DL之pix2pix：基于TF利用pix2pix模型对food_resized数据集实现Auto Color自动上色技术—训练&测试过程全记录
DL之pix2pix：基于TF利用pix2pix模型对food_resized数据集实现Auto Color自动上色技术
目录
训练
food_resized数据集展示
TB过程监控
1、SCALARS
2、IMAGES
3、GRAPHS
4、DISTRIBUTIONS
输出结果
训练过程
测试
测试代码
训练
food_resized数据集展示
food_resized数据集包含两个文件夹分别是train(含有7472张)、val文件夹(含有1868张)。
TB过程监控
1、SCALARS
2、IMAGES
| inputs_summary |
 |
outputs_summary |  |
| predict_fake_summary |  |
predict_real_summary |  |
| targets_summary |  |
3、GRAPHS
4、DISTRIBUTIONS
训练过程
1014~2300
开始训练
aspect_ratio = 1.0
batch_size = 1
beta1 = 0.5
checkpoint = None
display_freq = 0
flip = True
gan_weight = 1.0
input_dir = datasets/colorlization/food_resized/train
l1_weight = 100.0
lab_colorization = True
lr = 0.0002
max_epochs = 70
max_steps = None
mode = train
ndf = 64
ngf = 64
output_dir = colorlization_food
output_filetype = png
progress_freq = 50
save_freq = 5000
scale_size = 286
seed = 1739403374
summary_freq = 100
trace_freq = 0
which_direction = AtoB
examples count = 7472
2018-10-08 10:14:52.243605:
parameter_count = 57176448
parameter_count = 57176448
progress epoch 1 step 50 image/sec 0.3 remaining 775m
discrim_loss 0.62115204
gen_loss_GAN 0.32054898
gen_loss_L1 0.053016115
recording summary
progress epoch 1 step 100 image/sec 0.3 remaining 772m
discrim_loss 0.94412124
gen_loss_GAN 0.49388388
gen_loss_L1 0.0746072
progress epoch 1 step 150 image/sec 0.3 remaining 764m
discrim_loss 1.0989376
gen_loss_GAN 0.61638796
gen_loss_L1 0.091716774
recording summary
progress epoch 1 step 200 image/sec 0.3 remaining 809m
discrim_loss 1.1131265
gen_loss_GAN 0.8062535
gen_loss_L1 0.10253964
progress epoch 1 step 250 image/sec 0.3 remaining 800m
discrim_loss 1.0876915
gen_loss_GAN 1.0041593
gen_loss_L1 0.105531484
recording summary
progress epoch 1 step 300 image/sec 0.3 remaining 784m
discrim_loss 1.1135826
gen_loss_GAN 1.1223749
gen_loss_L1 0.10621897
progress epoch 1 step 350 image/sec 0.3 remaining 773m
discrim_loss 1.0985996
gen_loss_GAN 1.2152339
gen_loss_L1 0.115552105
recording summary
progress epoch 1 step 400 image/sec 0.3 remaining 757m
discrim_loss 1.0865264
gen_loss_GAN 1.256914
gen_loss_L1 0.11868134
progress epoch 1 step 450 image/sec 0.3 remaining 743m
discrim_loss 1.0460857
gen_loss_GAN 1.2697574
gen_loss_L1 0.118321225
recording summary
progress epoch 1 step 500 image/sec 0.3 remaining 731m
discrim_loss 1.0442727
gen_loss_GAN 1.329202
gen_loss_L1 0.11831482
progress epoch 1 step 550 image/sec 0.3 remaining 719m
discrim_loss 1.0788169
gen_loss_GAN 1.289733
gen_loss_L1 0.116190314
recording summary
progress epoch 1 step 600 image/sec 0.3 remaining 712m
discrim_loss 1.0257062
gen_loss_GAN 1.3354563
gen_loss_L1 0.117284976
progress epoch 1 step 650 image/sec 0.3 remaining 705m
discrim_loss 1.0450379
gen_loss_GAN 1.3233901
gen_loss_L1 0.12282534
recording summary
progress epoch 1 step 700 image/sec 0.3 remaining 702m
discrim_loss 1.1048021
gen_loss_GAN 1.2816317
gen_loss_L1 0.12615271
progress epoch 1 step 750 image/sec 0.3 remaining 701m
discrim_loss 1.1048292
gen_loss_GAN 1.2455337
gen_loss_L1 0.12358355
recording summary
progress epoch 1 step 800 image/sec 0.3 remaining 697m
discrim_loss 1.08388
gen_loss_GAN 1.2809262
gen_loss_L1 0.12027298
progress epoch 1 step 850 image/sec 0.3 remaining 697m
discrim_loss 1.0998135
gen_loss_GAN 1.2463636
gen_loss_L1 0.11875751
recording summary
progress epoch 1 step 900 image/sec 0.3 remaining 698m
discrim_loss 1.0821528
gen_loss_GAN 1.2356712
gen_loss_L1 0.116755895
progress epoch 1 step 950 image/sec 0.3 remaining 695m
discrim_loss 1.0927113
gen_loss_GAN 1.2259306
gen_loss_L1 0.11555332
recording summary
progress epoch 1 step 1000 image/sec 0.3 remaining 690m
discrim_loss 1.0598176
gen_loss_GAN 1.232778
gen_loss_L1 0.11947774
progress epoch 1 step 1050 image/sec 0.3 remaining 686m
discrim_loss 1.0703127
gen_loss_GAN 1.2645109
gen_loss_L1 0.1193775
recording summary
progress epoch 1 step 1100 image/sec 0.3 remaining 683m
discrim_loss 1.0416253
gen_loss_GAN 1.298146
gen_loss_L1 0.12060161
progress epoch 1 step 1150 image/sec 0.3 remaining 680m
discrim_loss 1.0654762
gen_loss_GAN 1.2623503
gen_loss_L1 0.11927286
recording summary
progress epoch 1 step 1200 image/sec 0.3 remaining 677m
discrim_loss 1.027089
gen_loss_GAN 1.3017185
gen_loss_L1 0.11801368
progress epoch 1 step 1250 image/sec 0.3 remaining 674m
discrim_loss 0.9931668
gen_loss_GAN 1.3387213
gen_loss_L1 0.1153132
recording summary
progress epoch 1 step 1300 image/sec 0.3 remaining 670m
discrim_loss 1.0244601
gen_loss_GAN 1.3321183
gen_loss_L1 0.116006255
progress epoch 1 step 1350 image/sec 0.3 remaining 665m
discrim_loss 1.0471783
gen_loss_GAN 1.2837918
gen_loss_L1 0.11803301
recording summary
progress epoch 1 step 1400 image/sec 0.3 remaining 660m
discrim_loss 1.0412923
gen_loss_GAN 1.2881491
gen_loss_L1 0.11771501
progress epoch 1 step 1450 image/sec 0.3 remaining 656m
discrim_loss 1.0294466
gen_loss_GAN 1.2744259
gen_loss_L1 0.116808206
recording summary
progress epoch 1 step 1500 image/sec 0.3 remaining 652m
discrim_loss 1.0183508
gen_loss_GAN 1.292259
gen_loss_L1 0.113540195
progress epoch 1 step 1550 image/sec 0.3 remaining 647m
discrim_loss 1.0143778
gen_loss_GAN 1.3468136
gen_loss_L1 0.118333735
recording summary
progress epoch 1 step 1600 image/sec 0.3 remaining 643m
discrim_loss 1.0525765
gen_loss_GAN 1.2853703
gen_loss_L1 0.118325554
progress epoch 1 step 1650 image/sec 0.3 remaining 642m
discrim_loss 1.0654823
gen_loss_GAN 1.2534837
gen_loss_L1 0.118441276
recording summary
progress epoch 1 step 1700 image/sec 0.3 remaining 642m
discrim_loss 1.0587102
gen_loss_GAN 1.2637444
gen_loss_L1 0.12116552
progress epoch 1 step 1750 image/sec 0.3 remaining 642m
discrim_loss 1.0577658
gen_loss_GAN 1.2738949
gen_loss_L1 0.11934987
recording summary
progress epoch 1 step 1800 image/sec 0.3 remaining 640m
discrim_loss 1.0074446
gen_loss_GAN 1.2996346
gen_loss_L1 0.119168214
progress epoch 1 step 1850 image/sec 0.3 remaining 636m
discrim_loss 1.0062499
gen_loss_GAN 1.3684733
gen_loss_L1 0.12022702
recording summary
progress epoch 1 step 1900 image/sec 0.3 remaining 632m
discrim_loss 0.98377424
gen_loss_GAN 1.3426747
gen_loss_L1 0.12114843
progress epoch 1 step 1950 image/sec 0.3 remaining 630m
discrim_loss 0.93751216
gen_loss_GAN 1.3736124
gen_loss_L1 0.120065995
recording summary
progress epoch 1 step 2000 image/sec 0.3 remaining 628m
discrim_loss 0.93121696
gen_loss_GAN 1.4024677
gen_loss_L1 0.12498106
progress epoch 1 step 2050 image/sec 0.3 remaining 625m
discrim_loss 1.0054142
gen_loss_GAN 1.3359661
gen_loss_L1 0.1239606
recording summary
progress epoch 1 step 2100 image/sec 0.3 remaining 623m
discrim_loss 0.99715894
gen_loss_GAN 1.3441807
gen_loss_L1 0.12131016
progress epoch 1 step 2150 image/sec 0.3 remaining 620m
discrim_loss 0.9382047
gen_loss_GAN 1.3868238
gen_loss_L1 0.12186281
recording summary
progress epoch 1 step 2200 image/sec 0.3 remaining 617m
discrim_loss 0.9144325
gen_loss_GAN 1.4223064
gen_loss_L1 0.124709874
progress epoch 1 step 2250 image/sec 0.3 remaining 613m
discrim_loss 0.9573278
gen_loss_GAN 1.411994
gen_loss_L1 0.12033531
recording summary
progress epoch 1 step 2300 image/sec 0.3 remaining 611m
discrim_loss 1.0046244
gen_loss_GAN 1.4061427
gen_loss_L1 0.12015082
progress epoch 1 step 2350 image/sec 0.3 remaining 607m
discrim_loss 1.0797633
gen_loss_GAN 1.3310685
gen_loss_L1 0.115331575
recording summary
progress epoch 1 step 2400 image/sec 0.3 remaining 603m
discrim_loss 0.9861677
gen_loss_GAN 1.384508
gen_loss_L1 0.11375874
progress epoch 1 step 2450 image/sec 0.3 remaining 599m
discrim_loss 0.9442755
gen_loss_GAN 1.3910129
gen_loss_L1 0.11451029
recording summary
progress epoch 1 step 2500 image/sec 0.3 remaining 595m
discrim_loss 0.95131034
gen_loss_GAN 1.4207437
gen_loss_L1 0.1160729
progress epoch 1 step 2550 image/sec 0.3 remaining 591m
discrim_loss 0.981647
gen_loss_GAN 1.4056526
gen_loss_L1 0.11811327
recording summary
progress epoch 1 step 2600 image/sec 0.4 remaining 587m
discrim_loss 0.9833851
gen_loss_GAN 1.3913951
gen_loss_L1 0.117830254
progress epoch 1 step 2650 image/sec 0.4 remaining 583m
discrim_loss 0.9731037
gen_loss_GAN 1.4330161
gen_loss_L1 0.11611517
recording summary
progress epoch 1 step 2700 image/sec 0.4 remaining 579m
discrim_loss 1.0259104
gen_loss_GAN 1.3806489
gen_loss_L1 0.10973432
progress epoch 1 step 2750 image/sec 0.4 remaining 575m
discrim_loss 0.97066694
gen_loss_GAN 1.4679701
gen_loss_L1 0.11385688
recording summary
progress epoch 1 step 2800 image/sec 0.4 remaining 572m
discrim_loss 0.9463172
gen_loss_GAN 1.469374
gen_loss_L1 0.117950305
progress epoch 1 step 2850 image/sec 0.4 remaining 568m
discrim_loss 0.99155146
gen_loss_GAN 1.405672
gen_loss_L1 0.11746198
recording summary
progress epoch 1 step 2900 image/sec 0.4 remaining 564m
discrim_loss 0.9754807
gen_loss_GAN 1.4393647
gen_loss_L1 0.11773626
progress epoch 1 step 2950 image/sec 0.4 remaining 561m
discrim_loss 0.88027656
gen_loss_GAN 1.5010512
gen_loss_L1 0.11858655
recording summary
progress epoch 1 step 3000 image/sec 0.4 remaining 557m
discrim_loss 0.9175184
gen_loss_GAN 1.4984882
gen_loss_L1 0.12058505
progress epoch 1 step 3050 image/sec 0.4 remaining 553m
discrim_loss 0.93689007
gen_loss_GAN 1.4868838
gen_loss_L1 0.119633384
recording summary
progress epoch 1 step 3100 image/sec 0.4 remaining 550m
discrim_loss 0.9272855
gen_loss_GAN 1.467815
gen_loss_L1 0.119596526
progress epoch 1 step 3150 image/sec 0.4 remaining 546m
discrim_loss 0.98669904
gen_loss_GAN 1.4624339
gen_loss_L1 0.11914031
recording summary
progress epoch 1 step 3200 image/sec 0.4 remaining 543m
discrim_loss 0.9649654
gen_loss_GAN 1.5031444
gen_loss_L1 0.117068194
progress epoch 1 step 3250 image/sec 0.4 remaining 540m
discrim_loss 0.8890174
gen_loss_GAN 1.5152043
gen_loss_L1 0.11642369
recording summary
progress epoch 1 step 3300 image/sec 0.4 remaining 537m
discrim_loss 0.9104426
gen_loss_GAN 1.4900955
gen_loss_L1 0.120770186
progress epoch 1 step 3350 image/sec 0.4 remaining 533m
discrim_loss 0.92895716
gen_loss_GAN 1.4949726
gen_loss_L1 0.12575981
recording summary
progress epoch 1 step 3400 image/sec 0.4 remaining 530m
discrim_loss 0.9633422
gen_loss_GAN 1.5144229
gen_loss_L1 0.120731555
progress epoch 1 step 3450 image/sec 0.4 remaining 527m
discrim_loss 0.9534565
gen_loss_GAN 1.4639826
gen_loss_L1 0.1204406
recording summary
progress epoch 1 step 3500 image/sec 0.4 remaining 524m
discrim_loss 0.957696
gen_loss_GAN 1.4333737
gen_loss_L1 0.115320764
progress epoch 1 step 3550 image/sec 0.4 remaining 521m
discrim_loss 0.9388458
gen_loss_GAN 1.4586198
gen_loss_L1 0.11818194
recording summary
progress epoch 1 step 3600 image/sec 0.4 remaining 518m
discrim_loss 0.9352551
gen_loss_GAN 1.5192943
gen_loss_L1 0.117742136
progress epoch 1 step 3650 image/sec 0.4 remaining 514m
discrim_loss 0.92738765
gen_loss_GAN 1.5041525
gen_loss_L1 0.115241125
recording summary
progress epoch 1 step 3700 image/sec 0.4 remaining 511m
discrim_loss 0.9281003
gen_loss_GAN 1.5180644
gen_loss_L1 0.11463005
progress epoch 1 step 3750 image/sec 0.4 remaining 508m
discrim_loss 0.9268279
gen_loss_GAN 1.5279084
gen_loss_L1 0.11137476
recording summary
progress epoch 1 step 3800 image/sec 0.4 remaining 505m
discrim_loss 0.93570966
gen_loss_GAN 1.5161706
gen_loss_L1 0.11829288
progress epoch 1 step 3850 image/sec 0.4 remaining 503m
discrim_loss 0.9874508
gen_loss_GAN 1.4392761
gen_loss_L1 0.11722698
recording summary
progress epoch 1 step 3900 image/sec 0.4 remaining 500m
discrim_loss 0.9332878
gen_loss_GAN 1.426579
gen_loss_L1 0.11468408
progress epoch 1 step 3950 image/sec 0.4 remaining 497m
discrim_loss 0.9406798
gen_loss_GAN 1.4258233
gen_loss_L1 0.11721391
recording summary
progress epoch 1 step 4000 image/sec 0.4 remaining 494m
discrim_loss 0.9312145
gen_loss_GAN 1.4278499
gen_loss_L1 0.120001115
progress epoch 1 step 4050 image/sec 0.4 remaining 491m
discrim_loss 0.9610824
gen_loss_GAN 1.456171
gen_loss_L1 0.11530372
recording summary
progress epoch 1 step 4100 image/sec 0.4 remaining 488m
discrim_loss 0.9605973
gen_loss_GAN 1.4439713
gen_loss_L1 0.1174751
progress epoch 1 step 4150 image/sec 0.4 remaining 485m
discrim_loss 0.9172506
gen_loss_GAN 1.4683508
gen_loss_L1 0.117338255
recording summary
progress epoch 1 step 4200 image/sec 0.4 remaining 482m
discrim_loss 1.0036
gen_loss_GAN 1.3925201
gen_loss_L1 0.11412126
progress epoch 1 step 4250 image/sec 0.4 remaining 480m
discrim_loss 0.9721676
gen_loss_GAN 1.3819777
gen_loss_L1 0.11432306
recording summary
progress epoch 1 step 4300 image/sec 0.4 remaining 477m
discrim_loss 0.94344246
gen_loss_GAN 1.3888396
gen_loss_L1 0.111993335
progress epoch 1 step 4350 image/sec 0.4 remaining 474m
discrim_loss 1.0195792
gen_loss_GAN 1.3762759
gen_loss_L1 0.11609561
recording summary
progress epoch 1 step 4400 image/sec 0.4 remaining 471m
discrim_loss 0.95176023
gen_loss_GAN 1.4074981
gen_loss_L1 0.119945474
progress epoch 1 step 4450 image/sec 0.4 remaining 469m
discrim_loss 0.9992097
gen_loss_GAN 1.3738024
gen_loss_L1 0.11553463
recording summary
progress epoch 1 step 4500 image/sec 0.4 remaining 466m
discrim_loss 0.97512364
gen_loss_GAN 1.3421061
gen_loss_L1 0.11437585
progress epoch 1 step 4550 image/sec 0.4 remaining 463m
discrim_loss 0.9963357
gen_loss_GAN 1.4123344
gen_loss_L1 0.111348234
recording summary
progress epoch 1 step 4600 image/sec 0.4 remaining 461m
discrim_loss 0.9078664
gen_loss_GAN 1.527209
gen_loss_L1 0.116156116
progress epoch 1 step 4650 image/sec 0.4 remaining 458m
discrim_loss 0.8768157
gen_loss_GAN 1.4864161
gen_loss_L1 0.11556198
recording summary
progress epoch 1 step 4700 image/sec 0.4 remaining 455m
discrim_loss 0.89705485
gen_loss_GAN 1.4827784
gen_loss_L1 0.118166976
progress epoch 1 step 4750 image/sec 0.4 remaining 453m
discrim_loss 0.887645
gen_loss_GAN 1.4517329
gen_loss_L1 0.118381284
recording summary
progress epoch 1 step 4800 image/sec 0.4 remaining 450m
discrim_loss 0.98595774
gen_loss_GAN 1.3721058
gen_loss_L1 0.11956107
progress epoch 1 step 4850 image/sec 0.4 remaining 448m
discrim_loss 0.94088936
gen_loss_GAN 1.3777764
gen_loss_L1 0.12307138
progress epoch 1 step 4900 image/sec 0.4 remaining 446m
discrim_loss 0.9050963
gen_loss_GAN 1.4721719
gen_loss_L1 0.124465145
progress epoch 1 step 4950 image/sec 0.4 remaining 444m
discrim_loss 0.9059857
gen_loss_GAN 1.4678174
gen_loss_L1 0.12331337
recording summary
progress epoch 1 step 5000 image/sec 0.4 remaining 441m
discrim_loss 0.8766232
gen_loss_GAN 1.4879206
gen_loss_L1 0.11554299
saving model
progress epoch 1 step 5050 image/sec 0.4 remaining 439m
discrim_loss 0.9305549
gen_loss_GAN 1.4352194
gen_loss_L1 0.11594302
recording summary
progress epoch 1 step 5100 image/sec 0.4 remaining 437m
discrim_loss 0.93696433
gen_loss_GAN 1.4731494
gen_loss_L1 0.11813992
progress epoch 1 step 5150 image/sec 0.4 remaining 434m
discrim_loss 0.9686996
gen_loss_GAN 1.4141353
gen_loss_L1 0.120013125
recording summary
progress epoch 1 step 5200 image/sec 0.4 remaining 432m
discrim_loss 0.96466
gen_loss_GAN 1.4258012
gen_loss_L1 0.1212225
progress epoch 1 step 5250 image/sec 0.4 remaining 430m
discrim_loss 0.95394343
gen_loss_GAN 1.4311461
gen_loss_L1 0.1250671
recording summary
progress epoch 1 step 5300 image/sec 0.4 remaining 428m
discrim_loss 0.88939154
gen_loss_GAN 1.486867
gen_loss_L1 0.120781176
progress epoch 1 step 5350 image/sec 0.4 remaining 425m
discrim_loss 0.8993096
gen_loss_GAN 1.4893689
gen_loss_L1 0.12102289
recording summary
progress epoch 1 step 5400 image/sec 0.4 remaining 424m
discrim_loss 0.95481545
gen_loss_GAN 1.4421393
gen_loss_L1 0.12117399
progress epoch 1 step 5450 image/sec 0.4 remaining 422m
discrim_loss 0.89083314
gen_loss_GAN 1.4645293
gen_loss_L1 0.12100475
recording summary
progress epoch 1 step 5500 image/sec 0.4 remaining 420m
discrim_loss 0.91619164
gen_loss_GAN 1.4573723
gen_loss_L1 0.12051313
progress epoch 1 step 5550 image/sec 0.4 remaining 419m
discrim_loss 0.969519
gen_loss_GAN 1.423509
gen_loss_L1 0.118661396
recording summary
progress epoch 1 step 5600 image/sec 0.4 remaining 417m
discrim_loss 0.96993285
gen_loss_GAN 1.3999337
gen_loss_L1 0.113522634
progress epoch 1 step 5650 image/sec 0.4 remaining 416m
discrim_loss 0.92371494
gen_loss_GAN 1.424022
gen_loss_L1 0.11373202
recording summary
progress epoch 1 step 5700 image/sec 0.4 remaining 414m
discrim_loss 0.88251483
gen_loss_GAN 1.4535532
gen_loss_L1 0.10917066
progress epoch 1 step 5750 image/sec 0.4 remaining 411m
discrim_loss 1.0224388
gen_loss_GAN 1.390329
gen_loss_L1 0.11104478
recording summary
progress epoch 1 step 5800 image/sec 0.4 remaining 409m
discrim_loss 0.9498935
gen_loss_GAN 1.4452721
gen_loss_L1 0.11067424
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gen_loss_L1 0.11292835
recording summary
progress epoch 1 step 5900 image/sec 0.4 remaining 405m
discrim_loss 0.9167843
gen_loss_GAN 1.4783306
gen_loss_L1 0.11505297
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gen_loss_GAN 1.4417032
gen_loss_L1 0.11174201
recording summary
progress epoch 1 step 6000 image/sec 0.4 remaining 401m
discrim_loss 0.88041204
gen_loss_GAN 1.5041751
gen_loss_L1 0.11417196
progress epoch 1 step 6050 image/sec 0.4 remaining 399m
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gen_loss_GAN 1.4625685
gen_loss_L1 0.11409207
recording summary
progress epoch 1 step 6100 image/sec 0.4 remaining 397m
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gen_loss_GAN 1.4848605
gen_loss_L1 0.111906834
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gen_loss_L1 0.116847806
recording summary
progress epoch 1 step 6200 image/sec 0.4 remaining 393m
discrim_loss 0.8887072
gen_loss_GAN 1.4720132
gen_loss_L1 0.116748
progress epoch 1 step 6250 image/sec 0.4 remaining 391m
discrim_loss 0.85774773
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gen_loss_L1 0.11787749
recording summary
progress epoch 1 step 6300 image/sec 0.4 remaining 389m
discrim_loss 0.90355
gen_loss_GAN 1.4608679
gen_loss_L1 0.11080055
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gen_loss_GAN 1.4370329
gen_loss_L1 0.10981837
recording summary
progress epoch 1 step 6400 image/sec 0.4 remaining 385m
discrim_loss 0.8989879
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gen_loss_L1 0.119810104
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gen_loss_GAN 1.5228212
gen_loss_L1 0.12326331
recording summary
progress epoch 1 step 6500 image/sec 0.4 remaining 381m
discrim_loss 0.75702477
gen_loss_GAN 1.6112955
gen_loss_L1 0.12182281
progress epoch 1 step 6550 image/sec 0.4 remaining 379m
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gen_loss_L1 0.118482314
recording summary
progress epoch 1 step 6600 image/sec 0.4 remaining 377m
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gen_loss_GAN 1.5524828
gen_loss_L1 0.118166484
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gen_loss_GAN 1.4953343
gen_loss_L1 0.12101517
recording summary
progress epoch 1 step 6700 image/sec 0.4 remaining 373m
discrim_loss 0.8887786
gen_loss_GAN 1.5128567
gen_loss_L1 0.118778445
progress epoch 1 step 6750 image/sec 0.4 remaining 371m
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gen_loss_L1 0.1182844
recording summary
progress epoch 1 step 6800 image/sec 0.4 remaining 369m
discrim_loss 0.88841987
gen_loss_GAN 1.4836754
gen_loss_L1 0.11543897
progress epoch 1 step 6850 image/sec 0.4 remaining 367m
discrim_loss 0.87200254
gen_loss_GAN 1.575812
gen_loss_L1 0.119031064
recording summary
progress epoch 1 step 6900 image/sec 0.4 remaining 365m
discrim_loss 0.8419873
gen_loss_GAN 1.5720929
gen_loss_L1 0.12353266
progress epoch 1 step 6950 image/sec 0.4 remaining 363m
discrim_loss 0.82398
gen_loss_GAN 1.5723218
gen_loss_L1 0.12217843
recording summary
progress epoch 1 step 7000 image/sec 0.4 remaining 361m
discrim_loss 0.81261563
gen_loss_GAN 1.6031628
gen_loss_L1 0.120665
progress epoch 1 step 7050 image/sec 0.4 remaining 359m
discrim_loss 0.8943221
gen_loss_GAN 1.5612344
gen_loss_L1 0.123553745
recording summary
progress epoch 1 step 7100 image/sec 0.4 remaining 356m
discrim_loss 0.88140994
gen_loss_GAN 1.5667024
gen_loss_L1 0.1220394
progress epoch 1 step 7150 image/sec 0.4 remaining 354m
discrim_loss 0.87385803
gen_loss_GAN 1.559706
gen_loss_L1 0.122071035
recording summary
progress epoch 1 step 7200 image/sec 0.4 remaining 352m
discrim_loss 0.9058856
gen_loss_GAN 1.5246731
gen_loss_L1 0.1155009
progress epoch 1 step 7250 image/sec 0.4 remaining 350m
discrim_loss 0.90250236
gen_loss_GAN 1.5710034
gen_loss_L1 0.11570516
recording summary
progress epoch 1 step 7300 image/sec 0.4 remaining 348m
discrim_loss 0.88407254
gen_loss_GAN 1.5402129
gen_loss_L1 0.1177178
progress epoch 1 step 7350 image/sec 0.4 remaining 345m
discrim_loss 0.796291
gen_loss_GAN 1.5614473
gen_loss_L1 0.11722075
recording summary
progress epoch 1 step 7400 image/sec 0.4 remaining 343m
discrim_loss 0.80147743
gen_loss_GAN 1.5525177
gen_loss_L1 0.11983081
progress epoch 1 step 7450 image/sec 0.4 remaining 340m
discrim_loss 0.8415261
gen_loss_GAN 1.559838
gen_loss_L1 0.11997097
recording summary
progress epoch 2 step 28 image/sec 0.4 remaining 338m
discrim_loss 0.86127704
gen_loss_GAN 1.60786
gen_loss_L1 0.120580904
progress epoch 2 step 78 image/sec 0.4 remaining 335m
discrim_loss 0.8105104
gen_loss_GAN 1.5944707
gen_loss_L1 0.12029672
recording summary
progress epoch 2 step 128 image/sec 0.4 remaining 333m
discrim_loss 0.83848137
gen_loss_GAN 1.6061752
gen_loss_L1 0.11679491
progress epoch 2 step 178 image/sec 0.4 remaining 331m
discrim_loss 0.78893834
gen_loss_GAN 1.7041888
gen_loss_L1 0.11577688
recording summary
progress epoch 2 step 228 image/sec 0.4 remaining 328m
discrim_loss 0.86162513
gen_loss_GAN 1.630061
gen_loss_L1 0.119100645
progress epoch 2 step 278 image/sec 0.4 remaining 326m
discrim_loss 0.837598
gen_loss_GAN 1.627371
gen_loss_L1 0.11559749
recording summary
progress epoch 2 step 328 image/sec 0.4 remaining 323m
discrim_loss 0.8065566
gen_loss_GAN 1.6882219
gen_loss_L1 0.11717461
progress epoch 2 step 378 image/sec 0.4 remaining 321m
discrim_loss 0.8836942
gen_loss_GAN 1.6314093
gen_loss_L1 0.119476154
recording summary
progress epoch 2 step 428 image/sec 0.4 remaining 319m
discrim_loss 0.9961305
gen_loss_GAN 1.5214747
gen_loss_L1 0.12080237
progress epoch 2 step 478 image/sec 0.4 remaining 316m
discrim_loss 0.9020864
gen_loss_GAN 1.5593723
gen_loss_L1 0.12127097
recording summary
progress epoch 2 step 528 image/sec 0.4 remaining 314m
discrim_loss 0.8662782
gen_loss_GAN 1.5830998
gen_loss_L1 0.118848294
progress epoch 2 step 578 image/sec 0.4 remaining 312m
discrim_loss 0.8917842
gen_loss_GAN 1.56467
gen_loss_L1 0.12292577
recording summary
progress epoch 2 step 628 image/sec 0.4 remaining 309m
discrim_loss 0.8618348
gen_loss_GAN 1.5395312
gen_loss_L1 0.12126604
progress epoch 2 step 678 image/sec 0.4 remaining 307m
discrim_loss 0.91382116
gen_loss_GAN 1.5020319
gen_loss_L1 0.123845585
recording summary
progress epoch 2 step 728 image/sec 0.4 remaining 305m
discrim_loss 0.8816616
gen_loss_GAN 1.5111153
gen_loss_L1 0.120221294
progress epoch 2 step 778 image/sec 0.4 remaining 302m
discrim_loss 0.9234119
gen_loss_GAN 1.5421865
gen_loss_L1 0.12525421
recording summary
progress epoch 2 step 828 image/sec 0.4 remaining 300m
discrim_loss 0.91956466
gen_loss_GAN 1.4889796
gen_loss_L1 0.11980073
progress epoch 2 step 878 image/sec 0.4 remaining 297m
discrim_loss 0.8857349
gen_loss_GAN 1.5065229
gen_loss_L1 0.12087855
recording summary
progress epoch 2 step 928 image/sec 0.4 remaining 295m
discrim_loss 0.8681113
gen_loss_GAN 1.5238594
gen_loss_L1 0.11876185
progress epoch 2 step 978 image/sec 0.4 remaining 293m
discrim_loss 0.82529396
gen_loss_GAN 1.5896991
gen_loss_L1 0.114614956
recording summary
progress epoch 2 step 1028 image/sec 0.4 remaining 290m
discrim_loss 0.8673896
gen_loss_GAN 1.5555705
gen_loss_L1 0.11613579
progress epoch 2 step 1078 image/sec 0.4 remaining 288m
discrim_loss 0.8897452
gen_loss_GAN 1.579314
gen_loss_L1 0.11599399
recording summary
progress epoch 2 step 1128 image/sec 0.4 remaining 286m
discrim_loss 0.87610686
gen_loss_GAN 1.6210251
gen_loss_L1 0.11811243
progress epoch 2 step 1178 image/sec 0.4 remaining 284m
discrim_loss 0.91493845
gen_loss_GAN 1.5684164
gen_loss_L1 0.11788152
recording summary
progress epoch 2 step 1228 image/sec 0.4 remaining 282m
discrim_loss 0.9407549
gen_loss_GAN 1.5575186
gen_loss_L1 0.11866197
progress epoch 2 step 1278 image/sec 0.4 remaining 280m
discrim_loss 0.9236375
gen_loss_GAN 1.5255985
gen_loss_L1 0.119829044
recording summary
progress epoch 2 step 1328 image/sec 0.4 remaining 277m
discrim_loss 0.862822
gen_loss_GAN 1.5665802
gen_loss_L1 0.11982999
progress epoch 2 step 1378 image/sec 0.4 remaining 275m
discrim_loss 0.9354748
gen_loss_GAN 1.5149294
gen_loss_L1 0.115858
recording summary
progress epoch 2 step 1428 image/sec 0.4 remaining 273m
discrim_loss 0.85317
gen_loss_GAN 1.5691501
gen_loss_L1 0.1174917
progress epoch 2 step 1478 image/sec 0.4 remaining 271m
discrim_loss 0.89684707
gen_loss_GAN 1.5798998
gen_loss_L1 0.12168232
recording summary
progress epoch 2 step 1528 image/sec 0.4 remaining 269m
discrim_loss 0.86626196
gen_loss_GAN 1.544886
gen_loss_L1 0.11976257
progress epoch 2 step 1578 image/sec 0.4 remaining 267m
discrim_loss 0.90685666
gen_loss_GAN 1.481145
gen_loss_L1 0.11839476
recording summary
progress epoch 2 step 1628 image/sec 0.4 remaining 265m
discrim_loss 0.9073913
gen_loss_GAN 1.4581003
gen_loss_L1 0.11635904
progress epoch 2 step 1678 image/sec 0.4 remaining 263m
discrim_loss 0.8748785
gen_loss_GAN 1.5007362
gen_loss_L1 0.118497334
recording summary
progress epoch 2 step 1728 image/sec 0.4 remaining 261m
discrim_loss 0.8806474
gen_loss_GAN 1.5701983
gen_loss_L1 0.12374131
progress epoch 2 step 1778 image/sec 0.4 remaining 259m
discrim_loss 0.8840187
gen_loss_GAN 1.6364253
gen_loss_L1 0.11927699
recording summary
progress epoch 2 step 1828 image/sec 0.4 remaining 256m
discrim_loss 0.8523453
gen_loss_GAN 1.6774093
gen_loss_L1 0.11839581
progress epoch 2 step 1878 image/sec 0.4 remaining 255m
discrim_loss 0.9095652
gen_loss_GAN 1.5568471
gen_loss_L1 0.11562544
recording summary
progress epoch 2 step 1928 image/sec 0.4 remaining 253m
discrim_loss 0.80995053
gen_loss_GAN 1.6347291
gen_loss_L1 0.11757387
progress epoch 2 step 1978 image/sec 0.4 remaining 250m
discrim_loss 0.8868853
gen_loss_GAN 1.6137549
gen_loss_L1 0.11670058
recording summary
progress epoch 2 step 2028 image/sec 0.4 remaining 248m
discrim_loss 0.8692192
gen_loss_GAN 1.555423
gen_loss_L1 0.11824096
progress epoch 2 step 2078 image/sec 0.4 remaining 246m
discrim_loss 0.89770657
gen_loss_GAN 1.5417072
gen_loss_L1 0.11420904
recording summary
progress epoch 2 step 2128 image/sec 0.4 remaining 244m
discrim_loss 0.77775514
gen_loss_GAN 1.6230421
gen_loss_L1 0.11770781
progress epoch 2 step 2178 image/sec 0.4 remaining 242m
discrim_loss 0.8270929
gen_loss_GAN 1.6074505
gen_loss_L1 0.117408246
recording summary
progress epoch 2 step 2228 image/sec 0.4 remaining 240m
discrim_loss 0.82755286
gen_loss_GAN 1.615231
gen_loss_L1 0.120003775
progress epoch 2 step 2278 image/sec 0.4 remaining 237m
discrim_loss 0.80331653
gen_loss_GAN 1.6085448
gen_loss_L1 0.117533736
recording summary
progress epoch 2 step 2328 image/sec 0.4 remaining 235m
discrim_loss 0.8573519
gen_loss_GAN 1.5329909
gen_loss_L1 0.113135055
progress epoch 2 step 2378 image/sec 0.4 remaining 233m
discrim_loss 0.84270525
gen_loss_GAN 1.634248
gen_loss_L1 0.1161392
recording summary
progress epoch 2 step 2428 image/sec 0.4 remaining 231m
discrim_loss 0.92819536
gen_loss_GAN 1.5703394
gen_loss_L1 0.11701343
progress epoch 2 step 2478 image/sec 0.4 remaining 229m
discrim_loss 0.9518075
gen_loss_GAN 1.4869474
gen_loss_L1 0.116570674
recording summary
progress epoch 2 step 2528 image/sec 0.4 remaining 227m
discrim_loss 0.9076812
gen_loss_GAN 1.4459208
gen_loss_L1 0.11084821
saving model
progress epoch 2 step 2578 image/sec 0.4 remaining 225m
discrim_loss 0.82320374
gen_loss_GAN 1.5468618
gen_loss_L1 0.10974925
recording summary
progress epoch 2 step 2628 image/sec 0.4 remaining 223m
discrim_loss 0.9193648
gen_loss_GAN 1.5501455
gen_loss_L1 0.11639301
progress epoch 2 step 2678 image/sec 0.4 remaining 221m
discrim_loss 0.8737548
gen_loss_GAN 1.5431694
gen_loss_L1 0.11821345
recording summary
progress epoch 2 step 2728 image/sec 0.4 remaining 219m
discrim_loss 0.876498
gen_loss_GAN 1.5536327
gen_loss_L1 0.1201904
progress epoch 2 step 2778 image/sec 0.4 remaining 217m
discrim_loss 0.9072884
gen_loss_GAN 1.5179402
gen_loss_L1 0.119783714
recording summary
progress epoch 2 step 2828 image/sec 0.4 remaining 215m
discrim_loss 0.82356596
gen_loss_GAN 1.5479507
gen_loss_L1 0.1182085
progress epoch 2 step 2878 image/sec 0.4 remaining 213m
discrim_loss 0.9218327
gen_loss_GAN 1.5437295
gen_loss_L1 0.11994646
recording summary
progress epoch 2 step 2928 image/sec 0.4 remaining 211m
discrim_loss 0.9108039
gen_loss_GAN 1.539661
gen_loss_L1 0.11517131
progress epoch 2 step 2978 image/sec 0.4 remaining 209m
discrim_loss 0.96900004
gen_loss_GAN 1.5435266
gen_loss_L1 0.11475763
recording summary
progress epoch 2 step 3028 image/sec 0.4 remaining 207m
discrim_loss 0.94200754
gen_loss_GAN 1.4973539
gen_loss_L1 0.11236226
progress epoch 2 step 3078 image/sec 0.4 remaining 204m
discrim_loss 0.9532818
gen_loss_GAN 1.418439
gen_loss_L1 0.10722644
recording summary
progress epoch 2 step 3128 image/sec 0.4 remaining 202m
discrim_loss 0.96813494
gen_loss_GAN 1.3852267
gen_loss_L1 0.11006933
progress epoch 2 step 3178 image/sec 0.4 remaining 200m
discrim_loss 0.9678196
gen_loss_GAN 1.3947484
gen_loss_L1 0.115282446
recording summary
progress epoch 2 step 3228 image/sec 0.4 remaining 198m
discrim_loss 0.8417012
gen_loss_GAN 1.5012885
gen_loss_L1 0.11275017
progress epoch 2 step 3278 image/sec 0.4 remaining 196m
discrim_loss 0.8321896
gen_loss_GAN 1.535197
gen_loss_L1 0.11256008
recording summary
progress epoch 2 step 3328 image/sec 0.4 remaining 194m
discrim_loss 0.875033
gen_loss_GAN 1.5244653
gen_loss_L1 0.11780235
progress epoch 2 step 3378 image/sec 0.4 remaining 192m
discrim_loss 0.846147
gen_loss_GAN 1.535154
gen_loss_L1 0.11965836
recording summary
progress epoch 2 step 3428 image/sec 0.4 remaining 189m
discrim_loss 0.8479678
gen_loss_GAN 1.5472943
gen_loss_L1 0.11476389
progress epoch 2 step 3478 image/sec 0.4 remaining 187m
discrim_loss 0.85726655
gen_loss_GAN 1.5525287
gen_loss_L1 0.110352114
recording summary
progress epoch 2 step 3528 image/sec 0.4 remaining 185m
discrim_loss 0.94925493
gen_loss_GAN 1.5216005
gen_loss_L1 0.112821326
progress epoch 2 step 3578 image/sec 0.4 remaining 183m
discrim_loss 0.9429957
gen_loss_GAN 1.5392792
gen_loss_L1 0.10880039
recording summary
progress epoch 2 step 3628 image/sec 0.4 remaining 181m
discrim_loss 0.8948942
gen_loss_GAN 1.5568258
gen_loss_L1 0.108852
progress epoch 2 step 3678 image/sec 0.4 remaining 178m
discrim_loss 0.87382644
gen_loss_GAN 1.5114996
gen_loss_L1 0.113252215
recording summary
progress epoch 2 step 3728 image/sec 0.4 remaining 176m
discrim_loss 0.891308
gen_loss_GAN 1.5019009
gen_loss_L1 0.11052978
progress epoch 2 step 3778 image/sec 0.4 remaining 174m
discrim_loss 0.80148506
gen_loss_GAN 1.5662526
gen_loss_L1 0.11217225
recording summary
progress epoch 2 step 3828 image/sec 0.4 remaining 172m
discrim_loss 0.84982777
gen_loss_GAN 1.5685649
gen_loss_L1 0.12227872
progress epoch 2 step 3878 image/sec 0.4 remaining 169m
discrim_loss 0.87569076
gen_loss_GAN 1.5297033
gen_loss_L1 0.11733669
recording summary
progress epoch 2 step 3928 image/sec 0.4 remaining 167m
discrim_loss 0.8051542
gen_loss_GAN 1.6447334
gen_loss_L1 0.116958216
progress epoch 2 step 3978 image/sec 0.4 remaining 165m
discrim_loss 0.8519985
gen_loss_GAN 1.6158894
gen_loss_L1 0.1148312
recording summary
progress epoch 2 step 4028 image/sec 0.4 remaining 162m
discrim_loss 0.79313916
gen_loss_GAN 1.6353061
gen_loss_L1 0.11953624
progress epoch 2 step 4078 image/sec 0.4 remaining 160m
discrim_loss 0.8356676
gen_loss_GAN 1.5679988
gen_loss_L1 0.11776483
recording summary
progress epoch 2 step 4128 image/sec 0.4 remaining 158m
discrim_loss 0.8348013
gen_loss_GAN 1.5470681
gen_loss_L1 0.11865385
progress epoch 2 step 4178 image/sec 0.4 remaining 155m
discrim_loss 0.88439906
gen_loss_GAN 1.6082493
gen_loss_L1 0.11297804
recording summary
progress epoch 2 step 4228 image/sec 0.4 remaining 153m
discrim_loss 0.96362525
gen_loss_GAN 1.5842397
gen_loss_L1 0.117585495
progress epoch 2 step 4278 image/sec 0.4 remaining 151m
discrim_loss 0.87359583
gen_loss_GAN 1.5736572
gen_loss_L1 0.117770426
recording summary
progress epoch 2 step 4328 image/sec 0.4 remaining 149m
discrim_loss 0.77474743
gen_loss_GAN 1.692213
gen_loss_L1 0.120508894
progress epoch 2 step 4378 image/sec 0.4 remaining 146m
discrim_loss 0.823279
gen_loss_GAN 1.6843213
gen_loss_L1 0.12105105
recording summary
progress epoch 2 step 4428 image/sec 0.4 remaining 144m
discrim_loss 0.8405899
gen_loss_GAN 1.6438925
gen_loss_L1 0.121771544
progress epoch 2 step 4478 image/sec 0.4 remaining 142m
discrim_loss 0.8087965
gen_loss_GAN 1.6531565
gen_loss_L1 0.121999666
recording summary
progress epoch 2 step 4528 image/sec 0.4 remaining 139m
discrim_loss 0.8057065
gen_loss_GAN 1.6150292
gen_loss_L1 0.11911905
progress epoch 2 step 4578 image/sec 0.4 remaining 137m
discrim_loss 0.87867594
gen_loss_GAN 1.5354047
gen_loss_L1 0.1189418
recording summary
progress epoch 2 step 4628 image/sec 0.4 remaining 134m
discrim_loss 0.8695999
gen_loss_GAN 1.5230154
gen_loss_L1 0.11747221
progress epoch 2 step 4678 image/sec 0.4 remaining 132m
discrim_loss 0.85907036
gen_loss_GAN 1.5296963
gen_loss_L1 0.11589477
recording summary
progress epoch 2 step 4728 image/sec 0.4 remaining 130m
discrim_loss 0.85444015
gen_loss_GAN 1.5250875
gen_loss_L1 0.12087098
progress epoch 2 step 4778 image/sec 0.4 remaining 127m
discrim_loss 0.8277054
gen_loss_GAN 1.5446329
gen_loss_L1 0.11702416
recording summary
progress epoch 2 step 4828 image/sec 0.4 remaining 125m
discrim_loss 0.90678895
gen_loss_GAN 1.5675919
gen_loss_L1 0.11720641
progress epoch 2 step 4878 image/sec 0.4 remaining 122m
discrim_loss 0.79024553
gen_loss_GAN 1.6611507
gen_loss_L1 0.11749591
recording summary
progress epoch 2 step 4928 image/sec 0.4 remaining 120m
discrim_loss 0.7967991
gen_loss_GAN 1.6645851
gen_loss_L1 0.11771946
progress epoch 2 step 4978 image/sec 0.4 remaining 118m
discrim_loss 0.82793045
gen_loss_GAN 1.6093776
gen_loss_L1 0.116447315
recording summary
progress epoch 2 step 5028 image/sec 0.4 remaining 115m
discrim_loss 0.753117
gen_loss_GAN 1.6801418
gen_loss_L1 0.11606691
progress epoch 2 step 5078 image/sec 0.4 remaining 113m
discrim_loss 0.8289596
gen_loss_GAN 1.6782061
gen_loss_L1 0.11954549
recording summary
progress epoch 2 step 5128 image/sec 0.4 remaining 111m
discrim_loss 0.88985854
gen_loss_GAN 1.5975621
gen_loss_L1 0.11619047
progress epoch 2 step 5178 image/sec 0.4 remaining 108m
discrim_loss 0.8511049
gen_loss_GAN 1.5854241
gen_loss_L1 0.115921855
recording summary
progress epoch 2 step 5228 image/sec 0.4 remaining 106m
discrim_loss 0.89768535
gen_loss_GAN 1.5722272
gen_loss_L1 0.11586051
progress epoch 2 step 5278 image/sec 0.4 remaining 104m
discrim_loss 0.76473415
gen_loss_GAN 1.6652745
gen_loss_L1 0.11970067
recording summary
progress epoch 2 step 5328 image/sec 0.4 remaining 101m
discrim_loss 0.8541864
gen_loss_GAN 1.6623697
gen_loss_L1 0.11698764
progress epoch 2 step 5378 image/sec 0.4 remaining 99m
discrim_loss 0.9296651
gen_loss_GAN 1.6099339
gen_loss_L1 0.117581084
recording summary
progress epoch 2 step 5428 image/sec 0.4 remaining 97m
discrim_loss 0.8471077
gen_loss_GAN 1.6026325
gen_loss_L1 0.117464334
progress epoch 2 step 5478 image/sec 0.4 remaining 94m
discrim_loss 0.8827662
gen_loss_GAN 1.5479548
gen_loss_L1 0.11566926
recording summary
progress epoch 2 step 5528 image/sec 0.4 remaining 92m
discrim_loss 0.7912381
gen_loss_GAN 1.6040826
gen_loss_L1 0.115501165
progress epoch 2 step 5578 image/sec 0.4 remaining 89m
discrim_loss 0.83049953
gen_loss_GAN 1.6072627
gen_loss_L1 0.11830842
recording summary
progress epoch 2 step 5628 image/sec 0.4 remaining 87m
discrim_loss 0.87712246
gen_loss_GAN 1.5941746
gen_loss_L1 0.115855515
progress epoch 2 step 5678 image/sec 0.4 remaining 85m
discrim_loss 0.8893827
gen_loss_GAN 1.5387678
gen_loss_L1 0.117177725
recording summary
progress epoch 2 step 5728 image/sec 0.4 remaining 82m
discrim_loss 0.8079297
gen_loss_GAN 1.5541725
gen_loss_L1 0.11510712
progress epoch 2 step 5778 image/sec 0.4 remaining 80m
discrim_loss 0.8139121
gen_loss_GAN 1.5903707
gen_loss_L1 0.11654885
recording summary
progress epoch 2 step 5828 image/sec 0.4 remaining 77m
discrim_loss 0.8542742
gen_loss_GAN 1.5466131
gen_loss_L1 0.11521525
progress epoch 2 step 5878 image/sec 0.4 remaining 75m
discrim_loss 0.901287
gen_loss_GAN 1.5648736
gen_loss_L1 0.11507388
recording summary
progress epoch 2 step 5928 image/sec 0.4 remaining 73m
discrim_loss 0.9154847
gen_loss_GAN 1.499327
gen_loss_L1 0.11408284
progress epoch 2 step 5978 image/sec 0.4 remaining 70m
discrim_loss 0.7890587
gen_loss_GAN 1.5593413
gen_loss_L1 0.11333618
recording summary
progress epoch 2 step 6028 image/sec 0.4 remaining 68m
discrim_loss 0.8823949
gen_loss_GAN 1.5522125
gen_loss_L1 0.1161846
progress epoch 2 step 6078 image/sec 0.4 remaining 66m
discrim_loss 0.8494401
gen_loss_GAN 1.5500106
gen_loss_L1 0.11351151
recording summary
progress epoch 2 step 6128 image/sec 0.4 remaining 63m
discrim_loss 0.8874446
gen_loss_GAN 1.5672544
gen_loss_L1 0.11395987
progress epoch 2 step 6178 image/sec 0.4 remaining 61m
discrim_loss 0.82285804
gen_loss_GAN 1.6455374
gen_loss_L1 0.113174364
recording summary
progress epoch 2 step 6228 image/sec 0.4 remaining 58m
discrim_loss 0.8491669
gen_loss_GAN 1.5902545
gen_loss_L1 0.1162949
progress epoch 2 step 6278 image/sec 0.4 remaining 56m
discrim_loss 0.819972
gen_loss_GAN 1.591518
gen_loss_L1 0.1128766
recording summary
progress epoch 2 step 6328 image/sec 0.4 remaining 54m
discrim_loss 0.8803684
gen_loss_GAN 1.5790539
gen_loss_L1 0.1140237
progress epoch 2 step 6378 image/sec 0.4 remaining 51m
discrim_loss 0.8288694
gen_loss_GAN 1.5982836
gen_loss_L1 0.11128814
recording summary
progress epoch 2 step 6428 image/sec 0.4 remaining 49m
discrim_loss 0.84864324
gen_loss_GAN 1.6079737
gen_loss_L1 0.11250326
progress epoch 2 step 6478 image/sec 0.4 remaining 47m
discrim_loss 0.8745096
gen_loss_GAN 1.6244593
gen_loss_L1 0.11375605
recording summary
progress epoch 2 step 6528 image/sec 0.4 remaining 44m
discrim_loss 0.8032784
gen_loss_GAN 1.6290073
gen_loss_L1 0.111008376
progress epoch 2 step 6578 image/sec 0.4 remaining 42m
discrim_loss 0.90288186
gen_loss_GAN 1.6073776
gen_loss_L1 0.11052054
recording summary
progress epoch 2 step 6628 image/sec 0.4 remaining 39m
discrim_loss 0.78720987
gen_loss_GAN 1.6435641
gen_loss_L1 0.11002786
progress epoch 2 step 6678 image/sec 0.4 remaining 37m
discrim_loss 0.88915396
gen_loss_GAN 1.5216315
gen_loss_L1 0.112931326
recording summary
progress epoch 2 step 6728 image/sec 0.4 remaining 35m
discrim_loss 0.8614181
gen_loss_GAN 1.5692296
gen_loss_L1 0.1112233
progress epoch 2 step 6778 image/sec 0.4 remaining 32m
discrim_loss 0.88211584
gen_loss_GAN 1.5681787
gen_loss_L1 0.11220956
recording summary
progress epoch 2 step 6828 image/sec 0.4 remaining 30m
discrim_loss 0.8958551
gen_loss_GAN 1.5788288
gen_loss_L1 0.11048176
progress epoch 2 step 6878 image/sec 0.4 remaining 28m
discrim_loss 0.87014157
gen_loss_GAN 1.5818418
gen_loss_L1 0.111626446
recording summary
progress epoch 2 step 6928 image/sec 0.4 remaining 25m
discrim_loss 0.8620589
gen_loss_GAN 1.554513
gen_loss_L1 0.11221026
progress epoch 2 step 6978 image/sec 0.4 remaining 23m
discrim_loss 0.8360656
gen_loss_GAN 1.6119428
gen_loss_L1 0.109429
recording summary
progress epoch 2 step 7028 image/sec 0.4 remaining 20m
discrim_loss 0.93040156
gen_loss_GAN 1.5878296
gen_loss_L1 0.1157448
progress epoch 2 step 7078 image/sec 0.4 remaining 18m
discrim_loss 0.8852831
gen_loss_GAN 1.5581291
gen_loss_L1 0.113859475
recording summary
progress epoch 2 step 7128 image/sec 0.4 remaining 16m
discrim_loss 0.8668408
gen_loss_GAN 1.5549263
gen_loss_L1 0.11256616
progress epoch 2 step 7178 image/sec 0.4 remaining 13m
discrim_loss 0.93269
gen_loss_GAN 1.4615146
gen_loss_L1 0.110314354
recording summary
progress epoch 2 step 7228 image/sec 0.4 remaining 11m
discrim_loss 0.84345067
gen_loss_GAN 1.511617
gen_loss_L1 0.115258954
progress epoch 2 step 7278 image/sec 0.4 remaining 9m
discrim_loss 0.81968087
gen_loss_GAN 1.5898192
gen_loss_L1 0.11567144
recording summary
progress epoch 2 step 7328 image/sec 0.4 remaining 6m
discrim_loss 0.8464879
gen_loss_GAN 1.6120932
gen_loss_L1 0.119259834
progress epoch 2 step 7378 image/sec 0.4 remaining 4m
discrim_loss 0.7806106
gen_loss_GAN 1.6913474
gen_loss_L1 0.11713983
recording summary
progress epoch 2 step 7428 image/sec 0.4 remaining 2m
discrim_loss 0.844849
gen_loss_GAN 1.6245934
gen_loss_L1 0.11504359
recording summary
progress epoch 2 step 7472 image/sec 0.4 remaining 0m
discrim_loss 0.8442991
gen_loss_GAN 1.5988972
gen_loss_L1 0.117679566
saving model
测试
测试代码
loaded lab_colorization = True
loaded ndf = 64
loaded ngf = 64
loaded which_direction = AtoB
aspect_ratio = 1.0
batch_size = 1
beta1 = 0.5
checkpoint = colorization_food
display_freq = 0
flip = False
gan_weight = 1.0
input_dir = datasets/colorization/food_resized/val
l1_weight = 100.0
lab_colorization = True
lr = 0.0002
max_epochs = None
max_steps = None
mode = test
ndf = 64
ngf = 64
output_dir = colorlization_food_test
output_filetype = png
progress_freq = 50
save_freq = 5000
scale_size = 256
seed = 997446065
summary_freq = 100
trace_freq = 0
which_direction = AtoB
……
Exception: input_dir does not exist