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  1. __pycache__/predict.cpython-311.pyc +0 -0
  2. model.pt +1 -1
  3. train.log +294 -276
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- [03:26:21] === Stage A: Generating error patterns ===
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- [03:26:26] Generating errors from 5549 windows...
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- [03:26:27] Batch 0/347
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- [03:26:29] Batch 50/347
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- [03:26:30] Batch 100/347
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- [03:26:32] Step 1: 2000 errors, mean abs = 0.0122
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- [03:26:32] Step 2: 2000 errors, mean abs = 0.0174
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- [03:26:32] Step 3: 2000 errors, mean abs = 0.0216
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- [03:26:32] Step 4: 2000 errors, mean abs = 0.0257
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- [03:26:32] Step 5: 2000 errors, mean abs = 0.0296
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- [03:26:32] Step 6: 2000 errors, mean abs = 0.0332
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- [03:26:32] Step 7: 2000 errors, mean abs = 0.0366
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- [03:26:32] Step 8: 2000 errors, mean abs = 0.0396
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- [03:26:32] Error pattern generation complete.
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- [03:26:33] Model: FlowWarpAttnUNet (noise-robust), 7,596,742 params
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- [03:26:33] === Phase 1: Noise-robust single-step (60 epochs) ===
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- [03:26:39] Train: 44392, Val: 5456
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- [03:27:17] P1 Ep 1/60 | Train: 0.040061 | Val: 0.049119 | LR: 5.00e-05
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- [03:27:17] -> Saved (val=0.049119)
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- [03:28:06] P1 Ep 2/60 | Train: 0.037516 | Val: 0.049525 | LR: 4.99e-05
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- [03:28:52] P1 Ep 3/60 | Train: 0.036341 | Val: 0.049153 | LR: 4.97e-05
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- [03:29:41] P1 Ep 4/60 | Train: 0.036088 | Val: 0.049200 | LR: 4.95e-05
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- [03:30:31] P1 Ep 5/60 | Train: 0.035151 | Val: 0.049314 | LR: 4.92e-05
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- [03:31:24] P1 Ep 6/60 | Train: 0.035114 | Val: 0.049570 | LR: 4.88e-05
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- [03:32:15] P1 Ep 7/60 | Train: 0.034924 | Val: 0.049426 | LR: 4.84e-05
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- [03:33:04] P1 Ep 8/60 | Train: 0.034503 | Val: 0.049487 | LR: 4.79e-05
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- [03:33:56] P1 Ep 9/60 | Train: 0.034355 | Val: 0.049555 | LR: 4.73e-05
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- [03:34:44] P1 Ep 10/60 | Train: 0.034125 | Val: 0.049513 | LR: 4.67e-05
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- [03:35:37] P1 Ep 11/60 | Train: 0.033730 | Val: 0.049443 | LR: 4.60e-05
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- [03:36:26] P1 Ep 12/60 | Train: 0.033923 | Val: 0.049576 | LR: 4.53e-05
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- [03:37:18] P1 Ep 13/60 | Train: 0.033693 | Val: 0.049341 | LR: 4.45e-05
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- [03:37:58] P1 Ep 14/60 | Train: 0.033454 | Val: 0.049539 | LR: 4.37e-05
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- [03:38:53] P1 Ep 15/60 | Train: 0.033297 | Val: 0.049809 | LR: 4.28e-05
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- [03:39:26] P1 Ep 16/60 | Train: 0.033118 | Val: 0.049787 | LR: 4.19e-05
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- [03:40:09] P1 Ep 17/60 | Train: 0.032908 | Val: 0.049577 | LR: 4.09e-05
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- [03:40:54] P1 Ep 18/60 | Train: 0.032812 | Val: 0.050074 | LR: 3.99e-05
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- [03:41:39] P1 Ep 19/60 | Train: 0.032675 | Val: 0.049695 | LR: 3.88e-05
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- [03:42:16] P1 Ep 20/60 | Train: 0.032807 | Val: 0.050549 | LR: 3.77e-05
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- [03:43:08] P1 Ep 21/60 | Train: 0.032555 | Val: 0.049404 | LR: 3.66e-05
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- [03:44:41] P1 Ep 22/60 | Train: 0.032342 | Val: 0.049705 | LR: 3.55e-05
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- [03:45:59] P1 Ep 23/60 | Train: 0.032366 | Val: 0.049811 | LR: 3.43e-05
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- [03:46:48] P1 Ep 24/60 | Train: 0.032284 | Val: 0.049759 | LR: 3.31e-05
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- [03:47:28] P1 Ep 25/60 | Train: 0.032099 | Val: 0.049545 | LR: 3.18e-05
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- [03:48:20] P1 Ep 26/60 | Train: 0.032023 | Val: 0.049769 | LR: 3.06e-05
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- [03:49:05] P1 Ep 27/60 | Train: 0.031781 | Val: 0.049771 | LR: 2.93e-05
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- [03:49:54] P1 Ep 28/60 | Train: 0.031845 | Val: 0.049695 | LR: 2.81e-05
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- [03:50:35] P1 Ep 29/60 | Train: 0.031663 | Val: 0.049403 | LR: 2.68e-05
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- [03:51:17] P1 Ep 30/60 | Train: 0.031739 | Val: 0.049623 | LR: 2.55e-05
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- [03:51:49] P1 Ep 31/60 | Train: 0.031497 | Val: 0.049751 | LR: 2.42e-05
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- [03:52:16] P1 Ep 32/60 | Train: 0.031463 | Val: 0.049781 | LR: 2.29e-05
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- [03:52:51] P1 Ep 33/60 | Train: 0.031455 | Val: 0.049913 | LR: 2.17e-05
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- [03:53:36] P1 Ep 34/60 | Train: 0.031304 | Val: 0.049687 | LR: 2.04e-05
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- [03:54:29] P1 Ep 35/60 | Train: 0.031141 | Val: 0.049843 | LR: 1.92e-05
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- [03:55:17] P1 Ep 36/60 | Train: 0.031193 | Val: 0.049910 | LR: 1.79e-05
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- [03:56:07] P1 Ep 37/60 | Train: 0.031215 | Val: 0.049907 | LR: 1.67e-05
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- [03:56:59] P1 Ep 38/60 | Train: 0.030912 | Val: 0.049839 | LR: 1.55e-05
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- [03:57:41] P1 Ep 39/60 | Train: 0.031324 | Val: 0.049870 | LR: 1.44e-05
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- [03:58:25] P1 Ep 40/60 | Train: 0.031007 | Val: 0.049823 | LR: 1.33e-05
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- [03:59:02] P1 Ep 41/60 | Train: 0.030900 | Val: 0.049920 | LR: 1.22e-05
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- [03:59:29] P1 Ep 42/60 | Train: 0.030815 | Val: 0.049812 | LR: 1.11e-05
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- [04:00:14] P1 Ep 43/60 | Train: 0.030704 | Val: 0.049854 | LR: 1.01e-05
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- [04:01:04] P1 Ep 44/60 | Train: 0.030870 | Val: 0.049858 | LR: 9.11e-06
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- [04:01:51] P1 Ep 45/60 | Train: 0.030720 | Val: 0.049741 | LR: 8.18e-06
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- [04:02:41] P1 Ep 46/60 | Train: 0.030654 | Val: 0.049915 | LR: 7.29e-06
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- [04:03:34] P1 Ep 47/60 | Train: 0.030494 | Val: 0.049572 | LR: 6.46e-06
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- [04:04:20] P1 Ep 48/60 | Train: 0.030535 | Val: 0.049700 | LR: 5.68e-06
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- [04:05:03] P1 Ep 49/60 | Train: 0.030629 | Val: 0.049698 | LR: 4.95e-06
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- [04:05:54] P1 Ep 50/60 | Train: 0.030587 | Val: 0.049645 | LR: 4.28e-06
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- [04:06:40] P1 Ep 51/60 | Train: 0.030537 | Val: 0.049724 | LR: 3.67e-06
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- [04:07:27] P1 Ep 52/60 | Train: 0.030372 | Val: 0.049661 | LR: 3.12e-06
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- [04:08:17] P1 Ep 53/60 | Train: 0.030349 | Val: 0.049677 | LR: 2.63e-06
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- [04:09:08] P1 Ep 54/60 | Train: 0.030320 | Val: 0.049728 | LR: 2.20e-06
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- [04:09:54] P1 Ep 55/60 | Train: 0.030386 | Val: 0.049682 | LR: 1.83e-06
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- [04:10:40] P1 Ep 56/60 | Train: 0.030347 | Val: 0.049745 | LR: 1.54e-06
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- [04:11:20] P1 Ep 57/60 | Train: 0.030301 | Val: 0.049697 | LR: 1.30e-06
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- [04:12:10] P1 Ep 58/60 | Train: 0.030466 | Val: 0.049673 | LR: 1.13e-06
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- [04:12:47] P1 Ep 59/60 | Train: 0.030362 | Val: 0.049686 | LR: 1.03e-06
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- [04:13:36] P1 Ep 60/60 | Train: 0.030344 | Val: 0.049695 | LR: 1.00e-06
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- [04:13:36] === Phase 2: 4-step AR with noise (100 epochs) ===
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- [04:13:42] Train: 11098, Val: 1364
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- [04:14:56] P2 Ep 1/100 | Train: 0.059848 | Val: 0.104508 | LR: 2.00e-05 | TF: 0.30 | NP: 0.50
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- [04:14:56] -> Saved P2 (val=0.104508)
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- [04:16:11] P2 Ep 2/100 | Train: 0.059161 | Val: 0.104253 | LR: 2.00e-05 | TF: 0.29 | NP: 0.49
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- [04:16:11] -> Saved P2 (val=0.104253)
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- [04:17:27] P2 Ep 3/100 | Train: 0.058313 | Val: 0.104213 | LR: 2.00e-05 | TF: 0.29 | NP: 0.49
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- [04:17:27] -> Saved P2 (val=0.104213)
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- [04:18:43] P2 Ep 4/100 | Train: 0.056654 | Val: 0.104198 | LR: 1.99e-05 | TF: 0.28 | NP: 0.48
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- [04:18:43] -> Saved P2 (val=0.104198)
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- [04:19:59] P2 Ep 5/100 | Train: 0.057245 | Val: 0.104530 | LR: 1.99e-05 | TF: 0.28 | NP: 0.48
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- [04:21:14] P2 Ep 6/100 | Train: 0.056061 | Val: 0.104707 | LR: 1.98e-05 | TF: 0.27 | NP: 0.47
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- [04:22:29] P2 Ep 7/100 | Train: 0.056693 | Val: 0.104456 | LR: 1.98e-05 | TF: 0.26 | NP: 0.47
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- [04:23:45] P2 Ep 8/100 | Train: 0.056826 | Val: 0.104200 | LR: 1.97e-05 | TF: 0.26 | NP: 0.46
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- [04:25:01] P2 Ep 9/100 | Train: 0.055862 | Val: 0.104176 | LR: 1.96e-05 | TF: 0.25 | NP: 0.46
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- [04:25:01] -> Saved P2 (val=0.104176)
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- [04:26:15] P2 Ep 10/100 | Train: 0.055155 | Val: 0.103997 | LR: 1.95e-05 | TF: 0.25 | NP: 0.46
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- [04:26:15] -> Saved P2 (val=0.103997)
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- [04:27:31] P2 Ep 11/100 | Train: 0.055672 | Val: 0.103857 | LR: 1.94e-05 | TF: 0.24 | NP: 0.45
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- [04:27:31] -> Saved P2 (val=0.103857)
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- [04:28:44] P2 Ep 12/100 | Train: 0.055593 | Val: 0.104285 | LR: 1.93e-05 | TF: 0.23 | NP: 0.45
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- [04:29:56] P2 Ep 13/100 | Train: 0.054616 | Val: 0.104645 | LR: 1.92e-05 | TF: 0.23 | NP: 0.44
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- [04:31:09] P2 Ep 14/100 | Train: 0.055032 | Val: 0.104337 | LR: 1.91e-05 | TF: 0.22 | NP: 0.43
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- [04:32:23] P2 Ep 15/100 | Train: 0.054906 | Val: 0.104176 | LR: 1.90e-05 | TF: 0.22 | NP: 0.43
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- [04:33:36] P2 Ep 16/100 | Train: 0.053893 | Val: 0.104343 | LR: 1.88e-05 | TF: 0.21 | NP: 0.42
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- [04:34:47] P2 Ep 17/100 | Train: 0.054189 | Val: 0.104551 | LR: 1.87e-05 | TF: 0.20 | NP: 0.42
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- [04:35:58] P2 Ep 18/100 | Train: 0.054472 | Val: 0.105617 | LR: 1.85e-05 | TF: 0.20 | NP: 0.41
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- [04:37:10] P2 Ep 19/100 | Train: 0.054137 | Val: 0.104829 | LR: 1.84e-05 | TF: 0.19 | NP: 0.41
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- [04:38:22] P2 Ep 20/100 | Train: 0.054050 | Val: 0.104997 | LR: 1.82e-05 | TF: 0.19 | NP: 0.41
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- [04:39:33] P2 Ep 21/100 | Train: 0.054664 | Val: 0.105146 | LR: 1.80e-05 | TF: 0.18 | NP: 0.40
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- [04:40:43] P2 Ep 22/100 | Train: 0.053990 | Val: 0.105238 | LR: 1.78e-05 | TF: 0.17 | NP: 0.40
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- [04:41:54] P2 Ep 23/100 | Train: 0.053696 | Val: 0.104804 | LR: 1.76e-05 | TF: 0.17 | NP: 0.39
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- [04:43:05] P2 Ep 24/100 | Train: 0.053664 | Val: 0.104455 | LR: 1.74e-05 | TF: 0.16 | NP: 0.39
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- [04:44:16] P2 Ep 25/100 | Train: 0.053457 | Val: 0.104193 | LR: 1.72e-05 | TF: 0.16 | NP: 0.38
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- [04:45:28] P2 Ep 26/100 | Train: 0.053921 | Val: 0.104713 | LR: 1.70e-05 | TF: 0.15 | NP: 0.38
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- [04:46:38] P2 Ep 27/100 | Train: 0.053605 | Val: 0.104017 | LR: 1.68e-05 | TF: 0.14 | NP: 0.37
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- [04:47:49] P2 Ep 28/100 | Train: 0.054031 | Val: 0.105117 | LR: 1.66e-05 | TF: 0.14 | NP: 0.36
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- [04:48:58] P2 Ep 29/100 | Train: 0.053436 | Val: 0.105894 | LR: 1.63e-05 | TF: 0.13 | NP: 0.36
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- [04:50:08] P2 Ep 30/100 | Train: 0.053417 | Val: 0.104878 | LR: 1.61e-05 | TF: 0.13 | NP: 0.35
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- [04:51:15] P2 Ep 31/100 | Train: 0.053384 | Val: 0.104639 | LR: 1.58e-05 | TF: 0.12 | NP: 0.35
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- [04:52:23] P2 Ep 32/100 | Train: 0.053350 | Val: 0.105118 | LR: 1.56e-05 | TF: 0.11 | NP: 0.34
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- [04:53:29] P2 Ep 33/100 | Train: 0.053197 | Val: 0.105607 | LR: 1.53e-05 | TF: 0.11 | NP: 0.34
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- [04:54:38] P2 Ep 34/100 | Train: 0.053307 | Val: 0.104937 | LR: 1.51e-05 | TF: 0.10 | NP: 0.33
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- [04:55:46] P2 Ep 35/100 | Train: 0.054050 | Val: 0.105991 | LR: 1.48e-05 | TF: 0.10 | NP: 0.33
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- [04:56:55] P2 Ep 36/100 | Train: 0.053977 | Val: 0.106269 | LR: 1.45e-05 | TF: 0.09 | NP: 0.33
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- [04:59:08] P2 Ep 37/100 | Train: 0.053503 | Val: 0.105986 | LR: 1.43e-05 | TF: 0.08 | NP: 0.32
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- [05:02:10] P2 Ep 38/100 | Train: 0.053943 | Val: 0.106251 | LR: 1.40e-05 | TF: 0.08 | NP: 0.32
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- [05:05:49] P2 Ep 39/100 | Train: 0.053408 | Val: 0.105320 | LR: 1.37e-05 | TF: 0.07 | NP: 0.31
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- [05:09:04] P2 Ep 40/100 | Train: 0.053180 | Val: 0.105866 | LR: 1.34e-05 | TF: 0.07 | NP: 0.30
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- [05:10:40] P2 Ep 41/100 | Train: 0.053370 | Val: 0.106499 | LR: 1.32e-05 | TF: 0.06 | NP: 0.30
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- [05:11:44] P2 Ep 42/100 | Train: 0.053063 | Val: 0.106293 | LR: 1.29e-05 | TF: 0.05 | NP: 0.30
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- [05:12:48] P2 Ep 43/100 | Train: 0.053503 | Val: 0.106435 | LR: 1.26e-05 | TF: 0.05 | NP: 0.29
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- [05:13:52] P2 Ep 44/100 | Train: 0.053003 | Val: 0.106367 | LR: 1.23e-05 | TF: 0.04 | NP: 0.29
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- [05:14:55] P2 Ep 45/100 | Train: 0.053568 | Val: 0.107181 | LR: 1.20e-05 | TF: 0.04 | NP: 0.28
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- [05:15:56] P2 Ep 46/100 | Train: 0.052625 | Val: 0.105795 | LR: 1.17e-05 | TF: 0.03 | NP: 0.28
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- [05:17:00] P2 Ep 47/100 | Train: 0.053292 | Val: 0.107126 | LR: 1.14e-05 | TF: 0.02 | NP: 0.27
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- [05:18:01] P2 Ep 48/100 | Train: 0.053207 | Val: 0.106755 | LR: 1.11e-05 | TF: 0.02 | NP: 0.27
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- [05:19:02] P2 Ep 49/100 | Train: 0.053234 | Val: 0.106122 | LR: 1.08e-05 | TF: 0.01 | NP: 0.26
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- [05:20:02] P2 Ep 50/100 | Train: 0.052936 | Val: 0.106251 | LR: 1.05e-05 | TF: 0.01 | NP: 0.26
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- [05:21:02] P2 Ep 51/100 | Train: 0.053316 | Val: 0.107291 | LR: 1.02e-05 | TF: 0.00 | NP: 0.25
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- [05:22:02] P2 Ep 52/100 | Train: 0.052973 | Val: 0.106584 | LR: 9.90e-06 | TF: 0.00 | NP: 0.24
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- [05:23:02] P2 Ep 53/100 | Train: 0.052803 | Val: 0.106842 | LR: 9.61e-06 | TF: 0.00 | NP: 0.24
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- [05:24:00] P2 Ep 54/100 | Train: 0.052537 | Val: 0.106596 | LR: 9.31e-06 | TF: 0.00 | NP: 0.23
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- [05:24:58] P2 Ep 55/100 | Train: 0.052600 | Val: 0.107374 | LR: 9.01e-06 | TF: 0.00 | NP: 0.23
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- [05:25:55] P2 Ep 56/100 | Train: 0.052458 | Val: 0.106842 | LR: 8.72e-06 | TF: 0.00 | NP: 0.22
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- [05:26:52] P2 Ep 57/100 | Train: 0.052164 | Val: 0.107123 | LR: 8.43e-06 | TF: 0.00 | NP: 0.22
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- [05:27:48] P2 Ep 58/100 | Train: 0.051489 | Val: 0.107040 | LR: 8.14e-06 | TF: 0.00 | NP: 0.22
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- [05:28:43] P2 Ep 59/100 | Train: 0.051487 | Val: 0.106878 | LR: 7.85e-06 | TF: 0.00 | NP: 0.21
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- [05:29:39] P2 Ep 60/100 | Train: 0.051635 | Val: 0.107078 | LR: 7.56e-06 | TF: 0.00 | NP: 0.21
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- [05:30:32] P2 Ep 61/100 | Train: 0.051073 | Val: 0.107115 | LR: 7.28e-06 | TF: 0.00 | NP: 0.20
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- [05:31:25] P2 Ep 62/100 | Train: 0.051161 | Val: 0.106957 | LR: 7.00e-06 | TF: 0.00 | NP: 0.20
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- [05:32:20] P2 Ep 63/100 | Train: 0.050781 | Val: 0.106953 | LR: 6.73e-06 | TF: 0.00 | NP: 0.19
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- [05:33:12] P2 Ep 64/100 | Train: 0.051163 | Val: 0.107233 | LR: 6.46e-06 | TF: 0.00 | NP: 0.18
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- [05:34:07] P2 Ep 65/100 | Train: 0.051266 | Val: 0.106915 | LR: 6.19e-06 | TF: 0.00 | NP: 0.18
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- [05:34:58] P2 Ep 66/100 | Train: 0.050346 | Val: 0.107079 | LR: 5.92e-06 | TF: 0.00 | NP: 0.17
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- [05:35:49] P2 Ep 67/100 | Train: 0.050573 | Val: 0.106928 | LR: 5.66e-06 | TF: 0.00 | NP: 0.17
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- [05:36:38] P2 Ep 68/100 | Train: 0.050230 | Val: 0.107061 | LR: 5.41e-06 | TF: 0.00 | NP: 0.16
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- [05:37:29] P2 Ep 69/100 | Train: 0.050144 | Val: 0.106734 | LR: 5.16e-06 | TF: 0.00 | NP: 0.16
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- [05:38:18] P2 Ep 70/100 | Train: 0.049975 | Val: 0.106990 | LR: 4.92e-06 | TF: 0.00 | NP: 0.16
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- [05:39:07] P2 Ep 71/100 | Train: 0.049827 | Val: 0.107172 | LR: 4.68e-06 | TF: 0.00 | NP: 0.15
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- [05:39:56] P2 Ep 72/100 | Train: 0.049708 | Val: 0.107208 | LR: 4.44e-06 | TF: 0.00 | NP: 0.15
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- [05:40:44] P2 Ep 73/100 | Train: 0.049212 | Val: 0.107194 | LR: 4.22e-06 | TF: 0.00 | NP: 0.14
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- [05:42:17] P2 Ep 75/100 | Train: 0.049003 | Val: 0.107318 | LR: 3.78e-06 | TF: 0.00 | NP: 0.13
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- [05:43:04] P2 Ep 76/100 | Train: 0.049255 | Val: 0.107366 | LR: 3.57e-06 | TF: 0.00 | NP: 0.12
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- [05:43:48] P2 Ep 77/100 | Train: 0.048823 | Val: 0.107382 | LR: 3.37e-06 | TF: 0.00 | NP: 0.12
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- [05:44:32] P2 Ep 78/100 | Train: 0.048642 | Val: 0.107426 | LR: 3.18e-06 | TF: 0.00 | NP: 0.11
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- [05:45:16] P2 Ep 79/100 | Train: 0.048526 | Val: 0.107454 | LR: 2.99e-06 | TF: 0.00 | NP: 0.11
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- [05:46:00] P2 Ep 80/100 | Train: 0.048597 | Val: 0.107353 | LR: 2.81e-06 | TF: 0.00 | NP: 0.10
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- [05:46:43] P2 Ep 81/100 | Train: 0.048074 | Val: 0.107502 | LR: 2.64e-06 | TF: 0.00 | NP: 0.10
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- [05:47:26] P2 Ep 82/100 | Train: 0.048259 | Val: 0.107555 | LR: 2.48e-06 | TF: 0.00 | NP: 0.09
170
- [05:48:08] P2 Ep 83/100 | Train: 0.048096 | Val: 0.107519 | LR: 2.32e-06 | TF: 0.00 | NP: 0.09
171
- [05:48:50] P2 Ep 84/100 | Train: 0.048323 | Val: 0.107447 | LR: 2.18e-06 | TF: 0.00 | NP: 0.09
172
- [05:49:31] P2 Ep 85/100 | Train: 0.047726 | Val: 0.107697 | LR: 2.04e-06 | TF: 0.00 | NP: 0.08
173
- [05:50:12] P2 Ep 86/100 | Train: 0.047986 | Val: 0.107548 | LR: 1.90e-06 | TF: 0.00 | NP: 0.08
174
- [05:50:54] P2 Ep 87/100 | Train: 0.047461 | Val: 0.107560 | LR: 1.78e-06 | TF: 0.00 | NP: 0.07
175
- [05:51:34] P2 Ep 88/100 | Train: 0.047301 | Val: 0.107714 | LR: 1.67e-06 | TF: 0.00 | NP: 0.07
176
- [05:52:15] P2 Ep 89/100 | Train: 0.047166 | Val: 0.107673 | LR: 1.56e-06 | TF: 0.00 | NP: 0.06
177
- [05:52:55] P2 Ep 90/100 | Train: 0.047004 | Val: 0.107610 | LR: 1.46e-06 | TF: 0.00 | NP: 0.05
178
- [05:53:34] P2 Ep 91/100 | Train: 0.047082 | Val: 0.107575 | LR: 1.38e-06 | TF: 0.00 | NP: 0.05
179
- [05:54:13] P2 Ep 92/100 | Train: 0.046770 | Val: 0.107505 | LR: 1.30e-06 | TF: 0.00 | NP: 0.04
180
- [05:54:53] P2 Ep 93/100 | Train: 0.046690 | Val: 0.107576 | LR: 1.23e-06 | TF: 0.00 | NP: 0.04
181
- [05:55:33] P2 Ep 94/100 | Train: 0.046506 | Val: 0.107711 | LR: 1.17e-06 | TF: 0.00 | NP: 0.03
182
- [05:56:14] P2 Ep 95/100 | Train: 0.046661 | Val: 0.107613 | LR: 1.12e-06 | TF: 0.00 | NP: 0.03
183
- [05:56:54] P2 Ep 96/100 | Train: 0.046331 | Val: 0.107716 | LR: 1.07e-06 | TF: 0.00 | NP: 0.03
184
- [05:57:34] P2 Ep 97/100 | Train: 0.046376 | Val: 0.107644 | LR: 1.04e-06 | TF: 0.00 | NP: 0.02
185
- [05:58:16] P2 Ep 98/100 | Train: 0.046168 | Val: 0.107647 | LR: 1.02e-06 | TF: 0.00 | NP: 0.02
186
- [05:58:55] P2 Ep 99/100 | Train: 0.046078 | Val: 0.107726 | LR: 1.00e-06 | TF: 0.00 | NP: 0.01
187
- [05:59:34] P2 Ep 100/100 | Train: 0.045867 | Val: 0.107754 | LR: 1.00e-06 | TF: 0.00 | NP: 0.01
188
- [05:59:34] === Phase 3: 8-step AR clean (80 epochs) ===
189
- [05:59:40] Train: 5549, Val: 682
190
- [06:00:44] P3 Ep 1/80 | Train: 0.091431 | Val: 0.153260 | LR: 1.00e-05
191
- [06:00:44] -> Saved P3 (val=0.153260)
192
- [06:01:50] P3 Ep 2/80 | Train: 0.089555 | Val: 0.152113 | LR: 9.99e-06
193
- [06:01:50] -> Saved P3 (val=0.152113)
194
- [06:02:58] P3 Ep 3/80 | Train: 0.088352 | Val: 0.151807 | LR: 9.97e-06
195
- [06:02:58] -> Saved P3 (val=0.151807)
196
- [06:04:07] P3 Ep 4/80 | Train: 0.087190 | Val: 0.152344 | LR: 9.94e-06
197
- [06:05:13] P3 Ep 5/80 | Train: 0.086196 | Val: 0.150749 | LR: 9.91e-06
198
- [06:05:13] -> Saved P3 (val=0.150749)
199
- [06:06:20] P3 Ep 6/80 | Train: 0.085082 | Val: 0.151936 | LR: 9.88e-06
200
- [06:07:28] P3 Ep 7/80 | Train: 0.084877 | Val: 0.150434 | LR: 9.83e-06
201
- [06:07:28] -> Saved P3 (val=0.150434)
202
- [06:08:35] P3 Ep 8/80 | Train: 0.083996 | Val: 0.151322 | LR: 9.78e-06
203
- [06:09:42] P3 Ep 9/80 | Train: 0.083521 | Val: 0.151814 | LR: 9.72e-06
204
- [06:10:49] P3 Ep 10/80 | Train: 0.082798 | Val: 0.151929 | LR: 9.66e-06
205
- [06:11:57] P3 Ep 11/80 | Train: 0.082589 | Val: 0.151332 | LR: 9.59e-06
206
- [06:13:04] P3 Ep 12/80 | Train: 0.081946 | Val: 0.152041 | LR: 9.51e-06
207
- [06:14:12] P3 Ep 13/80 | Train: 0.081198 | Val: 0.152146 | LR: 9.43e-06
208
- [06:15:19] P3 Ep 14/80 | Train: 0.080969 | Val: 0.152782 | LR: 9.34e-06
209
- [06:16:26] P3 Ep 15/80 | Train: 0.080584 | Val: 0.152448 | LR: 9.24e-06
210
- [06:17:34] P3 Ep 16/80 | Train: 0.080236 | Val: 0.152723 | LR: 9.14e-06
211
- [06:18:41] P3 Ep 17/80 | Train: 0.079582 | Val: 0.153347 | LR: 9.03e-06
212
- [06:19:48] P3 Ep 18/80 | Train: 0.079417 | Val: 0.153058 | LR: 8.92e-06
213
- [06:20:55] P3 Ep 19/80 | Train: 0.078599 | Val: 0.153462 | LR: 8.80e-06
214
- [06:22:02] P3 Ep 20/80 | Train: 0.078601 | Val: 0.154341 | LR: 8.68e-06
215
- [06:23:10] P3 Ep 21/80 | Train: 0.078163 | Val: 0.154199 | LR: 8.55e-06
216
- [06:24:15] P3 Ep 22/80 | Train: 0.077885 | Val: 0.154374 | LR: 8.42e-06
217
- [06:25:26] P3 Ep 23/80 | Train: 0.077421 | Val: 0.154229 | LR: 8.29e-06
218
- [06:26:34] P3 Ep 24/80 | Train: 0.077010 | Val: 0.154215 | LR: 8.15e-06
219
- [06:27:44] P3 Ep 25/80 | Train: 0.076748 | Val: 0.155495 | LR: 8.00e-06
220
- [06:28:59] P3 Ep 26/80 | Train: 0.076498 | Val: 0.155192 | LR: 7.85e-06
221
- [06:30:07] P3 Ep 27/80 | Train: 0.076752 | Val: 0.154403 | LR: 7.70e-06
222
- [06:31:14] P3 Ep 28/80 | Train: 0.076078 | Val: 0.155067 | LR: 7.54e-06
223
- [06:32:22] P3 Ep 29/80 | Train: 0.075813 | Val: 0.155681 | LR: 7.38e-06
224
- [06:33:30] P3 Ep 30/80 | Train: 0.075561 | Val: 0.155059 | LR: 7.22e-06
225
- [06:34:39] P3 Ep 31/80 | Train: 0.075418 | Val: 0.155564 | LR: 7.06e-06
226
- [06:35:46] P3 Ep 32/80 | Train: 0.075340 | Val: 0.155079 | LR: 6.89e-06
227
- [06:36:54] P3 Ep 33/80 | Train: 0.074928 | Val: 0.155551 | LR: 6.72e-06
228
- [06:38:01] P3 Ep 34/80 | Train: 0.074463 | Val: 0.155405 | LR: 6.55e-06
229
- [06:39:09] P3 Ep 35/80 | Train: 0.074743 | Val: 0.155548 | LR: 6.38e-06
230
- [06:40:17] P3 Ep 36/80 | Train: 0.074348 | Val: 0.155423 | LR: 6.20e-06
231
- [06:41:29] P3 Ep 37/80 | Train: 0.073928 | Val: 0.155820 | LR: 6.03e-06
232
- [06:44:39] P3 Ep 38/80 | Train: 0.073954 | Val: 0.155910 | LR: 5.85e-06
233
- [06:45:46] P3 Ep 39/80 | Train: 0.073907 | Val: 0.156551 | LR: 5.68e-06
234
- [06:46:53] P3 Ep 40/80 | Train: 0.073698 | Val: 0.156486 | LR: 5.50e-06
235
- [06:48:00] P3 Ep 41/80 | Train: 0.073378 | Val: 0.156485 | LR: 5.32e-06
236
- [06:49:08] P3 Ep 42/80 | Train: 0.073260 | Val: 0.155913 | LR: 5.15e-06
237
- [06:50:15] P3 Ep 43/80 | Train: 0.073193 | Val: 0.156731 | LR: 4.97e-06
238
- [06:51:22] P3 Ep 44/80 | Train: 0.072849 | Val: 0.156838 | LR: 4.80e-06
239
- [06:52:30] P3 Ep 45/80 | Train: 0.072790 | Val: 0.156631 | LR: 4.62e-06
240
- [06:53:37] P3 Ep 46/80 | Train: 0.072858 | Val: 0.157568 | LR: 4.45e-06
241
- [06:54:45] P3 Ep 47/80 | Train: 0.072551 | Val: 0.156885 | LR: 4.28e-06
242
- [06:55:52] P3 Ep 48/80 | Train: 0.072227 | Val: 0.156980 | LR: 4.11e-06
243
- [06:57:02] P3 Ep 49/80 | Train: 0.072218 | Val: 0.157030 | LR: 3.94e-06
244
- [06:58:11] P3 Ep 50/80 | Train: 0.072351 | Val: 0.156959 | LR: 3.78e-06
245
- [06:59:18] P3 Ep 51/80 | Train: 0.071689 | Val: 0.157343 | LR: 3.62e-06
246
- [07:00:25] P3 Ep 52/80 | Train: 0.071861 | Val: 0.157363 | LR: 3.46e-06
247
- [07:01:33] P3 Ep 53/80 | Train: 0.071651 | Val: 0.158089 | LR: 3.30e-06
248
- [07:02:41] P3 Ep 54/80 | Train: 0.071780 | Val: 0.157468 | LR: 3.15e-06
249
- [07:03:48] P3 Ep 55/80 | Train: 0.071592 | Val: 0.158214 | LR: 3.00e-06
250
- [07:04:56] P3 Ep 56/80 | Train: 0.071415 | Val: 0.157725 | LR: 2.85e-06
251
- [07:06:03] P3 Ep 57/80 | Train: 0.071473 | Val: 0.157757 | LR: 2.71e-06
252
- [07:07:11] P3 Ep 58/80 | Train: 0.071411 | Val: 0.157829 | LR: 2.58e-06
253
- [07:08:18] P3 Ep 59/80 | Train: 0.070987 | Val: 0.158641 | LR: 2.45e-06
254
- [07:09:25] P3 Ep 60/80 | Train: 0.071145 | Val: 0.158136 | LR: 2.32e-06
255
- [07:10:34] P3 Ep 61/80 | Train: 0.071238 | Val: 0.158042 | LR: 2.20e-06
256
- [07:11:41] P3 Ep 62/80 | Train: 0.071220 | Val: 0.158096 | LR: 2.08e-06
257
- [07:12:49] P3 Ep 63/80 | Train: 0.070899 | Val: 0.158065 | LR: 1.97e-06
258
- [07:13:56] P3 Ep 64/80 | Train: 0.071116 | Val: 0.158584 | LR: 1.86e-06
259
- [07:15:03] P3 Ep 65/80 | Train: 0.070894 | Val: 0.158506 | LR: 1.76e-06
260
- [07:16:11] P3 Ep 66/80 | Train: 0.071008 | Val: 0.157859 | LR: 1.66e-06
261
- [07:17:19] P3 Ep 67/80 | Train: 0.070859 | Val: 0.158501 | LR: 1.57e-06
262
- [07:18:27] P3 Ep 68/80 | Train: 0.070568 | Val: 0.158107 | LR: 1.49e-06
263
- [07:19:34] P3 Ep 69/80 | Train: 0.070750 | Val: 0.158029 | LR: 1.41e-06
264
- [07:20:42] P3 Ep 70/80 | Train: 0.070671 | Val: 0.158061 | LR: 1.34e-06
265
- [07:21:50] P3 Ep 71/80 | Train: 0.070272 | Val: 0.158329 | LR: 1.28e-06
266
- [07:22:57] P3 Ep 72/80 | Train: 0.070669 | Val: 0.158478 | LR: 1.22e-06
267
- [07:24:05] P3 Ep 73/80 | Train: 0.070424 | Val: 0.158276 | LR: 1.17e-06
268
- [07:25:12] P3 Ep 74/80 | Train: 0.070503 | Val: 0.158640 | LR: 1.12e-06
269
- [07:26:19] P3 Ep 75/80 | Train: 0.070522 | Val: 0.158899 | LR: 1.09e-06
270
- [07:27:27] P3 Ep 76/80 | Train: 0.070232 | Val: 0.158338 | LR: 1.06e-06
271
- [07:28:34] P3 Ep 77/80 | Train: 0.070314 | Val: 0.158584 | LR: 1.03e-06
272
- [07:29:42] P3 Ep 78/80 | Train: 0.070658 | Val: 0.158389 | LR: 1.01e-06
273
- [07:30:50] P3 Ep 79/80 | Train: 0.070537 | Val: 0.158474 | LR: 1.00e-06
274
- [07:31:57] P3 Ep 80/80 | Train: 0.070149 | Val: 0.158427 | LR: 1.00e-06
275
- [07:31:57] Cleaned up error patterns.
276
- [07:31:57] Training complete.
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ [08:04:54] Model: FlowWarpAttnUNet (pure SSIM diversity), 7,596,742 params
2
+ [08:04:54] === Phase 1: Pure global SSIM single-step (80 epochs) ===
3
+ [08:04:59] Train: 44392, Val: 5456
4
+ [08:05:50] P1 Ep 1/80 | Train: 0.025914 | Val: 0.048158 | LR: 5.00e-05
5
+ [08:05:50] -> Saved (val=0.048158)
6
+ [08:06:43] P1 Ep 2/80 | Train: 0.025565 | Val: 0.048310 | LR: 4.99e-05
7
+ [08:07:35] P1 Ep 3/80 | Train: 0.025230 | Val: 0.048169 | LR: 4.98e-05
8
+ [08:08:24] P1 Ep 4/80 | Train: 0.025142 | Val: 0.048254 | LR: 4.97e-05
9
+ [08:09:17] P1 Ep 5/80 | Train: 0.024942 | Val: 0.048478 | LR: 4.95e-05
10
+ [08:10:06] P1 Ep 6/80 | Train: 0.024788 | Val: 0.048383 | LR: 4.93e-05
11
+ [08:10:57] P1 Ep 7/80 | Train: 0.024626 | Val: 0.048336 | LR: 4.91e-05
12
+ [08:11:49] P1 Ep 8/80 | Train: 0.024524 | Val: 0.048461 | LR: 4.88e-05
13
+ [08:12:42] P1 Ep 9/80 | Train: 0.024396 | Val: 0.048482 | LR: 4.85e-05
14
+ [08:13:32] P1 Ep 10/80 | Train: 0.024278 | Val: 0.048379 | LR: 4.81e-05
15
+ [08:14:26] P1 Ep 11/80 | Train: 0.024130 | Val: 0.048525 | LR: 4.77e-05
16
+ [08:15:14] P1 Ep 12/80 | Train: 0.023978 | Val: 0.048557 | LR: 4.73e-05
17
+ [08:16:08] P1 Ep 13/80 | Train: 0.023855 | Val: 0.048632 | LR: 4.69e-05
18
+ [08:17:01] P1 Ep 14/80 | Train: 0.023780 | Val: 0.048762 | LR: 4.64e-05
19
+ [08:17:54] P1 Ep 15/80 | Train: 0.023678 | Val: 0.048747 | LR: 4.59e-05
20
+ [08:18:47] P1 Ep 16/80 | Train: 0.023556 | Val: 0.048661 | LR: 4.53e-05
21
+ [08:19:40] P1 Ep 17/80 | Train: 0.023481 | Val: 0.048629 | LR: 4.47e-05
22
+ [08:20:31] P1 Ep 18/80 | Train: 0.023393 | Val: 0.048850 | LR: 4.41e-05
23
+ [08:21:24] P1 Ep 19/80 | Train: 0.023202 | Val: 0.048942 | LR: 4.35e-05
24
+ [08:22:16] P1 Ep 20/80 | Train: 0.023139 | Val: 0.048895 | LR: 4.28e-05
25
+ [08:23:09] P1 Ep 21/80 | Train: 0.023033 | Val: 0.048977 | LR: 4.21e-05
26
+ [08:24:00] P1 Ep 22/80 | Train: 0.022945 | Val: 0.049145 | LR: 4.14e-05
27
+ [08:24:53] P1 Ep 23/80 | Train: 0.022810 | Val: 0.048967 | LR: 4.07e-05
28
+ [08:25:45] P1 Ep 24/80 | Train: 0.022762 | Val: 0.048998 | LR: 3.99e-05
29
+ [08:26:38] P1 Ep 25/80 | Train: 0.022604 | Val: 0.049046 | LR: 3.91e-05
30
+ [08:27:31] P1 Ep 26/80 | Train: 0.022494 | Val: 0.048987 | LR: 3.83e-05
31
+ [08:28:23] P1 Ep 27/80 | Train: 0.022403 | Val: 0.049053 | LR: 3.75e-05
32
+ [08:29:14] P1 Ep 28/80 | Train: 0.022342 | Val: 0.049045 | LR: 3.66e-05
33
+ [08:30:06] P1 Ep 29/80 | Train: 0.022228 | Val: 0.049090 | LR: 3.58e-05
34
+ [08:30:59] P1 Ep 30/80 | Train: 0.022128 | Val: 0.049200 | LR: 3.49e-05
35
+ [08:31:52] P1 Ep 31/80 | Train: 0.022057 | Val: 0.049276 | LR: 3.40e-05
36
+ [08:32:42] P1 Ep 32/80 | Train: 0.021957 | Val: 0.049284 | LR: 3.31e-05
37
+ [08:33:25] P1 Ep 33/80 | Train: 0.021881 | Val: 0.049339 | LR: 3.22e-05
38
+ [08:34:12] P1 Ep 34/80 | Train: 0.021874 | Val: 0.049386 | LR: 3.12e-05
39
+ [08:35:05] P1 Ep 35/80 | Train: 0.021682 | Val: 0.049286 | LR: 3.03e-05
40
+ [08:35:55] P1 Ep 36/80 | Train: 0.021593 | Val: 0.049419 | LR: 2.93e-05
41
+ [08:36:47] P1 Ep 37/80 | Train: 0.021524 | Val: 0.049268 | LR: 2.84e-05
42
+ [08:37:39] P1 Ep 38/80 | Train: 0.021498 | Val: 0.049360 | LR: 2.74e-05
43
+ [08:38:32] P1 Ep 39/80 | Train: 0.021463 | Val: 0.049418 | LR: 2.65e-05
44
+ [08:39:26] P1 Ep 40/80 | Train: 0.021353 | Val: 0.049546 | LR: 2.55e-05
45
+ [08:40:14] P1 Ep 41/80 | Train: 0.021341 | Val: 0.049481 | LR: 2.45e-05
46
+ [08:41:08] P1 Ep 42/80 | Train: 0.021164 | Val: 0.049371 | LR: 2.36e-05
47
+ [08:41:59] P1 Ep 43/80 | Train: 0.021104 | Val: 0.049541 | LR: 2.26e-05
48
+ [08:42:48] P1 Ep 44/80 | Train: 0.021069 | Val: 0.049615 | LR: 2.17e-05
49
+ [08:43:40] P1 Ep 45/80 | Train: 0.020986 | Val: 0.049575 | LR: 2.07e-05
50
+ [08:44:32] P1 Ep 46/80 | Train: 0.020930 | Val: 0.049668 | LR: 1.98e-05
51
+ [08:45:24] P1 Ep 47/80 | Train: 0.020884 | Val: 0.049509 | LR: 1.88e-05
52
+ [08:46:17] P1 Ep 48/80 | Train: 0.020836 | Val: 0.049793 | LR: 1.79e-05
53
+ [08:47:06] P1 Ep 49/80 | Train: 0.020772 | Val: 0.049717 | LR: 1.70e-05
54
+ [08:47:56] P1 Ep 50/80 | Train: 0.020735 | Val: 0.049654 | LR: 1.61e-05
55
+ [08:48:45] P1 Ep 51/80 | Train: 0.020661 | Val: 0.049740 | LR: 1.52e-05
56
+ [08:49:39] P1 Ep 52/80 | Train: 0.020577 | Val: 0.049781 | LR: 1.44e-05
57
+ [08:50:16] P1 Ep 53/80 | Train: 0.020565 | Val: 0.049801 | LR: 1.35e-05
58
+ [08:51:05] P1 Ep 54/80 | Train: 0.020522 | Val: 0.049856 | LR: 1.27e-05
59
+ [08:51:52] P1 Ep 55/80 | Train: 0.020438 | Val: 0.049811 | LR: 1.19e-05
60
+ [08:52:44] P1 Ep 56/80 | Train: 0.020405 | Val: 0.049852 | LR: 1.11e-05
61
+ [08:53:39] P1 Ep 57/80 | Train: 0.020409 | Val: 0.049925 | LR: 1.03e-05
62
+ [08:54:32] P1 Ep 58/80 | Train: 0.020411 | Val: 0.049890 | LR: 9.59e-06
63
+ [08:55:26] P1 Ep 59/80 | Train: 0.020311 | Val: 0.049933 | LR: 8.87e-06
64
+ [08:56:21] P1 Ep 60/80 | Train: 0.020258 | Val: 0.049934 | LR: 8.18e-06
65
+ [08:57:14] P1 Ep 61/80 | Train: 0.020206 | Val: 0.049885 | LR: 7.51e-06
66
+ [08:58:07] P1 Ep 62/80 | Train: 0.020236 | Val: 0.050027 | LR: 6.87e-06
67
+ [08:58:59] P1 Ep 63/80 | Train: 0.020201 | Val: 0.049953 | LR: 6.26e-06
68
+ [08:59:44] P1 Ep 64/80 | Train: 0.020124 | Val: 0.049963 | LR: 5.68e-06
69
+ [09:00:34] P1 Ep 65/80 | Train: 0.020140 | Val: 0.049968 | LR: 5.13e-06
70
+ [09:01:27] P1 Ep 66/80 | Train: 0.020105 | Val: 0.049915 | LR: 4.61e-06
71
+ [09:02:19] P1 Ep 67/80 | Train: 0.020124 | Val: 0.049934 | LR: 4.12e-06
72
+ [09:03:10] P1 Ep 68/80 | Train: 0.020055 | Val: 0.049948 | LR: 3.67e-06
73
+ [09:04:03] P1 Ep 69/80 | Train: 0.020040 | Val: 0.049967 | LR: 3.25e-06
74
+ [09:04:55] P1 Ep 70/80 | Train: 0.020036 | Val: 0.049959 | LR: 2.86e-06
75
+ [09:05:48] P1 Ep 71/80 | Train: 0.020023 | Val: 0.049980 | LR: 2.51e-06
76
+ [09:06:41] P1 Ep 72/80 | Train: 0.020004 | Val: 0.049945 | LR: 2.20e-06
77
+ [09:07:33] P1 Ep 73/80 | Train: 0.019967 | Val: 0.049954 | LR: 1.92e-06
78
+ [09:08:09] P1 Ep 74/80 | Train: 0.019958 | Val: 0.049980 | LR: 1.68e-06
79
+ [09:08:35] P1 Ep 75/80 | Train: 0.019940 | Val: 0.049939 | LR: 1.47e-06
80
+ [09:08:58] P1 Ep 76/80 | Train: 0.019966 | Val: 0.049965 | LR: 1.30e-06
81
+ [09:09:51] P1 Ep 77/80 | Train: 0.019976 | Val: 0.049959 | LR: 1.17e-06
82
+ [09:10:44] P1 Ep 78/80 | Train: 0.019981 | Val: 0.049989 | LR: 1.08e-06
83
+ [09:11:37] P1 Ep 79/80 | Train: 0.019944 | Val: 0.049972 | LR: 1.02e-06
84
+ [09:12:21] P1 Ep 80/80 | Train: 0.019968 | Val: 0.049991 | LR: 1.00e-06
85
+ [09:12:22] === Phase 2: 4-step AR pure SSIM (120 epochs) ===
86
+ [09:12:27] Train: 11098, Val: 1364
87
+ [09:13:07] P2 Ep 1/120 | Train: 0.043173 | Val: 0.103135 | LR: 2.00e-05 | TF: 0.30
88
+ [09:13:07] -> Saved P2 (val=0.103135)
89
+ [09:13:46] P2 Ep 2/120 | Train: 0.043132 | Val: 0.103310 | LR: 2.00e-05 | TF: 0.29
90
+ [09:14:25] P2 Ep 3/120 | Train: 0.042551 | Val: 0.103609 | LR: 2.00e-05 | TF: 0.29
91
+ [09:15:05] P2 Ep 4/120 | Train: 0.043059 | Val: 0.102565 | LR: 1.99e-05 | TF: 0.28
92
+ [09:15:05] -> Saved P2 (val=0.102565)
93
+ [09:15:44] P2 Ep 5/120 | Train: 0.042975 | Val: 0.103699 | LR: 1.99e-05 | TF: 0.28
94
+ [09:16:23] P2 Ep 6/120 | Train: 0.042860 | Val: 0.103683 | LR: 1.99e-05 | TF: 0.27
95
+ [09:17:03] P2 Ep 7/120 | Train: 0.042022 | Val: 0.104222 | LR: 1.98e-05 | TF: 0.27
96
+ [09:17:43] P2 Ep 8/120 | Train: 0.042181 | Val: 0.103476 | LR: 1.98e-05 | TF: 0.26
97
+ [09:18:22] P2 Ep 9/120 | Train: 0.042466 | Val: 0.103824 | LR: 1.97e-05 | TF: 0.26
98
+ [09:19:01] P2 Ep 10/120 | Train: 0.042495 | Val: 0.103823 | LR: 1.97e-05 | TF: 0.26
99
+ [09:21:43] P2 Ep 11/120 | Train: 0.041987 | Val: 0.103743 | LR: 1.96e-05 | TF: 0.25
100
+ [09:24:29] P2 Ep 12/120 | Train: 0.041655 | Val: 0.103626 | LR: 1.95e-05 | TF: 0.24
101
+ [09:25:09] P2 Ep 13/120 | Train: 0.042216 | Val: 0.103676 | LR: 1.95e-05 | TF: 0.24
102
+ [09:25:48] P2 Ep 14/120 | Train: 0.041977 | Val: 0.104630 | LR: 1.94e-05 | TF: 0.23
103
+ [09:26:28] P2 Ep 15/120 | Train: 0.042182 | Val: 0.103956 | LR: 1.93e-05 | TF: 0.23
104
+ [09:27:07] P2 Ep 16/120 | Train: 0.042500 | Val: 0.104104 | LR: 1.92e-05 | TF: 0.22
105
+ [09:27:47] P2 Ep 17/120 | Train: 0.042241 | Val: 0.103505 | LR: 1.91e-05 | TF: 0.22
106
+ [09:28:26] P2 Ep 18/120 | Train: 0.042177 | Val: 0.103770 | LR: 1.90e-05 | TF: 0.21
107
+ [09:29:06] P2 Ep 19/120 | Train: 0.042116 | Val: 0.103523 | LR: 1.88e-05 | TF: 0.21
108
+ [09:29:46] P2 Ep 20/120 | Train: 0.042074 | Val: 0.103899 | LR: 1.87e-05 | TF: 0.20
109
+ [09:30:25] P2 Ep 21/120 | Train: 0.042148 | Val: 0.103265 | LR: 1.86e-05 | TF: 0.20
110
+ [09:31:04] P2 Ep 22/120 | Train: 0.042352 | Val: 0.104494 | LR: 1.85e-05 | TF: 0.20
111
+ [09:31:44] P2 Ep 23/120 | Train: 0.042470 | Val: 0.104153 | LR: 1.83e-05 | TF: 0.19
112
+ [09:32:23] P2 Ep 24/120 | Train: 0.042280 | Val: 0.103962 | LR: 1.82e-05 | TF: 0.18
113
+ [09:33:02] P2 Ep 25/120 | Train: 0.042043 | Val: 0.103986 | LR: 1.80e-05 | TF: 0.18
114
+ [09:33:41] P2 Ep 26/120 | Train: 0.041935 | Val: 0.104287 | LR: 1.79e-05 | TF: 0.17
115
+ [09:34:21] P2 Ep 27/120 | Train: 0.041877 | Val: 0.103804 | LR: 1.77e-05 | TF: 0.17
116
+ [09:35:00] P2 Ep 28/120 | Train: 0.042077 | Val: 0.104322 | LR: 1.76e-05 | TF: 0.17
117
+ [09:35:40] P2 Ep 29/120 | Train: 0.042378 | Val: 0.104084 | LR: 1.74e-05 | TF: 0.16
118
+ [09:36:19] P2 Ep 30/120 | Train: 0.042569 | Val: 0.104767 | LR: 1.72e-05 | TF: 0.15
119
+ [09:36:58] P2 Ep 31/120 | Train: 0.042275 | Val: 0.104285 | LR: 1.70e-05 | TF: 0.15
120
+ [09:37:36] P2 Ep 32/120 | Train: 0.042648 | Val: 0.104905 | LR: 1.69e-05 | TF: 0.14
121
+ [09:38:15] P2 Ep 33/120 | Train: 0.042520 | Val: 0.104583 | LR: 1.67e-05 | TF: 0.14
122
+ [09:38:54] P2 Ep 34/120 | Train: 0.042310 | Val: 0.104368 | LR: 1.65e-05 | TF: 0.13
123
+ [09:39:34] P2 Ep 35/120 | Train: 0.042226 | Val: 0.104434 | LR: 1.63e-05 | TF: 0.13
124
+ [09:40:13] P2 Ep 36/120 | Train: 0.042305 | Val: 0.104689 | LR: 1.61e-05 | TF: 0.12
125
+ [09:40:53] P2 Ep 37/120 | Train: 0.042164 | Val: 0.104936 | LR: 1.59e-05 | TF: 0.12
126
+ [09:41:33] P2 Ep 38/120 | Train: 0.042452 | Val: 0.104409 | LR: 1.57e-05 | TF: 0.11
127
+ [09:42:13] P2 Ep 39/120 | Train: 0.042197 | Val: 0.104949 | LR: 1.55e-05 | TF: 0.11
128
+ [09:42:52] P2 Ep 40/120 | Train: 0.042541 | Val: 0.104327 | LR: 1.52e-05 | TF: 0.10
129
+ [09:43:32] P2 Ep 41/120 | Train: 0.042501 | Val: 0.104473 | LR: 1.50e-05 | TF: 0.10
130
+ [09:44:12] P2 Ep 42/120 | Train: 0.042643 | Val: 0.104580 | LR: 1.48e-05 | TF: 0.09
131
+ [09:44:51] P2 Ep 43/120 | Train: 0.042854 | Val: 0.104793 | LR: 1.46e-05 | TF: 0.09
132
+ [09:45:31] P2 Ep 44/120 | Train: 0.042643 | Val: 0.105151 | LR: 1.44e-05 | TF: 0.08
133
+ [09:46:11] P2 Ep 45/120 | Train: 0.042432 | Val: 0.105079 | LR: 1.41e-05 | TF: 0.08
134
+ [09:46:51] P2 Ep 46/120 | Train: 0.042465 | Val: 0.105119 | LR: 1.39e-05 | TF: 0.07
135
+ [09:47:30] P2 Ep 47/120 | Train: 0.042528 | Val: 0.105582 | LR: 1.37e-05 | TF: 0.07
136
+ [09:48:10] P2 Ep 48/120 | Train: 0.042498 | Val: 0.105246 | LR: 1.34e-05 | TF: 0.07
137
+ [09:48:49] P2 Ep 49/120 | Train: 0.043199 | Val: 0.105449 | LR: 1.32e-05 | TF: 0.06
138
+ [09:49:30] P2 Ep 50/120 | Train: 0.042656 | Val: 0.105419 | LR: 1.30e-05 | TF: 0.06
139
+ [09:50:09] P2 Ep 51/120 | Train: 0.042348 | Val: 0.105876 | LR: 1.27e-05 | TF: 0.05
140
+ [09:50:49] P2 Ep 52/120 | Train: 0.042598 | Val: 0.105891 | LR: 1.25e-05 | TF: 0.05
141
+ [09:51:29] P2 Ep 53/120 | Train: 0.042509 | Val: 0.105823 | LR: 1.22e-05 | TF: 0.04
142
+ [09:52:08] P2 Ep 54/120 | Train: 0.042792 | Val: 0.106081 | LR: 1.20e-05 | TF: 0.04
143
+ [09:52:48] P2 Ep 55/120 | Train: 0.042758 | Val: 0.106117 | LR: 1.17e-05 | TF: 0.03
144
+ [09:53:27] P2 Ep 56/120 | Train: 0.042933 | Val: 0.106566 | LR: 1.15e-05 | TF: 0.03
145
+ [09:54:07] P2 Ep 57/120 | Train: 0.042759 | Val: 0.106856 | LR: 1.12e-05 | TF: 0.02
146
+ [09:54:46] P2 Ep 58/120 | Train: 0.042885 | Val: 0.107346 | LR: 1.10e-05 | TF: 0.02
147
+ [09:55:25] P2 Ep 59/120 | Train: 0.042798 | Val: 0.106635 | LR: 1.07e-05 | TF: 0.01
148
+ [09:56:05] P2 Ep 60/120 | Train: 0.042998 | Val: 0.106800 | LR: 1.05e-05 | TF: 0.01
149
+ [09:56:44] P2 Ep 61/120 | Train: 0.042891 | Val: 0.106781 | LR: 1.03e-05 | TF: 0.00
150
+ [09:57:24] P2 Ep 62/120 | Train: 0.042910 | Val: 0.106314 | LR: 1.00e-05 | TF: 0.00
151
+ [09:58:04] P2 Ep 63/120 | Train: 0.042867 | Val: 0.106566 | LR: 9.75e-06 | TF: 0.00
152
+ [09:58:45] P2 Ep 64/120 | Train: 0.042726 | Val: 0.106679 | LR: 9.51e-06 | TF: 0.00
153
+ [09:59:24] P2 Ep 65/120 | Train: 0.042705 | Val: 0.107072 | LR: 9.26e-06 | TF: 0.00
154
+ [10:00:03] P2 Ep 66/120 | Train: 0.042617 | Val: 0.107145 | LR: 9.01e-06 | TF: 0.00
155
+ [10:00:43] P2 Ep 67/120 | Train: 0.042390 | Val: 0.107132 | LR: 8.77e-06 | TF: 0.00
156
+ [10:01:22] P2 Ep 68/120 | Train: 0.042499 | Val: 0.107127 | LR: 8.52e-06 | TF: 0.00
157
+ [10:02:02] P2 Ep 69/120 | Train: 0.042251 | Val: 0.107095 | LR: 8.28e-06 | TF: 0.00
158
+ [10:02:42] P2 Ep 70/120 | Train: 0.042218 | Val: 0.107074 | LR: 8.04e-06 | TF: 0.00
159
+ [10:03:21] P2 Ep 71/120 | Train: 0.042120 | Val: 0.107271 | LR: 7.80e-06 | TF: 0.00
160
+ [10:04:00] P2 Ep 72/120 | Train: 0.042151 | Val: 0.107826 | LR: 7.56e-06 | TF: 0.00
161
+ [10:04:40] P2 Ep 73/120 | Train: 0.042051 | Val: 0.107379 | LR: 7.33e-06 | TF: 0.00
162
+ [10:05:14] P2 Ep 74/120 | Train: 0.042034 | Val: 0.107959 | LR: 7.10e-06 | TF: 0.00
163
+ [10:05:48] P2 Ep 75/120 | Train: 0.041936 | Val: 0.107413 | LR: 6.86e-06 | TF: 0.00
164
+ [10:06:22] P2 Ep 76/120 | Train: 0.041821 | Val: 0.107487 | LR: 6.64e-06 | TF: 0.00
165
+ [10:07:02] P2 Ep 77/120 | Train: 0.041910 | Val: 0.107829 | LR: 6.41e-06 | TF: 0.00
166
+ [10:07:42] P2 Ep 78/120 | Train: 0.041820 | Val: 0.107438 | LR: 6.19e-06 | TF: 0.00
167
+ [10:08:21] P2 Ep 79/120 | Train: 0.041703 | Val: 0.107533 | LR: 5.97e-06 | TF: 0.00
168
+ [10:09:00] P2 Ep 80/120 | Train: 0.041639 | Val: 0.107735 | LR: 5.75e-06 | TF: 0.00
169
+ [10:09:39] P2 Ep 81/120 | Train: 0.041574 | Val: 0.108108 | LR: 5.54e-06 | TF: 0.00
170
+ [10:10:18] P2 Ep 82/120 | Train: 0.041459 | Val: 0.107992 | LR: 5.33e-06 | TF: 0.00
171
+ [10:10:58] P2 Ep 83/120 | Train: 0.041522 | Val: 0.108117 | LR: 5.12e-06 | TF: 0.00
172
+ [10:11:37] P2 Ep 84/120 | Train: 0.041376 | Val: 0.108026 | LR: 4.92e-06 | TF: 0.00
173
+ [10:12:18] P2 Ep 85/120 | Train: 0.041372 | Val: 0.107934 | LR: 4.72e-06 | TF: 0.00
174
+ [10:12:56] P2 Ep 86/120 | Train: 0.041325 | Val: 0.107863 | LR: 4.52e-06 | TF: 0.00
175
+ [10:13:36] P2 Ep 87/120 | Train: 0.041323 | Val: 0.108122 | LR: 4.33e-06 | TF: 0.00
176
+ [10:14:16] P2 Ep 88/120 | Train: 0.041213 | Val: 0.108450 | LR: 4.14e-06 | TF: 0.00
177
+ [10:14:56] P2 Ep 89/120 | Train: 0.041119 | Val: 0.108000 | LR: 3.96e-06 | TF: 0.00
178
+ [10:15:35] P2 Ep 90/120 | Train: 0.041215 | Val: 0.108151 | LR: 3.78e-06 | TF: 0.00
179
+ [10:16:15] P2 Ep 91/120 | Train: 0.041091 | Val: 0.108497 | LR: 3.61e-06 | TF: 0.00
180
+ [10:16:55] P2 Ep 92/120 | Train: 0.041082 | Val: 0.108142 | LR: 3.44e-06 | TF: 0.00
181
+ [10:17:35] P2 Ep 93/120 | Train: 0.041091 | Val: 0.108381 | LR: 3.28e-06 | TF: 0.00
182
+ [10:18:14] P2 Ep 94/120 | Train: 0.040960 | Val: 0.108280 | LR: 3.12e-06 | TF: 0.00
183
+ [10:18:54] P2 Ep 95/120 | Train: 0.041008 | Val: 0.108456 | LR: 2.96e-06 | TF: 0.00
184
+ [10:19:34] P2 Ep 96/120 | Train: 0.040982 | Val: 0.108272 | LR: 2.81e-06 | TF: 0.00
185
+ [10:20:14] P2 Ep 97/120 | Train: 0.040996 | Val: 0.108532 | LR: 2.67e-06 | TF: 0.00
186
+ [10:20:52] P2 Ep 98/120 | Train: 0.040902 | Val: 0.108236 | LR: 2.53e-06 | TF: 0.00
187
+ [10:21:32] P2 Ep 99/120 | Train: 0.040912 | Val: 0.108680 | LR: 2.40e-06 | TF: 0.00
188
+ [10:22:11] P2 Ep 100/120 | Train: 0.040889 | Val: 0.108489 | LR: 2.27e-06 | TF: 0.00
189
+ [10:22:51] P2 Ep 101/120 | Train: 0.040846 | Val: 0.108327 | LR: 2.15e-06 | TF: 0.00
190
+ [10:23:30] P2 Ep 102/120 | Train: 0.040823 | Val: 0.108637 | LR: 2.04e-06 | TF: 0.00
191
+ [10:24:10] P2 Ep 103/120 | Train: 0.040822 | Val: 0.108688 | LR: 1.93e-06 | TF: 0.00
192
+ [10:24:48] P2 Ep 104/120 | Train: 0.040861 | Val: 0.108705 | LR: 1.82e-06 | TF: 0.00
193
+ [10:25:28] P2 Ep 105/120 | Train: 0.040844 | Val: 0.108814 | LR: 1.72e-06 | TF: 0.00
194
+ [10:26:08] P2 Ep 106/120 | Train: 0.040771 | Val: 0.108780 | LR: 1.63e-06 | TF: 0.00
195
+ [10:26:47] P2 Ep 107/120 | Train: 0.040783 | Val: 0.108786 | LR: 1.54e-06 | TF: 0.00
196
+ [10:27:26] P2 Ep 108/120 | Train: 0.040724 | Val: 0.108585 | LR: 1.46e-06 | TF: 0.00
197
+ [10:28:06] P2 Ep 109/120 | Train: 0.040756 | Val: 0.108670 | LR: 1.39e-06 | TF: 0.00
198
+ [10:28:46] P2 Ep 110/120 | Train: 0.040688 | Val: 0.108661 | LR: 1.32e-06 | TF: 0.00
199
+ [10:29:25] P2 Ep 111/120 | Train: 0.040675 | Val: 0.108645 | LR: 1.26e-06 | TF: 0.00
200
+ [10:30:05] P2 Ep 112/120 | Train: 0.040643 | Val: 0.108938 | LR: 1.21e-06 | TF: 0.00
201
+ [10:30:44] P2 Ep 113/120 | Train: 0.040755 | Val: 0.108708 | LR: 1.16e-06 | TF: 0.00
202
+ [10:31:24] P2 Ep 114/120 | Train: 0.040692 | Val: 0.108842 | LR: 1.12e-06 | TF: 0.00
203
+ [10:32:03] P2 Ep 115/120 | Train: 0.040649 | Val: 0.108834 | LR: 1.08e-06 | TF: 0.00
204
+ [10:32:40] P2 Ep 116/120 | Train: 0.040671 | Val: 0.108800 | LR: 1.05e-06 | TF: 0.00
205
+ [10:33:19] P2 Ep 117/120 | Train: 0.040624 | Val: 0.108713 | LR: 1.03e-06 | TF: 0.00
206
+ [10:33:58] P2 Ep 118/120 | Train: 0.040554 | Val: 0.108678 | LR: 1.01e-06 | TF: 0.00
207
+ [10:34:38] P2 Ep 119/120 | Train: 0.040739 | Val: 0.108813 | LR: 1.00e-06 | TF: 0.00
208
+ [10:35:17] P2 Ep 120/120 | Train: 0.040673 | Val: 0.108727 | LR: 1.00e-06 | TF: 0.00
209
+ [10:35:17] === Phase 3: 8-step AR pure SSIM (80 epochs) ===
210
+ [10:35:23] Train: 5549, Val: 682
211
+ [10:36:28] P3 Ep 1/80 | Train: 0.095750 | Val: 0.155540 | LR: 1.00e-05
212
+ [10:36:28] -> Saved P3 (val=0.155540)
213
+ [10:37:32] P3 Ep 2/80 | Train: 0.094336 | Val: 0.153810 | LR: 9.99e-06
214
+ [10:37:32] -> Saved P3 (val=0.153810)
215
+ [10:38:37] P3 Ep 3/80 | Train: 0.092275 | Val: 0.153130 | LR: 9.97e-06
216
+ [10:38:37] -> Saved P3 (val=0.153130)
217
+ [10:39:42] P3 Ep 4/80 | Train: 0.091418 | Val: 0.154605 | LR: 9.94e-06
218
+ [10:40:47] P3 Ep 5/80 | Train: 0.090425 | Val: 0.154460 | LR: 9.91e-06
219
+ [10:41:52] P3 Ep 6/80 | Train: 0.089753 | Val: 0.155113 | LR: 9.88e-06
220
+ [10:42:56] P3 Ep 7/80 | Train: 0.089256 | Val: 0.154633 | LR: 9.83e-06
221
+ [10:44:00] P3 Ep 8/80 | Train: 0.088381 | Val: 0.154821 | LR: 9.78e-06
222
+ [10:45:05] P3 Ep 9/80 | Train: 0.088510 | Val: 0.153334 | LR: 9.72e-06
223
+ [10:46:09] P3 Ep 10/80 | Train: 0.086934 | Val: 0.153876 | LR: 9.66e-06
224
+ [10:47:14] P3 Ep 11/80 | Train: 0.086613 | Val: 0.154702 | LR: 9.59e-06
225
+ [10:48:18] P3 Ep 12/80 | Train: 0.085778 | Val: 0.153880 | LR: 9.51e-06
226
+ [10:49:23] P3 Ep 13/80 | Train: 0.085732 | Val: 0.154523 | LR: 9.43e-06
227
+ [10:50:28] P3 Ep 14/80 | Train: 0.085247 | Val: 0.153520 | LR: 9.34e-06
228
+ [10:51:32] P3 Ep 15/80 | Train: 0.084790 | Val: 0.153438 | LR: 9.24e-06
229
+ [10:52:36] P3 Ep 16/80 | Train: 0.083832 | Val: 0.153225 | LR: 9.14e-06
230
+ [10:53:40] P3 Ep 17/80 | Train: 0.083484 | Val: 0.153922 | LR: 9.03e-06
231
+ [10:54:45] P3 Ep 18/80 | Train: 0.083200 | Val: 0.155072 | LR: 8.92e-06
232
+ [10:55:50] P3 Ep 19/80 | Train: 0.082536 | Val: 0.154383 | LR: 8.80e-06
233
+ [10:56:54] P3 Ep 20/80 | Train: 0.081860 | Val: 0.153906 | LR: 8.68e-06
234
+ [10:57:58] P3 Ep 21/80 | Train: 0.081863 | Val: 0.154163 | LR: 8.55e-06
235
+ [10:59:03] P3 Ep 22/80 | Train: 0.081402 | Val: 0.154026 | LR: 8.42e-06
236
+ [11:00:07] P3 Ep 23/80 | Train: 0.080873 | Val: 0.153725 | LR: 8.29e-06
237
+ [11:01:11] P3 Ep 24/80 | Train: 0.080546 | Val: 0.154479 | LR: 8.15e-06
238
+ [11:02:16] P3 Ep 25/80 | Train: 0.080133 | Val: 0.154618 | LR: 8.00e-06
239
+ [11:03:21] P3 Ep 26/80 | Train: 0.080173 | Val: 0.154193 | LR: 7.85e-06
240
+ [11:04:25] P3 Ep 27/80 | Train: 0.079452 | Val: 0.155712 | LR: 7.70e-06
241
+ [11:05:29] P3 Ep 28/80 | Train: 0.079179 | Val: 0.155759 | LR: 7.54e-06
242
+ [11:06:34] P3 Ep 29/80 | Train: 0.078966 | Val: 0.155822 | LR: 7.38e-06
243
+ [11:07:38] P3 Ep 30/80 | Train: 0.078501 | Val: 0.155201 | LR: 7.22e-06
244
+ [11:08:41] P3 Ep 31/80 | Train: 0.078733 | Val: 0.155545 | LR: 7.06e-06
245
+ [11:09:46] P3 Ep 32/80 | Train: 0.078182 | Val: 0.155980 | LR: 6.89e-06
246
+ [11:10:51] P3 Ep 33/80 | Train: 0.078016 | Val: 0.156755 | LR: 6.72e-06
247
+ [11:11:55] P3 Ep 34/80 | Train: 0.077436 | Val: 0.156530 | LR: 6.55e-06
248
+ [11:12:59] P3 Ep 35/80 | Train: 0.077840 | Val: 0.155882 | LR: 6.38e-06
249
+ [11:14:04] P3 Ep 36/80 | Train: 0.077224 | Val: 0.155421 | LR: 6.20e-06
250
+ [11:15:09] P3 Ep 37/80 | Train: 0.076861 | Val: 0.156183 | LR: 6.03e-06
251
+ [11:16:13] P3 Ep 38/80 | Train: 0.077136 | Val: 0.156030 | LR: 5.85e-06
252
+ [11:17:18] P3 Ep 39/80 | Train: 0.076784 | Val: 0.155965 | LR: 5.68e-06
253
+ [11:18:22] P3 Ep 40/80 | Train: 0.076411 | Val: 0.156457 | LR: 5.50e-06
254
+ [11:19:26] P3 Ep 41/80 | Train: 0.076082 | Val: 0.156806 | LR: 5.32e-06
255
+ [11:20:31] P3 Ep 42/80 | Train: 0.076074 | Val: 0.155984 | LR: 5.15e-06
256
+ [11:21:35] P3 Ep 43/80 | Train: 0.075918 | Val: 0.156023 | LR: 4.97e-06
257
+ [11:22:40] P3 Ep 44/80 | Train: 0.075466 | Val: 0.157137 | LR: 4.80e-06
258
+ [11:23:44] P3 Ep 45/80 | Train: 0.075196 | Val: 0.156986 | LR: 4.62e-06
259
+ [11:24:48] P3 Ep 46/80 | Train: 0.075518 | Val: 0.156625 | LR: 4.45e-06
260
+ [11:25:53] P3 Ep 47/80 | Train: 0.075138 | Val: 0.157094 | LR: 4.28e-06
261
+ [11:26:57] P3 Ep 48/80 | Train: 0.074928 | Val: 0.156477 | LR: 4.11e-06
262
+ [11:28:02] P3 Ep 49/80 | Train: 0.074871 | Val: 0.156432 | LR: 3.94e-06
263
+ [11:29:06] P3 Ep 50/80 | Train: 0.074595 | Val: 0.156756 | LR: 3.78e-06
264
+ [11:30:10] P3 Ep 51/80 | Train: 0.074285 | Val: 0.157049 | LR: 3.62e-06
265
+ [11:31:15] P3 Ep 52/80 | Train: 0.074418 | Val: 0.157445 | LR: 3.46e-06
266
+ [11:32:19] P3 Ep 53/80 | Train: 0.074389 | Val: 0.157270 | LR: 3.30e-06
267
+ [11:33:23] P3 Ep 54/80 | Train: 0.074311 | Val: 0.156734 | LR: 3.15e-06
268
+ [11:34:29] P3 Ep 55/80 | Train: 0.073919 | Val: 0.156919 | LR: 3.00e-06
269
+ [11:35:33] P3 Ep 56/80 | Train: 0.073586 | Val: 0.156764 | LR: 2.85e-06
270
+ [11:36:38] P3 Ep 57/80 | Train: 0.073961 | Val: 0.156476 | LR: 2.71e-06
271
+ [11:37:43] P3 Ep 58/80 | Train: 0.073689 | Val: 0.156293 | LR: 2.58e-06
272
+ [11:38:48] P3 Ep 59/80 | Train: 0.073841 | Val: 0.156300 | LR: 2.45e-06
273
+ [11:39:52] P3 Ep 60/80 | Train: 0.073456 | Val: 0.156039 | LR: 2.32e-06
274
+ [11:40:56] P3 Ep 61/80 | Train: 0.073645 | Val: 0.156658 | LR: 2.20e-06
275
+ [11:42:01] P3 Ep 62/80 | Train: 0.073461 | Val: 0.156473 | LR: 2.08e-06
276
+ [11:43:06] P3 Ep 63/80 | Train: 0.073413 | Val: 0.156693 | LR: 1.97e-06
277
+ [11:44:11] P3 Ep 64/80 | Train: 0.073238 | Val: 0.156544 | LR: 1.86e-06
278
+ [11:45:15] P3 Ep 65/80 | Train: 0.073124 | Val: 0.156765 | LR: 1.76e-06
279
+ [11:46:20] P3 Ep 66/80 | Train: 0.073145 | Val: 0.157059 | LR: 1.66e-06
280
+ [11:47:24] P3 Ep 67/80 | Train: 0.073042 | Val: 0.157734 | LR: 1.57e-06
281
+ [11:48:28] P3 Ep 68/80 | Train: 0.073034 | Val: 0.157271 | LR: 1.49e-06
282
+ [11:49:32] P3 Ep 69/80 | Train: 0.072706 | Val: 0.157444 | LR: 1.41e-06
283
+ [11:50:37] P3 Ep 70/80 | Train: 0.072677 | Val: 0.157378 | LR: 1.34e-06
284
+ [11:51:41] P3 Ep 71/80 | Train: 0.072885 | Val: 0.157181 | LR: 1.28e-06
285
+ [11:52:46] P3 Ep 72/80 | Train: 0.072766 | Val: 0.157818 | LR: 1.22e-06
286
+ [11:53:50] P3 Ep 73/80 | Train: 0.072835 | Val: 0.157674 | LR: 1.17e-06
287
+ [11:54:55] P3 Ep 74/80 | Train: 0.072650 | Val: 0.157928 | LR: 1.12e-06
288
+ [11:55:59] P3 Ep 75/80 | Train: 0.072683 | Val: 0.157965 | LR: 1.09e-06
289
+ [11:57:04] P3 Ep 76/80 | Train: 0.072574 | Val: 0.157822 | LR: 1.06e-06
290
+ [11:58:08] P3 Ep 77/80 | Train: 0.072449 | Val: 0.157785 | LR: 1.03e-06
291
+ [11:59:12] P3 Ep 78/80 | Train: 0.072461 | Val: 0.157837 | LR: 1.01e-06
292
+ [12:00:17] P3 Ep 79/80 | Train: 0.072341 | Val: 0.158064 | LR: 1.00e-06
293
+ [12:01:21] P3 Ep 80/80 | Train: 0.072449 | Val: 0.157775 | LR: 1.00e-06
294
+ [12:01:21] Training complete.