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6.4s 1 0.00s - Debugger warning: It seems that frozen modules are being used, which may
6.4s 2 0.00s - make the debugger miss breakpoints. Please pass -Xfrozen_modules=off
6.4s 3 0.00s - to python to disable frozen modules.
6.4s 4 0.00s - Note: Debugging will proceed. Set PYDEVD_DISABLE_FILE_VALIDATION=1 to disable this validation.
6.9s 5 0.00s - Debugger warning: It seems that frozen modules are being used, which may
6.9s 6 0.00s - make the debugger miss breakpoints. Please pass -Xfrozen_modules=off
6.9s 7 0.00s - to python to disable frozen modules.
6.9s 8 0.00s - Note: Debugging will proceed. Set PYDEVD_DISABLE_FILE_VALIDATION=1 to disable this validation.
11.5s 9 2025-10-20 18:18:33.354351: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:477] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered
11.5s 10 WARNING: All log messages before absl::InitializeLog() is called are written to STDERR
11.5s 11 E0000 00:00:1760984313.560693 19 cuda_dnn.cc:8310] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
11.5s 12 E0000 00:00:1760984313.610912 19 cuda_blas.cc:1418] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
11.7s 13 2025-10-20 18:18:33.354351: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:477] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered
11.7s 14 WARNING: All log messages before absl::InitializeLog() is called are written to STDERR
11.7s 15 E0000 00:00:1760984313.560693 19 cuda_dnn.cc:8310] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
11.7s 16 E0000 00:00:1760984313.610912 19 cuda_blas.cc:1418] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
25.0s 17 I0000 00:00:1760984327.609864 19 gpu_device.cc:2022] Created device /job:localhost/replica:0/task:0/device:GPU:0 with 15513 MB memory: -> device: 0, name: Tesla P100-PCIE-16GB, pci bus id: 0000:00:04.0, compute capability: 6.0
25.2s 18 I0000 00:00:1760984327.609864 19 gpu_device.cc:2022] Created device /job:localhost/replica:0/task:0/device:GPU:0 with 15513 MB memory: -> device: 0, name: Tesla P100-PCIE-16GB, pci bus id: 0000:00:04.0, compute capability: 6.0
28.3s 19 ✅ Frozen 25/36 layers (~70%)
28.3s 20 input_layer False
28.3s 21 conv2d False
28.3s 22 leaky_re_lu False
28.3s 23 conv2d_1 False
28.3s 24 batch_normalization False
28.3s 25 leaky_re_lu_1 False
28.3s 26 conv2d_2 False
28.3s 27 batch_normalization_1 False
28.3s 28 leaky_re_lu_2 False
28.3s 29 conv2d_3 False
29.0s 30 ✅ Restored checkpoint from /kaggle/input/gen-var/tensorflow2/default/2/best_val.ckpt-42
29.2s 31 376
126.9s 32 Saved visualization to output/rgb_ir_pairs.png
150.8s 38 Step 0/376 | G=10.1522 | D=0.7469
195.9s 39 Step 100/376 | G=6.6517 | D=0.5214
241.1s 40 Step 200/376 | G=6.5913 | D=0.6182
286.3s 41 Step 300/376 | G=6.8534 | D=0.5289
310.6s 44 Time 183.42s | G=6.1416 | D=0.5880
319.1s 45 Val_loss=8.1308
324.5s 46 🖼 Saved sample images to output/epoch_001.png
324.9s 47 🏆 Best checkpoint updated | val_loss=8.1308
337.5s 48 Step 0/376 | G=9.8777 | D=0.7159
382.8s 49 Step 100/376 | G=6.7390 | D=0.4855
428.0s 50 Step 200/376 | G=6.3669 | D=0.6654
473.2s 51 Step 300/376 | G=6.0465 | D=0.5933
494.8s 54 Time 169.87s | G=5.9655 | D=0.5861
502.9s 55 Val_loss=8.0259
506.1s 56 🖼 Saved sample images to output/epoch_002.png
506.4s 57 🏆 Best checkpoint updated | val_loss=8.0259
519.0s 58 Step 0/376 | G=8.9304 | D=0.8360
564.2s 59 Step 100/376 | G=6.4695 | D=0.4651
609.5s 60 Step 200/376 | G=6.2067 | D=0.6051
654.7s 61 Step 300/376 | G=5.6935 | D=0.6093
676.4s 64 Time 169.98s | G=5.8677 | D=0.5865
684.4s 65 Val_loss=7.9718
687.8s 66 🖼 Saved sample images to output/epoch_003.png
688.1s 67 🏆 Best checkpoint updated | val_loss=7.9718
700.6s 68 Step 0/376 | G=9.2573 | D=0.9514
745.9s 69 Step 100/376 | G=6.8420 | D=0.5058
791.1s 70 Step 200/376 | G=6.3702 | D=0.6503
836.4s 71 Step 300/376 | G=5.8164 | D=0.5970
857.6s 74 Time 169.54s | G=5.7606 | D=0.5877
866.4s 75 Val_loss=7.9856
869.5s 76 🖼 Saved sample images to output/epoch_004.png
881.7s 77 Step 0/376 | G=10.5251 | D=0.7426
927.0s 78 Step 100/376 | G=6.7499 | D=0.5435
972.2s 79 Step 200/376 | G=5.7333 | D=0.6468
1017.5s 80 Step 300/376 | G=5.3933 | D=0.6261
1039.4s 83 Time 169.86s | G=5.7380 | D=0.5873
1047.2s 84 Val_loss=7.8545
1050.4s 85 🖼 Saved sample images to output/epoch_005.png
1050.7s 86 🏆 Best checkpoint updated | val_loss=7.8545
1051.0s 87 💾 Checkpoint saved at epoch 5
1063.9s 88 Step 0/376 | G=8.6886 | D=0.7638
1109.1s 89 Step 100/376 | G=5.7305 | D=0.5340
1154.4s 90 Step 200/376 | G=7.4428 | D=0.6705
1199.6s 91 Step 300/376 | G=5.7122 | D=0.5952
1220.8s 94 Time 169.78s | G=5.6885 | D=0.5939
1228.8s 95 Val_loss=7.7142
1232.1s 96 🖼 Saved sample images to output/epoch_006.png
1232.4s 97 🏆 Best checkpoint updated | val_loss=7.7142
1245.2s 98 Step 0/376 | G=9.0071 | D=0.7516
1290.4s 99 Step 100/376 | G=6.7447 | D=0.5066
1335.7s 100 Step 200/376 | G=6.1205 | D=0.5977
1380.9s 101 Step 300/376 | G=5.5829 | D=0.6040
1
1
1402.1s 104 Time 169.68s | G=5.6324 | D=0.5936
1410.3s 105 Val_loss=7.7325
1413.3s 106 🖼 Saved sample images to output/epoch_007.png
1426.5s 107 Step 0/376 | G=10.3457 | D=0.9597
1471.8s 108 Step 100/376 | G=6.8666 | D=0.4757
1517.0s 109 Step 200/376 | G=6.1979 | D=0.6157
1562.3s 110 Step 300/376 | G=5.9637 | D=0.5726
1
1
1583.5s 113 Time 170.18s | G=5.5638 | D=0.5961
1593.8s 114 Val_loss=7.6370
1597.0s 115 🖼 Saved sample images to output/epoch_008.png
1597.3s 116 🏆 Best checkpoint updated | val_loss=7.6370
1610.4s 117 Step 0/376 | G=8.4915 | D=0.8733
1655.6s 118 Step 100/376 | G=6.3861 | D=0.5267
1700.8s 119 Step 200/376 | G=5.5733 | D=0.6337
1746.1s 120 Step 300/376 | G=5.4631 | D=0.6066
1
1
1767.3s 123 Time 170.03s | G=5.5368 | D=0.5963
1775.3s 124 Val_loss=7.6658
1778.5s 125 🖼 Saved sample images to output/epoch_009.png
1792.2s 126 Step 0/376 | G=8.7045 | D=0.7134
1837.4s 127 Step 100/376 | G=5.7153 | D=0.5514
1882.6s 128 Step 200/376 | G=6.2656 | D=0.5665
1927.9s 129 Step 300/376 | G=5.5148 | D=0.5675
1
1
1949.1s 132 Time 170.66s | G=5.4865 | D=0.5975
1957.0s 133 Val_loss=7.6524
1960.2s 134 🖼 Saved sample images to output/epoch_010.png
1960.5s 135 💾 Checkpoint saved at epoch 10
1972.8s 136 Step 0/376 | G=8.4238 | D=1.1631
2018.0s 137 Step 100/376 | G=6.2513 | D=0.5029
2063.3s 138 Step 200/376 | G=5.5215 | D=0.6579
2108.5s 139 Step 300/376 | G=5.6408 | D=0.5814
2
2
2131.1s 142 Time 170.57s | G=5.4401 | D=0.6039
2141.4s 143 Val_loss=7.6458
2144.6s 144 🖼 Saved sample images to output/epoch_011.png
2156.6s 145 Step 0/376 | G=8.1797 | D=0.8865
2201.8s 146 Step 100/376 | G=5.8403 | D=0.5265
2247.0s 147 Step 200/376 | G=5.7694 | D=0.5645
2292.3s 148 Step 300/376 | G=5.2140 | D=0.6485
2
2
2313.4s 151 Time 168.75s | G=5.3909 | D=0.6007
2323.7s 152 Val_loss=7.3745
2326.7s 153 🖼 Saved sample images to output/epoch_012.png
2327.0s 154 🏆 Best checkpoint updated | val_loss=7.3745
2340.7s 155 Step 0/376 | G=9.7328 | D=0.9066
2385.9s 156 Step 100/376 | G=6.2705 | D=0.6467
2431.1s 157 Step 200/376 | G=5.6847 | D=0.6454
2476.4s 158 Step 300/376 | G=5.2225 | D=0.5801
2
2
2497.5s 161 Time 170.47s | G=5.3476 | D=0.6009
2505.4s 162 Val_loss=7.5291
2510.9s 163 🖼 Saved sample images to output/epoch_013.png
2522.8s 164 Step 0/376 | G=9.2941 | D=0.9617
2568.0s 165 Step 100/376 | G=6.2757 | D=0.6003
2613.3s 166 Step 200/376 | G=5.7474 | D=0.6420
2658.5s 167 Step 300/376 | G=5.2191 | D=0.5598
2
2
2681.4s 170 Time 170.48s | G=5.2989 | D=0.6030
2689.3s 171 Val_loss=7.3649
2692.4s 172 🖼 Saved sample images to output/epoch_014.png
2692.7s 173 🏆 Best checkpoint updated | val_loss=7.3649
2704.3s 174 Step 0/376 | G=8.6483 | D=0.8423
2749.5s 175 Step 100/376 | G=6.0136 | D=0.5458
2794.8s 176 Step 200/376 | G=6.2493 | D=0.6051
2840.0s 177 Step 300/376 | G=5.3029 | D=0.6275
2
2
2861.2s 180 Time 168.48s | G=5.2628 | D=0.6038
2869.1s 181 Val_loss=7.1946
2872.3s 182 🖼 Saved sample images to output/epoch_015.png
2872.6s 183 🏆 Best checkpoint updated | val_loss=7.1946
2872.9s 184 💾 Checkpoint saved at epoch 15
2886.9s 185 Step 0/376 | G=8.4540 | D=0.9136
2932.2s 186 Step 100/376 | G=6.3066 | D=0.5660
2977.5s 187 Step 200/376 | G=6.3131 | D=0.5907
3022.7s 188 Step 300/376 | G=5.0895 | D=0.6121
3
3
3044.0s 191 Time 171.06s | G=5.2323 | D=0.6049
3051.8s 192 Val_loss=7.1181
3054.8s 193 🖼 Saved sample images to output/epoch_016.png
3055.1s 194 🏆 Best checkpoint updated | val_loss=7.1181
3067.3s 195 Step 0/376 | G=8.3916 | D=1.0179
3112.5s 196 Step 100/376 | G=6.2327 | D=0.5590
3157.8s 197 Step 200/376 | G=5.5025 | D=0.6376
3203.1s 198 Step 300/376 | G=5.2561 | D=0.5560
3
3
3224.2s 201 Time 169.03s | G=5.1991 | D=0.6055
3232.1s 202 Val_loss=7.2863
3235.3s 203 🖼 Saved sample images to output/epoch_017.png
3249.4s 204 Step 0/376 | G=8.9895 | D=0.8920
3294.6s 205 Step 100/376 | G=6.2291 | D=0.5340
3339.9s 206 Step 200/376 | G=5.6260 | D=0.5993
3385.1s 207 Step 300/376 | G=5.1172 | D=0.6228
3
3
3406.3s 210 Time 170.99s | G=5.1345 | D=0.6058
3414.3s 211 Val_loss=7.0963
3417.3s 212 🖼 Saved sample images to output/epoch_018.png
3417.6s 213 🏆 Best checkpoint updated | val_loss=7.0963
3429.7s 214 Step 0/376 | G=8.4496 | D=0.7219
3475.0s 215 Step 100/376 | G=5.9285 | D=0.5680
3520.2s 216 Step 200/376 | G=5.6910 | D=0.6167
3565.5s 217 Step 300/376 | G=4.7538 | D=0.5893
3
3
3586.7s 220 Time 169.04s | G=5.0872 | D=0.6078
3594.6s 221 Val_loss=7.1790
3597.6s 222 🖼 Saved sample images to output/epoch_019.png
3611.9s 223 Step 0/376 | G=9.2708 | D=1.0899
3657.1s 224 Step 100/376 | G=5.5898 | D=0.5551
3702.4s 225 Step 200/376 | G=5.4319 | D=0.6237
3747.7s 226 Step 300/376 | G=5.0019 | D=0.5962
3
3
3768.9s 229 Time 171.20s | G=5.0589 | D=0.6095
3777.0s 230 Val_loss=7.0951
3780.0s 231 🖼 Saved sample images to output/epoch_020.png
3780.3s 232 🏆 Best checkpoint updated | val_loss=7.0951
3780.6s 233 💾 Checkpoint saved at epoch 20
3792.7s 234 Step 0/376 | G=8.4845 | D=0.8562
3837.9s 235 Step 100/376 | G=5.6454 | D=0.4984
3883.2s 236 Step 200/376 | G=5.3433 | D=0.6519
3928.5s 237 Step 300/376 | G=4.4948 | D=0.6561
3
3
3949.8s 240 Time 169.10s | G=5.0314 | D=0.6069
3957.6s 241 Val_loss=7.0698
3960.9s 242 🖼 Saved sample images to output/epoch_021.png
3961.2s 243 🏆 Best checkpoint updated | val_loss=7.0698
3975.7s 244 Step 0/376 | G=8.8488 | D=0.7604
4020.9s 245 Step 100/376 | G=5.4203 | D=0.5349
4066.2s 246 Step 200/376 | G=5.7204 | D=0.6369
4111.4s 247 Step 300/376 | G=4.9041 | D=0.5937
4
4
4132.8s 250 Time 171.61s | G=5.0194 | D=0.6094
4143.1s 251 Val_loss=7.0145
4146.0s 252 🖼 Saved sample images to output/epoch_022.png
4146.3s 253 🏆 Best checkpoint updated | val_loss=7.0145
4158.4s 254 Step 0/376 | G=8.4787 | D=0.8817
4203.6s 255 Step 100/376 | G=5.4149 | D=0.5902
4248.9s 256 Step 200/376 | G=5.3208 | D=0.6242
4294.2s 257 Step 300/376 | G=4.6400 | D=0.6054
4
4
4315.3s 260 Time 168.93s | G=4.9605 | D=0.6119
4323.1s 261 Val_loss=6.8700
4326.3s 262 🖼 Saved sample images to output/epoch_023.png
4326.6s 263 🏆 Best checkpoint updated | val_loss=6.8700
4338.4s 264 Step 0/376 | G=7.5732 | D=0.6659
4383.7s 265 Step 100/376 | G=5.9233 | D=0.4832
4428.9s 266 Step 200/376 | G=5.2821 | D=0.6215
4474.2s 267 Step 300/376 | G=5.0356 | D=0.6299
4
4
4498.3s 270 Time 171.72s | G=4.9180 | D=0.6126
4506.1s 271 Val_loss=6.9174
4509.1s 272 🖼 Saved sample images to output/epoch_024.png
4521.0s 273 Step 0/376 | G=7.4529 | D=0.8022
4566.2s 274 Step 100/376 | G=5.4565 | D=0.5570
4611.4s 275 Step 200/376 | G=4.8301 | D=0.7032
4656.7s 276 Step 300/376 | G=4.8302 | D=0.6007
4
4
4677.9s 279 Time 168.80s | G=4.8706 | D=0.6118
4685.9s 280 Val_loss=6.7568
4688.9s 281 🖼 Saved sample images to output/epoch_025.png
4689.2s 282 🏆 Best checkpoint updated | val_loss=6.7568
4689.5s 283 💾 Checkpoint saved at epoch 25
4701.6s 284 Step 0/376 | G=8.1572 | D=0.9106
4746.9s 285 Step 100/376 | G=5.4285 | D=0.5716
4792.2s 286 Step 200/376 | G=5.1490 | D=0.6190
4837.4s 287 Step 300/376 | G=4.6954 | D=0.6809
4
4
4858.6s 290 Time 169.05s | G=4.8471 | D=0.6125
4866.4s 291 Val_loss=7.1181
4869.4s 292 🖼 Saved sample images to output/epoch_026.png
4881.1s 293 Step 0/376 | G=7.8186 | D=0.7620
4926.4s 294 Step 100/376 | G=5.3644 | D=0.5120
4971.6s 295 Step 200/376 | G=5.7542 | D=0.6179
5016.9s 296 Step 300/376 | G=4.6515 | D=0.6274
5
5
5041.3s 299 Time 171.87s | G=4.8267 | D=0.6131
5049.2s 300 Val_loss=6.8917
5052.2s 301 🖼 Saved sample images to output/epoch_027.png
5064.2s 302 Step 0/376 | G=8.3894 | D=0.8106
5109.5s 303 Step 100/376 | G=6.2067 | D=0.6047
5154.8s 304 Step 200/376 | G=4.9070 | D=0.6469
5200.1s 305 Step 300/376 | G=4.5984 | D=0.6116
5
5
5221.3s 308 Time 168.97s | G=4.7842 | D=0.6137
5229.0s 309 Val_loss=6.8348
5234.4s 310 🖼 Saved sample images to output/epoch_028.png
5246.2s 311 Step 0/376 | G=7.6272 | D=0.8283
5291.5s 312 Step 100/376 | G=5.3753 | D=0.5221
5336.8s 313 Step 200/376 | G=4.9872 | D=0.6496
5382.1s 314 Step 300/376 | G=4.4991 | D=0.6430
5
5
5403.4s 317 Time 168.91s | G=4.7228 | D=0.6133
5411.2s 318 Val_loss=6.9368
5414.3s 319 🖼 Saved sample images to output/epoch_029.png
5426.3s 320 Step 0/376 | G=7.4167 | D=0.6308
5471.6s 321 Step 100/376 | G=5.3999 | D=0.5426
5516.9s 322 Step 200/376 | G=4.8630 | D=0.5926
5562.1s 323 Step 300/376 | G=4.7185 | D=0.6238
5
5
5587.0s 326 Time 172.68s | G=4.7189 | D=0.6138
5598.4s 327 Val_loss=6.5834
5602.3s 328 🖼 Saved sample images to output/epoch_030.png
5602.6s 329 🏆 Best checkpoint updated | val_loss=6.5834
5603.0s 330 💾 Checkpoint saved at epoch 30
5616.8s 331 Step 0/376 | G=8.3277 | D=0.5476
5662.1s 332 Step 100/376 | G=5.4074 | D=0.6476
5707.4s 333 Step 200/376 | G=4.6740 | D=0.6172
5752.6s 334 Step 300/376 | G=4.4735 | D=0.6534
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5773.8s 337 Time 170.83s | G=4.6650 | D=0.6149
5781.5s 338 Val_loss=6.5301
5787.0s 339 🖼 Saved sample images to output/epoch_031.png
5787.3s 340 🏆 Best checkpoint updated | val_loss=6.5301
5799.3s 341 Step 0/376 | G=7.5849 | D=0.8446
5844.5s 342 Step 100/376 | G=5.6047 | D=0.5846
5889.8s 343 Step 200/376 | G=4.8021 | D=0.6334
5935.1s 344 Step 300/376 | G=4.3887 | D=0.5969
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5
5956.4s 347 Time 169.06s | G=4.6389 | D=0.6163
5964.4s 348 Val_loss=6.4039
5967.4s 349 🖼 Saved sample images to output/epoch_032.png
5967.7s 350 🏆 Best checkpoint updated | val_loss=6.4039
5979.7s 351 Step 0/376 | G=7.6932 | D=0.7573
6025.0s 352 Step 100/376 | G=5.4156 | D=0.5347
6070.3s 353 Step 200/376 | G=4.9140 | D=0.6005
6115.6s 354 Step 300/376 | G=4.5657 | D=0.6101
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6141.0s 357 Time 173.25s | G=4.6034 | D=0.6154
6148.8s 358 Val_loss=6.4423
6154.2s 359 🖼 Saved sample images to output/epoch_033.png
6166.2s 360 Step 0/376 | G=7.7424 | D=0.6651
6211.6s 361 Step 100/376 | G=5.2940 | D=0.6088
6256.8s 362 Step 200/376 | G=4.7449 | D=0.6406
6302.1s 363 Step 300/376 | G=4.1235 | D=0.6599
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6323.5s 366 Time 169.19s | G=4.5536 | D=0.6159
6331.3s 367 Val_loss=6.5015
6334.4s 368 🖼 Saved sample images to output/epoch_034.png
6346.5s 369 Step 0/376 | G=7.2271 | D=0.8131
6391.8s 370 Step 100/376 | G=5.8559 | D=0.5748
6437.1s 371 Step 200/376 | G=5.1040 | D=0.6515
6482.4s 372 Step 300/376 | G=4.3491 | D=0.5957
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6
6503.7s 375 Time 169.24s | G=4.5184 | D=0.6151
6511.4s 376 Val_loss=6.4034
6514.5s 377 🖼 Saved sample images to output/epoch_035.png
6514.8s 378 🏆 Best checkpoint updated | val_loss=6.4034
6515.1s 379 💾 Checkpoint saved at epoch 35
6527.1s 380 Step 0/376 | G=7.3549 | D=0.7792
6572.4s 381 Step 100/376 | G=5.3535 | D=0.6090
6617.7s 382 Step 200/376 | G=4.7425 | D=0.6340
6663.0s 383 Step 300/376 | G=4.8284 | D=0.6444
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6
6684.1s 386 Time 169.00s | G=4.5015 | D=0.6168
6692.4s 387 Val_loss=6.3655
6695.5s 388 🖼 Saved sample images to output/epoch_036.png
6695.8s 389 🏆 Best checkpoint updated | val_loss=6.3655
6712.8s 390 Step 0/376 | G=7.3334 | D=0.7174
6758.1s 391 Step 100/376 | G=4.5692 | D=0.5397
6803.4s 392 Step 200/376 | G=4.0998 | D=0.6367
6848.7s 393 Step 300/376 | G=4.3749 | D=0.6307
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6869.9s 396 Time 174.06s | G=4.4665 | D=0.6189
6877.7s 397 Val_loss=6.3378
6880.9s 398 🖼 Saved sample images to output/epoch_037.png
6881.2s 399 🏆 Best checkpoint updated | val_loss=6.3378
6893.3s 400 Step 0/376 | G=7.1830 | D=0.6298
6938.6s 401 Step 100/376 | G=4.8157 | D=0.5073
6983.9s 402 Step 200/376 | G=5.0199 | D=0.6477
7029.2s 403 Step 300/376 | G=4.1610 | D=0.5946
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7050.6s 406 Time 169.40s | G=4.4084 | D=0.6181
7058.5s 407 Val_loss=6.3234
7061.6s 408 🖼 Saved sample images to output/epoch_038.png
7061.9s 409 🏆 Best checkpoint updated | val_loss=6.3234
7074.0s 410 Step 0/376 | G=7.6214 | D=0.7791
7119.3s 411 Step 100/376 | G=5.3714 | D=0.5909
7164.6s 412 Step 200/376 | G=4.5973 | D=0.6268
7209.9s 413 Step 300/376 | G=4.3019 | D=0.6437
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7231.1s 416 Time 169.22s | G=4.3977 | D=0.6163
7239.1s 417 Val_loss=6.2702
7242.2s 418 🖼 Saved sample images to output/epoch_039.png
7242.5s 419 🏆 Best checkpoint updated | val_loss=6.2702
7254.4s 420 Step 0/376 | G=7.7957 | D=0.8412
7299.8s 421 Step 100/376 | G=4.8231 | D=0.5613
7345.0s 422 Step 200/376 | G=5.2463 | D=0.6042
7390.3s 423 Step 300/376 | G=4.1722 | D=0.6671
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7411.5s 426 Time 168.99s | G=4.3469 | D=0.6208
7419.6s 427 Val_loss=6.2376
7422.8s 428 🖼 Saved sample images to output/epoch_040.png
7423.1s 429 🏆 Best checkpoint updated | val_loss=6.2376
7423.4s 430 💾 Checkpoint saved at epoch 40
7440.6s 431 Step 0/376 | G=7.9816 | D=0.7683
7485.9s 432 Step 100/376 | G=5.5838 | D=0.5975
7531.2s 433 Step 200/376 | G=5.0480 | D=0.6322
7576.5s 434 Step 300/376 | G=4.3194 | D=0.5960
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7597.8s 437 Time 174.43s | G=4.3204 | D=0.6197
7605.9s 438 Val_loss=6.2099
7608.9s 439 🖼 Saved sample images to output/epoch_041.png
7609.2s 440 🏆 Best checkpoint updated | val_loss=6.2099
7621.3s 441 Step 0/376 | G=8.0320 | D=0.8083
7666.6s 442 Step 100/376 | G=4.8852 | D=0.5922
7711.9s 443 Step 200/376 | G=5.0478 | D=0.6280
7757.2s 444 Step 300/376 | G=4.0726 | D=0.6006
7
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7778.6s 447 Time 169.32s | G=4.2921 | D=0.6179
7786.6s 448 Val_loss=6.1295
7789.7s 449 🖼 Saved sample images to output/epoch_042.png
7790.0s 450 🏆 Best checkpoint updated | val_loss=6.1295
7802.0s 451 Step 0/376 | G=7.7331 | D=0.7679
7847.4s 452 Step 100/376 | G=4.7346 | D=0.5389
7892.6s 453 Step 200/376 | G=4.4696 | D=0.6263
7937.9s 454 Step 300/376 | G=3.9252 | D=0.5932
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7959.2s 457 Time 169.14s | G=4.2269 | D=0.6210
7967.1s 458 Val_loss=5.9122
7970.2s 459 🖼 Saved sample images to output/epoch_043.png
7970.5s 460 🏆 Best checkpoint updated | val_loss=5.9122
7982.6s 461 Step 0/376 | G=7.9052 | D=0.8564
8028.0s 462 Step 100/376 | G=5.1935 | D=0.5575
8073.2s 463 Step 200/376 | G=4.4812 | D=0.6561
8118.6s 464 Step 300/376 | G=4.0348 | D=0.6358
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8139.9s 467 Time 169.36s | G=4.1986 | D=0.6204
8147.8s 468 Val_loss=5.9393
8150.9s 469 🖼 Saved sample images to output/epoch_044.png
8163.0s 470 Step 0/376 | G=6.7050 | D=0.7443
8208.3s 471 Step 100/376 | G=4.6833 | D=0.6071
8253.6s 472 Step 200/376 | G=4.2582 | D=0.6225
8298.9s 473 Step 300/376 | G=4.2085 | D=0.5813
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8325.9s 476 Time 174.92s | G=4.1790 | D=0.6226
8333.7s 477 Val_loss=6.0035
8336.8s 478 🖼 Saved sample images to output/epoch_045.png
8337.1s 479 💾 Checkpoint saved at epoch 45
8349.0s 480 Step 0/376 | G=7.1352 | D=0.5797
8394.4s 481 Step 100/376 | G=4.8119 | D=0.6121
8439.6s 482 Step 200/376 | G=4.1505 | D=0.6122
8484.9s 483 Step 300/376 | G=4.3496 | D=0.6447
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8506.3s 486 Time 169.09s | G=4.1459 | D=0.6218
8514.1s 487 Val_loss=5.9690
8517.3s 488 🖼 Saved sample images to output/epoch_046.png
8529.5s 489 Step 0/376 | G=7.1425 | D=0.8774
8574.8s 490 Step 100/376 | G=5.0781 | D=0.6307
8620.1s 491 Step 200/376 | G=4.3326 | D=0.6371
8665.4s 492 Step 300/376 | G=4.1976 | D=0.6224
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8686.6s 495 Time 169.31s | G=4.0964 | D=0.6209
8696.9s 496 Val_loss=5.9383
8699.9s 497 🖼 Saved sample images to output/epoch_047.png
8711.8s 498 Step 0/376 | G=7.2791 | D=0.6243
8757.2s 499 Step 100/376 | G=5.2249 | D=0.5633
8802.4s 500 Step 200/376 | G=4.2565 | D=0.6243
8847.7s 501 Step 300/376 | G=3.9169 | D=0.6548
8
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8869.0s 504 Time 169.04s | G=4.0535 | D=0.6216
8877.0s 505 Val_loss=5.9086
8880.0s 506 🖼 Saved sample images to output/epoch_048.png
8880.3s 507 🏆 Best checkpoint updated | val_loss=5.9086
8892.4s 508 Step 0/376 | G=6.3896 | D=0.6278
8937.8s 509 Step 100/376 | G=4.6246 | D=0.5498
8983.1s 510 Step 200/376 | G=4.0058 | D=0.6666
9028.4s 511 Step 300/376 | G=4.0673 | D=0.6080
9
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9049.6s 514 Time 169.30s | G=4.0225 | D=0.6231
9057.5s 515 Val_loss=5.7599
9063.0s 516 🖼 Saved sample images to output/epoch_049.png
9063.3s 517 🏆 Best checkpoint updated | val_loss=5.7599
9081.6s 518 Step 0/376 | G=7.1973 | D=0.8021
9127.0s 519 Step 100/376 | G=4.7325 | D=0.6218
9172.2s 520 Step 200/376 | G=4.7112 | D=0.6080
9217.5s 521 Step 300/376 | G=3.7986 | D=0.6098
9
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9238.8s 524 Time 175.41s | G=3.9794 | D=0.6229
9246.8s 525 Val_loss=5.6452
9249.9s 526 🖼 Saved sample images to output/epoch_050.png
9250.2s 527 🏆 Best checkpoint updated | val_loss=5.6452
9250.5s 528 💾 Checkpoint saved at epoch 50
9262.5s 529 Step 0/376 | G=7.3798 | D=0.6634
9307.8s 530 Step 100/376 | G=4.4809 | D=0.5703
9353.0s 531 Step 200/376 | G=4.3223 | D=0.6227
9398.3s 532 Step 300/376 | G=3.7706 | D=0.6429
9
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9419.6s 535 Time 168.97s | G=3.9478 | D=0.6256
9427.7s 536 Val_loss=5.6258
9430.9s 537 🖼 Saved sample images to output/epoch_051.png
9431.2s 538 🏆 Best checkpoint updated | val_loss=5.6258
9443.4s 539 Step 0/376 | G=6.4754 | D=0.7115
9488.7s 540 Step 100/376 | G=4.9335 | D=0.6201
9534.0s 541 Step 200/376 | G=4.2455 | D=0.6402
9579.2s 542 Step 300/376 | G=3.9834 | D=0.5999
9
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9600.5s 545 Time 169.29s | G=3.9202 | D=0.6241
9608.7s 546 Val_loss=5.8241
9612.0s 547 🖼 Saved sample images to output/epoch_052.png
9624.1s 548 Step 0/376 | G=5.7289 | D=0.6756
9669.4s 549 Step 100/376 | G=4.4836 | D=0.5917
9714.6s 550 Step 200/376 | G=4.0337 | D=0.6521
9759.9s 551 Step 300/376 | G=3.6739 | D=0.6380
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9781.3s 554 Time 169.29s | G=3.8781 | D=0.6227
9789.1s 555 Val_loss=5.6002
9794.6s 556 🖼 Saved sample images to output/epoch_053.png
9794.9s 557 🏆 Best checkpoint updated | val_loss=5.6002
9807.0s 558 Step 0/376 | G=7.2531 | D=0.6886
9852.4s 559 Step 100/376 | G=4.5507 | D=0.5559
9897.6s 560 Step 200/376 | G=4.0481 | D=0.6331
9942.9s 561 Step 300/376 | G=3.7436 | D=0.6088
9
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9964.2s 564 Time 169.28s | G=3.8469 | D=0.6240
9972.1s 565 Val_loss=5.4908
9975.3s 566 🖼 Saved sample images to output/epoch_054.png
9975.6s 567 🏆 Best checkpoint updated | val_loss=5.4908
9987.4s 568 Step 0/376 | G=7.0989 | D=0.6965
10032.8s 569 Step 100/376 | G=4.2875 | D=0.5799
10078.0s 570 Step 200/376 | G=4.0449 | D=0.6357
10123.3s 571 Step 300/376 | G=3.6967 | D=0.6392
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10
10151.4s 574 Time 175.80s | G=3.7968 | D=0.6261
10159.4s 575 Val_loss=5.4853
10162.5s 576 🖼 Saved sample images to output/epoch_055.png
10162.8s 577 🏆 Best checkpoint updated | val_loss=5.4853
10163.1s 578 💾 Checkpoint saved at epoch 55
10175.1s 579 Step 0/376 | G=6.5453 | D=0.6883
10220.4s 580 Step 100/376 | G=4.8273 | D=0.6235
10265.6s 581 Step 200/376 | G=4.6326 | D=0.6328
10310.9s 582 Step 300/376 | G=3.5085 | D=0.6500
10
10
10332.0s 585 Time 168.89s | G=3.7650 | D=0.6280
10339.9s 586 Val_loss=5.6348
10345.4s 587 🖼 Saved sample images to output/epoch_056.png
10357.5s 588 Step 0/376 | G=6.1980 | D=0.9013
10402.8s 589 Step 100/376 | G=4.5555 | D=0.6144
10448.1s 590 Step 200/376 | G=4.1018 | D=0.6405
10493.3s 591 Step 300/376 | G=3.5860 | D=0.6230
10
10
10514.5s 594 Time 169.16s | G=3.7293 | D=0.6259
10524.8s 595 Val_loss=5.4346
10527.9s 596 🖼 Saved sample images to output/epoch_057.png
10528.2s 597 🏆 Best checkpoint updated | val_loss=5.4346
10540.2s 598 Step 0/376 | G=6.5101 | D=0.5780
10585.6s 599 Step 100/376 | G=4.2086 | D=0.5738
10630.8s 600 Step 200/376 | G=4.3800 | D=0.6470
10676.1s 601 Step 300/376 | G=3.6316 | D=0.6667
10
10
10697.4s 604 Time 169.11s | G=3.7031 | D=0.6267
10705.3s 605 Val_loss=5.2923
10710.8s 606 🖼 Saved sample images to output/epoch_058.png
10711.1s 607 🏆 Best checkpoint updated | val_loss=5.2923
10723.1s 608 Step 0/376 | G=6.2087 | D=0.6703
10768.5s 609 Step 100/376 | G=4.5461 | D=0.6209
10813.8s 610 Step 200/376 | G=3.6366 | D=0.6273
10859.2s 611 Step 300/376 | G=3.6145 | D=0.6185
10
10
10880.5s 614 Time 169.39s | G=3.6572 | D=0.6265
10888.5s 615 Val_loss=5.2706
10891.8s 616 🖼 Saved sample images to output/epoch_059.png
10892.1s 617 🏆 Best checkpoint updated | val_loss=5.2706
10904.3s 618 Step 0/376 | G=5.6787 | D=0.6679
10949.8s 619 Step 100/376 | G=4.4435 | D=0.6094
10995.1s 620 Step 200/376 | G=3.8235 | D=0.6758
11040.4s 621 Step 300/376 | G=3.6584 | D=0.6582
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11
11061.8s 624 Time 169.62s | G=3.6291 | D=0.6276
11069.8s 625 Val_loss=5.4209
11073.1s 626 🖼 Saved sample images to output/epoch_060.png
11073.4s 627 💾 Checkpoint saved at epoch 60
11093.5s 628 Step 0/376 | G=5.5204 | D=0.5549
11138.9s 629 Step 100/376 | G=4.4152 | D=0.6049
11184.1s 630 Step 200/376 | G=4.2356 | D=0.6240
11229.4s 631 Step 300/376 | G=3.1710 | D=0.6618
11
11
11250.8s 634 Time 177.28s | G=3.6050 | D=0.6300
11261.0s 635 Val_loss=5.2053
11264.1s 636 🖼 Saved sample images to output/epoch_061.png
11264.5s 637 🏆 Best checkpoint updated | val_loss=5.2053
11276.7s 638 Step 0/376 | G=7.0660 | D=0.8382
11322.1s 639 Step 100/376 | G=4.7023 | D=0.5939
11367.4s 640 Step 200/376 | G=3.4557 | D=0.6008
11412.7s 641 Step 300/376 | G=3.1275 | D=0.6347
11
11
11434.1s 644 Time 169.61s | G=3.5584 | D=0.6283
11442.2s 645 Val_loss=5.2976
11447.7s 646 🖼 Saved sample images to output/epoch_062.png
11459.9s 647 Step 0/376 | G=6.1519 | D=0.6746
11505.3s 648 Step 100/376 | G=4.0729 | D=0.6114
11550.6s 649 Step 200/376 | G=3.5431 | D=0.6546
11595.9s 650 Step 300/376 | G=3.3409 | D=0.6478
11
11
11649.6s 653 Time 201.92s | G=3.5359 | D=0.6299
11657.5s 654 Val_loss=5.2755
11660.5s 655 🖼 Saved sample images to output/epoch_063.png
11672.4s 656 Step 0/376 | G=5.7210 | D=0.7923
11717.8s 657 Step 100/376 | G=4.3220 | D=0.6124
11763.1s 658 Step 200/376 | G=3.8023 | D=0.6492
11808.4s 659 Step 300/376 | G=3.4106 | D=0.6445
11
11
11829.6s 662 Time 169.07s | G=3.4787 | D=0.6300
11837.6s 663 Val_loss=5.1321
11840.6s 664 🖼 Saved sample images to output/epoch_064.png
11840.9s 665 🏆 Best checkpoint updated | val_loss=5.1321
11852.7s 666 Step 0/376 | G=5.2394 | D=0.7294
11898.1s 667 Step 100/376 | G=4.1536 | D=0.5974
11943.5s 668 Step 200/376 | G=3.9781 | D=0.6169
11988.7s 669 Step 300/376 | G=3.9450 | D=0.5819
12
12
12010.0s 672 Time 169.00s | G=3.4519 | D=0.6294
12017.9s 673 Val_loss=4.9427
12023.4s 674 🖼 Saved sample images to output/epoch_065.png
12023.7s 675 🏆 Best checkpoint updated | val_loss=4.9427
12024.0s 676 💾 Checkpoint saved at epoch 65
12035.8s 677 Step 0/376 | G=5.8535 | D=0.7737
12081.2s 678 Step 100/376 | G=3.9873 | D=0.5937
12126.5s 679 Step 200/376 | G=3.3124 | D=0.6624
12171.8s 680 Step 300/376 | G=3.2737 | D=0.6563
12
12
12193.4s 683 Time 169.36s | G=3.4109 | D=0.6314
12201.4s 684 Val_loss=5.0014
12204.6s 685 🖼 Saved sample images to output/epoch_066.png
12216.8s 686 Step 0/376 | G=6.4397 | D=0.7202
12262.2s 687 Step 100/376 | G=3.9876 | D=0.5936
12307.5s 688 Step 200/376 | G=4.3265 | D=0.6032
12352.9s 689 Step 300/376 | G=3.2042 | D=0.6529
12
12
12384.2s 692 Time 179.63s | G=3.3774 | D=0.6329
12392.2s 693 Val_loss=4.9945
12395.2s 694 🖼 Saved sample images to output/epoch_067.png
12407.7s 695 Step 0/376 | G=5.8329 | D=0.7105
12453.1s 696 Step 100/376 | G=3.6485 | D=0.6176
12498.5s 697 Step 200/376 | G=3.7839 | D=0.6328
12543.8s 698 Step 300/376 | G=3.4857 | D=0.6119
12
12
12565.1s 701 Time 169.76s | G=3.3480 | D=0.6318
12573.0s 702 Val_loss=4.9362
12576.0s 703 🖼 Saved sample images to output/epoch_068.png
12576.3s 704 🏆 Best checkpoint updated | val_loss=4.9362
12588.5s 705 Step 0/376 | G=5.4719 | D=0.7768
12633.9s 706 Step 100/376 | G=3.8334 | D=0.6669
12679.2s 707 Step 200/376 | G=3.6392 | D=0.6257
12724.5s 708 Step 300/376 | G=3.1372 | D=0.6679
12
12
12745.8s 711 Time 169.43s | G=3.3092 | D=0.6321
12753.7s 712 Val_loss=4.8826
12756.7s 713 🖼 Saved sample images to output/epoch_069.png
12757.0s 714 🏆 Best checkpoint updated | val_loss=4.8826
12769.0s 715 Step 0/376 | G=4.9498 | D=0.6127
12814.4s 716 Step 100/376 | G=3.6878 | D=0.6158
12859.7s 717 Step 200/376 | G=3.3736 | D=0.6621
12905.0s 718 Step 300/376 | G=3.0053 | D=0.6262
12
12
12926.4s 721 Time 169.29s | G=3.2584 | D=0.6321
12934.4s 722 Val_loss=4.9833
12937.4s 723 🖼 Saved sample images to output/epoch_070.png
12937.7s 724 💾 Checkpoint saved at epoch 70
12949.7s 725 Step 0/376 | G=5.6698 | D=0.6535
12995.1s 726 Step 100/376 | G=3.8697 | D=0.6405
13040.5s 727 Step 200/376 | G=3.9499 | D=0.6113
13085.7s 728 Step 300/376 | G=3.0893 | D=0.6718
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13
13107.0s 731 Time 169.23s | G=3.2324 | D=0.6317
13114.9s 732 Val_loss=4.7447
13120.4s 733 🖼 Saved sample images to output/epoch_071.png
13120.7s 734 🏆 Best checkpoint updated | val_loss=4.7447
13132.8s 735 Step 0/376 | G=5.3708 | D=0.7000
13178.2s 736 Step 100/376 | G=3.5859 | D=0.6146
13223.5s 737 Step 200/376 | G=3.2398 | D=0.6210
13268.8s 738 Step 300/376 | G=3.0854 | D=0.6507
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13
13290.0s 741 Time 169.27s | G=3.1795 | D=0.6347
13298.0s 742 Val_loss=4.8294
13301.0s 743 🖼 Saved sample images to output/epoch_072.png
13313.0s 744 Step 0/376 | G=4.6913 | D=0.5467
13358.4s 745 Step 100/376 | G=4.4168 | D=0.6707
13403.7s 746 Step 200/376 | G=3.3704 | D=0.6365
13449.1s 747 Step 300/376 | G=3.3304 | D=0.6046
13
13
13470.4s 750 Time 169.37s | G=3.1613 | D=0.6319
13478.4s 751 Val_loss=4.6030
13481.5s 752 🖼 Saved sample images to output/epoch_073.png
13481.8s 753 🏆 Best checkpoint updated | val_loss=4.6030
13493.9s 754 Step 0/376 | G=6.5052 | D=0.6467
13539.4s 755 Step 100/376 | G=4.0048 | D=0.5739
13584.7s 756 Step 200/376 | G=3.2776 | D=0.6492
13630.0s 757 Step 300/376 | G=2.9286 | D=0.5974
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13
13660.8s 760 Time 178.91s | G=3.1334 | D=0.6315
13669.0s 761 Val_loss=4.5431
13672.2s 762 🖼 Saved sample images to output/epoch_074.png
13672.5s 763 🏆 Best checkpoint updated | val_loss=4.5431
13684.6s 764 Step 0/376 | G=6.2637 | D=0.7287
13730.0s 765 Step 100/376 | G=3.7316 | D=0.6523
13775.3s 766 Step 200/376 | G=3.4680 | D=0.6680
13820.6s 767 Step 300/376 | G=2.9001 | D=0.6955
13
13
13842.0s 770 Time 169.46s | G=3.0860 | D=0.6342
13850.2s 771 Val_loss=4.5978
13855.7s 772 🖼 Saved sample images to output/epoch_075.png
13856.0s 773 💾 Checkpoint saved at epoch 75
13867.9s 774 Step 0/376 | G=5.3579 | D=0.7652
13913.3s 775 Step 100/376 | G=3.6684 | D=0.5819
13958.7s 776 Step 200/376 | G=3.1248 | D=0.6668
14004.0s 777 Step 300/376 | G=2.9518 | D=0.6354
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14
14025.4s 780 Time 169.31s | G=3.0519 | D=0.6322
14033.3s 781 Val_loss=4.6097
14036.4s 782 🖼 Saved sample images to output/epoch_076.png
14048.3s 783 Step 0/376 | G=5.4006 | D=0.7185
14093.8s 784 Step 100/376 | G=3.6177 | D=0.5462
14139.0s 785 Step 200/376 | G=2.7455 | D=0.6766
14184.4s 786 Step 300/376 | G=2.7631 | D=0.6362
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14
14205.8s 789 Time 169.36s | G=3.0110 | D=0.6350
14213.7s 790 Val_loss=4.5112
14216.7s 791 🖼 Saved sample images to output/epoch_077.png
14217.0s 792 🏆 Best checkpoint updated | val_loss=4.5112
14229.1s 793 Step 0/376 | G=4.7770 | D=0.6762
14274.5s 794 Step 100/376 | G=3.5976 | D=0.5739
14319.8s 795 Step 200/376 | G=3.3589 | D=0.6383
14365.1s 796 Step 300/376 | G=2.7231 | D=0.6584
14
14
14386.6s 799 Time 169.60s | G=2.9787 | D=0.6366
14394.7s 800 Val_loss=4.3760
14397.7s 801 🖼 Saved sample images to output/epoch_078.png
14398.0s 802 🏆 Best checkpoint updated | val_loss=4.3760
14409.9s 803 Step 0/376 | G=5.0417 | D=0.6882
14455.4s 804 Step 100/376 | G=3.4231 | D=0.5878
14500.7s 805 Step 200/376 | G=3.2906 | D=0.6477
14546.0s 806 Step 300/376 | G=2.6614 | D=0.6399
14
14
14567.5s 809 Time 169.42s | G=2.9434 | D=0.6357
14575.6s 810 Val_loss=4.5083
14578.7s 811 🖼 Saved sample images to output/epoch_079.png
14590.8s 812 Step 0/376 | G=6.9896 | D=0.6929
14636.3s 813 Step 100/376 | G=3.5000 | D=0.5599
14681.6s 814 Step 200/376 | G=2.8046 | D=0.6534
14726.9s 815 Step 300/376 | G=3.1000 | D=0.6145
14
14
14748.3s 818 Time 169.60s | G=2.9138 | D=0.6356
14756.3s 819 Val_loss=4.2344
14759.4s 820 🖼 Saved sample images to output/epoch_080.png
14759.7s 821 🏆 Best checkpoint updated | val_loss=4.2344
14760.0s 822 💾 Checkpoint saved at epoch 80
14772.0s 823 Step 0/376 | G=4.8706 | D=0.7112
14817.4s 824 Step 100/376 | G=3.4408 | D=0.5991
14862.7s 825 Step 200/376 | G=3.0256 | D=0.6408
14908.0s 826 Step 300/376 | G=2.7274 | D=0.6581
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14
14929.3s 829 Time 169.28s | G=2.8598 | D=0.6357
14937.5s 830 Val_loss=4.3669
14940.6s 831 🖼 Saved sample images to output/epoch_081.png
14952.5s 832 Step 0/376 | G=5.5032 | D=0.7291
14997.9s 833 Step 100/376 | G=3.8340 | D=0.6254
15043.2s 834 Step 200/376 | G=2.8452 | D=0.6226
15088.6s 835 Step 300/376 | G=2.7787 | D=0.6664
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15120.7s 838 Time 180.04s | G=2.8461 | D=0.6353
15128.7s 839 Val_loss=4.2840
15131.7s 840 🖼 Saved sample images to output/epoch_082.png
15143.8s 841 Step 0/376 | G=5.1436 | D=0.6448
15189.2s 842 Step 100/376 | G=2.9755 | D=0.5940
15234.5s 843 Step 200/376 | G=2.9174 | D=0.6628
15279.8s 844 Step 300/376 | G=2.6727 | D=0.6550
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15
15301.2s 847 Time 169.40s | G=2.8079 | D=0.6347
15309.3s 848 Val_loss=4.1996
15314.8s 849 🖼 Saved sample images to output/epoch_083.png
15315.1s 850 🏆 Best checkpoint updated | val_loss=4.1996
15327.1s 851 Step 0/376 | G=5.2726 | D=0.6822
15372.5s 852 Step 100/376 | G=3.5970 | D=0.6313
15417.8s 853 Step 200/376 | G=2.7029 | D=0.7004
15463.1s 854 Step 300/376 | G=2.5813 | D=0.6395
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15
15484.5s 857 Time 169.34s | G=2.7617 | D=0.6356
15492.4s 858 Val_loss=4.1724
15495.5s 859 🖼 Saved sample images to output/epoch_084.png
15495.8s 860 🏆 Best checkpoint updated | val_loss=4.1724
15508.0s 861 Step 0/376 | G=4.6803 | D=0.6805
15553.4s 862 Step 100/376 | G=3.2016 | D=0.6237
15598.7s 863 Step 200/376 | G=3.1953 | D=0.6630
15644.0s 864 Step 300/376 | G=2.6157 | D=0.7006
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15
15665.4s 867 Time 169.59s | G=2.7215 | D=0.6368
15673.5s 868 Val_loss=4.1145
15678.9s 869 🖼 Saved sample images to output/epoch_085.png
15679.2s 870 🏆 Best checkpoint updated | val_loss=4.1145
15679.6s 871 💾 Checkpoint saved at epoch 85
15692.1s 872 Step 0/376 | G=4.8261 | D=0.7200
15737.5s 873 Step 100/376 | G=3.7966 | D=0.6242
15782.8s 874 Step 200/376 | G=3.2803 | D=0.6386
15828.2s 875 Step 300/376 | G=2.5505 | D=0.6630
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15849.5s 878 Time 169.87s | G=2.6996 | D=0.6378
15857.6s 879 Val_loss=4.2780
15860.7s 880 🖼 Saved sample images to output/epoch_086.png
15872.8s 881 Step 0/376 | G=4.3633 | D=0.6062
15918.3s 882 Step 100/376 | G=3.3645 | D=0.5385
15963.6s 883 Step 200/376 | G=2.5901 | D=0.6135
16008.9s 884 Step 300/376 | G=2.7246 | D=0.5871
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16030.3s 887 Time 169.60s | G=2.6562 | D=0.6368
16038.5s 888 Val_loss=4.0184
16041.6s 889 🖼 Saved sample images to output/epoch_087.png
16041.9s 890 🏆 Best checkpoint updated | val_loss=4.0184
16054.0s 891 Step 0/376 | G=3.8949 | D=0.5574
16099.5s 892 Step 100/376 | G=3.3085 | D=0.6019
16144.8s 893 Step 200/376 | G=2.7265 | D=0.6345
16190.1s 894 Step 300/376 | G=2.6312 | D=0.6203
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16211.3s 897 Time 169.44s | G=2.6140 | D=0.6363
16219.4s 898 Val_loss=3.9724
16224.8s 899 🖼 Saved sample images to output/epoch_088.png
16225.1s 900 🏆 Best checkpoint updated | val_loss=3.9724
16237.1s 901 Step 0/376 | G=4.5991 | D=0.5632
16282.6s 902 Step 100/376 | G=3.1918 | D=0.6311
16327.9s 903 Step 200/376 | G=2.8315 | D=0.6645
16373.2s 904 Step 300/376 | G=2.4876 | D=0.6444
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16394.6s 907 Time 169.40s | G=2.5822 | D=0.6378
16402.6s 908 Val_loss=4.0451
16405.7s 909 🖼 Saved sample images to output/epoch_089.png
16418.0s 910 Step 0/376 | G=4.6367 | D=0.6808
16463.4s 911 Step 100/376 | G=3.2083 | D=0.5872
16508.8s 912 Step 200/376 | G=2.9264 | D=0.6365
16554.1s 913 Step 300/376 | G=2.1684 | D=0.6539
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16
16575.5s 916 Time 169.79s | G=2.5478 | D=0.6362
16583.7s 917 Val_loss=3.9122
16586.7s 918 🖼 Saved sample images to output/epoch_090.png
16598.7s 919 🏆 Best checkpoint updated | val_loss=3.9122
16599.2s 920 💾 Checkpoint saved at epoch 90
16611.3s 921 Step 0/376 | G=4.0842 | D=0.7403
16656.8s 922 Step 100/376 | G=3.0089 | D=0.5677
16702.1s 923 Step 200/376 | G=2.7950 | D=0.6168
16747.5s 924 Step 300/376 | G=2.4747 | D=0.6055
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16768.9s 927 Time 169.63s | G=2.4920 | D=0.6390
16777.0s 928 Val_loss=3.8380
16780.2s 929 🖼 Saved sample images to output/epoch_091.png
16780.4s 930 🏆 Best checkpoint updated | val_loss=3.8380
16792.9s 931 Step 0/376 | G=5.4327 | D=0.6846
16838.4s 932 Step 100/376 | G=3.3698 | D=0.6232
16883.7s 933 Step 200/376 | G=2.7433 | D=0.6527
16929.0s 934 Step 300/376 | G=2.5256 | D=0.6204
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16950.3s 937 Time 169.84s | G=2.4625 | D=0.6406
16958.5s 938 Val_loss=3.7432
16961.6s 939 🖼 Saved sample images to output/epoch_092.png
16961.9s 940 🏆 Best checkpoint updated | val_loss=3.7432
16974.3s 941 Step 0/376 | G=3.5366 | D=0.5955
17019.7s 942 Step 100/376 | G=3.5291 | D=0.5829
17065.1s 943 Step 200/376 | G=2.5609 | D=0.6201
17110.4s 944 Step 300/376 | G=2.5530 | D=0.6388
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17131.7s 947 Time 169.80s | G=2.4321 | D=0.6390
17139.9s 948 Val_loss=3.8107
17143.1s 949 🖼 Saved sample images to output/epoch_093.png
17155.3s 950 Step 0/376 | G=4.7956 | D=0.7008
17200.8s 951 Step 100/376 | G=3.2964 | D=0.6357
17246.1s 952 Step 200/376 | G=2.7449 | D=0.6916
17291.4s 953 Step 300/376 | G=2.3979 | D=0.6455
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17313.0s 956 Time 169.92s | G=2.4041 | D=0.6396
17321.2s 957 Val_loss=3.6839
17324.3s 958 🖼 Saved sample images to output/epoch_094.png
17324.6s 959 🏆 Best checkpoint updated | val_loss=3.6839
17336.8s 960 Step 0/376 | G=4.4018 | D=0.7070
17382.2s 961 Step 100/376 | G=3.0409 | D=0.5230
17427.6s 962 Step 200/376 | G=2.5092 | D=0.6279
17472.9s 963 Step 300/376 | G=2.1991 | D=0.5932
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17494.1s 966 Time 169.47s | G=2.3599 | D=0.6390
17502.3s 967 Val_loss=3.5712
17505.4s 968 🖼 Saved sample images to output/epoch_095.png
17505.7s 969 🏆 Best checkpoint updated | val_loss=3.5712
17506.0s 970 💾 Checkpoint saved at epoch 95
17518.2s 971 Step 0/376 | G=4.8006 | D=0.6310
17563.7s 972 Step 100/376 | G=2.7726 | D=0.6086
17609.0s 973 Step 200/376 | G=2.5687 | D=0.6676
17654.3s 974 Step 300/376 | G=2.2540 | D=0.6034
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17
17675.7s 977 Time 169.57s | G=2.3281 | D=0.6411
17683.8s 978 Val_loss=3.5431
17686.8s 979 🖼 Saved sample images to output/epoch_096.png
17687.1s 980 🏆 Best checkpoint updated | val_loss=3.5431
17698.9s 981 Step 0/376 | G=3.7862 | D=0.7004
17744.4s 982 Step 100/376 | G=2.4434 | D=0.5949
17789.7s 983 Step 200/376 | G=2.2817 | D=0.6858
17835.0s 984 Step 300/376 | G=2.2642 | D=0.6941
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17856.5s 987 Time 169.31s | G=2.2933 | D=0.6421
17864.7s 988 Val_loss=3.5863
17867.7s 989 🖼 Saved sample images to output/epoch_097.png
17879.8s 990 Step 0/376 | G=3.7193 | D=0.5015
17925.3s 991 Step 100/376 | G=2.9299 | D=0.6352
17970.6s 992 Step 200/376 | G=2.1576 | D=0.6579
18015.9s 993 Step 300/376 | G=2.2175 | D=0.6783
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18037.4s 996 Time 169.67s | G=2.2444 | D=0.6416
18045.5s 997 Val_loss=3.4525
18048.6s 998 🖼 Saved sample images to output/epoch_098.png
18048.8s 999 🏆 Best checkpoint updated | val_loss=3.4525
18060.8s 1000 Step 0/376 | G=4.0367 | D=0.5751
18106.2s 1001 Step 100/376 | G=2.8571 | D=0.6623
18151.5s 1002 Step 200/376 | G=2.0538 | D=0.7090
18196.8s 1003 Step 300/376 | G=2.3591 | D=0.6435
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18218.2s 1006 Time 169.29s | G=2.2198 | D=0.6383
18226.3s 1007 Val_loss=3.4924
18229.4s 1008 🖼 Saved sample images to output/epoch_099.png
18254.3s 1009 Step 0/376 | G=4.7228 | D=0.5148
18299.9s 1010 Step 100/376 | G=2.9035 | D=0.5484
18345.2s 1011 Step 200/376 | G=2.7119 | D=0.6533
18390.5s 1012 Step 300/376 | G=2.1389 | D=0.6548
184
184
18412.1s 1015 Time 182.69s | G=2.1891 | D=0.6406
18420.2s 1016 Val_loss=3.4315
18423.3s 1017 🖼 Saved sample images to output/epoch_100.png
18423.6s 1018 🏆 Best checkpoint updated | val_loss=3.4315
18423.9s 1019 💾 Checkpoint saved at epoch 100
18423.9s 1020 ✅ Training complete and models saved!
18487.2s 1021 ==== Test Dataset Metrics ====
18487.2s 1022 L1 Loss : 0.0570
18487.2s 1023 PSNR : 24.4505
18487.2s 1024 SSIM : 0.8575
19258.6s 1027 L1 Loss : 0.0570
19258.6s 1028 PSNR : 24.4500
19258.6s 1029 SSIM : 0.8576
19258.6s 1030 All predictions saved to output/test_results
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