TF之pix2pix:基于TF利用Facades数据集训练pix2pix模型、测试并进行生成过程全记录
目录
TB监控
1、SCALARS
2、IMAGES
inputs_summary |
outputs_summary | ||
predict_fake_summary | predict_real_summary | ||
targets_summary |
3、GRAPHS
4、DISTRIBUTIONS
输出结果
训练代码运行过程全记录
2 epoch:2126~2218
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 = facades/train
l1_weight = 100.0
lab_colorization = False
lr = 0.0002
max_epochs = 200
max_steps = None
mode = train
ndf = 64
ngf = 64
output_dir = facades_train
output_filetype = png
progress_freq = 50
save_freq = 5000
scale_size = 286
seed = 407313043
summary_freq = 100
trace_freq = 0
which_direction = BtoA
2018-10-07 21:26:49.558601:
parameter_count = 57183616
progress epoch 1 step 50 image/sec 0.4 remaining 35m
discrim_loss 0.59409106
gen_loss_GAN 0.3667453
gen_loss_L1 0.14627346
recording summary
progress epoch 1 step 100 image/sec 0.3 remaining 33m
discrim_loss 0.77973217
gen_loss_GAN 0.74193096
gen_loss_L1 0.21620709
progress epoch 1 step 150 image/sec 0.4 remaining 30m
discrim_loss 0.7097481
gen_loss_GAN 1.2259353
gen_loss_L1 0.27181715
recording summary
progress epoch 1 step 200 image/sec 0.4 remaining 28m
discrim_loss 0.6670909
gen_loss_GAN 1.5955695
gen_loss_L1 0.30515844
progress epoch 1 step 250 image/sec 0.4 remaining 25m
discrim_loss 0.5505945
gen_loss_GAN 1.897398
gen_loss_L1 0.3195855
recording summary
progress epoch 1 step 300 image/sec 0.4 remaining 23m
discrim_loss 0.54358536
gen_loss_GAN 2.1270702
gen_loss_L1 0.33635142
progress epoch 1 step 350 image/sec 0.4 remaining 21m
discrim_loss 0.53915083
gen_loss_GAN 2.234504
gen_loss_L1 0.33556485
recording summary
progress epoch 1 step 400 image/sec 0.4 remaining 18m
discrim_loss 0.5494336
gen_loss_GAN 2.349324
gen_loss_L1 0.33941123
progress epoch 2 step 50 image/sec 0.4 remaining 16m
discrim_loss 0.5763757
gen_loss_GAN 2.3618762
gen_loss_L1 0.3413253
recording summary
progress epoch 2 step 100 image/sec 0.4 remaining 14m
discrim_loss 0.63876843
gen_loss_GAN 2.2650375
gen_loss_L1 0.3409966
progress epoch 2 step 150 image/sec 0.4 remaining 11m
discrim_loss 0.6011929
gen_loss_GAN 2.264903
gen_loss_L1 0.34726414
recording summary
progress epoch 2 step 200 image/sec 0.4 remaining 9m
discrim_loss 0.59052
gen_loss_GAN 2.302569
gen_loss_L1 0.3522855
progress epoch 2 step 250 image/sec 0.3 remaining 7m
discrim_loss 0.57109314
gen_loss_GAN 2.324084
gen_loss_L1 0.35149702
recording summary
progress epoch 2 step 300 image/sec 0.3 remaining 4m
discrim_loss 0.4946928
gen_loss_GAN 2.5188313
gen_loss_L1 0.3564302
progress epoch 2 step 350 image/sec 0.3 remaining 2m
discrim_loss 0.5365153
gen_loss_GAN 2.5414586
gen_loss_L1 0.35425124
recording summary
progress epoch 2 step 400 image/sec 0.3 remaining 0m
discrim_loss 0.56210524
gen_loss_GAN 2.5018184
gen_loss_L1 0.35051015
saving model
测试代码全记录
开始测试
loaded lab_colorization = False
loaded ndf = 64
loaded ngf = 64
loaded which_direction = BtoA
aspect_ratio = 1.0
batch_size = 1
beta1 = 0.5
checkpoint = facades_train
display_freq = 0
flip = False
gan_weight = 1.0
input_dir = facades/val
l1_weight = 100.0
lab_colorization = False
lr = 0.0002
max_epochs = None
max_steps = None
mode = test
ndf = 64
ngf = 64
output_dir = facades_test
output_filetype = png
progress_freq = 50
save_freq = 5000
scale_size = 256
seed = 651085994
summary_freq = 100
trace_freq = 0
which_direction = BtoA
examples count = 100
parameter_count = 57183616
loading model from checkpoint
evaluated image 1
evaluated image 2
evaluated image 3
evaluated image 4
evaluated image 5
evaluated image 6
evaluated image 7
evaluated image 8
evaluated image 9
evaluated image 10
evaluated image 11
evaluated image 12
evaluated image 13
evaluated image 14
evaluated image 15
evaluated image 16
evaluated image 17
evaluated image 18
evaluated image 19
evaluated image 20
evaluated image 21
evaluated image 22
evaluated image 23
evaluated image 24
evaluated image 25
evaluated image 26
evaluated image 27
evaluated image 28
evaluated image 29
evaluated image 30
evaluated image 31
evaluated image 32
evaluated image 33
evaluated image 34
evaluated image 35
evaluated image 36
evaluated image 37
evaluated image 38
evaluated image 39
evaluated image 40
evaluated image 41
evaluated image 42
evaluated image 43
evaluated image 44
evaluated image 45
evaluated image 46
evaluated image 47
evaluated image 48
evaluated image 49
evaluated image 50
evaluated image 51
evaluated image 52
evaluated image 53
evaluated image 54
evaluated image 55
evaluated image 56
evaluated image 57
evaluated image 58
evaluated image 59
evaluated image 60
evaluated image 61
evaluated image 62
evaluated image 63
evaluated image 64
evaluated image 65
evaluated image 66
evaluated image 67
evaluated image 68
evaluated image 69
evaluated image 70
evaluated image 71
evaluated image 72
evaluated image 73
evaluated image 74
evaluated image 75
evaluated image 76
evaluated image 77
evaluated image 78
evaluated image 79
evaluated image 80
evaluated image 81
evaluated image 82
evaluated image 83
evaluated image 84
evaluated image 85
evaluated image 86
evaluated image 87
evaluated image 88
evaluated image 89
evaluated image 90
evaluated image 91
evaluated image 92
evaluated image 93
evaluated image 94
evaluated image 95
evaluated image 96
evaluated image 97
evaluated image 98
evaluated image 99
evaluated image 100
wrote index at facades_test\index.html