<00:09,  1.69it/s, iou=0.8730, loss=-0.9659, lr=5.99e-06]
Epoch 109/120:   6%|▌         | 1/17 [00:01<00:09,  1.69it/s, iou=0.8549, loss=-0.8259, lr=5.99e-06]
Epoch 109/120:  12%|█▏        | 2/17 [00:01<00:08,  1.81it/s, iou=0.8549, loss=-0.8259, lr=5.99e-06]
Epoch 109/120:  12%|█▏        | 2/17 [00:01<00:08,  1.81it/s, iou=0.8556, loss=-0.8601, lr=5.99e-06]
Epoch 109/120:  18%|█▊        | 3/17 [00:01<00:07,  1.86it/s, iou=0.8556, loss=-0.8601, lr=5.99e-06]
Epoch 109/120:  18%|█▊        | 3/17 [00:02<00:07,  1.86it/s, iou=0.8545, loss=-0.9002, lr=5.99e-06]
Epoch 109/120:  24%|██▎       | 4/17 [00:02<00:06,  1.88it/s, iou=0.8545, loss=-0.9002, lr=5.99e-06]
Epoch 109/120:  24%|██▎       | 4/17 [00:02<00:06,  1.88it/s, iou=0.8492, loss=-0.7863, lr=5.99e-06]
Epoch 109/120:  29%|██▉       | 5/17 [00:02<00:06,  1.90it/s, iou=0.8492, loss=-0.7863, lr=5.99e-06]
Epoch 109/120:  29%|██▉       | 5/17 [00:03<00:06,  1.90it/s, iou=0.8435, loss=-0.8138, lr=5.99e-06]
Epoch 109/120:  35%|███▌      | 6/17 [00:03<00:05,  1.91it/s, iou=0.8435, loss=-0.8138, lr=5.99e-06]
Epoch 109/120:  35%|███▌      | 6/17 [00:03<00:05,  1.91it/s, iou=0.8374, loss=-0.7655, lr=5.99e-06]
Epoch 109/120:  41%|████      | 7/17 [00:03<00:05,  1.92it/s, iou=0.8374, loss=-0.7655, lr=5.99e-06]
Epoch 109/120:  41%|████      | 7/17 [00:04<00:05,  1.92it/s, iou=0.8391, loss=-0.8014, lr=5.99e-06]
Epoch 109/120:  47%|████▋     | 8/17 [00:04<00:04,  1.92it/s, iou=0.8391, loss=-0.8014, lr=5.99e-06]
Epoch 109/120:  47%|████▋     | 8/17 [00:04<00:04,  1.92it/s, iou=0.8394, loss=-0.7382, lr=5.99e-06]
Epoch 109/120:  53%|█████▎    | 9/17 [00:04<00:04,  1.91it/s, iou=0.8394, loss=-0.7382, lr=5.99e-06]
Epoch 109/120:  53%|█████▎    | 9/17 [00:05<00:04,  1.91it/s, iou=0.8354, loss=-0.7596, lr=5.99e-06]
Epoch 109/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.91it/s, iou=0.8354, loss=-0.7596, lr=5.99e-06]
Epoch 109/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.91it/s, iou=0.8367, loss=-0.9051, lr=5.99e-06]
Epoch 109/120:  65%|██████▍   | 11/17 [00:05<00:03,  1.91it/s, iou=0.8367, loss=-0.9051, lr=5.99e-06]
Epoch 109/120:  65%|██████▍   | 11/17 [00:06<00:03,  1.91it/s, iou=0.8390, loss=-0.9459, lr=5.99e-06]
Epoch 109/120:  71%|███████   | 12/17 [00:06<00:02,  1.91it/s, iou=0.8390, loss=-0.9459, lr=5.99e-06]
Epoch 109/120:  71%|███████   | 12/17 [00:06<00:02,  1.91it/s, iou=0.8401, loss=-0.8485, lr=5.99e-06]
Epoch 109/120:  76%|███████▋  | 13/17 [00:06<00:02,  1.92it/s, iou=0.8401, loss=-0.8485, lr=5.99e-06]
Epoch 109/120:  76%|███████▋  | 13/17 [00:07<00:02,  1.92it/s, iou=0.8396, loss=-0.8456, lr=5.99e-06]
Epoch 109/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.92it/s, iou=0.8396, loss=-0.8456, lr=5.99e-06]
Epoch 109/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.92it/s, iou=0.8374, loss=-0.8276, lr=5.99e-06]
Epoch 109/120:  88%|████████▊ | 15/17 [00:07<00:01,  1.92it/s, iou=0.8374, loss=-0.8276, lr=5.99e-06]
Epoch 109/120:  88%|████████▊ | 15/17 [00:08<00:01,  1.92it/s, iou=0.8379, loss=-0.7502, lr=5.99e-06]
Epoch 109/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.91it/s, iou=0.8379, loss=-0.7502, lr=5.99e-06]
Epoch 109/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.91it/s, iou=0.8356, loss=-0.3989, lr=5.99e-06]
Epoch 109/120: 100%|██████████| 17/17 [00:08<00:00,  2.48it/s, iou=0.8356, loss=-0.3989, lr=5.99e-06]
                                                                                                     
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 109/120: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating:  33%|███▎      | 1/3 [00:00<00:00,  3.34it/s]
Validating:  67%|██████▋   | 2/3 [00:00<00:00,  3.59it/s]
                                                         
[Strategy3 MC Cache] ram_hits=0 disk_hits=0 misses=0 writes=0
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 109/120: train_loss=-0.8082, train_iou=0.8356, train_entropy=0.0000, val_loss=-0.7071, val_iou=0.7141, val_dice=0.7973, val_iou_gain=0.0169, val_biou_gain=0.0428, head_lr=5.197685e-06, encoder_lr=5.197685e-06, val_refine_score=0.5710, es_monitor=val_refine_score, es_value=0.5709, es_best=0.5710, es_wait=2/30, es_active=True, s3_frozen=True

Epoch 110/120:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 110/120:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.8345, loss=-0.8164, lr=5.20e-06]
Epoch 110/120:   6%|▌         | 1/17 [00:00<00:09,  1.68it/s, iou=0.8345, loss=-0.8164, lr=5.20e-06]
Epoch 110/120:   6%|▌         | 1/17 [00:01<00:09,  1.68it/s, iou=0.8345, loss=-0.9509, lr=5.20e-06]
Epoch 110/120:  12%|█▏        | 2/17 [00:01<00:08,  1.82it/s, iou=0.8345, loss=-0.9509, lr=5.20e-06]
Epoch 110/120:  12%|█▏        | 2/17 [00:01<00:08,  1.82it/s, iou=0.8408, loss=-0.9247, lr=5.20e-06]
Epoch 110/120:  18%|█▊        | 3/17 [00:01<00:07,  1.87it/s, iou=0.8408, loss=-0.9247, lr=5.20e-06]
Epoch 110/120:  18%|█▊        | 3/17 [00:02<00:07,  1.87it/s, iou=0.8497, loss=-0.9014, lr=5.20e-06]
Epoch 110/120:  24%|██▎       | 4/17 [00:02<00:06,  1.90it/s, iou=0.8497, loss=-0.9014, lr=5.20e-06]
Epoch 110/120:  24%|██▎       | 4/17 [00:02<00:06,  1.90it/s, iou=0.8401, loss=-0.7996, lr=5.20e-06]
Epoch 110/120:  29%|██▉       | 5/17 [00:02<00:06,  1.92it/s, iou=0.8401, loss=-0.7996, lr=5.20e-06]
Epoch 110/120:  29%|██▉       | 5/17 [00:03<00:06,  1.92it/s, iou=0.8429, loss=-0.7792, lr=5.20e-06]
Epoch 110/120:  35%|███▌      | 6/17 [00:03<00:05,  1.92it/s, iou=0.8429, loss=-0.7792, lr=5.20e-06]
Epoch 110/120:  35%|███▌      | 6/17 [00:03<00:05,  1.92it/s, iou=0.8489, loss=-0.8826, lr=5.20e-06]
Epoch 110/120:  41%|████      | 7/17 [00:03<00:05,  1.92it/s, iou=0.8489, loss=-0.8826, lr=5.20e-06]
Epoch 110/120:  41%|████      | 7/17 [00:04<00:05,  1.92it/s, iou=0.8453, loss=-0.7305, lr=5.20e-06]
Epoch 110/120:  47%|████▋     | 8/17 [00:04<00:04,  1.93it/s, iou=0.8453, loss=-0.7305, lr=5.20e-06]
Epoch 110/120:  47%|████▋     | 8/17 [00:04<00:04,  1.93it/s, iou=0.8459, loss=-0.8559, lr=5.20e-06]
Epoch 110/120:  53%|█████▎    | 9/17 [00:04<00:04,  1.93it/s, iou=0.8459, loss=-0.8559, lr=5.20e-06]
Epoch 110/120:  53%|█████▎    | 9/17 [00:05<00:04,  1.93it/s, iou=0.8449, loss=-0.7697, lr=5.20e-06]
Epoch 110/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.92it/s, iou=0.8449, loss=-0.7697, lr=5.20e-06]
Epoch 110/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.92it/s, iou=0.8458, loss=-1.0044, lr=5.20e-06]
Epoch 110/120:  65%|██████▍   | 11/17 [00:05<00:03,  1.93it/s, iou=0.8458, loss=-1.0044, lr=5.20e-06]
Epoch 110/120:  65%|██████▍   | 11/17 [00:06<00:03,  1.93it/s, iou=0.8357, loss=-0.7718, lr=5.20e-06]
Epoch 110/120:  71%|███████   | 12/17 [00:06<00:02,  1.93it/s, iou=0.8357, loss=-0.7718, lr=5.20e-06]
Epoch 110/120:  71%|███████   | 12/17 [00:06<00:02,  1.93it/s, iou=0.8342, loss=-0.7956, lr=5.20e-06]
Epoch 110/120:  76%|███████▋  | 13/17 [00:06<00:02,  1.93it/s, iou=0.8342, loss=-0.7956, lr=5.20e-06]
Epoch 110/120:  76%|███████▋  | 13/17 [00:07<00:02,  1.93it/s, iou=0.8363, loss=-0.8690, lr=5.20e-06]
Epoch 110/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.93it/s, iou=0.8363, loss=-0.8690, lr=5.20e-06]
Epoch 110/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.93it/s, iou=0.8357, loss=-0.7924, lr=5.20e-06]
Epoch 110/120:  88%|████████▊ | 15/17 [00:07<00:01,  1.93it/s, iou=0.8357, loss=-0.7924, lr=5.20e-06]
Epoch 110/120:  88%|████████▊ | 15/17 [00:08<00:01,  1.93it/s, iou=0.8358, loss=-0.8475, lr=5.20e-06]
Epoch 110/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.92it/s, iou=0.8358, loss=-0.8475, lr=5.20e-06]
Epoch 110/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.92it/s, iou=0.8362, loss=-0.4790, lr=5.20e-06]
Epoch 110/120: 100%|██████████| 17/17 [00:08<00:00,  2.50it/s, iou=0.8362, loss=-0.4790, lr=5.20e-06]
                                                                                                     
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 110/120: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating:  33%|███▎      | 1/3 [00:00<00:00,  3.25it/s]
Validating:  67%|██████▋   | 2/3 [00:00<00:00,  3.55it/s]
                                                         
[Strategy3 MC Cache] ram_hits=0 disk_hits=0 misses=0 writes=0
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 110/120: train_loss=-0.8218, train_iou=0.8362, train_entropy=0.0000, val_loss=-0.6999, val_iou=0.7133, val_dice=0.7967, val_iou_gain=0.0160, val_biou_gain=0.0410, head_lr=4.473330e-06, encoder_lr=4.473330e-06, val_refine_score=0.5710, es_monitor=val_refine_score, es_value=0.5696, es_best=0.5710, es_wait=3/30, es_active=True, s3_frozen=True

Epoch 111/120:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 111/120:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.8266, loss=-1.0219, lr=4.47e-06]
Epoch 111/120:   6%|▌         | 1/17 [00:00<00:09,  1.63it/s, iou=0.8266, loss=-1.0219, lr=4.47e-06]
Epoch 111/120:   6%|▌         | 1/17 [00:01<00:09,  1.63it/s, iou=0.8283, loss=-0.8327, lr=4.47e-06]
Epoch 111/120:  12%|█▏        | 2/17 [00:01<00:08,  1.79it/s, iou=0.8283, loss=-0.8327, lr=4.47e-06]
Epoch 111/120:  12%|█▏        | 2/17 [00:01<00:08,  1.79it/s, iou=0.8357, loss=-0.8375, lr=4.47e-06]
Epoch 111/120:  18%|█▊        | 3/17 [00:01<00:07,  1.85it/s, iou=0.8357, loss=-0.8375, lr=4.47e-06]
Epoch 111/120:  18%|█▊        | 3/17 [00:02<00:07,  1.85it/s, iou=0.8379, loss=-0.8278, lr=4.47e-06]
Epoch 111/120:  24%|██▎       | 4/17 [00:02<00:06,  1.88it/s, iou=0.8379, loss=-0.8278, lr=4.47e-06]
Epoch 111/120:  24%|██▎       | 4/17 [00:02<00:06,  1.88it/s, iou=0.8258, loss=-0.8650, lr=4.47e-06]
Epoch 111/120:  29%|██▉       | 5/17 [00:02<00:06,  1.90it/s, iou=0.8258, loss=-0.8650, lr=4.47e-06]
Epoch 111/120:  29%|██▉       | 5/17 [00:03<00:06,  1.90it/s, iou=0.8289, loss=-0.9757, lr=4.47e-06]
Epoch 111/120:  35%|███▌      | 6/17 [00:03<00:05,  1.91it/s, iou=0.8289, loss=-0.9757, lr=4.47e-06]
Epoch 111/120:  35%|███▌      | 6/17 [00:03<00:05,  1.91it/s, iou=0.8289, loss=-0.7499, lr=4.47e-06]
Epoch 111/120:  41%|████      | 7/17 [00:03<00:05,  1.92it/s, iou=0.8289, loss=-0.7499, lr=4.47e-06]
Epoch 111/120:  41%|████      | 7/17 [00:04<00:05,  1.92it/s, iou=0.8298, loss=-0.9350, lr=4.47e-06]
Epoch 111/120:  47%|████▋     | 8/17 [00:04<00:04,  1.92it/s, iou=0.8298, loss=-0.9350, lr=4.47e-06]
Epoch 111/120:  47%|████▋     | 8/17 [00:04<00:04,  1.92it/s, iou=0.8368, loss=-0.8217, lr=4.47e-06]
Epoch 111/120:  53%|█████▎    | 9/17 [00:04<00:04,  1.93it/s, iou=0.8368, loss=-0.8217, lr=4.47e-06]
Epoch 111/120:  53%|█████▎    | 9/17 [00:05<00:04,  1.93it/s, iou=0.8407, loss=-0.8309, lr=4.47e-06]
Epoch 111/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.93it/s, iou=0.8407, loss=-0.8309, lr=4.47e-06]
Epoch 111/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.93it/s, iou=0.8394, loss=-0.7801, lr=4.47e-06]
Epoch 111/120:  65%|██████▍   | 11/17 [00:05<00:03,  1.93it/s, iou=0.8394, loss=-0.7801, lr=4.47e-06]
Epoch 111/120:  65%|██████▍   | 11/17 [00:06<00:03,  1.93it/s, iou=0.8410, loss=-0.6801, lr=4.47e-06]
Epoch 111/120:  71%|███████   | 12/17 [00:06<00:02,  1.93it/s, iou=0.8410, loss=-0.6801, lr=4.47e-06]
Epoch 111/120:  71%|███████   | 12/17 [00:06<00:02,  1.93it/s, iou=0.8413, loss=-0.8866, lr=4.47e-06]
Epoch 111/120:  76%|███████▋  | 13/17 [00:06<00:02,  1.94it/s, iou=0.8413, loss=-0.8866, lr=4.47e-06]
Epoch 111/120:  76%|███████▋  | 13/17 [00:07<00:02,  1.94it/s, iou=0.8385, loss=-0.6914, lr=4.47e-06]
Epoch 111/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.94it/s, iou=0.8385, loss=-0.6914, lr=4.47e-06]
Epoch 111/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.94it/s, iou=0.8392, loss=-0.8497, lr=4.47e-06]
Epoch 111/120:  88%|████████▊ | 15/17 [00:07<00:01,  1.94it/s, iou=0.8392, loss=-0.8497, lr=4.47e-06]
Epoch 111/120:  88%|████████▊ | 15/17 [00:08<00:01,  1.94it/s, iou=0.8416, loss=-0.9212, lr=4.47e-06]
Epoch 111/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.94it/s, iou=0.8416, loss=-0.9212, lr=4.47e-06]
Epoch 111/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.94it/s, iou=0.8414, loss=-0.6222, lr=4.47e-06]
Epoch 111/120: 100%|██████████| 17/17 [00:08<00:00,  2.50it/s, iou=0.8414, loss=-0.6222, lr=4.47e-06]
                                                                                                     
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 111/120: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating:  33%|███▎      | 1/3 [00:00<00:00,  3.33it/s]
Validating:  67%|██████▋   | 2/3 [00:00<00:00,  3.58it/s]
                                                         
[Strategy3 MC Cache] ram_hits=0 disk_hits=0 misses=0 writes=0
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 111/120: train_loss=-0.8311, train_iou=0.8414, train_entropy=0.0000, val_loss=-0.6955, val_iou=0.7132, val_dice=0.7967, val_iou_gain=0.0159, val_biou_gain=0.0409, head_lr=3.816455e-06, encoder_lr=3.816455e-06, val_refine_score=0.5710, es_monitor=val_refine_score, es_value=0.5695, es_best=0.5710, es_wait=4/30, es_active=True, s3_frozen=True

Epoch 112/120:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 112/120:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.8388, loss=-0.9049, lr=3.82e-06]
Epoch 112/120:   6%|▌         | 1/17 [00:00<00:10,  1.60it/s, iou=0.8388, loss=-0.9049, lr=3.82e-06]
Epoch 112/120:   6%|▌         | 1/17 [00:01<00:10,  1.60it/s, iou=0.8366, loss=-0.8973, lr=3.82e-06]
Epoch 112/120:  12%|█▏        | 2/17 [00:01<00:08,  1.78it/s, iou=0.8366, loss=-0.8973, lr=3.82e-06]
Epoch 112/120:  12%|█▏        | 2/17 [00:01<00:08,  1.78it/s, iou=0.8412, loss=-0.8198, lr=3.82e-06]
Epoch 112/120:  18%|█▊        | 3/17 [00:01<00:07,  1.85it/s, iou=0.8412, loss=-0.8198, lr=3.82e-06]
Epoch 112/120:  18%|█▊        | 3/17 [00:02<00:07,  1.85it/s, iou=0.8490, loss=-0.8465, lr=3.82e-06]
Epoch 112/120:  24%|██▎       | 4/17 [00:02<00:06,  1.88it/s, iou=0.8490, loss=-0.8465, lr=3.82e-06]
Epoch 112/120:  24%|██▎       | 4/17 [00:02<00:06,  1.88it/s, iou=0.8539, loss=-0.8661, lr=3.82e-06]
Epoch 112/120:  29%|██▉       | 5/17 [00:02<00:06,  1.90it/s, iou=0.8539, loss=-0.8661, lr=3.82e-06]
Epoch 112/120:  29%|██▉       | 5/17 [00:03<00:06,  1.90it/s, iou=0.8463, loss=-0.7173, lr=3.82e-06]
Epoch 112/120:  35%|███▌      | 6/17 [00:03<00:05,  1.91it/s, iou=0.8463, loss=-0.7173, lr=3.82e-06]
Epoch 112/120:  35%|███▌      | 6/17 [00:03<00:05,  1.91it/s, iou=0.8482, loss=-0.8222, lr=3.82e-06]
Epoch 112/120:  41%|████      | 7/17 [00:03<00:05,  1.91it/s, iou=0.8482, loss=-0.8222, lr=3.82e-06]
Epoch 112/120:  41%|████      | 7/17 [00:04<00:05,  1.91it/s, iou=0.8479, loss=-0.8190, lr=3.82e-06]
Epoch 112/120:  47%|████▋     | 8/17 [00:04<00:04,  1.92it/s, iou=0.8479, loss=-0.8190, lr=3.82e-06]
Epoch 112/120:  47%|████▋     | 8/17 [00:04<00:04,  1.92it/s, iou=0.8477, loss=-0.8173, lr=3.82e-06]
Epoch 112/120:  53%|█████▎    | 9/17 [00:04<00:04,  1.92it/s, iou=0.8477, loss=-0.8173, lr=3.82e-06]
Epoch 112/120:  53%|█████▎    | 9/17 [00:05<00:04,  1.92it/s, iou=0.8465, loss=-0.7566, lr=3.82e-06]
Epoch 112/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.92it/s, iou=0.8465, loss=-0.7566, lr=3.82e-06]
Epoch 112/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.92it/s, iou=0.8453, loss=-0.8224, lr=3.82e-06]
Epoch 112/120:  65%|██████▍   | 11/17 [00:05<00:03,  1.93it/s, iou=0.8453, loss=-0.8224, lr=3.82e-06]
Epoch 112/120:  65%|██████▍   | 11/17 [00:06<00:03,  1.93it/s, iou=0.8469, loss=-0.8366, lr=3.82e-06]
Epoch 112/120:  71%|███████   | 12/17 [00:06<00:02,  1.93it/s, iou=0.8469, loss=-0.8366, lr=3.82e-06]
Epoch 112/120:  71%|███████   | 12/17 [00:06<00:02,  1.93it/s, iou=0.8427, loss=-0.7817, lr=3.82e-06]
Epoch 112/120:  76%|███████▋  | 13/17 [00:06<00:02,  1.93it/s, iou=0.8427, loss=-0.7817, lr=3.82e-06]
Epoch 112/120:  76%|███████▋  | 13/17 [00:07<00:02,  1.93it/s, iou=0.8439, loss=-0.8827, lr=3.82e-06]
Epoch 112/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.93it/s, iou=0.8439, loss=-0.8827, lr=3.82e-06]
Epoch 112/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.93it/s, iou=0.8432, loss=-0.8852, lr=3.82e-06]
Epoch 112/120:  88%|████████▊ | 15/17 [00:07<00:01,  1.93it/s, iou=0.8432, loss=-0.8852, lr=3.82e-06]
Epoch 112/120:  88%|████████▊ | 15/17 [00:08<00:01,  1.93it/s, iou=0.8427, loss=-0.9785, lr=3.82e-06]
Epoch 112/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.93it/s, iou=0.8427, loss=-0.9785, lr=3.82e-06]
Epoch 112/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.93it/s, iou=0.8410, loss=-0.6826, lr=3.82e-06]
Epoch 112/120: 100%|██████████| 17/17 [00:08<00:00,  2.51it/s, iou=0.8410, loss=-0.6826, lr=3.82e-06]
                                                                                                     
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 112/120: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating:  33%|███▎      | 1/3 [00:00<00:00,  3.37it/s]
Validating:  67%|██████▋   | 2/3 [00:00<00:00,  3.59it/s]
                                                         
[Strategy3 MC Cache] ram_hits=0 disk_hits=0 misses=0 writes=0
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 112/120: train_loss=-0.8316, train_iou=0.8410, train_entropy=0.0000, val_loss=-0.6928, val_iou=0.7137, val_dice=0.7972, val_iou_gain=0.0164, val_biou_gain=0.0411, head_lr=3.227511e-06, encoder_lr=3.227511e-06, val_refine_score=0.5710, es_monitor=val_refine_score, es_value=0.5699, es_best=0.5710, es_wait=5/30, es_active=True, s3_frozen=True

Epoch 113/120:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 113/120:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.8651, loss=-0.9290, lr=3.23e-06]
Epoch 113/120:   6%|▌         | 1/17 [00:00<00:09,  1.64it/s, iou=0.8651, loss=-0.9290, lr=3.23e-06]
Epoch 113/120:   6%|▌         | 1/17 [00:01<00:09,  1.64it/s, iou=0.8621, loss=-0.7585, lr=3.23e-06]
Epoch 113/120:  12%|█▏        | 2/17 [00:01<00:08,  1.80it/s, iou=0.8621, loss=-0.7585, lr=3.23e-06]
Epoch 113/120:  12%|█▏        | 2/17 [00:01<00:08,  1.80it/s, iou=0.8540, loss=-0.9239, lr=3.23e-06]
Epoch 113/120:  18%|█▊        | 3/17 [00:01<00:07,  1.86it/s, iou=0.8540, loss=-0.9239, lr=3.23e-06]
Epoch 113/120:  18%|█▊        | 3/17 [00:02<00:07,  1.86it/s, iou=0.8508, loss=-0.7961, lr=3.23e-06]
Epoch 113/120:  24%|██▎       | 4/17 [00:02<00:06,  1.88it/s, iou=0.8508, loss=-0.7961, lr=3.23e-06]
Epoch 113/120:  24%|██▎       | 4/17 [00:02<00:06,  1.88it/s, iou=0.8548, loss=-0.9082, lr=3.23e-06]
Epoch 113/120:  29%|██▉       | 5/17 [00:02<00:06,  1.90it/s, iou=0.8548, loss=-0.9082, lr=3.23e-06]
Epoch 113/120:  29%|██▉       | 5/17 [00:03<00:06,  1.90it/s, iou=0.8436, loss=-0.7646, lr=3.23e-06]
Epoch 113/120:  35%|███▌      | 6/17 [00:03<00:05,  1.91it/s, iou=0.8436, loss=-0.7646, lr=3.23e-06]
Epoch 113/120:  35%|███▌      | 6/17 [00:03<00:05,  1.91it/s, iou=0.8455, loss=-0.8895, lr=3.23e-06]
Epoch 113/120:  41%|████      | 7/17 [00:03<00:05,  1.92it/s, iou=0.8455, loss=-0.8895, lr=3.23e-06]
Epoch 113/120:  41%|████      | 7/17 [00:04<00:05,  1.92it/s, iou=0.8422, loss=-0.7920, lr=3.23e-06]
Epoch 113/120:  47%|████▋     | 8/17 [00:04<00:04,  1.92it/s, iou=0.8422, loss=-0.7920, lr=3.23e-06]
Epoch 113/120:  47%|████▋     | 8/17 [00:04<00:04,  1.92it/s, iou=0.8443, loss=-0.8011, lr=3.23e-06]
Epoch 113/120:  53%|█████▎    | 9/17 [00:04<00:04,  1.93it/s, iou=0.8443, loss=-0.8011, lr=3.23e-06]
Epoch 113/120:  53%|█████▎    | 9/17 [00:05<00:04,  1.93it/s, iou=0.8414, loss=-0.8867, lr=3.23e-06]
Epoch 113/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.93it/s, iou=0.8414, loss=-0.8867, lr=3.23e-06]
Epoch 113/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.93it/s, iou=0.8356, loss=-0.7249, lr=3.23e-06]
Epoch 113/120:  65%|██████▍   | 11/17 [00:05<00:03,  1.93it/s, iou=0.8356, loss=-0.7249, lr=3.23e-06]
Epoch 113/120:  65%|██████▍   | 11/17 [00:06<00:03,  1.93it/s, iou=0.8377, loss=-0.8592, lr=3.23e-06]
Epoch 113/120:  71%|███████   | 12/17 [00:06<00:02,  1.93it/s, iou=0.8377, loss=-0.8592, lr=3.23e-06]
Epoch 113/120:  71%|███████   | 12/17 [00:06<00:02,  1.93it/s, iou=0.8392, loss=-0.8627, lr=3.23e-06]
Epoch 113/120:  76%|███████▋  | 13/17 [00:06<00:02,  1.93it/s, iou=0.8392, loss=-0.8627, lr=3.23e-06]
Epoch 113/120:  76%|███████▋  | 13/17 [00:07<00:02,  1.93it/s, iou=0.8379, loss=-0.7996, lr=3.23e-06]
Epoch 113/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.93it/s, iou=0.8379, loss=-0.7996, lr=3.23e-06]
Epoch 113/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.93it/s, iou=0.8386, loss=-0.9362, lr=3.23e-06]
Epoch 113/120:  88%|████████▊ | 15/17 [00:07<00:01,  1.93it/s, iou=0.8386, loss=-0.9362, lr=3.23e-06]
Epoch 113/120:  88%|████████▊ | 15/17 [00:08<00:01,  1.93it/s, iou=0.8385, loss=-0.8061, lr=3.23e-06]
Epoch 113/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.94it/s, iou=0.8385, loss=-0.8061, lr=3.23e-06]
Epoch 113/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.94it/s, iou=0.8391, loss=-0.9062, lr=3.23e-06]
Epoch 113/120: 100%|██████████| 17/17 [00:08<00:00,  2.50it/s, iou=0.8391, loss=-0.9062, lr=3.23e-06]
                                                                                                     
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 113/120: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating:  33%|███▎      | 1/3 [00:00<00:00,  3.39it/s]
Validating:  67%|██████▋   | 2/3 [00:00<00:00,  3.63it/s]
                                                         
[Strategy3 MC Cache] ram_hits=0 disk_hits=0 misses=0 writes=0
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 113/120: train_loss=-0.8438, train_iou=0.8391, train_entropy=0.0000, val_loss=-0.6976, val_iou=0.7140, val_dice=0.7972, val_iou_gain=0.0167, val_biou_gain=0.0421, head_lr=2.706901e-06, encoder_lr=2.706901e-06, val_refine_score=0.5710, es_monitor=val_refine_score, es_value=0.5705, es_best=0.5710, es_wait=6/30, es_active=True, s3_frozen=True

Epoch 114/120:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 114/120:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.8378, loss=-0.9280, lr=2.71e-06]
Epoch 114/120:   6%|▌         | 1/17 [00:00<00:09,  1.64it/s, iou=0.8378, loss=-0.9280, lr=2.71e-06]
Epoch 114/120:   6%|▌         | 1/17 [00:01<00:09,  1.64it/s, iou=0.8444, loss=-0.8546, lr=2.71e-06]
Epoch 114/120:  12%|█▏        | 2/17 [00:01<00:08,  1.80it/s, iou=0.8444, loss=-0.8546, lr=2.71e-06]
Epoch 114/120:  12%|█▏        | 2/17 [00:01<00:08,  1.80it/s, iou=0.8372, loss=-0.8184, lr=2.71e-06]
Epoch 114/120:  18%|█▊        | 3/17 [00:01<00:07,  1.86it/s, iou=0.8372, loss=-0.8184, lr=2.71e-06]
Epoch 114/120:  18%|█▊        | 3/17 [00:02<00:07,  1.86it/s, iou=0.8416, loss=-0.8043, lr=2.71e-06]
Epoch 114/120:  24%|██▎       | 4/17 [00:02<00:06,  1.89it/s, iou=0.8416, loss=-0.8043, lr=2.71e-06]
Epoch 114/120:  24%|██▎       | 4/17 [00:02<00:06,  1.89it/s, iou=0.8418, loss=-0.8318, lr=2.71e-06]
Epoch 114/120:  29%|██▉       | 5/17 [00:02<00:06,  1.91it/s, iou=0.8418, loss=-0.8318, lr=2.71e-06]
Epoch 114/120:  29%|██▉       | 5/17 [00:03<00:06,  1.91it/s, iou=0.8484, loss=-0.9450, lr=2.71e-06]
Epoch 114/120:  35%|███▌      | 6/17 [00:03<00:05,  1.92it/s, iou=0.8484, loss=-0.9450, lr=2.71e-06]
Epoch 114/120:  35%|███▌      | 6/17 [00:03<00:05,  1.92it/s, iou=0.8485, loss=-0.9303, lr=2.71e-06]
Epoch 114/120:  41%|████      | 7/17 [00:03<00:05,  1.93it/s, iou=0.8485, loss=-0.9303, lr=2.71e-06]
Epoch 114/120:  41%|████      | 7/17 [00:04<00:05,  1.93it/s, iou=0.8424, loss=-0.7747, lr=2.71e-06]
Epoch 114/120:  47%|████▋     | 8/17 [00:04<00:04,  1.93it/s, iou=0.8424, loss=-0.7747, lr=2.71e-06]
Epoch 114/120:  47%|████▋     | 8/17 [00:04<00:04,  1.93it/s, iou=0.8384, loss=-0.8494, lr=2.71e-06]
Epoch 114/120:  53%|█████▎    | 9/17 [00:04<00:04,  1.93it/s, iou=0.8384, loss=-0.8494, lr=2.71e-06]
Epoch 114/120:  53%|█████▎    | 9/17 [00:05<00:04,  1.93it/s, iou=0.8385, loss=-0.8095, lr=2.71e-06]
Epoch 114/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.93it/s, iou=0.8385, loss=-0.8095, lr=2.71e-06]
Epoch 114/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.93it/s, iou=0.8369, loss=-0.8700, lr=2.71e-06]
Epoch 114/120:  65%|██████▍   | 11/17 [00:05<00:03,  1.93it/s, iou=0.8369, loss=-0.8700, lr=2.71e-06]
Epoch 114/120:  65%|██████▍   | 11/17 [00:06<00:03,  1.93it/s, iou=0.8362, loss=-0.7806, lr=2.71e-06]
Epoch 114/120:  71%|███████   | 12/17 [00:06<00:02,  1.93it/s, iou=0.8362, loss=-0.7806, lr=2.71e-06]
Epoch 114/120:  71%|███████   | 12/17 [00:06<00:02,  1.93it/s, iou=0.8383, loss=-0.8910, lr=2.71e-06]
Epoch 114/120:  76%|███████▋  | 13/17 [00:06<00:02,  1.94it/s, iou=0.8383, loss=-0.8910, lr=2.71e-06]
Epoch 114/120:  76%|███████▋  | 13/17 [00:07<00:02,  1.94it/s, iou=0.8398, loss=-0.8578, lr=2.71e-06]
Epoch 114/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.94it/s, iou=0.8398, loss=-0.8578, lr=2.71e-06]
Epoch 114/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.94it/s, iou=0.8384, loss=-0.8113, lr=2.71e-06]
Epoch 114/120:  88%|████████▊ | 15/17 [00:07<00:01,  1.94it/s, iou=0.8384, loss=-0.8113, lr=2.71e-06]
Epoch 114/120:  88%|████████▊ | 15/17 [00:08<00:01,  1.94it/s, iou=0.8361, loss=-0.7071, lr=2.71e-06]
Epoch 114/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.94it/s, iou=0.8361, loss=-0.7071, lr=2.71e-06]
Epoch 114/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.94it/s, iou=0.8364, loss=-0.5827, lr=2.71e-06]
Epoch 114/120: 100%|██████████| 17/17 [00:08<00:00,  2.53it/s, iou=0.8364, loss=-0.5827, lr=2.71e-06]
                                                                                                     
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 114/120: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating:  33%|███▎      | 1/3 [00:00<00:00,  3.39it/s]
Validating:  67%|██████▋   | 2/3 [00:00<00:00,  3.61it/s]
                                                         
[Strategy3 MC Cache] ram_hits=0 disk_hits=0 misses=0 writes=0
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 114/120: train_loss=-0.8263, train_iou=0.8364, train_entropy=0.0000, val_loss=-0.6957, val_iou=0.7136, val_dice=0.7970, val_iou_gain=0.0163, val_biou_gain=0.0413, head_lr=2.254981e-06, encoder_lr=2.254981e-06, val_refine_score=0.5710, es_monitor=val_refine_score, es_value=0.5700, es_best=0.5710, es_wait=7/30, es_active=True, s3_frozen=True

Epoch 115/120:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 115/120:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.8347, loss=-0.7725, lr=2.25e-06]
Epoch 115/120:   6%|▌         | 1/17 [00:00<00:09,  1.72it/s, iou=0.8347, loss=-0.7725, lr=2.25e-06]
Epoch 115/120:   6%|▌         | 1/17 [00:01<00:09,  1.72it/s, iou=0.8520, loss=-0.8575, lr=2.25e-06]
Epoch 115/120:  12%|█▏        | 2/17 [00:01<00:08,  1.84it/s, iou=0.8520, loss=-0.8575, lr=2.25e-06]
Epoch 115/120:  12%|█▏        | 2/17 [00:01<00:08,  1.84it/s, iou=0.8444, loss=-0.8359, lr=2.25e-06]
Epoch 115/120:  18%|█▊        | 3/17 [00:01<00:07,  1.87it/s, iou=0.8444, loss=-0.8359, lr=2.25e-06]
Epoch 115/120:  18%|█▊        | 3/17 [00:02<00:07,  1.87it/s, iou=0.8395, loss=-0.8703, lr=2.25e-06]
Epoch 115/120:  24%|██▎       | 4/17 [00:02<00:06,  1.88it/s, iou=0.8395, loss=-0.8703, lr=2.25e-06]
Epoch 115/120:  24%|██▎       | 4/17 [00:02<00:06,  1.88it/s, iou=0.8355, loss=-0.9093, lr=2.25e-06]
Epoch 115/120:  29%|██▉       | 5/17 [00:02<00:06,  1.89it/s, iou=0.8355, loss=-0.9093, lr=2.25e-06]
Epoch 115/120:  29%|██▉       | 5/17 [00:03<00:06,  1.89it/s, iou=0.8408, loss=-0.8410, lr=2.25e-06]
Epoch 115/120:  35%|███▌      | 6/17 [00:03<00:05,  1.91it/s, iou=0.8408, loss=-0.8410, lr=2.25e-06]
Epoch 115/120:  35%|███▌      | 6/17 [00:03<00:05,  1.91it/s, iou=0.8370, loss=-0.7631, lr=2.25e-06]
Epoch 115/120:  41%|████      | 7/17 [00:03<00:05,  1.92it/s, iou=0.8370, loss=-0.7631, lr=2.25e-06]
Epoch 115/120:  41%|████      | 7/17 [00:04<00:05,  1.92it/s, iou=0.8389, loss=-0.7980, lr=2.25e-06]
Epoch 115/120:  47%|████▋     | 8/17 [00:04<00:04,  1.92it/s, iou=0.8389, loss=-0.7980, lr=2.25e-06]
Epoch 115/120:  47%|████▋     | 8/17 [00:04<00:04,  1.92it/s, iou=0.8391, loss=-0.9094, lr=2.25e-06]
Epoch 115/120:  53%|█████▎    | 9/17 [00:04<00:04,  1.92it/s, iou=0.8391, loss=-0.9094, lr=2.25e-06]
Epoch 115/120:  53%|█████▎    | 9/17 [00:05<00:04,  1.92it/s, iou=0.8417, loss=-0.9161, lr=2.25e-06]
Epoch 115/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.93it/s, iou=0.8417, loss=-0.9161, lr=2.25e-06]
Epoch 115/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.93it/s, iou=0.8435, loss=-0.9604, lr=2.25e-06]
Epoch 115/120:  65%|██████▍   | 11/17 [00:05<00:03,  1.93it/s, iou=0.8435, loss=-0.9604, lr=2.25e-06]
Epoch 115/120:  65%|██████▍   | 11/17 [00:06<00:03,  1.93it/s, iou=0.8461, loss=-0.8528, lr=2.25e-06]
Epoch 115/120:  71%|███████   | 12/17 [00:06<00:02,  1.93it/s, iou=0.8461, loss=-0.8528, lr=2.25e-06]
Epoch 115/120:  71%|███████   | 12/17 [00:06<00:02,  1.93it/s, iou=0.8407, loss=-0.8720, lr=2.25e-06]
Epoch 115/120:  76%|███████▋  | 13/17 [00:06<00:02,  1.93it/s, iou=0.8407, loss=-0.8720, lr=2.25e-06]
Epoch 115/120:  76%|███████▋  | 13/17 [00:07<00:02,  1.93it/s, iou=0.8405, loss=-0.7998, lr=2.25e-06]
Epoch 115/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.93it/s, iou=0.8405, loss=-0.7998, lr=2.25e-06]
Epoch 115/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.93it/s, iou=0.8408, loss=-0.8101, lr=2.25e-06]
Epoch 115/120:  88%|████████▊ | 15/17 [00:07<00:01,  1.93it/s, iou=0.8408, loss=-0.8101, lr=2.25e-06]
Epoch 115/120:  88%|████████▊ | 15/17 [00:08<00:01,  1.93it/s, iou=0.8415, loss=-0.8007, lr=2.25e-06]
Epoch 115/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.93it/s, iou=0.8415, loss=-0.8007, lr=2.25e-06]
Epoch 115/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.93it/s, iou=0.8414, loss=-0.8556, lr=2.25e-06]
Epoch 115/120: 100%|██████████| 17/17 [00:08<00:00,  2.51it/s, iou=0.8414, loss=-0.8556, lr=2.25e-06]
                                                                                                     
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 115/120: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating:  33%|███▎      | 1/3 [00:00<00:00,  3.33it/s]
Validating:  67%|██████▋   | 2/3 [00:00<00:00,  3.54it/s]
                                                         
[Strategy3 MC Cache] ram_hits=0 disk_hits=0 misses=0 writes=0
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 115/120: train_loss=-0.8485, train_iou=0.8414, train_entropy=0.0000, val_loss=-0.6958, val_iou=0.7138, val_dice=0.7972, val_iou_gain=0.0165, val_biou_gain=0.0415, head_lr=1.872063e-06, encoder_lr=1.872063e-06, val_refine_score=0.5710, es_monitor=val_refine_score, es_value=0.5701, es_best=0.5710, es_wait=8/30, es_active=True, s3_frozen=True

Epoch 116/120:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 116/120:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.8551, loss=-0.8754, lr=1.87e-06]
Epoch 116/120:   6%|▌         | 1/17 [00:00<00:09,  1.63it/s, iou=0.8551, loss=-0.8754, lr=1.87e-06]
Epoch 116/120:   6%|▌         | 1/17 [00:01<00:09,  1.63it/s, iou=0.8475, loss=-0.8068, lr=1.87e-06]
Epoch 116/120:  12%|█▏        | 2/17 [00:01<00:08,  1.79it/s, iou=0.8475, loss=-0.8068, lr=1.87e-06]
Epoch 116/120:  12%|█▏        | 2/17 [00:01<00:08,  1.79it/s, iou=0.8539, loss=-0.8535, lr=1.87e-06]
Epoch 116/120:  18%|█▊        | 3/17 [00:01<00:07,  1.84it/s, iou=0.8539, loss=-0.8535, lr=1.87e-06]
Epoch 116/120:  18%|█▊        | 3/17 [00:02<00:07,  1.84it/s, iou=0.8444, loss=-0.7194, lr=1.87e-06]
Epoch 116/120:  24%|██▎       | 4/17 [00:02<00:06,  1.87it/s, iou=0.8444, loss=-0.7194, lr=1.87e-06]
Epoch 116/120:  24%|██▎       | 4/17 [00:02<00:06,  1.87it/s, iou=0.8450, loss=-0.7753, lr=1.87e-06]
Epoch 116/120:  29%|██▉       | 5/17 [00:02<00:06,  1.89it/s, iou=0.8450, loss=-0.7753, lr=1.87e-06]
Epoch 116/120:  29%|██▉       | 5/17 [00:03<00:06,  1.89it/s, iou=0.8457, loss=-0.8017, lr=1.87e-06]
Epoch 116/120:  35%|███▌      | 6/17 [00:03<00:05,  1.90it/s, iou=0.8457, loss=-0.8017, lr=1.87e-06]
Epoch 116/120:  35%|███▌      | 6/17 [00:03<00:05,  1.90it/s, iou=0.8432, loss=-0.7697, lr=1.87e-06]
Epoch 116/120:  41%|████      | 7/17 [00:03<00:05,  1.91it/s, iou=0.8432, loss=-0.7697, lr=1.87e-06]
Epoch 116/120:  41%|████      | 7/17 [00:04<00:05,  1.91it/s, iou=0.8401, loss=-0.8077, lr=1.87e-06]
Epoch 116/120:  47%|████▋     | 8/17 [00:04<00:04,  1.91it/s, iou=0.8401, loss=-0.8077, lr=1.87e-06]
Epoch 116/120:  47%|████▋     | 8/17 [00:04<00:04,  1.91it/s, iou=0.8407, loss=-0.9366, lr=1.87e-06]
Epoch 116/120:  53%|█████▎    | 9/17 [00:04<00:04,  1.92it/s, iou=0.8407, loss=-0.9366, lr=1.87e-06]
Epoch 116/120:  53%|█████▎    | 9/17 [00:05<00:04,  1.92it/s, iou=0.8425, loss=-0.9311, lr=1.87e-06]
Epoch 116/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.91it/s, iou=0.8425, loss=-0.9311, lr=1.87e-06]
Epoch 116/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.91it/s, iou=0.8452, loss=-0.8195, lr=1.87e-06]
Epoch 116/120:  65%|██████▍   | 11/17 [00:05<00:03,  1.91it/s, iou=0.8452, loss=-0.8195, lr=1.87e-06]
Epoch 116/120:  65%|██████▍   | 11/17 [00:06<00:03,  1.91it/s, iou=0.8443, loss=-0.8849, lr=1.87e-06]
Epoch 116/120:  71%|███████   | 12/17 [00:06<00:02,  1.91it/s, iou=0.8443, loss=-0.8849, lr=1.87e-06]
Epoch 116/120:  71%|███████   | 12/17 [00:06<00:02,  1.91it/s, iou=0.8414, loss=-0.9307, lr=1.87e-06]
Epoch 116/120:  76%|███████▋  | 13/17 [00:06<00:02,  1.91it/s, iou=0.8414, loss=-0.9307, lr=1.87e-06]
Epoch 116/120:  76%|███████▋  | 13/17 [00:07<00:02,  1.91it/s, iou=0.8424, loss=-0.8755, lr=1.87e-06]
Epoch 116/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.92it/s, iou=0.8424, loss=-0.8755, lr=1.87e-06]
Epoch 116/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.92it/s, iou=0.8403, loss=-0.7787, lr=1.87e-06]
Epoch 116/120:  88%|████████▊ | 15/17 [00:07<00:01,  1.93it/s, iou=0.8403, loss=-0.7787, lr=1.87e-06]
Epoch 116/120:  88%|████████▊ | 15/17 [00:08<00:01,  1.93it/s, iou=0.8410, loss=-0.8838, lr=1.87e-06]
Epoch 116/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.93it/s, iou=0.8410, loss=-0.8838, lr=1.87e-06]
Epoch 116/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.93it/s, iou=0.8396, loss=-0.6214, lr=1.87e-06]
Epoch 116/120: 100%|██████████| 17/17 [00:08<00:00,  2.51it/s, iou=0.8396, loss=-0.6214, lr=1.87e-06]
                                                                                                     
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 116/120: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating:  33%|███▎      | 1/3 [00:00<00:00,  3.33it/s]
Validating:  67%|██████▋   | 2/3 [00:00<00:00,  3.60it/s]
                                                         
[Strategy3 MC Cache] ram_hits=0 disk_hits=0 misses=0 writes=0
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 116/120: train_loss=-0.8277, train_iou=0.8396, train_entropy=0.0000, val_loss=-0.7019, val_iou=0.7136, val_dice=0.7970, val_iou_gain=0.0164, val_biou_gain=0.0415, head_lr=1.558407e-06, encoder_lr=1.558407e-06, val_refine_score=0.5710, es_monitor=val_refine_score, es_value=0.5701, es_best=0.5710, es_wait=9/30, es_active=True, s3_frozen=True

Epoch 117/120:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 117/120:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.7501, loss=-0.7837, lr=1.56e-06]
Epoch 117/120:   6%|▌         | 1/17 [00:00<00:09,  1.66it/s, iou=0.7501, loss=-0.7837, lr=1.56e-06]
Epoch 117/120:   6%|▌         | 1/17 [00:01<00:09,  1.66it/s, iou=0.7895, loss=-0.7114, lr=1.56e-06]
Epoch 117/120:  12%|█▏        | 2/17 [00:01<00:08,  1.81it/s, iou=0.7895, loss=-0.7114, lr=1.56e-06]
Epoch 117/120:  12%|█▏        | 2/17 [00:01<00:08,  1.81it/s, iou=0.8187, loss=-0.8754, lr=1.56e-06]
Epoch 117/120:  18%|█▊        | 3/17 [00:01<00:07,  1.87it/s, iou=0.8187, loss=-0.8754, lr=1.56e-06]
Epoch 117/120:  18%|█▊        | 3/17 [00:02<00:07,  1.87it/s, iou=0.8271, loss=-0.9616, lr=1.56e-06]
Epoch 117/120:  24%|██▎       | 4/17 [00:02<00:06,  1.89it/s, iou=0.8271, loss=-0.9616, lr=1.56e-06]
Epoch 117/120:  24%|██▎       | 4/17 [00:02<00:06,  1.89it/s, iou=0.8334, loss=-0.8134, lr=1.56e-06]
Epoch 117/120:  29%|██▉       | 5/17 [00:02<00:06,  1.91it/s, iou=0.8334, loss=-0.8134, lr=1.56e-06]
Epoch 117/120:  29%|██▉       | 5/17 [00:03<00:06,  1.91it/s, iou=0.8290, loss=-0.7535, lr=1.56e-06]
Epoch 117/120:  35%|███▌      | 6/17 [00:03<00:05,  1.92it/s, iou=0.8290, loss=-0.7535, lr=1.56e-06]
Epoch 117/120:  35%|███▌      | 6/17 [00:03<00:05,  1.92it/s, iou=0.8303, loss=-0.8877, lr=1.56e-06]
Epoch 117/120:  41%|████      | 7/17 [00:03<00:05,  1.93it/s, iou=0.8303, loss=-0.8877, lr=1.56e-06]
Epoch 117/120:  41%|████      | 7/17 [00:04<00:05,  1.93it/s, iou=0.8337, loss=-0.8683, lr=1.56e-06]
Epoch 117/120:  47%|████▋     | 8/17 [00:04<00:04,  1.93it/s, iou=0.8337, loss=-0.8683, lr=1.56e-06]
Epoch 117/120:  47%|████▋     | 8/17 [00:04<00:04,  1.93it/s, iou=0.8343, loss=-0.7939, lr=1.56e-06]
Epoch 117/120:  53%|█████▎    | 9/17 [00:04<00:04,  1.93it/s, iou=0.8343, loss=-0.7939, lr=1.56e-06]
Epoch 117/120:  53%|█████▎    | 9/17 [00:05<00:04,  1.93it/s, iou=0.8337, loss=-0.8302, lr=1.56e-06]
Epoch 117/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.93it/s, iou=0.8337, loss=-0.8302, lr=1.56e-06]
Epoch 117/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.93it/s, iou=0.8371, loss=-0.8747, lr=1.56e-06]
Epoch 117/120:  65%|██████▍   | 11/17 [00:05<00:03,  1.93it/s, iou=0.8371, loss=-0.8747, lr=1.56e-06]
Epoch 117/120:  65%|██████▍   | 11/17 [00:06<00:03,  1.93it/s, iou=0.8375, loss=-0.7761, lr=1.56e-06]
Epoch 117/120:  71%|███████   | 12/17 [00:06<00:02,  1.93it/s, iou=0.8375, loss=-0.7761, lr=1.56e-06]
Epoch 117/120:  71%|███████   | 12/17 [00:06<00:02,  1.93it/s, iou=0.8352, loss=-0.8966, lr=1.56e-06]
Epoch 117/120:  76%|███████▋  | 13/17 [00:06<00:02,  1.93it/s, iou=0.8352, loss=-0.8966, lr=1.56e-06]
Epoch 117/120:  76%|███████▋  | 13/17 [00:07<00:02,  1.93it/s, iou=0.8354, loss=-0.7706, lr=1.56e-06]
Epoch 117/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.93it/s, iou=0.8354, loss=-0.7706, lr=1.56e-06]
Epoch 117/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.93it/s, iou=0.8362, loss=-0.9195, lr=1.56e-06]
Epoch 117/120:  88%|████████▊ | 15/17 [00:07<00:01,  1.94it/s, iou=0.8362, loss=-0.9195, lr=1.56e-06]
Epoch 117/120:  88%|████████▊ | 15/17 [00:08<00:01,  1.94it/s, iou=0.8373, loss=-0.8042, lr=1.56e-06]
Epoch 117/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.93it/s, iou=0.8373, loss=-0.8042, lr=1.56e-06]
Epoch 117/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.93it/s, iou=0.8376, loss=-1.0688, lr=1.56e-06]
Epoch 117/120: 100%|██████████| 17/17 [00:08<00:00,  2.51it/s, iou=0.8376, loss=-1.0688, lr=1.56e-06]
                                                                                                     
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 117/120: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating:  33%|███▎      | 1/3 [00:00<00:00,  3.29it/s]
Validating:  67%|██████▋   | 2/3 [00:00<00:00,  3.54it/s]
                                                         
[Strategy3 MC Cache] ram_hits=0 disk_hits=0 misses=0 writes=0
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 117/120: train_loss=-0.8464, train_iou=0.8376, train_entropy=0.0000, val_loss=-0.7066, val_iou=0.7139, val_dice=0.7971, val_iou_gain=0.0166, val_biou_gain=0.0425, head_lr=1.314230e-06, encoder_lr=1.314230e-06, val_refine_score=0.5710, es_monitor=val_refine_score, es_value=0.5707, es_best=0.5710, es_wait=10/30, es_active=True, s3_frozen=True

Epoch 118/120:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 118/120:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.8266, loss=-0.7999, lr=1.31e-06]
Epoch 118/120:   6%|▌         | 1/17 [00:00<00:09,  1.72it/s, iou=0.8266, loss=-0.7999, lr=1.31e-06]
Epoch 118/120:   6%|▌         | 1/17 [00:01<00:09,  1.72it/s, iou=0.8064, loss=-0.8488, lr=1.31e-06]
Epoch 118/120:  12%|█▏        | 2/17 [00:01<00:08,  1.84it/s, iou=0.8064, loss=-0.8488, lr=1.31e-06]
Epoch 118/120:  12%|█▏        | 2/17 [00:01<00:08,  1.84it/s, iou=0.8189, loss=-0.9582, lr=1.31e-06]
Epoch 118/120:  18%|█▊        | 3/17 [00:01<00:07,  1.88it/s, iou=0.8189, loss=-0.9582, lr=1.31e-06]
Epoch 118/120:  18%|█▊        | 3/17 [00:02<00:07,  1.88it/s, iou=0.8290, loss=-0.9097, lr=1.31e-06]
Epoch 118/120:  24%|██▎       | 4/17 [00:02<00:06,  1.90it/s, iou=0.8290, loss=-0.9097, lr=1.31e-06]
Epoch 118/120:  24%|██▎       | 4/17 [00:02<00:06,  1.90it/s, iou=0.8345, loss=-0.8196, lr=1.31e-06]
Epoch 118/120:  29%|██▉       | 5/17 [00:02<00:06,  1.91it/s, iou=0.8345, loss=-0.8196, lr=1.31e-06]
Epoch 118/120:  29%|██▉       | 5/17 [00:03<00:06,  1.91it/s, iou=0.8374, loss=-0.7530, lr=1.31e-06]
Epoch 118/120:  35%|███▌      | 6/17 [00:03<00:05,  1.91it/s, iou=0.8374, loss=-0.7530, lr=1.31e-06]
Epoch 118/120:  35%|███▌      | 6/17 [00:03<00:05,  1.91it/s, iou=0.8408, loss=-0.9289, lr=1.31e-06]
Epoch 118/120:  41%|████      | 7/17 [00:03<00:05,  1.91it/s, iou=0.8408, loss=-0.9289, lr=1.31e-06]
Epoch 118/120:  41%|████      | 7/17 [00:04<00:05,  1.91it/s, iou=0.8387, loss=-0.7603, lr=1.31e-06]
Epoch 118/120:  47%|████▋     | 8/17 [00:04<00:04,  1.92it/s, iou=0.8387, loss=-0.7603, lr=1.31e-06]
Epoch 118/120:  47%|████▋     | 8/17 [00:04<00:04,  1.92it/s, iou=0.8401, loss=-0.8012, lr=1.31e-06]
Epoch 118/120:  53%|█████▎    | 9/17 [00:04<00:04,  1.92it/s, iou=0.8401, loss=-0.8012, lr=1.31e-06]
Epoch 118/120:  53%|█████▎    | 9/17 [00:05<00:04,  1.92it/s, iou=0.8422, loss=-0.8483, lr=1.31e-06]
Epoch 118/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.92it/s, iou=0.8422, loss=-0.8483, lr=1.31e-06]
Epoch 118/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.92it/s, iou=0.8448, loss=-0.9253, lr=1.31e-06]
Epoch 118/120:  65%|██████▍   | 11/17 [00:05<00:03,  1.92it/s, iou=0.8448, loss=-0.9253, lr=1.31e-06]
Epoch 118/120:  65%|██████▍   | 11/17 [00:06<00:03,  1.92it/s, iou=0.8441, loss=-0.7785, lr=1.31e-06]
Epoch 118/120:  71%|███████   | 12/17 [00:06<00:02,  1.92it/s, iou=0.8441, loss=-0.7785, lr=1.31e-06]
Epoch 118/120:  71%|███████   | 12/17 [00:06<00:02,  1.92it/s, iou=0.8454, loss=-0.7953, lr=1.31e-06]
Epoch 118/120:  76%|███████▋  | 13/17 [00:06<00:02,  1.93it/s, iou=0.8454, loss=-0.7953, lr=1.31e-06]
Epoch 118/120:  76%|███████▋  | 13/17 [00:07<00:02,  1.93it/s, iou=0.8430, loss=-0.8644, lr=1.31e-06]
Epoch 118/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.93it/s, iou=0.8430, loss=-0.8644, lr=1.31e-06]
Epoch 118/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.93it/s, iou=0.8404, loss=-0.8226, lr=1.31e-06]
Epoch 118/120:  88%|████████▊ | 15/17 [00:07<00:01,  1.93it/s, iou=0.8404, loss=-0.8226, lr=1.31e-06]
Epoch 118/120:  88%|████████▊ | 15/17 [00:08<00:01,  1.93it/s, iou=0.8397, loss=-0.8462, lr=1.31e-06]
Epoch 118/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.93it/s, iou=0.8397, loss=-0.8462, lr=1.31e-06]
Epoch 118/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.93it/s, iou=0.8391, loss=-0.3808, lr=1.31e-06]
Epoch 118/120: 100%|██████████| 17/17 [00:08<00:00,  2.50it/s, iou=0.8391, loss=-0.3808, lr=1.31e-06]
                                                                                                     
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 118/120: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating:  33%|███▎      | 1/3 [00:00<00:00,  3.38it/s]
Validating:  67%|██████▋   | 2/3 [00:00<00:00,  3.62it/s]
                                                         
[Strategy3 MC Cache] ram_hits=0 disk_hits=0 misses=0 writes=0
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 118/120: train_loss=-0.8142, train_iou=0.8391, train_entropy=0.0000, val_loss=-0.7016, val_iou=0.7138, val_dice=0.7970, val_iou_gain=0.0165, val_biou_gain=0.0419, head_lr=1.139698e-06, encoder_lr=1.139698e-06, val_refine_score=0.5710, es_monitor=val_refine_score, es_value=0.5703, es_best=0.5710, es_wait=11/30, es_active=True, s3_frozen=True

Epoch 119/120:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 119/120:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.8672, loss=-1.0052, lr=1.14e-06]
Epoch 119/120:   6%|▌         | 1/17 [00:00<00:09,  1.63it/s, iou=0.8672, loss=-1.0052, lr=1.14e-06]
Epoch 119/120:   6%|▌         | 1/17 [00:01<00:09,  1.63it/s, iou=0.8426, loss=-0.7457, lr=1.14e-06]
Epoch 119/120:  12%|█▏        | 2/17 [00:01<00:08,  1.79it/s, iou=0.8426, loss=-0.7457, lr=1.14e-06]
Epoch 119/120:  12%|█▏        | 2/17 [00:01<00:08,  1.79it/s, iou=0.8450, loss=-0.8405, lr=1.14e-06]
Epoch 119/120:  18%|█▊        | 3/17 [00:01<00:07,  1.85it/s, iou=0.8450, loss=-0.8405, lr=1.14e-06]
Epoch 119/120:  18%|█▊        | 3/17 [00:02<00:07,  1.85it/s, iou=0.8451, loss=-0.9220, lr=1.14e-06]
Epoch 119/120:  24%|██▎       | 4/17 [00:02<00:06,  1.88it/s, iou=0.8451, loss=-0.9220, lr=1.14e-06]
Epoch 119/120:  24%|██▎       | 4/17 [00:02<00:06,  1.88it/s, iou=0.8380, loss=-0.8113, lr=1.14e-06]
Epoch 119/120:  29%|██▉       | 5/17 [00:02<00:06,  1.89it/s, iou=0.8380, loss=-0.8113, lr=1.14e-06]
Epoch 119/120:  29%|██▉       | 5/17 [00:03<00:06,  1.89it/s, iou=0.8413, loss=-0.8778, lr=1.14e-06]
Epoch 119/120:  35%|███▌      | 6/17 [00:03<00:05,  1.90it/s, iou=0.8413, loss=-0.8778, lr=1.14e-06]
Epoch 119/120:  35%|███▌      | 6/17 [00:03<00:05,  1.90it/s, iou=0.8430, loss=-0.8264, lr=1.14e-06]
Epoch 119/120:  41%|████      | 7/17 [00:03<00:05,  1.91it/s, iou=0.8430, loss=-0.8264, lr=1.14e-06]
Epoch 119/120:  41%|████      | 7/17 [00:04<00:05,  1.91it/s, iou=0.8427, loss=-0.7615, lr=1.14e-06]
Epoch 119/120:  47%|████▋     | 8/17 [00:04<00:04,  1.91it/s, iou=0.8427, loss=-0.7615, lr=1.14e-06]
Epoch 119/120:  47%|████▋     | 8/17 [00:04<00:04,  1.91it/s, iou=0.8426, loss=-0.8205, lr=1.14e-06]
Epoch 119/120:  53%|█████▎    | 9/17 [00:04<00:04,  1.91it/s, iou=0.8426, loss=-0.8205, lr=1.14e-06]
Epoch 119/120:  53%|█████▎    | 9/17 [00:05<00:04,  1.91it/s, iou=0.8403, loss=-0.8992, lr=1.14e-06]
Epoch 119/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.92it/s, iou=0.8403, loss=-0.8992, lr=1.14e-06]
Epoch 119/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.92it/s, iou=0.8393, loss=-0.7301, lr=1.14e-06]
Epoch 119/120:  65%|██████▍   | 11/17 [00:05<00:03,  1.92it/s, iou=0.8393, loss=-0.7301, lr=1.14e-06]
Epoch 119/120:  65%|██████▍   | 11/17 [00:06<00:03,  1.92it/s, iou=0.8398, loss=-0.7697, lr=1.14e-06]
Epoch 119/120:  71%|███████   | 12/17 [00:06<00:02,  1.92it/s, iou=0.8398, loss=-0.7697, lr=1.14e-06]
Epoch 119/120:  71%|███████   | 12/17 [00:06<00:02,  1.92it/s, iou=0.8399, loss=-0.8557, lr=1.14e-06]
Epoch 119/120:  76%|███████▋  | 13/17 [00:06<00:02,  1.93it/s, iou=0.8399, loss=-0.8557, lr=1.14e-06]
Epoch 119/120:  76%|███████▋  | 13/17 [00:07<00:02,  1.93it/s, iou=0.8407, loss=-0.8959, lr=1.14e-06]
Epoch 119/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.93it/s, iou=0.8407, loss=-0.8959, lr=1.14e-06]
Epoch 119/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.93it/s, iou=0.8409, loss=-0.8615, lr=1.14e-06]
Epoch 119/120:  88%|████████▊ | 15/17 [00:07<00:01,  1.92it/s, iou=0.8409, loss=-0.8615, lr=1.14e-06]
Epoch 119/120:  88%|████████▊ | 15/17 [00:08<00:01,  1.92it/s, iou=0.8400, loss=-0.7890, lr=1.14e-06]
Epoch 119/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.90it/s, iou=0.8400, loss=-0.7890, lr=1.14e-06]
Epoch 119/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.90it/s, iou=0.8405, loss=-1.2184, lr=1.14e-06]
Epoch 119/120: 100%|██████████| 17/17 [00:08<00:00,  2.47it/s, iou=0.8405, loss=-1.2184, lr=1.14e-06]
                                                                                                     
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 119/120: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating:  33%|███▎      | 1/3 [00:00<00:00,  3.31it/s]
Validating:  67%|██████▋   | 2/3 [00:00<00:00,  3.56it/s]
                                                         
[Strategy3 MC Cache] ram_hits=0 disk_hits=0 misses=0 writes=0
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 119/120: train_loss=-0.8606, train_iou=0.8405, train_entropy=0.0000, val_loss=-0.7032, val_iou=0.7133, val_dice=0.7967, val_iou_gain=0.0161, val_biou_gain=0.0411, head_lr=1.034930e-06, encoder_lr=1.034930e-06, val_refine_score=0.5710, es_monitor=val_refine_score, es_value=0.5697, es_best=0.5710, es_wait=12/30, es_active=True, s3_frozen=True

Epoch 120/120:   0%|          | 0/17 [00:00<?, ?it/s]
Epoch 120/120:   0%|          | 0/17 [00:00<?, ?it/s, iou=0.8000, loss=-0.8955, lr=1.03e-06]
Epoch 120/120:   6%|▌         | 1/17 [00:00<00:09,  1.62it/s, iou=0.8000, loss=-0.8955, lr=1.03e-06]
Epoch 120/120:   6%|▌         | 1/17 [00:01<00:09,  1.62it/s, iou=0.8440, loss=-0.8065, lr=1.03e-06]
Epoch 120/120:  12%|█▏        | 2/17 [00:01<00:08,  1.80it/s, iou=0.8440, loss=-0.8065, lr=1.03e-06]
Epoch 120/120:  12%|█▏        | 2/17 [00:01<00:08,  1.80it/s, iou=0.8254, loss=-0.7056, lr=1.03e-06]
Epoch 120/120:  18%|█▊        | 3/17 [00:01<00:07,  1.86it/s, iou=0.8254, loss=-0.7056, lr=1.03e-06]
Epoch 120/120:  18%|█▊        | 3/17 [00:02<00:07,  1.86it/s, iou=0.8330, loss=-0.9302, lr=1.03e-06]
Epoch 120/120:  24%|██▎       | 4/17 [00:02<00:06,  1.89it/s, iou=0.8330, loss=-0.9302, lr=1.03e-06]
Epoch 120/120:  24%|██▎       | 4/17 [00:02<00:06,  1.89it/s, iou=0.8322, loss=-0.6751, lr=1.03e-06]
Epoch 120/120:  29%|██▉       | 5/17 [00:02<00:06,  1.91it/s, iou=0.8322, loss=-0.6751, lr=1.03e-06]
Epoch 120/120:  29%|██▉       | 5/17 [00:03<00:06,  1.91it/s, iou=0.8322, loss=-0.9280, lr=1.03e-06]
Epoch 120/120:  35%|███▌      | 6/17 [00:03<00:05,  1.92it/s, iou=0.8322, loss=-0.9280, lr=1.03e-06]
Epoch 120/120:  35%|███▌      | 6/17 [00:03<00:05,  1.92it/s, iou=0.8313, loss=-0.7711, lr=1.03e-06]
Epoch 120/120:  41%|████      | 7/17 [00:03<00:05,  1.92it/s, iou=0.8313, loss=-0.7711, lr=1.03e-06]
Epoch 120/120:  41%|████      | 7/17 [00:04<00:05,  1.92it/s, iou=0.8349, loss=-0.8635, lr=1.03e-06]
Epoch 120/120:  47%|████▋     | 8/17 [00:04<00:04,  1.93it/s, iou=0.8349, loss=-0.8635, lr=1.03e-06]
Epoch 120/120:  47%|████▋     | 8/17 [00:04<00:04,  1.93it/s, iou=0.8372, loss=-0.8560, lr=1.03e-06]
Epoch 120/120:  53%|█████▎    | 9/17 [00:04<00:04,  1.93it/s, iou=0.8372, loss=-0.8560, lr=1.03e-06]
Epoch 120/120:  53%|█████▎    | 9/17 [00:05<00:04,  1.93it/s, iou=0.8373, loss=-0.9409, lr=1.03e-06]
Epoch 120/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.93it/s, iou=0.8373, loss=-0.9409, lr=1.03e-06]
Epoch 120/120:  59%|█████▉    | 10/17 [00:05<00:03,  1.93it/s, iou=0.8364, loss=-0.7800, lr=1.03e-06]
Epoch 120/120:  65%|██████▍   | 11/17 [00:05<00:03,  1.93it/s, iou=0.8364, loss=-0.7800, lr=1.03e-06]
Epoch 120/120:  65%|██████▍   | 11/17 [00:06<00:03,  1.93it/s, iou=0.8407, loss=-0.8854, lr=1.03e-06]
Epoch 120/120:  71%|███████   | 12/17 [00:06<00:02,  1.93it/s, iou=0.8407, loss=-0.8854, lr=1.03e-06]
Epoch 120/120:  71%|███████   | 12/17 [00:06<00:02,  1.93it/s, iou=0.8368, loss=-0.8120, lr=1.03e-06]
Epoch 120/120:  76%|███████▋  | 13/17 [00:06<00:02,  1.93it/s, iou=0.8368, loss=-0.8120, lr=1.03e-06]
Epoch 120/120:  76%|███████▋  | 13/17 [00:07<00:02,  1.93it/s, iou=0.8379, loss=-0.8149, lr=1.03e-06]
Epoch 120/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.93it/s, iou=0.8379, loss=-0.8149, lr=1.03e-06]
Epoch 120/120:  82%|████████▏ | 14/17 [00:07<00:01,  1.93it/s, iou=0.8379, loss=-0.8577, lr=1.03e-06]
Epoch 120/120:  88%|████████▊ | 15/17 [00:07<00:01,  1.94it/s, iou=0.8379, loss=-0.8577, lr=1.03e-06]
Epoch 120/120:  88%|████████▊ | 15/17 [00:08<00:01,  1.94it/s, iou=0.8371, loss=-0.9043, lr=1.03e-06]
Epoch 120/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.94it/s, iou=0.8371, loss=-0.9043, lr=1.03e-06]
Epoch 120/120:  94%|█████████▍| 16/17 [00:08<00:00,  1.94it/s, iou=0.8372, loss=-0.8181, lr=1.03e-06]
Epoch 120/120: 100%|██████████| 17/17 [00:08<00:00,  2.50it/s, iou=0.8372, loss=-0.8181, lr=1.03e-06]
                                                                                                     
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 120/120: running validation on 3 batches...

Validating:   0%|          | 0/3 [00:00<?, ?it/s]
Validating:  33%|███▎      | 1/3 [00:00<00:00,  3.41it/s]
Validating:  67%|██████▋   | 2/3 [00:00<00:00,  3.61it/s]
                                                         
[Strategy3 MC Cache] ram_hits=0 disk_hits=0 misses=0 writes=0
[phase=001 | repeat=01 | strategy=3 | pct=100%] Epoch 120/120: train_loss=-0.8379, train_iou=0.8372, train_entropy=0.0000, val_loss=-0.7021, val_iou=0.7136, val_dice=0.7969, val_iou_gain=0.0163, val_biou_gain=0.0417, head_lr=1.000000e-06, encoder_lr=1.000000e-06, val_refine_score=0.5710, es_monitor=val_refine_score, es_value=0.5701, es_best=0.5710, es_wait=13/30, es_active=True, s3_frozen=True
[Evaluation] phase=001 | repeat=01 | strategy=3 | pct=100% | checkpoint=/workspace/runs/TransUNet_Simplified_Phase1/repeated_holdout/stratified_holdout_v1/phase_001/pct_100/repeat_01/strategy_3/final/checkpoints/best.pt
load_pretrained: grid-size from 14 to 8

--------------------------------------------------------------------------------
TransUNet Checkpoint Verification
--------------------------------------------------------------------------------
[TransUNet] OK Loaded R50+ViT-B/16 ImageNet checkpoint
[TransUNet]   File                   : /workspace/model/vit_checkpoint/imagenet21k/R50+ViT-B_16.npz (439.9 MB)
[TransUNet]   NPZ arrays             : 358
[TransUNet]   PosEmbed shape         : src (1, 197, 768) -> tgt (1, 64, 768) (interpolated)
[TransUNet]   PosEmbed updated      : True
[TransUNet]   ResNet root conv updated: True
[TransUNet]   ViT block-0 query updated: True
[TransUNet]   img_size=128, patches.grid=(8, 8), n_skip=3, n_classes=1

--------------------------------------------------------------------------------
Strategy 2 Bootstrap OK | strategy3.smp_model
--------------------------------------------------------------------------------
Checkpoint            : /workspace/runs/TransUNet_Simplified_Phase1/repeated_holdout/stratified_holdout_v1/phase_001/pct_100/repeat_01/strategy_2/final/checkpoints/best.pt
Checkpoint prefix     : smp_model.
Loaded tensors        : 409
Strict load           : passed
[Strategy3 Compatibility] source=/workspace/runs/TransUNet_Simplified_Phase1/repeated_holdout/stratified_holdout_v1/phase_001/pct_100/repeat_01/strategy_3/final/checkpoints/best.pt mode=refinement legacy_policy_head=False refinement_adapter=True
[Checkpoint Restore] path=/workspace/runs/TransUNet_Simplified_Phase1/repeated_holdout/stratified_holdout_v1/phase_001/pct_100/repeat_01/strategy_3/final/checkpoints/best.pt epoch=107 run_type=final backbone=smp

Evaluating:   0%|          | 0/3 [00:00<?, ?it/s]
Evaluating:  33%|███▎      | 1/3 [00:00<00:01,  1.27it/s]
Evaluating:  67%|██████▋   | 2/3 [00:01<00:00,  1.33it/s]
                                                         
[Strategy3 MC Cache] ram_hits=0 disk_hits=0 misses=0 writes=0
[CUDA Cleanup] evaluation phase=001 | repeat=01 | strategy=3 | pct=100%: allocated=0.44 GB, reserved=0.55 GB, peak=10.60 GB
[Timing] Phase 001 training time summary updated -> /workspace/runs/TransUNet_Simplified_Phase1/repeated_holdout/stratified_holdout_v1/phase_timing_summary.json (mean=789.87s, std=340.98s).
[CUDA Cleanup] bundle release: allocated=0.02 GB, reserved=0.04 GB, peak=0.02 GB

================================================================================
FIXED PHASE EXECUTION COMPLETE
================================================================================
Experiment root       : /workspace/runs/TransUNet_Simplified_Phase1/repeated_holdout/stratified_holdout_v1
Experiment DB         : /workspace/runs/TransUNet_Simplified_Phase1/repeated_holdout/stratified_holdout_v1/experiment_state.sqlite3
Raw metrics export    : /workspace/runs/TransUNet_Simplified_Phase1/repeated_holdout/stratified_holdout_v1/exports/raw_run_metrics.csv
Aggregate export      : /workspace/runs/TransUNet_Simplified_Phase1/repeated_holdout/stratified_holdout_v1/exports/aggregated_metrics_by_percent_strategy.csv