File size: 39,285 Bytes
8de85d3 | 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 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 310 311 312 313 314 315 | Training started: 2026-08-22 18:36:43
==========================================================================================================================================================================
Step | Epoch | Loss | Avg100 | LossA | LossB | Adv | Wt | TAMmean | MaxDelta | LR | Elapsed | ETA
--------------------------------------------------------------------------------------------------------------------------------------------------------------------------
[18:36:43] Run directory: RESULTS/ProGamerGov/run_017
[18:36:43] Using existing shared cache: /data/shubham/PROJECTS/data/ProGamerGov/cache_black-forest-labs-flux.2-klein-4b_res1024_cap5
[18:36:43] Loading FLUX.2-klein-4B transformer + scheduler (transformer-only, cache-driven) ...
[18:36:43] AGD: temperature=0.1, curriculum_steps=5000, max_delta=300
[18:36:43] TAM: enabled=True, alpha=0.9, factor=0.5
[18:36:43] SAD: enabled=True, temperature=0.5
[18:36:47] Transformer params: 3,875,544,576 total, 3,875,544,576 trainable
[18:36:47] guidance_embeds=False -> passing a real guidance tensor (scale=1.0) every forward call, training and validation alike.
[18:36:47] Loading validation-only Qwen3 tokenizer/text_encoder + VAE ...
[18:36:53] Loading cached dataset from /data/shubham/PROJECTS/data/ProGamerGov/cache_black-forest-labs-flux.2-klein-4b_res1024_cap5 ...
[18:36:53] 90000 cached samples
[18:36:53] TAM initialised: 90000 samples tracked.
[18:36:54]
[18:36:54] ========================================================================
[18:36:54] Model = black-forest-labs/FLUX.2-klein-4B
[18:36:54] Output dir = RESULTS/ProGamerGov/run_017
[18:36:54] Cache dir (shared) = /data/shubham/PROJECTS/data/ProGamerGov/cache_black-forest-labs-flux.2-klein-4b_res1024_cap5
[18:36:54] Num examples = 90000
[18:36:54] Num epochs = 1
[18:36:54] Batch/device = 1
[18:36:54] Grad accum = 1
[18:36:54] Effective BS = 1
[18:36:54] Total optim steps = 10000
[18:36:54] LR = 1e-05
[18:36:54] Precision = bf16
[18:36:54] Resolution = 1024x1024
[18:36:54] Grad checkpointing = True
[18:36:54] Guidance scale = 1.0
[18:36:54] Validate every = 1000 steps
[18:36:54] --- AGD Easy-to-Hard Curriculum ---
[18:36:54] AGD temperature = 0.1
[18:36:54] Curriculum steps = 5000
[18:36:54] Max timestep delta = 300
[18:36:54] --- TAM: Temporal Advantage Memory ---
[18:36:54] TAM enabled = True
[18:36:54] TAM alpha (EMA decay) = 0.9
[18:36:54] TAM factor (modulation)= 0.5
[18:36:54] TAM log every = 500 steps
[18:36:54] --- SAD: Spectral Advantage Decomposition ---
[18:36:54] SAD enabled = True
[18:36:54] SAD temperature = 0.5
[18:36:54] ========================================================================
[18:36:54]
50 | 0 | 1.093012 | 1.093012 | 1.099094 | 1.070203 | -0.028891 | 1.0000 | -0.0000 | 3.00 | 1.00e-06 | 0:02:24 | 8:00:27
100 | 0 | 0.565971 | 0.829492 | 0.559110 | 0.563517 | 0.004407 | 1.0000 | -0.0000 | 6.00 | 2.00e-06 | 0:04:37 | 7:38:02
150 | 0 | 0.813721 | 0.824235 | 0.836231 | 0.822731 | -0.013499 | 1.0000 | 0.0000 | 9.00 | 3.00e-06 | 0:06:50 | 7:29:10
200 | 0 | 0.873413 | 0.836529 | 0.831109 | 0.829279 | -0.001829 | 1.0000 | 0.0000 | 12.00 | 4.00e-06 | 0:09:03 | 7:23:36
250 | 0 | 0.585952 | 0.786414 | 0.588193 | 0.589679 | 0.001486 | 1.0000 | 0.0000 | 15.00 | 5.00e-06 | 0:11:16 | 7:19:24
300 | 0 | 0.705306 | 0.772896 | 0.662687 | 0.674223 | 0.011535 | 1.0000 | 0.0000 | 18.00 | 6.00e-06 | 0:13:28 | 7:15:54
350 | 0 | 0.631054 | 0.752633 | 0.621622 | 0.616228 | -0.005394 | 1.0000 | 0.0000 | 21.00 | 7.00e-06 | 0:15:41 | 7:12:43
400 | 0 | 0.621483 | 0.736239 | 0.623726 | 0.600727 | -0.022998 | 1.0000 | 0.0000 | 24.00 | 8.00e-06 | 0:17:54 | 7:09:49
450 | 0 | 0.601222 | 0.721237 | 0.573144 | 0.596230 | 0.023086 | 1.0000 | 0.0000 | 27.00 | 9.00e-06 | 0:20:07 | 7:07:04
500 | 0 | 0.644692 | 0.713583 | 0.594917 | 0.640505 | 0.045588 | 1.0000 | 0.0000 | 30.00 | 1.00e-05 | 0:22:20 | 7:04:25
[18:59:03] [TAM stats @ step 500] mean=0.0000 std=0.0001 max=0.0073 min=-0.0067 visits=500
550 | 0 | 0.783323 | 0.719923 | 0.783139 | 0.769639 | -0.013500 | 1.0000 | 0.0000 | 33.00 | 1.00e-05 | 0:24:33 | 7:01:54
600 | 0 | 0.481696 | 0.700070 | 0.481064 | 0.480973 | -0.000091 | 1.0000 | -0.0000 | 36.00 | 1.00e-05 | 0:26:46 | 6:59:32
650 | 0 | 0.614576 | 0.693494 | 0.609689 | 0.601972 | -0.007716 | 1.0000 | -0.0000 | 39.00 | 1.00e-05 | 0:28:59 | 6:57:05
700 | 0 | 0.519465 | 0.681063 | 0.509784 | 0.535286 | 0.025502 | 1.0000 | -0.0000 | 42.00 | 1.00e-05 | 0:31:12 | 6:54:40
750 | 0 | 0.719628 | 0.683634 | 0.758895 | 0.716234 | -0.042661 | 1.0000 | -0.0000 | 45.00 | 1.00e-05 | 0:33:25 | 6:52:17
800 | 0 | 0.632926 | 0.680465 | 0.633306 | 0.611464 | -0.021842 | 1.0000 | -0.0000 | 48.00 | 1.00e-05 | 0:35:38 | 6:49:53
850 | 0 | 0.511057 | 0.670500 | 0.561386 | 0.509062 | -0.052324 | 1.0000 | -0.0000 | 51.00 | 1.00e-05 | 0:37:51 | 6:47:31
900 | 0 | 0.658482 | 0.669832 | 0.656009 | 0.681849 | 0.025840 | 1.0000 | -0.0000 | 54.00 | 1.00e-05 | 0:40:04 | 6:45:12
950 | 0 | 0.916357 | 0.682807 | 0.754853 | 0.888996 | 0.134143 | 1.0000 | -0.0000 | 57.00 | 1.00e-05 | 0:42:17 | 6:42:52
1000 | 0 | 0.916371 | 0.694485 | 1.009864 | 0.916512 | -0.093351 | 1.0000 | -0.0000 | 60.00 | 1.00e-05 | 0:44:30 | 6:40:33
[19:21:13] [TAM stats @ step 1000] mean=-0.0000 std=0.0003 max=0.0264 min=-0.0135 visits=1000
[19:21:13] Generating 16 validation images ...
[19:21:56] Validation step 1000: 16 images -> RESULTS/ProGamerGov/run_017/validation/collage_step_0001000.png
1050 | 0 | 0.557732 | 0.687973 | 0.575004 | 0.563549 | -0.011454 | 1.0000 | -0.0000 | 63.00 | 1.00e-05 | 0:47:25 | 6:44:18
1100 | 0 | 0.583447 | 0.683222 | 0.630042 | 0.599495 | -0.030547 | 1.0000 | -0.0000 | 66.00 | 1.00e-05 | 0:49:38 | 6:41:39
1150 | 0 | 0.585041 | 0.678953 | 0.578308 | 0.588446 | 0.010139 | 1.0000 | -0.0000 | 69.00 | 1.00e-05 | 0:51:51 | 6:39:02
1200 | 0 | 0.651161 | 0.677795 | 0.630293 | 0.643939 | 0.013645 | 1.0000 | -0.0000 | 72.00 | 1.00e-05 | 0:54:03 | 6:36:27
1250 | 0 | 0.512210 | 0.671172 | 0.537100 | 0.508777 | -0.028323 | 1.0000 | -0.0000 | 75.00 | 1.00e-05 | 0:56:16 | 6:33:54
1300 | 0 | 0.619304 | 0.669177 | 0.562522 | 0.620933 | 0.058410 | 1.0000 | -0.0000 | 78.00 | 1.00e-05 | 0:58:29 | 6:31:23
1350 | 0 | 0.611293 | 0.667033 | 0.579427 | 0.611698 | 0.032271 | 1.0000 | -0.0000 | 81.00 | 1.00e-05 | 1:00:41 | 6:28:53
1400 | 0 | 0.595230 | 0.664469 | 0.626282 | 0.585311 | -0.040971 | 1.0000 | -0.0000 | 84.00 | 1.00e-05 | 1:02:54 | 6:26:24
1450 | 0 | 0.582013 | 0.661625 | 0.654679 | 0.596940 | -0.057739 | 1.0000 | -0.0000 | 87.00 | 1.00e-05 | 1:05:06 | 6:23:57
1500 | 0 | 0.807040 | 0.666473 | 0.835332 | 0.796096 | -0.039236 | 1.0000 | -0.0000 | 90.00 | 1.00e-05 | 1:07:19 | 6:21:30
[19:44:02] [TAM stats @ step 1500] mean=-0.0000 std=0.0006 max=0.0264 min=-0.0262 visits=1500
1550 | 0 | 0.571498 | 0.663409 | 0.593652 | 0.577053 | -0.016600 | 1.0000 | -0.0000 | 93.00 | 1.00e-05 | 1:09:32 | 6:19:05
1600 | 0 | 0.764344 | 0.666563 | 0.764798 | 0.761028 | -0.003770 | 1.0000 | -0.0000 | 96.00 | 1.00e-05 | 1:11:44 | 6:16:40
1650 | 0 | 0.606171 | 0.664733 | 0.646627 | 0.604350 | -0.042276 | 1.0000 | -0.0000 | 99.00 | 1.00e-05 | 1:13:57 | 6:14:15
1700 | 0 | 0.769243 | 0.667807 | 0.765482 | 0.752716 | -0.012766 | 1.0000 | -0.0000 | 102.00 | 1.00e-05 | 1:16:09 | 6:11:52
1750 | 0 | 0.601030 | 0.665899 | 0.699392 | 0.588098 | -0.111294 | 1.0000 | -0.0000 | 105.00 | 1.00e-05 | 1:18:22 | 6:09:29
1800 | 0 | 0.536006 | 0.662291 | 0.486625 | 0.531723 | 0.045098 | 1.0000 | -0.0000 | 108.00 | 1.00e-05 | 1:20:35 | 6:07:07
1850 | 0 | 0.602901 | 0.660686 | 0.577329 | 0.598524 | 0.021195 | 1.0000 | -0.0000 | 111.00 | 1.00e-05 | 1:22:47 | 6:04:45
1900 | 0 | 0.690113 | 0.661460 | 0.745305 | 0.683425 | -0.061880 | 1.0000 | -0.0000 | 114.00 | 1.00e-05 | 1:25:00 | 6:02:24
1950 | 0 | 0.653010 | 0.661243 | 0.660347 | 0.657218 | -0.003129 | 1.0000 | -0.0000 | 117.00 | 1.00e-05 | 1:27:13 | 6:00:05
2000 | 0 | 0.463277 | 0.656294 | 0.421116 | 0.464428 | 0.043312 | 1.0000 | -0.0000 | 120.00 | 1.00e-05 | 1:29:26 | 5:57:45
[20:06:09] [TAM stats @ step 2000] mean=-0.0000 std=0.0008 max=0.0264 min=-0.0262 visits=2000
[20:06:51] Saved checkpoint -> RESULTS/ProGamerGov/run_017/checkpoint-2000
[20:06:51] Generating 16 validation images ...
[20:07:32] Validation step 2000: 16 images -> RESULTS/ProGamerGov/run_017/validation/collage_step_0002000.png
2050 | 0 | 0.776614 | 0.659229 | 0.539879 | 0.764834 | 0.224955 | 1.0000 | -0.0000 | 123.00 | 1.00e-05 | 1:33:02 | 6:00:48
2100 | 0 | 0.716715 | 0.660598 | 0.831303 | 0.710455 | -0.120848 | 1.0000 | -0.0000 | 126.00 | 1.00e-05 | 1:35:15 | 5:58:19
2150 | 0 | 0.618032 | 0.659608 | 0.599003 | 0.618814 | 0.019811 | 1.0000 | 0.0000 | 129.00 | 1.00e-05 | 1:37:27 | 5:55:50
2200 | 0 | 0.558970 | 0.657320 | 0.582863 | 0.562496 | -0.020367 | 1.0000 | 0.0000 | 132.00 | 1.00e-05 | 1:39:40 | 5:53:23
2250 | 0 | 0.670380 | 0.657611 | 0.932317 | 0.673979 | -0.258338 | 1.0000 | 0.0000 | 135.00 | 1.00e-05 | 1:41:53 | 5:50:56
2300 | 0 | 0.887330 | 0.662605 | 0.661274 | 0.866662 | 0.205388 | 1.0000 | 0.0000 | 138.00 | 1.00e-05 | 1:44:05 | 5:48:29
2350 | 0 | 0.815394 | 0.665855 | 0.647839 | 0.816209 | 0.168370 | 1.0000 | 0.0000 | 141.00 | 1.00e-05 | 1:46:18 | 5:46:03
2400 | 0 | 0.708262 | 0.666739 | 0.632405 | 0.711714 | 0.079309 | 1.0000 | 0.0000 | 144.00 | 1.00e-05 | 1:48:30 | 5:43:38
2450 | 0 | 0.424603 | 0.661797 | 0.408896 | 0.421475 | 0.012579 | 1.0000 | 0.0000 | 147.00 | 1.00e-05 | 1:50:43 | 5:41:13
2500 | 0 | 0.900450 | 0.666570 | 0.713652 | 0.904676 | 0.191024 | 1.0000 | 0.0000 | 150.00 | 1.00e-05 | 1:52:56 | 5:38:49
[20:29:39] [TAM stats @ step 2500] mean=0.0000 std=0.0011 max=0.0277 min=-0.0336 visits=2500
2550 | 0 | 0.711970 | 0.667461 | 0.782604 | 0.705772 | -0.076832 | 1.0000 | 0.0000 | 153.00 | 1.00e-05 | 1:55:08 | 5:36:24
2600 | 0 | 0.521097 | 0.664646 | 0.545964 | 0.510252 | -0.035712 | 1.0000 | 0.0000 | 156.00 | 1.00e-05 | 1:57:21 | 5:34:01
2650 | 0 | 0.779616 | 0.666815 | 0.670023 | 0.759403 | 0.089381 | 1.0000 | 0.0000 | 159.00 | 1.00e-05 | 1:59:34 | 5:31:38
2700 | 0 | 0.580726 | 0.665221 | 0.303840 | 0.447680 | 0.143840 | 1.0000 | 0.0000 | 162.00 | 1.00e-05 | 2:01:46 | 5:29:15
2750 | 0 | 0.651274 | 0.664967 | 0.652560 | 0.657941 | 0.005381 | 1.0000 | 0.0000 | 165.00 | 1.00e-05 | 2:03:59 | 5:26:53
2800 | 0 | 0.541256 | 0.662758 | 0.588611 | 0.543793 | -0.044818 | 1.0000 | 0.0000 | 168.00 | 1.00e-05 | 2:06:12 | 5:24:31
2850 | 0 | 0.879913 | 0.666568 | 0.559131 | 0.867650 | 0.308519 | 1.0000 | 0.0000 | 171.00 | 1.00e-05 | 2:08:24 | 5:22:09
2900 | 0 | 0.710510 | 0.667325 | 0.584025 | 0.699269 | 0.115245 | 1.0000 | 0.0000 | 174.00 | 1.00e-05 | 2:10:37 | 5:19:48
2950 | 0 | 0.794565 | 0.669482 | 0.751873 | 0.777431 | 0.025559 | 1.0000 | 0.0000 | 177.00 | 1.00e-05 | 2:12:50 | 5:17:27
3000 | 0 | 1.017624 | 0.675284 | 0.681623 | 0.991012 | 0.309388 | 1.0000 | 0.0000 | 180.00 | 1.00e-05 | 2:15:03 | 5:15:07
[20:51:46] [TAM stats @ step 3000] mean=0.0000 std=0.0014 max=0.0364 min=-0.0336 visits=3000
[20:51:46] Generating 16 validation images ...
[20:52:28] Validation step 3000: 16 images -> RESULTS/ProGamerGov/run_017/validation/collage_step_0003000.png
3050 | 0 | 0.618580 | 0.674355 | 0.589870 | 0.635040 | 0.045170 | 1.0000 | 0.0000 | 183.00 | 1.00e-05 | 2:17:58 | 5:14:23
3100 | 0 | 0.948045 | 0.678769 | 0.712153 | 0.915685 | 0.203532 | 1.0000 | 0.0000 | 186.00 | 1.00e-05 | 2:20:10 | 5:12:00
3150 | 0 | 0.877237 | 0.681920 | 0.739390 | 0.897119 | 0.157729 | 1.0000 | 0.0000 | 189.00 | 1.00e-05 | 2:22:23 | 5:09:38
3200 | 0 | 0.589685 | 0.680478 | 0.665522 | 0.588698 | -0.076824 | 1.0000 | 0.0000 | 192.00 | 1.00e-05 | 2:24:36 | 5:07:16
3250 | 0 | 0.691465 | 0.680647 | 0.656080 | 0.665744 | 0.009665 | 1.0000 | 0.0000 | 195.00 | 1.00e-05 | 2:26:48 | 5:04:55
3300 | 0 | 0.642140 | 0.680064 | 0.481267 | 0.622471 | 0.141204 | 1.0000 | 0.0000 | 198.00 | 1.00e-05 | 2:29:01 | 5:02:34
3350 | 0 | 0.548147 | 0.678095 | 0.599679 | 0.569557 | -0.030122 | 1.0000 | 0.0000 | 201.00 | 1.00e-05 | 2:31:14 | 5:00:12
3400 | 0 | 0.747693 | 0.679119 | 0.576478 | 0.738439 | 0.161961 | 1.0000 | 0.0000 | 204.00 | 1.00e-05 | 2:33:26 | 4:57:52
3450 | 0 | 0.250801 | 0.672911 | 0.378847 | 0.256674 | -0.122172 | 1.0000 | 0.0000 | 207.00 | 1.00e-05 | 2:35:39 | 4:55:31
3500 | 0 | 0.962569 | 0.677049 | 0.754477 | 0.957884 | 0.203407 | 1.0000 | 0.0000 | 210.00 | 1.00e-05 | 2:37:52 | 4:53:11
[21:14:35] [TAM stats @ step 3500] mean=0.0000 std=0.0017 max=0.0365 min=-0.0349 visits=3500
3550 | 0 | 0.441219 | 0.673727 | 0.634553 | 0.450121 | -0.184432 | 1.0000 | 0.0000 | 213.00 | 1.00e-05 | 2:40:05 | 4:50:51
3600 | 0 | 0.391287 | 0.669805 | 0.438241 | 0.395553 | -0.042687 | 1.0000 | 0.0000 | 216.00 | 1.00e-05 | 2:42:17 | 4:48:31
3650 | 0 | 0.827763 | 0.671968 | 0.663651 | 0.797013 | 0.133362 | 1.0000 | 0.0000 | 219.00 | 1.00e-05 | 2:44:30 | 4:46:12
3700 | 0 | 0.351422 | 0.667637 | 0.447120 | 0.352652 | -0.094468 | 1.0000 | 0.0000 | 222.00 | 1.00e-05 | 2:46:43 | 4:43:53
3750 | 0 | 0.613709 | 0.666918 | 0.855945 | 0.603378 | -0.252567 | 1.0000 | 0.0000 | 225.00 | 1.00e-05 | 2:48:56 | 4:41:33
3800 | 0 | 0.618711 | 0.666283 | 0.449575 | 0.635242 | 0.185667 | 1.0000 | 0.0000 | 228.00 | 1.00e-05 | 2:51:09 | 4:39:14
3850 | 0 | 0.580786 | 0.665173 | 0.656609 | 0.575424 | -0.081185 | 1.0000 | 0.0000 | 231.00 | 1.00e-05 | 2:53:22 | 4:36:56
3900 | 0 | 0.551184 | 0.663712 | 0.615247 | 0.518483 | -0.096764 | 1.0000 | 0.0000 | 234.00 | 1.00e-05 | 2:55:34 | 4:34:37
3950 | 0 | 0.648914 | 0.663524 | 0.398617 | 0.680253 | 0.281636 | 1.0000 | 0.0000 | 237.00 | 1.00e-05 | 2:57:47 | 4:32:19
4000 | 0 | 0.669692 | 0.663601 | 0.734156 | 0.649914 | -0.084241 | 1.0000 | 0.0000 | 240.00 | 1.00e-05 | 3:00:01 | 4:30:02
[21:36:44] [TAM stats @ step 4000] mean=0.0000 std=0.0020 max=0.0365 min=-0.0349 visits=4000
[21:37:27] Saved checkpoint -> RESULTS/ProGamerGov/run_017/checkpoint-4000
[21:37:27] Generating 16 validation images ...
[21:38:07] Validation step 4000: 16 images -> RESULTS/ProGamerGov/run_017/validation/collage_step_0004000.png
4050 | 0 | 0.741884 | 0.664568 | 0.391942 | 0.749461 | 0.357519 | 1.0000 | 0.0000 | 243.00 | 1.00e-05 | 3:03:37 | 4:29:45
4100 | 0 | 0.545886 | 0.663121 | 0.539300 | 0.560628 | 0.021328 | 1.0000 | 0.0000 | 246.00 | 1.00e-05 | 3:05:49 | 4:27:24
4150 | 0 | 0.350939 | 0.659359 | 0.293738 | 0.315980 | 0.022242 | 1.0000 | 0.0000 | 249.00 | 1.00e-05 | 3:08:02 | 4:25:04
4200 | 0 | 0.902601 | 0.662255 | 0.807738 | 0.883710 | 0.075971 | 1.0000 | 0.0000 | 252.00 | 1.00e-05 | 3:10:15 | 4:22:44
4250 | 0 | 0.794943 | 0.663816 | 0.677288 | 0.776954 | 0.099666 | 1.0000 | 0.0000 | 255.00 | 1.00e-05 | 3:12:28 | 4:20:24
4300 | 0 | 0.634026 | 0.663470 | 0.587913 | 0.617067 | 0.029153 | 1.0000 | 0.0001 | 258.00 | 1.00e-05 | 3:14:41 | 4:18:04
4350 | 0 | 0.579848 | 0.662509 | 0.585734 | 0.546832 | -0.038902 | 1.0000 | 0.0001 | 261.00 | 1.00e-05 | 3:16:53 | 4:15:44
4400 | 0 | 0.798482 | 0.664054 | 0.715856 | 0.801856 | 0.086000 | 1.0000 | 0.0001 | 264.00 | 1.00e-05 | 3:19:06 | 4:13:24
4450 | 0 | 0.654936 | 0.663951 | 0.864402 | 0.643205 | -0.221197 | 1.0000 | 0.0001 | 267.00 | 1.00e-05 | 3:21:19 | 4:11:05
4500 | 0 | 0.527457 | 0.662435 | 0.558566 | 0.531509 | -0.027057 | 1.0000 | 0.0001 | 270.00 | 1.00e-05 | 3:23:31 | 4:08:45
[22:00:15] [TAM stats @ step 4500] mean=0.0001 std=0.0023 max=0.0435 min=-0.0439 visits=4500
4550 | 0 | 0.668645 | 0.662503 | 0.603586 | 0.623866 | 0.020280 | 1.0000 | 0.0001 | 273.00 | 1.00e-05 | 3:25:44 | 4:06:26
4600 | 0 | 0.820884 | 0.664224 | 0.469486 | 0.810968 | 0.341482 | 1.0000 | 0.0001 | 276.00 | 1.00e-05 | 3:27:57 | 4:04:07
4650 | 0 | 0.802955 | 0.665716 | 0.519687 | 0.827255 | 0.307568 | 1.0000 | 0.0001 | 279.00 | 1.00e-05 | 3:30:09 | 4:01:48
4700 | 0 | 0.754753 | 0.666663 | 0.531507 | 0.783576 | 0.252069 | 1.0000 | 0.0001 | 282.00 | 1.00e-05 | 3:32:22 | 3:59:29
4750 | 0 | 0.731147 | 0.667342 | 0.445242 | 0.712434 | 0.267192 | 1.0000 | 0.0001 | 285.00 | 1.00e-05 | 3:34:35 | 3:57:10
4800 | 0 | 0.862576 | 0.669376 | 0.587769 | 0.890922 | 0.303153 | 1.0000 | 0.0001 | 288.00 | 1.00e-05 | 3:36:47 | 3:54:51
4850 | 0 | 0.653679 | 0.669214 | 0.433746 | 0.692447 | 0.258702 | 1.0000 | 0.0001 | 291.00 | 1.00e-05 | 3:39:00 | 3:52:33
4900 | 0 | 0.611506 | 0.668625 | 0.857428 | 0.613482 | -0.243946 | 1.0000 | 0.0001 | 294.00 | 1.00e-05 | 3:41:12 | 3:50:14
4950 | 0 | 0.419432 | 0.666108 | 0.500956 | 0.433759 | -0.067198 | 1.0000 | 0.0001 | 297.00 | 1.00e-05 | 3:43:25 | 3:47:56
5000 | 0 | 0.443638 | 0.663883 | 0.573990 | 0.455265 | -0.118725 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 3:45:38 | 3:45:38
[22:22:21] [TAM stats @ step 5000] mean=0.0001 std=0.0027 max=0.0435 min=-0.0439 visits=5000
[22:22:21] Generating 16 validation images ...
[22:23:02] Validation step 5000: 16 images -> RESULTS/ProGamerGov/run_017/validation/collage_step_0005000.png
5050 | 0 | 0.928396 | 0.662237 | 0.787726 | 0.963172 | 0.175446 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 3:48:32 | 3:44:00
5100 | 0 | 0.651728 | 0.663095 | 0.582620 | 0.631627 | 0.049007 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 3:50:44 | 3:41:41
5150 | 0 | 0.795792 | 0.662915 | 0.736877 | 0.791653 | 0.054777 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 3:52:57 | 3:39:23
5200 | 0 | 0.689843 | 0.661080 | 0.795035 | 0.694739 | -0.100296 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 3:55:10 | 3:37:04
5250 | 0 | 0.639378 | 0.661614 | 0.616187 | 0.608882 | -0.007304 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 3:57:23 | 3:34:46
5300 | 0 | 0.421400 | 0.658775 | 0.412854 | 0.431711 | 0.018857 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 3:59:35 | 3:32:28
5350 | 0 | 0.618205 | 0.658646 | 0.584070 | 0.602101 | 0.018031 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 4:01:48 | 3:30:10
5400 | 0 | 0.754829 | 0.659980 | 0.675227 | 0.767017 | 0.091790 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 4:04:00 | 3:27:51
5450 | 0 | 0.677403 | 0.660742 | 0.403903 | 0.692762 | 0.288858 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 4:06:13 | 3:25:33
5500 | 0 | 0.510099 | 0.659396 | 0.512412 | 0.513960 | 0.001547 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 4:08:26 | 3:23:15
[22:45:09] [TAM stats @ step 5500] mean=0.0001 std=0.0028 max=0.0435 min=-0.0439 visits=5500
5550 | 0 | 0.645903 | 0.658022 | 0.453173 | 0.620698 | 0.167525 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 4:10:38 | 3:20:58
5600 | 0 | 0.658185 | 0.659787 | 0.677368 | 0.684747 | 0.007379 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 4:12:51 | 3:18:40
5650 | 0 | 0.614591 | 0.659787 | 0.479413 | 0.597124 | 0.117711 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 4:15:04 | 3:16:22
5700 | 0 | 0.676478 | 0.661357 | 0.667730 | 0.674443 | 0.006713 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 4:17:16 | 3:14:05
5750 | 0 | 0.596642 | 0.660127 | 0.642285 | 0.575175 | -0.067110 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 4:19:29 | 3:11:47
5800 | 0 | 0.516308 | 0.658961 | 0.621929 | 0.531078 | -0.090851 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 4:21:42 | 3:09:30
5850 | 0 | 0.327797 | 0.657128 | 0.354220 | 0.340783 | -0.013437 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 4:23:54 | 3:07:13
5900 | 0 | 0.869087 | 0.659234 | 0.721429 | 0.852408 | 0.130979 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 4:26:07 | 3:04:55
5950 | 0 | 0.397190 | 0.654043 | 0.396812 | 0.397534 | 0.000722 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 4:28:19 | 3:02:38
6000 | 0 | 0.621907 | 0.651098 | 0.807958 | 0.603113 | -0.204845 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 4:30:32 | 3:00:21
[23:07:15] [TAM stats @ step 6000] mean=0.0001 std=0.0029 max=0.0435 min=-0.0439 visits=6000
[23:07:57] Saved checkpoint -> RESULTS/ProGamerGov/run_017/checkpoint-6000
[23:08:02] Removed old checkpoint: checkpoint-2000
[23:08:02] Generating 16 validation images ...
[23:08:43] Validation step 6000: 16 images -> RESULTS/ProGamerGov/run_017/validation/collage_step_0006000.png
6050 | 0 | 0.465887 | 0.650179 | 0.699569 | 0.464757 | -0.234812 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 4:34:13 | 2:59:02
6100 | 0 | 0.462485 | 0.648970 | 0.378775 | 0.468167 | 0.089392 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 4:36:26 | 2:56:44
6150 | 0 | 0.783355 | 0.650953 | 0.733716 | 0.801170 | 0.067454 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 4:38:39 | 2:54:26
6200 | 0 | 0.614791 | 0.650589 | 0.605982 | 0.609569 | 0.003587 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 4:40:52 | 2:52:08
6250 | 0 | 0.605221 | 0.651519 | 0.549831 | 0.601806 | 0.051975 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 4:43:05 | 2:49:51
6300 | 0 | 0.434721 | 0.649674 | 0.473119 | 0.446638 | -0.026481 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 4:45:18 | 2:47:33
6350 | 0 | 0.683359 | 0.650394 | 0.685110 | 0.699453 | 0.014343 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 4:47:31 | 2:45:16
6400 | 0 | 0.591378 | 0.650356 | 0.436858 | 0.609362 | 0.172504 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 4:49:43 | 2:42:58
6450 | 0 | 0.848977 | 0.653025 | 0.822718 | 0.877300 | 0.054582 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 4:51:56 | 2:40:40
6500 | 0 | 0.460106 | 0.649556 | 0.544788 | 0.465608 | -0.079180 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 4:54:09 | 2:38:23
[23:30:52] [TAM stats @ step 6500] mean=0.0001 std=0.0031 max=0.0435 min=-0.0439 visits=6500
6550 | 0 | 0.788561 | 0.651727 | 0.647784 | 0.797953 | 0.150168 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 4:56:21 | 2:36:06
6600 | 0 | 0.370942 | 0.647793 | 0.370997 | 0.373455 | 0.002458 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 4:58:34 | 2:33:48
6650 | 0 | 0.617213 | 0.647903 | 0.761161 | 0.602092 | -0.159069 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 5:00:47 | 2:31:31
6700 | 0 | 0.545372 | 0.645664 | 0.519952 | 0.563217 | 0.043265 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 5:03:00 | 2:29:14
6750 | 0 | 0.863078 | 0.648285 | 0.599028 | 0.836580 | 0.237552 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 5:05:13 | 2:26:57
6800 | 0 | 0.536369 | 0.648288 | 0.369128 | 0.557708 | 0.188580 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 5:07:26 | 2:24:40
6850 | 0 | 0.474009 | 0.647000 | 0.472560 | 0.485750 | 0.013190 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 5:09:38 | 2:22:23
6900 | 0 | 0.490738 | 0.645006 | 0.482551 | 0.478277 | -0.004275 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 5:11:51 | 2:20:06
6950 | 0 | 0.670677 | 0.645182 | 0.771000 | 0.667991 | -0.103009 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 5:14:04 | 2:17:50
7000 | 0 | 0.456509 | 0.645115 | 0.581888 | 0.468101 | -0.113787 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 5:16:17 | 2:15:33
[23:53:00] [TAM stats @ step 7000] mean=0.0001 std=0.0032 max=0.0435 min=-0.0439 visits=7000
[23:53:00] Generating 16 validation images ...
[23:53:42] Validation step 7000: 16 images -> RESULTS/ProGamerGov/run_017/validation/collage_step_0007000.png
7050 | 0 | 0.772888 | 0.645077 | 0.693117 | 0.769091 | 0.075974 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 5:19:12 | 2:13:34
7100 | 0 | 0.710745 | 0.645018 | 0.599608 | 0.718651 | 0.119043 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 5:21:24 | 2:11:16
7150 | 0 | 0.647570 | 0.645313 | 0.614450 | 0.658108 | 0.043658 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 5:23:37 | 2:08:59
7200 | 0 | 0.671678 | 0.646440 | 0.683145 | 0.680588 | -0.002557 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 5:25:50 | 2:06:42
7250 | 0 | 0.540972 | 0.645146 | 0.639375 | 0.541579 | -0.097796 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 5:28:02 | 2:04:25
7300 | 0 | 0.842439 | 0.644697 | 1.103974 | 0.826966 | -0.277008 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 5:30:15 | 2:02:08
7350 | 0 | 0.697050 | 0.643514 | 0.553382 | 0.703798 | 0.150416 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 5:32:27 | 1:59:52
7400 | 0 | 0.672023 | 0.643151 | 0.594398 | 0.638035 | 0.043637 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 5:34:40 | 1:57:35
7450 | 0 | 0.449965 | 0.643405 | 0.439028 | 0.440387 | 0.001359 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 5:36:53 | 1:55:18
7500 | 0 | 0.918945 | 0.643590 | 0.812530 | 0.916537 | 0.104007 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 5:39:05 | 1:53:01
[00:15:48] [TAM stats @ step 7500] mean=0.0001 std=0.0033 max=0.0435 min=-0.0439 visits=7500
7550 | 0 | 0.423890 | 0.640709 | 0.458398 | 0.443408 | -0.014990 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 5:41:18 | 1:50:45
7600 | 0 | 0.864621 | 0.644144 | 0.823548 | 0.888836 | 0.065287 | 1.0000 | 0.0001 | 300.00 | 1.00e-05 | 5:43:30 | 1:48:28
7650 | 0 | 0.726082 | 0.643609 | 0.622287 | 0.700980 | 0.078693 | 1.0000 | 0.0002 | 300.00 | 1.00e-05 | 5:45:43 | 1:46:12
7700 | 0 | 0.821051 | 0.646012 | 0.486307 | 0.725099 | 0.238791 | 1.0000 | 0.0002 | 300.00 | 1.00e-05 | 5:47:56 | 1:43:55
7750 | 0 | 0.782671 | 0.647326 | 0.699635 | 0.734669 | 0.035034 | 1.0000 | 0.0002 | 300.00 | 1.00e-05 | 5:50:08 | 1:41:39
7800 | 0 | 0.685644 | 0.648770 | 0.927974 | 0.671275 | -0.256699 | 1.0000 | 0.0002 | 300.00 | 1.00e-05 | 5:52:21 | 1:39:22
7850 | 0 | 0.805611 | 0.648027 | 0.488341 | 0.814450 | 0.326109 | 1.0000 | 0.0002 | 300.00 | 1.00e-05 | 5:54:33 | 1:37:06
7900 | 0 | 0.837916 | 0.649301 | 0.636682 | 0.849571 | 0.212889 | 1.0000 | 0.0002 | 300.00 | 1.00e-05 | 5:56:46 | 1:34:50
7950 | 0 | 0.469528 | 0.646051 | 0.544504 | 0.475388 | -0.069116 | 1.0000 | 0.0002 | 300.00 | 1.00e-05 | 5:58:58 | 1:32:34
8000 | 0 | 0.799098 | 0.643866 | 0.507164 | 0.776641 | 0.269477 | 1.0000 | 0.0002 | 300.00 | 1.00e-05 | 6:01:11 | 1:30:17
[00:37:54] [TAM stats @ step 8000] mean=0.0002 std=0.0034 max=0.0435 min=-0.0439 visits=8000
[00:38:34] Saved checkpoint -> RESULTS/ProGamerGov/run_017/checkpoint-8000
[00:38:39] Removed old checkpoint: checkpoint-4000
[00:38:39] Generating 16 validation images ...
[00:39:20] Validation step 8000: 16 images -> RESULTS/ProGamerGov/run_017/validation/collage_step_0008000.png
8050 | 0 | 0.857482 | 0.646255 | 0.380697 | 0.867724 | 0.487027 | 1.0000 | 0.0002 | 300.00 | 1.00e-05 | 6:04:49 | 1:28:22
8100 | 0 | 0.650284 | 0.643277 | 0.673389 | 0.652388 | -0.021001 | 1.0000 | 0.0002 | 300.00 | 1.00e-05 | 6:07:02 | 1:26:05
8150 | 0 | 0.893211 | 0.643437 | 0.800426 | 0.857957 | 0.057531 | 1.0000 | 0.0002 | 300.00 | 1.00e-05 | 6:09:14 | 1:23:49
8200 | 0 | 0.393257 | 0.641473 | 0.513774 | 0.388475 | -0.125298 | 1.0000 | 0.0002 | 300.00 | 1.00e-05 | 6:11:27 | 1:21:32
8250 | 0 | 0.914652 | 0.643704 | 0.700041 | 0.926738 | 0.226697 | 1.0000 | 0.0002 | 300.00 | 1.00e-05 | 6:13:39 | 1:19:15
8300 | 0 | 0.640067 | 0.643684 | 0.605542 | 0.626434 | 0.020892 | 1.0000 | 0.0002 | 300.00 | 1.00e-05 | 6:15:52 | 1:16:59
8350 | 0 | 0.685000 | 0.645052 | 0.778789 | 0.684130 | -0.094659 | 1.0000 | 0.0002 | 300.00 | 1.00e-05 | 6:18:04 | 1:14:42
8400 | 0 | 0.383451 | 0.641410 | 0.393643 | 0.375537 | -0.018106 | 1.0000 | 0.0002 | 300.00 | 1.00e-05 | 6:20:17 | 1:12:26
8450 | 0 | 0.436934 | 0.643271 | 0.418458 | 0.450770 | 0.032312 | 1.0000 | 0.0002 | 300.00 | 1.00e-05 | 6:22:30 | 1:10:09
8500 | 0 | 0.715136 | 0.640797 | 0.673536 | 0.706013 | 0.032477 | 1.0000 | 0.0002 | 300.00 | 1.00e-05 | 6:24:42 | 1:07:53
[01:01:25] [TAM stats @ step 8500] mean=0.0002 std=0.0035 max=0.0487 min=-0.0439 visits=8500
8550 | 0 | 0.529121 | 0.641676 | 0.486845 | 0.540424 | 0.053578 | 1.0000 | 0.0002 | 300.00 | 1.00e-05 | 6:26:55 | 1:05:37
8600 | 0 | 0.545088 | 0.643214 | 0.366966 | 0.530644 | 0.163678 | 1.0000 | 0.0002 | 300.00 | 1.00e-05 | 6:29:07 | 1:03:20
8650 | 0 | 0.607484 | 0.641011 | 0.592838 | 0.634401 | 0.041564 | 1.0000 | 0.0002 | 300.00 | 1.00e-05 | 6:31:20 | 1:01:04
8700 | 0 | 0.596418 | 0.643461 | 0.676287 | 0.601886 | -0.074400 | 1.0000 | 0.0002 | 300.00 | 1.00e-05 | 6:33:33 | 0:58:48
8750 | 0 | 0.395579 | 0.641280 | 0.395277 | 0.408869 | 0.013592 | 1.0000 | 0.0002 | 300.00 | 1.00e-05 | 6:35:45 | 0:56:32
8800 | 0 | 0.695941 | 0.642052 | 0.805753 | 0.695997 | -0.109756 | 1.0000 | 0.0002 | 300.00 | 1.00e-05 | 6:37:58 | 0:54:16
8850 | 0 | 0.845508 | 0.644699 | 0.568908 | 0.839195 | 0.270287 | 1.0000 | 0.0002 | 300.00 | 1.00e-05 | 6:40:10 | 0:52:00
8900 | 0 | 0.514735 | 0.644335 | 0.500682 | 0.500185 | -0.000497 | 1.0000 | 0.0002 | 300.00 | 1.00e-05 | 6:42:23 | 0:49:44
8950 | 0 | 0.705599 | 0.644902 | 0.462659 | 0.722450 | 0.259791 | 1.0000 | 0.0002 | 300.00 | 1.00e-05 | 6:44:35 | 0:47:27
9000 | 0 | 0.526286 | 0.643467 | 0.491606 | 0.514698 | 0.023092 | 1.0000 | 0.0002 | 300.00 | 1.00e-05 | 6:46:48 | 0:45:12
[01:23:31] [TAM stats @ step 9000] mean=0.0002 std=0.0036 max=0.0487 min=-0.0439 visits=9000
[01:23:31] Generating 16 validation images ...
[01:24:13] Validation step 9000: 16 images -> RESULTS/ProGamerGov/run_017/validation/collage_step_0009000.png
9050 | 0 | 0.459718 | 0.640646 | 0.467812 | 0.448347 | -0.019465 | 1.0000 | 0.0002 | 300.00 | 1.00e-05 | 6:49:42 | 0:43:00
9100 | 0 | 0.371220 | 0.638899 | 0.327323 | 0.384238 | 0.056915 | 1.0000 | 0.0002 | 300.00 | 1.00e-05 | 6:51:55 | 0:40:44
9150 | 0 | 0.497171 | 0.640361 | 0.661251 | 0.504045 | -0.157205 | 1.0000 | 0.0002 | 300.00 | 1.00e-05 | 6:54:07 | 0:38:28
9200 | 0 | 0.630535 | 0.637641 | 0.618094 | 0.608538 | -0.009556 | 1.0000 | 0.0002 | 300.00 | 1.00e-05 | 6:56:20 | 0:36:12
9250 | 0 | 0.352610 | 0.633217 | 0.335685 | 0.353251 | 0.017566 | 1.0000 | 0.0002 | 300.00 | 1.00e-05 | 6:58:33 | 0:33:56
9300 | 0 | 0.610250 | 0.632980 | 0.685354 | 0.594649 | -0.090704 | 1.0000 | 0.0002 | 300.00 | 1.00e-05 | 7:00:45 | 0:31:40
9350 | 0 | 0.701046 | 0.634192 | 0.687062 | 0.682448 | -0.004614 | 1.0000 | 0.0002 | 300.00 | 1.00e-05 | 7:02:58 | 0:29:24
9400 | 0 | 0.947024 | 0.635677 | 0.632645 | 0.947510 | 0.314864 | 1.0000 | 0.0002 | 300.00 | 1.00e-05 | 7:05:10 | 0:27:08
9450 | 0 | 0.772062 | 0.636848 | 0.893534 | 0.759349 | -0.134184 | 1.0000 | 0.0002 | 300.00 | 1.00e-05 | 7:07:23 | 0:24:52
9500 | 0 | 0.678703 | 0.638361 | 0.679484 | 0.688185 | 0.008701 | 1.0000 | 0.0002 | 300.00 | 1.00e-05 | 7:09:35 | 0:22:36
[01:46:18] [TAM stats @ step 9500] mean=0.0002 std=0.0037 max=0.0487 min=-0.0439 visits=9500
9550 | 0 | 0.788629 | 0.639561 | 0.594864 | 0.780507 | 0.185643 | 1.0000 | 0.0002 | 300.00 | 1.00e-05 | 7:11:48 | 0:20:20
9600 | 0 | 0.573538 | 0.637087 | 0.551903 | 0.570381 | 0.018478 | 1.0000 | 0.0002 | 300.00 | 1.00e-05 | 7:14:00 | 0:18:05
9650 | 0 | 0.885381 | 0.637911 | 0.813964 | 0.886203 | 0.072239 | 1.0000 | 0.0002 | 300.00 | 1.00e-05 | 7:16:13 | 0:15:49
9700 | 0 | 0.723182 | 0.637596 | 0.634502 | 0.702528 | 0.068026 | 1.0000 | 0.0002 | 300.00 | 1.00e-05 | 7:18:26 | 0:13:33
9750 | 0 | 0.798912 | 0.638273 | 0.706050 | 0.803823 | 0.097773 | 1.0000 | 0.0002 | 300.00 | 1.00e-05 | 7:20:38 | 0:11:17
9800 | 0 | 0.634127 | 0.635989 | 0.641321 | 0.631771 | -0.009550 | 1.0000 | 0.0002 | 300.00 | 1.00e-05 | 7:22:51 | 0:09:02
9850 | 0 | 0.897657 | 0.638429 | 0.726108 | 0.759340 | 0.033232 | 1.0000 | 0.0002 | 300.00 | 1.00e-05 | 7:25:03 | 0:06:46
9900 | 0 | 0.662188 | 0.638936 | 0.859363 | 0.655081 | -0.204281 | 1.0000 | 0.0002 | 300.00 | 1.00e-05 | 7:27:16 | 0:04:31
9950 | 0 | 0.418150 | 0.638923 | 0.337044 | 0.430689 | 0.093645 | 1.0000 | 0.0002 | 300.00 | 1.00e-05 | 7:29:29 | 0:02:15
10000 | 0 | 0.516653 | 0.639653 | 0.623027 | 0.528765 | -0.094262 | 1.0000 | 0.0002 | 300.00 | 1.00e-05 | 7:31:41 | 0:00:00
[02:08:24] [TAM stats @ step 10000] mean=0.0002 std=0.0038 max=0.0487 min=-0.0439 visits=10000
[02:09:05] Saved checkpoint -> RESULTS/ProGamerGov/run_017/checkpoint-10000
[02:09:10] Removed old checkpoint: checkpoint-6000
[02:09:10] Generating 16 validation images ...
[02:09:51] Validation step 10000: 16 images -> RESULTS/ProGamerGov/run_017/validation/collage_step_0010000.png
[02:09:51] --- Epoch 0 | Steps: 10000 | Avg Loss: 0.631166 ---
[02:09:51] Saving final model ...
[02:10:01] Transformer saved -> RESULTS/ProGamerGov/run_017/transformer
[02:10:01] TAM scores saved -> RESULTS/ProGamerGov/run_017/tam_final.pt
[02:10:01] Final TAM stats: {'mean_score': 0.000214742700336501, 'std_score': 0.0038001262582838535, 'max_score': 0.04870268702507019, 'min_score': -0.04385202005505562, 'total_visits': 10000}
[02:10:01] Generating final validation collage ...
[02:10:01] Generating 16 validation images ...
[02:10:42] Validation step 10000: 16 images -> RESULTS/ProGamerGov/run_017/validation/collage_step_0010000.png
[02:10:42]
[02:10:42] ============================================================
[02:10:42] TRAINING SUMMARY
[02:10:42] ============================================================
[02:10:42] Total steps : 200
[02:10:42] Final loss : 0.516653
[02:10:42] Avg last 100 : 0.639653
[02:10:42] Min loss : 0.250801
[02:10:42] Total time : 7:33:59
[02:10:42] Output : RESULTS/ProGamerGov/run_017
[02:10:42] ============================================================
|