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  1. multigen/pixart_sigma/Baseline/checkpoint-10000/transformer/config.json +30 -0
  2. multigen/pixart_sigma/Baseline/model_index.json +24 -0
  3. multigen/pixart_sigma/Baseline/text_encoder/config.json +33 -0
  4. multigen/pixart_sigma/Baseline/tokenizer/tokenizer.json +0 -0
  5. multigen/pixart_sigma/Baseline/tokenizer/tokenizer_config.json +117 -0
  6. multigen/pixart_sigma/Baseline/training.log +266 -0
  7. multigen/pixart_sigma/Baseline/training_args.json +41 -0
  8. multigen/pixart_sigma/Baseline/training_summary.json +7 -0
  9. multigen/pixart_sigma/Baseline/transformer/config.json +30 -0
  10. multigen/pixart_sigma/RAD/checkpoint-10000/transformer/config.json +30 -0
  11. multigen/pixart_sigma/RAD/model_index.json +24 -0
  12. multigen/pixart_sigma/RAD/scheduler/scheduler_config.json +32 -0
  13. multigen/pixart_sigma/RAD/text_encoder/config.json +33 -0
  14. multigen/pixart_sigma/RAD/tokenizer/tokenizer.json +0 -0
  15. multigen/pixart_sigma/RAD/tokenizer/tokenizer_config.json +117 -0
  16. multigen/pixart_sigma/RAD/training.log +302 -0
  17. multigen/pixart_sigma/RAD/training_args.json +49 -0
  18. multigen/pixart_sigma/RAD/training_summary.json +7 -0
  19. multigen/pixart_sigma/RAD/transformer/config.json +30 -0
  20. multigen/pixart_sigma/RAD/vae/config.json +38 -0
  21. multigen/sana 1.6/Base 13.8k/checkpoint-10000/transformer/config.json +26 -0
  22. multigen/sana 1.6/Base 13.8k/checkpoint-12000/transformer/config.json +26 -0
  23. multigen/sana 1.6/Base 13.8k/model_index.json +24 -0
  24. multigen/sana 1.6/Base 13.8k/scheduler/scheduler_config.json +40 -0
  25. multigen/sana 1.6/Base 13.8k/text_encoder/config.json +68 -0
  26. multigen/sana 1.6/Base 13.8k/tokenizer/chat_template.jinja +4 -0
  27. multigen/sana 1.6/Base 13.8k/tokenizer/tokenizer_config.json +20 -0
  28. multigen/sana 1.6/Base 13.8k/training.log +354 -0
  29. multigen/sana 1.6/Base 13.8k/training_args.json +46 -0
  30. multigen/sana 1.6/Base 13.8k/training_summary.json +7 -0
  31. multigen/sana 1.6/Base 13.8k/transformer/config.json +26 -0
  32. multigen/sana 1.6/Base 13.8k/vae/config.json +92 -0
  33. multigen/sana 1.6/Baseline/checkpoint-10000/transformer/config.json +26 -0
  34. multigen/sana 1.6/Baseline/model_index.json +24 -0
  35. multigen/sana 1.6/Baseline/scheduler/scheduler_config.json +40 -0
  36. multigen/sana 1.6/Baseline/text_encoder/config.json +68 -0
  37. multigen/sana 1.6/Baseline/tokenizer/chat_template.jinja +4 -0
  38. multigen/sana 1.6/Baseline/tokenizer/tokenizer_config.json +20 -0
  39. multigen/sana 1.6/Baseline/training.log +270 -0
  40. multigen/sana 1.6/Baseline/training_summary.json +7 -0
  41. multigen/sana 1.6/Baseline/transformer/config.json +26 -0
  42. multigen/sana 1.6/Baseline/vae/config.json +92 -0
  43. multigen/sana 1.6/SRA/checkpoint-10000/transformer/config.json +26 -0
  44. multigen/sana 1.6/SRA/model_index.json +24 -0
  45. multigen/sana 1.6/SRA/scheduler/scheduler_config.json +40 -0
  46. multigen/sana 1.6/SRA/text_encoder/config.json +68 -0
  47. multigen/sana 1.6/SRA/tokenizer/chat_template.jinja +4 -0
  48. multigen/sana 1.6/SRA/tokenizer/tokenizer_config.json +20 -0
  49. multigen/sana 1.6/SRA/training.log +278 -0
  50. multigen/sana 1.6/SRA/training_args.json +58 -0
multigen/pixart_sigma/Baseline/checkpoint-10000/transformer/config.json ADDED
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multigen/pixart_sigma/Baseline/tokenizer/tokenizer.json ADDED
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multigen/pixart_sigma/Baseline/tokenizer/tokenizer_config.json ADDED
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multigen/pixart_sigma/Baseline/training.log ADDED
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+ Training started: 2026-08-03 03:24:42
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+ ==========================================================================================
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+ Step | Epoch | Loss | Avg100 | LR | Elapsed | ETA
4
+ ------------------------------------------------------------------------------------------
5
+ [03:24:42] Run directory: RESULTS/multigen/run_011
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+ [03:24:42] Loading PixArt-Sigma components ...
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+ [03:24:51] Transformer params: 610,856,096 total, 610,856,096 trainable
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+ [03:24:51] Building dataset ...
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+ [03:24:51]
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+ [03:24:51] ================================================================
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+ [03:24:51] Model = PixArt-alpha/PixArt-Sigma-XL-2-512-MS
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+ [03:24:51] Output dir = RESULTS/multigen/run_011
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+ [03:24:51] Num examples = 499995
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+ [03:24:51] Num epochs = 1
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+ [03:24:51] Batch/device = 8
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+ [03:24:51] Grad accum = 1
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+ [03:24:51] Effective BS = 8
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+ [03:24:51] Total optim steps = 10000
19
+ [03:24:51] LR = 1e-05
20
+ [03:24:51] Precision = bf16
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+ [03:24:51] Resolution = 512x512
22
+ [03:24:51] Max seq length = 300
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+ [03:24:51] ================================================================
24
+ [03:24:51]
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+ 1000 | 0 | 0.168631 | 0.124817 | 1.00e-05 | 0:21:03 | 3:09:34
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+ [03:45:46] Generating 16 validation images ...
46
+ [03:46:07] Validation step 1000: 16 images -> RESULTS/multigen/run_011/validation/collage_step_0001000.png
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+ [04:07:06] Saved checkpoint -> RESULTS/multigen/run_011/checkpoint-2000
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+ [04:07:07] Generating 16 validation images ...
69
+ [04:07:28] Validation step 2000: 16 images -> RESULTS/multigen/run_011/validation/collage_step_0002000.png
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+ [04:28:23] Generating 16 validation images ...
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+ [04:28:43] Validation step 3000: 16 images -> RESULTS/multigen/run_011/validation/collage_step_0003000.png
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98
+ 3350 | 0 | 0.182972 | 0.116717 | 1.00e-05 | 1:11:21 | 2:21:39
99
+ 3400 | 0 | 0.131531 | 0.116935 | 1.00e-05 | 1:12:24 | 2:20:32
100
+ 3450 | 0 | 0.154940 | 0.117485 | 1.00e-05 | 1:13:27 | 2:19:27
101
+ 3500 | 0 | 0.046074 | 0.116465 | 1.00e-05 | 1:14:29 | 2:18:21
102
+ 3550 | 0 | 0.097601 | 0.116200 | 1.00e-05 | 1:15:32 | 2:17:15
103
+ 3600 | 0 | 0.123992 | 0.116308 | 1.00e-05 | 1:16:35 | 2:16:09
104
+ 3650 | 0 | 0.169567 | 0.117037 | 1.00e-05 | 1:17:38 | 2:15:03
105
+ 3700 | 0 | 0.056370 | 0.116217 | 1.00e-05 | 1:18:40 | 2:13:58
106
+ 3750 | 0 | 0.096454 | 0.115954 | 1.00e-05 | 1:19:43 | 2:12:52
107
+ 3800 | 0 | 0.115330 | 0.115946 | 1.00e-05 | 1:20:46 | 2:11:46
108
+ 3850 | 0 | 0.047528 | 0.115057 | 1.00e-05 | 1:21:48 | 2:10:41
109
+ 3900 | 0 | 0.085539 | 0.114679 | 1.00e-05 | 1:22:51 | 2:09:35
110
+ 3950 | 0 | 0.096747 | 0.114452 | 1.00e-05 | 1:23:54 | 2:08:30
111
+ 4000 | 0 | 0.133563 | 0.114691 | 1.00e-05 | 1:24:56 | 2:07:25
112
+ [04:49:44] Saved checkpoint -> RESULTS/multigen/run_011/checkpoint-4000
113
+ [04:49:45] Generating 16 validation images ...
114
+ [04:50:06] Validation step 4000: 16 images -> RESULTS/multigen/run_011/validation/collage_step_0004000.png
115
+ 4050 | 0 | 0.093708 | 0.114432 | 1.00e-05 | 1:26:27 | 2:07:00
116
+ 4100 | 0 | 0.143546 | 0.114787 | 1.00e-05 | 1:27:29 | 2:05:54
117
+ 4150 | 0 | 0.145739 | 0.115160 | 1.00e-05 | 1:28:32 | 2:04:48
118
+ 4200 | 0 | 0.134616 | 0.115391 | 1.00e-05 | 1:29:35 | 2:03:42
119
+ 4250 | 0 | 0.076983 | 0.114939 | 1.00e-05 | 1:30:37 | 2:02:37
120
+ 4300 | 0 | 0.159133 | 0.115453 | 1.00e-05 | 1:31:40 | 2:01:31
121
+ 4350 | 0 | 0.013832 | 0.114285 | 1.00e-05 | 1:32:43 | 2:00:25
122
+ 4400 | 0 | 0.144738 | 0.114631 | 1.00e-05 | 1:33:45 | 1:59:20
123
+ 4450 | 0 | 0.091101 | 0.114367 | 1.00e-05 | 1:34:48 | 1:58:14
124
+ 4500 | 0 | 0.247986 | 0.115852 | 1.00e-05 | 1:35:51 | 1:57:09
125
+ 4550 | 0 | 0.237577 | 0.117189 | 1.00e-05 | 1:36:53 | 1:56:03
126
+ 4600 | 0 | 0.128391 | 0.117311 | 1.00e-05 | 1:37:56 | 1:54:58
127
+ 4650 | 0 | 0.112976 | 0.117264 | 1.00e-05 | 1:38:58 | 1:53:53
128
+ 4700 | 0 | 0.168635 | 0.117811 | 1.00e-05 | 1:40:01 | 1:52:47
129
+ 4750 | 0 | 0.057175 | 0.117173 | 1.00e-05 | 1:41:04 | 1:51:42
130
+ 4800 | 0 | 0.213763 | 0.118179 | 1.00e-05 | 1:42:06 | 1:50:37
131
+ 4850 | 0 | 0.111785 | 0.118113 | 1.00e-05 | 1:43:09 | 1:49:32
132
+ 4900 | 0 | 0.075318 | 0.117676 | 1.00e-05 | 1:44:12 | 1:48:27
133
+ 4950 | 0 | 0.204836 | 0.118557 | 1.00e-05 | 1:45:14 | 1:47:22
134
+ 5000 | 0 | 0.022268 | 0.117594 | 1.00e-05 | 1:46:17 | 1:46:17
135
+ [05:11:00] Generating 16 validation images ...
136
+ [05:11:20] Validation step 5000: 16 images -> RESULTS/multigen/run_011/validation/collage_step_0005000.png
137
+ 5050 | 0 | 0.077600 | 0.117522 | 1.00e-05 | 1:47:41 | 1:45:33
138
+ 5100 | 0 | 0.272121 | 0.118928 | 1.00e-05 | 1:48:44 | 1:44:28
139
+ 5150 | 0 | 0.091993 | 0.119345 | 1.00e-05 | 1:49:46 | 1:43:23
140
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141
+ 5250 | 0 | 0.015643 | 0.118323 | 1.00e-05 | 1:51:52 | 1:41:12
142
+ 5300 | 0 | 0.065657 | 0.118350 | 1.00e-05 | 1:52:54 | 1:40:07
143
+ 5350 | 0 | 0.044331 | 0.117686 | 1.00e-05 | 1:53:57 | 1:39:02
144
+ 5400 | 0 | 0.217069 | 0.118627 | 1.00e-05 | 1:55:00 | 1:37:57
145
+ 5450 | 0 | 0.041430 | 0.118239 | 1.00e-05 | 1:56:02 | 1:36:53
146
+ 5500 | 0 | 0.085608 | 0.117889 | 1.00e-05 | 1:57:05 | 1:35:48
147
+ 5550 | 0 | 0.063753 | 0.115697 | 1.00e-05 | 1:58:08 | 1:34:43
148
+ 5600 | 0 | 0.122229 | 0.115037 | 1.00e-05 | 1:59:10 | 1:33:38
149
+ 5650 | 0 | 0.132897 | 0.115266 | 1.00e-05 | 2:00:13 | 1:32:33
150
+ 5700 | 0 | 0.085749 | 0.114267 | 1.00e-05 | 2:01:16 | 1:31:29
151
+ 5750 | 0 | 0.089360 | 0.114858 | 1.00e-05 | 2:02:18 | 1:30:24
152
+ 5800 | 0 | 0.097335 | 0.115483 | 1.00e-05 | 2:03:21 | 1:29:19
153
+ 5850 | 0 | 0.063686 | 0.114287 | 1.00e-05 | 2:04:24 | 1:28:15
154
+ 5900 | 0 | 0.078084 | 0.112749 | 1.00e-05 | 2:05:27 | 1:27:10
155
+ 5950 | 0 | 0.119793 | 0.113108 | 1.00e-05 | 2:06:29 | 1:26:06
156
+ 6000 | 0 | 0.122045 | 0.112642 | 1.00e-05 | 2:07:32 | 1:25:01
157
+ [05:32:20] Saved checkpoint -> RESULTS/multigen/run_011/checkpoint-6000
158
+ [05:32:20] Generating 16 validation images ...
159
+ [05:32:41] Validation step 6000: 16 images -> RESULTS/multigen/run_011/validation/collage_step_0006000.png
160
+ 6050 | 0 | 0.265407 | 0.114033 | 1.00e-05 | 2:09:01 | 1:24:14
161
+ 6100 | 0 | 0.096631 | 0.113383 | 1.00e-05 | 2:10:04 | 1:23:09
162
+ 6150 | 0 | 0.122503 | 0.112205 | 1.00e-05 | 2:11:07 | 1:22:04
163
+ 6200 | 0 | 0.082633 | 0.111716 | 1.00e-05 | 2:12:09 | 1:21:00
164
+ 6250 | 0 | 0.092590 | 0.112057 | 1.00e-05 | 2:13:12 | 1:19:55
165
+ 6300 | 0 | 0.087672 | 0.111179 | 1.00e-05 | 2:14:15 | 1:18:50
166
+ 6350 | 0 | 0.037523 | 0.111056 | 1.00e-05 | 2:15:18 | 1:17:46
167
+ 6400 | 0 | 0.208520 | 0.112600 | 1.00e-05 | 2:16:20 | 1:16:41
168
+ 6450 | 0 | 0.048375 | 0.112670 | 1.00e-05 | 2:17:23 | 1:15:37
169
+ 6500 | 0 | 0.124453 | 0.113223 | 1.00e-05 | 2:18:26 | 1:14:32
170
+ 6550 | 0 | 0.073521 | 0.112843 | 1.00e-05 | 2:19:29 | 1:13:28
171
+ 6600 | 0 | 0.187280 | 0.113829 | 1.00e-05 | 2:20:31 | 1:12:23
172
+ 6650 | 0 | 0.138304 | 0.114728 | 1.00e-05 | 2:21:34 | 1:11:19
173
+ 6700 | 0 | 0.114231 | 0.114056 | 1.00e-05 | 2:22:37 | 1:10:14
174
+ 6750 | 0 | 0.075687 | 0.114260 | 1.00e-05 | 2:23:39 | 1:09:10
175
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176
+ 6850 | 0 | 0.126022 | 0.114691 | 1.00e-05 | 2:25:45 | 1:07:01
177
+ 6900 | 0 | 0.166766 | 0.115143 | 1.00e-05 | 2:26:48 | 1:05:57
178
+ 6950 | 0 | 0.166933 | 0.115898 | 1.00e-05 | 2:27:50 | 1:04:52
179
+ 7000 | 0 | 0.105760 | 0.114700 | 1.00e-05 | 2:28:53 | 1:03:48
180
+ [05:53:36] Generating 16 validation images ...
181
+ [05:53:57] Validation step 7000: 16 images -> RESULTS/multigen/run_011/validation/collage_step_0007000.png
182
+ 7050 | 0 | 0.117442 | 0.112488 | 1.00e-05 | 2:30:17 | 1:02:53
183
+ 7100 | 0 | 0.145490 | 0.113091 | 1.00e-05 | 2:31:20 | 1:01:48
184
+ 7150 | 0 | 0.083693 | 0.113102 | 1.00e-05 | 2:32:23 | 1:00:44
185
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186
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187
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188
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189
+ 7400 | 0 | 0.173527 | 0.113873 | 1.00e-05 | 2:37:36 | 0:55:22
190
+ 7450 | 0 | 0.076259 | 0.113278 | 1.00e-05 | 2:38:38 | 0:54:18
191
+ 7500 | 0 | 0.132852 | 0.113894 | 1.00e-05 | 2:39:41 | 0:53:13
192
+ 7550 | 0 | 0.120562 | 0.114077 | 1.00e-05 | 2:40:43 | 0:52:09
193
+ 7600 | 0 | 0.121544 | 0.113968 | 1.00e-05 | 2:41:46 | 0:51:05
194
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195
+ 7700 | 0 | 0.176645 | 0.115707 | 1.00e-05 | 2:43:51 | 0:48:56
196
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197
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198
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199
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200
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201
+ 8000 | 0 | 0.119459 | 0.116289 | 1.00e-05 | 2:50:06 | 0:42:31
202
+ [06:14:53] Saved checkpoint -> RESULTS/multigen/run_011/checkpoint-8000
203
+ [06:14:55] Generating 16 validation images ...
204
+ [06:15:16] Validation step 8000: 16 images -> RESULTS/multigen/run_011/validation/collage_step_0008000.png
205
+ 8050 | 0 | 0.133532 | 0.116867 | 1.00e-05 | 2:51:36 | 0:41:34
206
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207
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208
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209
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210
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211
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212
+ 8400 | 0 | 0.059894 | 0.114948 | 1.00e-05 | 2:58:54 | 0:34:04
213
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214
+ 8500 | 0 | 0.126699 | 0.115310 | 1.00e-05 | 3:00:59 | 0:31:56
215
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216
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217
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218
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219
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220
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221
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222
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223
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224
+ 9000 | 0 | 0.105064 | 0.114850 | 1.00e-05 | 3:11:24 | 0:21:16
225
+ [06:36:08] Generating 16 validation images ...
226
+ [06:36:28] Validation step 9000: 16 images -> RESULTS/multigen/run_011/validation/collage_step_0009000.png
227
+ 9050 | 0 | 0.164785 | 0.115561 | 1.00e-05 | 3:12:49 | 0:20:14
228
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229
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230
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231
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232
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233
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234
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235
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236
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237
+ 9550 | 0 | 0.019018 | 0.111999 | 1.00e-05 | 3:23:13 | 0:09:34
238
+ 9600 | 0 | 0.142725 | 0.112143 | 1.00e-05 | 3:24:16 | 0:08:30
239
+ 9650 | 0 | 0.094545 | 0.111958 | 1.00e-05 | 3:25:18 | 0:07:26
240
+ 9700 | 0 | 0.118130 | 0.111453 | 1.00e-05 | 3:26:21 | 0:06:22
241
+ 9750 | 0 | 0.064470 | 0.111526 | 1.00e-05 | 3:27:23 | 0:05:19
242
+ 9800 | 0 | 0.092543 | 0.110314 | 1.00e-05 | 3:28:26 | 0:04:15
243
+ 9850 | 0 | 0.089055 | 0.110087 | 1.00e-05 | 3:29:28 | 0:03:11
244
+ 9900 | 0 | 0.083910 | 0.110173 | 1.00e-05 | 3:30:31 | 0:02:07
245
+ 9950 | 0 | 0.054299 | 0.108667 | 1.00e-05 | 3:31:33 | 0:01:03
246
+ 10000 | 0 | 0.146955 | 0.109914 | 1.00e-05 | 3:32:36 | 0:00:00
247
+ [06:57:23] Saved checkpoint -> RESULTS/multigen/run_011/checkpoint-10000
248
+ [06:57:25] Generating 16 validation images ...
249
+ [06:57:46] Validation step 10000: 16 images -> RESULTS/multigen/run_011/validation/collage_step_0010000.png
250
+ [06:57:46] --- Epoch 0 | Steps: 10000 | Avg Loss: 0.112527 ---
251
+ [06:57:46] Saving final model ...
252
+ [06:58:00] Pipeline saved -> RESULTS/multigen/run_011
253
+ [06:58:00] Generating final validation collage ...
254
+ [06:58:00] Generating 16 validation images ...
255
+ [06:58:20] Validation step 10000: 16 images -> RESULTS/multigen/run_011/validation/collage_step_0010000.png
256
+ [06:58:20]
257
+ [06:58:20] ============================================================
258
+ [06:58:20] TRAINING SUMMARY
259
+ [06:58:20] ============================================================
260
+ [06:58:20] Total steps : 200
261
+ [06:58:20] Final loss : 0.146955
262
+ [06:58:20] Avg last 100 : 0.109914
263
+ [06:58:20] Min loss : 0.006025
264
+ [06:58:20] Total time : 3:33:38
265
+ [06:58:20] Output : RESULTS/multigen/run_011
266
+ [06:58:20] ============================================================
multigen/pixart_sigma/Baseline/training_args.json ADDED
@@ -0,0 +1,41 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
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+ "pretrained_model_name_or_path": "PixArt-alpha/PixArt-Sigma-XL-2-512-MS",
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+ "base_model_name_or_path": "PixArt-alpha/pixart_sigma_sdxlvae_T5_diffusers",
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+ "caption_file_train": "caption_train.json",
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+ "caption_file_val": "caption_val.json",
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+ "images_dir": "images",
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+ "max_captions_per_image": 5,
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+ "proportion_empty_prompts": 0.1,
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+ "results_root": "RESULTS",
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+ "seed": 42,
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+ "resolution": 512,
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+ "num_train_epochs": 1,
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+ "gradient_checkpointing": false,
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+ "learning_rate": 1e-05,
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+ "scale_lr": false,
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+ "lr_scheduler": "constant",
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+ "lr_warmup_steps": 500,
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+ "lr_num_cycles": 1,
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+ "adam_beta1": 0.9,
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+ "adam_beta2": 0.999,
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+ "adam_weight_decay": 0.01,
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+ "adam_epsilon": 1e-08,
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+ "max_grad_norm": 1.0,
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+ "mixed_precision": "bf16",
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+ "checkpointing_steps": 2000,
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+ "checkpoints_total_limit": 3,
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+ "log_every_n_steps": 50,
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+ "max_sequence_length": 300,
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+ "dataloader_num_workers": 4,
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+ "output_dir": "RESULTS/multigen/run_011"
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+ }
multigen/pixart_sigma/Baseline/training_summary.json ADDED
@@ -0,0 +1,7 @@
 
 
 
 
 
 
 
 
1
+ {
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+ "total_steps": 200,
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+ "final_loss": 0.14695455133914948,
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+ "total_time": "3:33:38"
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+ }
multigen/pixart_sigma/Baseline/transformer/config.json ADDED
@@ -0,0 +1,30 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
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+ "_class_name": "PixArtTransformer2DModel",
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+ "_diffusers_version": "0.37.1",
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+ "_name_or_path": "PixArt-alpha/PixArt-Sigma-XL-2-512-MS",
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+ "activation_fn": "gelu-approximate",
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+ "attention_bias": true,
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+ "attention_head_dim": 72,
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+ "attention_type": "default",
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+ "caption_channels": 4096,
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+ "cross_attention_dim": 1152,
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+ "double_self_attention": false,
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+ "dropout": 0.0,
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+ "in_channels": 4,
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+ "interpolation_scale": 1,
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+ "norm_elementwise_affine": false,
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+ "norm_eps": 1e-06,
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+ "norm_num_groups": 32,
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+ "norm_type": "ada_norm_single",
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+ "num_attention_heads": 16,
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+ "num_embeds_ada_norm": 1000,
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+ "num_layers": 28,
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+ "only_cross_attention": false,
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+ "sample_size": 64,
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+ "upcast_attention": false,
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+ "use_additional_conditions": null,
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+ "use_linear_projection": false
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+ }
multigen/pixart_sigma/RAD/checkpoint-10000/transformer/config.json ADDED
@@ -0,0 +1,30 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
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+ "_class_name": "PixArtTransformer2DModel",
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+ "_diffusers_version": "0.37.1",
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+ "_name_or_path": "PixArt-alpha/PixArt-Sigma-XL-2-512-MS",
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+ "activation_fn": "gelu-approximate",
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+ "attention_bias": true,
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+ "attention_head_dim": 72,
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+ "attention_type": "default",
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+ "caption_channels": 4096,
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+ "cross_attention_dim": 1152,
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+ "double_self_attention": false,
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+ "dropout": 0.0,
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+ "norm_elementwise_affine": false,
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+ "norm_eps": 1e-06,
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+ "num_embeds_ada_norm": 1000,
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+ Training started: 2026-08-03 03:25:55
2
+ ==========================================================================================================================================================================
3
+ Step | Epoch | Loss | Avg100 | LossA | LossB | Adv | Wt | TAMmean | MaxDelta | LR | Elapsed | ETA
4
+ --------------------------------------------------------------------------------------------------------------------------------------------------------------------------
5
+ [03:25:55] Run directory: RESULTS/multigen/run_012
6
+ [03:25:55] PixArt-Sigma AGD+TAM+SAD v3 | temp=0.5 curriculum=5000 max_delta=300
7
+ [03:25:55] TAM: enabled=True alpha=0.9 factor=0.5
8
+ [03:25:55] SAD: enabled=True temp=0.5
9
+ [03:25:55] Loading PixArt-Sigma components ...
10
+ [03:25:55] Transformer : PixArt-alpha/PixArt-Sigma-XL-2-512-MS
11
+ [03:25:55] Base (T5/VAE): PixArt-alpha/pixart_sigma_sdxlvae_T5_diffusers
12
+ [03:26:04] Transformer params: 610,856,096 total, 610,856,096 trainable
13
+ [03:26:04] Building dataset ...
14
+ [03:26:04] TAM initialised: 499995 samples tracked.
15
+ [03:26:04]
16
+ [03:26:04] ================================================================
17
+ [03:26:04] Transformer = PixArt-alpha/PixArt-Sigma-XL-2-512-MS
18
+ [03:26:04] Base (T5/VAE) = PixArt-alpha/pixart_sigma_sdxlvae_T5_diffusers
19
+ [03:26:04] Output dir = RESULTS/multigen/run_012
20
+ [03:26:04] Num examples = 499995
21
+ [03:26:04] Num epochs = 1
22
+ [03:26:04] Batch/device = 8
23
+ [03:26:04] Grad accum = 1
24
+ [03:26:04] Effective BS = 8
25
+ [03:26:04] Total optim steps = 10000
26
+ [03:26:04] LR = 1e-05
27
+ [03:26:04] Precision = bf16
28
+ [03:26:04] Resolution = 512x512
29
+ [03:26:04] Max seq length = 300 [Sigma: 300 vs Alpha: 120]
30
+ [03:26:04] --- AGD ---
31
+ [03:26:04] Temperature = 0.5
32
+ [03:26:04] Curriculum steps = 5000
33
+ [03:26:04] Max timestep delta = 300
34
+ [03:26:04] --- TAM --- enabled=True
35
+ [03:26:04] TAM alpha = 0.9
36
+ [03:26:04] TAM factor = 0.5
37
+ [03:26:04] --- SAD --- enabled=True
38
+ [03:26:04] SAD temperature = 0.5
39
+ [03:26:04] ================================================================
40
+ [03:26:04]
41
+ 50 | 0 | 0.053482 | 0.053482 | 0.055634 | 0.057717 | 0.002083 | 1.0000 | -0.0000 | 3.00 | 1.00e-05 | 0:01:29 | 4:58:04
42
+ 100 | 0 | 0.088945 | 0.071213 | 0.089361 | 0.086200 | -0.003162 | 1.0000 | -0.0000 | 6.00 | 1.00e-05 | 0:02:49 | 4:40:20
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+ 150 | 0 | 0.058902 | 0.067109 | 0.067310 | 0.061579 | -0.005731 | 1.0000 | -0.0000 | 9.00 | 1.00e-05 | 0:04:09 | 4:33:29
44
+ 200 | 0 | 0.180644 | 0.095493 | 0.184271 | 0.176097 | -0.008173 | 1.0000 | -0.0000 | 12.00 | 1.00e-05 | 0:05:29 | 4:29:25
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+ 250 | 0 | 0.066069 | 0.089608 | 0.072043 | 0.067677 | -0.004366 | 1.0000 | -0.0000 | 15.00 | 1.00e-05 | 0:06:50 | 4:26:32
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+ 300 | 0 | 0.146408 | 0.099075 | 0.146261 | 0.132558 | -0.013703 | 1.0000 | -0.0000 | 18.00 | 1.00e-05 | 0:08:10 | 4:24:08
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+ 350 | 0 | 0.046405 | 0.091551 | 0.053930 | 0.046973 | -0.006957 | 1.0000 | -0.0000 | 21.00 | 1.00e-05 | 0:09:30 | 4:21:59
48
+ 400 | 0 | 0.066214 | 0.088383 | 0.076659 | 0.068722 | -0.007937 | 1.0000 | -0.0000 | 24.00 | 1.00e-05 | 0:10:49 | 4:19:56
49
+ 450 | 0 | 0.043503 | 0.083397 | 0.049236 | 0.043664 | -0.005571 | 1.0000 | -0.0000 | 27.00 | 1.00e-05 | 0:12:09 | 4:18:02
50
+ 500 | 0 | 0.028722 | 0.077929 | 0.034343 | 0.030849 | -0.003494 | 1.0000 | -0.0000 | 30.00 | 1.00e-05 | 0:13:29 | 4:16:16
51
+ [03:39:25] [TAM @ 500] mean=-0.0000 std=0.0006 max=0.0076 visits=4000
52
+ 550 | 0 | 0.150769 | 0.084551 | 0.282898 | 0.149428 | -0.133470 | 1.0000 | -0.0000 | 33.00 | 1.00e-05 | 0:14:48 | 4:14:33
53
+ 600 | 0 | 0.071723 | 0.083482 | 0.087118 | 0.070255 | -0.016863 | 1.0000 | -0.0000 | 36.00 | 1.00e-05 | 0:16:08 | 4:12:55
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+ 650 | 0 | 0.036626 | 0.079878 | 0.044899 | 0.036841 | -0.008058 | 1.0000 | -0.0000 | 39.00 | 1.00e-05 | 0:17:28 | 4:11:20
55
+ 700 | 0 | 0.017751 | 0.075440 | 0.027124 | 0.019585 | -0.007539 | 1.0000 | -0.0000 | 42.00 | 1.00e-05 | 0:18:48 | 4:09:47
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+ 750 | 0 | 0.055918 | 0.074139 | 0.049721 | 0.055014 | 0.005293 | 1.0000 | -0.0000 | 45.00 | 1.00e-05 | 0:20:07 | 4:08:17
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+ 800 | 0 | 0.057115 | 0.073075 | 0.074908 | 0.056872 | -0.018037 | 1.0000 | -0.0000 | 48.00 | 1.00e-05 | 0:21:27 | 4:06:47
58
+ 850 | 0 | 0.051348 | 0.071797 | 0.042550 | 0.051186 | 0.008635 | 1.0000 | -0.0000 | 51.00 | 1.00e-05 | 0:22:47 | 4:05:19
59
+ 900 | 0 | 0.045753 | 0.070350 | 0.068348 | 0.048261 | -0.020087 | 1.0000 | -0.0000 | 54.00 | 1.00e-05 | 0:24:07 | 4:03:52
60
+ 950 | 0 | 0.070638 | 0.070365 | 0.086578 | 0.071145 | -0.015433 | 1.0000 | -0.0000 | 57.00 | 1.00e-05 | 0:25:27 | 4:02:27
61
+ 1000 | 0 | 0.056068 | 0.069650 | 0.081827 | 0.056464 | -0.025362 | 1.0000 | -0.0000 | 60.00 | 1.00e-05 | 0:26:47 | 4:01:03
62
+ [03:52:42] [TAM @ 1000] mean=-0.0000 std=0.0010 max=0.0133 visits=8000
63
+ [03:52:43] Generating 16 validation images ...
64
+ [03:53:03] Validation step 1000: 16 images -> RESULTS/multigen/run_012/validation/collage_step_0001000.png
65
+ 1050 | 0 | 0.070169 | 0.069675 | 0.090988 | 0.070205 | -0.020783 | 1.0000 | -0.0000 | 63.00 | 1.00e-05 | 0:28:28 | 4:02:39
66
+ 1100 | 0 | 0.029279 | 0.067839 | 0.051164 | 0.031107 | -0.020057 | 1.0000 | -0.0000 | 66.00 | 1.00e-05 | 0:29:47 | 4:01:06
67
+ 1150 | 0 | 0.059672 | 0.067484 | 0.108733 | 0.068458 | -0.040275 | 1.0000 | -0.0000 | 69.00 | 1.00e-05 | 0:31:07 | 3:59:33
68
+ 1200 | 0 | 0.107573 | 0.069154 | 0.144250 | 0.110382 | -0.033868 | 1.0000 | -0.0000 | 72.00 | 1.00e-05 | 0:32:27 | 3:58:03
69
+ 1250 | 0 | 0.078328 | 0.069521 | 0.121776 | 0.078265 | -0.043511 | 1.0000 | -0.0000 | 75.00 | 1.00e-05 | 0:33:47 | 3:56:34
70
+ 1300 | 0 | 0.106729 | 0.070952 | 0.259201 | 0.128851 | -0.130349 | 1.0000 | -0.0000 | 78.00 | 1.00e-05 | 0:35:07 | 3:55:06
71
+ 1350 | 0 | 0.071138 | 0.070959 | 0.222041 | 0.098055 | -0.123985 | 1.0000 | -0.0000 | 81.00 | 1.00e-05 | 0:36:27 | 3:53:37
72
+ 1400 | 0 | 0.049657 | 0.070198 | 0.087603 | 0.051504 | -0.036099 | 1.0000 | -0.0001 | 84.00 | 1.00e-05 | 0:37:47 | 3:52:09
73
+ 1450 | 0 | 0.007328 | 0.068030 | 0.018550 | 0.008630 | -0.009920 | 1.0000 | -0.0001 | 87.00 | 1.00e-05 | 0:39:07 | 3:50:42
74
+ 1500 | 0 | 0.084482 | 0.068578 | 0.142406 | 0.083634 | -0.058772 | 1.0000 | -0.0001 | 90.00 | 1.00e-05 | 0:40:27 | 3:49:15
75
+ [04:06:23] [TAM @ 1500] mean=-0.0001 std=0.0014 max=0.0133 visits=12000
76
+ 1550 | 0 | 0.032977 | 0.067430 | 0.067622 | 0.034038 | -0.033585 | 1.0000 | -0.0001 | 93.00 | 1.00e-05 | 0:41:47 | 3:47:49
77
+ 1600 | 0 | 0.005877 | 0.065506 | 0.013675 | 0.005618 | -0.008057 | 1.0000 | -0.0001 | 96.00 | 1.00e-05 | 0:43:07 | 3:46:23
78
+ 1650 | 0 | 0.074723 | 0.065786 | 0.122258 | 0.077183 | -0.045075 | 1.0000 | -0.0001 | 99.00 | 1.00e-05 | 0:44:27 | 3:44:58
79
+ 1700 | 0 | 0.035900 | 0.064907 | 0.075988 | 0.037944 | -0.038044 | 1.0000 | -0.0001 | 102.00 | 1.00e-05 | 0:45:47 | 3:43:34
80
+ 1750 | 0 | 0.142306 | 0.067118 | 0.214391 | 0.145060 | -0.069331 | 1.0000 | -0.0001 | 105.00 | 1.00e-05 | 0:47:07 | 3:42:10
81
+ 1800 | 0 | 0.116805 | 0.068498 | 0.252985 | 0.129068 | -0.123916 | 1.0000 | -0.0001 | 108.00 | 1.00e-05 | 0:48:27 | 3:40:46
82
+ 1850 | 0 | 0.087056 | 0.069000 | 0.145084 | 0.086157 | -0.058927 | 1.0000 | -0.0001 | 111.00 | 1.00e-05 | 0:49:47 | 3:39:22
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+ 1900 | 0 | 0.037415 | 0.068169 | 0.198752 | 0.066375 | -0.132377 | 1.0000 | -0.0001 | 114.00 | 1.00e-05 | 0:51:07 | 3:37:58
84
+ 1950 | 0 | 0.122705 | 0.069567 | 0.159829 | 0.125806 | -0.034023 | 1.0000 | -0.0001 | 117.00 | 1.00e-05 | 0:52:27 | 3:36:34
85
+ 2000 | 0 | 0.080126 | 0.069831 | 0.123526 | 0.082782 | -0.040744 | 1.0000 | -0.0001 | 120.00 | 1.00e-05 | 0:53:47 | 3:35:10
86
+ [04:19:43] [TAM @ 2000] mean=-0.0001 std=0.0017 max=0.0133 visits=16000
87
+ [04:19:49] Saved checkpoint -> RESULTS/multigen/run_012/checkpoint-2000
88
+ [04:19:49] Generating 16 validation images ...
89
+ [04:20:10] Validation step 2000: 16 images -> RESULTS/multigen/run_012/validation/collage_step_0002000.png
90
+ 2050 | 0 | 0.052928 | 0.069419 | 0.088778 | 0.055650 | -0.033128 | 1.0000 | -0.0001 | 123.00 | 1.00e-05 | 0:55:34 | 3:35:30
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+ 2100 | 0 | 0.078842 | 0.069643 | 0.244216 | 0.099926 | -0.144289 | 1.0000 | -0.0001 | 126.00 | 1.00e-05 | 0:56:54 | 3:34:04
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+ 2150 | 0 | 0.060856 | 0.069439 | 0.102597 | 0.061910 | -0.040687 | 1.0000 | -0.0001 | 129.00 | 1.00e-05 | 0:58:14 | 3:32:37
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+ 2200 | 0 | 0.032425 | 0.068598 | 0.083511 | 0.034734 | -0.048777 | 1.0000 | -0.0001 | 132.00 | 1.00e-05 | 0:59:34 | 3:31:12
94
+ 2250 | 0 | 0.041951 | 0.068006 | 0.090812 | 0.043496 | -0.047316 | 1.0000 | -0.0001 | 135.00 | 1.00e-05 | 1:00:54 | 3:29:46
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+ 2300 | 0 | 0.072615 | 0.068106 | 0.260989 | 0.095479 | -0.165510 | 1.0000 | -0.0001 | 138.00 | 1.00e-05 | 1:02:14 | 3:28:20
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+ 2350 | 0 | 0.069249 | 0.068130 | 0.124318 | 0.068305 | -0.056013 | 1.0000 | -0.0001 | 141.00 | 1.00e-05 | 1:03:33 | 3:26:55
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+ 2400 | 0 | 0.021386 | 0.067156 | 0.045893 | 0.023923 | -0.021970 | 1.0000 | -0.0001 | 144.00 | 1.00e-05 | 1:04:53 | 3:25:30
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+ 2450 | 0 | 0.026096 | 0.066318 | 0.060121 | 0.028959 | -0.031162 | 1.0000 | -0.0001 | 147.00 | 1.00e-05 | 1:06:14 | 3:24:06
99
+ 2500 | 0 | 0.005759 | 0.065107 | 0.024237 | 0.006678 | -0.017559 | 1.0000 | -0.0001 | 150.00 | 1.00e-05 | 1:07:34 | 3:22:42
100
+ [04:33:30] [TAM @ 2500] mean=-0.0001 std=0.0020 max=0.0133 visits=20000
101
+ 2550 | 0 | 0.024140 | 0.064304 | 0.073021 | 0.027678 | -0.045342 | 1.0000 | -0.0001 | 153.00 | 1.00e-05 | 1:08:54 | 3:21:18
102
+ 2600 | 0 | 0.069690 | 0.064407 | 0.152006 | 0.069222 | -0.082784 | 1.0000 | -0.0001 | 156.00 | 1.00e-05 | 1:10:14 | 3:19:55
103
+ 2650 | 0 | 0.074300 | 0.064594 | 0.178506 | 0.078048 | -0.100458 | 1.0000 | -0.0002 | 159.00 | 1.00e-05 | 1:11:34 | 3:18:31
104
+ 2700 | 0 | 0.010722 | 0.063596 | 0.044533 | 0.011778 | -0.032754 | 1.0000 | -0.0002 | 162.00 | 1.00e-05 | 1:12:54 | 3:17:08
105
+ 2750 | 0 | 0.007412 | 0.062575 | 0.030967 | 0.008390 | -0.022577 | 1.0000 | -0.0002 | 165.00 | 1.00e-05 | 1:14:14 | 3:15:44
106
+ 2800 | 0 | 0.008058 | 0.061601 | 0.036738 | 0.008599 | -0.028139 | 1.0000 | -0.0002 | 168.00 | 1.00e-05 | 1:15:34 | 3:14:21
107
+ 2850 | 0 | 0.046448 | 0.061336 | 0.124734 | 0.044718 | -0.080016 | 1.0000 | -0.0002 | 171.00 | 1.00e-05 | 1:16:54 | 3:12:57
108
+ 2900 | 0 | 0.025071 | 0.060710 | 0.097390 | 0.024866 | -0.072524 | 1.0000 | -0.0002 | 174.00 | 1.00e-05 | 1:18:15 | 3:11:34
109
+ 2950 | 0 | 0.070045 | 0.060868 | 0.123091 | 0.070897 | -0.052194 | 1.0000 | -0.0002 | 177.00 | 1.00e-05 | 1:19:35 | 3:10:11
110
+ 3000 | 0 | 0.020490 | 0.060196 | 0.080136 | 0.022885 | -0.057250 | 1.0000 | -0.0002 | 180.00 | 1.00e-05 | 1:20:54 | 3:08:47
111
+ [04:46:50] [TAM @ 3000] mean=-0.0002 std=0.0023 max=0.0133 visits=24000
112
+ [04:46:50] Generating 16 validation images ...
113
+ [04:47:11] Validation step 3000: 16 images -> RESULTS/multigen/run_012/validation/collage_step_0003000.png
114
+ 3050 | 0 | 0.052721 | 0.060073 | 0.145000 | 0.061958 | -0.083041 | 1.0000 | -0.0002 | 183.00 | 1.00e-05 | 1:22:35 | 3:08:12
115
+ 3100 | 0 | 0.016347 | 0.059368 | 0.065611 | 0.018281 | -0.047329 | 1.0000 | -0.0002 | 186.00 | 1.00e-05 | 1:23:55 | 3:06:48
116
+ 3150 | 0 | 0.048517 | 0.059195 | 0.172929 | 0.051912 | -0.121017 | 1.0000 | -0.0002 | 189.00 | 1.00e-05 | 1:25:15 | 3:05:23
117
+ 3200 | 0 | 0.011544 | 0.058451 | 0.056985 | 0.012973 | -0.044012 | 1.0000 | -0.0002 | 192.00 | 1.00e-05 | 1:26:35 | 3:03:59
118
+ 3250 | 0 | 0.022736 | 0.057901 | 0.068336 | 0.025344 | -0.042992 | 1.0000 | -0.0002 | 195.00 | 1.00e-05 | 1:27:55 | 3:02:35
119
+ 3300 | 0 | 0.028404 | 0.057455 | 0.114562 | 0.030056 | -0.084506 | 1.0000 | -0.0002 | 198.00 | 1.00e-05 | 1:29:14 | 3:01:12
120
+ 3350 | 0 | 0.036235 | 0.057138 | 0.085764 | 0.038916 | -0.046848 | 1.0000 | -0.0002 | 201.00 | 1.00e-05 | 1:30:34 | 2:59:48
121
+ 3400 | 0 | 0.055055 | 0.057107 | 0.160373 | 0.062823 | -0.097550 | 1.0000 | -0.0002 | 204.00 | 1.00e-05 | 1:31:54 | 2:58:25
122
+ 3450 | 0 | 0.029431 | 0.056706 | 0.110658 | 0.032893 | -0.077765 | 1.0000 | -0.0002 | 207.00 | 1.00e-05 | 1:33:14 | 2:57:01
123
+ 3500 | 0 | 0.074289 | 0.056957 | 0.253048 | 0.077251 | -0.175797 | 1.0000 | -0.0002 | 210.00 | 1.00e-05 | 1:34:34 | 2:55:38
124
+ [05:00:30] [TAM @ 3500] mean=-0.0002 std=0.0026 max=0.0133 visits=28000
125
+ 3550 | 0 | 0.031265 | 0.056595 | 0.064414 | 0.031669 | -0.032745 | 1.0000 | -0.0003 | 213.00 | 1.00e-05 | 1:35:54 | 2:54:15
126
+ 3600 | 0 | 0.050214 | 0.056507 | 0.153702 | 0.053906 | -0.099796 | 1.0000 | -0.0003 | 216.00 | 1.00e-05 | 1:37:14 | 2:52:51
127
+ 3650 | 0 | 0.059880 | 0.056553 | 0.246221 | 0.074689 | -0.171532 | 1.0000 | -0.0003 | 219.00 | 1.00e-05 | 1:38:33 | 2:51:28
128
+ 3700 | 0 | 0.032005 | 0.056221 | 0.102159 | 0.036352 | -0.065807 | 1.0000 | -0.0003 | 222.00 | 1.00e-05 | 1:39:53 | 2:50:05
129
+ 3750 | 0 | 0.004839 | 0.055536 | 0.037604 | 0.005293 | -0.032311 | 1.0000 | -0.0003 | 225.00 | 1.00e-05 | 1:41:13 | 2:48:42
130
+ 3800 | 0 | 0.041814 | 0.055356 | 0.111180 | 0.044637 | -0.066543 | 1.0000 | -0.0003 | 228.00 | 1.00e-05 | 1:42:33 | 2:47:19
131
+ 3850 | 0 | 0.046803 | 0.055245 | 0.106690 | 0.050262 | -0.056429 | 1.0000 | -0.0003 | 231.00 | 1.00e-05 | 1:43:53 | 2:45:56
132
+ 3900 | 0 | 0.000807 | 0.054547 | 0.011224 | 0.000936 | -0.010288 | 1.0000 | -0.0003 | 234.00 | 1.00e-05 | 1:45:12 | 2:44:33
133
+ 3950 | 0 | 0.044369 | 0.054418 | 0.255327 | 0.057881 | -0.197445 | 1.0000 | -0.0003 | 237.00 | 1.00e-05 | 1:46:32 | 2:43:11
134
+ 4000 | 0 | 0.022579 | 0.054020 | 0.117267 | 0.025927 | -0.091340 | 1.0000 | -0.0003 | 240.00 | 1.00e-05 | 1:47:52 | 2:41:48
135
+ [05:13:48] [TAM @ 4000] mean=-0.0003 std=0.0029 max=0.0133 visits=32000
136
+ [05:13:53] Saved checkpoint -> RESULTS/multigen/run_012/checkpoint-4000
137
+ [05:13:54] Generating 16 validation images ...
138
+ [05:14:14] Validation step 4000: 16 images -> RESULTS/multigen/run_012/validation/collage_step_0004000.png
139
+ 4050 | 0 | 0.010289 | 0.053480 | 0.073330 | 0.011244 | -0.062087 | 1.0000 | -0.0003 | 243.00 | 1.00e-05 | 1:49:38 | 2:41:04
140
+ 4100 | 0 | 0.030121 | 0.053195 | 0.119648 | 0.033910 | -0.085738 | 1.0000 | -0.0003 | 246.00 | 1.00e-05 | 1:50:58 | 2:39:41
141
+ 4150 | 0 | 0.031921 | 0.052939 | 0.108474 | 0.036832 | -0.071642 | 1.0000 | -0.0003 | 249.00 | 1.00e-05 | 1:52:17 | 2:38:18
142
+ 4200 | 0 | 0.004759 | 0.052365 | 0.040283 | 0.005367 | -0.034916 | 1.0000 | -0.0003 | 252.00 | 1.00e-05 | 1:53:37 | 2:36:55
143
+ 4250 | 0 | 0.012493 | 0.051896 | 0.096364 | 0.013791 | -0.082573 | 1.0000 | -0.0003 | 255.00 | 1.00e-05 | 1:54:58 | 2:35:32
144
+ 4300 | 0 | 0.035609 | 0.051707 | 0.170135 | 0.038306 | -0.131830 | 1.0000 | -0.0004 | 258.00 | 1.00e-05 | 1:56:18 | 2:34:09
145
+ 4350 | 0 | 0.023882 | 0.051387 | 0.134447 | 0.025733 | -0.108714 | 1.0000 | -0.0004 | 261.00 | 1.00e-05 | 1:57:37 | 2:32:47
146
+ 4400 | 0 | 0.040135 | 0.051259 | 0.136939 | 0.044117 | -0.092822 | 1.0000 | -0.0004 | 264.00 | 1.00e-05 | 1:58:57 | 2:31:24
147
+ 4450 | 0 | 0.010896 | 0.050806 | 0.088698 | 0.011885 | -0.076813 | 1.0000 | -0.0004 | 267.00 | 1.00e-05 | 2:00:17 | 2:30:01
148
+ 4500 | 0 | 0.009653 | 0.050348 | 0.066366 | 0.011696 | -0.054670 | 1.0000 | -0.0004 | 270.00 | 1.00e-05 | 2:01:37 | 2:28:39
149
+ [05:27:33] [TAM @ 4500] mean=-0.0004 std=0.0032 max=0.0133 visits=36000
150
+ 4550 | 0 | 0.013758 | 0.049946 | 0.228751 | 0.032094 | -0.196657 | 1.0000 | -0.0004 | 273.00 | 1.00e-05 | 2:02:57 | 2:27:17
151
+ 4600 | 0 | 0.017214 | 0.049590 | 0.069419 | 0.019660 | -0.049760 | 1.0000 | -0.0004 | 276.00 | 1.00e-05 | 2:04:17 | 2:25:54
152
+ 4650 | 0 | 0.012814 | 0.049195 | 0.223224 | 0.027560 | -0.195664 | 1.0000 | -0.0004 | 279.00 | 1.00e-05 | 2:05:37 | 2:24:32
153
+ 4700 | 0 | 0.017066 | 0.048853 | 0.246256 | 0.033246 | -0.213011 | 1.0000 | -0.0004 | 282.00 | 1.00e-05 | 2:06:57 | 2:23:09
154
+ 4750 | 0 | 0.010430 | 0.048449 | 0.094487 | 0.012990 | -0.081497 | 1.0000 | -0.0004 | 285.00 | 1.00e-05 | 2:08:17 | 2:21:47
155
+ 4800 | 0 | 0.009190 | 0.048040 | 0.089887 | 0.011069 | -0.078818 | 1.0000 | -0.0004 | 288.00 | 1.00e-05 | 2:09:37 | 2:20:25
156
+ 4850 | 0 | 0.012011 | 0.047668 | 0.078023 | 0.013864 | -0.064159 | 1.0000 | -0.0004 | 291.00 | 1.00e-05 | 2:10:57 | 2:19:03
157
+ 4900 | 0 | 0.031398 | 0.047502 | 0.174618 | 0.034122 | -0.140496 | 1.0000 | -0.0004 | 294.00 | 1.00e-05 | 2:12:17 | 2:17:41
158
+ 4950 | 0 | 0.021607 | 0.047241 | 0.126908 | 0.026302 | -0.100606 | 1.0000 | -0.0004 | 297.00 | 1.00e-05 | 2:13:37 | 2:16:19
159
+ 5000 | 0 | 0.015924 | 0.046928 | 0.116360 | 0.019248 | -0.097112 | 1.0000 | -0.0005 | 300.00 | 1.00e-05 | 2:14:56 | 2:14:56
160
+ [05:40:52] [TAM @ 5000] mean=-0.0005 std=0.0035 max=0.0133 visits=40000
161
+ [05:40:53] Generating 16 validation images ...
162
+ [05:41:13] Validation step 5000: 16 images -> RESULTS/multigen/run_012/validation/collage_step_0005000.png
163
+ 5050 | 0 | 0.061297 | 0.047006 | 0.066719 | 0.063899 | -0.002819 | 1.0000 | -0.0005 | 300.00 | 1.00e-05 | 2:16:37 | 2:13:55
164
+ 5100 | 0 | 0.147818 | 0.047594 | 0.154210 | 0.151670 | -0.002540 | 1.0000 | -0.0005 | 300.00 | 1.00e-05 | 2:17:57 | 2:12:33
165
+ 5150 | 0 | 0.005519 | 0.047061 | 0.060346 | 0.006772 | -0.053573 | 1.0000 | -0.0005 | 300.00 | 1.00e-05 | 2:19:17 | 2:11:10
166
+ 5200 | 0 | 0.014757 | 0.045402 | 0.111070 | 0.015855 | -0.095216 | 1.0000 | -0.0005 | 300.00 | 1.00e-05 | 2:20:37 | 2:09:48
167
+ 5250 | 0 | 0.038415 | 0.045125 | 0.121645 | 0.038361 | -0.083284 | 1.0000 | -0.0005 | 300.00 | 1.00e-05 | 2:21:57 | 2:08:26
168
+ 5300 | 0 | 0.010301 | 0.043764 | 0.062193 | 0.012229 | -0.049963 | 1.0000 | -0.0005 | 300.00 | 1.00e-05 | 2:23:17 | 2:07:04
169
+ 5350 | 0 | 0.063071 | 0.043931 | 0.067022 | 0.060843 | -0.006179 | 1.0000 | -0.0005 | 300.00 | 1.00e-05 | 2:24:37 | 2:05:42
170
+ 5400 | 0 | 0.014299 | 0.043412 | 0.133917 | 0.016594 | -0.117324 | 1.0000 | -0.0005 | 300.00 | 1.00e-05 | 2:25:57 | 2:04:20
171
+ 5450 | 0 | 0.092785 | 0.043904 | 0.217178 | 0.096713 | -0.120465 | 1.0000 | -0.0005 | 300.00 | 1.00e-05 | 2:27:18 | 2:02:58
172
+ 5500 | 0 | 0.082582 | 0.044443 | 0.130986 | 0.082030 | -0.048956 | 1.0000 | -0.0005 | 300.00 | 1.00e-05 | 2:28:38 | 2:01:36
173
+ [05:54:33] [TAM @ 5500] mean=-0.0005 std=0.0037 max=0.0133 visits=44000
174
+ 5550 | 0 | 0.063699 | 0.043572 | 0.077014 | 0.059098 | -0.017915 | 1.0000 | -0.0005 | 300.00 | 1.00e-05 | 2:29:58 | 2:00:14
175
+ 5600 | 0 | 0.028074 | 0.043136 | 0.036690 | 0.030080 | -0.006609 | 1.0000 | -0.0005 | 300.00 | 1.00e-05 | 2:31:18 | 1:58:52
176
+ 5650 | 0 | 0.096027 | 0.043730 | 0.147081 | 0.105321 | -0.041761 | 1.0000 | -0.0005 | 300.00 | 1.00e-05 | 2:32:38 | 1:57:31
177
+ 5700 | 0 | 0.020640 | 0.043759 | 0.096867 | 0.025384 | -0.071482 | 1.0000 | -0.0005 | 300.00 | 1.00e-05 | 2:33:58 | 1:56:09
178
+ 5750 | 0 | 0.042140 | 0.043621 | 0.063726 | 0.044460 | -0.019267 | 1.0000 | -0.0005 | 300.00 | 1.00e-05 | 2:35:18 | 1:54:47
179
+ 5800 | 0 | 0.245820 | 0.045508 | 0.242291 | 0.237470 | -0.004820 | 1.0000 | -0.0005 | 300.00 | 1.00e-05 | 2:36:38 | 1:53:25
180
+ 5850 | 0 | 0.033929 | 0.045334 | 0.084137 | 0.036213 | -0.047924 | 1.0000 | -0.0005 | 300.00 | 1.00e-05 | 2:37:58 | 1:52:03
181
+ 5900 | 0 | 0.067578 | 0.045552 | 0.096234 | 0.069533 | -0.026701 | 1.0000 | -0.0005 | 300.00 | 1.00e-05 | 2:39:18 | 1:50:42
182
+ 5950 | 0 | 0.004213 | 0.044888 | 0.031433 | 0.004432 | -0.027001 | 1.0000 | -0.0005 | 300.00 | 1.00e-05 | 2:40:38 | 1:49:20
183
+ 6000 | 0 | 0.037222 | 0.044699 | 0.109285 | 0.045201 | -0.064085 | 1.0000 | -0.0005 | 300.00 | 1.00e-05 | 2:41:58 | 1:47:59
184
+ [06:07:54] [TAM @ 6000] mean=-0.0005 std=0.0039 max=0.0133 visits=48000
185
+ [06:08:00] Saved checkpoint -> RESULTS/multigen/run_012/checkpoint-6000
186
+ [06:08:00] Generating 16 validation images ...
187
+ [06:08:20] Validation step 6000: 16 images -> RESULTS/multigen/run_012/validation/collage_step_0006000.png
188
+ 6050 | 0 | 0.040223 | 0.044400 | 0.113174 | 0.044369 | -0.068805 | 1.0000 | -0.0006 | 300.00 | 1.00e-05 | 2:43:45 | 1:46:54
189
+ 6100 | 0 | 0.042209 | 0.044529 | 0.150014 | 0.045849 | -0.104165 | 1.0000 | -0.0006 | 300.00 | 1.00e-05 | 2:45:06 | 1:45:33
190
+ 6150 | 0 | 0.025259 | 0.044185 | 0.107934 | 0.026580 | -0.081354 | 1.0000 | -0.0006 | 300.00 | 1.00e-05 | 2:46:26 | 1:44:11
191
+ 6200 | 0 | 0.069516 | 0.043805 | 0.096360 | 0.069090 | -0.027270 | 1.0000 | -0.0006 | 300.00 | 1.00e-05 | 2:47:46 | 1:42:49
192
+ 6250 | 0 | 0.080243 | 0.043824 | 0.161429 | 0.077825 | -0.083604 | 1.0000 | -0.0006 | 300.00 | 1.00e-05 | 2:49:06 | 1:41:27
193
+ 6300 | 0 | 0.014922 | 0.042906 | 0.091075 | 0.017549 | -0.073526 | 1.0000 | -0.0006 | 300.00 | 1.00e-05 | 2:50:26 | 1:40:05
194
+ 6350 | 0 | 0.053439 | 0.042729 | 0.263631 | 0.072722 | -0.190909 | 1.0000 | -0.0006 | 300.00 | 1.00e-05 | 2:51:46 | 1:38:44
195
+ 6400 | 0 | 0.068385 | 0.042916 | 0.142414 | 0.079161 | -0.063253 | 1.0000 | -0.0006 | 300.00 | 1.00e-05 | 2:53:06 | 1:37:22
196
+ 6450 | 0 | 0.114342 | 0.043986 | 0.134695 | 0.115322 | -0.019373 | 1.0000 | -0.0006 | 300.00 | 1.00e-05 | 2:54:25 | 1:36:00
197
+ 6500 | 0 | 0.086352 | 0.044005 | 0.134683 | 0.088015 | -0.046668 | 1.0000 | -0.0006 | 300.00 | 1.00e-05 | 2:55:46 | 1:34:38
198
+ [06:21:42] [TAM @ 6500] mean=-0.0006 std=0.0040 max=0.0140 visits=52000
199
+ 6550 | 0 | 0.072486 | 0.044400 | 0.073956 | 0.074122 | 0.000166 | 1.0000 | -0.0006 | 300.00 | 1.00e-05 | 2:57:06 | 1:33:17
200
+ 6600 | 0 | 0.039527 | 0.044736 | 0.133281 | 0.041755 | -0.091526 | 1.0000 | -0.0006 | 300.00 | 1.00e-05 | 2:58:26 | 1:31:55
201
+ 6650 | 0 | 0.025320 | 0.044242 | 0.145132 | 0.028731 | -0.116401 | 1.0000 | -0.0006 | 300.00 | 1.00e-05 | 2:59:45 | 1:30:33
202
+ 6700 | 0 | 0.040866 | 0.044292 | 0.111043 | 0.045628 | -0.065416 | 1.0000 | -0.0006 | 300.00 | 1.00e-05 | 3:01:05 | 1:29:11
203
+ 6750 | 0 | 0.093542 | 0.043804 | 0.110493 | 0.096038 | -0.014455 | 1.0000 | -0.0006 | 300.00 | 1.00e-05 | 3:02:25 | 1:27:49
204
+ 6800 | 0 | 0.106145 | 0.043698 | 0.140382 | 0.106253 | -0.034129 | 1.0000 | -0.0006 | 300.00 | 1.00e-05 | 3:03:44 | 1:26:28
205
+ 6850 | 0 | 0.048184 | 0.043309 | 0.175265 | 0.051331 | -0.123934 | 1.0000 | -0.0006 | 300.00 | 1.00e-05 | 3:05:04 | 1:25:06
206
+ 6900 | 0 | 0.008747 | 0.043022 | 0.039811 | 0.010162 | -0.029648 | 1.0000 | -0.0006 | 300.00 | 1.00e-05 | 3:06:23 | 1:23:44
207
+ 6950 | 0 | 0.011059 | 0.041906 | 0.069714 | 0.012355 | -0.057359 | 1.0000 | -0.0006 | 300.00 | 1.00e-05 | 3:07:43 | 1:22:22
208
+ 7000 | 0 | 0.061017 | 0.041715 | 0.109948 | 0.064109 | -0.045840 | 1.0000 | -0.0006 | 300.00 | 1.00e-05 | 3:09:02 | 1:21:01
209
+ [06:34:58] [TAM @ 7000] mean=-0.0006 std=0.0041 max=0.0140 visits=56000
210
+ [06:34:58] Generating 16 validation images ...
211
+ [06:35:19] Validation step 7000: 16 images -> RESULTS/multigen/run_012/validation/collage_step_0007000.png
212
+ 7050 | 0 | 0.034575 | 0.041531 | 0.226306 | 0.055171 | -0.171134 | 1.0000 | -0.0006 | 300.00 | 1.00e-05 | 3:10:43 | 1:19:48
213
+ 7100 | 0 | 0.006807 | 0.040811 | 0.045595 | 0.008151 | -0.037444 | 1.0000 | -0.0006 | 300.00 | 1.00e-05 | 3:12:03 | 1:18:26
214
+ 7150 | 0 | 0.012550 | 0.040328 | 0.098362 | 0.015425 | -0.082937 | 1.0000 | -0.0006 | 300.00 | 1.00e-05 | 3:13:23 | 1:17:05
215
+ 7200 | 0 | 0.011102 | 0.040115 | 0.099025 | 0.012787 | -0.086238 | 1.0000 | -0.0007 | 300.00 | 1.00e-05 | 3:14:43 | 1:15:43
216
+ 7250 | 0 | 0.059109 | 0.040286 | 0.119719 | 0.061974 | -0.057745 | 1.0000 | -0.0007 | 300.00 | 1.00e-05 | 3:16:03 | 1:14:22
217
+ 7300 | 0 | 0.129849 | 0.040859 | 0.147838 | 0.128384 | -0.019454 | 1.0000 | -0.0007 | 300.00 | 1.00e-05 | 3:17:22 | 1:13:00
218
+ 7350 | 0 | 0.010388 | 0.040270 | 0.086305 | 0.012677 | -0.073629 | 1.0000 | -0.0007 | 300.00 | 1.00e-05 | 3:18:42 | 1:11:38
219
+ 7400 | 0 | 0.176888 | 0.041825 | 0.201466 | 0.166349 | -0.035117 | 1.0000 | -0.0007 | 300.00 | 1.00e-05 | 3:20:01 | 1:10:16
220
+ 7450 | 0 | 0.065251 | 0.042217 | 0.239374 | 0.081727 | -0.157647 | 1.0000 | -0.0007 | 300.00 | 1.00e-05 | 3:21:21 | 1:08:55
221
+ 7500 | 0 | 0.193869 | 0.044098 | 0.203042 | 0.194414 | -0.008628 | 1.0000 | -0.0007 | 300.00 | 1.00e-05 | 3:22:41 | 1:07:33
222
+ [06:48:37] [TAM @ 7500] mean=-0.0007 std=0.0043 max=0.0140 visits=60000
223
+ 7550 | 0 | 0.140825 | 0.045264 | 0.175152 | 0.136243 | -0.038909 | 1.0000 | -0.0007 | 300.00 | 1.00e-05 | 3:24:01 | 1:06:12
224
+ 7600 | 0 | 0.013985 | 0.044707 | 0.078596 | 0.015612 | -0.062984 | 1.0000 | -0.0007 | 300.00 | 1.00e-05 | 3:25:20 | 1:04:50
225
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226
+ 7700 | 0 | 0.129743 | 0.045915 | 0.212987 | 0.129739 | -0.083249 | 1.0000 | -0.0007 | 300.00 | 1.00e-05 | 3:28:00 | 1:02:07
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228
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229
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230
+ 7900 | 0 | 0.130125 | 0.047871 | 0.121368 | 0.117372 | -0.003996 | 1.0000 | -0.0007 | 300.00 | 1.00e-05 | 3:33:19 | 0:56:42
231
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232
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233
+ [07:01:54] [TAM @ 8000] mean=-0.0007 std=0.0044 max=0.0140 visits=64000
234
+ [07:02:00] Saved checkpoint -> RESULTS/multigen/run_012/checkpoint-8000
235
+ [07:02:01] Generating 16 validation images ...
236
+ [07:02:22] Validation step 8000: 16 images -> RESULTS/multigen/run_012/validation/collage_step_0008000.png
237
+ 8050 | 0 | 0.055810 | 0.047585 | 0.288130 | 0.076215 | -0.211915 | 1.0000 | -0.0007 | 300.00 | 1.00e-05 | 3:37:46 | 0:52:45
238
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239
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240
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242
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245
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247
+ [07:15:37] [TAM @ 8500] mean=-0.0008 std=0.0045 max=0.0140 visits=68000
248
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251
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253
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254
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255
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258
+ [07:28:51] [TAM @ 9000] mean=-0.0008 std=0.0046 max=0.0140 visits=72000
259
+ [07:28:51] Generating 16 validation images ...
260
+ [07:29:12] Validation step 9000: 16 images -> RESULTS/multigen/run_012/validation/collage_step_0009000.png
261
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262
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+ [07:42:28] [TAM @ 9500] mean=-0.0009 std=0.0048 max=0.0143 visits=76000
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277
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278
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279
+ 9900 | 0 | 0.044542 | 0.056646 | 0.066885 | 0.048524 | -0.018361 | 1.0000 | -0.0009 | 300.00 | 1.00e-05 | 4:27:08 | 0:02:41
280
+ 9950 | 0 | 0.038875 | 0.056819 | 0.142630 | 0.043367 | -0.099262 | 1.0000 | -0.0009 | 300.00 | 1.00e-05 | 4:28:28 | 0:01:20
281
+ 10000 | 0 | 0.054052 | 0.057200 | 0.142627 | 0.058341 | -0.084286 | 1.0000 | -0.0009 | 300.00 | 1.00e-05 | 4:29:47 | 0:00:00
282
+ [07:55:43] [TAM @ 10000] mean=-0.0009 std=0.0049 max=0.0143 visits=80000
283
+ [07:55:49] Saved checkpoint -> RESULTS/multigen/run_012/checkpoint-10000
284
+ [07:55:51] Generating 16 validation images ...
285
+ [07:56:11] Validation step 10000: 16 images -> RESULTS/multigen/run_012/validation/collage_step_0010000.png
286
+ [07:56:11] --- Epoch 0 | Steps: 10000 | Avg Loss: 0.054435 ---
287
+ [07:56:11] Saving final model ...
288
+ [07:56:28] Pipeline saved -> RESULTS/multigen/run_012
289
+ [07:56:28] Generating final validation collage ...
290
+ [07:56:28] Generating 16 validation images ...
291
+ [07:56:48] Validation step 10000: 16 images -> RESULTS/multigen/run_012/validation/collage_step_0010000.png
292
+ [07:56:48]
293
+ [07:56:48] ============================================================
294
+ [07:56:48] TRAINING SUMMARY
295
+ [07:56:48] ============================================================
296
+ [07:56:48] Total steps : 200
297
+ [07:56:48] Final loss : 0.054052
298
+ [07:56:48] Avg last 100 : 0.057200
299
+ [07:56:48] Min loss : 0.000807
300
+ [07:56:48] Total time : 4:30:52
301
+ [07:56:48] Output : RESULTS/multigen/run_012
302
+ [07:56:48] ============================================================
multigen/pixart_sigma/RAD/training_args.json ADDED
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+ {
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multigen/pixart_sigma/RAD/training_summary.json ADDED
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multigen/pixart_sigma/RAD/transformer/config.json ADDED
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+ {
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+ "_class_name": "PixArtTransformer2DModel",
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+ }
multigen/pixart_sigma/RAD/vae/config.json ADDED
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+ {
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+ "_class_name": "AutoencoderKL",
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+ "_diffusers_version": "0.37.1",
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+ "_name_or_path": "PixArt-alpha/pixart_sigma_sdxlvae_T5_diffusers",
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+ "UpDecoderBlock2D"
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+ {
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+ {
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+ "_class_name": "SanaPipeline",
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+ "_diffusers_version": "0.37.1",
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+ "scheduler": [
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+ "diffusers",
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+ "FlowMatchEulerDiscreteScheduler"
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+ "text_encoder": [
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+ "GemmaTokenizer"
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+ "transformer": [
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+ "SanaTransformer2DModel"
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+ "vae": [
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+ "diffusers",
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+ "AutoencoderDC"
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+ ]
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+ }
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+ {
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+ "time_shift_type": "exponential",
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+ "timestep_spacing": "linspace",
32
+ "trained_betas": null,
33
+ "use_beta_sigmas": false,
34
+ "use_dynamic_shifting": false,
35
+ "use_exponential_sigmas": false,
36
+ "use_flow_sigmas": true,
37
+ "use_karras_sigmas": false,
38
+ "use_lu_lambdas": false,
39
+ "variance_type": null
40
+ }
multigen/sana 1.6/Base 13.8k/text_encoder/config.json ADDED
@@ -0,0 +1,68 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "architectures": [
3
+ "Gemma2Model"
4
+ ],
5
+ "attention_bias": false,
6
+ "attention_dropout": 0.0,
7
+ "attn_logit_softcapping": 50.0,
8
+ "bos_token_id": 2,
9
+ "cache_implementation": "hybrid",
10
+ "dtype": "bfloat16",
11
+ "eos_token_id": [
12
+ 1,
13
+ 107
14
+ ],
15
+ "final_logit_softcapping": 30.0,
16
+ "head_dim": 256,
17
+ "hidden_act": "gelu_pytorch_tanh",
18
+ "hidden_activation": "gelu_pytorch_tanh",
19
+ "hidden_size": 2304,
20
+ "initializer_range": 0.02,
21
+ "intermediate_size": 9216,
22
+ "layer_types": [
23
+ "sliding_attention",
24
+ "full_attention",
25
+ "sliding_attention",
26
+ "full_attention",
27
+ "sliding_attention",
28
+ "full_attention",
29
+ "sliding_attention",
30
+ "full_attention",
31
+ "sliding_attention",
32
+ "full_attention",
33
+ "sliding_attention",
34
+ "full_attention",
35
+ "sliding_attention",
36
+ "full_attention",
37
+ "sliding_attention",
38
+ "full_attention",
39
+ "sliding_attention",
40
+ "full_attention",
41
+ "sliding_attention",
42
+ "full_attention",
43
+ "sliding_attention",
44
+ "full_attention",
45
+ "sliding_attention",
46
+ "full_attention",
47
+ "sliding_attention",
48
+ "full_attention"
49
+ ],
50
+ "max_position_embeddings": 8192,
51
+ "model_type": "gemma2",
52
+ "num_attention_heads": 8,
53
+ "num_hidden_layers": 26,
54
+ "num_key_value_heads": 4,
55
+ "pad_token_id": 0,
56
+ "query_pre_attn_scalar": 256,
57
+ "rms_norm_eps": 1e-06,
58
+ "rope_parameters": {
59
+ "rope_theta": 10000.0,
60
+ "rope_type": "default"
61
+ },
62
+ "sliding_window": 4096,
63
+ "tie_word_embeddings": true,
64
+ "transformers_version": "5.9.0",
65
+ "use_bidirectional_attention": null,
66
+ "use_cache": true,
67
+ "vocab_size": 256000
68
+ }
multigen/sana 1.6/Base 13.8k/tokenizer/chat_template.jinja ADDED
@@ -0,0 +1,4 @@
 
 
 
 
 
1
+ {{ 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 + '
2
+ ' + message['content'] | trim + '<end_of_turn>
3
+ ' }}{% endfor %}{% if add_generation_prompt %}{{'<start_of_turn>model
4
+ '}}{% endif %}
multigen/sana 1.6/Base 13.8k/tokenizer/tokenizer_config.json ADDED
@@ -0,0 +1,20 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "backend": "tokenizers",
3
+ "bos_token": "<bos>",
4
+ "clean_up_tokenization_spaces": false,
5
+ "eos_token": "<eos>",
6
+ "extra_special_tokens": [
7
+ "<start_of_turn>",
8
+ "<end_of_turn>"
9
+ ],
10
+ "is_local": false,
11
+ "local_files_only": false,
12
+ "mask_token": "<mask>",
13
+ "model_max_length": 1000000000000000019884624838656,
14
+ "pad_token": "<pad>",
15
+ "sp_model_kwargs": {},
16
+ "spaces_between_special_tokens": false,
17
+ "tokenizer_class": "GemmaTokenizer",
18
+ "unk_token": "<unk>",
19
+ "use_default_system_prompt": false
20
+ }
multigen/sana 1.6/Base 13.8k/training.log ADDED
@@ -0,0 +1,354 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ Training started: 2026-07-28 09:35:23
2
+ ==========================================================================================
3
+ Step | Epoch | Loss | Avg100 | LR | Elapsed | ETA
4
+ ------------------------------------------------------------------------------------------
5
+ [09:35:23] Run directory: RESULTS/multigen/run_007
6
+ [09:35:23] cuDNN SDPA disabled -- using Flash/math backend for bf16 compatibility
7
+ [09:35:23] Loading pretrained SANA components ...
8
+ [09:35:56] Transformer params: 1,604,462,752 total, 1,604,462,752 trainable
9
+ [09:35:56] Building dataset ...
10
+ [09:35:56] Step-based training: 13800 steps (~1 epochs over dataset)
11
+ [09:35:59]
12
+ [09:35:59] ================================================================
13
+ [09:35:59] Output dir = RESULTS/multigen/run_007
14
+ [09:35:59] Num examples = 499995
15
+ [09:35:59] Num epochs = 1
16
+ [09:35:59] Batch/device = 8
17
+ [09:35:59] Grad accum = 1
18
+ [09:35:59] Effective BS = 8
19
+ [09:35:59] Total optim steps = 13800
20
+ [09:35:59] LR = 0.0001
21
+ [09:35:59] Precision = bf16
22
+ [09:35:59] Log every = 50 steps
23
+ [09:35:59] Validate every = 1000 steps
24
+ [09:35:59] Checkpoint every = 2000 steps
25
+ [09:35:59] ================================================================
26
+ [09:35:59]
27
+ 50 | 0 | 0.943545 | 0.943545 | 1.00e-05 | 0:01:22 | 6:17:59
28
+ 100 | 0 | 1.016140 | 0.979842 | 2.00e-05 | 0:02:06 | 4:48:18
29
+ 150 | 0 | 0.854738 | 0.938141 | 3.00e-05 | 0:02:50 | 4:18:10
30
+ 200 | 0 | 0.905562 | 0.929996 | 4.00e-05 | 0:03:34 | 4:02:48
31
+ 250 | 0 | 0.889807 | 0.921958 | 5.00e-05 | 0:04:18 | 3:53:19
32
+ 300 | 0 | 1.025621 | 0.939236 | 6.00e-05 | 0:05:02 | 3:46:46
33
+ 350 | 0 | 0.969926 | 0.943620 | 7.00e-05 | 0:05:46 | 3:41:53
34
+ 400 | 0 | 0.909325 | 0.939333 | 8.00e-05 | 0:06:30 | 3:38:04
35
+ 450 | 0 | 0.808341 | 0.924778 | 9.00e-05 | 0:07:14 | 3:34:55
36
+ 500 | 0 | 0.859411 | 0.918242 | 1.00e-04 | 0:07:58 | 3:32:15
37
+ 550 | 0 | 1.001658 | 0.925825 | 1.00e-04 | 0:08:42 | 3:29:55
38
+ 600 | 0 | 0.931581 | 0.926305 | 1.00e-04 | 0:09:26 | 3:27:51
39
+ 650 | 0 | 0.899325 | 0.924229 | 1.00e-04 | 0:10:10 | 3:26:00
40
+ 700 | 0 | 0.838705 | 0.918120 | 9.99e-05 | 0:10:55 | 3:24:18
41
+ 750 | 0 | 0.914987 | 0.917911 | 9.99e-05 | 0:11:39 | 3:22:44
42
+ 800 | 0 | 0.845045 | 0.913357 | 9.99e-05 | 0:12:23 | 3:21:16
43
+ 850 | 0 | 0.905291 | 0.912883 | 9.98e-05 | 0:13:07 | 3:19:53
44
+ 900 | 0 | 0.928166 | 0.913732 | 9.98e-05 | 0:13:51 | 3:18:35
45
+ 950 | 0 | 0.929932 | 0.914585 | 9.97e-05 | 0:14:35 | 3:17:20
46
+ 1000 | 0 | 0.859746 | 0.911843 | 9.97e-05 | 0:15:19 | 3:16:08
47
+ [09:50:43] Generating 16 validation images ...
48
+ [09:50:57] Validation at step 1000: generated 16 images -> RESULTS/multigen/run_007/validation/collage_step_0001000.png
49
+ 1050 | 0 | 0.810000 | 0.906993 | 9.96e-05 | 0:16:18 | 3:17:58
50
+ 1100 | 0 | 0.890916 | 0.906262 | 9.95e-05 | 0:17:02 | 3:16:42
51
+ 1150 | 0 | 0.766152 | 0.900170 | 9.94e-05 | 0:17:46 | 3:15:30
52
+ 1200 | 0 | 0.940272 | 0.901841 | 9.93e-05 | 0:18:30 | 3:14:19
53
+ 1250 | 0 | 0.824927 | 0.898765 | 9.92e-05 | 0:19:14 | 3:13:11
54
+ 1300 | 0 | 0.910757 | 0.899226 | 9.91e-05 | 0:19:58 | 3:12:05
55
+ 1350 | 0 | 0.878206 | 0.898447 | 9.90e-05 | 0:20:42 | 3:11:00
56
+ 1400 | 0 | 0.814189 | 0.895438 | 9.89e-05 | 0:21:26 | 3:09:57
57
+ 1450 | 0 | 0.820104 | 0.892840 | 9.87e-05 | 0:22:10 | 3:08:55
58
+ 1500 | 0 | 0.828240 | 0.890687 | 9.86e-05 | 0:22:55 | 3:07:55
59
+ 1550 | 0 | 0.905239 | 0.891157 | 9.85e-05 | 0:23:39 | 3:06:55
60
+ 1600 | 0 | 0.895775 | 0.891301 | 9.83e-05 | 0:24:23 | 3:05:56
61
+ 1650 | 0 | 0.872300 | 0.890725 | 9.82e-05 | 0:25:07 | 3:04:58
62
+ 1700 | 0 | 0.766612 | 0.887075 | 9.80e-05 | 0:25:51 | 3:04:01
63
+ 1750 | 0 | 0.926602 | 0.888204 | 9.78e-05 | 0:26:35 | 3:03:05
64
+ 1800 | 0 | 0.971818 | 0.890527 | 9.77e-05 | 0:27:19 | 3:02:09
65
+ 1850 | 0 | 0.900563 | 0.890798 | 9.75e-05 | 0:28:03 | 3:01:14
66
+ 1900 | 0 | 0.927934 | 0.891775 | 9.73e-05 | 0:28:47 | 3:00:20
67
+ 1950 | 0 | 0.960076 | 0.893527 | 9.71e-05 | 0:29:31 | 2:59:26
68
+ 2000 | 0 | 0.978313 | 0.895646 | 9.69e-05 | 0:30:15 | 2:58:33
69
+ [10:05:54] Saved checkpoint -> RESULTS/multigen/run_007/checkpoint-2000
70
+ [10:05:54] Generating 16 validation images ...
71
+ [10:06:08] Validation at step 2000: generated 16 images -> RESULTS/multigen/run_007/validation/collage_step_0002000.png
72
+ 2050 | 0 | 0.840004 | 0.894289 | 9.67e-05 | 0:31:29 | 3:00:30
73
+ 2100 | 0 | 0.934543 | 0.895247 | 9.65e-05 | 0:32:13 | 2:59:32
74
+ 2150 | 0 | 0.816634 | 0.893419 | 9.63e-05 | 0:32:57 | 2:58:36
75
+ 2200 | 0 | 0.947095 | 0.894639 | 9.60e-05 | 0:33:41 | 2:57:40
76
+ 2250 | 0 | 0.950827 | 0.895888 | 9.58e-05 | 0:34:25 | 2:56:44
77
+ 2300 | 0 | 0.878195 | 0.895503 | 9.55e-05 | 0:35:10 | 2:55:50
78
+ 2350 | 0 | 0.913563 | 0.895887 | 9.53e-05 | 0:35:54 | 2:54:55
79
+ 2400 | 0 | 0.801044 | 0.893912 | 9.50e-05 | 0:36:38 | 2:54:01
80
+ 2450 | 0 | 0.771758 | 0.891419 | 9.48e-05 | 0:37:22 | 2:53:08
81
+ 2500 | 0 | 0.860599 | 0.890802 | 9.45e-05 | 0:38:06 | 2:52:14
82
+ 2550 | 0 | 0.860734 | 0.890213 | 9.43e-05 | 0:38:50 | 2:51:21
83
+ 2600 | 0 | 0.870459 | 0.889833 | 9.40e-05 | 0:39:34 | 2:50:29
84
+ 2650 | 0 | 0.875544 | 0.889563 | 9.37e-05 | 0:40:18 | 2:49:36
85
+ 2700 | 0 | 0.921938 | 0.890163 | 9.34e-05 | 0:41:02 | 2:48:44
86
+ 2750 | 0 | 0.910578 | 0.890534 | 9.31e-05 | 0:41:46 | 2:47:52
87
+ 2800 | 0 | 0.821945 | 0.889309 | 9.28e-05 | 0:42:30 | 2:47:01
88
+ 2850 | 0 | 0.824346 | 0.888169 | 9.25e-05 | 0:43:14 | 2:46:10
89
+ 2900 | 0 | 0.854614 | 0.887591 | 9.22e-05 | 0:43:59 | 2:45:19
90
+ 2950 | 0 | 0.828294 | 0.886586 | 9.19e-05 | 0:44:43 | 2:44:28
91
+ 3000 | 0 | 0.871241 | 0.886330 | 9.15e-05 | 0:45:27 | 2:43:37
92
+ [10:20:51] Generating 16 validation images ...
93
+ [10:21:05] Validation at step 3000: generated 16 images -> RESULTS/multigen/run_007/validation/collage_step_0003000.png
94
+ 3050 | 0 | 0.775505 | 0.884513 | 9.12e-05 | 0:46:26 | 2:43:42
95
+ 3100 | 0 | 0.908818 | 0.884905 | 9.09e-05 | 0:47:11 | 2:42:51
96
+ 3150 | 0 | 0.916008 | 0.885399 | 9.05e-05 | 0:47:55 | 2:42:00
97
+ 3200 | 0 | 0.864575 | 0.885074 | 9.02e-05 | 0:48:39 | 2:41:10
98
+ 3250 | 0 | 0.925698 | 0.885699 | 8.98e-05 | 0:49:23 | 2:40:19
99
+ 3300 | 0 | 0.841170 | 0.885024 | 8.95e-05 | 0:50:07 | 2:39:29
100
+ 3350 | 0 | 0.827848 | 0.884171 | 8.91e-05 | 0:50:51 | 2:38:39
101
+ 3400 | 0 | 0.835348 | 0.883453 | 8.87e-05 | 0:51:35 | 2:37:49
102
+ 3450 | 0 | 0.838038 | 0.882794 | 8.83e-05 | 0:52:19 | 2:36:59
103
+ 3500 | 0 | 0.917111 | 0.883285 | 8.80e-05 | 0:53:03 | 2:36:09
104
+ 3550 | 0 | 0.935560 | 0.884021 | 8.76e-05 | 0:53:47 | 2:35:20
105
+ 3600 | 0 | 0.873051 | 0.883869 | 8.72e-05 | 0:54:32 | 2:34:30
106
+ 3650 | 0 | 0.929171 | 0.884489 | 8.68e-05 | 0:55:16 | 2:33:41
107
+ 3700 | 0 | 0.785694 | 0.883154 | 8.64e-05 | 0:56:00 | 2:32:52
108
+ 3750 | 0 | 0.759229 | 0.881502 | 8.60e-05 | 0:56:44 | 2:32:03
109
+ 3800 | 0 | 0.880472 | 0.881488 | 8.56e-05 | 0:57:28 | 2:31:14
110
+ 3850 | 0 | 0.870692 | 0.881348 | 8.51e-05 | 0:58:12 | 2:30:26
111
+ 3900 | 0 | 0.789238 | 0.880167 | 8.47e-05 | 0:58:56 | 2:29:37
112
+ 3950 | 0 | 0.834928 | 0.879594 | 8.43e-05 | 0:59:40 | 2:28:48
113
+ 4000 | 0 | 0.894593 | 0.879782 | 8.39e-05 | 1:00:24 | 2:28:00
114
+ [10:36:02] Saved checkpoint -> RESULTS/multigen/run_007/checkpoint-4000
115
+ [10:36:03] Generating 16 validation images ...
116
+ [10:36:17] Validation at step 4000: generated 16 images -> RESULTS/multigen/run_007/validation/collage_step_0004000.png
117
+ 4050 | 0 | 0.845351 | 0.879357 | 8.34e-05 | 1:01:38 | 2:28:24
118
+ 4100 | 0 | 0.824073 | 0.878683 | 8.30e-05 | 1:02:22 | 2:27:34
119
+ 4150 | 0 | 0.819473 | 0.877969 | 8.25e-05 | 1:03:06 | 2:26:45
120
+ 4200 | 0 | 0.816321 | 0.877235 | 8.21e-05 | 1:03:50 | 2:25:56
121
+ 4250 | 0 | 0.986370 | 0.878519 | 8.16e-05 | 1:04:34 | 2:25:07
122
+ 4300 | 0 | 0.836664 | 0.878033 | 8.12e-05 | 1:05:19 | 2:24:18
123
+ 4350 | 0 | 0.846492 | 0.877670 | 8.07e-05 | 1:06:03 | 2:23:29
124
+ 4400 | 0 | 0.915753 | 0.878103 | 8.02e-05 | 1:06:47 | 2:22:41
125
+ 4450 | 0 | 0.837410 | 0.877646 | 7.98e-05 | 1:07:31 | 2:21:52
126
+ 4500 | 0 | 0.878809 | 0.877659 | 7.93e-05 | 1:08:15 | 2:21:04
127
+ 4550 | 0 | 0.900180 | 0.877906 | 7.88e-05 | 1:08:59 | 2:20:15
128
+ 4600 | 0 | 0.866350 | 0.877780 | 7.83e-05 | 1:09:43 | 2:19:27
129
+ 4650 | 0 | 0.889598 | 0.877907 | 7.78e-05 | 1:10:27 | 2:18:39
130
+ 4700 | 0 | 0.796602 | 0.877043 | 7.73e-05 | 1:11:11 | 2:17:51
131
+ 4750 | 0 | 0.907749 | 0.877366 | 7.69e-05 | 1:11:55 | 2:17:03
132
+ 4800 | 0 | 0.777011 | 0.876320 | 7.64e-05 | 1:12:40 | 2:16:15
133
+ 4850 | 0 | 0.907305 | 0.876640 | 7.58e-05 | 1:13:24 | 2:15:27
134
+ 4900 | 0 | 0.899230 | 0.876870 | 7.53e-05 | 1:14:08 | 2:14:39
135
+ 4950 | 0 | 0.853272 | 0.876632 | 7.48e-05 | 1:14:52 | 2:13:51
136
+ 5000 | 0 | 0.846221 | 0.876328 | 7.43e-05 | 1:15:36 | 2:13:04
137
+ [10:50:59] Generating 16 validation images ...
138
+ [10:51:13] Validation at step 5000: generated 16 images -> RESULTS/multigen/run_007/validation/collage_step_0005000.png
139
+ 5050 | 0 | 0.879338 | 0.875686 | 7.38e-05 | 1:16:35 | 2:12:42
140
+ 5100 | 0 | 0.860071 | 0.874125 | 7.33e-05 | 1:17:19 | 2:11:54
141
+ 5150 | 0 | 0.873349 | 0.874311 | 7.28e-05 | 1:18:03 | 2:11:06
142
+ 5200 | 0 | 0.842941 | 0.873685 | 7.22e-05 | 1:18:47 | 2:10:19
143
+ 5250 | 0 | 0.964970 | 0.874437 | 7.17e-05 | 1:19:31 | 2:09:31
144
+ 5300 | 0 | 0.806615 | 0.872247 | 7.12e-05 | 1:20:15 | 2:08:43
145
+ 5350 | 0 | 0.951661 | 0.872064 | 7.06e-05 | 1:21:00 | 2:07:56
146
+ 5400 | 0 | 0.872428 | 0.871695 | 7.01e-05 | 1:21:44 | 2:07:08
147
+ 5450 | 0 | 0.907655 | 0.872688 | 6.95e-05 | 1:22:28 | 2:06:21
148
+ 5500 | 0 | 0.840492 | 0.872499 | 6.90e-05 | 1:23:12 | 2:05:33
149
+ 5550 | 0 | 0.894069 | 0.871423 | 6.85e-05 | 1:23:56 | 2:04:46
150
+ 5600 | 0 | 0.847590 | 0.870583 | 6.79e-05 | 1:24:40 | 2:03:59
151
+ 5650 | 0 | 0.802454 | 0.869614 | 6.73e-05 | 1:25:24 | 2:03:12
152
+ 5700 | 0 | 0.910875 | 0.870336 | 6.68e-05 | 1:26:08 | 2:02:24
153
+ 5750 | 0 | 0.956335 | 0.870750 | 6.62e-05 | 1:26:52 | 2:01:37
154
+ 5800 | 0 | 0.782352 | 0.870123 | 6.57e-05 | 1:27:36 | 2:00:50
155
+ 5850 | 0 | 0.905111 | 0.870121 | 6.51e-05 | 1:28:20 | 2:00:03
156
+ 5900 | 0 | 0.889417 | 0.869733 | 6.45e-05 | 1:29:04 | 1:59:16
157
+ 5950 | 0 | 0.782205 | 0.868256 | 6.40e-05 | 1:29:49 | 1:58:29
158
+ 6000 | 0 | 0.788943 | 0.867548 | 6.34e-05 | 1:30:33 | 1:57:43
159
+ [11:06:12] Saved checkpoint -> RESULTS/multigen/run_007/checkpoint-6000
160
+ [11:06:13] Generating 16 validation images ...
161
+ [11:06:26] Validation at step 6000: generated 16 images -> RESULTS/multigen/run_007/validation/collage_step_0006000.png
162
+ 6050 | 0 | 0.843873 | 0.867887 | 6.28e-05 | 1:31:48 | 1:57:36
163
+ 6100 | 0 | 0.926595 | 0.868244 | 6.23e-05 | 1:32:32 | 1:56:49
164
+ 6150 | 0 | 0.958718 | 0.870169 | 6.17e-05 | 1:33:16 | 1:56:01
165
+ 6200 | 0 | 0.851592 | 0.869282 | 6.11e-05 | 1:34:01 | 1:55:14
166
+ 6250 | 0 | 0.952261 | 0.870556 | 6.05e-05 | 1:34:45 | 1:54:27
167
+ 6300 | 0 | 0.946118 | 0.870909 | 6.00e-05 | 1:35:29 | 1:53:40
168
+ 6350 | 0 | 0.847358 | 0.870601 | 5.94e-05 | 1:36:13 | 1:52:53
169
+ 6400 | 0 | 0.885121 | 0.871310 | 5.88e-05 | 1:36:57 | 1:52:06
170
+ 6450 | 0 | 0.827020 | 0.871379 | 5.82e-05 | 1:37:41 | 1:51:19
171
+ 6500 | 0 | 0.833433 | 0.871431 | 5.76e-05 | 1:38:25 | 1:50:32
172
+ 6550 | 0 | 0.912996 | 0.871509 | 5.71e-05 | 1:39:09 | 1:49:45
173
+ 6600 | 0 | 0.917488 | 0.871726 | 5.65e-05 | 1:39:54 | 1:48:58
174
+ 6650 | 0 | 0.915282 | 0.872156 | 5.59e-05 | 1:40:38 | 1:48:12
175
+ 6700 | 0 | 0.875844 | 0.873248 | 5.53e-05 | 1:41:22 | 1:47:25
176
+ 6750 | 0 | 0.772873 | 0.871711 | 5.47e-05 | 1:42:06 | 1:46:38
177
+ 6800 | 0 | 0.923373 | 0.871226 | 5.41e-05 | 1:42:50 | 1:45:51
178
+ 6850 | 0 | 0.851112 | 0.870732 | 5.35e-05 | 1:43:34 | 1:45:05
179
+ 6900 | 0 | 0.798977 | 0.869442 | 5.30e-05 | 1:44:18 | 1:44:18
180
+ 6950 | 0 | 0.929718 | 0.869139 | 5.24e-05 | 1:45:02 | 1:43:31
181
+ 7000 | 0 | 0.787069 | 0.867226 | 5.18e-05 | 1:45:46 | 1:42:45
182
+ [11:21:10] Generating 16 validation images ...
183
+ [11:21:24] Validation at step 7000: generated 16 images -> RESULTS/multigen/run_007/validation/collage_step_0007000.png
184
+ 7050 | 0 | 0.876852 | 0.867595 | 5.12e-05 | 1:46:45 | 1:42:13
185
+ 7100 | 0 | 0.898514 | 0.867234 | 5.06e-05 | 1:47:29 | 1:41:26
186
+ 7150 | 0 | 0.895434 | 0.868022 | 5.00e-05 | 1:48:13 | 1:40:39
187
+ 7200 | 0 | 0.904403 | 0.867596 | 4.94e-05 | 1:48:57 | 1:39:53
188
+ 7250 | 0 | 0.933909 | 0.867426 | 4.88e-05 | 1:49:42 | 1:39:06
189
+ 7300 | 0 | 0.872772 | 0.867372 | 4.82e-05 | 1:50:26 | 1:38:20
190
+ 7350 | 0 | 0.851700 | 0.866754 | 4.76e-05 | 1:51:10 | 1:37:33
191
+ 7400 | 0 | 0.855292 | 0.867296 | 4.70e-05 | 1:51:54 | 1:36:47
192
+ 7450 | 0 | 0.909662 | 0.868675 | 4.65e-05 | 1:52:38 | 1:36:00
193
+ 7500 | 0 | 0.876430 | 0.868833 | 4.59e-05 | 1:53:22 | 1:35:14
194
+ 7550 | 0 | 0.760028 | 0.867826 | 4.53e-05 | 1:54:06 | 1:34:27
195
+ 7600 | 0 | 0.961435 | 0.868736 | 4.47e-05 | 1:54:50 | 1:33:41
196
+ 7650 | 0 | 0.855097 | 0.868532 | 4.41e-05 | 1:55:34 | 1:32:55
197
+ 7700 | 0 | 0.912480 | 0.868437 | 4.35e-05 | 1:56:18 | 1:32:08
198
+ 7750 | 0 | 0.753577 | 0.866867 | 4.29e-05 | 1:57:03 | 1:31:22
199
+ 7800 | 0 | 0.903254 | 0.867680 | 4.24e-05 | 1:57:47 | 1:30:36
200
+ 7850 | 0 | 0.840495 | 0.867842 | 4.18e-05 | 1:58:31 | 1:29:50
201
+ 7900 | 0 | 0.810192 | 0.867397 | 4.12e-05 | 1:59:15 | 1:29:03
202
+ 7950 | 0 | 0.928282 | 0.868397 | 4.06e-05 | 1:59:59 | 1:28:17
203
+ 8000 | 0 | 0.848055 | 0.868165 | 4.00e-05 | 2:00:43 | 1:27:31
204
+ [11:36:22] Saved checkpoint -> RESULTS/multigen/run_007/checkpoint-8000
205
+ [11:36:24] Removed old checkpoint: checkpoint-2000
206
+ [11:36:24] Generating 16 validation images ...
207
+ [11:36:38] Validation at step 8000: generated 16 images -> RESULTS/multigen/run_007/validation/collage_step_0008000.png
208
+ 8050 | 0 | 0.813111 | 0.868541 | 3.95e-05 | 2:02:00 | 1:27:08
209
+ 8100 | 0 | 0.820990 | 0.867663 | 3.89e-05 | 2:02:44 | 1:26:22
210
+ 8150 | 0 | 0.969606 | 0.868199 | 3.83e-05 | 2:03:28 | 1:25:35
211
+ 8200 | 0 | 0.922643 | 0.868780 | 3.77e-05 | 2:04:12 | 1:24:49
212
+ 8250 | 0 | 0.781011 | 0.867333 | 3.72e-05 | 2:04:56 | 1:24:03
213
+ 8300 | 0 | 0.808260 | 0.867004 | 3.66e-05 | 2:05:40 | 1:23:16
214
+ 8350 | 0 | 0.845827 | 0.867184 | 3.60e-05 | 2:06:24 | 1:22:30
215
+ 8400 | 0 | 0.916183 | 0.867992 | 3.55e-05 | 2:07:08 | 1:21:44
216
+ 8450 | 0 | 0.782845 | 0.867440 | 3.49e-05 | 2:07:52 | 1:20:57
217
+ 8500 | 0 | 0.871142 | 0.866980 | 3.43e-05 | 2:08:36 | 1:20:11
218
+ 8550 | 0 | 0.933345 | 0.866958 | 3.38e-05 | 2:09:20 | 1:19:25
219
+ 8600 | 0 | 0.933666 | 0.867564 | 3.32e-05 | 2:10:05 | 1:18:39
220
+ 8650 | 0 | 0.905803 | 0.867331 | 3.27e-05 | 2:10:49 | 1:17:53
221
+ 8700 | 0 | 0.844885 | 0.867923 | 3.21e-05 | 2:11:33 | 1:17:07
222
+ 8750 | 0 | 0.842955 | 0.868760 | 3.15e-05 | 2:12:17 | 1:16:20
223
+ 8800 | 0 | 0.877354 | 0.868729 | 3.10e-05 | 2:13:01 | 1:15:34
224
+ 8850 | 0 | 0.920702 | 0.869229 | 3.05e-05 | 2:13:45 | 1:14:48
225
+ 8900 | 0 | 0.923323 | 0.870570 | 2.99e-05 | 2:14:29 | 1:14:02
226
+ 8950 | 0 | 0.908730 | 0.871308 | 2.94e-05 | 2:15:13 | 1:13:16
227
+ 9000 | 0 | 0.917644 | 0.871538 | 2.88e-05 | 2:15:57 | 1:12:30
228
+ [11:51:21] Generating 16 validation images ...
229
+ [11:51:35] Validation at step 9000: generated 16 images -> RESULTS/multigen/run_007/validation/collage_step_0009000.png
230
+ 9050 | 0 | 0.867513 | 0.871760 | 2.83e-05 | 2:16:56 | 1:11:52
231
+ 9100 | 0 | 0.834258 | 0.871862 | 2.78e-05 | 2:17:40 | 1:11:06
232
+ 9150 | 0 | 0.929492 | 0.872962 | 2.72e-05 | 2:18:24 | 1:10:20
233
+ 9200 | 0 | 0.861957 | 0.873418 | 2.67e-05 | 2:19:08 | 1:09:34
234
+ 9250 | 0 | 0.910810 | 0.872663 | 2.62e-05 | 2:19:52 | 1:08:48
235
+ 9300 | 0 | 0.941220 | 0.873708 | 2.57e-05 | 2:20:36 | 1:08:02
236
+ 9350 | 0 | 0.846215 | 0.873705 | 2.52e-05 | 2:21:20 | 1:07:16
237
+ 9400 | 0 | 0.704225 | 0.871590 | 2.47e-05 | 2:22:04 | 1:06:30
238
+ 9450 | 0 | 0.745657 | 0.870673 | 2.42e-05 | 2:22:48 | 1:05:44
239
+ 9500 | 0 | 0.891531 | 0.870800 | 2.36e-05 | 2:23:32 | 1:04:58
240
+ 9550 | 0 | 0.912723 | 0.870925 | 2.31e-05 | 2:24:16 | 1:04:12
241
+ 9600 | 0 | 0.884604 | 0.871108 | 2.27e-05 | 2:25:00 | 1:03:26
242
+ 9650 | 0 | 0.828524 | 0.870497 | 2.22e-05 | 2:25:45 | 1:02:40
243
+ 9700 | 0 | 0.824513 | 0.870776 | 2.17e-05 | 2:26:29 | 1:01:54
244
+ 9750 | 0 | 0.894794 | 0.870647 | 2.12e-05 | 2:27:13 | 1:01:09
245
+ 9800 | 0 | 0.820129 | 0.871078 | 2.07e-05 | 2:27:57 | 1:00:23
246
+ 9850 | 0 | 1.028005 | 0.872285 | 2.02e-05 | 2:28:41 | 0:59:37
247
+ 9900 | 0 | 0.726325 | 0.870556 | 1.98e-05 | 2:29:25 | 0:58:51
248
+ 9950 | 0 | 0.844937 | 0.870472 | 1.93e-05 | 2:30:09 | 0:58:06
249
+ 10000 | 0 | 0.869543 | 0.870706 | 1.88e-05 | 2:30:53 | 0:57:20
250
+ [12:06:32] Saved checkpoint -> RESULTS/multigen/run_007/checkpoint-10000
251
+ [12:06:34] Removed old checkpoint: checkpoint-4000
252
+ [12:06:35] Generating 16 validation images ...
253
+ [12:06:49] Validation at step 10000: generated 16 images -> RESULTS/multigen/run_007/validation/collage_step_0010000.png
254
+ 10050 | 0 | 0.928058 | 0.871193 | 1.84e-05 | 2:32:10 | 0:56:46
255
+ 10100 | 0 | 0.932211 | 0.871914 | 1.79e-05 | 2:32:54 | 0:56:00
256
+ 10150 | 0 | 0.986859 | 0.873049 | 1.75e-05 | 2:33:38 | 0:55:14
257
+ 10200 | 0 | 0.961681 | 0.874237 | 1.70e-05 | 2:34:22 | 0:54:29
258
+ 10250 | 0 | 0.898263 | 0.873570 | 1.66e-05 | 2:35:06 | 0:53:43
259
+ 10300 | 0 | 0.822328 | 0.873727 | 1.61e-05 | 2:35:50 | 0:52:57
260
+ 10350 | 0 | 0.833727 | 0.872547 | 1.57e-05 | 2:36:34 | 0:52:11
261
+ 10400 | 0 | 0.910431 | 0.872927 | 1.53e-05 | 2:37:18 | 0:51:25
262
+ 10450 | 0 | 0.877944 | 0.872630 | 1.49e-05 | 2:38:02 | 0:50:39
263
+ 10500 | 0 | 0.824571 | 0.872471 | 1.44e-05 | 2:38:46 | 0:49:54
264
+ 10550 | 0 | 0.957719 | 0.873108 | 1.40e-05 | 2:39:31 | 0:49:08
265
+ 10600 | 0 | 0.934143 | 0.873973 | 1.36e-05 | 2:40:15 | 0:48:22
266
+ 10650 | 0 | 0.956997 | 0.875519 | 1.32e-05 | 2:40:59 | 0:47:36
267
+ 10700 | 0 | 0.965650 | 0.876066 | 1.28e-05 | 2:41:43 | 0:46:51
268
+ 10750 | 0 | 0.780551 | 0.874308 | 1.24e-05 | 2:42:27 | 0:46:05
269
+ 10800 | 0 | 0.885276 | 0.875338 | 1.20e-05 | 2:43:11 | 0:45:19
270
+ 10850 | 0 | 0.927337 | 0.875560 | 1.17e-05 | 2:43:55 | 0:44:34
271
+ 10900 | 0 | 0.964966 | 0.876315 | 1.13e-05 | 2:44:39 | 0:43:48
272
+ 10950 | 0 | 0.913249 | 0.877626 | 1.09e-05 | 2:45:23 | 0:43:02
273
+ 11000 | 0 | 0.903494 | 0.878771 | 1.05e-05 | 2:46:07 | 0:42:17
274
+ [12:21:31] Generating 16 validation images ...
275
+ [12:21:44] Validation at step 11000: generated 16 images -> RESULTS/multigen/run_007/validation/collage_step_0011000.png
276
+ 11050 | 0 | 0.969877 | 0.880031 | 1.02e-05 | 2:47:06 | 0:41:35
277
+ 11100 | 0 | 0.798471 | 0.878750 | 9.83e-06 | 2:47:50 | 0:40:49
278
+ 11150 | 0 | 0.906297 | 0.878226 | 9.48e-06 | 2:48:34 | 0:40:03
279
+ 11200 | 0 | 0.870288 | 0.878413 | 9.14e-06 | 2:49:18 | 0:39:18
280
+ 11250 | 0 | 0.902966 | 0.877920 | 8.80e-06 | 2:50:02 | 0:38:32
281
+ 11300 | 0 | 0.679543 | 0.875254 | 8.47e-06 | 2:50:46 | 0:37:46
282
+ 11350 | 0 | 0.837193 | 0.875153 | 8.14e-06 | 2:51:30 | 0:37:01
283
+ 11400 | 0 | 0.871206 | 0.875013 | 7.82e-06 | 2:52:14 | 0:36:15
284
+ 11450 | 0 | 0.847826 | 0.875221 | 7.51e-06 | 2:52:58 | 0:35:30
285
+ 11500 | 0 | 0.891655 | 0.875804 | 7.20e-06 | 2:53:42 | 0:34:44
286
+ 11550 | 0 | 0.837400 | 0.875048 | 6.90e-06 | 2:54:26 | 0:33:59
287
+ 11600 | 0 | 0.907177 | 0.874945 | 6.60e-06 | 2:55:11 | 0:33:13
288
+ 11650 | 0 | 0.912660 | 0.874918 | 6.31e-06 | 2:55:55 | 0:32:27
289
+ 11700 | 0 | 0.860642 | 0.874766 | 6.03e-06 | 2:56:39 | 0:31:42
290
+ 11750 | 0 | 0.883513 | 0.875873 | 5.75e-06 | 2:57:23 | 0:30:56
291
+ 11800 | 0 | 0.899537 | 0.875634 | 5.48e-06 | 2:58:07 | 0:30:11
292
+ 11850 | 0 | 0.836931 | 0.875493 | 5.21e-06 | 2:58:51 | 0:29:25
293
+ 11900 | 0 | 0.808463 | 0.875588 | 4.95e-06 | 2:59:35 | 0:28:40
294
+ 11950 | 0 | 0.860748 | 0.874898 | 4.70e-06 | 3:00:19 | 0:27:54
295
+ 12000 | 0 | 0.812369 | 0.875151 | 4.45e-06 | 3:01:03 | 0:27:09
296
+ [12:36:43] Saved checkpoint -> RESULTS/multigen/run_007/checkpoint-12000
297
+ [12:36:45] Removed old checkpoint: checkpoint-6000
298
+ [12:36:45] Generating 16 validation images ...
299
+ [12:36:59] Validation at step 12000: generated 16 images -> RESULTS/multigen/run_007/validation/collage_step_0012000.png
300
+ 12050 | 0 | 0.804177 | 0.874424 | 4.21e-06 | 3:02:20 | 0:26:28
301
+ 12100 | 0 | 0.957895 | 0.875018 | 3.98e-06 | 3:03:04 | 0:25:43
302
+ 12150 | 0 | 0.827459 | 0.874338 | 3.75e-06 | 3:03:49 | 0:24:57
303
+ 12200 | 0 | 0.939807 | 0.874692 | 3.53e-06 | 3:04:33 | 0:24:12
304
+ 12250 | 0 | 0.749602 | 0.872849 | 3.31e-06 | 3:05:17 | 0:23:26
305
+ 12300 | 0 | 0.907540 | 0.873197 | 3.11e-06 | 3:06:01 | 0:22:41
306
+ 12350 | 0 | 0.722444 | 0.871904 | 2.90e-06 | 3:06:45 | 0:21:55
307
+ 12400 | 0 | 0.765499 | 0.871006 | 2.71e-06 | 3:07:29 | 0:21:10
308
+ 12450 | 0 | 0.915135 | 0.871061 | 2.52e-06 | 3:08:13 | 0:20:24
309
+ 12500 | 0 | 0.881955 | 0.871116 | 2.34e-06 | 3:08:57 | 0:19:39
310
+ 12550 | 0 | 0.939472 | 0.872911 | 2.16e-06 | 3:09:41 | 0:18:53
311
+ 12600 | 0 | 0.870322 | 0.872000 | 2.00e-06 | 3:10:25 | 0:18:08
312
+ 12650 | 0 | 0.852205 | 0.871971 | 1.83e-06 | 3:11:09 | 0:17:22
313
+ 12700 | 0 | 0.731353 | 0.870159 | 1.68e-06 | 3:11:53 | 0:16:37
314
+ 12750 | 0 | 0.794850 | 0.870572 | 1.53e-06 | 3:12:37 | 0:15:51
315
+ 12800 | 0 | 0.986282 | 0.871402 | 1.39e-06 | 3:13:22 | 0:15:06
316
+ 12850 | 0 | 0.854507 | 0.871543 | 1.25e-06 | 3:14:06 | 0:14:20
317
+ 12900 | 0 | 0.945049 | 0.872891 | 1.13e-06 | 3:14:50 | 0:13:35
318
+ 12950 | 0 | 0.841391 | 0.872022 | 1.00e-06 | 3:15:34 | 0:12:50
319
+ 13000 | 0 | 0.953271 | 0.873074 | 8.90e-07 | 3:16:18 | 0:12:04
320
+ [12:51:42] Generating 16 validation images ...
321
+ [12:51:56] Validation at step 13000: generated 16 images -> RESULTS/multigen/run_007/validation/collage_step_0013000.png
322
+ 13050 | 0 | 0.876441 | 0.873708 | 7.83e-07 | 3:17:17 | 0:11:20
323
+ 13100 | 0 | 0.891657 | 0.874414 | 6.82e-07 | 3:18:01 | 0:10:34
324
+ 13150 | 0 | 0.910642 | 0.873825 | 5.88e-07 | 3:18:45 | 0:09:49
325
+ 13200 | 0 | 0.847760 | 0.873076 | 5.01e-07 | 3:19:29 | 0:09:04
326
+ 13250 | 0 | 0.916198 | 0.874428 | 4.21e-07 | 3:20:13 | 0:08:18
327
+ 13300 | 0 | 0.859781 | 0.874943 | 3.48e-07 | 3:20:57 | 0:07:33
328
+ 13350 | 0 | 0.925856 | 0.875743 | 2.82e-07 | 3:21:42 | 0:06:47
329
+ 13400 | 0 | 0.968405 | 0.876265 | 2.23e-07 | 3:22:26 | 0:06:02
330
+ 13450 | 0 | 0.942526 | 0.877862 | 1.71e-07 | 3:23:10 | 0:05:17
331
+ 13500 | 0 | 0.881537 | 0.877966 | 1.25e-07 | 3:23:54 | 0:04:31
332
+ 13550 | 0 | 0.816671 | 0.876799 | 8.72e-08 | 3:24:38 | 0:03:46
333
+ 13600 | 0 | 0.889473 | 0.876358 | 5.58e-08 | 3:25:22 | 0:03:01
334
+ 13650 | 0 | 0.944560 | 0.876745 | 3.14e-08 | 3:26:06 | 0:02:15
335
+ 13700 | 0 | 1.017065 | 0.878467 | 1.39e-08 | 3:26:50 | 0:01:30
336
+ 13750 | 0 | 0.817243 | 0.878210 | 3.49e-09 | 3:27:34 | 0:00:45
337
+ 13800 | 0 | 0.897587 | 0.878412 | 0.00e+00 | 3:28:18 | 0:00:00
338
+ [13:03:41] --- Epoch 0 complete | Steps: 13800 | Avg Loss: 0.875786 ---
339
+ [13:03:41] Saving final model ...
340
+ [13:03:54] Pipeline saved -> RESULTS/multigen/run_007
341
+ [13:03:54] Generating final validation collage ...
342
+ [13:03:54] Generating 16 validation images ...
343
+ [13:04:08] Validation at step 13800: generated 16 images -> RESULTS/multigen/run_007/validation/collage_step_0013800.png
344
+ [13:04:08]
345
+ [13:04:08] ============================================================
346
+ [13:04:08] TRAINING SUMMARY
347
+ [13:04:08] ============================================================
348
+ [13:04:08] Total steps : 276
349
+ [13:04:08] Final loss : 0.897587
350
+ [13:04:08] Avg last 100 : 0.878412
351
+ [13:04:08] Min loss : 0.679543
352
+ [13:04:08] Total time : 3:28:45
353
+ [13:04:08] Output : RESULTS/multigen/run_007
354
+ [13:04:08] ============================================================
multigen/sana 1.6/Base 13.8k/training_args.json ADDED
@@ -0,0 +1,46 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "pretrained_model_name_or_path": "Efficient-Large-Model/Sana_1600M_512px_diffusers",
3
+ "revision": null,
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+ "variant": null,
5
+ "cache_dir": null,
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+ "data_dir": "../data/multigen",
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+ "caption_file_train": "caption_train.json",
8
+ "caption_file_val": "caption_val.json",
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+ "images_dir": "images",
10
+ "max_captions_per_image": 5,
11
+ "results_root": "RESULTS",
12
+ "seed": 42,
13
+ "resolution": 512,
14
+ "train_batch_size": 8,
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+ "max_train_steps": 13800,
16
+ "num_train_epochs": 1,
17
+ "gradient_accumulation_steps": 1,
18
+ "gradient_checkpointing": false,
19
+ "learning_rate": 0.0001,
20
+ "scale_lr": false,
21
+ "lr_scheduler": "cosine",
22
+ "lr_warmup_steps": 500,
23
+ "lr_num_cycles": 1,
24
+ "optimizer": "AdamW",
25
+ "adam_beta1": 0.9,
26
+ "adam_beta2": 0.999,
27
+ "adam_weight_decay": 0.01,
28
+ "adam_epsilon": 1e-08,
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+ "max_grad_norm": 1.0,
30
+ "mixed_precision": "bf16",
31
+ "allow_tf32": false,
32
+ "checkpointing_steps": 2000,
33
+ "checkpoints_total_limit": 3,
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+ "resume_from_checkpoint": null,
35
+ "validation_steps": 1000,
36
+ "validation_prompts_file": null,
37
+ "log_every_n_steps": 50,
38
+ "weighting_scheme": "logit_normal",
39
+ "logit_mean": 0.0,
40
+ "logit_std": 1.0,
41
+ "mode_scale": 1.29,
42
+ "max_sequence_length": 256,
43
+ "dataloader_num_workers": 4,
44
+ "pin_memory": false,
45
+ "output_dir": "RESULTS/multigen/run_007"
46
+ }
multigen/sana 1.6/Base 13.8k/training_summary.json ADDED
@@ -0,0 +1,7 @@
 
 
 
 
 
 
 
 
1
+ {
2
+ "total_steps": 276,
3
+ "final_loss": 0.8975874781608582,
4
+ "avg_last_100": 0.8784121006727219,
5
+ "min_loss": 0.6795425415039062,
6
+ "total_time": "3:28:45"
7
+ }
multigen/sana 1.6/Base 13.8k/transformer/config.json ADDED
@@ -0,0 +1,26 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "_class_name": "SanaTransformer2DModel",
3
+ "_diffusers_version": "0.37.1",
4
+ "_name_or_path": "Efficient-Large-Model/Sana_1600M_512px_diffusers",
5
+ "attention_bias": false,
6
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+ "norm_eps": 1e-06,
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+ "num_cross_attention_heads": 20,
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+ "patch_size": 1,
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+ "qk_norm": null,
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+ "sample_size": 16,
25
+ "timestep_scale": 1.0
26
+ }
multigen/sana 1.6/Base 13.8k/vae/config.json ADDED
@@ -0,0 +1,92 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
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+ "_class_name": "AutoencoderDC",
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+ "_diffusers_version": "0.37.1",
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+ "_name_or_path": "Efficient-Large-Model/Sana_1600M_512px_diffusers",
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+ "attention_head_dim": 32,
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+ "decoder_act_fns": "silu",
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+ "decoder_block_out_channels": [
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+ 256,
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+ 512,
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+ 1024
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+ ],
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+ "decoder_block_types": [
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+ "ResBlock",
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+ "ResBlock",
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+ "ResBlock",
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+ "EfficientViTBlock",
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+ "EfficientViTBlock",
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+ "EfficientViTBlock"
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+ ],
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+ "decoder_conv_act_fn": "relu",
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+ "decoder_in_shortcut": true,
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+ "decoder_layers_per_block": [
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+ 3,
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+ 3,
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+ 3,
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+ "decoder_norm_types": "rms_norm",
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+ "decoder_qkv_multiscales": [
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+ [],
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+ [],
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+ [],
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+ [
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+ 5
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+ [
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+ [
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+ 5
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+ ],
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+ "encoder_block_out_channels": [
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+ 128,
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+ 256,
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+ 512,
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+ 512,
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+ 1024,
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+ 1024
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+ ],
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+ "encoder_block_types": [
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+ "ResBlock",
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+ "ResBlock",
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+ "ResBlock",
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+ "EfficientViTBlock",
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+ "EfficientViTBlock",
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+ "EfficientViTBlock"
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+ ],
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+ "encoder_layers_per_block": [
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+ 2,
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+ 3,
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+ ],
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+ "encoder_out_shortcut": true,
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+ "encoder_qkv_multiscales": [
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+ [
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+ "latent_channels": 32,
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+ "scaling_factor": 0.41407,
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+ "upsample_block_type": "interpolate"
92
+ }
multigen/sana 1.6/Baseline/checkpoint-10000/transformer/config.json ADDED
@@ -0,0 +1,26 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "_class_name": "SanaTransformer2DModel",
3
+ "_diffusers_version": "0.37.1",
4
+ "_name_or_path": "Efficient-Large-Model/Sana_1600M_512px_diffusers",
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+ "num_cross_attention_heads": 20,
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+ "num_layers": 20,
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+ "out_channels": 32,
22
+ "patch_size": 1,
23
+ "qk_norm": null,
24
+ "sample_size": 16,
25
+ "timestep_scale": 1.0
26
+ }
multigen/sana 1.6/Baseline/model_index.json ADDED
@@ -0,0 +1,24 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "_class_name": "SanaPipeline",
3
+ "_diffusers_version": "0.37.1",
4
+ "scheduler": [
5
+ "diffusers",
6
+ "FlowMatchEulerDiscreteScheduler"
7
+ ],
8
+ "text_encoder": [
9
+ "transformers",
10
+ "Gemma2Model"
11
+ ],
12
+ "tokenizer": [
13
+ "transformers",
14
+ "GemmaTokenizer"
15
+ ],
16
+ "transformer": [
17
+ "diffusers",
18
+ "SanaTransformer2DModel"
19
+ ],
20
+ "vae": [
21
+ "diffusers",
22
+ "AutoencoderDC"
23
+ ]
24
+ }
multigen/sana 1.6/Baseline/scheduler/scheduler_config.json ADDED
@@ -0,0 +1,40 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "_class_name": "FlowMatchEulerDiscreteScheduler",
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+ "_diffusers_version": "0.37.1",
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+ "algorithm_type": "dpmsolver++",
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+ "base_image_seq_len": 256,
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+ "base_shift": 0.5,
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+ "beta_end": 0.02,
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+ "beta_schedule": "linear",
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+ "beta_start": 0.0001,
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+ "dynamic_thresholding_ratio": 0.995,
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+ "euler_at_final": false,
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+ "final_sigmas_type": "zero",
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+ "flow_shift": 3.0,
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+ "invert_sigmas": false,
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+ "lambda_min_clipped": -Infinity,
16
+ "lower_order_final": true,
17
+ "max_image_seq_len": 4096,
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+ "max_shift": 1.15,
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+ "num_train_timesteps": 1000,
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+ "prediction_type": "flow_prediction",
21
+ "rescale_betas_zero_snr": false,
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+ "sample_max_value": 1.0,
23
+ "shift": 1.0,
24
+ "shift_terminal": null,
25
+ "solver_order": 2,
26
+ "solver_type": "midpoint",
27
+ "steps_offset": 0,
28
+ "stochastic_sampling": false,
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+ "thresholding": false,
30
+ "time_shift_type": "exponential",
31
+ "timestep_spacing": "linspace",
32
+ "trained_betas": null,
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+ "use_beta_sigmas": false,
34
+ "use_dynamic_shifting": false,
35
+ "use_exponential_sigmas": false,
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+ "use_flow_sigmas": true,
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+ "use_karras_sigmas": false,
38
+ "use_lu_lambdas": false,
39
+ "variance_type": null
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+ }
multigen/sana 1.6/Baseline/text_encoder/config.json ADDED
@@ -0,0 +1,68 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "architectures": [
3
+ "Gemma2Model"
4
+ ],
5
+ "attention_bias": false,
6
+ "attention_dropout": 0.0,
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+ "attn_logit_softcapping": 50.0,
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+ "bos_token_id": 2,
9
+ "cache_implementation": "hybrid",
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+ "dtype": "bfloat16",
11
+ "eos_token_id": [
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+ 1,
13
+ 107
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+ ],
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18
+ "hidden_activation": "gelu_pytorch_tanh",
19
+ "hidden_size": 2304,
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+ "initializer_range": 0.02,
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+ "intermediate_size": 9216,
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+ "layer_types": [
23
+ "sliding_attention",
24
+ "full_attention",
25
+ "sliding_attention",
26
+ "full_attention",
27
+ "sliding_attention",
28
+ "full_attention",
29
+ "sliding_attention",
30
+ "full_attention",
31
+ "sliding_attention",
32
+ "full_attention",
33
+ "sliding_attention",
34
+ "full_attention",
35
+ "sliding_attention",
36
+ "full_attention",
37
+ "sliding_attention",
38
+ "full_attention",
39
+ "sliding_attention",
40
+ "full_attention",
41
+ "sliding_attention",
42
+ "full_attention",
43
+ "sliding_attention",
44
+ "full_attention",
45
+ "sliding_attention",
46
+ "full_attention",
47
+ "sliding_attention",
48
+ "full_attention"
49
+ ],
50
+ "max_position_embeddings": 8192,
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+ "model_type": "gemma2",
52
+ "num_attention_heads": 8,
53
+ "num_hidden_layers": 26,
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+ "num_key_value_heads": 4,
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+ "pad_token_id": 0,
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+ "query_pre_attn_scalar": 256,
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+ "rms_norm_eps": 1e-06,
58
+ "rope_parameters": {
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+ "rope_theta": 10000.0,
60
+ "rope_type": "default"
61
+ },
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+ "sliding_window": 4096,
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+ "tie_word_embeddings": true,
64
+ "transformers_version": "5.9.0",
65
+ "use_bidirectional_attention": null,
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+ "use_cache": true,
67
+ "vocab_size": 256000
68
+ }
multigen/sana 1.6/Baseline/tokenizer/chat_template.jinja ADDED
@@ -0,0 +1,4 @@
 
 
 
 
 
1
+ {{ 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 + '
2
+ ' + message['content'] | trim + '<end_of_turn>
3
+ ' }}{% endfor %}{% if add_generation_prompt %}{{'<start_of_turn>model
4
+ '}}{% endif %}
multigen/sana 1.6/Baseline/tokenizer/tokenizer_config.json ADDED
@@ -0,0 +1,20 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "backend": "tokenizers",
3
+ "bos_token": "<bos>",
4
+ "clean_up_tokenization_spaces": false,
5
+ "eos_token": "<eos>",
6
+ "extra_special_tokens": [
7
+ "<start_of_turn>",
8
+ "<end_of_turn>"
9
+ ],
10
+ "is_local": false,
11
+ "local_files_only": false,
12
+ "mask_token": "<mask>",
13
+ "model_max_length": 1000000000000000019884624838656,
14
+ "pad_token": "<pad>",
15
+ "sp_model_kwargs": {},
16
+ "spaces_between_special_tokens": false,
17
+ "tokenizer_class": "GemmaTokenizer",
18
+ "unk_token": "<unk>",
19
+ "use_default_system_prompt": false
20
+ }
multigen/sana 1.6/Baseline/training.log ADDED
@@ -0,0 +1,270 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ Training started: 2026-07-28 07:03:30
2
+ ==========================================================================================
3
+ Step | Epoch | Loss | Avg100 | LR | Elapsed | ETA
4
+ ------------------------------------------------------------------------------------------
5
+ [07:03:30] Run directory: RESULTS/multigen/run_003
6
+ [07:03:30] cuDNN SDPA disabled -- using Flash/math backend for bf16 compatibility
7
+ [07:03:30] Loading pretrained SANA components ...
8
+ [07:03:45] Transformer params: 1,604,462,752 total, 1,604,462,752 trainable
9
+ [07:03:45] Building dataset ...
10
+ [07:03:45] Step-based training: 10000 steps (~1 epochs over dataset)
11
+ [07:03:46]
12
+ [07:03:46] ================================================================
13
+ [07:03:46] Output dir = RESULTS/multigen/run_003
14
+ [07:03:46] Num examples = 499995
15
+ [07:03:46] Num epochs = 1
16
+ [07:03:46] Batch/device = 8
17
+ [07:03:46] Grad accum = 1
18
+ [07:03:46] Effective BS = 8
19
+ [07:03:46] Total optim steps = 10000
20
+ [07:03:46] LR = 0.0001
21
+ [07:03:46] Precision = bf16
22
+ [07:03:46] Log every = 50 steps
23
+ [07:03:46] Validate every = 1000 steps
24
+ [07:03:46] Checkpoint every = 2000 steps
25
+ [07:03:46] ================================================================
26
+ [07:03:46]
27
+ 50 | 0 | 0.943545 | 0.943545 | 1.00e-05 | 0:01:02 | 3:28:37
28
+ 100 | 0 | 1.016140 | 0.979842 | 2.00e-05 | 0:01:46 | 2:56:08
29
+ 150 | 0 | 0.854738 | 0.938141 | 3.00e-05 | 0:02:30 | 2:44:59
30
+ 200 | 0 | 0.905562 | 0.929996 | 4.00e-05 | 0:03:14 | 2:39:05
31
+ 250 | 0 | 0.889807 | 0.921958 | 5.00e-05 | 0:03:58 | 2:35:14
32
+ 300 | 0 | 1.025621 | 0.939236 | 6.00e-05 | 0:04:42 | 2:32:26
33
+ 350 | 0 | 0.969926 | 0.943620 | 7.00e-05 | 0:05:26 | 2:30:14
34
+ 400 | 0 | 0.909325 | 0.939333 | 8.00e-05 | 0:06:10 | 2:28:23
35
+ 450 | 0 | 0.808341 | 0.924778 | 9.00e-05 | 0:06:55 | 2:26:47
36
+ 500 | 0 | 0.859411 | 0.918242 | 1.00e-04 | 0:07:39 | 2:25:22
37
+ 550 | 0 | 1.001860 | 0.925843 | 1.00e-04 | 0:08:23 | 2:24:04
38
+ 600 | 0 | 0.931708 | 0.926332 | 1.00e-04 | 0:09:07 | 2:22:53
39
+ 650 | 0 | 0.899426 | 0.924262 | 9.99e-05 | 0:09:51 | 2:21:45
40
+ 700 | 0 | 0.838350 | 0.918126 | 9.99e-05 | 0:10:35 | 2:20:41
41
+ 750 | 0 | 0.914249 | 0.917867 | 9.98e-05 | 0:11:19 | 2:19:39
42
+ 800 | 0 | 0.844803 | 0.913301 | 9.98e-05 | 0:12:03 | 2:18:39
43
+ 850 | 0 | 0.904646 | 0.912792 | 9.97e-05 | 0:12:47 | 2:17:41
44
+ 900 | 0 | 0.928608 | 0.913670 | 9.96e-05 | 0:13:31 | 2:16:45
45
+ 950 | 0 | 0.929447 | 0.914501 | 9.94e-05 | 0:14:15 | 2:15:49
46
+ 1000 | 0 | 0.860526 | 0.911802 | 9.93e-05 | 0:14:59 | 2:14:55
47
+ [07:18:30] Generating 16 validation images ...
48
+ [07:18:44] Validation at step 1000: generated 16 images -> RESULTS/multigen/run_003/validation/collage_step_0001000.png
49
+ 1050 | 0 | 0.809895 | 0.906949 | 9.92e-05 | 0:15:59 | 2:16:14
50
+ 1100 | 0 | 0.890481 | 0.906201 | 9.90e-05 | 0:16:43 | 2:15:15
51
+ 1150 | 0 | 0.766450 | 0.900125 | 9.88e-05 | 0:17:27 | 2:14:18
52
+ 1200 | 0 | 0.941547 | 0.901850 | 9.87e-05 | 0:18:11 | 2:13:21
53
+ 1250 | 0 | 0.824800 | 0.898768 | 9.85e-05 | 0:18:55 | 2:12:26
54
+ 1300 | 0 | 0.912470 | 0.899295 | 9.83e-05 | 0:19:39 | 2:11:31
55
+ 1350 | 0 | 0.878370 | 0.898520 | 9.80e-05 | 0:20:23 | 2:10:37
56
+ 1400 | 0 | 0.814205 | 0.895509 | 9.78e-05 | 0:21:07 | 2:09:44
57
+ 1450 | 0 | 0.820734 | 0.892931 | 9.76e-05 | 0:21:51 | 2:08:52
58
+ 1500 | 0 | 0.828241 | 0.890774 | 9.73e-05 | 0:22:35 | 2:08:00
59
+ 1550 | 0 | 0.903307 | 0.891179 | 9.70e-05 | 0:23:19 | 2:07:08
60
+ 1600 | 0 | 0.893903 | 0.891264 | 9.67e-05 | 0:24:03 | 2:06:18
61
+ 1650 | 0 | 0.875659 | 0.890791 | 9.64e-05 | 0:24:47 | 2:05:28
62
+ 1700 | 0 | 0.767661 | 0.887169 | 9.61e-05 | 0:25:31 | 2:04:38
63
+ 1750 | 0 | 0.926905 | 0.888305 | 9.58e-05 | 0:26:15 | 2:03:48
64
+ 1800 | 0 | 0.972465 | 0.890643 | 9.55e-05 | 0:26:59 | 2:02:59
65
+ 1850 | 0 | 0.900949 | 0.890921 | 9.51e-05 | 0:27:43 | 2:02:10
66
+ 1900 | 0 | 0.927669 | 0.891888 | 9.47e-05 | 0:28:27 | 2:01:21
67
+ 1950 | 0 | 0.961717 | 0.893679 | 9.44e-05 | 0:29:12 | 2:00:32
68
+ 2000 | 0 | 0.978122 | 0.895790 | 9.40e-05 | 0:29:56 | 1:59:44
69
+ [07:33:42] Saved checkpoint -> RESULTS/multigen/run_003/checkpoint-2000
70
+ [07:33:42] Generating 16 validation images ...
71
+ [07:33:56] Validation at step 2000: generated 16 images -> RESULTS/multigen/run_003/validation/collage_step_0002000.png
72
+ 2050 | 0 | 0.841591 | 0.894468 | 9.36e-05 | 0:31:10 | 2:00:53
73
+ 2100 | 0 | 0.933426 | 0.895395 | 9.32e-05 | 0:31:54 | 2:00:02
74
+ 2150 | 0 | 0.816316 | 0.893556 | 9.27e-05 | 0:32:38 | 1:59:10
75
+ 2200 | 0 | 0.946880 | 0.894768 | 9.23e-05 | 0:33:22 | 1:58:20
76
+ 2250 | 0 | 0.950984 | 0.896017 | 9.19e-05 | 0:34:06 | 1:57:29
77
+ 2300 | 0 | 0.878496 | 0.895636 | 9.14e-05 | 0:34:50 | 1:56:39
78
+ 2350 | 0 | 0.914258 | 0.896033 | 9.09e-05 | 0:35:34 | 1:55:49
79
+ 2400 | 0 | 0.800980 | 0.894052 | 9.05e-05 | 0:36:18 | 1:54:59
80
+ 2450 | 0 | 0.772363 | 0.891569 | 9.00e-05 | 0:37:02 | 1:54:10
81
+ 2500 | 0 | 0.860339 | 0.890944 | 8.95e-05 | 0:37:46 | 1:53:20
82
+ 2550 | 0 | 0.859836 | 0.890334 | 8.89e-05 | 0:38:31 | 1:52:31
83
+ 2600 | 0 | 0.870562 | 0.889954 | 8.84e-05 | 0:39:15 | 1:51:43
84
+ 2650 | 0 | 0.875718 | 0.889686 | 8.79e-05 | 0:39:59 | 1:50:54
85
+ 2700 | 0 | 0.920645 | 0.890259 | 8.73e-05 | 0:40:43 | 1:50:05
86
+ 2750 | 0 | 0.910383 | 0.890625 | 8.68e-05 | 0:41:27 | 1:49:17
87
+ 2800 | 0 | 0.821251 | 0.889386 | 8.62e-05 | 0:42:11 | 1:48:29
88
+ 2850 | 0 | 0.824607 | 0.888249 | 8.56e-05 | 0:42:55 | 1:47:41
89
+ 2900 | 0 | 0.855029 | 0.887677 | 8.51e-05 | 0:43:39 | 1:46:53
90
+ 2950 | 0 | 0.827247 | 0.886652 | 8.45e-05 | 0:44:23 | 1:46:05
91
+ 3000 | 0 | 0.870906 | 0.886390 | 8.39e-05 | 0:45:07 | 1:45:18
92
+ [07:48:38] Generating 16 validation images ...
93
+ [07:48:52] Validation at step 3000: generated 16 images -> RESULTS/multigen/run_003/validation/collage_step_0003000.png
94
+ 3050 | 0 | 0.775183 | 0.884567 | 8.33e-05 | 0:46:06 | 1:45:03
95
+ 3100 | 0 | 0.910427 | 0.884984 | 8.26e-05 | 0:46:50 | 1:44:15
96
+ 3150 | 0 | 0.915687 | 0.885471 | 8.20e-05 | 0:47:34 | 1:43:27
97
+ 3200 | 0 | 0.864534 | 0.885144 | 8.14e-05 | 0:48:18 | 1:42:39
98
+ 3250 | 0 | 0.925555 | 0.885766 | 8.07e-05 | 0:49:02 | 1:41:51
99
+ 3300 | 0 | 0.841092 | 0.885089 | 8.01e-05 | 0:49:46 | 1:41:03
100
+ 3350 | 0 | 0.828295 | 0.884241 | 7.94e-05 | 0:50:30 | 1:40:16
101
+ 3400 | 0 | 0.835791 | 0.883529 | 7.87e-05 | 0:51:14 | 1:39:28
102
+ 3450 | 0 | 0.839193 | 0.882886 | 7.80e-05 | 0:51:58 | 1:38:41
103
+ 3500 | 0 | 0.916820 | 0.883371 | 7.73e-05 | 0:52:42 | 1:37:53
104
+ 3550 | 0 | 0.935606 | 0.884107 | 7.67e-05 | 0:53:26 | 1:37:06
105
+ 3600 | 0 | 0.873745 | 0.883963 | 7.59e-05 | 0:54:10 | 1:36:19
106
+ 3650 | 0 | 0.929425 | 0.884586 | 7.52e-05 | 0:54:55 | 1:35:32
107
+ 3700 | 0 | 0.784198 | 0.883229 | 7.45e-05 | 0:55:39 | 1:34:45
108
+ 3750 | 0 | 0.757658 | 0.881555 | 7.38e-05 | 0:56:23 | 1:33:58
109
+ 3800 | 0 | 0.880310 | 0.881538 | 7.31e-05 | 0:57:07 | 1:33:11
110
+ 3850 | 0 | 0.869986 | 0.881388 | 7.23e-05 | 0:57:51 | 1:32:25
111
+ 3900 | 0 | 0.789212 | 0.880207 | 7.16e-05 | 0:58:35 | 1:31:38
112
+ 3950 | 0 | 0.834412 | 0.879627 | 7.08e-05 | 0:59:19 | 1:30:51
113
+ 4000 | 0 | 0.891649 | 0.879777 | 7.01e-05 | 1:00:03 | 1:30:05
114
+ [08:03:47] Saved checkpoint -> RESULTS/multigen/run_003/checkpoint-4000
115
+ [08:03:47] Generating 16 validation images ...
116
+ [08:04:01] Validation at step 4000: generated 16 images -> RESULTS/multigen/run_003/validation/collage_step_0004000.png
117
+ 4050 | 0 | 0.844977 | 0.879348 | 6.93e-05 | 1:01:16 | 1:30:00
118
+ 4100 | 0 | 0.823433 | 0.878666 | 6.86e-05 | 1:02:00 | 1:29:13
119
+ 4150 | 0 | 0.819477 | 0.877953 | 6.78e-05 | 1:02:44 | 1:28:26
120
+ 4200 | 0 | 0.814813 | 0.877201 | 6.70e-05 | 1:03:28 | 1:27:39
121
+ 4250 | 0 | 0.985903 | 0.878480 | 6.62e-05 | 1:04:12 | 1:26:52
122
+ 4300 | 0 | 0.837445 | 0.878003 | 6.55e-05 | 1:04:56 | 1:26:05
123
+ 4350 | 0 | 0.847080 | 0.877647 | 6.47e-05 | 1:05:40 | 1:25:18
124
+ 4400 | 0 | 0.915752 | 0.878080 | 6.39e-05 | 1:06:24 | 1:24:31
125
+ 4450 | 0 | 0.838313 | 0.877633 | 6.31e-05 | 1:07:08 | 1:23:44
126
+ 4500 | 0 | 0.879073 | 0.877649 | 6.23e-05 | 1:07:52 | 1:22:57
127
+ 4550 | 0 | 0.899763 | 0.877892 | 6.15e-05 | 1:08:36 | 1:22:11
128
+ 4600 | 0 | 0.865516 | 0.877758 | 6.07e-05 | 1:09:20 | 1:21:24
129
+ 4650 | 0 | 0.889821 | 0.877888 | 5.99e-05 | 1:10:05 | 1:20:38
130
+ 4700 | 0 | 0.796428 | 0.877021 | 5.90e-05 | 1:10:49 | 1:19:51
131
+ 4750 | 0 | 0.907249 | 0.877339 | 5.82e-05 | 1:11:33 | 1:19:05
132
+ 4800 | 0 | 0.776533 | 0.876289 | 5.74e-05 | 1:12:17 | 1:18:18
133
+ 4850 | 0 | 0.907064 | 0.876606 | 5.66e-05 | 1:13:01 | 1:17:32
134
+ 4900 | 0 | 0.899181 | 0.876837 | 5.58e-05 | 1:13:45 | 1:16:45
135
+ 4950 | 0 | 0.853564 | 0.876602 | 5.50e-05 | 1:14:29 | 1:15:59
136
+ 5000 | 0 | 0.846005 | 0.876296 | 5.41e-05 | 1:15:13 | 1:15:13
137
+ [08:18:43] Generating 16 validation images ...
138
+ [08:18:57] Validation at step 5000: generated 16 images -> RESULTS/multigen/run_003/validation/collage_step_0005000.png
139
+ 5050 | 0 | 0.878214 | 0.875642 | 5.33e-05 | 1:16:12 | 1:14:41
140
+ 5100 | 0 | 0.858889 | 0.874070 | 5.25e-05 | 1:16:56 | 1:13:55
141
+ 5150 | 0 | 0.873203 | 0.874255 | 5.17e-05 | 1:17:40 | 1:13:08
142
+ 5200 | 0 | 0.842750 | 0.873626 | 5.08e-05 | 1:18:24 | 1:12:22
143
+ 5250 | 0 | 0.964951 | 0.874378 | 5.00e-05 | 1:19:08 | 1:11:36
144
+ 5300 | 0 | 0.805413 | 0.872176 | 4.92e-05 | 1:19:52 | 1:10:49
145
+ 5350 | 0 | 0.951655 | 0.871993 | 4.83e-05 | 1:20:36 | 1:10:03
146
+ 5400 | 0 | 0.873204 | 0.871632 | 4.75e-05 | 1:21:20 | 1:09:17
147
+ 5450 | 0 | 0.907783 | 0.872626 | 4.67e-05 | 1:22:04 | 1:08:31
148
+ 5500 | 0 | 0.840102 | 0.872433 | 4.59e-05 | 1:22:48 | 1:07:45
149
+ 5550 | 0 | 0.893650 | 0.871351 | 4.50e-05 | 1:23:32 | 1:06:59
150
+ 5600 | 0 | 0.849020 | 0.870524 | 4.42e-05 | 1:24:16 | 1:06:13
151
+ 5650 | 0 | 0.801951 | 0.869549 | 4.34e-05 | 1:25:00 | 1:05:27
152
+ 5700 | 0 | 0.910311 | 0.870269 | 4.26e-05 | 1:25:44 | 1:04:41
153
+ 5750 | 0 | 0.955825 | 0.870685 | 4.18e-05 | 1:26:29 | 1:03:55
154
+ 5800 | 0 | 0.780449 | 0.870041 | 4.10e-05 | 1:27:13 | 1:03:09
155
+ 5850 | 0 | 0.905161 | 0.870046 | 4.01e-05 | 1:27:57 | 1:02:23
156
+ 5900 | 0 | 0.889901 | 0.869659 | 3.93e-05 | 1:28:41 | 1:01:37
157
+ 5950 | 0 | 0.782304 | 0.868188 | 3.85e-05 | 1:29:25 | 1:00:52
158
+ 6000 | 0 | 0.788889 | 0.867472 | 3.77e-05 | 1:30:09 | 1:00:06
159
+ [08:33:54] Saved checkpoint -> RESULTS/multigen/run_003/checkpoint-6000
160
+ [08:33:54] Generating 16 validation images ...
161
+ [08:34:08] Validation at step 6000: generated 16 images -> RESULTS/multigen/run_003/validation/collage_step_0006000.png
162
+ 6050 | 0 | 0.843280 | 0.867805 | 3.69e-05 | 1:31:22 | 0:59:39
163
+ 6100 | 0 | 0.925873 | 0.868159 | 3.61e-05 | 1:32:06 | 0:58:53
164
+ 6150 | 0 | 0.958533 | 0.870080 | 3.53e-05 | 1:32:50 | 0:58:07
165
+ 6200 | 0 | 0.852470 | 0.869189 | 3.45e-05 | 1:33:34 | 0:57:21
166
+ 6250 | 0 | 0.953607 | 0.870477 | 3.38e-05 | 1:34:18 | 0:56:35
167
+ 6300 | 0 | 0.946482 | 0.870818 | 3.30e-05 | 1:35:02 | 0:55:49
168
+ 6350 | 0 | 0.847730 | 0.870511 | 3.22e-05 | 1:35:46 | 0:55:03
169
+ 6400 | 0 | 0.883677 | 0.871206 | 3.14e-05 | 1:36:31 | 0:54:17
170
+ 6450 | 0 | 0.826981 | 0.871268 | 3.07e-05 | 1:37:15 | 0:53:31
171
+ 6500 | 0 | 0.832326 | 0.871309 | 2.99e-05 | 1:37:59 | 0:52:45
172
+ 6550 | 0 | 0.912183 | 0.871398 | 2.92e-05 | 1:38:43 | 0:51:59
173
+ 6600 | 0 | 0.918478 | 0.871644 | 2.84e-05 | 1:39:27 | 0:51:14
174
+ 6650 | 0 | 0.916046 | 0.872048 | 2.77e-05 | 1:40:11 | 0:50:28
175
+ 6700 | 0 | 0.875904 | 0.873130 | 2.69e-05 | 1:40:55 | 0:49:42
176
+ 6750 | 0 | 0.772393 | 0.871585 | 2.62e-05 | 1:41:39 | 0:48:56
177
+ 6800 | 0 | 0.922358 | 0.871084 | 2.55e-05 | 1:42:23 | 0:48:11
178
+ 6850 | 0 | 0.851248 | 0.870587 | 2.48e-05 | 1:43:07 | 0:47:25
179
+ 6900 | 0 | 0.798329 | 0.869293 | 2.41e-05 | 1:43:51 | 0:46:39
180
+ 6950 | 0 | 0.929720 | 0.868974 | 2.33e-05 | 1:44:35 | 0:45:54
181
+ 7000 | 0 | 0.787109 | 0.867063 | 2.27e-05 | 1:45:19 | 0:45:08
182
+ [08:48:50] Generating 16 validation images ...
183
+ [08:49:04] Validation at step 7000: generated 16 images -> RESULTS/multigen/run_003/validation/collage_step_0007000.png
184
+ 7050 | 0 | 0.876866 | 0.867416 | 2.20e-05 | 1:46:19 | 0:44:29
185
+ 7100 | 0 | 0.898152 | 0.867063 | 2.13e-05 | 1:47:03 | 0:43:43
186
+ 7150 | 0 | 0.894354 | 0.867844 | 2.06e-05 | 1:47:47 | 0:42:58
187
+ 7200 | 0 | 0.903778 | 0.867413 | 1.99e-05 | 1:48:31 | 0:42:12
188
+ 7250 | 0 | 0.934228 | 0.867245 | 1.93e-05 | 1:49:15 | 0:41:26
189
+ 7300 | 0 | 0.875136 | 0.867212 | 1.86e-05 | 1:49:59 | 0:40:41
190
+ 7350 | 0 | 0.851301 | 0.866582 | 1.80e-05 | 1:50:43 | 0:39:55
191
+ 7400 | 0 | 0.856348 | 0.867136 | 1.74e-05 | 1:51:28 | 0:39:09
192
+ 7450 | 0 | 0.909661 | 0.868509 | 1.67e-05 | 1:52:12 | 0:38:24
193
+ 7500 | 0 | 0.877056 | 0.868676 | 1.61e-05 | 1:52:56 | 0:37:38
194
+ 7550 | 0 | 0.759712 | 0.867675 | 1.55e-05 | 1:53:40 | 0:36:53
195
+ 7600 | 0 | 0.962195 | 0.868591 | 1.49e-05 | 1:54:24 | 0:36:07
196
+ 7650 | 0 | 0.854890 | 0.868383 | 1.44e-05 | 1:55:08 | 0:35:22
197
+ 7700 | 0 | 0.911471 | 0.868291 | 1.38e-05 | 1:55:52 | 0:34:36
198
+ 7750 | 0 | 0.753964 | 0.866727 | 1.32e-05 | 1:56:36 | 0:33:51
199
+ 7800 | 0 | 0.903297 | 0.867547 | 1.27e-05 | 1:57:20 | 0:33:05
200
+ 7850 | 0 | 0.840065 | 0.867702 | 1.21e-05 | 1:58:04 | 0:32:20
201
+ 7900 | 0 | 0.810895 | 0.867260 | 1.16e-05 | 1:58:49 | 0:31:35
202
+ 7950 | 0 | 0.926569 | 0.868254 | 1.11e-05 | 1:59:33 | 0:30:49
203
+ 8000 | 0 | 0.848258 | 0.868027 | 1.05e-05 | 2:00:17 | 0:30:04
204
+ [09:04:02] Saved checkpoint -> RESULTS/multigen/run_003/checkpoint-8000
205
+ [09:04:05] Removed old checkpoint: checkpoint-2000
206
+ [09:04:06] Generating 16 validation images ...
207
+ [09:04:19] Validation at step 8000: generated 16 images -> RESULTS/multigen/run_003/validation/collage_step_0008000.png
208
+ 8050 | 0 | 0.812231 | 0.868398 | 1.00e-05 | 2:01:34 | 0:29:27
209
+ 8100 | 0 | 0.819823 | 0.867492 | 9.55e-06 | 2:02:18 | 0:28:41
210
+ 8150 | 0 | 0.969330 | 0.868028 | 9.07e-06 | 2:03:02 | 0:27:55
211
+ 8200 | 0 | 0.922734 | 0.868610 | 8.60e-06 | 2:03:46 | 0:27:10
212
+ 8250 | 0 | 0.782228 | 0.867177 | 8.14e-06 | 2:04:30 | 0:26:24
213
+ 8300 | 0 | 0.809186 | 0.866858 | 7.70e-06 | 2:05:15 | 0:25:39
214
+ 8350 | 0 | 0.845870 | 0.867034 | 7.26e-06 | 2:05:59 | 0:24:53
215
+ 8400 | 0 | 0.915734 | 0.867833 | 6.84e-06 | 2:06:43 | 0:24:08
216
+ 8450 | 0 | 0.781898 | 0.867260 | 6.43e-06 | 2:07:27 | 0:23:22
217
+ 8500 | 0 | 0.871179 | 0.866804 | 6.03e-06 | 2:08:11 | 0:22:37
218
+ 8550 | 0 | 0.934136 | 0.866789 | 5.64e-06 | 2:08:55 | 0:21:51
219
+ 8600 | 0 | 0.933583 | 0.867387 | 5.26e-06 | 2:09:39 | 0:21:06
220
+ 8650 | 0 | 0.906049 | 0.867154 | 4.90e-06 | 2:10:23 | 0:20:21
221
+ 8700 | 0 | 0.845751 | 0.867769 | 4.55e-06 | 2:11:07 | 0:19:35
222
+ 8750 | 0 | 0.844624 | 0.868639 | 4.21e-06 | 2:11:52 | 0:18:50
223
+ 8800 | 0 | 0.878503 | 0.868621 | 3.89e-06 | 2:12:36 | 0:18:04
224
+ 8850 | 0 | 0.920442 | 0.869125 | 3.57e-06 | 2:13:20 | 0:17:19
225
+ 8900 | 0 | 0.923797 | 0.870471 | 3.27e-06 | 2:14:04 | 0:16:34
226
+ 8950 | 0 | 0.908158 | 0.871208 | 2.98e-06 | 2:14:48 | 0:15:48
227
+ 9000 | 0 | 0.917917 | 0.871471 | 2.71e-06 | 2:15:32 | 0:15:03
228
+ [09:19:03] Generating 16 validation images ...
229
+ [09:19:17] Validation at step 9000: generated 16 images -> RESULTS/multigen/run_003/validation/collage_step_0009000.png
230
+ 9050 | 0 | 0.867641 | 0.871698 | 2.45e-06 | 2:16:31 | 0:14:19
231
+ 9100 | 0 | 0.835232 | 0.871816 | 2.20e-06 | 2:17:15 | 0:13:34
232
+ 9150 | 0 | 0.929491 | 0.872916 | 1.96e-06 | 2:17:59 | 0:12:49
233
+ 9200 | 0 | 0.863295 | 0.873401 | 1.74e-06 | 2:18:43 | 0:12:03
234
+ 9250 | 0 | 0.911255 | 0.872654 | 1.53e-06 | 2:19:27 | 0:11:18
235
+ 9300 | 0 | 0.940973 | 0.873690 | 1.33e-06 | 2:20:12 | 0:10:33
236
+ 9350 | 0 | 0.845668 | 0.873675 | 1.15e-06 | 2:20:56 | 0:09:47
237
+ 9400 | 0 | 0.705942 | 0.871577 | 9.81e-07 | 2:21:40 | 0:09:02
238
+ 9450 | 0 | 0.746438 | 0.870659 | 8.25e-07 | 2:22:24 | 0:08:17
239
+ 9500 | 0 | 0.892219 | 0.870790 | 6.82e-07 | 2:23:08 | 0:07:32
240
+ 9550 | 0 | 0.912640 | 0.870919 | 5.53e-07 | 2:23:52 | 0:06:46
241
+ 9600 | 0 | 0.883462 | 0.871098 | 4.37e-07 | 2:24:36 | 0:06:01
242
+ 9650 | 0 | 0.829505 | 0.870495 | 3.35e-07 | 2:25:20 | 0:05:16
243
+ 9700 | 0 | 0.823785 | 0.870769 | 2.46e-07 | 2:26:04 | 0:04:31
244
+ 9750 | 0 | 0.895028 | 0.870646 | 1.71e-07 | 2:26:48 | 0:03:45
245
+ 9800 | 0 | 0.820479 | 0.871086 | 1.09e-07 | 2:27:32 | 0:03:00
246
+ 9850 | 0 | 1.028733 | 0.872303 | 6.15e-08 | 2:28:16 | 0:02:15
247
+ 9900 | 0 | 0.726871 | 0.870580 | 2.73e-08 | 2:29:00 | 0:01:30
248
+ 9950 | 0 | 0.845024 | 0.870494 | 6.83e-09 | 2:29:45 | 0:00:45
249
+ 10000 | 0 | 0.870371 | 0.870738 | 0.00e+00 | 2:30:29 | 0:00:00
250
+ [09:34:12] Saved checkpoint -> RESULTS/multigen/run_003/checkpoint-10000
251
+ [09:34:14] Removed old checkpoint: checkpoint-4000
252
+ [09:34:15] Generating 16 validation images ...
253
+ [09:34:29] Validation at step 10000: generated 16 images -> RESULTS/multigen/run_003/validation/collage_step_0010000.png
254
+ [09:34:29] --- Epoch 0 complete | Steps: 10000 | Avg Loss: 0.876961 ---
255
+ [09:34:29] Saving final model ...
256
+ [09:34:40] Pipeline saved -> RESULTS/multigen/run_003
257
+ [09:34:40] Generating final validation collage ...
258
+ [09:34:40] Generating 16 validation images ...
259
+ [09:34:54] Validation at step 10000: generated 16 images -> RESULTS/multigen/run_003/validation/collage_step_0010000.png
260
+ [09:34:54]
261
+ [09:34:54] ============================================================
262
+ [09:34:54] TRAINING SUMMARY
263
+ [09:34:54] ============================================================
264
+ [09:34:54] Total steps : 200
265
+ [09:34:54] Final loss : 0.870371
266
+ [09:34:54] Avg last 100 : 0.870738
267
+ [09:34:54] Min loss : 0.705942
268
+ [09:34:54] Total time : 2:31:24
269
+ [09:34:54] Output : RESULTS/multigen/run_003
270
+ [09:34:54] ============================================================
multigen/sana 1.6/Baseline/training_summary.json ADDED
@@ -0,0 +1,7 @@
 
 
 
 
 
 
 
 
1
+ {
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+ "total_steps": 200,
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+ "final_loss": 0.8703705072402954,
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+ "min_loss": 0.7059416174888611,
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+ "total_time": "2:31:24"
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+ }
multigen/sana 1.6/Baseline/transformer/config.json ADDED
@@ -0,0 +1,26 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
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+ "_class_name": "SanaTransformer2DModel",
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+ "_diffusers_version": "0.37.1",
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+ "_name_or_path": "Efficient-Large-Model/Sana_1600M_512px_diffusers",
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+ "attention_bias": false,
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+ "attention_head_dim": 32,
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+ "caption_channels": 2304,
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+ "cross_attention_dim": 2240,
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+ "cross_attention_head_dim": 112,
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+ "dropout": 0.0,
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+ "guidance_embeds": false,
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+ "guidance_embeds_scale": 0.1,
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+ "in_channels": 32,
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+ "interpolation_scale": null,
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+ "mlp_ratio": 2.5,
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+ "norm_elementwise_affine": false,
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+ "norm_eps": 1e-06,
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+ "num_attention_heads": 70,
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+ "num_cross_attention_heads": 20,
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+ "num_layers": 20,
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+ "out_channels": 32,
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+ "patch_size": 1,
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+ "qk_norm": null,
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+ "sample_size": 16,
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+ "timestep_scale": 1.0
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+ }
multigen/sana 1.6/Baseline/vae/config.json ADDED
@@ -0,0 +1,92 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
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+ "_class_name": "AutoencoderDC",
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+ "_diffusers_version": "0.37.1",
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+ "_name_or_path": "Efficient-Large-Model/Sana_1600M_512px_diffusers",
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+ "attention_head_dim": 32,
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+ "decoder_act_fns": "silu",
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+ "decoder_block_out_channels": [
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+ 128,
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+ 256,
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+ 512,
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+ 512,
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+ 1024,
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+ 1024
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+ ],
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+ "decoder_block_types": [
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+ "ResBlock",
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+ "ResBlock",
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+ "ResBlock",
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+ "EfficientViTBlock",
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+ "EfficientViTBlock",
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+ "EfficientViTBlock"
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+ ],
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+ "decoder_conv_act_fn": "relu",
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+ "decoder_in_shortcut": true,
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+ "decoder_layers_per_block": [
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+ 3,
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+ 3,
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+ 3,
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+ 3,
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+ 3,
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+ 3
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+ ],
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+ "decoder_norm_types": "rms_norm",
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+ "decoder_qkv_multiscales": [
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+ [],
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+ [],
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+ [],
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+ [
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+ 5
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+ ],
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+ [
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+ 5
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+ ],
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+ [
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+ 5
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+ ]
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+ ],
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+ "downsample_block_type": "Conv",
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+ "encoder_block_out_channels": [
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+ 128,
51
+ 256,
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+ 512,
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+ 512,
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+ 1024,
55
+ 1024
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+ ],
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+ "encoder_block_types": [
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+ "ResBlock",
59
+ "ResBlock",
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+ "ResBlock",
61
+ "EfficientViTBlock",
62
+ "EfficientViTBlock",
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+ "EfficientViTBlock"
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+ ],
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+ "encoder_layers_per_block": [
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+ 2,
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+ 2,
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+ 2,
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+ 3,
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+ 3,
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+ 3
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+ ],
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+ "encoder_out_shortcut": true,
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+ "encoder_qkv_multiscales": [
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+ [],
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+ [],
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+ [],
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+ [
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+ 5
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+ ],
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+ [
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+ ],
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+ [
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+ ],
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+ "in_channels": 3,
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+ "latent_channels": 32,
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+ "scaling_factor": 0.41407,
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+ "upsample_block_type": "interpolate"
92
+ }
multigen/sana 1.6/SRA/checkpoint-10000/transformer/config.json ADDED
@@ -0,0 +1,26 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "_class_name": "SanaTransformer2DModel",
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+ "_diffusers_version": "0.37.1",
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+ "_name_or_path": "Efficient-Large-Model/Sana_1600M_512px_diffusers",
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+ "attention_bias": false,
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+ "attention_head_dim": 32,
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+ "caption_channels": 2304,
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+ "cross_attention_dim": 2240,
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+ "cross_attention_head_dim": 112,
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+ "dropout": 0.0,
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+ "norm_elementwise_affine": false,
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+ "norm_eps": 1e-06,
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+ "num_attention_heads": 70,
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+ "num_cross_attention_heads": 20,
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+ "num_layers": 20,
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+ "out_channels": 32,
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+ "patch_size": 1,
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+ "qk_norm": null,
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+ "sample_size": 16,
25
+ "timestep_scale": 1.0
26
+ }
multigen/sana 1.6/SRA/model_index.json ADDED
@@ -0,0 +1,24 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "_class_name": "SanaPipeline",
3
+ "_diffusers_version": "0.37.1",
4
+ "scheduler": [
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+ "diffusers",
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+ "FlowMatchEulerDiscreteScheduler"
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+ ],
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+ "text_encoder": [
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+ "transformers",
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+ "Gemma2Model"
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+ ],
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+ "tokenizer": [
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+ "transformers",
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+ "GemmaTokenizer"
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+ ],
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+ "transformer": [
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+ "diffusers",
18
+ "SanaTransformer2DModel"
19
+ ],
20
+ "vae": [
21
+ "diffusers",
22
+ "AutoencoderDC"
23
+ ]
24
+ }
multigen/sana 1.6/SRA/scheduler/scheduler_config.json ADDED
@@ -0,0 +1,40 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
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+ "_class_name": "FlowMatchEulerDiscreteScheduler",
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+ "_diffusers_version": "0.37.1",
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+ "algorithm_type": "dpmsolver++",
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+ "base_image_seq_len": 256,
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+ "final_sigmas_type": "zero",
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+ "flow_shift": 3.0,
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+ "invert_sigmas": false,
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+ "lambda_min_clipped": -Infinity,
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+ "lower_order_final": true,
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+ "max_image_seq_len": 4096,
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+ "max_shift": 1.15,
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+ "num_train_timesteps": 1000,
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+ "prediction_type": "flow_prediction",
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+ "rescale_betas_zero_snr": false,
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+ "sample_max_value": 1.0,
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+ "shift": 1.0,
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+ "shift_terminal": null,
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+ "solver_order": 2,
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+ "solver_type": "midpoint",
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+ "steps_offset": 0,
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+ "stochastic_sampling": false,
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+ "thresholding": false,
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+ "time_shift_type": "exponential",
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+ "timestep_spacing": "linspace",
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+ "trained_betas": null,
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+ "use_beta_sigmas": false,
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+ "use_dynamic_shifting": false,
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+ "use_exponential_sigmas": false,
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+ "use_flow_sigmas": true,
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+ "use_karras_sigmas": false,
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+ "use_lu_lambdas": false,
39
+ "variance_type": null
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+ }
multigen/sana 1.6/SRA/text_encoder/config.json ADDED
@@ -0,0 +1,68 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "architectures": [
3
+ "Gemma2Model"
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+ ],
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+ "attention_bias": false,
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+ "attention_dropout": 0.0,
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+ "attn_logit_softcapping": 50.0,
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+ "bos_token_id": 2,
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+ "cache_implementation": "hybrid",
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+ "dtype": "bfloat16",
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+ "eos_token_id": [
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+ 1,
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+ 107
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+ ],
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+ "final_logit_softcapping": 30.0,
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+ "head_dim": 256,
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+ "hidden_act": "gelu_pytorch_tanh",
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+ "hidden_activation": "gelu_pytorch_tanh",
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+ "hidden_size": 2304,
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+ "initializer_range": 0.02,
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+ "intermediate_size": 9216,
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+ "layer_types": [
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+ "sliding_attention",
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+ "full_attention",
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+ "sliding_attention",
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+ "full_attention",
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+ "sliding_attention",
28
+ "full_attention",
29
+ "sliding_attention",
30
+ "full_attention",
31
+ "sliding_attention",
32
+ "full_attention",
33
+ "sliding_attention",
34
+ "full_attention",
35
+ "sliding_attention",
36
+ "full_attention",
37
+ "sliding_attention",
38
+ "full_attention",
39
+ "sliding_attention",
40
+ "full_attention",
41
+ "sliding_attention",
42
+ "full_attention",
43
+ "sliding_attention",
44
+ "full_attention",
45
+ "sliding_attention",
46
+ "full_attention",
47
+ "sliding_attention",
48
+ "full_attention"
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+ ],
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+ "max_position_embeddings": 8192,
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+ "model_type": "gemma2",
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+ "num_attention_heads": 8,
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+ "num_hidden_layers": 26,
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+ "num_key_value_heads": 4,
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+ "pad_token_id": 0,
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+ "query_pre_attn_scalar": 256,
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+ "rms_norm_eps": 1e-06,
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+ "rope_parameters": {
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+ "rope_theta": 10000.0,
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+ "rope_type": "default"
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+ },
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+ "sliding_window": 4096,
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+ "tie_word_embeddings": true,
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+ "transformers_version": "5.9.0",
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+ "use_bidirectional_attention": null,
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+ "use_cache": true,
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+ "vocab_size": 256000
68
+ }
multigen/sana 1.6/SRA/tokenizer/chat_template.jinja ADDED
@@ -0,0 +1,4 @@
 
 
 
 
 
1
+ {{ 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 + '
2
+ ' + message['content'] | trim + '<end_of_turn>
3
+ ' }}{% endfor %}{% if add_generation_prompt %}{{'<start_of_turn>model
4
+ '}}{% endif %}
multigen/sana 1.6/SRA/tokenizer/tokenizer_config.json ADDED
@@ -0,0 +1,20 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "backend": "tokenizers",
3
+ "bos_token": "<bos>",
4
+ "clean_up_tokenization_spaces": false,
5
+ "eos_token": "<eos>",
6
+ "extra_special_tokens": [
7
+ "<start_of_turn>",
8
+ "<end_of_turn>"
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+ ],
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+ "is_local": false,
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+ "local_files_only": false,
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+ "mask_token": "<mask>",
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+ "model_max_length": 1000000000000000019884624838656,
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+ "pad_token": "<pad>",
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+ "sp_model_kwargs": {},
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+ "spaces_between_special_tokens": false,
17
+ "tokenizer_class": "GemmaTokenizer",
18
+ "unk_token": "<unk>",
19
+ "use_default_system_prompt": false
20
+ }
multigen/sana 1.6/SRA/training.log ADDED
@@ -0,0 +1,278 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ Training started: 2026-08-12 07:16:05
2
+ ==========================================================================================
3
+ Step | Epoch | Loss | Avg100 | LR | Elapsed | ETA
4
+ ------------------------------------------------------------------------------------------
5
+ [07:16:05] Run directory: RESULTS/multigen/run_019
6
+ [07:16:05] cuDNN SDPA disabled -- using Flash/math backend for bf16 compatibility
7
+ [07:16:05] Loading pretrained SANA components ...
8
+ [07:16:44] Transformer params: 1,604,462,752 total, 1,604,462,752 trainable
9
+ [07:16:44] Building SRA teacher (EMA copy of transformer) and projection head ...
10
+ [07:16:51] Alignment: student block 6 -> teacher block 14 (of 20)
11
+ [07:16:51] Time interval k ~ U(0, 0.2), teacher_t = clamp(student_t - k, 0, 1)
12
+ [07:16:51] Loss type: sml1, EMA decay: 0.9999
13
+ [07:16:51] Align weight: progress-based decay (default) -- start_frac=0.15, span_frac=0.35
14
+ [07:16:51] SRA projection head params: 20,077,120
15
+ [07:16:51] Building dataset ...
16
+ [07:16:51] Step-based training: 10000 steps (~1 epochs over dataset)
17
+ [07:16:58] SRA teacher initialized (synced with student weights).
18
+ [07:16:58]
19
+ [07:16:58] ================================================================
20
+ [07:16:58] Output dir = RESULTS/multigen/run_019
21
+ [07:16:58] Num examples = 499995
22
+ [07:16:58] Num epochs = 1
23
+ [07:16:58] Batch/device = 8
24
+ [07:16:58] Grad accum = 1
25
+ [07:16:58] Effective BS = 8
26
+ [07:16:58] Total optim steps = 10000
27
+ [07:16:58] LR = 0.0001
28
+ [07:16:58] Precision = bf16
29
+ [07:16:58] Log every = 50 steps
30
+ [07:16:58] Validate every = 1000 steps
31
+ [07:16:58] Checkpoint every = 2000 steps
32
+ [07:16:58] ================================================================
33
+ [07:16:58]
34
+ 50 | 0 | 2.494525 | 2.494525 | 1.00e-05 | 0:02:08 | 7:05:11 | Gen 0.852362 | Align 8.210815
35
+ 100 | 0 | 2.285599 | 2.390062 | 2.00e-05 | 0:03:00 | 4:57:45 | Gen 0.814177 | Align 7.357111
36
+ 150 | 0 | 2.465055 | 2.415060 | 3.00e-05 | 0:03:52 | 4:14:53 | Gen 1.042369 | Align 7.113431
37
+ 200 | 0 | 2.479226 | 2.431101 | 4.00e-05 | 0:04:45 | 3:53:05 | Gen 0.950212 | Align 7.645073
38
+ 250 | 0 | 2.427610 | 2.430403 | 5.00e-05 | 0:05:38 | 3:39:42 | Gen 0.932409 | Align 7.476006
39
+ 300 | 0 | 2.382433 | 2.422408 | 6.00e-05 | 0:06:30 | 3:30:28 | Gen 0.886726 | Align 7.478532
40
+ 350 | 0 | 2.210209 | 2.392094 | 7.00e-05 | 0:07:23 | 3:23:39 | Gen 0.881344 | Align 6.644324
41
+ 400 | 0 | 2.165946 | 2.363825 | 8.00e-05 | 0:08:15 | 3:18:19 | Gen 0.977157 | Align 5.943947
42
+ 450 | 0 | 1.946830 | 2.317493 | 9.00e-05 | 0:09:08 | 3:13:58 | Gen 0.806800 | Align 5.700149
43
+ 500 | 0 | 2.070501 | 2.292793 | 1.00e-04 | 0:10:01 | 3:10:21 | Gen 0.903100 | Align 5.837004
44
+ 550 | 0 | 1.968411 | 2.263304 | 1.00e-04 | 0:10:53 | 3:07:13 | Gen 0.915034 | Align 5.266888
45
+ 600 | 0 | 1.923744 | 2.235007 | 1.00e-04 | 0:11:46 | 3:04:27 | Gen 0.864698 | Align 5.295230
46
+ 650 | 0 | 2.178139 | 2.230633 | 9.99e-05 | 0:12:39 | 3:01:58 | Gen 1.051695 | Align 5.632221
47
+ 700 | 0 | 2.093629 | 2.220847 | 9.99e-05 | 0:13:31 | 2:59:45 | Gen 0.910297 | Align 5.916659
48
+ 750 | 0 | 1.684436 | 2.185086 | 9.98e-05 | 0:14:24 | 2:57:40 | Gen 0.770584 | Align 4.569263
49
+ 800 | 0 | 2.055899 | 2.177012 | 9.98e-05 | 0:15:16 | 2:55:44 | Gen 0.900585 | Align 5.776567
50
+ 850 | 0 | 1.885782 | 2.159881 | 9.97e-05 | 0:16:09 | 2:53:56 | Gen 0.821127 | Align 5.323270
51
+ 900 | 0 | 1.857784 | 2.143098 | 9.96e-05 | 0:17:02 | 2:52:13 | Gen 0.831594 | Align 5.130949
52
+ 950 | 0 | 1.706227 | 2.120104 | 9.94e-05 | 0:17:54 | 2:50:36 | Gen 0.723016 | Align 4.916054
53
+ 1000 | 0 | 1.942794 | 2.111239 | 9.93e-05 | 0:18:47 | 2:49:05 | Gen 0.944958 | Align 4.989179
54
+ [07:35:24] Generating 16 validation images ...
55
+ [07:35:39] Validation at step 1000: generated 16 images -> RESULTS/multigen/run_019/validation/collage_step_0001000.png
56
+ 1050 | 0 | 1.924600 | 2.102351 | 9.92e-05 | 0:20:31 | 2:54:59 | Gen 0.933461 | Align 4.955697
57
+ 1100 | 0 | 1.826701 | 2.089822 | 9.90e-05 | 0:21:24 | 2:53:12 | Gen 0.882288 | Align 4.722064
58
+ 1150 | 0 | 1.891031 | 2.081179 | 9.88e-05 | 0:22:17 | 2:51:32 | Gen 0.901886 | Align 4.945722
59
+ 1200 | 0 | 1.957767 | 2.076037 | 9.87e-05 | 0:23:10 | 2:49:57 | Gen 0.892048 | Align 5.328591
60
+ 1250 | 0 | 1.868997 | 2.067755 | 9.85e-05 | 0:24:03 | 2:48:25 | Gen 0.839464 | Align 5.147662
61
+ 1300 | 0 | 1.778222 | 2.056619 | 9.83e-05 | 0:24:56 | 2:46:56 | Gen 0.870419 | Align 4.539015
62
+ 1350 | 0 | 2.055050 | 2.056561 | 9.80e-05 | 0:25:49 | 2:45:30 | Gen 0.988605 | Align 5.332223
63
+ 1400 | 0 | 1.988354 | 2.054125 | 9.78e-05 | 0:26:43 | 2:44:07 | Gen 0.930476 | Align 5.289391
64
+ 1450 | 0 | 2.080272 | 2.055027 | 9.76e-05 | 0:27:36 | 2:42:45 | Gen 0.951748 | Align 5.642621
65
+ 1500 | 0 | 1.931804 | 2.050919 | 9.73e-05 | 0:28:29 | 2:41:26 | Gen 0.920661 | Align 5.055716
66
+ 1550 | 0 | 1.934769 | 2.047172 | 9.70e-05 | 0:29:22 | 2:40:08 | Gen 0.886657 | Align 5.412248
67
+ 1600 | 0 | 1.766594 | 2.038404 | 9.67e-05 | 0:30:15 | 2:38:53 | Gen 0.805881 | Align 5.126833
68
+ 1650 | 0 | 1.754926 | 2.029814 | 9.64e-05 | 0:31:08 | 2:37:38 | Gen 0.874504 | Align 4.855482
69
+ 1700 | 0 | 1.727519 | 2.020923 | 9.61e-05 | 0:32:02 | 2:36:25 | Gen 0.842505 | Align 5.044024
70
+ 1750 | 0 | 1.809457 | 2.014881 | 9.58e-05 | 0:32:55 | 2:35:14 | Gen 0.946162 | Align 5.084780
71
+ 1800 | 0 | 1.573853 | 2.002630 | 9.55e-05 | 0:33:48 | 2:34:03 | Gen 0.790299 | Align 4.769441
72
+ 1850 | 0 | 1.742238 | 1.995593 | 9.51e-05 | 0:34:42 | 2:32:53 | Gen 0.906730 | Align 5.255753
73
+ 1900 | 0 | 1.659038 | 1.986736 | 9.47e-05 | 0:35:35 | 2:31:43 | Gen 0.947682 | Align 4.624414
74
+ 1950 | 0 | 1.615307 | 1.977212 | 9.44e-05 | 0:36:28 | 2:30:35 | Gen 0.862081 | Align 5.060359
75
+ 2000 | 0 | 1.602412 | 1.967842 | 9.40e-05 | 0:37:21 | 2:29:27 | Gen 0.876496 | Align 5.039965
76
+ [07:53:59] Saved checkpoint -> RESULTS/multigen/run_019/checkpoint-2000
77
+ [07:54:08] Generating 16 validation images ...
78
+ [07:54:26] Validation at step 2000: generated 16 images -> RESULTS/multigen/run_019/validation/collage_step_0002000.png
79
+ 2050 | 0 | 1.551689 | 1.957692 | 9.36e-05 | 0:39:29 | 2:33:08 | Gen 0.834112 | Align 5.148681
80
+ 2100 | 0 | 1.590806 | 1.948957 | 9.32e-05 | 0:40:22 | 2:31:54 | Gen 0.874825 | Align 5.309026
81
+ 2150 | 0 | 1.550010 | 1.939679 | 9.27e-05 | 0:41:16 | 2:30:40 | Gen 0.947373 | Align 4.618003
82
+ 2200 | 0 | 1.641962 | 1.932913 | 9.23e-05 | 0:42:09 | 2:29:28 | Gen 0.965664 | Align 5.355772
83
+ 2250 | 0 | 1.400971 | 1.921092 | 9.19e-05 | 0:43:02 | 2:28:16 | Gen 0.827728 | Align 4.691463
84
+ 2300 | 0 | 1.537863 | 1.912761 | 9.14e-05 | 0:43:56 | 2:27:05 | Gen 0.932507 | Align 5.119957
85
+ 2350 | 0 | 1.515563 | 1.904310 | 9.09e-05 | 0:44:49 | 2:25:54 | Gen 0.939159 | Align 5.038124
86
+ 2400 | 0 | 1.367196 | 1.893120 | 9.05e-05 | 0:45:42 | 2:24:45 | Gen 0.808132 | Align 5.049974
87
+ 2450 | 0 | 1.409096 | 1.883242 | 9.00e-05 | 0:46:35 | 2:23:36 | Gen 0.899170 | Align 4.760143
88
+ 2500 | 0 | 1.490640 | 1.875390 | 8.95e-05 | 0:47:29 | 2:22:27 | Gen 0.956886 | Align 5.149196
89
+ 2550 | 0 | 1.489824 | 1.867830 | 8.89e-05 | 0:48:22 | 2:21:19 | Gen 0.983674 | Align 5.046193
90
+ 2600 | 0 | 1.345554 | 1.857786 | 8.84e-05 | 0:49:15 | 2:20:13 | Gen 0.892353 | Align 4.669400
91
+ 2650 | 0 | 1.415013 | 1.849432 | 8.79e-05 | 0:50:09 | 2:19:06 | Gen 0.978105 | Align 4.652068
92
+ 2700 | 0 | 1.415394 | 1.841394 | 8.73e-05 | 0:51:02 | 2:18:00 | Gen 0.945898 | Align 5.166229
93
+ 2750 | 0 | 1.339065 | 1.832261 | 8.68e-05 | 0:51:55 | 2:16:54 | Gen 0.878455 | Align 5.237939
94
+ 2800 | 0 | 1.438395 | 1.825227 | 8.62e-05 | 0:52:49 | 2:15:49 | Gen 1.005649 | Align 5.085640
95
+ 2850 | 0 | 1.234307 | 1.814860 | 8.56e-05 | 0:53:42 | 2:14:44 | Gen 0.842901 | Align 4.753637
96
+ 2900 | 0 | 1.428248 | 1.808195 | 8.51e-05 | 0:54:35 | 2:13:40 | Gen 1.023088 | Align 5.085229
97
+ 2950 | 0 | 1.311875 | 1.799782 | 8.45e-05 | 0:55:29 | 2:12:36 | Gen 0.935454 | Align 4.882522
98
+ 3000 | 0 | 1.208641 | 1.789930 | 8.39e-05 | 0:56:22 | 2:11:32 | Gen 0.847674 | Align 4.838628
99
+ [08:12:48] Generating 16 validation images ...
100
+ [08:13:06] Validation at step 3000: generated 16 images -> RESULTS/multigen/run_019/validation/collage_step_0003000.png
101
+ 3050 | 0 | 1.281695 | 1.781598 | 8.33e-05 | 0:58:05 | 2:12:22 | Gen 0.917653 | Align 5.043038
102
+ 3100 | 0 | 1.298039 | 1.773799 | 8.26e-05 | 0:58:58 | 2:11:15 | Gen 0.949039 | Align 4.996346
103
+ 3150 | 0 | 1.291966 | 1.766151 | 8.20e-05 | 0:59:51 | 2:10:10 | Gen 0.958432 | Align 4.934614
104
+ 3200 | 0 | 1.194507 | 1.757219 | 8.14e-05 | 1:00:44 | 2:09:05 | Gen 0.888620 | Align 4.676916
105
+ 3250 | 0 | 1.139193 | 1.747711 | 8.07e-05 | 1:01:38 | 2:08:00 | Gen 0.816697 | Align 5.095764
106
+ 3300 | 0 | 1.211104 | 1.739580 | 8.01e-05 | 1:02:31 | 2:06:57 | Gen 0.925160 | Align 4.669295
107
+ 3350 | 0 | 1.102577 | 1.730073 | 7.94e-05 | 1:03:25 | 2:05:53 | Gen 0.793245 | Align 5.220113
108
+ 3400 | 0 | 1.275492 | 1.723388 | 7.87e-05 | 1:04:18 | 2:04:49 | Gen 0.992129 | Align 4.941786
109
+ 3450 | 0 | 1.122574 | 1.714680 | 7.80e-05 | 1:05:11 | 2:03:46 | Gen 0.827740 | Align 5.313810
110
+ 3500 | 0 | 1.274767 | 1.708396 | 7.73e-05 | 1:06:05 | 2:02:43 | Gen 0.993598 | Align 5.236958
111
+ 3550 | 0 | 1.238236 | 1.701774 | 7.67e-05 | 1:06:58 | 2:01:41 | Gen 0.960321 | Align 5.349471
112
+ 3600 | 0 | 1.142911 | 1.694012 | 7.59e-05 | 1:07:51 | 2:00:38 | Gen 0.874583 | Align 5.337634
113
+ 3650 | 0 | 1.027148 | 1.684877 | 7.52e-05 | 1:08:45 | 1:59:36 | Gen 0.803321 | Align 4.601307
114
+ 3700 | 0 | 1.153626 | 1.677698 | 7.45e-05 | 1:09:38 | 1:58:34 | Gen 0.921180 | Align 4.938305
115
+ 3750 | 0 | 1.150739 | 1.670672 | 7.38e-05 | 1:10:31 | 1:57:32 | Gen 0.929988 | Align 4.846675
116
+ 3800 | 0 | 1.108944 | 1.663280 | 7.31e-05 | 1:11:24 | 1:56:31 | Gen 0.892424 | Align 4.912763
117
+ 3850 | 0 | 1.080314 | 1.655709 | 7.23e-05 | 1:12:18 | 1:55:29 | Gen 0.869830 | Align 4.935509
118
+ 3900 | 0 | 1.105015 | 1.648649 | 7.16e-05 | 1:13:11 | 1:54:28 | Gen 0.895459 | Align 5.078075
119
+ 3950 | 0 | 1.029947 | 1.640818 | 7.08e-05 | 1:14:05 | 1:53:28 | Gen 0.820765 | Align 5.238535
120
+ 4000 | 0 | 1.064990 | 1.633620 | 7.01e-05 | 1:14:58 | 1:52:27 | Gen 0.880925 | Align 4.763669
121
+ [08:31:29] Saved checkpoint -> RESULTS/multigen/run_019/checkpoint-4000
122
+ [08:31:42] Generating 16 validation images ...
123
+ [08:31:59] Validation at step 4000: generated 16 images -> RESULTS/multigen/run_019/validation/collage_step_0004000.png
124
+ 4050 | 0 | 1.111071 | 1.627169 | 6.93e-05 | 1:17:05 | 1:53:16 | Gen 0.927711 | Align 4.904097
125
+ 4100 | 0 | 1.049311 | 1.620122 | 6.86e-05 | 1:17:59 | 1:52:13 | Gen 0.856531 | Align 5.328470
126
+ 4150 | 0 | 1.126565 | 1.614175 | 6.78e-05 | 1:18:52 | 1:51:11 | Gen 0.948606 | Align 5.083303
127
+ 4200 | 0 | 0.968059 | 1.606483 | 6.70e-05 | 1:19:45 | 1:50:08 | Gen 0.809658 | Align 4.675939
128
+ 4250 | 0 | 0.892335 | 1.598081 | 6.62e-05 | 1:20:39 | 1:49:07 | Gen 0.745925 | Align 4.466515
129
+ 4300 | 0 | 0.994552 | 1.591064 | 6.55e-05 | 1:21:32 | 1:48:05 | Gen 0.846641 | Align 4.663235
130
+ 4350 | 0 | 1.024271 | 1.584549 | 6.47e-05 | 1:22:25 | 1:47:04 | Gen 0.879724 | Align 4.709521
131
+ 4400 | 0 | 1.031720 | 1.578267 | 6.39e-05 | 1:23:19 | 1:46:02 | Gen 0.879194 | Align 5.135725
132
+ 4450 | 0 | 1.026373 | 1.572066 | 6.31e-05 | 1:24:12 | 1:45:01 | Gen 0.886801 | Align 4.856714
133
+ 4500 | 0 | 0.938440 | 1.565025 | 6.23e-05 | 1:25:06 | 1:44:00 | Gen 0.804240 | Align 4.825902
134
+ 4550 | 0 | 0.979749 | 1.558594 | 6.15e-05 | 1:25:59 | 1:42:59 | Gen 0.847191 | Align 4.926280
135
+ 4600 | 0 | 1.024191 | 1.552785 | 6.07e-05 | 1:26:52 | 1:41:59 | Gen 0.896241 | Align 4.914049
136
+ 4650 | 0 | 1.060456 | 1.547491 | 5.99e-05 | 1:27:46 | 1:40:59 | Gen 0.930677 | Align 5.150975
137
+ 4700 | 0 | 0.998485 | 1.541651 | 5.90e-05 | 1:28:39 | 1:39:58 | Gen 0.875250 | Align 5.054798
138
+ 4750 | 0 | 0.926748 | 1.535178 | 5.82e-05 | 1:29:33 | 1:38:58 | Gen 0.813647 | Align 4.794267
139
+ 4800 | 0 | 1.020891 | 1.529821 | 5.74e-05 | 1:30:26 | 1:37:58 | Gen 0.910725 | Align 4.826006
140
+ 4850 | 0 | 1.069172 | 1.525072 | 5.66e-05 | 1:31:20 | 1:36:59 | Gen 0.958816 | Align 4.996006
141
+ 4900 | 0 | 0.909695 | 1.518793 | 5.58e-05 | 1:32:13 | 1:35:59 | Gen 0.800384 | Align 5.114172
142
+ 4950 | 0 | 1.000886 | 1.513561 | 5.50e-05 | 1:33:07 | 1:34:59 | Gen 0.897718 | Align 4.988238
143
+ 5000 | 0 | 1.052546 | 1.508951 | 5.41e-05 | 1:34:00 | 1:34:00 | Gen 0.952118 | Align 5.018100
144
+ [08:50:09] Generating 16 validation images ...
145
+ [08:50:25] Validation at step 5000: generated 16 images -> RESULTS/multigen/run_019/validation/collage_step_0005000.png
146
+ 5050 | 0 | 1.027098 | 1.494277 | 5.33e-05 | 1:35:19 | 1:33:26 | Gen 0.932376 | Align 4.891269
147
+ 5100 | 0 | 1.011712 | 1.481538 | 5.25e-05 | 1:36:12 | 1:32:26 | Gen 0.915667 | Align 5.125478
148
+ 5150 | 0 | 0.963042 | 1.466518 | 5.17e-05 | 1:37:05 | 1:31:25 | Gen 0.872207 | Align 5.009520
149
+ 5200 | 0 | 0.947730 | 1.451203 | 5.08e-05 | 1:37:57 | 1:30:25 | Gen 0.862220 | Align 4.873524
150
+ 5250 | 0 | 0.970737 | 1.436634 | 5.00e-05 | 1:38:50 | 1:29:25 | Gen 0.878044 | Align 5.459618
151
+ 5300 | 0 | 0.960294 | 1.422413 | 4.92e-05 | 1:39:42 | 1:28:25 | Gen 0.878540 | Align 4.976285
152
+ 5350 | 0 | 0.986664 | 1.410177 | 4.83e-05 | 1:40:35 | 1:27:25 | Gen 0.910485 | Align 4.792007
153
+ 5400 | 0 | 0.810291 | 1.396621 | 4.75e-05 | 1:41:27 | 1:26:25 | Gen 0.740117 | Align 4.561913
154
+ 5450 | 0 | 1.017809 | 1.387330 | 4.67e-05 | 1:42:20 | 1:25:26 | Gen 0.940319 | Align 5.205974
155
+ 5500 | 0 | 1.021207 | 1.376837 | 4.59e-05 | 1:43:12 | 1:24:26 | Gen 0.950272 | Align 4.924965
156
+ 5550 | 0 | 0.976338 | 1.366917 | 4.50e-05 | 1:44:05 | 1:23:27 | Gen 0.905014 | Align 5.117557
157
+ 5600 | 0 | 0.904199 | 1.356721 | 4.42e-05 | 1:44:57 | 1:22:28 | Gen 0.836586 | Align 5.013512
158
+ 5650 | 0 | 0.929691 | 1.344237 | 4.34e-05 | 1:45:50 | 1:21:28 | Gen 0.860436 | Align 5.306986
159
+ 5700 | 0 | 0.855676 | 1.331857 | 4.26e-05 | 1:46:42 | 1:20:29 | Gen 0.795493 | Align 4.766068
160
+ 5750 | 0 | 0.955461 | 1.324568 | 4.18e-05 | 1:47:35 | 1:19:31 | Gen 0.886708 | Align 5.626856
161
+ 5800 | 0 | 0.921516 | 1.313224 | 4.10e-05 | 1:48:27 | 1:18:32 | Gen 0.868977 | Align 4.443630
162
+ 5850 | 0 | 0.862120 | 1.302987 | 4.01e-05 | 1:49:19 | 1:17:33 | Gen 0.805554 | Align 4.944238
163
+ 5900 | 0 | 0.892447 | 1.293334 | 3.93e-05 | 1:50:12 | 1:16:35 | Gen 0.834725 | Align 5.214008
164
+ 5950 | 0 | 0.919961 | 1.285471 | 3.85e-05 | 1:51:04 | 1:15:36 | Gen 0.859480 | Align 5.645865
165
+ 6000 | 0 | 1.024901 | 1.276292 | 3.77e-05 | 1:51:57 | 1:14:38 | Gen 0.968341 | Align 5.456416
166
+ [09:08:19] Saved checkpoint -> RESULTS/multigen/run_019/checkpoint-6000
167
+ [09:08:25] Generating 16 validation images ...
168
+ [09:08:39] Validation at step 6000: generated 16 images -> RESULTS/multigen/run_019/validation/collage_step_0006000.png
169
+ 6050 | 0 | 1.012811 | 1.267174 | 3.69e-05 | 1:53:28 | 1:14:05 | Gen 0.959210 | Align 5.343878
170
+ 6100 | 0 | 0.948029 | 1.258388 | 3.61e-05 | 1:54:21 | 1:13:06 | Gen 0.898460 | Align 5.107143
171
+ 6150 | 0 | 1.085149 | 1.250329 | 3.53e-05 | 1:55:13 | 1:12:08 | Gen 1.036015 | Align 5.231572
172
+ 6200 | 0 | 0.972901 | 1.240480 | 3.45e-05 | 1:56:06 | 1:11:09 | Gen 0.929760 | Align 4.747214
173
+ 6250 | 0 | 0.925695 | 1.231047 | 3.38e-05 | 1:56:58 | 1:10:11 | Gen 0.880971 | Align 5.085834
174
+ 6300 | 0 | 0.914623 | 1.222411 | 3.30e-05 | 1:57:50 | 1:09:12 | Gen 0.868694 | Align 5.397615
175
+ 6350 | 0 | 0.991883 | 1.211779 | 3.22e-05 | 1:58:43 | 1:08:14 | Gen 0.951031 | Align 4.961586
176
+ 6400 | 0 | 0.808087 | 1.199977 | 3.14e-05 | 1:59:35 | 1:07:16 | Gen 0.768092 | Align 5.019845
177
+ 6450 | 0 | 0.889271 | 1.188067 | 3.07e-05 | 2:00:28 | 1:06:18 | Gen 0.852283 | Align 4.797729
178
+ 6500 | 0 | 0.899247 | 1.177741 | 2.99e-05 | 2:01:20 | 1:05:20 | Gen 0.860227 | Align 5.230489
179
+ 6550 | 0 | 0.846813 | 1.166862 | 2.92e-05 | 2:02:12 | 1:04:22 | Gen 0.810134 | Align 5.081077
180
+ 6600 | 0 | 0.933850 | 1.158534 | 2.84e-05 | 2:03:05 | 1:03:24 | Gen 0.901164 | Align 4.679399
181
+ 6650 | 0 | 0.997124 | 1.150956 | 2.77e-05 | 2:03:57 | 1:02:26 | Gen 0.963997 | Align 4.901155
182
+ 6700 | 0 | 0.959493 | 1.143276 | 2.69e-05 | 2:04:50 | 1:01:29 | Gen 0.927157 | Align 4.944120
183
+ 6750 | 0 | 0.962327 | 1.134805 | 2.62e-05 | 2:05:42 | 1:00:31 | Gen 0.929944 | Align 5.116849
184
+ 6800 | 0 | 0.857390 | 1.127640 | 2.55e-05 | 2:06:34 | 0:59:34 | Gen 0.825058 | Align 5.279630
185
+ 6850 | 0 | 0.873129 | 1.118949 | 2.48e-05 | 2:07:27 | 0:58:36 | Gen 0.842829 | Align 5.113348
186
+ 6900 | 0 | 0.933127 | 1.111690 | 2.41e-05 | 2:08:19 | 0:57:39 | Gen 0.902146 | Align 5.403007
187
+ 6950 | 0 | 0.904673 | 1.104583 | 2.33e-05 | 2:09:12 | 0:56:42 | Gen 0.874790 | Align 5.385751
188
+ 7000 | 0 | 0.821311 | 1.096772 | 2.27e-05 | 2:10:04 | 0:55:44 | Gen 0.795212 | Align 4.861049
189
+ [09:26:15] Generating 16 validation images ...
190
+ [09:26:30] Validation at step 7000: generated 16 images -> RESULTS/multigen/run_019/validation/collage_step_0007000.png
191
+ 7050 | 0 | 0.995719 | 1.091213 | 2.20e-05 | 2:11:20 | 0:54:57 | Gen 0.969778 | Align 4.993341
192
+ 7100 | 0 | 0.910995 | 1.084415 | 2.13e-05 | 2:12:12 | 0:54:00 | Gen 0.886347 | Align 4.903000
193
+ 7150 | 0 | 0.971809 | 1.078633 | 2.06e-05 | 2:13:05 | 0:53:02 | Gen 0.947369 | Align 5.024346
194
+ 7200 | 0 | 0.796933 | 1.070182 | 1.99e-05 | 2:13:57 | 0:52:05 | Gen 0.775752 | Align 4.499932
195
+ 7250 | 0 | 0.891093 | 1.065084 | 1.93e-05 | 2:14:50 | 0:51:08 | Gen 0.867520 | Align 5.175587
196
+ 7300 | 0 | 0.858695 | 1.058292 | 1.86e-05 | 2:15:42 | 0:50:11 | Gen 0.837945 | Align 4.708065
197
+ 7350 | 0 | 0.893225 | 1.052068 | 1.80e-05 | 2:16:34 | 0:49:14 | Gen 0.874049 | Align 4.496329
198
+ 7400 | 0 | 0.945732 | 1.047854 | 1.74e-05 | 2:17:27 | 0:48:17 | Gen 0.925271 | Align 4.958374
199
+ 7450 | 0 | 0.958583 | 1.043349 | 1.67e-05 | 2:18:19 | 0:47:20 | Gen 0.937247 | Align 5.343080
200
+ 7500 | 0 | 0.850996 | 1.036952 | 1.61e-05 | 2:19:12 | 0:46:24 | Gen 0.833733 | Align 4.467525
201
+ 7550 | 0 | 0.948729 | 1.031541 | 1.55e-05 | 2:20:04 | 0:45:27 | Gen 0.930116 | Align 4.978153
202
+ 7600 | 0 | 0.901696 | 1.027103 | 1.49e-05 | 2:20:57 | 0:44:30 | Gen 0.881543 | Align 5.570286
203
+ 7650 | 0 | 0.988709 | 1.022840 | 1.44e-05 | 2:21:49 | 0:43:34 | Gen 0.969164 | Align 5.582871
204
+ 7700 | 0 | 0.878411 | 1.017470 | 1.38e-05 | 2:22:42 | 0:42:37 | Gen 0.861615 | Align 4.958151
205
+ 7750 | 0 | 0.883530 | 1.012914 | 1.32e-05 | 2:23:34 | 0:41:40 | Gen 0.867694 | Align 4.831240
206
+ 7800 | 0 | 0.898199 | 1.007513 | 1.27e-05 | 2:24:26 | 0:40:44 | Gen 0.881278 | Align 5.334881
207
+ 7850 | 0 | 0.841853 | 1.003588 | 1.21e-05 | 2:25:19 | 0:39:48 | Gen 0.824797 | Align 5.556895
208
+ 7900 | 0 | 0.880992 | 0.998115 | 1.16e-05 | 2:26:12 | 0:38:51 | Gen 0.864598 | Align 5.519857
209
+ 7950 | 0 | 0.951604 | 0.994513 | 1.11e-05 | 2:27:04 | 0:37:55 | Gen 0.937680 | Align 4.844862
210
+ 8000 | 0 | 0.820487 | 0.990631 | 1.05e-05 | 2:27:56 | 0:36:59 | Gen 0.805668 | Align 5.328871
211
+ [09:44:19] Saved checkpoint -> RESULTS/multigen/run_019/checkpoint-8000
212
+ [09:44:22] Removed old checkpoint: checkpoint-2000
213
+ [09:44:24] Generating 16 validation images ...
214
+ [09:44:39] Validation at step 8000: generated 16 images -> RESULTS/multigen/run_019/validation/collage_step_0008000.png
215
+ 8050 | 0 | 0.923462 | 0.987049 | 1.00e-05 | 2:29:30 | 0:36:13 | Gen 0.908935 | Align 5.398521
216
+ 8100 | 0 | 0.929476 | 0.983363 | 9.55e-06 | 2:30:22 | 0:35:16 | Gen 0.915233 | Align 5.470252
217
+ 8150 | 0 | 0.874925 | 0.979193 | 9.07e-06 | 2:31:15 | 0:34:20 | Gen 0.861728 | Align 5.238035
218
+ 8200 | 0 | 0.932540 | 0.976573 | 8.60e-06 | 2:32:07 | 0:33:23 | Gen 0.919746 | Align 5.247625
219
+ 8250 | 0 | 0.762072 | 0.972802 | 8.14e-06 | 2:32:59 | 0:32:27 | Gen 0.750649 | Align 4.842288
220
+ 8300 | 0 | 0.756979 | 0.968261 | 7.70e-06 | 2:33:52 | 0:31:30 | Gen 0.746225 | Align 4.711013
221
+ 8350 | 0 | 0.955505 | 0.966790 | 7.26e-06 | 2:34:44 | 0:30:34 | Gen 0.943746 | Align 5.323336
222
+ 8400 | 0 | 0.868350 | 0.962719 | 6.84e-06 | 2:35:37 | 0:29:38 | Gen 0.856561 | Align 5.515891
223
+ 8450 | 0 | 0.880292 | 0.960296 | 6.43e-06 | 2:36:29 | 0:28:42 | Gen 0.868002 | Align 5.942004
224
+ 8500 | 0 | 0.864724 | 0.956195 | 6.03e-06 | 2:37:21 | 0:27:46 | Gen 0.853541 | Align 5.587717
225
+ 8550 | 0 | 0.836858 | 0.952181 | 5.64e-06 | 2:38:14 | 0:26:50 | Gen 0.827483 | Align 4.840976
226
+ 8600 | 0 | 0.908734 | 0.949840 | 5.26e-06 | 2:39:06 | 0:25:54 | Gen 0.898713 | Align 5.347674
227
+ 8650 | 0 | 0.960051 | 0.949169 | 4.90e-06 | 2:39:59 | 0:24:58 | Gen 0.950549 | Align 5.240348
228
+ 8700 | 0 | 0.889062 | 0.946523 | 4.55e-06 | 2:40:51 | 0:24:02 | Gen 0.880174 | Align 5.065871
229
+ 8750 | 0 | 0.719305 | 0.942209 | 4.21e-06 | 2:41:43 | 0:23:06 | Gen 0.711366 | Align 4.676015
230
+ 8800 | 0 | 0.852858 | 0.939648 | 3.89e-06 | 2:42:36 | 0:22:10 | Gen 0.844287 | Align 5.217232
231
+ 8850 | 0 | 0.904266 | 0.937887 | 3.57e-06 | 2:43:28 | 0:21:14 | Gen 0.896083 | Align 5.147506
232
+ 8900 | 0 | 0.897914 | 0.935816 | 3.27e-06 | 2:44:21 | 0:20:18 | Gen 0.890087 | Align 5.088185
233
+ 8950 | 0 | 0.952633 | 0.935043 | 2.98e-06 | 2:45:13 | 0:19:23 | Gen 0.944673 | Align 5.347575
234
+ 9000 | 0 | 0.949350 | 0.933887 | 2.71e-06 | 2:46:06 | 0:18:27 | Gen 0.941430 | Align 5.498620
235
+ [10:02:18] Generating 16 validation images ...
236
+ [10:02:32] Validation at step 9000: generated 16 images -> RESULTS/multigen/run_019/validation/collage_step_0009000.png
237
+ 9050 | 0 | 0.820138 | 0.930978 | 2.45e-06 | 2:47:24 | 0:17:34 | Gen 0.813638 | Align 4.664020
238
+ 9100 | 0 | 0.944884 | 0.929933 | 2.20e-06 | 2:48:16 | 0:16:38 | Gen 0.937278 | Align 5.639806
239
+ 9150 | 0 | 0.860129 | 0.927269 | 1.96e-06 | 2:49:09 | 0:15:42 | Gen 0.853279 | Align 5.248848
240
+ 9200 | 0 | 0.937819 | 0.926967 | 1.74e-06 | 2:50:01 | 0:14:47 | Gen 0.930562 | Align 5.746439
241
+ 9250 | 0 | 0.744817 | 0.925491 | 1.53e-06 | 2:50:53 | 0:13:51 | Gen 0.738524 | Align 5.150627
242
+ 9300 | 0 | 0.869474 | 0.924241 | 1.33e-06 | 2:51:46 | 0:12:55 | Gen 0.863331 | Align 5.195215
243
+ 9350 | 0 | 0.889820 | 0.922896 | 1.15e-06 | 2:52:38 | 0:12:00 | Gen 0.884248 | Align 4.870438
244
+ 9400 | 0 | 0.881527 | 0.921394 | 9.81e-07 | 2:53:31 | 0:11:04 | Gen 0.875509 | Align 5.436766
245
+ 9450 | 0 | 0.994244 | 0.921073 | 8.25e-07 | 2:54:23 | 0:10:08 | Gen 0.988686 | Align 5.188518
246
+ 9500 | 0 | 0.899282 | 0.920681 | 6.82e-07 | 2:55:15 | 0:09:13 | Gen 0.894305 | Align 4.801193
247
+ 9550 | 0 | 0.812277 | 0.919007 | 5.53e-07 | 2:56:08 | 0:08:17 | Gen 0.807553 | Align 4.709228
248
+ 9600 | 0 | 0.923058 | 0.917995 | 4.37e-07 | 2:57:00 | 0:07:22 | Gen 0.918105 | Align 5.102859
249
+ 9650 | 0 | 0.915430 | 0.916545 | 3.35e-07 | 2:57:53 | 0:06:27 | Gen 0.910501 | Align 5.248391
250
+ 9700 | 0 | 0.896795 | 0.915528 | 2.46e-07 | 2:58:45 | 0:05:31 | Gen 0.892134 | Align 5.128664
251
+ 9750 | 0 | 0.918742 | 0.915448 | 1.71e-07 | 2:59:38 | 0:04:36 | Gen 0.914137 | Align 5.237035
252
+ 9800 | 0 | 0.930349 | 0.914543 | 1.09e-07 | 3:00:30 | 0:03:41 | Gen 0.925944 | Align 5.176871
253
+ 9850 | 0 | 0.987712 | 0.913728 | 6.15e-08 | 3:01:22 | 0:02:45 | Gen 0.983581 | Align 5.017362
254
+ 9900 | 0 | 0.928282 | 0.913914 | 2.73e-08 | 3:02:15 | 0:01:50 | Gen 0.923982 | Align 5.397397
255
+ 9950 | 0 | 0.913795 | 0.913043 | 6.83e-09 | 3:03:07 | 0:00:55 | Gen 0.909747 | Align 5.250788
256
+ 10000 | 0 | 0.879082 | 0.911308 | 0.00e+00 | 3:04:00 | 0:00:00 | Gen 0.875232 | Align 5.160630
257
+ [10:20:21] Saved checkpoint -> RESULTS/multigen/run_019/checkpoint-10000
258
+ [10:20:24] Removed old checkpoint: checkpoint-4000
259
+ [10:20:30] Generating 16 validation images ...
260
+ [10:20:44] Validation at step 10000: generated 16 images -> RESULTS/multigen/run_019/validation/collage_step_0010000.png
261
+ [10:20:45] --- Epoch 0 complete | Steps: 10000 | Avg Loss: 1.208255 ---
262
+ [10:20:45] Saving final model ...
263
+ [10:20:56] Pipeline saved -> RESULTS/multigen/run_019
264
+ [10:21:00] SRA teacher + projection head saved -> RESULTS/multigen/run_019/sra (both are training-only auxiliaries; not needed for inference)
265
+ [10:21:00] Generating final validation collage ...
266
+ [10:21:00] Generating 16 validation images ...
267
+ [10:21:14] Validation at step 10000: generated 16 images -> RESULTS/multigen/run_019/validation/collage_step_0010000.png
268
+ [10:21:16]
269
+ [10:21:16] ============================================================
270
+ [10:21:16] TRAINING SUMMARY
271
+ [10:21:16] ============================================================
272
+ [10:21:16] Total steps : 200
273
+ [10:21:16] Final loss : 0.879082
274
+ [10:21:16] Avg last 100 : 0.911308
275
+ [10:21:16] Min loss : 0.719305
276
+ [10:21:16] Total time : 3:05:11
277
+ [10:21:16] Output : RESULTS/multigen/run_019
278
+ [10:21:16] ============================================================
multigen/sana 1.6/SRA/training_args.json ADDED
@@ -0,0 +1,58 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "pretrained_model_name_or_path": "Efficient-Large-Model/Sana_1600M_512px_diffusers",
3
+ "revision": null,
4
+ "variant": null,
5
+ "cache_dir": null,
6
+ "data_dir": "../data/multigen",
7
+ "caption_file_train": "caption_train.json",
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+ "caption_file_val": "caption_val.json",
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+ }