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+++ b/coco/pixart_alpha/run_008/validation/collage_step_0004000.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/coco/pixart_alpha/run_008/validation/collage_step_0005000.png b/coco/pixart_alpha/run_008/validation/collage_step_0005000.png
new file mode 100644
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--- /dev/null
+++ b/coco/pixart_alpha/run_008/validation/collage_step_0005000.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 5246046
diff --git a/coco/pixart_sigma/Baseline/model_index.json b/coco/pixart_sigma/Baseline/model_index.json
new file mode 100644
index 0000000000000000000000000000000000000000..9a363c5d6b143226f11aae60badddcee0fb1b148
--- /dev/null
+++ b/coco/pixart_sigma/Baseline/model_index.json
@@ -0,0 +1,24 @@
+{
+  "_class_name": "PixArtAlphaPipeline",
+  "_diffusers_version": "0.37.1",
+  "scheduler": [
+    "diffusers",
+    "DPMSolverMultistepScheduler"
+  ],
+  "text_encoder": [
+    "transformers",
+    "T5EncoderModel"
+  ],
+  "tokenizer": [
+    "transformers",
+    "T5Tokenizer"
+  ],
+  "transformer": [
+    "diffusers",
+    "PixArtTransformer2DModel"
+  ],
+  "vae": [
+    "diffusers",
+    "AutoencoderKL"
+  ]
+}
diff --git a/coco/pixart_sigma/Baseline/training.log b/coco/pixart_sigma/Baseline/training.log
new file mode 100644
index 0000000000000000000000000000000000000000..9497c02700daee3e9c0adffdbb3905220f4a7645
--- /dev/null
+++ b/coco/pixart_sigma/Baseline/training.log
@@ -0,0 +1,266 @@
+Training started: 2026-08-03 17:58:51
+==========================================================================================
+    Step | Epoch |       Loss |     Avg100 |           LR |    Elapsed |        ETA
+------------------------------------------------------------------------------------------
+[17:58:51] Run directory: RESULTS/coco/run_005
+[17:58:51] Loading PixArt-Alpha components ...
+[17:58:59]   Transformer params: 610,856,096 total, 610,856,096 trainable
+[17:58:59] Building dataset ...
+[17:59:00] 
+[17:59:00] ================================================================
+[17:59:00]   Model              = PixArt-alpha/PixArt-XL-2-512x512
+[17:59:00]   Output dir         = RESULTS/coco/run_005
+[17:59:00]   Num examples       = 591435
+[17:59:00]   Num epochs         = 1
+[17:59:00]   Batch/device       = 8
+[17:59:00]   Grad accum         = 1
+[17:59:00]   Effective BS       = 8
+[17:59:00]   Total optim steps  = 10000
+[17:59:00]   LR                 = 1e-06
+[17:59:00]   Precision          = bf16
+[17:59:00]   Resolution         = 512x512
+[17:59:00]   Max seq length     = 120
+[17:59:00] ================================================================
+[17:59:00] 
+      50 |     0 |   0.089559 |   0.089559 |     1.00e-06 |    0:01:03 |    3:30:59
+     100 |     0 |   0.154707 |   0.122133 |     1.00e-06 |    0:01:57 |    3:13:33
+     150 |     0 |   0.056257 |   0.100174 |     1.00e-06 |    0:02:51 |    3:07:11
+     200 |     0 |   0.087639 |   0.097041 |     1.00e-06 |    0:03:44 |    3:03:35
+     250 |     0 |   0.218103 |   0.121253 |     1.00e-06 |    0:04:38 |    3:01:04
+     300 |     0 |   0.121291 |   0.121259 |     1.00e-06 |    0:05:32 |    2:59:05
+     350 |     0 |   0.111495 |   0.119864 |     1.00e-06 |    0:06:26 |    2:57:25
+     400 |     0 |   0.117956 |   0.119626 |     1.00e-06 |    0:07:19 |    2:55:56
+     450 |     0 |   0.078544 |   0.115061 |     1.00e-06 |    0:08:13 |    2:54:36
+     500 |     0 |   0.141349 |   0.117690 |     1.00e-06 |    0:09:07 |    2:53:21
+     550 |     0 |   0.375916 |   0.141165 |     1.00e-06 |    0:10:01 |    2:52:09
+     600 |     0 |   0.175819 |   0.144053 |     1.00e-06 |    0:10:54 |    2:51:01
+     650 |     0 |   0.117693 |   0.142025 |     1.00e-06 |    0:11:48 |    2:49:55
+     700 |     0 |   0.232341 |   0.148476 |     1.00e-06 |    0:12:42 |    2:48:51
+     750 |     0 |   0.026337 |   0.140334 |     1.00e-06 |    0:13:36 |    2:47:49
+     800 |     0 |   0.038091 |   0.133944 |     1.00e-06 |    0:14:30 |    2:46:47
+     850 |     0 |   0.193138 |   0.137426 |     1.00e-06 |    0:15:24 |    2:45:46
+     900 |     0 |   0.248412 |   0.143592 |     1.00e-06 |    0:16:17 |    2:44:46
+     950 |     0 |   0.096031 |   0.141088 |     1.00e-06 |    0:17:11 |    2:43:46
+    1000 |     0 |   0.259501 |   0.147009 |     1.00e-06 |    0:18:05 |    2:42:47
+[18:16:57] Generating 16 validation images ...
+[18:17:15] Validation step 1000: 16 images -> RESULTS/coco/run_005/validation/collage_step_0001000.png
+    1050 |     0 |   0.182726 |   0.148710 |     1.00e-06 |    0:19:17 |    2:44:29
+    1100 |     0 |   0.140020 |   0.148315 |     1.00e-06 |    0:20:11 |    2:43:23
+    1150 |     0 |   0.278329 |   0.153968 |     1.00e-06 |    0:21:05 |    2:42:17
+    1200 |     0 |   0.142034 |   0.153470 |     1.00e-06 |    0:21:59 |    2:41:13
+    1250 |     0 |   0.044794 |   0.149123 |     1.00e-06 |    0:22:52 |    2:40:10
+    1300 |     0 |   0.300674 |   0.154952 |     1.00e-06 |    0:23:46 |    2:39:07
+    1350 |     0 |   0.054448 |   0.151230 |     1.00e-06 |    0:24:40 |    2:38:05
+    1400 |     0 |   0.040386 |   0.147271 |     1.00e-06 |    0:25:34 |    2:37:03
+    1450 |     0 |   0.040865 |   0.143602 |     1.00e-06 |    0:26:27 |    2:36:03
+    1500 |     0 |   0.055685 |   0.140671 |     1.00e-06 |    0:27:21 |    2:35:02
+    1550 |     0 |   0.182321 |   0.142015 |     1.00e-06 |    0:28:15 |    2:34:02
+    1600 |     0 |   0.090972 |   0.140420 |     1.00e-06 |    0:29:09 |    2:33:02
+    1650 |     0 |   0.040926 |   0.137405 |     1.00e-06 |    0:30:02 |    2:32:03
+    1700 |     0 |   0.221188 |   0.139869 |     1.00e-06 |    0:30:56 |    2:31:04
+    1750 |     0 |   0.052439 |   0.137371 |     1.00e-06 |    0:31:50 |    2:30:06
+    1800 |     0 |   0.146800 |   0.137633 |     1.00e-06 |    0:32:44 |    2:29:07
+    1850 |     0 |   0.101645 |   0.136660 |     1.00e-06 |    0:33:37 |    2:28:09
+    1900 |     0 |   0.133195 |   0.136569 |     1.00e-06 |    0:34:31 |    2:27:11
+    1950 |     0 |   0.179532 |   0.137671 |     1.00e-06 |    0:35:25 |    2:26:13
+    2000 |     0 |   0.256622 |   0.140644 |     1.00e-06 |    0:36:19 |    2:25:16
+[18:35:21]   Saved checkpoint -> RESULTS/coco/run_005/checkpoint-2000
+[18:35:22] Generating 16 validation images ...
+[18:35:40] Validation step 2000: 16 images -> RESULTS/coco/run_005/validation/collage_step_0002000.png
+    2050 |     0 |   0.400797 |   0.146990 |     1.00e-06 |    0:37:43 |    2:26:17
+    2100 |     0 |   0.090047 |   0.145634 |     1.00e-06 |    0:38:37 |    2:25:16
+    2150 |     0 |   0.115735 |   0.144939 |     1.00e-06 |    0:39:30 |    2:24:16
+    2200 |     0 |   0.140059 |   0.144828 |     1.00e-06 |    0:40:24 |    2:23:16
+    2250 |     0 |   0.048411 |   0.142685 |     1.00e-06 |    0:41:18 |    2:22:16
+    2300 |     0 |   0.060146 |   0.140891 |     1.00e-06 |    0:42:12 |    2:21:17
+    2350 |     0 |   0.229118 |   0.142768 |     1.00e-06 |    0:43:06 |    2:20:18
+    2400 |     0 |   0.087021 |   0.141606 |     1.00e-06 |    0:43:59 |    2:19:19
+    2450 |     0 |   0.187626 |   0.142546 |     1.00e-06 |    0:44:53 |    2:18:20
+    2500 |     0 |   0.058832 |   0.140871 |     1.00e-06 |    0:45:47 |    2:17:22
+    2550 |     0 |   0.122300 |   0.140507 |     1.00e-06 |    0:46:41 |    2:16:24
+    2600 |     0 |   0.123064 |   0.140172 |     1.00e-06 |    0:47:35 |    2:15:26
+    2650 |     0 |   0.104239 |   0.139494 |     1.00e-06 |    0:48:28 |    2:14:28
+    2700 |     0 |   0.098577 |   0.138736 |     1.00e-06 |    0:49:22 |    2:13:30
+    2750 |     0 |   0.073671 |   0.137553 |     1.00e-06 |    0:50:16 |    2:12:32
+    2800 |     0 |   0.202217 |   0.138708 |     1.00e-06 |    0:51:10 |    2:11:35
+    2850 |     0 |   0.104767 |   0.138112 |     1.00e-06 |    0:52:04 |    2:10:37
+    2900 |     0 |   0.087040 |   0.137232 |     1.00e-06 |    0:52:57 |    2:09:40
+    2950 |     0 |   0.207129 |   0.138416 |     1.00e-06 |    0:53:51 |    2:08:43
+    3000 |     0 |   0.187402 |   0.139233 |     1.00e-06 |    0:54:45 |    2:07:46
+[18:53:37] Generating 16 validation images ...
+[18:53:55] Validation step 3000: 16 images -> RESULTS/coco/run_005/validation/collage_step_0003000.png
+    3050 |     0 |   0.080902 |   0.138277 |     1.00e-06 |    0:55:58 |    2:07:32
+    3100 |     0 |   0.105320 |   0.137745 |     1.00e-06 |    0:56:52 |    2:06:34
+    3150 |     0 |   0.067676 |   0.136633 |     1.00e-06 |    0:57:46 |    2:05:37
+    3200 |     0 |   0.081319 |   0.135769 |     1.00e-06 |    0:58:39 |    2:04:39
+    3250 |     0 |   0.094666 |   0.135136 |     1.00e-06 |    0:59:33 |    2:03:42
+    3300 |     0 |   0.214383 |   0.136337 |     1.00e-06 |    1:00:27 |    2:02:44
+    3350 |     0 |   0.225892 |   0.137674 |     1.00e-06 |    1:01:21 |    2:01:47
+    3400 |     0 |   0.182921 |   0.138339 |     1.00e-06 |    1:02:15 |    2:00:50
+    3450 |     0 |   0.133736 |   0.138272 |     1.00e-06 |    1:03:08 |    1:59:53
+    3500 |     0 |   0.044790 |   0.136937 |     1.00e-06 |    1:04:02 |    1:58:56
+    3550 |     0 |   0.161024 |   0.137276 |     1.00e-06 |    1:04:56 |    1:57:59
+    3600 |     0 |   0.231030 |   0.138578 |     1.00e-06 |    1:05:50 |    1:57:02
+    3650 |     0 |   0.228568 |   0.139811 |     1.00e-06 |    1:06:43 |    1:56:05
+    3700 |     0 |   0.038546 |   0.138443 |     1.00e-06 |    1:07:37 |    1:55:09
+    3750 |     0 |   0.086804 |   0.137754 |     1.00e-06 |    1:08:31 |    1:54:12
+    3800 |     0 |   0.141202 |   0.137799 |     1.00e-06 |    1:09:25 |    1:53:15
+    3850 |     0 |   0.053965 |   0.136711 |     1.00e-06 |    1:10:18 |    1:52:19
+    3900 |     0 |   0.082526 |   0.136016 |     1.00e-06 |    1:11:12 |    1:51:22
+    3950 |     0 |   0.151392 |   0.136211 |     1.00e-06 |    1:12:06 |    1:50:26
+    4000 |     0 |   0.148771 |   0.136368 |     1.00e-06 |    1:13:00 |    1:49:30
+[19:12:04]   Saved checkpoint -> RESULTS/coco/run_005/checkpoint-4000
+[19:12:05] Generating 16 validation images ...
+[19:12:22] Validation step 4000: 16 images -> RESULTS/coco/run_005/validation/collage_step_0004000.png
+    4050 |     0 |   0.112508 |   0.136073 |     1.00e-06 |    1:14:25 |    1:49:20
+    4100 |     0 |   0.131542 |   0.136018 |     1.00e-06 |    1:15:19 |    1:48:23
+    4150 |     0 |   0.194807 |   0.136726 |     1.00e-06 |    1:16:13 |    1:47:26
+    4200 |     0 |   0.152413 |   0.136913 |     1.00e-06 |    1:17:06 |    1:46:29
+    4250 |     0 |   0.063214 |   0.136046 |     1.00e-06 |    1:18:00 |    1:45:32
+    4300 |     0 |   0.180926 |   0.136568 |     1.00e-06 |    1:18:54 |    1:44:35
+    4350 |     0 |   0.009343 |   0.135105 |     1.00e-06 |    1:19:48 |    1:43:39
+    4400 |     0 |   0.174861 |   0.135557 |     1.00e-06 |    1:20:42 |    1:42:42
+    4450 |     0 |   0.093425 |   0.135084 |     1.00e-06 |    1:21:35 |    1:41:45
+    4500 |     0 |   0.361578 |   0.137600 |     1.00e-06 |    1:22:29 |    1:40:49
+    4550 |     0 |   0.273523 |   0.139094 |     1.00e-06 |    1:23:23 |    1:39:53
+    4600 |     0 |   0.184733 |   0.139590 |     1.00e-06 |    1:24:17 |    1:38:56
+    4650 |     0 |   0.156053 |   0.139767 |     1.00e-06 |    1:25:10 |    1:38:00
+    4700 |     0 |   0.186808 |   0.140267 |     1.00e-06 |    1:26:04 |    1:37:03
+    4750 |     0 |   0.115944 |   0.140011 |     1.00e-06 |    1:26:58 |    1:36:07
+    4800 |     0 |   0.247457 |   0.141131 |     1.00e-06 |    1:27:52 |    1:35:11
+    4850 |     0 |   0.157451 |   0.141299 |     1.00e-06 |    1:28:45 |    1:34:15
+    4900 |     0 |   0.098605 |   0.140863 |     1.00e-06 |    1:29:39 |    1:33:19
+    4950 |     0 |   0.217972 |   0.141642 |     1.00e-06 |    1:30:33 |    1:32:23
+    5000 |     0 |   0.024560 |   0.140471 |     1.00e-06 |    1:31:27 |    1:31:27
+[19:30:19] Generating 16 validation images ...
+[19:30:37] Validation step 5000: 16 images -> RESULTS/coco/run_005/validation/collage_step_0005000.png
+    5050 |     0 |   0.089738 |   0.140473 |     1.00e-06 |    1:32:40 |    1:30:50
+    5100 |     0 |   0.322659 |   0.142153 |     1.00e-06 |    1:33:34 |    1:29:53
+    5150 |     0 |   0.171706 |   0.143307 |     1.00e-06 |    1:34:27 |    1:28:57
+    5200 |     0 |   0.189043 |   0.144321 |     1.00e-06 |    1:35:21 |    1:28:01
+    5250 |     0 |   0.015005 |   0.142290 |     1.00e-06 |    1:36:15 |    1:27:05
+    5300 |     0 |   0.063455 |   0.141712 |     1.00e-06 |    1:37:09 |    1:26:09
+    5350 |     0 |   0.059619 |   0.141193 |     1.00e-06 |    1:38:02 |    1:25:13
+    5400 |     0 |   0.305853 |   0.143072 |     1.00e-06 |    1:38:56 |    1:24:17
+    5450 |     0 |   0.067856 |   0.142965 |     1.00e-06 |    1:39:50 |    1:23:21
+    5500 |     0 |   0.140016 |   0.142952 |     1.00e-06 |    1:40:44 |    1:22:25
+    5550 |     0 |   0.104273 |   0.140235 |     1.00e-06 |    1:41:38 |    1:21:29
+    5600 |     0 |   0.135404 |   0.139831 |     1.00e-06 |    1:42:32 |    1:20:34
+    5650 |     0 |   0.159712 |   0.140251 |     1.00e-06 |    1:43:26 |    1:19:38
+    5700 |     0 |   0.152144 |   0.139449 |     1.00e-06 |    1:44:20 |    1:18:42
+    5750 |     0 |   0.125044 |   0.140437 |     1.00e-06 |    1:45:14 |    1:17:47
+    5800 |     0 |   0.121156 |   0.141267 |     1.00e-06 |    1:46:08 |    1:16:51
+    5850 |     0 |   0.084073 |   0.140177 |     1.00e-06 |    1:47:02 |    1:15:56
+    5900 |     0 |   0.059061 |   0.138283 |     1.00e-06 |    1:47:56 |    1:15:00
+    5950 |     0 |   0.102923 |   0.138352 |     1.00e-06 |    1:48:50 |    1:14:04
+    6000 |     0 |   0.146879 |   0.137226 |     1.00e-06 |    1:49:44 |    1:13:09
+[19:48:47]   Saved checkpoint -> RESULTS/coco/run_005/checkpoint-6000
+[19:48:48] Generating 16 validation images ...
+[19:49:05] Validation step 6000: 16 images -> RESULTS/coco/run_005/validation/collage_step_0006000.png
+    6050 |     0 |   0.384431 |   0.139243 |     1.00e-06 |    1:51:08 |    1:12:34
+    6100 |     0 |   0.089703 |   0.138740 |     1.00e-06 |    1:52:02 |    1:11:38
+    6150 |     0 |   0.145764 |   0.137414 |     1.00e-06 |    1:52:56 |    1:10:42
+    6200 |     0 |   0.078339 |   0.136777 |     1.00e-06 |    1:53:50 |    1:09:46
+    6250 |     0 |   0.204698 |   0.138376 |     1.00e-06 |    1:54:44 |    1:08:50
+    6300 |     0 |   0.078096 |   0.136150 |     1.00e-06 |    1:55:38 |    1:07:54
+    6350 |     0 |   0.037847 |   0.135984 |     1.00e-06 |    1:56:32 |    1:06:59
+    6400 |     0 |   0.277107 |   0.138351 |     1.00e-06 |    1:57:26 |    1:06:03
+    6450 |     0 |   0.101620 |   0.138959 |     1.00e-06 |    1:58:20 |    1:05:07
+    6500 |     0 |   0.126223 |   0.139664 |     1.00e-06 |    1:59:14 |    1:04:12
+    6550 |     0 |   0.051179 |   0.138353 |     1.00e-06 |    2:00:08 |    1:03:16
+    6600 |     0 |   0.203610 |   0.139479 |     1.00e-06 |    2:01:02 |    1:02:21
+    6650 |     0 |   0.168864 |   0.140759 |     1.00e-06 |    2:01:56 |    1:01:25
+    6700 |     0 |   0.143321 |   0.139980 |     1.00e-06 |    2:02:50 |    1:00:30
+    6750 |     0 |   0.074362 |   0.140199 |     1.00e-06 |    2:03:44 |    0:59:34
+    6800 |     0 |   0.178612 |   0.140517 |     1.00e-06 |    2:04:38 |    0:58:39
+    6850 |     0 |   0.111861 |   0.140620 |     1.00e-06 |    2:05:32 |    0:57:43
+    6900 |     0 |   0.292210 |   0.142210 |     1.00e-06 |    2:06:26 |    0:56:48
+    6950 |     0 |   0.195183 |   0.142366 |     1.00e-06 |    2:07:20 |    0:55:53
+    7000 |     0 |   0.081885 |   0.140619 |     1.00e-06 |    2:08:14 |    0:54:57
+[20:07:06] Generating 16 validation images ...
+[20:07:25] Validation step 7000: 16 images -> RESULTS/coco/run_005/validation/collage_step_0007000.png
+    7050 |     0 |   0.167496 |   0.138286 |     1.00e-06 |    2:09:28 |    0:54:10
+    7100 |     0 |   0.198336 |   0.139369 |     1.00e-06 |    2:10:22 |    0:53:15
+    7150 |     0 |   0.137910 |   0.139591 |     1.00e-06 |    2:11:16 |    0:52:19
+    7200 |     0 |   0.240780 |   0.140598 |     1.00e-06 |    2:12:10 |    0:51:24
+    7250 |     0 |   0.072168 |   0.140835 |     1.00e-06 |    2:13:04 |    0:50:28
+    7300 |     0 |   0.064311 |   0.140877 |     1.00e-06 |    2:13:58 |    0:49:33
+    7350 |     0 |   0.087624 |   0.139462 |     1.00e-06 |    2:14:52 |    0:48:37
+    7400 |     0 |   0.196098 |   0.140553 |     1.00e-06 |    2:15:46 |    0:47:42
+    7450 |     0 |   0.080047 |   0.139477 |     1.00e-06 |    2:16:40 |    0:46:46
+    7500 |     0 |   0.161839 |   0.140507 |     1.00e-06 |    2:17:34 |    0:45:51
+    7550 |     0 |   0.122047 |   0.140505 |     1.00e-06 |    2:18:28 |    0:44:56
+    7600 |     0 |   0.107319 |   0.140347 |     1.00e-06 |    2:19:22 |    0:44:00
+    7650 |     0 |   0.195194 |   0.141257 |     1.00e-06 |    2:20:16 |    0:43:05
+    7700 |     0 |   0.169426 |   0.141965 |     1.00e-06 |    2:21:10 |    0:42:10
+    7750 |     0 |   0.146004 |   0.142688 |     1.00e-06 |    2:22:04 |    0:41:14
+    7800 |     0 |   0.211702 |   0.142783 |     1.00e-06 |    2:22:58 |    0:40:19
+    7850 |     0 |   0.118567 |   0.142921 |     1.00e-06 |    2:23:52 |    0:39:24
+    7900 |     0 |   0.087547 |   0.142926 |     1.00e-06 |    2:24:46 |    0:38:29
+    7950 |     0 |   0.091468 |   0.141770 |     1.00e-06 |    2:25:40 |    0:37:33
+    8000 |     0 |   0.182423 |   0.141720 |     1.00e-06 |    2:26:35 |    0:36:38
+[20:25:39]   Saved checkpoint -> RESULTS/coco/run_005/checkpoint-8000
+[20:25:41] Generating 16 validation images ...
+[20:25:59] Validation step 8000: 16 images -> RESULTS/coco/run_005/validation/collage_step_0008000.png
+    8050 |     0 |   0.100022 |   0.141911 |     1.00e-06 |    2:28:02 |    0:35:51
+    8100 |     0 |   0.066318 |   0.141521 |     1.00e-06 |    2:28:56 |    0:34:56
+    8150 |     0 |   0.190044 |   0.142745 |     1.00e-06 |    2:29:50 |    0:34:00
+    8200 |     0 |   0.106996 |   0.143002 |     1.00e-06 |    2:30:44 |    0:33:05
+    8250 |     0 |   0.051241 |   0.142567 |     1.00e-06 |    2:31:38 |    0:32:09
+    8300 |     0 |   0.143150 |   0.141855 |     1.00e-06 |    2:32:32 |    0:31:14
+    8350 |     0 |   0.061823 |   0.140214 |     1.00e-06 |    2:33:26 |    0:30:19
+    8400 |     0 |   0.112489 |   0.139510 |     1.00e-06 |    2:34:20 |    0:29:23
+    8450 |     0 |   0.101608 |   0.139189 |     1.00e-06 |    2:35:14 |    0:28:28
+    8500 |     0 |   0.118349 |   0.139924 |     1.00e-06 |    2:36:08 |    0:27:33
+    8550 |     0 |   0.113671 |   0.139451 |     1.00e-06 |    2:37:02 |    0:26:37
+    8600 |     0 |   0.243938 |   0.139580 |     1.00e-06 |    2:37:56 |    0:25:42
+    8650 |     0 |   0.064002 |   0.137934 |     1.00e-06 |    2:38:50 |    0:24:47
+    8700 |     0 |   0.117538 |   0.138724 |     1.00e-06 |    2:39:44 |    0:23:52
+    8750 |     0 |   0.036360 |   0.138220 |     1.00e-06 |    2:40:38 |    0:22:56
+    8800 |     0 |   0.062649 |   0.137434 |     1.00e-06 |    2:41:32 |    0:22:01
+    8850 |     0 |   0.164568 |   0.138540 |     1.00e-06 |    2:42:26 |    0:21:06
+    8900 |     0 |   0.130495 |   0.139020 |     1.00e-06 |    2:43:20 |    0:20:11
+    8950 |     0 |   0.006460 |   0.137571 |     1.00e-06 |    2:44:14 |    0:19:16
+    9000 |     0 |   0.127744 |   0.137360 |     1.00e-06 |    2:45:08 |    0:18:20
+[20:44:00] Generating 16 validation images ...
+[20:44:18] Validation step 9000: 16 images -> RESULTS/coco/run_005/validation/collage_step_0009000.png
+    9050 |     0 |   0.249757 |   0.138733 |     1.00e-06 |    2:46:21 |    0:17:27
+    9100 |     0 |   0.109973 |   0.138517 |     1.00e-06 |    2:47:15 |    0:16:32
+    9150 |     0 |   0.075809 |   0.137327 |     1.00e-06 |    2:48:09 |    0:15:37
+    9200 |     0 |   0.277320 |   0.138576 |     1.00e-06 |    2:49:03 |    0:14:42
+    9250 |     0 |   0.144130 |   0.139385 |     1.00e-06 |    2:49:57 |    0:13:46
+    9300 |     0 |   0.231112 |   0.139887 |     1.00e-06 |    2:50:51 |    0:12:51
+    9350 |     0 |   0.154377 |   0.141338 |     1.00e-06 |    2:51:45 |    0:11:56
+    9400 |     0 |   0.148964 |   0.141079 |     1.00e-06 |    2:52:39 |    0:11:01
+    9450 |     0 |   0.050282 |   0.140647 |     1.00e-06 |    2:53:33 |    0:10:06
+    9500 |     0 |   0.030481 |   0.137336 |     1.00e-06 |    2:54:27 |    0:09:10
+    9550 |     0 |   0.014885 |   0.134750 |     1.00e-06 |    2:55:21 |    0:08:15
+    9600 |     0 |   0.133959 |   0.134242 |     1.00e-06 |    2:56:15 |    0:07:20
+    9650 |     0 |   0.131405 |   0.133996 |     1.00e-06 |    2:57:09 |    0:06:25
+    9700 |     0 |   0.183190 |   0.133959 |     1.00e-06 |    2:58:03 |    0:05:30
+    9750 |     0 |   0.095414 |   0.133754 |     1.00e-06 |    2:58:58 |    0:04:35
+    9800 |     0 |   0.118401 |   0.132464 |     1.00e-06 |    2:59:52 |    0:03:40
+    9850 |     0 |   0.099109 |   0.131880 |     1.00e-06 |    3:00:46 |    0:02:45
+    9900 |     0 |   0.062541 |   0.131519 |     1.00e-06 |    3:01:40 |    0:01:50
+    9950 |     0 |   0.086173 |   0.130201 |     1.00e-06 |    3:02:34 |    0:00:55
+   10000 |     0 |   0.177551 |   0.131731 |     1.00e-06 |    3:03:28 |    0:00:00
+[21:02:32]   Saved checkpoint -> RESULTS/coco/run_005/checkpoint-10000
+[21:02:34] Generating 16 validation images ...
+[21:02:52] Validation step 10000: 16 images -> RESULTS/coco/run_005/validation/collage_step_0010000.png
+[21:02:52] --- Epoch 0 | Steps: 10000 | Avg Loss: 0.130569 ---
+[21:02:52] Saving final model ...
+[21:03:10]   Pipeline saved -> RESULTS/coco/run_005
+[21:03:10] Generating final validation collage ...
+[21:03:10] Generating 16 validation images ...
+[21:03:28] Validation step 10000: 16 images -> RESULTS/coco/run_005/validation/collage_step_0010000.png
+[21:03:29] 
+[21:03:29] ============================================================
+[21:03:29]   TRAINING SUMMARY
+[21:03:29] ============================================================
+[21:03:29]   Total steps  : 200
+[21:03:29]   Final loss   : 0.177551
+[21:03:29]   Avg last 100 : 0.131731
+[21:03:29]   Min loss     : 0.006460
+[21:03:29]   Total time   : 3:04:37
+[21:03:29]   Output       : RESULTS/coco/run_005
+[21:03:29] ============================================================
diff --git a/coco/pixart_sigma/Baseline/training_args.json b/coco/pixart_sigma/Baseline/training_args.json
new file mode 100644
index 0000000000000000000000000000000000000000..173d6bf7d671da1889e9a5a70bdfe4195d9ebbc1
--- /dev/null
+++ b/coco/pixart_sigma/Baseline/training_args.json
@@ -0,0 +1,39 @@
+{
+  "pretrained_model_name_or_path": "PixArt-alpha/PixArt-XL-2-512x512",
+  "revision": null,
+  "cache_dir": null,
+  "data_dir": "../data/coco",
+  "caption_file_train": "caption_train.json",
+  "caption_file_val": "caption_val.json",
+  "images_dir": "images",
+  "max_captions_per_image": 5,
+  "proportion_empty_prompts": 0.1,
+  "results_root": "RESULTS",
+  "seed": 42,
+  "resolution": 512,
+  "train_batch_size": 8,
+  "max_train_steps": 10000,
+  "num_train_epochs": 1,
+  "gradient_accumulation_steps": 1,
+  "gradient_checkpointing": false,
+  "learning_rate": 1e-06,
+  "scale_lr": false,
+  "lr_scheduler": "constant",
+  "lr_warmup_steps": 500,
+  "lr_num_cycles": 1,
+  "adam_beta1": 0.9,
+  "adam_beta2": 0.999,
+  "adam_weight_decay": 0.01,
+  "adam_epsilon": 1e-08,
+  "max_grad_norm": 1.0,
+  "mixed_precision": "bf16",
+  "checkpointing_steps": 2000,
+  "checkpoints_total_limit": 3,
+  "resume_from_checkpoint": null,
+  "validation_steps": 1000,
+  "validation_prompts_file": null,
+  "log_every_n_steps": 50,
+  "max_sequence_length": 120,
+  "dataloader_num_workers": 4,
+  "output_dir": "RESULTS/coco/run_005"
+}
\ No newline at end of file
diff --git a/coco/pixart_sigma/Baseline/training_summary.json b/coco/pixart_sigma/Baseline/training_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..ed476478c2b39e63e408b00c2d00910de97d90dd
--- /dev/null
+++ b/coco/pixart_sigma/Baseline/training_summary.json
@@ -0,0 +1,7 @@
+{
+  "total_steps": 200,
+  "final_loss": 0.1775505095720291,
+  "avg_last_100": 0.13173134223092348,
+  "min_loss": 0.00646010460332036,
+  "total_time": "3:04:37"
+}
\ No newline at end of file
diff --git a/coco/sana 0.6/RAD/Eval/eval.log.rank0 b/coco/sana 0.6/RAD/Eval/eval.log.rank0
new file mode 100644
index 0000000000000000000000000000000000000000..245a2c665df042d946d34f9b9868f1c17805cd54
--- /dev/null
+++ b/coco/sana 0.6/RAD/Eval/eval.log.rank0	
@@ -0,0 +1,33 @@
+[2026-07-30 15:41:43] [RANK-0] [INFO] Loading Sana pipeline from RESULTS/coco/run_002 ...
+[2026-07-30 15:41:50] [RANK-0] [INFO] Loading FID metric (torchmetrics, feature=2048) ...
+[2026-07-30 15:41:50] [RANK-0] [INFO] Loading CLIP (ViT-B/32) ...
+[2026-07-30 15:41:51] [RANK-0] [INFO] Loading LPIPS ...
+[2026-07-30 15:41:52] [RANK-0] [INFO] Loading PickScore ...
+[2026-07-30 15:41:59] [RANK-0] [INFO] Loading HPSv2 (v2.0) ...
+[2026-07-30 15:42:08] [RANK-0] [INFO] Loading HPSv2.1 (v2.1) ...
+[2026-07-30 15:42:16] [RANK-0] [INFO] Loading Aesthetic scorer ...
+[2026-07-30 15:42:19] [RANK-0] [INFO] Dataset: 5000 samples split across 4 GPUs (~79 batches/rank)
+[2026-07-30 15:42:19] [RANK-0] [INFO] Starting evaluation...
+[2026-07-30 15:42:19] [RANK-0] [INFO]   Checkpoint   : RESULTS/coco/run_002
+[2026-07-30 15:42:19] [RANK-0] [INFO]   Total samples: 5000 | World size: 4
+[2026-07-30 15:42:19] [RANK-0] [INFO]   FID dim      : 2048 | Inf steps: 20 | Guidance: 5.0
+[2026-07-30 15:42:19] [RANK-0] [INFO]   Saving generated images to: ./RESULTS/coco/run_002/Eval/generated_images
+[2026-07-30 15:44:16] [RANK-0] [INFO] [rank 0] Batch [10/79] | CLIP 31.0658 | LPIPS 0.7265 | Pick 0.2206 | HPSv2 0.2832 | HPSv2.1 0.2744 | Aes 5.2583
+[2026-07-30 15:46:09] [RANK-0] [INFO] [rank 0] Batch [20/79] | CLIP 31.0566 | LPIPS 0.7306 | Pick 0.2198 | HPSv2 0.2846 | HPSv2.1 0.2768 | Aes 5.2529
+[2026-07-30 15:48:05] [RANK-0] [INFO] [rank 0] Batch [30/79] | CLIP 31.2313 | LPIPS 0.7308 | Pick 0.2208 | HPSv2 0.2869 | HPSv2.1 0.2818 | Aes 5.2686
+[2026-07-30 15:50:01] [RANK-0] [INFO] [rank 0] Batch [40/79] | CLIP 31.2910 | LPIPS 0.7343 | Pick 0.2216 | HPSv2 0.2877 | HPSv2.1 0.2833 | Aes 5.2824
+[2026-07-30 15:51:58] [RANK-0] [INFO] [rank 0] Batch [50/79] | CLIP 31.2931 | LPIPS 0.7349 | Pick 0.2217 | HPSv2 0.2875 | HPSv2.1 0.2838 | Aes 5.2931
+[2026-07-30 15:53:57] [RANK-0] [INFO] [rank 0] Batch [60/79] | CLIP 31.3342 | LPIPS 0.7373 | Pick 0.2216 | HPSv2 0.2869 | HPSv2.1 0.2828 | Aes 5.2902
+[2026-07-30 15:55:54] [RANK-0] [INFO] [rank 0] Batch [70/79] | CLIP 31.3079 | LPIPS 0.7398 | Pick 0.2214 | HPSv2 0.2866 | HPSv2.1 0.2823 | Aes 5.2738
+[2026-07-30 15:57:32] [RANK-0] [INFO] Finished feature extraction. Computing final FID...
+[2026-07-30 15:57:34] [RANK-0] [INFO] Gathering other-metric results from all ranks ...
+[2026-07-30 15:57:34] [RANK-0] [INFO] ============================================================
+[2026-07-30 15:57:34] [RANK-0] [INFO]   FID        : 29.311533
+[2026-07-30 15:57:34] [RANK-0] [INFO]   CLIP       : 31.347325
+[2026-07-30 15:57:34] [RANK-0] [INFO]   LPIPS      : 0.741756
+[2026-07-30 15:57:34] [RANK-0] [INFO]   PickScore  : 0.221910
+[2026-07-30 15:57:34] [RANK-0] [INFO]   HPSv2      : 0.286905
+[2026-07-30 15:57:34] [RANK-0] [INFO]   HPSv2.1    : 0.282559
+[2026-07-30 15:57:34] [RANK-0] [INFO]   Aesthetic  : 5.280471
+[2026-07-30 15:57:34] [RANK-0] [INFO] ============================================================
+[2026-07-30 15:57:34] [RANK-0] [INFO] Results saved to ./RESULTS/coco/run_002/Eval/eval_results.json
diff --git a/coco/sana 0.6/RAD/Eval/eval.log.rank1 b/coco/sana 0.6/RAD/Eval/eval.log.rank1
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/coco/sana 0.6/RAD/Eval/eval.log.rank2 b/coco/sana 0.6/RAD/Eval/eval.log.rank2
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/coco/sana 0.6/RAD/Eval/eval.log.rank3 b/coco/sana 0.6/RAD/Eval/eval.log.rank3
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/coco/sana 0.6/RAD/Eval/eval_results.json b/coco/sana 0.6/RAD/Eval/eval_results.json
new file mode 100644
index 0000000000000000000000000000000000000000..3b518c1d4cfb36a3a6f1f6cfc5620b4f8767bd47
--- /dev/null
+++ b/coco/sana 0.6/RAD/Eval/eval_results.json	
@@ -0,0 +1,16 @@
+{
+    "checkpoint": "RESULTS/coco/run_002",
+    "num_samples": 5000,
+    "world_size": 4,
+    "resolution": 512,
+    "fid_dim": 2048,
+    "inf_steps": 20,
+    "guidance": 5.0,
+    "FID": 29.311532974243164,
+    "CLIP": 31.347325321617006,
+    "LPIPS": 0.7417558644768558,
+    "PickScore": 0.2219100591131262,
+    "HPSv2": 0.286905493118647,
+    "HPSv2.1": 0.28255854838504163,
+    "Aesthetic": 5.280470507054389
+}
\ No newline at end of file
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+    "rope_theta": 10000.0,
+    "rope_type": "default"
+  },
+  "sliding_window": 4096,
+  "tie_word_embeddings": true,
+  "transformers_version": "5.9.0",
+  "use_bidirectional_attention": null,
+  "use_cache": true,
+  "vocab_size": 256000
+}
diff --git a/coco/sana 0.6/RAD/tokenizer/chat_template.jinja b/coco/sana 0.6/RAD/tokenizer/chat_template.jinja
new file mode 100644
index 0000000000000000000000000000000000000000..923ec253c8dbefbb41cf084db7251df41d000f6d
--- /dev/null
+++ b/coco/sana 0.6/RAD/tokenizer/chat_template.jinja	
@@ -0,0 +1,4 @@
+{{ bos_token }}{% if messages[0]['role'] == 'system' %}{{ raise_exception('System role not supported') }}{% endif %}{% for message in messages %}{% if (message['role'] == 'user') != (loop.index0 % 2 == 0) %}{{ raise_exception('Conversation roles must alternate user/assistant/user/assistant/...') }}{% endif %}{% if (message['role'] == 'assistant') %}{% set role = 'model' %}{% else %}{% set role = message['role'] %}{% endif %}{{ '<start_of_turn>' + role + '
+' + message['content'] | trim + '<end_of_turn>
+' }}{% endfor %}{% if add_generation_prompt %}{{'<start_of_turn>model
+'}}{% endif %}
\ No newline at end of file
diff --git a/coco/sana 0.6/RAD/tokenizer/tokenizer_config.json b/coco/sana 0.6/RAD/tokenizer/tokenizer_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..5b4cda396aa4050a6cb92d7a4c0297031eb80e6d
--- /dev/null
+++ b/coco/sana 0.6/RAD/tokenizer/tokenizer_config.json	
@@ -0,0 +1,20 @@
+{
+  "backend": "tokenizers",
+  "bos_token": "<bos>",
+  "clean_up_tokenization_spaces": false,
+  "eos_token": "<eos>",
+  "extra_special_tokens": [
+    "<start_of_turn>",
+    "<end_of_turn>"
+  ],
+  "is_local": false,
+  "local_files_only": false,
+  "mask_token": "<mask>",
+  "model_max_length": 1000000000000000019884624838656,
+  "pad_token": "<pad>",
+  "sp_model_kwargs": {},
+  "spaces_between_special_tokens": false,
+  "tokenizer_class": "GemmaTokenizer",
+  "unk_token": "<unk>",
+  "use_default_system_prompt": false
+}
diff --git a/coco/sana 0.6/RAD/transformer/config.json b/coco/sana 0.6/RAD/transformer/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..b7814ea94be1ebd23ec7b5fd14517ffd32bac574
--- /dev/null
+++ b/coco/sana 0.6/RAD/transformer/config.json	
@@ -0,0 +1,26 @@
+{
+  "_class_name": "SanaTransformer2DModel",
+  "_diffusers_version": "0.37.1",
+  "_name_or_path": "Efficient-Large-Model/Sana_600M_512px_diffusers",
+  "attention_bias": false,
+  "attention_head_dim": 32,
+  "caption_channels": 2304,
+  "cross_attention_dim": 1152,
+  "cross_attention_head_dim": 72,
+  "dropout": 0.0,
+  "guidance_embeds": false,
+  "guidance_embeds_scale": 0.1,
+  "in_channels": 32,
+  "interpolation_scale": null,
+  "mlp_ratio": 2.5,
+  "norm_elementwise_affine": false,
+  "norm_eps": 1e-06,
+  "num_attention_heads": 36,
+  "num_cross_attention_heads": 16,
+  "num_layers": 28,
+  "out_channels": 32,
+  "patch_size": 1,
+  "qk_norm": null,
+  "sample_size": 16,
+  "timestep_scale": 1.0
+}
diff --git a/coco/sana 0.6/RAD/vae/config.json b/coco/sana 0.6/RAD/vae/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..b4476560cb25f5e88d6c7524d229bc4d07ca142f
--- /dev/null
+++ b/coco/sana 0.6/RAD/vae/config.json	
@@ -0,0 +1,92 @@
+{
+  "_class_name": "AutoencoderDC",
+  "_diffusers_version": "0.37.1",
+  "_name_or_path": "Efficient-Large-Model/Sana_600M_512px_diffusers",
+  "attention_head_dim": 32,
+  "decoder_act_fns": "silu",
+  "decoder_block_out_channels": [
+    128,
+    256,
+    512,
+    512,
+    1024,
+    1024
+  ],
+  "decoder_block_types": [
+    "ResBlock",
+    "ResBlock",
+    "ResBlock",
+    "EfficientViTBlock",
+    "EfficientViTBlock",
+    "EfficientViTBlock"
+  ],
+  "decoder_conv_act_fn": "relu",
+  "decoder_in_shortcut": true,
+  "decoder_layers_per_block": [
+    3,
+    3,
+    3,
+    3,
+    3,
+    3
+  ],
+  "decoder_norm_types": "rms_norm",
+  "decoder_qkv_multiscales": [
+    [],
+    [],
+    [],
+    [
+      5
+    ],
+    [
+      5
+    ],
+    [
+      5
+    ]
+  ],
+  "downsample_block_type": "Conv",
+  "encoder_block_out_channels": [
+    128,
+    256,
+    512,
+    512,
+    1024,
+    1024
+  ],
+  "encoder_block_types": [
+    "ResBlock",
+    "ResBlock",
+    "ResBlock",
+    "EfficientViTBlock",
+    "EfficientViTBlock",
+    "EfficientViTBlock"
+  ],
+  "encoder_layers_per_block": [
+    2,
+    2,
+    2,
+    3,
+    3,
+    3
+  ],
+  "encoder_out_shortcut": true,
+  "encoder_qkv_multiscales": [
+    [],
+    [],
+    [],
+    [
+      5
+    ],
+    [
+      5
+    ],
+    [
+      5
+    ]
+  ],
+  "in_channels": 3,
+  "latent_channels": 32,
+  "scaling_factor": 0.41407,
+  "upsample_block_type": "interpolate"
+}
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