File size: 21,968 Bytes
d184369 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 | Training started: 2026-08-22 18:50:29
==========================================================================================
Step | Epoch | Loss | Avg100 | LR | Elapsed | ETA
------------------------------------------------------------------------------------------
[18:50:29] Run directory: RESULTS/ProGamerGov/run_018
[18:50:29] Using existing shared cache: /data/shubham/PROJECTS/data/ProGamerGov/cache_black-forest-labs-flux.2-klein-4b_res1024_cap5
[18:50:29] Loading FLUX.2-klein-4B transformer + scheduler (transformer-only, cache-driven) ...
[18:50:30] SpeeD-style sampling ENABLED: lam=0.6, tau=700, meaningful band=[113, 887) of 1000
[18:50:30] Transformer params: 3,875,544,576 total, 3,875,544,576 trainable
[18:50:30] guidance_embeds=False (reported True on this config) -- but guidance=None is passed every forward call, training and validation alike, matching Flux2KleinPipeline's own denoising loop for this step-distilled checkpoint. --guidance_scale=1.0 is not currently used by the transformer call; kept for reference/documentation only.
[18:50:30] Loading validation-only Qwen3 tokenizer/text_encoder + VAE ...
[18:50:36] Loading cached dataset from /data/shubham/PROJECTS/data/ProGamerGov/cache_black-forest-labs-flux.2-klein-4b_res1024_cap5 ...
[18:50:36] 90000 cached samples
[18:50:37]
[18:50:37] ================================================================
[18:50:37] Model = black-forest-labs/FLUX.2-klein-4B
[18:50:37] Output dir = RESULTS/ProGamerGov/run_018
[18:50:37] Cache dir (shared) = /data/shubham/PROJECTS/data/ProGamerGov/cache_black-forest-labs-flux.2-klein-4b_res1024_cap5
[18:50:37] Num examples = 90000
[18:50:37] Num epochs = 1
[18:50:37] Batch/device = 1
[18:50:37] Grad accum = 1
[18:50:37] Effective BS = 1
[18:50:37] Total optim steps = 10000
[18:50:37] LR = 1e-05
[18:50:37] Precision = bf16
[18:50:37] Resolution = 1024x1024
[18:50:37] Grad checkpointing = True
[18:50:37] Guidance scale = 1.0 (not used -- transformer always gets guidance=None)
[18:50:37] SpeeD = True
[18:50:37] Validate every = 1000 steps
[18:50:37] ================================================================
[18:50:37]
50 | 0 | 0.761020 | 0.761020 | 1.00e-06 | 0:01:57 | 6:28:43
100 | 0 | 0.572676 | 0.666848 | 2.00e-06 | 0:03:46 | 6:13:26
150 | 0 | 0.674377 | 0.669358 | 3.00e-06 | 0:05:35 | 6:07:07
200 | 0 | 0.904937 | 0.728252 | 4.00e-06 | 0:07:24 | 6:03:04
250 | 0 | 0.762255 | 0.735053 | 5.00e-06 | 0:09:13 | 6:00:00
300 | 0 | 0.792788 | 0.744675 | 6.00e-06 | 0:11:03 | 5:57:24
350 | 0 | 0.511440 | 0.711356 | 7.00e-06 | 0:12:52 | 5:55:02
400 | 0 | 0.450266 | 0.678720 | 8.00e-06 | 0:14:42 | 5:52:51
450 | 0 | 0.703710 | 0.681496 | 9.00e-06 | 0:16:31 | 5:50:41
500 | 0 | 0.647240 | 0.678071 | 1.00e-05 | 0:18:20 | 5:48:32
550 | 0 | 0.902152 | 0.698442 | 1.00e-05 | 0:20:09 | 5:46:27
600 | 0 | 0.498093 | 0.681746 | 1.00e-05 | 0:21:59 | 5:44:25
650 | 0 | 0.775572 | 0.688963 | 9.99e-06 | 0:23:48 | 5:42:24
700 | 0 | 0.742702 | 0.692802 | 9.99e-06 | 0:25:37 | 5:40:25
750 | 0 | 0.900727 | 0.706664 | 9.98e-06 | 0:27:26 | 5:38:27
800 | 0 | 0.773486 | 0.710840 | 9.98e-06 | 0:29:15 | 5:36:32
850 | 0 | 0.430566 | 0.694353 | 9.97e-06 | 0:31:04 | 5:34:35
900 | 0 | 0.421865 | 0.679215 | 9.96e-06 | 0:32:54 | 5:32:39
950 | 0 | 0.523938 | 0.671043 | 9.94e-06 | 0:34:43 | 5:30:44
1000 | 0 | 0.673268 | 0.671154 | 9.93e-06 | 0:36:32 | 5:28:51
[19:27:02] Generating 16 validation images ...
[19:27:44] Validation step 1000: 16 images -> RESULTS/ProGamerGov/run_018/validation/collage_step_0001000.png
1050 | 0 | 0.720171 | 0.673488 | 9.92e-06 | 0:39:04 | 5:33:00
1100 | 0 | 0.504183 | 0.665792 | 9.90e-06 | 0:40:53 | 5:30:48
1150 | 0 | 0.660088 | 0.665544 | 9.88e-06 | 0:42:42 | 5:28:38
1200 | 0 | 0.841142 | 0.672861 | 9.87e-06 | 0:44:31 | 5:26:30
1250 | 0 | 0.681029 | 0.673188 | 9.85e-06 | 0:46:20 | 5:24:24
1300 | 0 | 0.546649 | 0.668321 | 9.83e-06 | 0:48:09 | 5:22:18
1350 | 0 | 0.536198 | 0.663427 | 9.80e-06 | 0:49:58 | 5:20:15
1400 | 0 | 0.735299 | 0.665994 | 9.78e-06 | 0:51:47 | 5:18:11
1450 | 0 | 0.744431 | 0.668699 | 9.76e-06 | 0:53:37 | 5:16:09
1500 | 0 | 0.758483 | 0.671692 | 9.73e-06 | 0:55:26 | 5:14:08
1550 | 0 | 0.683875 | 0.672085 | 9.70e-06 | 0:57:15 | 5:12:08
1600 | 0 | 0.724436 | 0.673721 | 9.67e-06 | 0:59:04 | 5:10:08
1650 | 0 | 0.342724 | 0.663690 | 9.64e-06 | 1:00:53 | 5:08:09
1700 | 0 | 0.770714 | 0.666838 | 9.61e-06 | 1:02:42 | 5:06:10
1750 | 0 | 0.631731 | 0.665835 | 9.58e-06 | 1:04:31 | 5:04:13
1800 | 0 | 0.610855 | 0.664308 | 9.55e-06 | 1:06:20 | 5:02:15
1850 | 0 | 0.695544 | 0.665152 | 9.51e-06 | 1:08:10 | 5:00:18
1900 | 0 | 0.959079 | 0.672887 | 9.47e-06 | 1:09:59 | 4:58:21
1950 | 0 | 0.796306 | 0.676052 | 9.44e-06 | 1:11:48 | 4:56:25
2000 | 0 | 0.355835 | 0.668046 | 9.40e-06 | 1:13:37 | 4:54:29
[20:04:47] Saved checkpoint -> RESULTS/ProGamerGov/run_018/checkpoint-2000
[20:04:47] Generating 16 validation images ...
[20:05:28] Validation step 2000: 16 images -> RESULTS/ProGamerGov/run_018/validation/collage_step_0002000.png
2050 | 0 | 0.536604 | 0.664840 | 9.36e-06 | 1:16:47 | 4:57:48
2100 | 0 | 0.961804 | 0.671911 | 9.32e-06 | 1:18:36 | 4:55:43
2150 | 0 | 0.603210 | 0.670313 | 9.27e-06 | 1:20:25 | 4:53:39
2200 | 0 | 0.634995 | 0.669511 | 9.23e-06 | 1:22:14 | 4:51:35
2250 | 0 | 0.600841 | 0.667985 | 9.19e-06 | 1:24:03 | 4:49:33
2300 | 0 | 0.502905 | 0.664396 | 9.14e-06 | 1:25:53 | 4:47:31
2350 | 0 | 0.463089 | 0.660113 | 9.09e-06 | 1:27:42 | 4:45:30
2400 | 0 | 0.825593 | 0.663560 | 9.05e-06 | 1:29:31 | 4:43:29
2450 | 0 | 0.495716 | 0.660135 | 9.00e-06 | 1:31:20 | 4:41:29
2500 | 0 | 0.514061 | 0.657213 | 8.95e-06 | 1:33:09 | 4:39:29
2550 | 0 | 0.708354 | 0.658216 | 8.89e-06 | 1:34:58 | 4:37:29
2600 | 0 | 0.457276 | 0.654352 | 8.84e-06 | 1:36:47 | 4:35:30
2650 | 0 | 0.448803 | 0.650474 | 8.79e-06 | 1:38:36 | 4:33:31
2700 | 0 | 0.113090 | 0.640522 | 8.73e-06 | 1:40:26 | 4:31:32
2750 | 0 | 0.592570 | 0.639650 | 8.68e-06 | 1:42:15 | 4:29:34
2800 | 0 | 0.511009 | 0.637353 | 8.62e-06 | 1:44:04 | 4:27:36
2850 | 0 | 0.565049 | 0.636085 | 8.56e-06 | 1:45:53 | 4:25:39
2900 | 0 | 0.518851 | 0.634063 | 8.51e-06 | 1:47:42 | 4:23:42
2950 | 0 | 0.716703 | 0.635464 | 8.45e-06 | 1:49:31 | 4:21:45
3000 | 0 | 0.664326 | 0.635945 | 8.39e-06 | 1:51:20 | 4:19:48
[20:41:51] Generating 16 validation images ...
[20:42:33] Validation step 3000: 16 images -> RESULTS/ProGamerGov/run_018/validation/collage_step_0003000.png
3050 | 0 | 0.523798 | 0.634106 | 8.33e-06 | 1:53:52 | 4:19:28
3100 | 0 | 0.606493 | 0.633661 | 8.26e-06 | 1:55:41 | 4:17:30
3150 | 0 | 0.777488 | 0.635944 | 8.20e-06 | 1:57:30 | 4:15:32
3200 | 0 | 0.667732 | 0.636441 | 8.14e-06 | 1:59:19 | 4:13:34
3250 | 0 | 0.893967 | 0.640403 | 8.07e-06 | 2:01:08 | 4:11:37
3300 | 0 | 0.499797 | 0.638272 | 8.01e-06 | 2:02:58 | 4:09:39
3350 | 0 | 0.649849 | 0.638445 | 7.94e-06 | 2:04:47 | 4:07:42
3400 | 0 | 0.732191 | 0.639824 | 7.87e-06 | 2:06:36 | 4:05:45
3450 | 0 | 0.282430 | 0.634644 | 7.80e-06 | 2:08:25 | 4:03:49
3500 | 0 | 0.934846 | 0.638933 | 7.73e-06 | 2:10:14 | 4:01:53
3550 | 0 | 0.472063 | 0.636582 | 7.67e-06 | 2:12:04 | 3:59:57
3600 | 0 | 0.515245 | 0.634897 | 7.59e-06 | 2:13:53 | 3:58:01
3650 | 0 | 0.659222 | 0.635230 | 7.52e-06 | 2:15:42 | 3:56:05
3700 | 0 | 0.276531 | 0.630383 | 7.45e-06 | 2:17:31 | 3:54:09
3750 | 0 | 0.590938 | 0.629857 | 7.38e-06 | 2:19:20 | 3:52:14
3800 | 0 | 0.411546 | 0.626985 | 7.31e-06 | 2:21:09 | 3:50:19
3850 | 0 | 0.879161 | 0.630260 | 7.23e-06 | 2:22:59 | 3:48:24
3900 | 0 | 0.433162 | 0.627733 | 7.16e-06 | 2:24:48 | 3:46:29
3950 | 0 | 0.341327 | 0.624107 | 7.08e-06 | 2:26:37 | 3:44:34
4000 | 0 | 0.729220 | 0.625421 | 7.01e-06 | 2:28:26 | 3:42:39
[21:19:37] Saved checkpoint -> RESULTS/ProGamerGov/run_018/checkpoint-4000
[21:19:37] Generating 16 validation images ...
[21:20:19] Validation step 4000: 16 images -> RESULTS/ProGamerGov/run_018/validation/collage_step_0004000.png
4050 | 0 | 0.255107 | 0.620850 | 6.93e-06 | 2:31:38 | 3:42:46
4100 | 0 | 0.650460 | 0.621211 | 6.86e-06 | 2:33:27 | 3:40:49
4150 | 0 | 0.360316 | 0.618067 | 6.78e-06 | 2:35:16 | 3:38:52
4200 | 0 | 0.504823 | 0.616719 | 6.70e-06 | 2:37:05 | 3:36:56
4250 | 0 | 0.870258 | 0.619702 | 6.62e-06 | 2:38:54 | 3:35:00
4300 | 0 | 0.647028 | 0.620020 | 6.55e-06 | 2:40:43 | 3:33:03
4350 | 0 | 0.765289 | 0.621690 | 6.47e-06 | 2:42:33 | 3:31:07
4400 | 0 | 0.580132 | 0.621217 | 6.39e-06 | 2:44:22 | 3:29:11
4450 | 0 | 0.827515 | 0.623535 | 6.31e-06 | 2:46:11 | 3:27:16
4500 | 0 | 0.851775 | 0.626071 | 6.23e-06 | 2:48:00 | 3:25:20
4550 | 0 | 0.726066 | 0.627170 | 6.15e-06 | 2:49:49 | 3:23:25
4600 | 0 | 0.531263 | 0.626128 | 6.07e-06 | 2:51:38 | 3:21:29
4650 | 0 | 0.657586 | 0.626466 | 5.99e-06 | 2:53:27 | 3:19:34
4700 | 0 | 0.727293 | 0.627538 | 5.90e-06 | 2:55:17 | 3:17:39
4750 | 0 | 0.328424 | 0.624390 | 5.82e-06 | 2:57:06 | 3:15:44
4800 | 0 | 0.726476 | 0.625453 | 5.74e-06 | 2:58:55 | 3:13:50
4850 | 0 | 0.471430 | 0.623865 | 5.66e-06 | 3:00:44 | 3:11:55
4900 | 0 | 0.827302 | 0.625941 | 5.58e-06 | 3:02:33 | 3:10:00
4950 | 0 | 0.525034 | 0.624922 | 5.50e-06 | 3:04:22 | 3:08:06
5000 | 0 | 0.605660 | 0.624729 | 5.41e-06 | 3:06:11 | 3:06:11
[21:56:42] Generating 16 validation images ...
[21:57:24] Validation step 5000: 16 images -> RESULTS/ProGamerGov/run_018/validation/collage_step_0005000.png
5050 | 0 | 0.380732 | 0.620927 | 5.33e-06 | 3:08:43 | 3:04:59
5100 | 0 | 0.440874 | 0.619609 | 5.25e-06 | 3:10:32 | 3:03:04
5150 | 0 | 0.857515 | 0.621440 | 5.17e-06 | 3:12:22 | 3:01:09
5200 | 0 | 0.754832 | 0.619939 | 5.08e-06 | 3:14:11 | 2:59:14
5250 | 0 | 0.899261 | 0.621309 | 5.00e-06 | 3:16:00 | 2:57:20
5300 | 0 | 0.534402 | 0.618725 | 4.92e-06 | 3:17:49 | 2:55:25
5350 | 0 | 0.775805 | 0.621369 | 4.83e-06 | 3:19:38 | 2:53:31
5400 | 0 | 0.717468 | 0.624041 | 4.75e-06 | 3:21:27 | 2:51:37
5450 | 0 | 0.277718 | 0.619781 | 4.67e-06 | 3:23:17 | 2:49:42
5500 | 0 | 0.438344 | 0.617692 | 4.59e-06 | 3:25:06 | 2:47:48
5550 | 0 | 0.532574 | 0.613996 | 4.50e-06 | 3:26:55 | 2:45:54
5600 | 0 | 0.854819 | 0.617563 | 4.42e-06 | 3:28:44 | 2:44:00
5650 | 0 | 0.333531 | 0.613143 | 4.34e-06 | 3:30:33 | 2:42:06
5700 | 0 | 0.933609 | 0.615052 | 4.26e-06 | 3:32:22 | 2:40:12
5750 | 0 | 0.451421 | 0.610559 | 4.18e-06 | 3:34:11 | 2:38:19
5800 | 0 | 0.647467 | 0.609299 | 4.10e-06 | 3:36:00 | 2:36:25
5850 | 0 | 0.429078 | 0.609284 | 4.01e-06 | 3:37:49 | 2:34:31
5900 | 0 | 0.888964 | 0.613955 | 3.93e-06 | 3:39:38 | 2:32:38
5950 | 0 | 0.504128 | 0.613757 | 3.85e-06 | 3:41:28 | 2:30:44
6000 | 0 | 0.790120 | 0.614925 | 3.77e-06 | 3:43:17 | 2:28:51
[22:34:27] Saved checkpoint -> RESULTS/ProGamerGov/run_018/checkpoint-6000
[22:34:27] Generating 16 validation images ...
[22:35:09] Validation step 6000: 16 images -> RESULTS/ProGamerGov/run_018/validation/collage_step_0006000.png
6050 | 0 | 0.369469 | 0.611418 | 3.69e-06 | 3:46:28 | 2:27:51
6100 | 0 | 0.429366 | 0.610670 | 3.61e-06 | 3:48:17 | 2:25:57
6150 | 0 | 1.025803 | 0.614327 | 3.53e-06 | 3:50:06 | 2:24:03
6200 | 0 | 0.749738 | 0.613413 | 3.45e-06 | 3:51:55 | 2:22:08
6250 | 0 | 0.724368 | 0.613847 | 3.38e-06 | 3:53:44 | 2:20:14
6300 | 0 | 0.584411 | 0.614224 | 3.30e-06 | 3:55:33 | 2:18:20
6350 | 0 | 0.774367 | 0.616606 | 3.22e-06 | 3:57:22 | 2:16:26
6400 | 0 | 0.412115 | 0.613374 | 3.14e-06 | 3:59:12 | 2:14:33
6450 | 0 | 0.678081 | 0.612711 | 3.07e-06 | 4:01:01 | 2:12:39
6500 | 0 | 0.564307 | 0.610769 | 2.99e-06 | 4:02:50 | 2:10:45
6550 | 0 | 0.677870 | 0.610709 | 2.92e-06 | 4:04:39 | 2:08:51
6600 | 0 | 0.375461 | 0.607219 | 2.84e-06 | 4:06:28 | 2:06:58
6650 | 0 | 0.487625 | 0.608668 | 2.77e-06 | 4:08:17 | 2:05:04
6700 | 0 | 0.684896 | 0.607810 | 2.69e-06 | 4:10:06 | 2:03:11
6750 | 0 | 0.645590 | 0.607948 | 2.62e-06 | 4:11:55 | 2:01:18
6800 | 0 | 0.361577 | 0.605456 | 2.55e-06 | 4:13:45 | 1:59:24
6850 | 0 | 0.506211 | 0.603562 | 2.48e-06 | 4:15:34 | 1:57:31
6900 | 0 | 0.590476 | 0.599876 | 2.41e-06 | 4:17:23 | 1:55:38
6950 | 0 | 0.683290 | 0.598746 | 2.33e-06 | 4:19:12 | 1:53:45
7000 | 0 | 0.590297 | 0.601091 | 2.27e-06 | 4:21:01 | 1:51:52
[23:11:31] Generating 16 validation images ...
[23:12:13] Validation step 7000: 16 images -> RESULTS/ProGamerGov/run_018/validation/collage_step_0007000.png
7050 | 0 | 0.519910 | 0.600924 | 2.20e-06 | 4:23:32 | 1:50:16
7100 | 0 | 0.737133 | 0.598677 | 2.13e-06 | 4:25:21 | 1:48:23
7150 | 0 | 0.779485 | 0.600440 | 2.06e-06 | 4:27:10 | 1:46:29
7200 | 0 | 1.018547 | 0.604275 | 1.99e-06 | 4:29:00 | 1:44:36
7250 | 0 | 0.734757 | 0.605615 | 1.93e-06 | 4:30:49 | 1:42:43
7300 | 0 | 0.822829 | 0.608814 | 1.86e-06 | 4:32:38 | 1:40:50
7350 | 0 | 0.866251 | 0.612845 | 1.80e-06 | 4:34:27 | 1:38:57
7400 | 0 | 0.544195 | 0.610031 | 1.74e-06 | 4:36:16 | 1:37:04
7450 | 0 | 0.506983 | 0.610144 | 1.67e-06 | 4:38:05 | 1:35:11
7500 | 0 | 0.648300 | 0.611486 | 1.61e-06 | 4:39:55 | 1:33:18
7550 | 0 | 0.422223 | 0.608625 | 1.55e-06 | 4:41:44 | 1:31:25
7600 | 0 | 0.830445 | 0.612357 | 1.49e-06 | 4:43:33 | 1:29:32
7650 | 0 | 0.466621 | 0.612535 | 1.44e-06 | 4:45:22 | 1:27:39
7700 | 0 | 0.391113 | 0.615315 | 1.38e-06 | 4:47:11 | 1:25:47
7750 | 0 | 0.701306 | 0.616403 | 1.32e-06 | 4:49:00 | 1:23:54
7800 | 0 | 0.433111 | 0.615624 | 1.27e-06 | 4:50:49 | 1:22:01
7850 | 0 | 0.618752 | 0.616161 | 1.21e-06 | 4:52:38 | 1:20:09
7900 | 0 | 0.819925 | 0.619171 | 1.16e-06 | 4:54:27 | 1:18:16
7950 | 0 | 0.720247 | 0.619207 | 1.11e-06 | 4:56:17 | 1:16:24
8000 | 0 | 0.642377 | 0.618987 | 1.05e-06 | 4:58:06 | 1:14:31
[23:49:15] Saved checkpoint -> RESULTS/ProGamerGov/run_018/checkpoint-8000
[23:49:20] Generating 16 validation images ...
[23:50:01] Validation step 8000: 16 images -> RESULTS/ProGamerGov/run_018/validation/collage_step_0008000.png
8050 | 0 | 0.304639 | 0.616796 | 1.00e-06 | 5:01:20 | 1:12:59
8100 | 0 | 0.898171 | 0.619713 | 9.55e-07 | 5:03:09 | 1:11:06
8150 | 0 | 0.798818 | 0.619926 | 9.07e-07 | 5:04:58 | 1:09:13
8200 | 0 | 0.393776 | 0.617186 | 8.60e-07 | 5:06:47 | 1:07:20
8250 | 0 | 0.714404 | 0.615391 | 8.14e-07 | 5:08:36 | 1:05:27
8300 | 0 | 0.828479 | 0.618677 | 7.70e-07 | 5:10:25 | 1:03:34
8350 | 0 | 0.881135 | 0.620990 | 7.26e-07 | 5:12:15 | 1:01:42
8400 | 0 | 0.608163 | 0.619750 | 6.84e-07 | 5:14:04 | 0:59:49
8450 | 0 | 0.606774 | 0.622993 | 6.43e-07 | 5:15:53 | 0:57:56
8500 | 0 | 0.909910 | 0.622744 | 6.03e-07 | 5:17:42 | 0:56:03
8550 | 0 | 0.653581 | 0.624559 | 5.64e-07 | 5:19:31 | 0:54:11
8600 | 0 | 0.403321 | 0.623440 | 5.26e-07 | 5:21:20 | 0:52:18
8650 | 0 | 0.544049 | 0.622288 | 4.90e-07 | 5:23:09 | 0:50:26
8700 | 0 | 0.791996 | 0.627443 | 4.55e-07 | 5:24:58 | 0:48:33
8750 | 0 | 0.483575 | 0.626369 | 4.21e-07 | 5:26:47 | 0:46:41
8800 | 0 | 0.680668 | 0.629061 | 3.89e-07 | 5:28:37 | 0:44:48
8850 | 0 | 0.738090 | 0.627650 | 3.57e-07 | 5:30:26 | 0:42:56
8900 | 0 | 0.605752 | 0.629376 | 3.27e-07 | 5:32:15 | 0:41:03
8950 | 0 | 0.628495 | 0.632247 | 2.98e-07 | 5:34:04 | 0:39:11
9000 | 0 | 0.547764 | 0.630433 | 2.71e-07 | 5:35:53 | 0:37:19
[00:26:23] Generating 16 validation images ...
[00:27:05] Validation step 9000: 16 images -> RESULTS/ProGamerGov/run_018/validation/collage_step_0009000.png
9050 | 0 | 0.570652 | 0.633588 | 2.45e-07 | 5:38:24 | 0:35:31
9100 | 0 | 0.246126 | 0.629545 | 2.20e-07 | 5:40:13 | 0:33:38
9150 | 0 | 0.650685 | 0.632449 | 1.96e-07 | 5:42:02 | 0:31:46
9200 | 0 | 0.865585 | 0.636056 | 1.74e-07 | 5:43:51 | 0:29:54
9250 | 0 | 0.369697 | 0.631051 | 1.53e-07 | 5:45:40 | 0:28:01
9300 | 0 | 0.821652 | 0.632797 | 1.33e-07 | 5:47:29 | 0:26:09
9350 | 0 | 0.956076 | 0.634705 | 1.15e-07 | 5:49:19 | 0:24:17
9400 | 0 | 0.688568 | 0.635789 | 9.81e-08 | 5:51:08 | 0:22:24
9450 | 0 | 1.007166 | 0.637586 | 8.25e-08 | 5:52:57 | 0:20:32
9500 | 0 | 0.779667 | 0.636865 | 6.82e-08 | 5:54:46 | 0:18:40
9550 | 0 | 0.882170 | 0.638426 | 5.53e-08 | 5:56:35 | 0:16:48
9600 | 0 | 0.410812 | 0.637221 | 4.37e-08 | 5:58:24 | 0:14:56
9650 | 0 | 0.881950 | 0.639465 | 3.35e-08 | 6:00:13 | 0:13:03
9700 | 0 | 0.530797 | 0.637500 | 2.46e-08 | 6:02:02 | 0:11:11
9750 | 0 | 0.617919 | 0.640395 | 1.71e-08 | 6:03:51 | 0:09:19
9800 | 0 | 0.851323 | 0.641643 | 1.09e-08 | 6:05:40 | 0:07:27
9850 | 0 | 0.312509 | 0.640054 | 6.15e-09 | 6:07:29 | 0:05:35
9900 | 0 | 0.785227 | 0.639633 | 2.73e-09 | 6:09:18 | 0:03:43
9950 | 0 | 0.369201 | 0.638075 | 6.83e-10 | 6:11:08 | 0:01:51
10000 | 0 | 0.410511 | 0.636123 | 0.00e+00 | 6:12:57 | 0:00:00
[01:04:06] Saved checkpoint -> RESULTS/ProGamerGov/run_018/checkpoint-10000
[01:04:12] Generating 16 validation images ...
[01:04:53] Validation step 10000: 16 images -> RESULTS/ProGamerGov/run_018/validation/collage_step_0010000.png
[01:04:53] --- Epoch 0 | Steps: 10000 | Avg Loss: 0.602060 ---
[01:04:53] Saving final model ...
[01:05:02] Transformer saved -> RESULTS/ProGamerGov/run_018/transformer
[01:05:02] Generating final validation collage ...
[01:05:02] Generating 16 validation images ...
[01:05:43] Validation step 10000: 16 images -> RESULTS/ProGamerGov/run_018/validation/collage_step_0010000.png
[01:05:44]
[01:05:44] ============================================================
[01:05:44] TRAINING SUMMARY
[01:05:44] ============================================================
[01:05:44] Total steps : 200
[01:05:44] Final loss : 0.410511
[01:05:44] Avg last 100 : 0.636123
[01:05:44] Min loss : 0.113090
[01:05:44] Total time : 6:15:14
[01:05:44] Output : RESULTS/ProGamerGov/run_018
[01:05:44] ============================================================
|