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Magick/pixart_sigma/run_005/training.log

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+Training started: 2026-08-21 18:02:24
+==========================================================================================
+    Step | Epoch |       Loss |     Avg100 |           LR |    Elapsed |        ETA
+------------------------------------------------------------------------------------------
+[18:02:24] Run directory: RESULTS/Magick/run_005
+[18:02:24] Loading PixArt-Sigma components ...
+[18:02:33]   Transformer params: 610,856,096 total, 610,856,096 trainable
+[18:02:33] Building dataset ...
+[18:02:33] 
+[18:02:33] ================================================================
+[18:02:33]   Model              = PixArt-alpha/PixArt-Sigma-XL-2-1024-MS
+[18:02:33]   Output dir         = RESULTS/Magick/run_005
+[18:02:33]   Num examples       = 74632
+[18:02:33]   Num epochs         = 1
+[18:02:33]   Batch/device       = 4
+[18:02:33]   Grad accum         = 1
+[18:02:33]   Effective BS       = 4
+[18:02:33]   Total optim steps  = 10000
+[18:02:33]   LR                 = 2e-05
+[18:02:33]   Precision          = bf16
+[18:02:33]   Resolution         = 1024x1024
+[18:02:33]   Max seq length     = 300
+[18:02:33] ================================================================
+[18:02:33] 
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+[18:40:52] Generating 16 validation images ...
+[18:42:13] Validation step 1000: 16 images -> RESULTS/Magick/run_005/validation/collage_step_0001000.png
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+    1750 |     0 |   0.004918 |   0.066862 |     1.92e-05 |    1:08:33 |    5:23:10
+    1800 |     0 |   0.073354 |   0.067043 |     1.91e-05 |    1:10:28 |    5:21:01
+    1850 |     0 |   0.067448 |   0.067054 |     1.90e-05 |    1:12:22 |    5:18:52
+    1900 |     0 |   0.053578 |   0.066699 |     1.89e-05 |    1:14:17 |    5:16:44
+    1950 |     0 |   0.034607 |   0.065876 |     1.89e-05 |    1:16:12 |    5:14:37
+    2000 |     0 |   0.007225 |   0.064410 |     1.88e-05 |    1:18:07 |    5:12:30
+[19:20:37]   Saved checkpoint -> RESULTS/Magick/run_005/checkpoint-2000
+[19:20:37] Generating 16 validation images ...
+[19:21:57] Validation step 2000: 16 images -> RESULTS/Magick/run_005/validation/collage_step_0002000.png
+    2050 |     0 |   0.403127 |   0.072671 |     1.87e-05 |    1:21:28 |    5:15:57
+    2100 |     0 |   0.035999 |   0.071798 |     1.86e-05 |    1:23:23 |    5:13:42
+    2150 |     0 |   0.041273 |   0.071088 |     1.85e-05 |    1:25:18 |    5:11:28
+    2200 |     0 |   0.082979 |   0.071358 |     1.85e-05 |    1:27:13 |    5:09:14
+    2250 |     0 |   0.045470 |   0.070783 |     1.84e-05 |    1:29:08 |    5:07:02
+    2300 |     0 |   0.039734 |   0.070108 |     1.83e-05 |    1:31:03 |    5:04:50
+    2350 |     0 |   0.319702 |   0.075419 |     1.82e-05 |    1:32:58 |    5:02:38
+    2400 |     0 |   0.050150 |   0.074892 |     1.81e-05 |    1:34:53 |    5:00:28
+    2450 |     0 |   0.077197 |   0.074939 |     1.80e-05 |    1:36:47 |    4:58:18
+    2500 |     0 |   0.013843 |   0.073717 |     1.79e-05 |    1:38:42 |    4:56:08
+    2550 |     0 |   0.026436 |   0.072790 |     1.78e-05 |    1:40:37 |    4:53:59
+    2600 |     0 |   0.087568 |   0.073074 |     1.77e-05 |    1:42:32 |    4:51:51
+    2650 |     0 |   0.049237 |   0.072625 |     1.76e-05 |    1:44:27 |    4:49:43
+    2700 |     0 |   0.086960 |   0.072890 |     1.75e-05 |    1:46:22 |    4:47:36
+    2750 |     0 |   0.062835 |   0.072707 |     1.74e-05 |    1:48:17 |    4:45:29
+    2800 |     0 |   0.040481 |   0.072132 |     1.72e-05 |    1:50:12 |    4:43:23
+    2850 |     0 |   0.103014 |   0.072674 |     1.71e-05 |    1:52:07 |    4:41:17
+    2900 |     0 |   0.041084 |   0.072129 |     1.70e-05 |    1:54:02 |    4:39:11
+    2950 |     0 |   0.051594 |   0.071781 |     1.69e-05 |    1:55:57 |    4:37:06
+    3000 |     0 |   0.097860 |   0.072216 |     1.68e-05 |    1:57:51 |    4:35:01
+[20:00:16] Generating 16 validation images ...
+[20:01:37] Validation step 3000: 16 images -> RESULTS/Magick/run_005/validation/collage_step_0003000.png
+    3050 |     0 |   0.084097 |   0.072410 |     1.67e-05 |    2:01:08 |    4:36:01
+    3100 |     0 |   0.033585 |   0.071784 |     1.65e-05 |    2:03:03 |    4:33:53
+    3150 |     0 |   0.061792 |   0.071626 |     1.64e-05 |    2:04:58 |    4:31:45
+    3200 |     0 |   0.060959 |   0.071459 |     1.63e-05 |    2:06:52 |    4:29:37
+    3250 |     0 |   0.069352 |   0.071426 |     1.61e-05 |    2:08:47 |    4:27:30
+    3300 |     0 |   0.009784 |   0.070492 |     1.60e-05 |    2:10:42 |    4:25:23
+    3350 |     0 |   0.275960 |   0.073559 |     1.59e-05 |    2:12:38 |    4:23:18
+    3400 |     0 |   0.043774 |   0.073121 |     1.57e-05 |    2:14:36 |    4:21:18
+    3450 |     0 |   0.071838 |   0.073103 |     1.56e-05 |    2:16:35 |    4:19:19
+    3500 |     0 |   0.020414 |   0.072350 |     1.55e-05 |    2:18:33 |    4:17:19
+    3550 |     0 |   0.053867 |   0.072090 |     1.53e-05 |    2:20:31 |    4:15:19
+    3600 |     0 |   0.060642 |   0.071931 |     1.52e-05 |    2:22:28 |    4:13:17
+    3650 |     0 |   0.107390 |   0.072416 |     1.50e-05 |    2:24:26 |    4:11:17
+    3700 |     0 |   0.018161 |   0.071683 |     1.49e-05 |    2:26:24 |    4:09:17
+    3750 |     0 |   0.060156 |   0.071529 |     1.48e-05 |    2:28:22 |    4:07:17
+    3800 |     0 |   0.072492 |   0.071542 |     1.46e-05 |    2:30:20 |    4:05:17
+    3850 |     0 |   0.003150 |   0.070654 |     1.45e-05 |    2:32:17 |    4:03:17
+    3900 |     0 |   0.022393 |   0.070035 |     1.43e-05 |    2:34:15 |    4:01:16
+    3950 |     0 |   0.105260 |   0.070481 |     1.42e-05 |    2:36:13 |    3:59:17
+    4000 |     0 |   0.048689 |   0.070209 |     1.40e-05 |    2:38:12 |    3:57:18
+[20:40:41]   Saved checkpoint -> RESULTS/Magick/run_005/checkpoint-4000
+[20:40:41] Generating 16 validation images ...
+[20:42:04] Validation step 4000: 16 images -> RESULTS/Magick/run_005/validation/collage_step_0004000.png
+    4050 |     0 |   0.081278 |   0.070345 |     1.39e-05 |    2:41:39 |    3:57:29
+    4100 |     0 |   0.062449 |   0.070249 |     1.37e-05 |    2:43:37 |    3:55:27
+    4150 |     0 |   0.086592 |   0.070446 |     1.36e-05 |    2:45:36 |    3:53:26
+    4200 |     0 |   0.056734 |   0.070283 |     1.34e-05 |    2:47:34 |    3:51:25
+    4250 |     0 |   0.024895 |   0.069749 |     1.32e-05 |    2:49:33 |    3:49:23
+    4300 |     0 |   0.086002 |   0.069938 |     1.31e-05 |    2:51:31 |    3:47:22
+    4350 |     0 |   0.012840 |   0.069281 |     1.29e-05 |    2:53:30 |    3:45:21
+    4400 |     0 |   0.076506 |   0.069363 |     1.28e-05 |    2:55:28 |    3:43:20
+    4450 |     0 |   0.096853 |   0.069672 |     1.26e-05 |    2:57:27 |    3:41:19
+    4500 |     0 |   0.175101 |   0.070844 |     1.25e-05 |    2:59:25 |    3:39:18
+    4550 |     0 |   0.305084 |   0.073418 |     1.23e-05 |    3:01:24 |    3:37:17
+    4600 |     0 |   0.140009 |   0.074142 |     1.21e-05 |    3:03:22 |    3:35:16
+    4650 |     0 |   0.033802 |   0.073708 |     1.20e-05 |    3:05:20 |    3:33:14
+    4700 |     0 |   0.125290 |   0.074257 |     1.18e-05 |    3:07:15 |    3:31:09
+    4750 |     0 |   0.039097 |   0.073887 |     1.16e-05 |    3:09:10 |    3:29:04
+    4800 |     0 |   0.330007 |   0.076554 |     1.15e-05 |    3:11:04 |    3:27:00
+    4850 |     0 |   0.060751 |   0.076392 |     1.13e-05 |    3:12:59 |    3:24:56
+    4900 |     0 |   0.023610 |   0.075853 |     1.12e-05 |    3:14:54 |    3:22:52
+    4950 |     0 |   0.312197 |   0.078240 |     1.10e-05 |    3:16:49 |    3:20:48
+    5000 |     0 |   0.028479 |   0.077743 |     1.08e-05 |    3:18:44 |    3:18:44
+[21:21:09] Generating 16 validation images ...
+[21:22:30] Validation step 5000: 16 images -> RESULTS/Magick/run_005/validation/collage_step_0005000.png
+    5050 |     0 |   0.011042 |   0.077238 |     1.07e-05 |    3:22:00 |    3:18:00
+    5100 |     0 |   0.344708 |   0.080040 |     1.05e-05 |    3:23:55 |    3:15:55
+    5150 |     0 |   0.054116 |   0.080103 |     1.03e-05 |    3:25:50 |    3:13:51
+    5200 |     0 |   0.066839 |   0.079947 |     1.02e-05 |    3:27:45 |    3:11:46
+    5250 |     0 |   0.003883 |   0.079980 |     1.00e-05 |    3:29:40 |    3:09:42
+    5300 |     0 |   0.076667 |   0.080692 |     9.83e-06 |    3:31:35 |    3:07:38
+    5350 |     0 |   0.060325 |   0.081011 |     9.67e-06 |    3:33:30 |    3:05:34
+    5400 |     0 |   0.144669 |   0.081894 |     9.50e-06 |    3:35:25 |    3:03:30
+    5450 |     0 |   0.009634 |   0.081312 |     9.34e-06 |    3:37:20 |    3:01:26
+    5500 |     0 |   0.054789 |   0.080813 |     9.17e-06 |    3:39:15 |    2:59:23
+    5550 |     0 |   0.054953 |   0.077950 |     9.01e-06 |    3:41:09 |    2:57:19
+    5600 |     0 |   0.010270 |   0.077287 |     8.85e-06 |    3:43:04 |    2:55:16
+    5650 |     0 |   0.041013 |   0.077279 |     8.68e-06 |    3:44:59 |    2:53:13
+    5700 |     0 |   0.001267 |   0.076834 |     8.52e-06 |    3:46:54 |    2:51:10
+    5750 |     0 |   0.068812 |   0.077458 |     8.35e-06 |    3:48:49 |    2:49:07
+    5800 |     0 |   0.086320 |   0.078167 |     8.19e-06 |    3:50:44 |    2:47:05
+    5850 |     0 |   0.000873 |   0.077534 |     8.03e-06 |    3:52:39 |    2:45:02
+    5900 |     0 |   0.038055 |   0.077618 |     7.87e-06 |    3:54:34 |    2:43:00
+    5950 |     0 |   0.047859 |   0.077844 |     7.71e-06 |    3:56:29 |    2:40:58
+    6000 |     0 |   0.129711 |   0.078444 |     7.55e-06 |    3:58:24 |    2:38:56
+[22:00:53]   Saved checkpoint -> RESULTS/Magick/run_005/checkpoint-6000
+[22:00:54] Generating 16 validation images ...
+[22:02:14] Validation step 6000: 16 images -> RESULTS/Magick/run_005/validation/collage_step_0006000.png
+    6050 |     0 |   0.352155 |   0.080700 |     7.39e-06 |    4:01:45 |    2:37:50
+    6100 |     0 |   0.046419 |   0.080187 |     7.23e-06 |    4:03:40 |    2:35:47
+    6150 |     0 |   0.123423 |   0.080309 |     7.07e-06 |    4:05:35 |    2:33:44
+    6200 |     0 |   0.071818 |   0.080511 |     6.91e-06 |    4:07:30 |    2:31:41
+    6250 |     0 |   0.039676 |   0.080624 |     6.75e-06 |    4:09:24 |    2:29:38
+    6300 |     0 |   0.024953 |   0.079048 |     6.60e-06 |    4:11:19 |    2:27:36
+    6350 |     0 |   0.002766 |   0.078543 |     6.44e-06 |    4:13:14 |    2:25:33
+    6400 |     0 |   0.001931 |   0.078449 |     6.29e-06 |    4:15:09 |    2:23:31
+    6450 |     0 |   0.004788 |   0.078397 |     6.14e-06 |    4:17:04 |    2:21:29
+    6500 |     0 |   0.067896 |   0.078092 |     5.98e-06 |    4:18:59 |    2:19:27
+    6550 |     0 |   0.030925 |   0.077139 |     5.83e-06 |    4:20:54 |    2:17:25
+    6600 |     0 |   0.065116 |   0.076670 |     5.68e-06 |    4:22:49 |    2:15:23
+    6650 |     0 |   0.047555 |   0.076984 |     5.53e-06 |    4:24:44 |    2:13:21
+    6700 |     0 |   0.081127 |   0.077054 |     5.39e-06 |    4:26:38 |    2:11:20
+    6750 |     0 |   0.031089 |   0.077315 |     5.24e-06 |    4:28:33 |    2:09:18
+    6800 |     0 |   0.097297 |   0.077555 |     5.10e-06 |    4:30:28 |    2:07:17
+    6850 |     0 |   0.078102 |   0.077661 |     4.95e-06 |    4:32:23 |    2:05:15
+    6900 |     0 |   0.086912 |   0.077995 |     4.81e-06 |    4:34:18 |    2:03:14
+    6950 |     0 |   0.086672 |   0.078515 |     4.67e-06 |    4:36:13 |    2:01:13
+    7000 |     0 |   0.034288 |   0.078786 |     4.53e-06 |    4:38:08 |    1:59:12
+[22:40:32] Generating 16 validation images ...
+[22:41:53] Validation step 7000: 16 images -> RESULTS/Magick/run_005/validation/collage_step_0007000.png
+    7050 |     0 |   0.052112 |   0.075276 |     4.39e-06 |    4:41:24 |    1:57:44
+    7100 |     0 |   0.050153 |   0.075417 |     4.26e-06 |    4:43:19 |    1:55:43
+    7150 |     0 |   0.035724 |   0.075362 |     4.12e-06 |    4:45:14 |    1:53:41
+    7200 |     0 |   0.147441 |   0.076006 |     3.99e-06 |    4:47:09 |    1:51:40
+    7250 |     0 |   0.067113 |   0.076223 |     3.86e-06 |    4:49:04 |    1:49:38
+    7300 |     0 |   0.039598 |   0.076221 |     3.73e-06 |    4:50:59 |    1:47:37
+    7350 |     0 |   0.067690 |   0.073701 |     3.60e-06 |    4:52:53 |    1:45:36
+    7400 |     0 |   0.073369 |   0.073934 |     3.47e-06 |    4:54:48 |    1:43:35
+    7450 |     0 |   0.052159 |   0.073683 |     3.35e-06 |    4:56:43 |    1:41:33
+    7500 |     0 |   0.104152 |   0.074586 |     3.23e-06 |    4:58:38 |    1:39:32
+    7550 |     0 |   0.028693 |   0.074609 |     3.11e-06 |    5:00:33 |    1:37:31
+    7600 |     0 |   0.101109 |   0.074744 |     2.99e-06 |    5:02:28 |    1:35:31
+    7650 |     0 |   0.268901 |   0.076941 |     2.87e-06 |    5:04:23 |    1:33:30
+    7700 |     0 |   0.065701 |   0.076728 |     2.76e-06 |    5:06:18 |    1:31:29
+    7750 |     0 |   0.029937 |   0.076399 |     2.64e-06 |    5:08:13 |    1:29:29
+    7800 |     0 |   0.127831 |   0.077273 |     2.53e-06 |    5:10:08 |    1:27:28
+    7850 |     0 |   0.088573 |   0.077128 |     2.42e-06 |    5:12:03 |    1:25:28
+    7900 |     0 |   0.029389 |   0.077011 |     2.32e-06 |    5:13:58 |    1:23:27
+    7950 |     0 |   0.012220 |   0.076618 |     2.21e-06 |    5:15:53 |    1:21:27
+    8000 |     0 |   0.064583 |   0.076285 |     2.11e-06 |    5:17:47 |    1:19:26
+[23:20:17]   Saved checkpoint -> RESULTS/Magick/run_005/checkpoint-8000
+[23:20:18] Generating 16 validation images ...
+[23:21:38] Validation step 8000: 16 images -> RESULTS/Magick/run_005/validation/collage_step_0008000.png
+    8050 |     0 |   0.123982 |   0.076684 |     2.01e-06 |    5:21:09 |    1:17:47
+    8100 |     0 |   0.003652 |   0.076384 |     1.91e-06 |    5:23:04 |    1:15:47
+    8150 |     0 |   0.079582 |   0.076562 |     1.81e-06 |    5:24:59 |    1:13:46
+    8200 |     0 |   0.094594 |   0.076899 |     1.72e-06 |    5:26:54 |    1:11:45
+    8250 |     0 |   0.023801 |   0.076443 |     1.63e-06 |    5:28:49 |    1:09:45
+    8300 |     0 |   0.064808 |   0.076993 |     1.54e-06 |    5:30:44 |    1:07:44
+    8350 |     0 |   0.039417 |   0.074628 |     1.45e-06 |    5:32:39 |    1:05:44
+    8400 |     0 |   0.056727 |   0.074758 |     1.37e-06 |    5:34:33 |    1:03:43
+    8450 |     0 |   0.040424 |   0.074443 |     1.29e-06 |    5:36:28 |    1:01:43
+    8500 |     0 |   0.016425 |   0.074404 |     1.21e-06 |    5:38:23 |    0:59:43
+    8550 |     0 |   0.044618 |   0.074311 |     1.13e-06 |    5:40:18 |    0:57:42
+    8600 |     0 |   0.311908 |   0.076824 |     1.05e-06 |    5:42:13 |    0:55:42
+    8650 |     0 |   0.045807 |   0.076208 |     9.80e-07 |    5:44:08 |    0:53:42
+    8700 |     0 |   0.060968 |   0.076636 |     9.10e-07 |    5:46:03 |    0:51:42
+    8750 |     0 |   0.006369 |   0.076098 |     8.42e-07 |    5:47:58 |    0:49:42
+    8800 |     0 |   0.022983 |   0.075603 |     7.77e-07 |    5:49:53 |    0:47:42
+    8850 |     0 |   0.117159 |   0.076743 |     7.14e-07 |    5:51:47 |    0:45:42
+    8900 |     0 |   0.020315 |   0.076722 |     6.54e-07 |    5:53:42 |    0:43:43
+    8950 |     0 |   0.001656 |   0.075686 |     5.97e-07 |    5:55:37 |    0:41:43
+    9000 |     0 |   0.027466 |   0.075474 |     5.42e-07 |    5:57:32 |    0:39:43
+[23:59:57] Generating 16 validation images ...
+[00:01:17] Validation step 9000: 16 images -> RESULTS/Magick/run_005/validation/collage_step_0009000.png
+    9050 |     0 |   0.050987 |   0.075171 |     4.89e-07 |    6:00:48 |    0:37:52
+    9100 |     0 |   0.051083 |   0.075057 |     4.40e-07 |    6:02:43 |    0:35:52
+    9150 |     0 |   0.066222 |   0.074854 |     3.92e-07 |    6:04:38 |    0:33:52
+    9200 |     0 |   0.099832 |   0.075285 |     3.48e-07 |    6:06:33 |    0:31:52
+    9250 |     0 |   0.111107 |   0.076147 |     3.06e-07 |    6:08:28 |    0:29:52
+    9300 |     0 |   0.105401 |   0.076341 |     2.67e-07 |    6:10:23 |    0:27:52
+    9350 |     0 |   0.088484 |   0.077097 |     2.30e-07 |    6:12:18 |    0:25:52
+    9400 |     0 |   0.075431 |   0.077087 |     1.96e-07 |    6:14:13 |    0:23:53
+    9450 |     0 |   0.004893 |   0.076167 |     1.65e-07 |    6:16:08 |    0:21:53
+    9500 |     0 |   0.015261 |   0.074569 |     1.36e-07 |    6:18:03 |    0:19:53
+    9550 |     0 |   0.012672 |   0.071644 |     1.11e-07 |    6:19:58 |    0:17:54
+    9600 |     0 |   0.064976 |   0.070894 |     8.74e-08 |    6:21:53 |    0:15:54
+    9650 |     0 |   0.008723 |   0.070643 |     6.69e-08 |    6:23:48 |    0:13:55
+    9700 |     0 |   0.044882 |   0.069839 |     4.92e-08 |    6:25:43 |    0:11:55
+    9750 |     0 |   0.056886 |   0.070017 |     3.42e-08 |    6:27:38 |    0:09:56
+    9800 |     0 |   0.081614 |   0.067533 |     2.19e-08 |    6:29:32 |    0:07:56
+    9850 |     0 |   0.010621 |   0.067032 |     1.23e-08 |    6:31:27 |    0:05:57
+    9900 |     0 |   0.021613 |   0.067012 |     5.47e-09 |    6:33:22 |    0:03:58
+    9950 |     0 |   0.002788 |   0.063918 |     1.37e-09 |    6:35:17 |    0:01:59
+   10000 |     0 |   0.109389 |   0.064727 |     0.00e+00 |    6:37:12 |    0:00:00
+[00:39:41]   Saved checkpoint -> RESULTS/Magick/run_005/checkpoint-10000
+[00:39:43] Generating 16 validation images ...
+[00:41:03] Validation step 10000: 16 images -> RESULTS/Magick/run_005/validation/collage_step_0010000.png
+[00:41:03] --- Epoch 0 | Steps: 10000 | Avg Loss: 0.068383 ---
+[00:41:03] Saving final model ...
+[00:41:16]   Pipeline saved -> RESULTS/Magick/run_005
+[00:41:16] Generating final validation collage ...
+[00:41:16] Generating 16 validation images ...
+[00:42:36] Validation step 10000: 16 images -> RESULTS/Magick/run_005/validation/collage_step_0010000.png
+[00:42:36] 
+[00:42:36] ============================================================
+[00:42:36]   TRAINING SUMMARY
+[00:42:36] ============================================================
+[00:42:36]   Total steps  : 200
+[00:42:36]   Final loss   : 0.109389
+[00:42:36]   Avg last 100 : 0.064727
+[00:42:36]   Min loss     : 0.000582
+[00:42:36]   Total time   : 6:40:12
+[00:42:36]   Output       : RESULTS/Magick/run_005
+[00:42:36] ============================================================

Magick/pixart_sigma/run_005/training_args.json

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Magick/pixart_sigma/run_005/training_summary.json

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