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@@ -68,3 +68,4 @@ Magick/sana1.6/RAD/tokenizer/tokenizer.json filter=lfs diff=lfs merge=lfs -text
 Magick/sana1.6/SRA/tokenizer/tokenizer.json filter=lfs diff=lfs merge=lfs -text
 Magick/sana1.6/SpeeD/tokenizer/tokenizer.json filter=lfs diff=lfs merge=lfs -text
 Magick/sana1.6/TD/tokenizer/tokenizer.json filter=lfs diff=lfs merge=lfs -text
+sana[[:space:]]0.6/TD/tokenizer/tokenizer.json filter=lfs diff=lfs merge=lfs -text

pixart_sigma/Baseline/.ipynb_checkpoints/training-checkpoint.log

@@ -0,0 +1,268 @@
+Training started: 2026-08-17 14:40:46
+==========================================================================================
+    Step | Epoch |       Loss |     Avg100 |           LR |    Elapsed |        ETA
+------------------------------------------------------------------------------------------
+[14:40:46] Run directory: RESULTS/102flowers/run_018
+[14:40:46] Loading PixArt-Sigma components ...
+[14:41:18]   Transformer params: 610,856,096 total, 610,856,096 trainable
+[14:41:18] Building dataset ...
+[14:41:25] 
+[14:41:25] ================================================================
+[14:41:25]   Model              = PixArt-alpha/PixArt-Sigma-XL-2-512-MS
+[14:41:25]   Output dir         = RESULTS/102flowers/run_018
+[14:41:25]   Num examples       = 28660
+[14:41:25]   Num epochs         = 3
+[14:41:25]   Batch/device       = 8
+[14:41:25]   Grad accum         = 1
+[14:41:25]   Effective BS       = 8
+[14:41:25]   Total optim steps  = 10000
+[14:41:25]   LR                 = 2e-05
+[14:41:25]   Precision          = bf16
+[14:41:25]   Resolution         = 512x512
+[14:41:25]   Max seq length     = 300
+[14:41:25] ================================================================
+[14:41:25] 
+      50 |     0 |   0.099047 |   0.099047 |     2.00e-06 |    0:02:08 |    7:06:19
+     100 |     0 |   0.141233 |   0.120140 |     4.00e-06 |    0:03:10 |    5:14:14
+     150 |     0 |   0.059694 |   0.099991 |     6.00e-06 |    0:04:12 |    4:36:28
+     200 |     0 |   0.113508 |   0.103370 |     8.00e-06 |    0:05:14 |    4:17:12
+     250 |     0 |   0.141895 |   0.111075 |     1.00e-05 |    0:06:17 |    4:05:14
+     300 |     0 |   0.070201 |   0.104263 |     1.20e-05 |    0:07:19 |    3:56:56
+     350 |     0 |   0.130485 |   0.108009 |     1.40e-05 |    0:08:22 |    3:50:43
+     400 |     0 |   0.137016 |   0.111635 |     1.60e-05 |    0:09:24 |    3:45:48
+     450 |     0 |   0.071654 |   0.107193 |     1.80e-05 |    0:10:26 |    3:41:43
+     500 |     0 |   0.138095 |   0.110283 |     2.00e-05 |    0:11:29 |    3:38:16
+     550 |     0 |   0.304696 |   0.127957 |     2.00e-05 |    0:12:31 |    3:35:14
+     600 |     0 |   0.211542 |   0.134922 |     2.00e-05 |    0:13:33 |    3:32:32
+     650 |     0 |   0.122365 |   0.133956 |     2.00e-05 |    0:14:36 |    3:30:05
+     700 |     0 |   0.199151 |   0.138613 |     2.00e-05 |    0:15:38 |    3:27:50
+     750 |     0 |   0.029184 |   0.131318 |     2.00e-05 |    0:16:41 |    3:25:45
+     800 |     0 |   0.037008 |   0.125423 |     2.00e-05 |    0:17:43 |    3:23:48
+     850 |     0 |   0.192349 |   0.129360 |     1.99e-05 |    0:18:45 |    3:21:57
+     900 |     0 |   0.226598 |   0.134762 |     1.99e-05 |    0:19:48 |    3:20:12
+     950 |     0 |   0.092811 |   0.132554 |     1.99e-05 |    0:20:50 |    3:18:30
+    1000 |     0 |   0.178317 |   0.134842 |     1.99e-05 |    0:21:52 |    3:16:53
+[15:02:58] Generating 16 validation images ...
+[15:03:20] Validation step 1000: 16 images -> RESULTS/102flowers/run_018/validation/collage_step_0001000.png
+    1050 |     0 |   0.146763 |   0.135410 |     1.98e-05 |    0:23:53 |    3:23:42
+    1100 |     0 |   0.155953 |   0.136344 |     1.98e-05 |    0:24:56 |    3:21:44
+    1150 |     0 |   0.267458 |   0.142044 |     1.98e-05 |    0:25:58 |    3:19:51
+    1200 |     0 |   0.114449 |   0.140895 |     1.97e-05 |    0:27:00 |    3:18:04
+    1250 |     0 |   0.052801 |   0.137371 |     1.97e-05 |    0:28:02 |    3:16:20
+    1300 |     0 |   0.191477 |   0.139452 |     1.97e-05 |    0:29:05 |    3:14:39
+    1350 |     0 |   0.056444 |   0.136378 |     1.96e-05 |    0:30:07 |    3:13:01
+    1400 |     0 |   0.054737 |   0.133462 |     1.96e-05 |    0:31:09 |    3:11:25
+    1450 |     0 |   0.050768 |   0.130610 |     1.95e-05 |    0:32:12 |    3:09:52
+    1500 |     0 |   0.074964 |   0.128755 |     1.95e-05 |    0:33:14 |    3:08:21
+    1550 |     0 |   0.120075 |   0.128475 |     1.94e-05 |    0:34:16 |    3:06:52
+    1600 |     0 |   0.067443 |   0.126568 |     1.93e-05 |    0:35:18 |    3:05:24
+    1650 |     0 |   0.046915 |   0.124154 |     1.93e-05 |    0:36:21 |    3:03:58
+    1700 |     0 |   0.167408 |   0.125427 |     1.92e-05 |    0:37:23 |    3:02:33
+    1750 |     0 |   0.066981 |   0.123757 |     1.92e-05 |    0:38:25 |    3:01:09
+    1800 |     0 |   0.114159 |   0.123490 |     1.91e-05 |    0:39:27 |    2:59:47
+    1850 |     0 |   0.117530 |   0.123329 |     1.90e-05 |    0:40:30 |    2:58:26
+    1900 |     0 |   0.124733 |   0.123366 |     1.89e-05 |    0:41:32 |    2:57:05
+    1950 |     0 |   0.118075 |   0.123230 |     1.89e-05 |    0:42:34 |    2:55:46
+    2000 |     0 |   0.225841 |   0.125796 |     1.88e-05 |    0:43:36 |    2:54:27
+[15:24:28]   Saved checkpoint -> RESULTS/102flowers/run_018/checkpoint-2000
+[15:25:05] Generating 16 validation images ...
+[15:25:27] Validation step 2000: 16 images -> RESULTS/102flowers/run_018/validation/collage_step_0002000.png
+    2050 |     0 |   0.332473 |   0.130837 |     1.87e-05 |    0:46:00 |    2:58:26
+    2100 |     0 |   0.081609 |   0.129664 |     1.86e-05 |    0:47:02 |    2:56:59
+    2150 |     0 |   0.103812 |   0.129063 |     1.85e-05 |    0:48:04 |    2:55:33
+    2200 |     0 |   0.134781 |   0.129193 |     1.85e-05 |    0:49:07 |    2:54:08
+    2250 |     0 |   0.045646 |   0.127337 |     1.84e-05 |    0:50:09 |    2:52:45
+    2300 |     0 |   0.062928 |   0.125936 |     1.83e-05 |    0:51:11 |    2:51:22
+    2350 |     0 |   0.204496 |   0.127608 |     1.82e-05 |    0:52:13 |    2:50:00
+    2400 |     0 |   0.120976 |   0.127470 |     1.81e-05 |    0:53:15 |    2:48:40
+    2450 |     0 |   0.138634 |   0.127698 |     1.80e-05 |    0:54:18 |    2:47:20
+    2500 |     0 |   0.069902 |   0.126542 |     1.79e-05 |    0:55:20 |    2:46:01
+    2550 |     0 |   0.146441 |   0.126932 |     1.78e-05 |    0:56:22 |    2:44:42
+    2600 |     0 |   0.136604 |   0.127118 |     1.77e-05 |    0:57:24 |    2:43:24
+    2650 |     0 |   0.079591 |   0.126221 |     1.76e-05 |    0:58:27 |    2:42:07
+    2700 |     0 |   0.095048 |   0.125644 |     1.75e-05 |    0:59:29 |    2:40:50
+    2750 |     0 |   0.042770 |   0.124137 |     1.74e-05 |    1:00:31 |    2:39:34
+    2800 |     0 |   0.113440 |   0.123946 |     1.72e-05 |    1:01:33 |    2:38:18
+    2850 |     0 |   0.102517 |   0.123570 |     1.71e-05 |    1:02:36 |    2:37:03
+    2900 |     0 |   0.092662 |   0.123037 |     1.70e-05 |    1:03:38 |    2:35:48
+    2950 |     0 |   0.225626 |   0.124776 |     1.69e-05 |    1:04:40 |    2:34:33
+    3000 |     0 |   0.159380 |   0.125353 |     1.68e-05 |    1:05:42 |    2:33:19
+[15:47:08] Generating 16 validation images ...
+[15:47:29] Validation step 3000: 16 images -> RESULTS/102flowers/run_018/validation/collage_step_0003000.png
+    3050 |     0 |   0.070011 |   0.124445 |     1.67e-05 |    1:08:04 |    2:35:06
+    3100 |     0 |   0.110594 |   0.124222 |     1.65e-05 |    1:09:05 |    2:33:48
+    3150 |     0 |   0.091841 |   0.123708 |     1.64e-05 |    1:10:08 |    2:32:30
+    3200 |     0 |   0.085266 |   0.123107 |     1.63e-05 |    1:11:10 |    2:31:14
+    3250 |     0 |   0.096069 |   0.122691 |     1.61e-05 |    1:12:12 |    2:29:58
+    3300 |     0 |   0.120897 |   0.122664 |     1.60e-05 |    1:13:14 |    2:28:42
+    3350 |     0 |   0.182366 |   0.123555 |     1.59e-05 |    1:14:17 |    2:27:27
+    3400 |     0 |   0.148275 |   0.123919 |     1.57e-05 |    1:15:19 |    2:26:13
+    3450 |     0 |   0.133047 |   0.124051 |     1.56e-05 |    1:16:21 |    2:24:58
+    3500 |     0 |   0.053622 |   0.123045 |     1.55e-05 |    1:17:24 |    2:23:44
+    3550 |     0 |   0.118424 |   0.122980 |     1.53e-05 |    1:18:26 |    2:22:31
+[15:59:53] --- Epoch 0 | Steps: 3583 | Avg Loss: 0.118791 ---
+    3600 |     1 |   0.169352 |   0.123624 |     1.52e-05 |    1:19:28 |    2:21:16
+    3650 |     1 |   0.189396 |   0.124525 |     1.50e-05 |    1:20:30 |    2:20:03
+    3700 |     1 |   0.044899 |   0.123449 |     1.49e-05 |    1:21:32 |    2:18:51
+    3750 |     1 |   0.099210 |   0.123126 |     1.48e-05 |    1:22:35 |    2:17:38
+    3800 |     1 |   0.132884 |   0.123254 |     1.46e-05 |    1:23:37 |    2:16:26
+    3850 |     1 |   0.047096 |   0.122265 |     1.45e-05 |    1:24:39 |    2:15:14
+    3900 |     1 |   0.095155 |   0.121917 |     1.43e-05 |    1:25:42 |    2:14:02
+    3950 |     1 |   0.096166 |   0.121591 |     1.42e-05 |    1:26:44 |    2:12:51
+    4000 |     1 |   0.131898 |   0.121720 |     1.40e-05 |    1:27:46 |    2:11:40
+[16:08:38]   Saved checkpoint -> RESULTS/102flowers/run_018/checkpoint-4000
+[16:08:40] Generating 16 validation images ...
+[16:09:02] Validation step 4000: 16 images -> RESULTS/102flowers/run_018/validation/collage_step_0004000.png
+    4050 |     1 |   0.093054 |   0.121366 |     1.39e-05 |    1:29:34 |    2:11:35
+    4100 |     1 |   0.137116 |   0.121558 |     1.37e-05 |    1:30:36 |    2:10:23
+    4150 |     1 |   0.144951 |   0.121840 |     1.36e-05 |    1:31:38 |    2:09:11
+    4200 |     1 |   0.146817 |   0.122138 |     1.34e-05 |    1:32:41 |    2:07:59
+    4250 |     1 |   0.073565 |   0.121566 |     1.32e-05 |    1:33:43 |    2:06:48
+    4300 |     1 |   0.152622 |   0.121927 |     1.31e-05 |    1:34:45 |    2:05:36
+    4350 |     1 |   0.011392 |   0.120657 |     1.29e-05 |    1:35:48 |    2:04:26
+    4400 |     1 |   0.155296 |   0.121050 |     1.28e-05 |    1:36:50 |    2:03:15
+    4450 |     1 |   0.098843 |   0.120801 |     1.26e-05 |    1:37:52 |    2:02:04
+    4500 |     1 |   0.255531 |   0.122298 |     1.25e-05 |    1:38:55 |    2:00:54
+    4550 |     1 |   0.237809 |   0.123567 |     1.23e-05 |    1:39:57 |    1:59:43
+    4600 |     1 |   0.124118 |   0.123573 |     1.21e-05 |    1:40:59 |    1:58:33
+    4650 |     1 |   0.130882 |   0.123652 |     1.20e-05 |    1:42:02 |    1:57:23
+    4700 |     1 |   0.173003 |   0.124177 |     1.18e-05 |    1:43:04 |    1:56:14
+    4750 |     1 |   0.072604 |   0.123634 |     1.16e-05 |    1:44:07 |    1:55:04
+    4800 |     1 |   0.232133 |   0.124764 |     1.15e-05 |    1:45:09 |    1:53:55
+    4850 |     1 |   0.143449 |   0.124957 |     1.13e-05 |    1:46:11 |    1:52:45
+    4900 |     1 |   0.093876 |   0.124640 |     1.12e-05 |    1:47:14 |    1:51:36
+    4950 |     1 |   0.200288 |   0.125404 |     1.10e-05 |    1:48:16 |    1:50:27
+    5000 |     1 |   0.023462 |   0.124384 |     1.08e-05 |    1:49:18 |    1:49:18
+[16:30:40] Generating 16 validation images ...
+[16:31:02] Validation step 5000: 16 images -> RESULTS/102flowers/run_018/validation/collage_step_0005000.png
+    5050 |     1 |   0.088811 |   0.124282 |     1.07e-05 |    1:51:33 |    1:49:20
+    5100 |     1 |   0.275556 |   0.125625 |     1.05e-05 |    1:52:35 |    1:48:10
+    5150 |     1 |   0.120032 |   0.126229 |     1.03e-05 |    1:53:37 |    1:47:00
+    5200 |     1 |   0.105559 |   0.126149 |     1.02e-05 |    1:54:40 |    1:45:51
+    5250 |     1 |   0.013606 |   0.124866 |     1.00e-05 |    1:55:42 |    1:44:41
+    5300 |     1 |   0.072298 |   0.124887 |     9.83e-06 |    1:56:44 |    1:43:31
+    5350 |     1 |   0.056324 |   0.124146 |     9.67e-06 |    1:57:47 |    1:42:22
+    5400 |     1 |   0.216712 |   0.124943 |     9.50e-06 |    1:58:49 |    1:41:13
+    5450 |     1 |   0.057001 |   0.124796 |     9.34e-06 |    1:59:52 |    1:40:04
+    5500 |     1 |   0.094057 |   0.124356 |     9.17e-06 |    2:00:54 |    1:38:55
+    5550 |     1 |   0.055925 |   0.121868 |     9.01e-06 |    2:01:56 |    1:37:46
+    5600 |     1 |   0.114760 |   0.120900 |     8.85e-06 |    2:02:59 |    1:36:37
+    5650 |     1 |   0.154136 |   0.121218 |     8.68e-06 |    2:04:01 |    1:35:29
+    5700 |     1 |   0.115413 |   0.120380 |     8.52e-06 |    2:05:03 |    1:34:20
+    5750 |     1 |   0.112168 |   0.121210 |     8.35e-06 |    2:06:06 |    1:33:12
+    5800 |     1 |   0.147851 |   0.122319 |     8.19e-06 |    2:07:08 |    1:32:04
+    5850 |     1 |   0.065641 |   0.121052 |     8.03e-06 |    2:08:10 |    1:30:55
+    5900 |     1 |   0.079977 |   0.119585 |     7.87e-06 |    2:09:13 |    1:29:47
+    5950 |     1 |   0.108752 |   0.119745 |     7.71e-06 |    2:10:15 |    1:28:39
+    6000 |     1 |   0.135387 |   0.119316 |     7.55e-06 |    2:11:17 |    1:27:31
+[16:52:09]   Saved checkpoint -> RESULTS/102flowers/run_018/checkpoint-6000
+[16:52:42] Generating 16 validation images ...
+[16:53:04] Validation step 6000: 16 images -> RESULTS/102flowers/run_018/validation/collage_step_0006000.png
+    6050 |     1 |   0.260546 |   0.120453 |     7.39e-06 |    2:13:36 |    1:27:14
+    6100 |     1 |   0.117763 |   0.120071 |     7.23e-06 |    2:14:39 |    1:26:05
+    6150 |     1 |   0.106880 |   0.118466 |     7.07e-06 |    2:15:41 |    1:24:56
+    6200 |     1 |   0.064934 |   0.117971 |     6.91e-06 |    2:16:43 |    1:23:48
+    6250 |     1 |   0.100493 |   0.118447 |     6.75e-06 |    2:17:46 |    1:22:39
+    6300 |     1 |   0.102369 |   0.117556 |     6.60e-06 |    2:18:48 |    1:21:31
+    6350 |     1 |   0.035926 |   0.117351 |     6.44e-06 |    2:19:50 |    1:20:23
+    6400 |     1 |   0.202333 |   0.118827 |     6.29e-06 |    2:20:53 |    1:19:15
+    6450 |     1 |   0.041436 |   0.118734 |     6.14e-06 |    2:21:55 |    1:18:06
+    6500 |     1 |   0.144418 |   0.119428 |     5.98e-06 |    2:22:58 |    1:16:59
+    6550 |     1 |   0.071895 |   0.118947 |     5.83e-06 |    2:24:00 |    1:15:51
+    6600 |     1 |   0.189750 |   0.120170 |     5.68e-06 |    2:25:02 |    1:14:43
+    6650 |     1 |   0.145205 |   0.121153 |     5.53e-06 |    2:26:05 |    1:13:35
+    6700 |     1 |   0.105694 |   0.120535 |     5.39e-06 |    2:27:07 |    1:12:28
+    6750 |     1 |   0.088788 |   0.120753 |     5.24e-06 |    2:28:10 |    1:11:20
+    6800 |     1 |   0.141157 |   0.121023 |     5.10e-06 |    2:29:12 |    1:10:12
+    6850 |     1 |   0.124581 |   0.121094 |     4.95e-06 |    2:30:14 |    1:09:05
+    6900 |     1 |   0.176477 |   0.121611 |     4.81e-06 |    2:31:17 |    1:07:58
+    6950 |     1 |   0.179331 |   0.122224 |     4.67e-06 |    2:32:19 |    1:06:50
+    7000 |     1 |   0.112933 |   0.121095 |     4.53e-06 |    2:33:22 |    1:05:43
+[17:14:10] Generating 16 validation images ...
+[17:14:32] Validation step 7000: 16 images -> RESULTS/102flowers/run_018/validation/collage_step_0007000.png
+    7050 |     1 |   0.102953 |   0.118800 |     4.39e-06 |    2:34:52 |    1:04:48
+    7100 |     1 |   0.142367 |   0.119407 |     4.26e-06 |    2:35:54 |    1:03:40
+    7150 |     1 |   0.098246 |   0.119352 |     4.12e-06 |    2:36:57 |    1:02:33
+[17:18:02] --- Epoch 1 | Steps: 3583 | Avg Loss: 0.115449 ---
+    7200 |     2 |   0.222811 |   0.120232 |     3.99e-06 |    2:37:59 |    1:01:26
+    7250 |     2 |   0.049285 |   0.120268 |     3.86e-06 |    2:39:01 |    1:00:19
+    7300 |     2 |   0.082386 |   0.120463 |     3.73e-06 |    2:40:03 |    0:59:12
+    7350 |     2 |   0.073668 |   0.119155 |     3.60e-06 |    2:41:06 |    0:58:05
+    7400 |     2 |   0.194007 |   0.119885 |     3.47e-06 |    2:42:09 |    0:56:58
+    7450 |     2 |   0.081201 |   0.119311 |     3.35e-06 |    2:43:11 |    0:55:51
+    7500 |     2 |   0.145263 |   0.120064 |     3.23e-06 |    2:44:14 |    0:54:44
+    7550 |     2 |   0.116471 |   0.119764 |     3.11e-06 |    2:45:16 |    0:53:38
+    7600 |     2 |   0.149510 |   0.119894 |     2.99e-06 |    2:46:19 |    0:52:31
+    7650 |     2 |   0.190483 |   0.121002 |     2.87e-06 |    2:47:23 |    0:51:25
+    7700 |     2 |   0.173202 |   0.121784 |     2.76e-06 |    2:48:26 |    0:50:18
+    7750 |     2 |   0.130275 |   0.122659 |     2.64e-06 |    2:49:29 |    0:49:12
+    7800 |     2 |   0.208551 |   0.123610 |     2.53e-06 |    2:50:32 |    0:48:06
+    7850 |     2 |   0.117333 |   0.123758 |     2.42e-06 |    2:51:35 |    0:46:59
+    7900 |     2 |   0.105022 |   0.123882 |     2.32e-06 |    2:52:38 |    0:45:53
+    7950 |     2 |   0.082847 |   0.122454 |     2.21e-06 |    2:53:41 |    0:44:47
+    8000 |     2 |   0.106374 |   0.121924 |     2.11e-06 |    2:54:44 |    0:43:41
+[17:35:36]   Saved checkpoint -> RESULTS/102flowers/run_018/checkpoint-8000
+[17:36:59] Generating 16 validation images ...
+[17:37:21] Validation step 8000: 16 images -> RESULTS/102flowers/run_018/validation/collage_step_0008000.png
+    8050 |     2 |   0.116717 |   0.122391 |     2.01e-06 |    2:58:13 |    0:43:10
+    8100 |     2 |   0.078106 |   0.122066 |     1.91e-06 |    2:59:16 |    0:42:03
+    8150 |     2 |   0.149931 |   0.122647 |     1.81e-06 |    3:00:19 |    0:40:55
+    8200 |     2 |   0.099088 |   0.122785 |     1.72e-06 |    3:01:22 |    0:39:48
+    8250 |     2 |   0.067419 |   0.122499 |     1.63e-06 |    3:02:26 |    0:38:41
+    8300 |     2 |   0.120915 |   0.122499 |     1.54e-06 |    3:03:29 |    0:37:34
+    8350 |     2 |   0.084330 |   0.121519 |     1.45e-06 |    3:04:32 |    0:36:27
+    8400 |     2 |   0.066708 |   0.120703 |     1.37e-06 |    3:05:35 |    0:35:21
+    8450 |     2 |   0.120100 |   0.120574 |     1.29e-06 |    3:06:38 |    0:34:14
+    8500 |     2 |   0.126643 |   0.121304 |     1.21e-06 |    3:07:41 |    0:33:07
+    8550 |     2 |   0.098060 |   0.121100 |     1.13e-06 |    3:08:44 |    0:32:00
+    8600 |     2 |   0.287215 |   0.122279 |     1.05e-06 |    3:09:47 |    0:30:53
+    8650 |     2 |   0.066542 |   0.121050 |     9.80e-07 |    3:10:50 |    0:29:47
+    8700 |     2 |   0.121330 |   0.121815 |     9.10e-07 |    3:11:53 |    0:28:40
+    8750 |     2 |   0.034342 |   0.121166 |     8.42e-07 |    3:12:57 |    0:27:33
+    8800 |     2 |   0.052329 |   0.120360 |     7.77e-07 |    3:13:59 |    0:26:27
+    8850 |     2 |   0.132497 |   0.121214 |     7.14e-07 |    3:15:03 |    0:25:20
+    8900 |     2 |   0.113281 |   0.121396 |     6.54e-07 |    3:16:06 |    0:24:14
+    8950 |     2 |   0.007287 |   0.120507 |     5.97e-07 |    3:17:09 |    0:23:07
+    9000 |     2 |   0.098719 |   0.120175 |     5.42e-07 |    3:18:12 |    0:22:01
+[18:00:24] Generating 16 validation images ...
+[18:00:47] Validation step 9000: 16 images -> RESULTS/102flowers/run_018/validation/collage_step_0009000.png
+    9050 |     2 |   0.171864 |   0.120963 |     4.89e-07 |    3:21:41 |    0:21:10
+    9100 |     2 |   0.097516 |   0.120567 |     4.40e-07 |    3:22:44 |    0:20:03
+    9150 |     2 |   0.117143 |   0.120289 |     3.92e-07 |    3:23:47 |    0:18:55
+    9200 |     2 |   0.162675 |   0.120448 |     3.48e-07 |    3:24:50 |    0:17:48
+    9250 |     2 |   0.181168 |   0.121524 |     3.06e-07 |    3:25:54 |    0:16:41
+    9300 |     2 |   0.163201 |   0.121629 |     2.67e-07 |    3:26:57 |    0:15:34
+    9350 |     2 |   0.141531 |   0.122931 |     2.30e-07 |    3:28:00 |    0:14:27
+    9400 |     2 |   0.131537 |   0.122693 |     1.96e-07 |    3:29:03 |    0:13:20
+    9450 |     2 |   0.048772 |   0.122192 |     1.65e-07 |    3:30:06 |    0:12:13
+    9500 |     2 |   0.031631 |   0.119953 |     1.36e-07 |    3:31:09 |    0:11:06
+    9550 |     2 |   0.018692 |   0.117762 |     1.11e-07 |    3:32:12 |    0:09:59
+    9600 |     2 |   0.126412 |   0.117785 |     8.74e-08 |    3:33:16 |    0:08:53
+    9650 |     2 |   0.110526 |   0.117582 |     6.69e-08 |    3:34:19 |    0:07:46
+    9700 |     2 |   0.126802 |   0.117120 |     4.92e-08 |    3:35:22 |    0:06:39
+    9750 |     2 |   0.070687 |   0.117101 |     3.42e-08 |    3:36:25 |    0:05:32
+    9800 |     2 |   0.097716 |   0.115756 |     2.19e-08 |    3:37:28 |    0:04:26
+    9850 |     2 |   0.090303 |   0.115225 |     1.23e-08 |    3:38:31 |    0:03:19
+    9900 |     2 |   0.083472 |   0.115121 |     5.47e-09 |    3:39:35 |    0:02:13
+    9950 |     2 |   0.050114 |   0.113619 |     1.37e-09 |    3:40:38 |    0:01:06
+   10000 |     2 |   0.144873 |   0.114833 |     0.00e+00 |    3:41:41 |    0:00:00
+[18:22:33]   Saved checkpoint -> RESULTS/102flowers/run_018/checkpoint-10000
+[18:23:51] Generating 16 validation images ...
+[18:24:13] Validation step 10000: 16 images -> RESULTS/102flowers/run_018/validation/collage_step_0010000.png
+[18:24:18] --- Epoch 2 | Steps: 2834 | Avg Loss: 0.117819 ---
+[18:24:18] Saving final model ...
+[18:24:34]   Pipeline saved -> RESULTS/102flowers/run_018
+[18:24:34] Generating final validation collage ...
+[18:24:34] Generating 16 validation images ...
+[18:24:57] Validation step 10000: 16 images -> RESULTS/102flowers/run_018/validation/collage_step_0010000.png
+[18:25:16] 
+[18:25:16] ============================================================
+[18:25:16]   TRAINING SUMMARY
+[18:25:16] ============================================================
+[18:25:16]   Total steps  : 200
+[18:25:16]   Final loss   : 0.144873
+[18:25:16]   Avg last 100 : 0.114833
+[18:25:16]   Min loss     : 0.007287
+[18:25:16]   Total time   : 3:44:30
+[18:25:16]   Output       : RESULTS/102flowers/run_018
+[18:25:16] ============================================================

pixart_sigma/Baseline/Eval/eval.log.rank0

@@ -0,0 +1,37 @@
+[2026-08-18 03:22:10] [RANK-0] [INFO] Loading PixArt-Sigma pipeline from RESULTS/102flowers/run_018 ...
+[2026-08-18 03:22:10] [RANK-0] [INFO]   Using dtype: torch.bfloat16 (fp16 is known to overflow/NaN on PixArt-Sigma's transformer + T5 text encoder; bf16 fixes it)
+[2026-08-18 03:22:45] [RANK-0] [INFO] Loading FID metric (torchmetrics, feature=2048) ...
+[2026-08-18 03:22:49] [RANK-0] [INFO] Loading CLIP (ViT-B/32) ...
+[2026-08-18 03:22:54] [RANK-0] [INFO] Loading LPIPS ...
+[2026-08-18 03:22:55] [RANK-0] [INFO] Loading PickScore ...
+[2026-08-18 03:23:29] [RANK-0] [INFO] Loading HPSv2 (v2.0) ...
+[2026-08-18 03:24:27] [RANK-0] [INFO] Loading HPSv2.1 (v2.1) ...
+[2026-08-18 03:25:11] [RANK-0] [INFO] Loading Aesthetic scorer ...
+[2026-08-18 03:25:17] [RANK-0] [INFO] Dataset: 12285 samples split across 4 GPUs (~96 batches/rank)
+[2026-08-18 03:25:17] [RANK-0] [INFO] Starting evaluation...
+[2026-08-18 03:25:17] [RANK-0] [INFO]   Checkpoint   : RESULTS/102flowers/run_018
+[2026-08-18 03:25:17] [RANK-0] [INFO]   Gen dtype    : torch.bfloat16
+[2026-08-18 03:25:17] [RANK-0] [INFO]   Total samples: 12285 | World size: 4
+[2026-08-18 03:25:17] [RANK-0] [INFO]   FID dim      : 2048 | Inf steps: 20 | Guidance: 5.0
+[2026-08-18 03:25:17] [RANK-0] [INFO]   Saving generated images to: ./RESULTS/102flowers/run_018/Eval/generated_images
+[2026-08-18 03:53:23] [RANK-0] [INFO] [rank 0] Batch [10/96] | CLIP 30.9847 | LPIPS 0.7392 | Pick 0.2187 | HPSv2 0.2646 | HPSv2.1 0.2516 | Aes 4.9314
+[2026-08-18 04:21:05] [RANK-0] [INFO] [rank 0] Batch [20/96] | CLIP 31.0354 | LPIPS 0.7396 | Pick 0.2182 | HPSv2 0.2635 | HPSv2.1 0.2507 | Aes 4.9238
+[2026-08-18 04:48:32] [RANK-0] [INFO] [rank 0] Batch [30/96] | CLIP 31.0418 | LPIPS 0.7401 | Pick 0.2183 | HPSv2 0.2638 | HPSv2.1 0.2511 | Aes 4.9235
+[2026-08-18 05:17:05] [RANK-0] [INFO] [rank 0] Batch [40/96] | CLIP 31.0120 | LPIPS 0.7406 | Pick 0.2182 | HPSv2 0.2638 | HPSv2.1 0.2508 | Aes 4.9248
+[2026-08-18 05:43:42] [RANK-0] [INFO] [rank 0] Batch [50/96] | CLIP 30.9963 | LPIPS 0.7408 | Pick 0.2183 | HPSv2 0.2639 | HPSv2.1 0.2511 | Aes 4.9288
+[2026-08-18 06:10:32] [RANK-0] [INFO] [rank 0] Batch [60/96] | CLIP 30.9671 | LPIPS 0.7401 | Pick 0.2182 | HPSv2 0.2638 | HPSv2.1 0.2510 | Aes 4.9286
+[2026-08-18 06:36:02] [RANK-0] [INFO] [rank 0] Batch [70/96] | CLIP 31.0005 | LPIPS 0.7406 | Pick 0.2183 | HPSv2 0.2638 | HPSv2.1 0.2510 | Aes 4.9265
+[2026-08-18 07:04:28] [RANK-0] [INFO] [rank 0] Batch [80/96] | CLIP 30.9759 | LPIPS 0.7403 | Pick 0.2183 | HPSv2 0.2637 | HPSv2.1 0.2508 | Aes 4.9252
+[2026-08-18 07:33:59] [RANK-0] [INFO] [rank 0] Batch [90/96] | CLIP 30.9731 | LPIPS 0.7402 | Pick 0.2182 | HPSv2 0.2636 | HPSv2.1 0.2507 | Aes 4.9258
+[2026-08-18 07:50:08] [RANK-0] [INFO] Finished feature extraction. Computing final FID...
+[2026-08-18 07:50:18] [RANK-0] [INFO] Gathering other-metric results from all ranks ...
+[2026-08-18 07:50:18] [RANK-0] [INFO] ============================================================
+[2026-08-18 07:50:18] [RANK-0] [INFO]   FID        : 36.486591
+[2026-08-18 07:50:18] [RANK-0] [INFO]   CLIP       : 30.994124
+[2026-08-18 07:50:18] [RANK-0] [INFO]   LPIPS      : 0.739545
+[2026-08-18 07:50:18] [RANK-0] [INFO]   PickScore  : 0.218180
+[2026-08-18 07:50:18] [RANK-0] [INFO]   HPSv2      : 0.263562
+[2026-08-18 07:50:18] [RANK-0] [INFO]   HPSv2.1    : 0.250841
+[2026-08-18 07:50:18] [RANK-0] [INFO]   Aesthetic  : 4.924007
+[2026-08-18 07:50:18] [RANK-0] [INFO] ============================================================
+[2026-08-18 07:50:18] [RANK-0] [INFO] Results saved to ./RESULTS/102flowers/run_018/Eval/eval_results.json

pixart_sigma/Baseline/Eval/eval_results.json

@@ -0,0 +1,17 @@
+{
+    "checkpoint": "RESULTS/102flowers/run_018",
+    "gen_dtype": "torch.bfloat16",
+    "num_samples": 12285,
+    "world_size": 4,
+    "resolution": 512,
+    "fid_dim": 2048,
+    "inf_steps": 20,
+    "guidance": 5.0,
+    "FID": 36.48659133911133,
+    "CLIP": 30.9941236084948,
+    "LPIPS": 0.7395454966463149,
+    "PickScore": 0.21817963663609893,
+    "HPSv2": 0.26356160232777864,
+    "HPSv2.1": 0.25084053934066713,
+    "Aesthetic": 4.9240068681538105
+}

pixart_sigma/Baseline/checkpoint-10000/transformer/config.json

@@ -0,0 +1,30 @@
+{
+  "_class_name": "PixArtTransformer2DModel",
+  "_diffusers_version": "0.37.1",
+  "_name_or_path": "PixArt-alpha/PixArt-Sigma-XL-2-512-MS",
+  "activation_fn": "gelu-approximate",
+  "attention_bias": true,
+  "attention_head_dim": 72,
+  "attention_type": "default",
+  "caption_channels": 4096,
+  "cross_attention_dim": 1152,
+  "double_self_attention": false,
+  "dropout": 0.0,
+  "in_channels": 4,
+  "interpolation_scale": 1,
+  "norm_elementwise_affine": false,
+  "norm_eps": 1e-06,
+  "norm_num_groups": 32,
+  "norm_type": "ada_norm_single",
+  "num_attention_heads": 16,
+  "num_embeds_ada_norm": 1000,
+  "num_layers": 28,
+  "num_vector_embeds": null,
+  "only_cross_attention": false,
+  "out_channels": 8,
+  "patch_size": 2,
+  "sample_size": 64,
+  "upcast_attention": false,
+  "use_additional_conditions": null,
+  "use_linear_projection": false
+}

pixart_sigma/Baseline/checkpoint-6000/transformer/config.json

@@ -0,0 +1,30 @@
+{
+  "_class_name": "PixArtTransformer2DModel",
+  "_diffusers_version": "0.37.1",
+  "_name_or_path": "PixArt-alpha/PixArt-Sigma-XL-2-512-MS",
+  "activation_fn": "gelu-approximate",
+  "attention_bias": true,
+  "attention_head_dim": 72,
+  "attention_type": "default",
+  "caption_channels": 4096,
+  "cross_attention_dim": 1152,
+  "double_self_attention": false,
+  "dropout": 0.0,
+  "in_channels": 4,
+  "interpolation_scale": 1,
+  "norm_elementwise_affine": false,
+  "norm_eps": 1e-06,
+  "norm_num_groups": 32,
+  "norm_type": "ada_norm_single",
+  "num_attention_heads": 16,
+  "num_embeds_ada_norm": 1000,
+  "num_layers": 28,
+  "num_vector_embeds": null,
+  "only_cross_attention": false,
+  "out_channels": 8,
+  "patch_size": 2,
+  "sample_size": 64,
+  "upcast_attention": false,
+  "use_additional_conditions": null,
+  "use_linear_projection": false
+}

pixart_sigma/Baseline/checkpoint-8000/transformer/config.json

@@ -0,0 +1,30 @@
+{
+  "_class_name": "PixArtTransformer2DModel",
+  "_diffusers_version": "0.37.1",
+  "_name_or_path": "PixArt-alpha/PixArt-Sigma-XL-2-512-MS",
+  "activation_fn": "gelu-approximate",
+  "attention_bias": true,
+  "attention_head_dim": 72,
+  "attention_type": "default",
+  "caption_channels": 4096,
+  "cross_attention_dim": 1152,
+  "double_self_attention": false,
+  "dropout": 0.0,
+  "in_channels": 4,
+  "interpolation_scale": 1,
+  "norm_elementwise_affine": false,
+  "norm_eps": 1e-06,
+  "norm_num_groups": 32,
+  "norm_type": "ada_norm_single",
+  "num_attention_heads": 16,
+  "num_embeds_ada_norm": 1000,
+  "num_layers": 28,
+  "num_vector_embeds": null,
+  "only_cross_attention": false,
+  "out_channels": 8,
+  "patch_size": 2,
+  "sample_size": 64,
+  "upcast_attention": false,
+  "use_additional_conditions": null,
+  "use_linear_projection": false
+}

pixart_sigma/Baseline/scheduler/scheduler_config.json

@@ -0,0 +1,32 @@
+{
+  "_class_name": "DPMSolverMultistepScheduler",
+  "_diffusers_version": "0.37.1",
+  "algorithm_type": "dpmsolver++",
+  "beta_end": 0.02,
+  "beta_schedule": "linear",
+  "beta_start": 0.0001,
+  "dynamic_thresholding_ratio": 0.995,
+  "euler_at_final": false,
+  "final_sigmas_type": "zero",
+  "flow_shift": 1.0,
+  "lambda_min_clipped": -Infinity,
+  "lower_order_final": true,
+  "num_train_timesteps": 1000,
+  "prediction_type": "epsilon",
+  "rescale_betas_zero_snr": false,
+  "sample_max_value": 1.0,
+  "solver_order": 2,
+  "solver_type": "midpoint",
+  "steps_offset": 0,
+  "thresholding": false,
+  "time_shift_type": "exponential",
+  "timestep_spacing": "linspace",
+  "trained_betas": null,
+  "use_beta_sigmas": false,
+  "use_dynamic_shifting": false,
+  "use_exponential_sigmas": false,
+  "use_flow_sigmas": false,
+  "use_karras_sigmas": false,
+  "use_lu_lambdas": false,
+  "variance_type": null
+}

pixart_sigma/Baseline/text_encoder/config.json

@@ -0,0 +1,33 @@
+{
+  "architectures": [
+    "T5EncoderModel"
+  ],
+  "classifier_dropout": 0.0,
+  "d_ff": 10240,
+  "d_kv": 64,
+  "d_model": 4096,
+  "decoder_start_token_id": 0,
+  "dense_act_fn": "gelu_new",
+  "dropout_rate": 0.1,
+  "dtype": "bfloat16",
+  "eos_token_id": 1,
+  "feed_forward_proj": "gated-gelu",
+  "initializer_factor": 1.0,
+  "is_decoder": false,
+  "is_encoder_decoder": false,
+  "is_gated_act": true,
+  "layer_norm_epsilon": 1e-06,
+  "model_type": "t5",
+  "num_decoder_layers": 24,
+  "num_heads": 64,
+  "num_layers": 24,
+  "output_past": true,
+  "pad_token_id": 0,
+  "relative_attention_max_distance": 128,
+  "relative_attention_num_buckets": 32,
+  "scale_decoder_outputs": false,
+  "tie_word_embeddings": true,
+  "transformers_version": "5.9.0",
+  "use_cache": false,
+  "vocab_size": 32128
+}

pixart_sigma/Baseline/transformer/config.json

@@ -0,0 +1,30 @@
+{
+  "_class_name": "PixArtTransformer2DModel",
+  "_diffusers_version": "0.37.1",
+  "_name_or_path": "PixArt-alpha/PixArt-Sigma-XL-2-512-MS",
+  "activation_fn": "gelu-approximate",
+  "attention_bias": true,
+  "attention_head_dim": 72,
+  "attention_type": "default",
+  "caption_channels": 4096,
+  "cross_attention_dim": 1152,
+  "double_self_attention": false,
+  "dropout": 0.0,
+  "in_channels": 4,
+  "interpolation_scale": 1,
+  "norm_elementwise_affine": false,
+  "norm_eps": 1e-06,
+  "norm_num_groups": 32,
+  "norm_type": "ada_norm_single",
+  "num_attention_heads": 16,
+  "num_embeds_ada_norm": 1000,
+  "num_layers": 28,
+  "num_vector_embeds": null,
+  "only_cross_attention": false,
+  "out_channels": 8,
+  "patch_size": 2,
+  "sample_size": 64,
+  "upcast_attention": false,
+  "use_additional_conditions": null,
+  "use_linear_projection": false
+}

pixart_sigma/Baseline/vae/config.json

@@ -0,0 +1,38 @@
+{
+  "_class_name": "AutoencoderKL",
+  "_diffusers_version": "0.37.1",
+  "_name_or_path": "PixArt-alpha/pixart_sigma_sdxlvae_T5_diffusers",
+  "act_fn": "silu",
+  "block_out_channels": [
+    128,
+    256,
+    512,
+    512
+  ],
+  "down_block_types": [
+    "DownEncoderBlock2D",
+    "DownEncoderBlock2D",
+    "DownEncoderBlock2D",
+    "DownEncoderBlock2D"
+  ],
+  "force_upcast": false,
+  "in_channels": 3,
+  "latent_channels": 4,
+  "latents_mean": null,
+  "latents_std": null,
+  "layers_per_block": 2,
+  "mid_block_add_attention": true,
+  "norm_num_groups": 32,
+  "out_channels": 3,
+  "sample_size": 512,
+  "scaling_factor": 0.13025,
+  "shift_factor": null,
+  "up_block_types": [
+    "UpDecoderBlock2D",
+    "UpDecoderBlock2D",
+    "UpDecoderBlock2D",
+    "UpDecoderBlock2D"
+  ],
+  "use_post_quant_conv": true,
+  "use_quant_conv": true
+}

pixart_sigma/RAD/.ipynb_checkpoints/training-checkpoint.log

@@ -0,0 +1,304 @@
+Training started: 2026-08-17 14:39:28
+==========================================================================================================================================================================
+    Step | Epoch |       Loss |     Avg100 |      LossA |      LossB |        Adv |      Wt |  TAMmean | MaxDelta |           LR |    Elapsed |        ETA
+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------
+[14:39:28] Run directory: RESULTS/102flowers/run_017
+[14:39:28] PixArt-Sigma AGD+TAM+SAD v3 | temp=0.5 curriculum=5000 max_delta=300
+[14:39:28] TAM: enabled=True  alpha=0.9  factor=0.5
+[14:39:28] SAD: enabled=True  temp=0.5
+[14:39:28] Loading PixArt-Sigma components ...
+[14:39:28]   Transformer  : PixArt-alpha/PixArt-Sigma-XL-2-512-MS
+[14:39:28]   Base (T5/VAE): PixArt-alpha/pixart_sigma_sdxlvae_T5_diffusers
+[14:40:01]   Transformer params: 610,856,096 total, 610,856,096 trainable
+[14:40:01] Building dataset ...
+[14:40:01]   TAM initialised: 28660 samples tracked.
+[14:40:07] 
+[14:40:07] ================================================================
+[14:40:07]   Transformer        = PixArt-alpha/PixArt-Sigma-XL-2-512-MS
+[14:40:07]   Base (T5/VAE)      = PixArt-alpha/pixart_sigma_sdxlvae_T5_diffusers
+[14:40:07]   Output dir         = RESULTS/102flowers/run_017
+[14:40:07]   Num examples       = 28660
+[14:40:07]   Num epochs         = 3
+[14:40:07]   Batch/device       = 8
+[14:40:07]   Grad accum         = 1
+[14:40:07]   Effective BS       = 8
+[14:40:07]   Total optim steps  = 10000
+[14:40:07]   LR                 = 2e-05
+[14:40:07]   Precision          = bf16
+[14:40:07]   Resolution         = 512x512
+[14:40:07]   Max seq length     = 300  [Sigma: 300 vs Alpha: 120]
+[14:40:07]   --- AGD ---
+[14:40:07]   Temperature        = 0.5
+[14:40:07]   Curriculum steps   = 5000
+[14:40:07]   Max timestep delta = 300
+[14:40:07]   --- TAM ---  enabled=True
+[14:40:07]   TAM alpha          = 0.9
+[14:40:07]   TAM factor         = 0.5
+[14:40:07]   --- SAD ---  enabled=True
+[14:40:07]   SAD temperature    = 0.5
+[14:40:07] ================================================================
+[14:40:07] 
+      50 |     0 |   0.069183 |   0.069183 | 0.066861 | 0.067576 | 0.000714 | 1.0000 | -0.0000 |   3.00 | 2.00e-06 | 0:02:03 | 6:50:41
+     100 |     0 |   0.089663 |   0.079423 | 0.090341 | 0.086518 | -0.003823 | 1.0000 | -0.0000 |   6.00 | 4.00e-06 | 0:03:23 | 5:35:13
+     150 |     0 |   0.088034 |   0.082293 | 0.090038 | 0.085695 | -0.004343 | 1.0000 | -0.0000 |   9.00 | 6.00e-06 | 0:04:42 | 5:09:21
+     200 |     0 |   0.222770 |   0.117413 | 0.219347 | 0.214118 | -0.005229 | 1.0000 | -0.0000 |  12.00 | 8.00e-06 | 0:06:02 | 4:55:45
+     250 |     0 |   0.088074 |   0.111545 | 0.094199 | 0.086837 | -0.007363 | 1.0000 | -0.0001 |  15.00 | 1.00e-05 | 0:07:21 | 4:47:04
+     300 |     0 |   0.165359 |   0.120514 | 0.172003 | 0.159049 | -0.012955 | 1.0000 | -0.0001 |  18.00 | 1.20e-05 | 0:08:41 | 4:40:49
+     350 |     0 |   0.061331 |   0.112059 | 0.064566 | 0.054660 | -0.009906 | 1.0000 | -0.0001 |  21.00 | 1.40e-05 | 0:10:00 | 4:35:59
+     400 |     0 |   0.075306 |   0.107465 | 0.078955 | 0.073444 | -0.005511 | 1.0000 | -0.0001 |  24.00 | 1.60e-05 | 0:11:20 | 4:32:02
+     450 |     0 |   0.037390 |   0.099679 | 0.045205 | 0.037322 | -0.007884 | 1.0000 | -0.0001 |  27.00 | 1.80e-05 | 0:12:39 | 4:28:40
+     500 |     0 |   0.041423 |   0.093853 | 0.050273 | 0.043105 | -0.007168 | 1.0000 | -0.0002 |  30.00 | 2.00e-05 | 0:13:59 | 4:25:41
+[14:53:27]   [TAM @ 500] mean=-0.0002  std=0.0027  max=0.0087  visits=4000
+     550 |     0 |   0.157970 |   0.099682 | 0.285583 | 0.163473 | -0.122110 | 1.0000 | -0.0002 |  33.00 | 2.00e-05 | 0:15:18 | 4:22:59
+     600 |     0 |   0.086212 |   0.098560 | 0.105515 | 0.086860 | -0.018655 | 1.0000 | -0.0002 |  36.00 | 2.00e-05 | 0:16:37 | 4:20:32
+     650 |     0 |   0.054465 |   0.095168 | 0.057473 | 0.054740 | -0.002733 | 1.0000 | -0.0003 |  39.00 | 2.00e-05 | 0:17:57 | 4:18:14
+     700 |     0 |   0.025079 |   0.090161 | 0.038721 | 0.027196 | -0.011525 | 1.0000 | -0.0003 |  42.00 | 2.00e-05 | 0:19:16 | 4:16:04
+     750 |     0 |   0.053316 |   0.087705 | 0.037715 | 0.050528 | 0.012814 | 1.0000 | -0.0003 |  45.00 | 2.00e-05 | 0:20:35 | 4:14:01
+     800 |     0 |   0.070776 |   0.086647 | 0.089872 | 0.070577 | -0.019295 | 1.0000 | -0.0004 |  48.00 | 2.00e-05 | 0:21:55 | 4:12:04
+     850 |     0 |   0.060753 |   0.085124 | 0.067834 | 0.060873 | -0.006961 | 1.0000 | -0.0004 |  51.00 | 2.00e-05 | 0:23:14 | 4:10:11
+     900 |     0 |   0.052683 |   0.083322 | 0.077745 | 0.053390 | -0.024356 | 1.0000 | -0.0004 |  54.00 | 2.00e-05 | 0:24:33 | 4:08:22
+     950 |     0 |   0.072427 |   0.082748 | 0.094777 | 0.073313 | -0.021463 | 1.0000 | -0.0005 |  57.00 | 2.00e-05 | 0:25:53 | 4:06:36
+    1000 |     0 |   0.071839 |   0.082203 | 0.096988 | 0.068266 | -0.028722 | 1.0000 | -0.0005 |  60.00 | 2.00e-05 | 0:27:12 | 4:04:53
+[15:06:41]   [TAM @ 1000] mean=-0.0005  std=0.0045  max=0.0127  visits=8000
+[15:06:42] Generating 16 validation images ...
+[15:07:03] Validation step 1000: 16 images -> RESULTS/102flowers/run_017/validation/collage_step_0001000.png
+    1050 |     0 |   0.072593 |   0.081745 | 0.090121 | 0.071175 | -0.018946 | 1.0000 | -0.0006 |  63.00 | 2.00e-05 | 0:28:55 | 4:06:29
+    1100 |     0 |   0.031904 |   0.079480 | 0.050278 | 0.031194 | -0.019084 | 1.0000 | -0.0006 |  66.00 | 2.00e-05 | 0:30:14 | 4:04:40
+    1150 |     0 |   0.062405 |   0.078737 | 0.097344 | 0.066896 | -0.030449 | 1.0000 | -0.0007 |  69.00 | 2.00e-05 | 0:31:33 | 4:02:54
+    1200 |     0 |   0.109484 |   0.080018 | 0.138472 | 0.108244 | -0.030228 | 1.0000 | -0.0007 |  72.00 | 2.00e-05 | 0:32:53 | 4:01:09
+    1250 |     0 |   0.075812 |   0.079850 | 0.117473 | 0.078631 | -0.038842 | 1.0000 | -0.0008 |  75.00 | 2.00e-05 | 0:34:12 | 3:59:27
+    1300 |     0 |   0.137434 |   0.082065 | 0.285173 | 0.148669 | -0.136505 | 1.0000 | -0.0008 |  78.00 | 2.00e-05 | 0:35:31 | 3:57:46
+    1350 |     0 |   0.080031 |   0.081990 | 0.243320 | 0.107424 | -0.135896 | 1.0000 | -0.0009 |  81.00 | 2.00e-05 | 0:36:51 | 3:56:07
+    1400 |     0 |   0.059057 |   0.081171 | 0.095467 | 0.060139 | -0.035328 | 1.0000 | -0.0009 |  84.00 | 2.00e-05 | 0:38:10 | 3:54:29
+    1450 |     0 |   0.010129 |   0.078721 | 0.020496 | 0.009531 | -0.010964 | 1.0000 | -0.0010 |  87.00 | 2.00e-05 | 0:39:29 | 3:52:53
+    1500 |     0 |   0.100928 |   0.079461 | 0.165879 | 0.101085 | -0.064794 | 1.0000 | -0.0010 |  90.00 | 2.00e-05 | 0:40:49 | 3:51:17
+[15:20:17]   [TAM @ 1500] mean=-0.0010  std=0.0060  max=0.0135  visits=12000
+    1550 |     0 |   0.030966 |   0.077897 | 0.064569 | 0.031684 | -0.032885 | 1.0000 | -0.0011 |  93.00 | 2.00e-05 | 0:42:08 | 3:49:42
+    1600 |     0 |   0.006633 |   0.075670 | 0.014754 | 0.006094 | -0.008660 | 1.0000 | -0.0011 |  96.00 | 2.00e-05 | 0:43:27 | 3:48:09
+    1650 |     0 |   0.070970 |   0.075527 | 0.126754 | 0.072553 | -0.054201 | 1.0000 | -0.0012 |  99.00 | 2.00e-05 | 0:44:46 | 3:46:36
+    1700 |     0 |   0.037926 |   0.074421 | 0.081156 | 0.040926 | -0.040230 | 1.0000 | -0.0013 | 102.00 | 2.00e-05 | 0:46:05 | 3:45:04
+    1750 |     0 |   0.137771 |   0.076231 | 0.205612 | 0.133133 | -0.072480 | 1.0000 | -0.0013 | 105.00 | 2.00e-05 | 0:47:25 | 3:43:33
+    1800 |     0 |   0.117830 |   0.077387 | 0.234091 | 0.136573 | -0.097518 | 1.0000 | -0.0014 | 108.00 | 2.00e-05 | 0:48:44 | 3:42:02
+    1850 |     0 |   0.073262 |   0.077275 | 0.128237 | 0.073292 | -0.054944 | 1.0000 | -0.0015 | 111.00 | 2.00e-05 | 0:50:03 | 3:40:33
+    1900 |     0 |   0.039772 |   0.076288 | 0.197284 | 0.071285 | -0.125999 | 1.0000 | -0.0015 | 114.00 | 2.00e-05 | 0:51:23 | 3:39:03
+    1950 |     0 |   0.121301 |   0.077443 | 0.160006 | 0.125654 | -0.034352 | 1.0000 | -0.0016 | 117.00 | 2.00e-05 | 0:52:42 | 3:37:34
+    2000 |     0 |   0.083145 |   0.077585 | 0.108386 | 0.079820 | -0.028566 | 1.0000 | -0.0017 | 120.00 | 2.00e-05 | 0:54:01 | 3:36:06
+[15:33:30]   [TAM @ 2000] mean=-0.0017  std=0.0070  max=0.0135  visits=16000
+[15:33:35]   Saved checkpoint -> RESULTS/102flowers/run_017/checkpoint-2000
+[15:33:36] Generating 16 validation images ...
+[15:33:57] Validation step 2000: 16 images -> RESULTS/102flowers/run_017/validation/collage_step_0002000.png
+    2050 |     0 |   0.083832 |   0.077738 | 0.112461 | 0.074156 | -0.038304 | 1.0000 | -0.0017 | 123.00 | 2.00e-05 | 0:55:48 | 3:36:25
+    2100 |     0 |   0.081892 |   0.077836 | 0.236438 | 0.100919 | -0.135519 | 1.0000 | -0.0018 | 126.00 | 2.00e-05 | 0:57:07 | 3:34:55
+    2150 |     0 |   0.076406 |   0.077803 | 0.127450 | 0.076262 | -0.051189 | 1.0000 | -0.0019 | 129.00 | 2.00e-05 | 0:58:27 | 3:33:25
+    2200 |     0 |   0.039254 |   0.076927 | 0.099843 | 0.041966 | -0.057878 | 1.0000 | -0.0020 | 132.00 | 2.00e-05 | 0:59:46 | 3:31:55
+    2250 |     0 |   0.062595 |   0.076609 | 0.109049 | 0.059608 | -0.049441 | 1.0000 | -0.0020 | 135.00 | 2.00e-05 | 1:01:05 | 3:30:26
+    2300 |     0 |   0.070333 |   0.076472 | 0.258264 | 0.095065 | -0.163199 | 1.0000 | -0.0021 | 138.00 | 2.00e-05 | 1:02:24 | 3:28:57
+    2350 |     0 |   0.061463 |   0.076153 | 0.117483 | 0.061803 | -0.055681 | 1.0000 | -0.0022 | 141.00 | 2.00e-05 | 1:03:44 | 3:27:28
+    2400 |     0 |   0.022941 |   0.075044 | 0.059334 | 0.026767 | -0.032567 | 1.0000 | -0.0023 | 144.00 | 2.00e-05 | 1:05:03 | 3:26:00
+    2450 |     0 |   0.024934 |   0.074022 | 0.062112 | 0.027851 | -0.034261 | 1.0000 | -0.0024 | 147.00 | 2.00e-05 | 1:06:22 | 3:24:32
+    2500 |     0 |   0.007632 |   0.072694 | 0.023651 | 0.006833 | -0.016818 | 1.0000 | -0.0025 | 150.00 | 2.00e-05 | 1:07:41 | 3:23:04
+[15:47:10]   [TAM @ 2500] mean=-0.0025  std=0.0081  max=0.0135  visits=20000
+    2550 |     0 |   0.025851 |   0.071775 | 0.072004 | 0.029050 | -0.042954 | 1.0000 | -0.0025 | 153.00 | 2.00e-05 | 1:09:00 | 3:21:37
+    2600 |     0 |   0.063789 |   0.071622 | 0.144996 | 0.060544 | -0.084452 | 1.0000 | -0.0026 | 156.00 | 2.00e-05 | 1:10:20 | 3:20:11
+    2650 |     0 |   0.093361 |   0.072032 | 0.208022 | 0.094951 | -0.113072 | 1.0000 | -0.0027 | 159.00 | 2.00e-05 | 1:11:39 | 3:18:44
+    2700 |     0 |   0.009209 |   0.070868 | 0.040586 | 0.010116 | -0.030470 | 1.0000 | -0.0028 | 162.00 | 2.00e-05 | 1:12:58 | 3:17:18
+    2750 |     0 |   0.011484 |   0.069789 | 0.042142 | 0.012973 | -0.029169 | 1.0000 | -0.0029 | 165.00 | 2.00e-05 | 1:14:18 | 3:15:53
+    2800 |     0 |   0.009917 |   0.068720 | 0.044070 | 0.011085 | -0.032984 | 1.0000 | -0.0030 | 168.00 | 2.00e-05 | 1:15:37 | 3:14:28
+    2850 |     0 |   0.042562 |   0.068261 | 0.134166 | 0.043333 | -0.090834 | 1.0000 | -0.0031 | 171.00 | 2.00e-05 | 1:16:57 | 3:13:03
+    2900 |     0 |   0.025092 |   0.067516 | 0.102893 | 0.027099 | -0.075794 | 1.0000 | -0.0032 | 174.00 | 2.00e-05 | 1:18:16 | 3:11:38
+    2950 |     0 |   0.078219 |   0.067698 | 0.172543 | 0.084247 | -0.088296 | 1.0000 | -0.0033 | 177.00 | 2.00e-05 | 1:19:35 | 3:10:13
+    3000 |     0 |   0.022591 |   0.066946 | 0.092735 | 0.026530 | -0.066205 | 1.0000 | -0.0034 | 180.00 | 2.00e-05 | 1:20:55 | 3:08:48
+[16:00:23]   [TAM @ 3000] mean=-0.0034  std=0.0090  max=0.0135  visits=24000
+[16:00:25] Generating 16 validation images ...
+[16:00:46] Validation step 3000: 16 images -> RESULTS/102flowers/run_017/validation/collage_step_0003000.png
+    3050 |     0 |   0.054053 |   0.066735 | 0.141264 | 0.056372 | -0.084892 | 1.0000 | -0.0035 | 183.00 | 2.00e-05 | 1:22:38 | 3:08:19
+    3100 |     0 |   0.016633 |   0.065927 | 0.071029 | 0.018197 | -0.052832 | 1.0000 | -0.0036 | 186.00 | 2.00e-05 | 1:23:58 | 3:06:53
+    3150 |     0 |   0.050390 |   0.065680 | 0.177060 | 0.051093 | -0.125967 | 1.0000 | -0.0037 | 189.00 | 2.00e-05 | 1:25:17 | 3:05:28
+    3200 |     0 |   0.012156 |   0.064844 | 0.061595 | 0.013583 | -0.048012 | 1.0000 | -0.0038 | 192.00 | 2.00e-05 | 1:26:36 | 3:04:03
+    3250 |     0 |   0.018822 |   0.064136 | 0.054872 | 0.021554 | -0.033318 | 1.0000 | -0.0039 | 195.00 | 2.00e-05 | 1:27:56 | 3:02:38
+    3300 |     0 |   0.026534 |   0.063566 | 0.115018 | 0.029545 | -0.085473 | 1.0000 | -0.0040 | 198.00 | 2.00e-05 | 1:29:15 | 3:01:14
+    3350 |     0 |   0.036386 |   0.063160 | 0.081843 | 0.037618 | -0.044225 | 1.0000 | -0.0041 | 201.00 | 2.00e-05 | 1:30:35 | 2:59:49
+    3400 |     0 |   0.061414 |   0.063135 | 0.174158 | 0.068237 | -0.105921 | 1.0000 | -0.0042 | 204.00 | 2.00e-05 | 1:31:54 | 2:58:25
+    3450 |     0 |   0.044043 |   0.062858 | 0.133613 | 0.050760 | -0.082853 | 1.0000 | -0.0043 | 207.00 | 2.00e-05 | 1:33:14 | 2:57:01
+    3500 |     0 |   0.075373 |   0.063037 | 0.254228 | 0.078383 | -0.175845 | 1.0000 | -0.0044 | 210.00 | 2.00e-05 | 1:34:33 | 2:55:37
+[16:14:02]   [TAM @ 3500] mean=-0.0044  std=0.0101  max=0.0135  visits=28000
+    3550 |     0 |   0.033957 |   0.062627 | 0.081371 | 0.036200 | -0.045170 | 1.0000 | -0.0046 | 213.00 | 2.00e-05 | 1:35:53 | 2:54:13
+[16:16:13] --- Epoch 0 | Steps: 3583 | Avg Loss: 0.070845 ---
+    3600 |     1 |   0.056103 |   0.062536 | 0.170672 | 0.061728 | -0.108943 | 1.0000 | -0.0047 | 216.00 | 2.00e-05 | 1:37:12 | 2:52:48
+    3650 |     1 |   0.072476 |   0.062673 | 0.276084 | 0.097659 | -0.178425 | 1.0000 | -0.0048 | 219.00 | 2.00e-05 | 1:38:31 | 2:51:24
+    3700 |     1 |   0.025928 |   0.062176 | 0.098303 | 0.030997 | -0.067306 | 1.0000 | -0.0049 | 222.00 | 2.00e-05 | 1:39:51 | 2:50:01
+    3750 |     1 |   0.005203 |   0.061416 | 0.041002 | 0.005741 | -0.035262 | 1.0000 | -0.0050 | 225.00 | 2.00e-05 | 1:41:10 | 2:48:37
+    3800 |     1 |   0.043575 |   0.061182 | 0.136237 | 0.048670 | -0.087567 | 1.0000 | -0.0051 | 228.00 | 2.00e-05 | 1:42:30 | 2:47:14
+    3850 |     1 |   0.053888 |   0.061087 | 0.121555 | 0.056190 | -0.065365 | 1.0000 | -0.0052 | 231.00 | 2.00e-05 | 1:43:49 | 2:45:51
+    3900 |     1 |   0.000989 |   0.060316 | 0.013160 | 0.001084 | -0.012076 | 1.0000 | -0.0053 | 234.00 | 2.00e-05 | 1:45:09 | 2:44:28
+    3950 |     1 |   0.041071 |   0.060073 | 0.252410 | 0.057333 | -0.195077 | 1.0000 | -0.0054 | 237.00 | 2.00e-05 | 1:46:28 | 2:43:05
+    4000 |     1 |   0.020110 |   0.059573 | 0.104938 | 0.022627 | -0.082311 | 1.0000 | -0.0056 | 240.00 | 2.00e-05 | 1:47:48 | 2:41:42
+[16:27:16]   [TAM @ 4000] mean=-0.0056  std=0.0113  max=0.0135  visits=31996
+[16:27:22]   Saved checkpoint -> RESULTS/102flowers/run_017/checkpoint-4000
+[16:27:23] Generating 16 validation images ...
+[16:27:43] Validation step 4000: 16 images -> RESULTS/102flowers/run_017/validation/collage_step_0004000.png
+    4050 |     1 |   0.011955 |   0.058985 | 0.079972 | 0.012835 | -0.067137 | 1.0000 | -0.0057 | 243.00 | 2.00e-05 | 1:49:35 | 2:41:00
+    4100 |     1 |   0.032968 |   0.058668 | 0.110564 | 0.035760 | -0.074804 | 1.0000 | -0.0058 | 246.00 | 2.00e-05 | 1:50:55 | 2:39:37
+    4150 |     1 |   0.032416 |   0.058352 | 0.117220 | 0.037718 | -0.079502 | 1.0000 | -0.0059 | 249.00 | 2.00e-05 | 1:52:14 | 2:38:13
+    4200 |     1 |   0.003640 |   0.057701 | 0.039665 | 0.004155 | -0.035510 | 1.0000 | -0.0061 | 252.00 | 2.00e-05 | 1:53:34 | 2:36:50
+    4250 |     1 |   0.015262 |   0.057201 | 0.123468 | 0.016173 | -0.107295 | 1.0000 | -0.0062 | 255.00 | 2.00e-05 | 1:54:53 | 2:35:26
+    4300 |     1 |   0.043991 |   0.057048 | 0.179646 | 0.047469 | -0.132178 | 1.0000 | -0.0063 | 258.00 | 2.00e-05 | 1:56:13 | 2:34:03
+    4350 |     1 |   0.019474 |   0.056616 | 0.141424 | 0.022893 | -0.118531 | 1.0000 | -0.0064 | 261.00 | 2.00e-05 | 1:57:32 | 2:32:40
+    4400 |     1 |   0.041287 |   0.056442 | 0.140830 | 0.043130 | -0.097700 | 1.0000 | -0.0065 | 264.00 | 2.00e-05 | 1:58:52 | 2:31:17
+    4450 |     1 |   0.015094 |   0.055977 | 0.120050 | 0.017327 | -0.102724 | 1.0000 | -0.0066 | 267.00 | 2.00e-05 | 2:00:11 | 2:29:54
+    4500 |     1 |   0.008524 |   0.055450 | 0.070787 | 0.010004 | -0.060783 | 1.0000 | -0.0068 | 270.00 | 2.00e-05 | 2:01:31 | 2:28:31
+[16:40:59]   [TAM @ 4500] mean=-0.0068  std=0.0124  max=0.0135  visits=35996
+    4550 |     1 |   0.014837 |   0.055003 | 0.245392 | 0.028713 | -0.216679 | 1.0000 | -0.0069 | 273.00 | 2.00e-05 | 2:02:50 | 2:27:08
+    4600 |     1 |   0.015800 |   0.054577 | 0.076582 | 0.017584 | -0.058999 | 1.0000 | -0.0070 | 276.00 | 2.00e-05 | 2:04:09 | 2:25:45
+    4650 |     1 |   0.014423 |   0.054146 | 0.223653 | 0.032482 | -0.191170 | 1.0000 | -0.0071 | 279.00 | 2.00e-05 | 2:05:29 | 2:24:22
+    4700 |     1 |   0.018810 |   0.053770 | 0.254468 | 0.031450 | -0.223017 | 1.0000 | -0.0072 | 282.00 | 2.00e-05 | 2:06:48 | 2:23:00
+    4750 |     1 |   0.010215 |   0.053311 | 0.094283 | 0.012687 | -0.081597 | 1.0000 | -0.0074 | 285.00 | 2.00e-05 | 2:08:08 | 2:21:37
+    4800 |     1 |   0.009139 |   0.052851 | 0.090172 | 0.011013 | -0.079159 | 1.0000 | -0.0075 | 288.00 | 2.00e-05 | 2:09:27 | 2:20:14
+    4850 |     1 |   0.018712 |   0.052499 | 0.088698 | 0.020839 | -0.067860 | 1.0000 | -0.0077 | 291.00 | 2.00e-05 | 2:10:47 | 2:18:52
+    4900 |     1 |   0.032229 |   0.052292 | 0.197754 | 0.036162 | -0.161592 | 1.0000 | -0.0078 | 294.00 | 2.00e-05 | 2:12:06 | 2:17:30
+    4950 |     1 |   0.020260 |   0.051969 | 0.124628 | 0.024771 | -0.099857 | 1.0000 | -0.0079 | 297.00 | 2.00e-05 | 2:13:25 | 2:16:07
+    5000 |     1 |   0.019127 |   0.051640 | 0.147692 | 0.023488 | -0.124203 | 1.0000 | -0.0080 | 300.00 | 2.00e-05 | 2:14:45 | 2:14:45
+[16:54:14]   [TAM @ 5000] mean=-0.0080  std=0.0136  max=0.0135  visits=39996
+[16:54:14] Generating 16 validation images ...
+[16:54:35] Validation step 5000: 16 images -> RESULTS/102flowers/run_017/validation/collage_step_0005000.png
+    5050 |     1 |   0.015989 |   0.051108 | 0.089664 | 0.020976 | -0.068688 | 1.0000 | -0.0081 | 300.00 | 2.00e-05 | 2:16:27 | 2:13:44
+    5100 |     1 |   0.065749 |   0.050869 | 0.147162 | 0.071519 | -0.075643 | 1.0000 | -0.0082 | 300.00 | 2.00e-05 | 2:17:46 | 2:12:22
+    5150 |     1 |   0.019656 |   0.050185 | 0.067538 | 0.022197 | -0.045341 | 1.0000 | -0.0082 | 300.00 | 2.00e-05 | 2:19:06 | 2:10:59
+    5200 |     1 |   0.027937 |   0.048237 | 0.105681 | 0.030590 | -0.075091 | 1.0000 | -0.0083 | 300.00 | 2.00e-05 | 2:20:25 | 2:09:37
+    5250 |     1 |   0.090413 |   0.048261 | 0.149096 | 0.096332 | -0.052765 | 1.0000 | -0.0084 | 300.00 | 2.00e-05 | 2:21:45 | 2:08:15
+    5300 |     1 |   0.018136 |   0.046788 | 0.096052 | 0.020868 | -0.075184 | 1.0000 | -0.0085 | 300.00 | 2.00e-05 | 2:23:04 | 2:06:52
+    5350 |     1 |   0.051838 |   0.046693 | 0.077462 | 0.052660 | -0.024802 | 1.0000 | -0.0086 | 300.00 | 2.00e-05 | 2:24:24 | 2:05:30
+    5400 |     1 |   0.056333 |   0.046504 | 0.136872 | 0.059139 | -0.077733 | 1.0000 | -0.0087 | 300.00 | 2.00e-05 | 2:25:43 | 2:04:08
+    5450 |     1 |   0.257312 |   0.048703 | 0.259638 | 0.247841 | -0.011798 | 1.0000 | -0.0087 | 300.00 | 2.00e-05 | 2:27:03 | 2:02:46
+    5500 |     1 |   0.042649 |   0.048715 | 0.147661 | 0.046742 | -0.100919 | 1.0000 | -0.0088 | 300.00 | 2.00e-05 | 2:28:22 | 2:01:23
+[17:07:51]   [TAM @ 5500] mean=-0.0088  std=0.0141  max=0.0151  visits=43996
+    5550 |     1 |   0.005689 |   0.047192 | 0.066655 | 0.005958 | -0.060696 | 1.0000 | -0.0089 | 300.00 | 2.00e-05 | 2:29:42 | 2:00:01
+    5600 |     1 |   0.015099 |   0.046481 | 0.051755 | 0.016732 | -0.035023 | 1.0000 | -0.0089 | 300.00 | 2.00e-05 | 2:31:01 | 1:58:39
+    5650 |     1 |   0.115648 |   0.047093 | 0.147412 | 0.116749 | -0.030663 | 1.0000 | -0.0090 | 300.00 | 2.00e-05 | 2:32:21 | 1:57:17
+    5700 |     1 |   0.066625 |   0.047508 | 0.112914 | 0.071851 | -0.041063 | 1.0000 | -0.0091 | 300.00 | 2.00e-05 | 2:33:40 | 1:55:55
+    5750 |     1 |   0.069428 |   0.047670 | 0.067608 | 0.067479 | -0.000129 | 1.0000 | -0.0092 | 300.00 | 2.00e-05 | 2:35:00 | 1:54:34
+    5800 |     1 |   0.070371 |   0.047666 | 0.253597 | 0.092588 | -0.161009 | 1.0000 | -0.0093 | 300.00 | 2.00e-05 | 2:36:19 | 1:53:12
+    5850 |     1 |   0.012051 |   0.047178 | 0.095832 | 0.012787 | -0.083045 | 1.0000 | -0.0093 | 300.00 | 2.00e-05 | 2:37:39 | 1:51:50
+    5900 |     1 |   0.087558 |   0.047527 | 0.106226 | 0.087098 | -0.019128 | 1.0000 | -0.0094 | 300.00 | 2.00e-05 | 2:38:58 | 1:50:28
+    5950 |     1 |   0.023087 |   0.047034 | 0.028356 | 0.025508 | -0.002848 | 1.0000 | -0.0095 | 300.00 | 2.00e-05 | 2:40:18 | 1:49:06
+    6000 |     1 |   0.040269 |   0.046718 | 0.122048 | 0.049579 | -0.072470 | 1.0000 | -0.0096 | 300.00 | 2.00e-05 | 2:41:37 | 1:47:45
+[17:21:06]   [TAM @ 6000] mean=-0.0096  std=0.0146  max=0.0151  visits=47996
+[17:21:12]   Saved checkpoint -> RESULTS/102flowers/run_017/checkpoint-6000
+[17:21:12] Generating 16 validation images ...
+[17:21:33] Validation step 6000: 16 images -> RESULTS/102flowers/run_017/validation/collage_step_0006000.png
+    6050 |     1 |   0.110506 |   0.047097 | 0.118809 | 0.108442 | -0.010366 | 1.0000 | -0.0096 | 300.00 | 2.00e-05 | 2:43:26 | 1:46:42
+    6100 |     1 |   0.058005 |   0.047358 | 0.156593 | 0.059173 | -0.097420 | 1.0000 | -0.0097 | 300.00 | 2.00e-05 | 2:44:46 | 1:45:20
+    6150 |     1 |   0.017597 |   0.046910 | 0.097756 | 0.019761 | -0.077995 | 1.0000 | -0.0098 | 300.00 | 2.00e-05 | 2:46:07 | 1:43:59
+    6200 |     1 |   0.101616 |   0.046832 | 0.094421 | 0.089703 | -0.004718 | 1.0000 | -0.0098 | 300.00 | 2.00e-05 | 2:47:30 | 1:42:40
+    6250 |     1 |   0.156082 |   0.047634 | 0.158955 | 0.152411 | -0.006544 | 1.0000 | -0.0099 | 300.00 | 2.00e-05 | 2:48:53 | 1:41:20
+    6300 |     1 |   0.085751 |   0.047117 | 0.113075 | 0.085124 | -0.027951 | 1.0000 | -0.0100 | 300.00 | 2.00e-05 | 2:50:17 | 1:40:00
+    6350 |     1 |   0.031969 |   0.046637 | 0.275750 | 0.051790 | -0.223960 | 1.0000 | -0.0100 | 300.00 | 2.00e-05 | 2:51:42 | 1:38:41
+    6400 |     1 |   0.089239 |   0.046939 | 0.162599 | 0.096422 | -0.066177 | 1.0000 | -0.0101 | 300.00 | 2.00e-05 | 2:53:06 | 1:37:22
+    6450 |     1 |   0.027045 |   0.047108 | 0.136944 | 0.030489 | -0.106455 | 1.0000 | -0.0102 | 300.00 | 2.00e-05 | 2:54:30 | 1:36:02
+    6500 |     1 |   0.125532 |   0.047354 | 0.174820 | 0.128327 | -0.046493 | 1.0000 | -0.0102 | 300.00 | 2.00e-05 | 2:55:55 | 1:34:43
+[17:35:24]   [TAM @ 6500] mean=-0.0102  std=0.0148  max=0.0151  visits=51996
+    6550 |     1 |   0.089929 |   0.047943 | 0.084554 | 0.082662 | -0.001892 | 1.0000 | -0.0103 | 300.00 | 2.00e-05 | 2:57:20 | 1:33:24
+    6600 |     1 |   0.037879 |   0.048256 | 0.130846 | 0.037981 | -0.092865 | 1.0000 | -0.0104 | 300.00 | 2.00e-05 | 2:58:42 | 1:32:03
+    6650 |     1 |   0.087999 |   0.048426 | 0.140982 | 0.089853 | -0.051129 | 1.0000 | -0.0105 | 300.00 | 2.00e-05 | 3:00:05 | 1:30:43
+    6700 |     1 |   0.064003 |   0.048687 | 0.105719 | 0.064455 | -0.041264 | 1.0000 | -0.0106 | 300.00 | 2.00e-05 | 3:01:28 | 1:29:22
+    6750 |     1 |   0.092182 |   0.048231 | 0.110785 | 0.092101 | -0.018684 | 1.0000 | -0.0106 | 300.00 | 2.00e-05 | 3:02:51 | 1:28:02
+    6800 |     1 |   0.137561 |   0.048428 | 0.174609 | 0.136206 | -0.038403 | 1.0000 | -0.0107 | 300.00 | 2.00e-05 | 3:04:17 | 1:26:43
+    6850 |     1 |   0.189223 |   0.049588 | 0.187482 | 0.182868 | -0.004614 | 1.0000 | -0.0108 | 300.00 | 2.00e-05 | 3:05:40 | 1:25:23
+    6900 |     1 |   0.026576 |   0.049456 | 0.042876 | 0.028246 | -0.014631 | 1.0000 | -0.0109 | 300.00 | 2.00e-05 | 3:07:02 | 1:24:02
+    6950 |     1 |   0.060149 |   0.048844 | 0.080505 | 0.056871 | -0.023634 | 1.0000 | -0.0109 | 300.00 | 2.00e-05 | 3:08:27 | 1:22:42
+    7000 |     1 |   0.011537 |   0.048128 | 0.118465 | 0.014466 | -0.103998 | 1.0000 | -0.0110 | 300.00 | 2.00e-05 | 3:09:55 | 1:21:23
+[17:49:24]   [TAM @ 7000] mean=-0.0110  std=0.0151  max=0.0151  visits=55996
+[17:49:27] Generating 16 validation images ...
+[17:49:49] Validation step 7000: 16 images -> RESULTS/102flowers/run_017/validation/collage_step_0007000.png
+    7050 |     1 |   0.048384 |   0.047774 | 0.238381 | 0.076711 | -0.161669 | 1.0000 | -0.0111 | 300.00 | 2.00e-05 | 3:11:46 | 1:20:14
+    7100 |     1 |   0.037647 |   0.047331 | 0.049383 | 0.040375 | -0.009009 | 1.0000 | -0.0112 | 300.00 | 2.00e-05 | 3:13:08 | 1:18:53
+    7150 |     1 |   0.026324 |   0.046831 | 0.103747 | 0.029246 | -0.074500 | 1.0000 | -0.0112 | 300.00 | 2.00e-05 | 3:14:31 | 1:17:32
+[17:54:28] --- Epoch 1 | Steps: 3583 | Avg Loss: 0.045049 ---
+    7200 |     2 |   0.016667 |   0.046605 | 0.107512 | 0.018320 | -0.089191 | 1.0000 | -0.0113 | 300.00 | 2.00e-05 | 3:15:57 | 1:16:12
+    7250 |     2 |   0.083052 |   0.046809 | 0.159383 | 0.088051 | -0.071332 | 1.0000 | -0.0114 | 300.00 | 2.00e-05 | 3:17:20 | 1:14:51
+    7300 |     2 |   0.060267 |   0.046709 | 0.152672 | 0.065098 | -0.087574 | 1.0000 | -0.0115 | 300.00 | 2.00e-05 | 3:18:43 | 1:13:30
+    7350 |     2 |   0.029887 |   0.046393 | 0.088513 | 0.030409 | -0.058104 | 1.0000 | -0.0115 | 300.00 | 2.00e-05 | 3:20:05 | 1:12:08
+    7400 |     2 |   0.188875 |   0.048052 | 0.210534 | 0.180726 | -0.029808 | 1.0000 | -0.0116 | 300.00 | 2.00e-05 | 3:21:27 | 1:10:46
+    7450 |     2 |   0.107230 |   0.048875 | 0.224433 | 0.121620 | -0.102813 | 1.0000 | -0.0116 | 300.00 | 2.00e-05 | 3:22:55 | 1:09:27
+    7500 |     2 |   0.188766 |   0.050687 | 0.192790 | 0.175774 | -0.017016 | 1.0000 | -0.0117 | 300.00 | 2.00e-05 | 3:24:19 | 1:08:06
+[18:03:47]   [TAM @ 7500] mean=-0.0117  std=0.0155  max=0.0151  visits=59992
+    7550 |     2 |   0.064230 |   0.051070 | 0.175142 | 0.069211 | -0.105931 | 1.0000 | -0.0118 | 300.00 | 2.00e-05 | 3:25:40 | 1:06:44
+    7600 |     2 |   0.005211 |   0.050485 | 0.058826 | 0.006343 | -0.052483 | 1.0000 | -0.0118 | 300.00 | 2.00e-05 | 3:27:03 | 1:05:23
+    7650 |     2 |   0.077365 |   0.050325 | 0.102351 | 0.075892 | -0.026459 | 1.0000 | -0.0119 | 300.00 | 2.00e-05 | 3:28:28 | 1:04:02
+    7700 |     2 |   0.177591 |   0.052008 | 0.193459 | 0.176801 | -0.016658 | 1.0000 | -0.0120 | 300.00 | 2.00e-05 | 3:29:54 | 1:02:41
+    7750 |     2 |   0.099060 |   0.052884 | 0.155011 | 0.102744 | -0.052267 | 1.0000 | -0.0121 | 300.00 | 2.00e-05 | 3:31:20 | 1:01:21
+    7800 |     2 |   0.078609 |   0.053571 | 0.106727 | 0.079128 | -0.027599 | 1.0000 | -0.0121 | 300.00 | 2.00e-05 | 3:32:45 | 1:00:00
+    7850 |     2 |   0.140487 |   0.054550 | 0.124357 | 0.128918 | 0.004561 | 1.0000 | -0.0122 | 300.00 | 2.00e-05 | 3:34:11 | 0:58:39
+    7900 |     2 |   0.014698 |   0.054446 | 0.112101 | 0.017327 | -0.094774 | 1.0000 | -0.0122 | 300.00 | 2.00e-05 | 3:35:34 | 0:57:18
+    7950 |     2 |   0.031751 |   0.053982 | 0.061924 | 0.033256 | -0.028668 | 1.0000 | -0.0123 | 300.00 | 2.00e-05 | 3:36:56 | 0:55:56
+    8000 |     2 |   0.040158 |   0.054157 | 0.090092 | 0.041981 | -0.048111 | 1.0000 | -0.0124 | 300.00 | 2.00e-05 | 3:38:21 | 0:54:35
+[18:17:50]   [TAM @ 8000] mean=-0.0124  std=0.0159  max=0.0151  visits=63992
+[18:17:56]   Saved checkpoint -> RESULTS/102flowers/run_017/checkpoint-8000
+[18:18:00] Generating 16 validation images ...
+[18:18:21] Validation step 8000: 16 images -> RESULTS/102flowers/run_017/validation/collage_step_0008000.png
+    8050 |     2 |   0.055756 |   0.054174 | 0.291414 | 0.073962 | -0.217452 | 1.0000 | -0.0124 | 300.00 | 2.00e-05 | 3:40:19 | 0:53:22
+    8100 |     2 |   0.017611 |   0.054184 | 0.090900 | 0.020825 | -0.070075 | 1.0000 | -0.0125 | 300.00 | 2.00e-05 | 3:41:42 | 0:52:00
+    8150 |     2 |   0.251911 |   0.056199 | 0.252617 | 0.244794 | -0.007822 | 1.0000 | -0.0125 | 300.00 | 2.00e-05 | 3:43:06 | 0:50:38
+    8200 |     2 |   0.008546 |   0.056163 | 0.049096 | 0.010442 | -0.038653 | 1.0000 | -0.0126 | 300.00 | 2.00e-05 | 3:44:31 | 0:49:17
+    8250 |     2 |   0.029911 |   0.056274 | 0.073266 | 0.032782 | -0.040484 | 1.0000 | -0.0127 | 300.00 | 2.00e-05 | 3:45:54 | 0:47:55
+    8300 |     2 |   0.226004 |   0.058269 | 0.228172 | 0.216761 | -0.011411 | 1.0000 | -0.0128 | 300.00 | 2.00e-05 | 3:47:17 | 0:46:33
+    8350 |     2 |   0.032697 |   0.058232 | 0.109529 | 0.034329 | -0.075200 | 1.0000 | -0.0128 | 300.00 | 2.00e-05 | 3:48:42 | 0:45:11
+    8400 |     2 |   0.134873 |   0.058967 | 0.148161 | 0.125722 | -0.022439 | 1.0000 | -0.0129 | 300.00 | 2.00e-05 | 3:50:05 | 0:43:49
+    8450 |     2 |   0.042841 |   0.058955 | 0.071862 | 0.042679 | -0.029183 | 1.0000 | -0.0130 | 300.00 | 2.00e-05 | 3:51:29 | 0:42:27
+    8500 |     2 |   0.074234 |   0.058943 | 0.090433 | 0.076424 | -0.014009 | 1.0000 | -0.0131 | 300.00 | 2.00e-05 | 3:52:51 | 0:41:05
+[18:32:20]   [TAM @ 8500] mean=-0.0131  std=0.0164  max=0.0151  visits=67992
+    8550 |     2 |   0.015470 |   0.058758 | 0.169106 | 0.039278 | -0.129828 | 1.0000 | -0.0131 | 300.00 | 2.00e-05 | 3:54:14 | 0:39:43
+    8600 |     2 |   0.056736 |   0.058765 | 0.096835 | 0.057759 | -0.039076 | 1.0000 | -0.0132 | 300.00 | 2.00e-05 | 3:55:37 | 0:38:21
+    8650 |     2 |   0.030673 |   0.058347 | 0.078262 | 0.032615 | -0.045647 | 1.0000 | -0.0133 | 300.00 | 2.00e-05 | 3:57:00 | 0:36:59
+    8700 |     2 |   0.018284 |   0.058270 | 0.033808 | 0.020405 | -0.013403 | 1.0000 | -0.0133 | 300.00 | 2.00e-05 | 3:58:22 | 0:35:37
+    8750 |     2 |   0.084905 |   0.059067 | 0.113953 | 0.082923 | -0.031030 | 1.0000 | -0.0134 | 300.00 | 2.00e-05 | 3:59:44 | 0:34:14
+    8800 |     2 |   0.065261 |   0.059284 | 0.189001 | 0.069293 | -0.119708 | 1.0000 | -0.0135 | 300.00 | 2.00e-05 | 4:01:08 | 0:32:52
+    8850 |     2 |   0.130053 |   0.060046 | 0.131917 | 0.122996 | -0.008921 | 1.0000 | -0.0135 | 300.00 | 2.00e-05 | 4:02:29 | 0:31:30
+    8900 |     2 |   0.060780 |   0.060644 | 0.158632 | 0.067907 | -0.090725 | 1.0000 | -0.0136 | 300.00 | 2.00e-05 | 4:03:52 | 0:30:08
+    8950 |     2 |   0.028662 |   0.060520 | 0.083120 | 0.028237 | -0.054883 | 1.0000 | -0.0137 | 300.00 | 2.00e-05 | 4:05:17 | 0:28:46
+    9000 |     2 |   0.033171 |   0.060650 | 0.059153 | 0.036206 | -0.022948 | 1.0000 | -0.0137 | 300.00 | 2.00e-05 | 4:06:42 | 0:27:24
+[18:46:11]   [TAM @ 9000] mean=-0.0137  std=0.0167  max=0.0151  visits=71992
+[18:46:14] Generating 16 validation images ...
+[18:46:36] Validation step 9000: 16 images -> RESULTS/102flowers/run_017/validation/collage_step_0009000.png
+    9050 |     2 |   0.008220 |   0.060613 | 0.170079 | 0.022787 | -0.147292 | 1.0000 | -0.0138 | 300.00 | 2.00e-05 | 4:08:35 | 0:26:05
+    9100 |     2 |   0.189488 |   0.062178 | 0.186943 | 0.187093 | 0.000150 | 1.0000 | -0.0139 | 300.00 | 2.00e-05 | 4:09:57 | 0:24:43
+    9150 |     2 |   0.025863 |   0.062112 | 0.034922 | 0.027439 | -0.007483 | 1.0000 | -0.0139 | 300.00 | 2.00e-05 | 4:11:20 | 0:23:20
+    9200 |     2 |   0.110415 |   0.063180 | 0.114842 | 0.106132 | -0.008711 | 1.0000 | -0.0140 | 300.00 | 2.00e-05 | 4:12:45 | 0:21:58
+    9250 |     2 |   0.028691 |   0.063315 | 0.054203 | 0.032145 | -0.022057 | 1.0000 | -0.0140 | 300.00 | 2.00e-05 | 4:14:08 | 0:20:36
+    9300 |     2 |   0.120374 |   0.064078 | 0.144749 | 0.112372 | -0.032377 | 1.0000 | -0.0141 | 300.00 | 2.00e-05 | 4:15:31 | 0:19:14
+    9350 |     2 |   0.120237 |   0.065086 | 0.143685 | 0.125458 | -0.018227 | 1.0000 | -0.0142 | 300.00 | 2.00e-05 | 4:16:55 | 0:17:51
+    9400 |     2 |   0.089498 |   0.065568 | 0.146790 | 0.091449 | -0.055341 | 1.0000 | -0.0142 | 300.00 | 2.00e-05 | 4:18:17 | 0:16:29
+    9450 |     2 |   0.079098 |   0.066208 | 0.130549 | 0.078054 | -0.052495 | 1.0000 | -0.0143 | 300.00 | 2.00e-05 | 4:19:40 | 0:15:06
+    9500 |     2 |   0.108860 |   0.067212 | 0.106044 | 0.107625 | 0.001581 | 1.0000 | -0.0143 | 300.00 | 2.00e-05 | 4:21:02 | 0:13:44
+[19:00:31]   [TAM @ 9500] mean=-0.0143  std=0.0169  max=0.0151  visits=75992
+    9550 |     2 |   0.009525 |   0.067158 | 0.052918 | 0.009558 | -0.043360 | 1.0000 | -0.0144 | 300.00 | 2.00e-05 | 4:22:28 | 0:12:22
+    9600 |     2 |   0.023647 |   0.067237 | 0.042054 | 0.024779 | -0.017276 | 1.0000 | -0.0145 | 300.00 | 2.00e-05 | 4:23:50 | 0:10:59
+    9650 |     2 |   0.042853 |   0.067521 | 0.106028 | 0.043094 | -0.062934 | 1.0000 | -0.0145 | 300.00 | 2.00e-05 | 4:25:15 | 0:09:37
+    9700 |     2 |   0.060350 |   0.067937 | 0.174834 | 0.066267 | -0.108567 | 1.0000 | -0.0146 | 300.00 | 2.00e-05 | 4:26:38 | 0:08:14
+    9750 |     2 |   0.122685 |   0.069061 | 0.150793 | 0.123757 | -0.027036 | 1.0000 | -0.0146 | 300.00 | 2.00e-05 | 4:28:01 | 0:06:52
+    9800 |     2 |   0.006744 |   0.069037 | 0.202677 | 0.017139 | -0.185538 | 1.0000 | -0.0147 | 300.00 | 2.00e-05 | 4:29:24 | 0:05:29
+    9850 |     2 |   0.040901 |   0.069259 | 0.095293 | 0.043370 | -0.051923 | 1.0000 | -0.0148 | 300.00 | 2.00e-05 | 4:30:48 | 0:04:07
+    9900 |     2 |   0.044351 |   0.069380 | 0.081403 | 0.047353 | -0.034050 | 1.0000 | -0.0149 | 300.00 | 2.00e-05 | 4:32:12 | 0:02:44
+    9950 |     2 |   0.077616 |   0.069954 | 0.152810 | 0.084167 | -0.068643 | 1.0000 | -0.0149 | 300.00 | 2.00e-05 | 4:33:37 | 0:01:22
+   10000 |     2 |   0.044004 |   0.070203 | 0.170622 | 0.049401 | -0.121221 | 1.0000 | -0.0150 | 300.00 | 2.00e-05 | 4:35:02 | 0:00:00
+[19:14:31]   [TAM @ 10000] mean=-0.0150  std=0.0173  max=0.0143  visits=79992
+[19:14:37]   Saved checkpoint -> RESULTS/102flowers/run_017/checkpoint-10000
+[19:14:40] Generating 16 validation images ...
+[19:15:03] Validation step 10000: 16 images -> RESULTS/102flowers/run_017/validation/collage_step_0010000.png
+[19:15:04] --- Epoch 2 | Steps: 2834 | Avg Loss: 0.059143 ---
+[19:15:04] Saving final model ...
+[19:15:25]   Pipeline saved -> RESULTS/102flowers/run_017
+[19:15:25] Generating final validation collage ...
+[19:15:25] Generating 16 validation images ...
+[19:15:46] Validation step 10000: 16 images -> RESULTS/102flowers/run_017/validation/collage_step_0010000.png
+[19:15:46] 
+[19:15:46] ============================================================
+[19:15:46]   TRAINING SUMMARY
+[19:15:46] ============================================================
+[19:15:46]   Total steps  : 200
+[19:15:46]   Final loss   : 0.044004
+[19:15:46]   Avg last 100 : 0.070203
+[19:15:46]   Min loss     : 0.000989
+[19:15:46]   Total time   : 4:36:18
+[19:15:46]   Output       : RESULTS/102flowers/run_017
+[19:15:46] ============================================================

pixart_sigma/RAD/Eval/eval.log.rank0

@@ -0,0 +1,32 @@
+[2026-08-18 10:12:24] [RANK-0] [INFO] Loading PixArt-Sigma pipeline from RESULTS/102flowers/run_017 ...
+[2026-08-18 10:12:24] [RANK-0] [INFO]   Using dtype: torch.bfloat16 (fp16 is known to overflow/NaN on PixArt-Sigma's transformer + T5 text encoder; bf16 fixes it)
+[2026-08-18 10:12:30] [RANK-0] [INFO] Loading FID metric (torchmetrics, feature=2048) ...
+[2026-08-18 10:12:30] [RANK-0] [INFO] Loading CLIP (ViT-B/32) ...
+[2026-08-18 10:12:32] [RANK-0] [INFO] Loading LPIPS ...
+[2026-08-18 10:12:32] [RANK-0] [INFO] Loading PickScore ...
+[2026-08-18 10:12:41] [RANK-0] [INFO] Loading HPSv2 (v2.0) ...
+[2026-08-18 10:12:51] [RANK-0] [INFO] Loading HPSv2.1 (v2.1) ...
+[2026-08-18 10:12:58] [RANK-0] [INFO] Loading Aesthetic scorer ...
+[2026-08-18 10:13:02] [RANK-0] [INFO] Dataset: 12285 samples split across 4 GPUs (~48 batches/rank)
+[2026-08-18 10:13:02] [RANK-0] [INFO] Starting evaluation...
+[2026-08-18 10:13:02] [RANK-0] [INFO]   Checkpoint   : RESULTS/102flowers/run_017
+[2026-08-18 10:13:02] [RANK-0] [INFO]   Gen dtype    : torch.bfloat16
+[2026-08-18 10:13:02] [RANK-0] [INFO]   Total samples: 12285 | World size: 4
+[2026-08-18 10:13:02] [RANK-0] [INFO]   FID dim      : 2048 | Inf steps: 20 | Guidance: 5.0
+[2026-08-18 10:13:02] [RANK-0] [INFO]   Saving generated images to: ./RESULTS/102flowers/run_017/Eval/generated_images
+[2026-08-18 10:24:31] [RANK-0] [INFO] [rank 0] Batch [10/48] | CLIP 31.0719 | LPIPS 0.7375 | Pick 0.2178 | HPSv2 0.2629 | HPSv2.1 0.2478 | Aes 4.8797
+[2026-08-18 10:35:58] [RANK-0] [INFO] [rank 0] Batch [20/48] | CLIP 31.0180 | LPIPS 0.7392 | Pick 0.2178 | HPSv2 0.2629 | HPSv2.1 0.2479 | Aes 4.8775
+[2026-08-18 10:47:24] [RANK-0] [INFO] [rank 0] Batch [30/48] | CLIP 30.9805 | LPIPS 0.7390 | Pick 0.2178 | HPSv2 0.2628 | HPSv2.1 0.2480 | Aes 4.8806
+[2026-08-18 10:58:51] [RANK-0] [INFO] [rank 0] Batch [40/48] | CLIP 30.9800 | LPIPS 0.7393 | Pick 0.2178 | HPSv2 0.2627 | HPSv2.1 0.2480 | Aes 4.8791
+[2026-08-18 11:08:01] [RANK-0] [INFO] Finished feature extraction. Computing final FID...
+[2026-08-18 11:08:15] [RANK-0] [INFO] Gathering other-metric results from all ranks ...
+[2026-08-18 11:08:15] [RANK-0] [INFO] ============================================================
+[2026-08-18 11:08:15] [RANK-0] [INFO]   FID        : 37.167503
+[2026-08-18 11:08:15] [RANK-0] [INFO]   CLIP       : 31.011789
+[2026-08-18 11:08:15] [RANK-0] [INFO]   LPIPS      : 0.739759
+[2026-08-18 11:08:15] [RANK-0] [INFO]   PickScore  : 0.217717
+[2026-08-18 11:08:15] [RANK-0] [INFO]   HPSv2      : 0.262687
+[2026-08-18 11:08:15] [RANK-0] [INFO]   HPSv2.1    : 0.248237
+[2026-08-18 11:08:15] [RANK-0] [INFO]   Aesthetic  : 4.883321
+[2026-08-18 11:08:15] [RANK-0] [INFO] ============================================================
+[2026-08-18 11:08:15] [RANK-0] [INFO] Results saved to ./RESULTS/102flowers/run_017/Eval/eval_results.json

pixart_sigma/RAD/Eval/eval_results.json

@@ -0,0 +1,17 @@
+{
+    "checkpoint": "RESULTS/102flowers/run_017",
+    "gen_dtype": "torch.bfloat16",
+    "num_samples": 12285,
+    "world_size": 4,
+    "resolution": 512,
+    "fid_dim": 2048,
+    "inf_steps": 20,
+    "guidance": 5.0,
+    "FID": 37.167503356933594,
+    "CLIP": 31.011789043744404,
+    "LPIPS": 0.7397587780530254,
+    "PickScore": 0.21771696711099744,
+    "HPSv2": 0.262687118301983,
+    "HPSv2.1": 0.24823722230818626,
+    "Aesthetic": 4.88332112133503
+}

pixart_sigma/RAD/scheduler/scheduler_config.json

@@ -0,0 +1,32 @@
+{
+  "_class_name": "DPMSolverMultistepScheduler",
+  "_diffusers_version": "0.37.1",
+  "algorithm_type": "dpmsolver++",
+  "beta_end": 0.02,
+  "beta_schedule": "linear",
+  "beta_start": 0.0001,
+  "dynamic_thresholding_ratio": 0.995,
+  "euler_at_final": false,
+  "final_sigmas_type": "zero",
+  "flow_shift": 1.0,
+  "lambda_min_clipped": -Infinity,
+  "lower_order_final": true,
+  "num_train_timesteps": 1000,
+  "prediction_type": "epsilon",
+  "rescale_betas_zero_snr": false,
+  "sample_max_value": 1.0,
+  "solver_order": 2,
+  "solver_type": "midpoint",
+  "steps_offset": 0,
+  "thresholding": false,
+  "time_shift_type": "exponential",
+  "timestep_spacing": "linspace",
+  "trained_betas": null,
+  "use_beta_sigmas": false,
+  "use_dynamic_shifting": false,
+  "use_exponential_sigmas": false,
+  "use_flow_sigmas": false,
+  "use_karras_sigmas": false,
+  "use_lu_lambdas": false,
+  "variance_type": null
+}

pixart_sigma/RAD/text_encoder/config.json

@@ -0,0 +1,33 @@
+{
+  "architectures": [
+    "T5EncoderModel"
+  ],
+  "classifier_dropout": 0.0,
+  "d_ff": 10240,
+  "d_kv": 64,
+  "d_model": 4096,
+  "decoder_start_token_id": 0,
+  "dense_act_fn": "gelu_new",
+  "dropout_rate": 0.1,
+  "dtype": "bfloat16",
+  "eos_token_id": 1,
+  "feed_forward_proj": "gated-gelu",
+  "initializer_factor": 1.0,
+  "is_decoder": false,
+  "is_encoder_decoder": false,
+  "is_gated_act": true,
+  "layer_norm_epsilon": 1e-06,
+  "model_type": "t5",
+  "num_decoder_layers": 24,
+  "num_heads": 64,
+  "num_layers": 24,
+  "output_past": true,
+  "pad_token_id": 0,
+  "relative_attention_max_distance": 128,
+  "relative_attention_num_buckets": 32,
+  "scale_decoder_outputs": false,
+  "tie_word_embeddings": true,
+  "transformers_version": "5.9.0",
+  "use_cache": false,
+  "vocab_size": 32128
+}

pixart_sigma/RAD/tokenizer/tokenizer_config.json

@@ -0,0 +1,117 @@
+{
+  "backend": "tokenizers",
+  "clean_up_tokenization_spaces": true,
+  "eos_token": "</s>",
+  "extra_ids": 100,
+  "extra_special_tokens": [
+    "<extra_id_0>",
+    "<extra_id_1>",
+    "<extra_id_2>",
+    "<extra_id_3>",
+    "<extra_id_4>",
+    "<extra_id_5>",
+    "<extra_id_6>",
+    "<extra_id_7>",
+    "<extra_id_8>",
+    "<extra_id_9>",
+    "<extra_id_10>",
+    "<extra_id_11>",
+    "<extra_id_12>",
+    "<extra_id_13>",
+    "<extra_id_14>",
+    "<extra_id_15>",
+    "<extra_id_16>",
+    "<extra_id_17>",
+    "<extra_id_18>",
+    "<extra_id_19>",
+    "<extra_id_20>",
+    "<extra_id_21>",
+    "<extra_id_22>",
+    "<extra_id_23>",
+    "<extra_id_24>",
+    "<extra_id_25>",
+    "<extra_id_26>",
+    "<extra_id_27>",
+    "<extra_id_28>",
+    "<extra_id_29>",
+    "<extra_id_30>",
+    "<extra_id_31>",
+    "<extra_id_32>",
+    "<extra_id_33>",
+    "<extra_id_34>",
+    "<extra_id_35>",
+    "<extra_id_36>",
+    "<extra_id_37>",
+    "<extra_id_38>",
+    "<extra_id_39>",
+    "<extra_id_40>",
+    "<extra_id_41>",
+    "<extra_id_42>",
+    "<extra_id_43>",
+    "<extra_id_44>",
+    "<extra_id_45>",
+    "<extra_id_46>",
+    "<extra_id_47>",
+    "<extra_id_48>",
+    "<extra_id_49>",
+    "<extra_id_50>",
+    "<extra_id_51>",
+    "<extra_id_52>",
+    "<extra_id_53>",
+    "<extra_id_54>",
+    "<extra_id_55>",
+    "<extra_id_56>",
+    "<extra_id_57>",
+    "<extra_id_58>",
+    "<extra_id_59>",
+    "<extra_id_60>",
+    "<extra_id_61>",
+    "<extra_id_62>",
+    "<extra_id_63>",
+    "<extra_id_64>",
+    "<extra_id_65>",
+    "<extra_id_66>",
+    "<extra_id_67>",
+    "<extra_id_68>",
+    "<extra_id_69>",
+    "<extra_id_70>",
+    "<extra_id_71>",
+    "<extra_id_72>",
+    "<extra_id_73>",
+    "<extra_id_74>",
+    "<extra_id_75>",
+    "<extra_id_76>",
+    "<extra_id_77>",
+    "<extra_id_78>",
+    "<extra_id_79>",
+    "<extra_id_80>",
+    "<extra_id_81>",
+    "<extra_id_82>",
+    "<extra_id_83>",
+    "<extra_id_84>",
+    "<extra_id_85>",
+    "<extra_id_86>",
+    "<extra_id_87>",
+    "<extra_id_88>",
+    "<extra_id_89>",
+    "<extra_id_90>",
+    "<extra_id_91>",
+    "<extra_id_92>",
+    "<extra_id_93>",
+    "<extra_id_94>",
+    "<extra_id_95>",
+    "<extra_id_96>",
+    "<extra_id_97>",
+    "<extra_id_98>",
+    "<extra_id_99>"
+  ],
+  "is_local": false,
+  "local_files_only": false,
+  "model_max_length": 512,
+  "pad_token": "<pad>",
+  "sp_model_kwargs": {},
+  "tokenizer_class": "T5Tokenizer",
+  "unk_id": 2,
+  "unk_token": "<unk>",
+  "use_fast": false
+}

pixart_sigma/RAD/transformer/config.json

@@ -0,0 +1,30 @@
+{
+  "_class_name": "PixArtTransformer2DModel",
+  "_diffusers_version": "0.37.1",
+  "_name_or_path": "PixArt-alpha/PixArt-Sigma-XL-2-512-MS",
+  "activation_fn": "gelu-approximate",
+  "attention_bias": true,
+  "attention_head_dim": 72,
+  "attention_type": "default",
+  "caption_channels": 4096,
+  "cross_attention_dim": 1152,
+  "double_self_attention": false,
+  "dropout": 0.0,
+  "in_channels": 4,
+  "interpolation_scale": 1,
+  "norm_elementwise_affine": false,
+  "norm_eps": 1e-06,
+  "norm_num_groups": 32,
+  "norm_type": "ada_norm_single",
+  "num_attention_heads": 16,
+  "num_embeds_ada_norm": 1000,
+  "num_layers": 28,
+  "num_vector_embeds": null,
+  "only_cross_attention": false,
+  "out_channels": 8,
+  "patch_size": 2,
+  "sample_size": 64,
+  "upcast_attention": false,
+  "use_additional_conditions": null,
+  "use_linear_projection": false
+}

pixart_sigma/RAD/vae/config.json

@@ -0,0 +1,38 @@
+{
+  "_class_name": "AutoencoderKL",
+  "_diffusers_version": "0.37.1",
+  "_name_or_path": "PixArt-alpha/pixart_sigma_sdxlvae_T5_diffusers",
+  "act_fn": "silu",
+  "block_out_channels": [
+    128,
+    256,
+    512,
+    512
+  ],
+  "down_block_types": [
+    "DownEncoderBlock2D",
+    "DownEncoderBlock2D",
+    "DownEncoderBlock2D",
+    "DownEncoderBlock2D"
+  ],
+  "force_upcast": false,
+  "in_channels": 3,
+  "latent_channels": 4,
+  "latents_mean": null,
+  "latents_std": null,
+  "layers_per_block": 2,
+  "mid_block_add_attention": true,
+  "norm_num_groups": 32,
+  "out_channels": 3,
+  "sample_size": 512,
+  "scaling_factor": 0.13025,
+  "shift_factor": null,
+  "up_block_types": [
+    "UpDecoderBlock2D",
+    "UpDecoderBlock2D",
+    "UpDecoderBlock2D",
+    "UpDecoderBlock2D"
+  ],
+  "use_post_quant_conv": true,
+  "use_quant_conv": true
+}