[08:04:54] Model: FlowWarpAttnUNet (pure SSIM diversity), 7,596,742 params [08:04:54] === Phase 1: Pure global SSIM single-step (80 epochs) === [08:04:59] Train: 44392, Val: 5456 [08:05:50] P1 Ep 1/80 | Train: 0.025914 | Val: 0.048158 | LR: 5.00e-05 [08:05:50] -> Saved (val=0.048158) [08:06:43] P1 Ep 2/80 | Train: 0.025565 | Val: 0.048310 | LR: 4.99e-05 [08:07:35] P1 Ep 3/80 | Train: 0.025230 | Val: 0.048169 | LR: 4.98e-05 [08:08:24] P1 Ep 4/80 | Train: 0.025142 | Val: 0.048254 | LR: 4.97e-05 [08:09:17] P1 Ep 5/80 | Train: 0.024942 | Val: 0.048478 | LR: 4.95e-05 [08:10:06] P1 Ep 6/80 | Train: 0.024788 | Val: 0.048383 | LR: 4.93e-05 [08:10:57] P1 Ep 7/80 | Train: 0.024626 | Val: 0.048336 | LR: 4.91e-05 [08:11:49] P1 Ep 8/80 | Train: 0.024524 | Val: 0.048461 | LR: 4.88e-05 [08:12:42] P1 Ep 9/80 | Train: 0.024396 | Val: 0.048482 | LR: 4.85e-05 [08:13:32] P1 Ep 10/80 | Train: 0.024278 | Val: 0.048379 | LR: 4.81e-05 [08:14:26] P1 Ep 11/80 | Train: 0.024130 | Val: 0.048525 | LR: 4.77e-05 [08:15:14] P1 Ep 12/80 | Train: 0.023978 | Val: 0.048557 | LR: 4.73e-05 [08:16:08] P1 Ep 13/80 | Train: 0.023855 | Val: 0.048632 | LR: 4.69e-05 [08:17:01] P1 Ep 14/80 | Train: 0.023780 | Val: 0.048762 | LR: 4.64e-05 [08:17:54] P1 Ep 15/80 | Train: 0.023678 | Val: 0.048747 | LR: 4.59e-05 [08:18:47] P1 Ep 16/80 | Train: 0.023556 | Val: 0.048661 | LR: 4.53e-05 [08:19:40] P1 Ep 17/80 | Train: 0.023481 | Val: 0.048629 | LR: 4.47e-05 [08:20:31] P1 Ep 18/80 | Train: 0.023393 | Val: 0.048850 | LR: 4.41e-05 [08:21:24] P1 Ep 19/80 | Train: 0.023202 | Val: 0.048942 | LR: 4.35e-05 [08:22:16] P1 Ep 20/80 | Train: 0.023139 | Val: 0.048895 | LR: 4.28e-05 [08:23:09] P1 Ep 21/80 | Train: 0.023033 | Val: 0.048977 | LR: 4.21e-05 [08:24:00] P1 Ep 22/80 | Train: 0.022945 | Val: 0.049145 | LR: 4.14e-05 [08:24:53] P1 Ep 23/80 | Train: 0.022810 | Val: 0.048967 | LR: 4.07e-05 [08:25:45] P1 Ep 24/80 | Train: 0.022762 | Val: 0.048998 | LR: 3.99e-05 [08:26:38] P1 Ep 25/80 | Train: 0.022604 | Val: 0.049046 | LR: 3.91e-05 [08:27:31] P1 Ep 26/80 | Train: 0.022494 | Val: 0.048987 | LR: 3.83e-05 [08:28:23] P1 Ep 27/80 | Train: 0.022403 | Val: 0.049053 | LR: 3.75e-05 [08:29:14] P1 Ep 28/80 | Train: 0.022342 | Val: 0.049045 | LR: 3.66e-05 [08:30:06] P1 Ep 29/80 | Train: 0.022228 | Val: 0.049090 | LR: 3.58e-05 [08:30:59] P1 Ep 30/80 | Train: 0.022128 | Val: 0.049200 | LR: 3.49e-05 [08:31:52] P1 Ep 31/80 | Train: 0.022057 | Val: 0.049276 | LR: 3.40e-05 [08:32:42] P1 Ep 32/80 | Train: 0.021957 | Val: 0.049284 | LR: 3.31e-05 [08:33:25] P1 Ep 33/80 | Train: 0.021881 | Val: 0.049339 | LR: 3.22e-05 [08:34:12] P1 Ep 34/80 | Train: 0.021874 | Val: 0.049386 | LR: 3.12e-05 [08:35:05] P1 Ep 35/80 | Train: 0.021682 | Val: 0.049286 | LR: 3.03e-05 [08:35:55] P1 Ep 36/80 | Train: 0.021593 | Val: 0.049419 | LR: 2.93e-05 [08:36:47] P1 Ep 37/80 | Train: 0.021524 | Val: 0.049268 | LR: 2.84e-05 [08:37:39] P1 Ep 38/80 | Train: 0.021498 | Val: 0.049360 | LR: 2.74e-05 [08:38:32] P1 Ep 39/80 | Train: 0.021463 | Val: 0.049418 | LR: 2.65e-05 [08:39:26] P1 Ep 40/80 | Train: 0.021353 | Val: 0.049546 | LR: 2.55e-05 [08:40:14] P1 Ep 41/80 | Train: 0.021341 | Val: 0.049481 | LR: 2.45e-05 [08:41:08] P1 Ep 42/80 | Train: 0.021164 | Val: 0.049371 | LR: 2.36e-05 [08:41:59] P1 Ep 43/80 | Train: 0.021104 | Val: 0.049541 | LR: 2.26e-05 [08:42:48] P1 Ep 44/80 | Train: 0.021069 | Val: 0.049615 | LR: 2.17e-05 [08:43:40] P1 Ep 45/80 | Train: 0.020986 | Val: 0.049575 | LR: 2.07e-05 [08:44:32] P1 Ep 46/80 | Train: 0.020930 | Val: 0.049668 | LR: 1.98e-05 [08:45:24] P1 Ep 47/80 | Train: 0.020884 | Val: 0.049509 | LR: 1.88e-05 [08:46:17] P1 Ep 48/80 | Train: 0.020836 | Val: 0.049793 | LR: 1.79e-05 [08:47:06] P1 Ep 49/80 | Train: 0.020772 | Val: 0.049717 | LR: 1.70e-05 [08:47:56] P1 Ep 50/80 | Train: 0.020735 | Val: 0.049654 | LR: 1.61e-05 [08:48:45] P1 Ep 51/80 | Train: 0.020661 | Val: 0.049740 | LR: 1.52e-05 [08:49:39] P1 Ep 52/80 | Train: 0.020577 | Val: 0.049781 | LR: 1.44e-05 [08:50:16] P1 Ep 53/80 | Train: 0.020565 | Val: 0.049801 | LR: 1.35e-05 [08:51:05] P1 Ep 54/80 | Train: 0.020522 | Val: 0.049856 | LR: 1.27e-05 [08:51:52] P1 Ep 55/80 | Train: 0.020438 | Val: 0.049811 | LR: 1.19e-05 [08:52:44] P1 Ep 56/80 | Train: 0.020405 | Val: 0.049852 | LR: 1.11e-05 [08:53:39] P1 Ep 57/80 | Train: 0.020409 | Val: 0.049925 | LR: 1.03e-05 [08:54:32] P1 Ep 58/80 | Train: 0.020411 | Val: 0.049890 | LR: 9.59e-06 [08:55:26] P1 Ep 59/80 | Train: 0.020311 | Val: 0.049933 | LR: 8.87e-06 [08:56:21] P1 Ep 60/80 | Train: 0.020258 | Val: 0.049934 | LR: 8.18e-06 [08:57:14] P1 Ep 61/80 | Train: 0.020206 | Val: 0.049885 | LR: 7.51e-06 [08:58:07] P1 Ep 62/80 | Train: 0.020236 | Val: 0.050027 | LR: 6.87e-06 [08:58:59] P1 Ep 63/80 | Train: 0.020201 | Val: 0.049953 | LR: 6.26e-06 [08:59:44] P1 Ep 64/80 | Train: 0.020124 | Val: 0.049963 | LR: 5.68e-06 [09:00:34] P1 Ep 65/80 | Train: 0.020140 | Val: 0.049968 | LR: 5.13e-06 [09:01:27] P1 Ep 66/80 | Train: 0.020105 | Val: 0.049915 | LR: 4.61e-06 [09:02:19] P1 Ep 67/80 | Train: 0.020124 | Val: 0.049934 | LR: 4.12e-06 [09:03:10] P1 Ep 68/80 | Train: 0.020055 | Val: 0.049948 | LR: 3.67e-06 [09:04:03] P1 Ep 69/80 | Train: 0.020040 | Val: 0.049967 | LR: 3.25e-06 [09:04:55] P1 Ep 70/80 | Train: 0.020036 | Val: 0.049959 | LR: 2.86e-06 [09:05:48] P1 Ep 71/80 | Train: 0.020023 | Val: 0.049980 | LR: 2.51e-06 [09:06:41] P1 Ep 72/80 | Train: 0.020004 | Val: 0.049945 | LR: 2.20e-06 [09:07:33] P1 Ep 73/80 | Train: 0.019967 | Val: 0.049954 | LR: 1.92e-06 [09:08:09] P1 Ep 74/80 | Train: 0.019958 | Val: 0.049980 | LR: 1.68e-06 [09:08:35] P1 Ep 75/80 | Train: 0.019940 | Val: 0.049939 | LR: 1.47e-06 [09:08:58] P1 Ep 76/80 | Train: 0.019966 | Val: 0.049965 | LR: 1.30e-06 [09:09:51] P1 Ep 77/80 | Train: 0.019976 | Val: 0.049959 | LR: 1.17e-06 [09:10:44] P1 Ep 78/80 | Train: 0.019981 | Val: 0.049989 | LR: 1.08e-06 [09:11:37] P1 Ep 79/80 | Train: 0.019944 | Val: 0.049972 | LR: 1.02e-06 [09:12:21] P1 Ep 80/80 | Train: 0.019968 | Val: 0.049991 | LR: 1.00e-06 [09:12:22] === Phase 2: 4-step AR pure SSIM (120 epochs) === [09:12:27] Train: 11098, Val: 1364 [09:13:07] P2 Ep 1/120 | Train: 0.043173 | Val: 0.103135 | LR: 2.00e-05 | TF: 0.30 [09:13:07] -> Saved P2 (val=0.103135) [09:13:46] P2 Ep 2/120 | Train: 0.043132 | Val: 0.103310 | LR: 2.00e-05 | TF: 0.29 [09:14:25] P2 Ep 3/120 | Train: 0.042551 | Val: 0.103609 | LR: 2.00e-05 | TF: 0.29 [09:15:05] P2 Ep 4/120 | Train: 0.043059 | Val: 0.102565 | LR: 1.99e-05 | TF: 0.28 [09:15:05] -> Saved P2 (val=0.102565) [09:15:44] P2 Ep 5/120 | Train: 0.042975 | Val: 0.103699 | LR: 1.99e-05 | TF: 0.28 [09:16:23] P2 Ep 6/120 | Train: 0.042860 | Val: 0.103683 | LR: 1.99e-05 | TF: 0.27 [09:17:03] P2 Ep 7/120 | Train: 0.042022 | Val: 0.104222 | LR: 1.98e-05 | TF: 0.27 [09:17:43] P2 Ep 8/120 | Train: 0.042181 | Val: 0.103476 | LR: 1.98e-05 | TF: 0.26 [09:18:22] P2 Ep 9/120 | Train: 0.042466 | Val: 0.103824 | LR: 1.97e-05 | TF: 0.26 [09:19:01] P2 Ep 10/120 | Train: 0.042495 | Val: 0.103823 | LR: 1.97e-05 | TF: 0.26 [09:21:43] P2 Ep 11/120 | Train: 0.041987 | Val: 0.103743 | LR: 1.96e-05 | TF: 0.25 [09:24:29] P2 Ep 12/120 | Train: 0.041655 | Val: 0.103626 | LR: 1.95e-05 | TF: 0.24 [09:25:09] P2 Ep 13/120 | Train: 0.042216 | Val: 0.103676 | LR: 1.95e-05 | TF: 0.24 [09:25:48] P2 Ep 14/120 | Train: 0.041977 | Val: 0.104630 | LR: 1.94e-05 | TF: 0.23 [09:26:28] P2 Ep 15/120 | Train: 0.042182 | Val: 0.103956 | LR: 1.93e-05 | TF: 0.23 [09:27:07] P2 Ep 16/120 | Train: 0.042500 | Val: 0.104104 | LR: 1.92e-05 | TF: 0.22 [09:27:47] P2 Ep 17/120 | Train: 0.042241 | Val: 0.103505 | LR: 1.91e-05 | TF: 0.22 [09:28:26] P2 Ep 18/120 | Train: 0.042177 | Val: 0.103770 | LR: 1.90e-05 | TF: 0.21 [09:29:06] P2 Ep 19/120 | Train: 0.042116 | Val: 0.103523 | LR: 1.88e-05 | TF: 0.21 [09:29:46] P2 Ep 20/120 | Train: 0.042074 | Val: 0.103899 | LR: 1.87e-05 | TF: 0.20 [09:30:25] P2 Ep 21/120 | Train: 0.042148 | Val: 0.103265 | LR: 1.86e-05 | TF: 0.20 [09:31:04] P2 Ep 22/120 | Train: 0.042352 | Val: 0.104494 | LR: 1.85e-05 | TF: 0.20 [09:31:44] P2 Ep 23/120 | Train: 0.042470 | Val: 0.104153 | LR: 1.83e-05 | TF: 0.19 [09:32:23] P2 Ep 24/120 | Train: 0.042280 | Val: 0.103962 | LR: 1.82e-05 | TF: 0.18 [09:33:02] P2 Ep 25/120 | Train: 0.042043 | Val: 0.103986 | LR: 1.80e-05 | TF: 0.18 [09:33:41] P2 Ep 26/120 | Train: 0.041935 | Val: 0.104287 | LR: 1.79e-05 | TF: 0.17 [09:34:21] P2 Ep 27/120 | Train: 0.041877 | Val: 0.103804 | LR: 1.77e-05 | TF: 0.17 [09:35:00] P2 Ep 28/120 | Train: 0.042077 | Val: 0.104322 | LR: 1.76e-05 | TF: 0.17 [09:35:40] P2 Ep 29/120 | Train: 0.042378 | Val: 0.104084 | LR: 1.74e-05 | TF: 0.16 [09:36:19] P2 Ep 30/120 | Train: 0.042569 | Val: 0.104767 | LR: 1.72e-05 | TF: 0.15 [09:36:58] P2 Ep 31/120 | Train: 0.042275 | Val: 0.104285 | LR: 1.70e-05 | TF: 0.15 [09:37:36] P2 Ep 32/120 | Train: 0.042648 | Val: 0.104905 | LR: 1.69e-05 | TF: 0.14 [09:38:15] P2 Ep 33/120 | Train: 0.042520 | Val: 0.104583 | LR: 1.67e-05 | TF: 0.14 [09:38:54] P2 Ep 34/120 | Train: 0.042310 | Val: 0.104368 | LR: 1.65e-05 | TF: 0.13 [09:39:34] P2 Ep 35/120 | Train: 0.042226 | Val: 0.104434 | LR: 1.63e-05 | TF: 0.13 [09:40:13] P2 Ep 36/120 | Train: 0.042305 | Val: 0.104689 | LR: 1.61e-05 | TF: 0.12 [09:40:53] P2 Ep 37/120 | Train: 0.042164 | Val: 0.104936 | LR: 1.59e-05 | TF: 0.12 [09:41:33] P2 Ep 38/120 | Train: 0.042452 | Val: 0.104409 | LR: 1.57e-05 | TF: 0.11 [09:42:13] P2 Ep 39/120 | Train: 0.042197 | Val: 0.104949 | LR: 1.55e-05 | TF: 0.11 [09:42:52] P2 Ep 40/120 | Train: 0.042541 | Val: 0.104327 | LR: 1.52e-05 | TF: 0.10 [09:43:32] P2 Ep 41/120 | Train: 0.042501 | Val: 0.104473 | LR: 1.50e-05 | TF: 0.10 [09:44:12] P2 Ep 42/120 | Train: 0.042643 | Val: 0.104580 | LR: 1.48e-05 | TF: 0.09 [09:44:51] P2 Ep 43/120 | Train: 0.042854 | Val: 0.104793 | LR: 1.46e-05 | TF: 0.09 [09:45:31] P2 Ep 44/120 | Train: 0.042643 | Val: 0.105151 | LR: 1.44e-05 | TF: 0.08 [09:46:11] P2 Ep 45/120 | Train: 0.042432 | Val: 0.105079 | LR: 1.41e-05 | TF: 0.08 [09:46:51] P2 Ep 46/120 | Train: 0.042465 | Val: 0.105119 | LR: 1.39e-05 | TF: 0.07 [09:47:30] P2 Ep 47/120 | Train: 0.042528 | Val: 0.105582 | LR: 1.37e-05 | TF: 0.07 [09:48:10] P2 Ep 48/120 | Train: 0.042498 | Val: 0.105246 | LR: 1.34e-05 | TF: 0.07 [09:48:49] P2 Ep 49/120 | Train: 0.043199 | Val: 0.105449 | LR: 1.32e-05 | TF: 0.06 [09:49:30] P2 Ep 50/120 | Train: 0.042656 | Val: 0.105419 | LR: 1.30e-05 | TF: 0.06 [09:50:09] P2 Ep 51/120 | Train: 0.042348 | Val: 0.105876 | LR: 1.27e-05 | TF: 0.05 [09:50:49] P2 Ep 52/120 | Train: 0.042598 | Val: 0.105891 | LR: 1.25e-05 | TF: 0.05 [09:51:29] P2 Ep 53/120 | Train: 0.042509 | Val: 0.105823 | LR: 1.22e-05 | TF: 0.04 [09:52:08] P2 Ep 54/120 | Train: 0.042792 | Val: 0.106081 | LR: 1.20e-05 | TF: 0.04 [09:52:48] P2 Ep 55/120 | Train: 0.042758 | Val: 0.106117 | LR: 1.17e-05 | TF: 0.03 [09:53:27] P2 Ep 56/120 | Train: 0.042933 | Val: 0.106566 | LR: 1.15e-05 | TF: 0.03 [09:54:07] P2 Ep 57/120 | Train: 0.042759 | Val: 0.106856 | LR: 1.12e-05 | TF: 0.02 [09:54:46] P2 Ep 58/120 | Train: 0.042885 | Val: 0.107346 | LR: 1.10e-05 | TF: 0.02 [09:55:25] P2 Ep 59/120 | Train: 0.042798 | Val: 0.106635 | LR: 1.07e-05 | TF: 0.01 [09:56:05] P2 Ep 60/120 | Train: 0.042998 | Val: 0.106800 | LR: 1.05e-05 | TF: 0.01 [09:56:44] P2 Ep 61/120 | Train: 0.042891 | Val: 0.106781 | LR: 1.03e-05 | TF: 0.00 [09:57:24] P2 Ep 62/120 | Train: 0.042910 | Val: 0.106314 | LR: 1.00e-05 | TF: 0.00 [09:58:04] P2 Ep 63/120 | Train: 0.042867 | Val: 0.106566 | LR: 9.75e-06 | TF: 0.00 [09:58:45] P2 Ep 64/120 | Train: 0.042726 | Val: 0.106679 | LR: 9.51e-06 | TF: 0.00 [09:59:24] P2 Ep 65/120 | Train: 0.042705 | Val: 0.107072 | LR: 9.26e-06 | TF: 0.00 [10:00:03] P2 Ep 66/120 | Train: 0.042617 | Val: 0.107145 | LR: 9.01e-06 | TF: 0.00 [10:00:43] P2 Ep 67/120 | Train: 0.042390 | Val: 0.107132 | LR: 8.77e-06 | TF: 0.00 [10:01:22] P2 Ep 68/120 | Train: 0.042499 | Val: 0.107127 | LR: 8.52e-06 | TF: 0.00 [10:02:02] P2 Ep 69/120 | Train: 0.042251 | Val: 0.107095 | LR: 8.28e-06 | TF: 0.00 [10:02:42] P2 Ep 70/120 | Train: 0.042218 | Val: 0.107074 | LR: 8.04e-06 | TF: 0.00 [10:03:21] P2 Ep 71/120 | Train: 0.042120 | Val: 0.107271 | LR: 7.80e-06 | TF: 0.00 [10:04:00] P2 Ep 72/120 | Train: 0.042151 | Val: 0.107826 | LR: 7.56e-06 | TF: 0.00 [10:04:40] P2 Ep 73/120 | Train: 0.042051 | Val: 0.107379 | LR: 7.33e-06 | TF: 0.00 [10:05:14] P2 Ep 74/120 | Train: 0.042034 | Val: 0.107959 | LR: 7.10e-06 | TF: 0.00 [10:05:48] P2 Ep 75/120 | Train: 0.041936 | Val: 0.107413 | LR: 6.86e-06 | TF: 0.00 [10:06:22] P2 Ep 76/120 | Train: 0.041821 | Val: 0.107487 | LR: 6.64e-06 | TF: 0.00 [10:07:02] P2 Ep 77/120 | Train: 0.041910 | Val: 0.107829 | LR: 6.41e-06 | TF: 0.00 [10:07:42] P2 Ep 78/120 | Train: 0.041820 | Val: 0.107438 | LR: 6.19e-06 | TF: 0.00 [10:08:21] P2 Ep 79/120 | Train: 0.041703 | Val: 0.107533 | LR: 5.97e-06 | TF: 0.00 [10:09:00] P2 Ep 80/120 | Train: 0.041639 | Val: 0.107735 | LR: 5.75e-06 | TF: 0.00 [10:09:39] P2 Ep 81/120 | Train: 0.041574 | Val: 0.108108 | LR: 5.54e-06 | TF: 0.00 [10:10:18] P2 Ep 82/120 | Train: 0.041459 | Val: 0.107992 | LR: 5.33e-06 | TF: 0.00 [10:10:58] P2 Ep 83/120 | Train: 0.041522 | Val: 0.108117 | LR: 5.12e-06 | TF: 0.00 [10:11:37] P2 Ep 84/120 | Train: 0.041376 | Val: 0.108026 | LR: 4.92e-06 | TF: 0.00 [10:12:18] P2 Ep 85/120 | Train: 0.041372 | Val: 0.107934 | LR: 4.72e-06 | TF: 0.00 [10:12:56] P2 Ep 86/120 | Train: 0.041325 | Val: 0.107863 | LR: 4.52e-06 | TF: 0.00 [10:13:36] P2 Ep 87/120 | Train: 0.041323 | Val: 0.108122 | LR: 4.33e-06 | TF: 0.00 [10:14:16] P2 Ep 88/120 | Train: 0.041213 | Val: 0.108450 | LR: 4.14e-06 | TF: 0.00 [10:14:56] P2 Ep 89/120 | Train: 0.041119 | Val: 0.108000 | LR: 3.96e-06 | TF: 0.00 [10:15:35] P2 Ep 90/120 | Train: 0.041215 | Val: 0.108151 | LR: 3.78e-06 | TF: 0.00 [10:16:15] P2 Ep 91/120 | Train: 0.041091 | Val: 0.108497 | LR: 3.61e-06 | TF: 0.00 [10:16:55] P2 Ep 92/120 | Train: 0.041082 | Val: 0.108142 | LR: 3.44e-06 | TF: 0.00 [10:17:35] P2 Ep 93/120 | Train: 0.041091 | Val: 0.108381 | LR: 3.28e-06 | TF: 0.00 [10:18:14] P2 Ep 94/120 | Train: 0.040960 | Val: 0.108280 | LR: 3.12e-06 | TF: 0.00 [10:18:54] P2 Ep 95/120 | Train: 0.041008 | Val: 0.108456 | LR: 2.96e-06 | TF: 0.00 [10:19:34] P2 Ep 96/120 | Train: 0.040982 | Val: 0.108272 | LR: 2.81e-06 | TF: 0.00 [10:20:14] P2 Ep 97/120 | Train: 0.040996 | Val: 0.108532 | LR: 2.67e-06 | TF: 0.00 [10:20:52] P2 Ep 98/120 | Train: 0.040902 | Val: 0.108236 | LR: 2.53e-06 | TF: 0.00 [10:21:32] P2 Ep 99/120 | Train: 0.040912 | Val: 0.108680 | LR: 2.40e-06 | TF: 0.00 [10:22:11] P2 Ep 100/120 | Train: 0.040889 | Val: 0.108489 | LR: 2.27e-06 | TF: 0.00 [10:22:51] P2 Ep 101/120 | Train: 0.040846 | Val: 0.108327 | LR: 2.15e-06 | TF: 0.00 [10:23:30] P2 Ep 102/120 | Train: 0.040823 | Val: 0.108637 | LR: 2.04e-06 | TF: 0.00 [10:24:10] P2 Ep 103/120 | Train: 0.040822 | Val: 0.108688 | LR: 1.93e-06 | TF: 0.00 [10:24:48] P2 Ep 104/120 | Train: 0.040861 | Val: 0.108705 | LR: 1.82e-06 | TF: 0.00 [10:25:28] P2 Ep 105/120 | Train: 0.040844 | Val: 0.108814 | LR: 1.72e-06 | TF: 0.00 [10:26:08] P2 Ep 106/120 | Train: 0.040771 | Val: 0.108780 | LR: 1.63e-06 | TF: 0.00 [10:26:47] P2 Ep 107/120 | Train: 0.040783 | Val: 0.108786 | LR: 1.54e-06 | TF: 0.00 [10:27:26] P2 Ep 108/120 | Train: 0.040724 | Val: 0.108585 | LR: 1.46e-06 | TF: 0.00 [10:28:06] P2 Ep 109/120 | Train: 0.040756 | Val: 0.108670 | LR: 1.39e-06 | TF: 0.00 [10:28:46] P2 Ep 110/120 | Train: 0.040688 | Val: 0.108661 | LR: 1.32e-06 | TF: 0.00 [10:29:25] P2 Ep 111/120 | Train: 0.040675 | Val: 0.108645 | LR: 1.26e-06 | TF: 0.00 [10:30:05] P2 Ep 112/120 | Train: 0.040643 | Val: 0.108938 | LR: 1.21e-06 | TF: 0.00 [10:30:44] P2 Ep 113/120 | Train: 0.040755 | Val: 0.108708 | LR: 1.16e-06 | TF: 0.00 [10:31:24] P2 Ep 114/120 | Train: 0.040692 | Val: 0.108842 | LR: 1.12e-06 | TF: 0.00 [10:32:03] P2 Ep 115/120 | Train: 0.040649 | Val: 0.108834 | LR: 1.08e-06 | TF: 0.00 [10:32:40] P2 Ep 116/120 | Train: 0.040671 | Val: 0.108800 | LR: 1.05e-06 | TF: 0.00 [10:33:19] P2 Ep 117/120 | Train: 0.040624 | Val: 0.108713 | LR: 1.03e-06 | TF: 0.00 [10:33:58] P2 Ep 118/120 | Train: 0.040554 | Val: 0.108678 | LR: 1.01e-06 | TF: 0.00 [10:34:38] P2 Ep 119/120 | Train: 0.040739 | Val: 0.108813 | LR: 1.00e-06 | TF: 0.00 [10:35:17] P2 Ep 120/120 | Train: 0.040673 | Val: 0.108727 | LR: 1.00e-06 | TF: 0.00 [10:35:17] === Phase 3: 8-step AR pure SSIM (80 epochs) === [10:35:23] Train: 5549, Val: 682 [10:36:28] P3 Ep 1/80 | Train: 0.095750 | Val: 0.155540 | LR: 1.00e-05 [10:36:28] -> Saved P3 (val=0.155540) [10:37:32] P3 Ep 2/80 | Train: 0.094336 | Val: 0.153810 | LR: 9.99e-06 [10:37:32] -> Saved P3 (val=0.153810) [10:38:37] P3 Ep 3/80 | Train: 0.092275 | Val: 0.153130 | LR: 9.97e-06 [10:38:37] -> Saved P3 (val=0.153130) [10:39:42] P3 Ep 4/80 | Train: 0.091418 | Val: 0.154605 | LR: 9.94e-06 [10:40:47] P3 Ep 5/80 | Train: 0.090425 | Val: 0.154460 | LR: 9.91e-06 [10:41:52] P3 Ep 6/80 | Train: 0.089753 | Val: 0.155113 | LR: 9.88e-06 [10:42:56] P3 Ep 7/80 | Train: 0.089256 | Val: 0.154633 | LR: 9.83e-06 [10:44:00] P3 Ep 8/80 | Train: 0.088381 | Val: 0.154821 | LR: 9.78e-06 [10:45:05] P3 Ep 9/80 | Train: 0.088510 | Val: 0.153334 | LR: 9.72e-06 [10:46:09] P3 Ep 10/80 | Train: 0.086934 | Val: 0.153876 | LR: 9.66e-06 [10:47:14] P3 Ep 11/80 | Train: 0.086613 | Val: 0.154702 | LR: 9.59e-06 [10:48:18] P3 Ep 12/80 | Train: 0.085778 | Val: 0.153880 | LR: 9.51e-06 [10:49:23] P3 Ep 13/80 | Train: 0.085732 | Val: 0.154523 | LR: 9.43e-06 [10:50:28] P3 Ep 14/80 | Train: 0.085247 | Val: 0.153520 | LR: 9.34e-06 [10:51:32] P3 Ep 15/80 | Train: 0.084790 | Val: 0.153438 | LR: 9.24e-06 [10:52:36] P3 Ep 16/80 | Train: 0.083832 | Val: 0.153225 | LR: 9.14e-06 [10:53:40] P3 Ep 17/80 | Train: 0.083484 | Val: 0.153922 | LR: 9.03e-06 [10:54:45] P3 Ep 18/80 | Train: 0.083200 | Val: 0.155072 | LR: 8.92e-06 [10:55:50] P3 Ep 19/80 | Train: 0.082536 | Val: 0.154383 | LR: 8.80e-06 [10:56:54] P3 Ep 20/80 | Train: 0.081860 | Val: 0.153906 | LR: 8.68e-06 [10:57:58] P3 Ep 21/80 | Train: 0.081863 | Val: 0.154163 | LR: 8.55e-06 [10:59:03] P3 Ep 22/80 | Train: 0.081402 | Val: 0.154026 | LR: 8.42e-06 [11:00:07] P3 Ep 23/80 | Train: 0.080873 | Val: 0.153725 | LR: 8.29e-06 [11:01:11] P3 Ep 24/80 | Train: 0.080546 | Val: 0.154479 | LR: 8.15e-06 [11:02:16] P3 Ep 25/80 | Train: 0.080133 | Val: 0.154618 | LR: 8.00e-06 [11:03:21] P3 Ep 26/80 | Train: 0.080173 | Val: 0.154193 | LR: 7.85e-06 [11:04:25] P3 Ep 27/80 | Train: 0.079452 | Val: 0.155712 | LR: 7.70e-06 [11:05:29] P3 Ep 28/80 | Train: 0.079179 | Val: 0.155759 | LR: 7.54e-06 [11:06:34] P3 Ep 29/80 | Train: 0.078966 | Val: 0.155822 | LR: 7.38e-06 [11:07:38] P3 Ep 30/80 | Train: 0.078501 | Val: 0.155201 | LR: 7.22e-06 [11:08:41] P3 Ep 31/80 | Train: 0.078733 | Val: 0.155545 | LR: 7.06e-06 [11:09:46] P3 Ep 32/80 | Train: 0.078182 | Val: 0.155980 | LR: 6.89e-06 [11:10:51] P3 Ep 33/80 | Train: 0.078016 | Val: 0.156755 | LR: 6.72e-06 [11:11:55] P3 Ep 34/80 | Train: 0.077436 | Val: 0.156530 | LR: 6.55e-06 [11:12:59] P3 Ep 35/80 | Train: 0.077840 | Val: 0.155882 | LR: 6.38e-06 [11:14:04] P3 Ep 36/80 | Train: 0.077224 | Val: 0.155421 | LR: 6.20e-06 [11:15:09] P3 Ep 37/80 | Train: 0.076861 | Val: 0.156183 | LR: 6.03e-06 [11:16:13] P3 Ep 38/80 | Train: 0.077136 | Val: 0.156030 | LR: 5.85e-06 [11:17:18] P3 Ep 39/80 | Train: 0.076784 | Val: 0.155965 | LR: 5.68e-06 [11:18:22] P3 Ep 40/80 | Train: 0.076411 | Val: 0.156457 | LR: 5.50e-06 [11:19:26] P3 Ep 41/80 | Train: 0.076082 | Val: 0.156806 | LR: 5.32e-06 [11:20:31] P3 Ep 42/80 | Train: 0.076074 | Val: 0.155984 | LR: 5.15e-06 [11:21:35] P3 Ep 43/80 | Train: 0.075918 | Val: 0.156023 | LR: 4.97e-06 [11:22:40] P3 Ep 44/80 | Train: 0.075466 | Val: 0.157137 | LR: 4.80e-06 [11:23:44] P3 Ep 45/80 | Train: 0.075196 | Val: 0.156986 | LR: 4.62e-06 [11:24:48] P3 Ep 46/80 | Train: 0.075518 | Val: 0.156625 | LR: 4.45e-06 [11:25:53] P3 Ep 47/80 | Train: 0.075138 | Val: 0.157094 | LR: 4.28e-06 [11:26:57] P3 Ep 48/80 | Train: 0.074928 | Val: 0.156477 | LR: 4.11e-06 [11:28:02] P3 Ep 49/80 | Train: 0.074871 | Val: 0.156432 | LR: 3.94e-06 [11:29:06] P3 Ep 50/80 | Train: 0.074595 | Val: 0.156756 | LR: 3.78e-06 [11:30:10] P3 Ep 51/80 | Train: 0.074285 | Val: 0.157049 | LR: 3.62e-06 [11:31:15] P3 Ep 52/80 | Train: 0.074418 | Val: 0.157445 | LR: 3.46e-06 [11:32:19] P3 Ep 53/80 | Train: 0.074389 | Val: 0.157270 | LR: 3.30e-06 [11:33:23] P3 Ep 54/80 | Train: 0.074311 | Val: 0.156734 | LR: 3.15e-06 [11:34:29] P3 Ep 55/80 | Train: 0.073919 | Val: 0.156919 | LR: 3.00e-06 [11:35:33] P3 Ep 56/80 | Train: 0.073586 | Val: 0.156764 | LR: 2.85e-06 [11:36:38] P3 Ep 57/80 | Train: 0.073961 | Val: 0.156476 | LR: 2.71e-06 [11:37:43] P3 Ep 58/80 | Train: 0.073689 | Val: 0.156293 | LR: 2.58e-06 [11:38:48] P3 Ep 59/80 | Train: 0.073841 | Val: 0.156300 | LR: 2.45e-06 [11:39:52] P3 Ep 60/80 | Train: 0.073456 | Val: 0.156039 | LR: 2.32e-06 [11:40:56] P3 Ep 61/80 | Train: 0.073645 | Val: 0.156658 | LR: 2.20e-06 [11:42:01] P3 Ep 62/80 | Train: 0.073461 | Val: 0.156473 | LR: 2.08e-06 [11:43:06] P3 Ep 63/80 | Train: 0.073413 | Val: 0.156693 | LR: 1.97e-06 [11:44:11] P3 Ep 64/80 | Train: 0.073238 | Val: 0.156544 | LR: 1.86e-06 [11:45:15] P3 Ep 65/80 | Train: 0.073124 | Val: 0.156765 | LR: 1.76e-06 [11:46:20] P3 Ep 66/80 | Train: 0.073145 | Val: 0.157059 | LR: 1.66e-06 [11:47:24] P3 Ep 67/80 | Train: 0.073042 | Val: 0.157734 | LR: 1.57e-06 [11:48:28] P3 Ep 68/80 | Train: 0.073034 | Val: 0.157271 | LR: 1.49e-06 [11:49:32] P3 Ep 69/80 | Train: 0.072706 | Val: 0.157444 | LR: 1.41e-06 [11:50:37] P3 Ep 70/80 | Train: 0.072677 | Val: 0.157378 | LR: 1.34e-06 [11:51:41] P3 Ep 71/80 | Train: 0.072885 | Val: 0.157181 | LR: 1.28e-06 [11:52:46] P3 Ep 72/80 | Train: 0.072766 | Val: 0.157818 | LR: 1.22e-06 [11:53:50] P3 Ep 73/80 | Train: 0.072835 | Val: 0.157674 | LR: 1.17e-06 [11:54:55] P3 Ep 74/80 | Train: 0.072650 | Val: 0.157928 | LR: 1.12e-06 [11:55:59] P3 Ep 75/80 | Train: 0.072683 | Val: 0.157965 | LR: 1.09e-06 [11:57:04] P3 Ep 76/80 | Train: 0.072574 | Val: 0.157822 | LR: 1.06e-06 [11:58:08] P3 Ep 77/80 | Train: 0.072449 | Val: 0.157785 | LR: 1.03e-06 [11:59:12] P3 Ep 78/80 | Train: 0.072461 | Val: 0.157837 | LR: 1.01e-06 [12:00:17] P3 Ep 79/80 | Train: 0.072341 | Val: 0.158064 | LR: 1.00e-06 [12:01:21] P3 Ep 80/80 | Train: 0.072449 | Val: 0.157775 | LR: 1.00e-06 [12:01:21] Training complete.